gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	9300
Missing cells	26779
Missing cells (%)	19.2%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	1.1 MiB
Average record size in memory	124.0 B

Variable types

Numeric	4
Categorical	1
Text	10

Dataset

Description	충청북도 청주시에서 2년마다 개최되는 청주공예비엔날레의 1~12회 전시별 작품명/작가명/작품크기/재료/기법 등의 데이터를 제공합니다.
Author	충청북도 청주시
URL	https://www.data.go.kr/data/15110029/fileData.do

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`작품크기(가로)` is highly overall correlated with `작품크기(세로)`	High correlation
`작품크기(세로)` is highly overall correlated with `작품크기(가로)`	High correlation
`작가명(국문)` has 185 (2.0%) missing values	Missing
`작가명(영문)` has 586 (6.3%) missing values	Missing
`작품명(국문)` has 504 (5.4%) missing values	Missing
`작품명(영문)` has 1288 (13.8%) missing values	Missing
`년도` has 2380 (25.6%) missing values	Missing
`재료(국문)` has 2696 (29.0%) missing values	Missing
`재료(영문)` has 2449 (26.3%) missing values	Missing
`기법(국문)` has 8389 (90.2%) missing values	Missing
`기법(영문)` has 8302 (89.3%) missing values	Missing
`작품크기(가로)` has 1709 (18.4%) zeros	Zeros
`작품크기(세로)` has 1901 (20.4%) zeros	Zeros
`작품크기(높이)` has 3309 (35.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 06:57:32.862459
Analysis finished	2023-12-12 06:57:39.587537
Duration	6.73 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

회차
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2963441

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.0069868
Coefficient of variation (CV)	0.4121224
Kurtosis	-0.76505804
Mean	7.2963441
Median Absolute Deviation (MAD)	3
Skewness	-0.32002526
Sum	67856
Variance	9.0419696
Monotonicity	Increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	1463	15.7%
11	1341	14.4%
8	1231	13.2%
10	927	10.0%
4	842	9.1%
6	835	9.0%
5	528	5.7%
9	520	5.6%
12	483	5.2%
1	433	4.7%
Other values (2)	697	7.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	433	4.7%
2	272	2.9%
3	425	4.6%
4	842	9.1%
5	528	5.7%
6	835	9.0%
7	1463	15.7%
8	1231	13.2%
9	520	5.6%
10	927	10.0%

Value	Count	Frequency (%)
12	483	5.2%
11	1341	14.4%
10	927	10.0%
9	520	5.6%
8	1231	13.2%
7	1463	15.7%
6	835	9.0%
5	528	5.7%
4	842	9.1%
3	425	4.6%

전시 구분
Categorical

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	72.8 KiB

본전시/기획전	2705
공모전	1953
초대국가관	1205
페어	1190
특별전	915
Other values (4)	1332

Length

Max length	7
Median length	5
Mean length	4.8023656
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
본전시/기획전	2705	29.1%
공모전	1953	21.0%
초대국가관	1205	13.0%
페어	1190	12.8%
특별전	915	9.8%
국제초대작가전	633	6.8%
생활공예명품전	396	4.3%
지역작가전	168	1.8%
국제산업관	135	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
본전시/기획전	2705	29.1%
공모전	1953	21.0%
초대국가관	1205	13.0%
페어	1190	12.8%
특별전	915	9.8%
국제초대작가전	633	6.8%
생활공예명품전	396	4.3%
지역작가전	168	1.8%
국제산업관	135	1.5%

작가명(국문)
Text

MISSING

Distinct	3594
Distinct (%)	39.4%
Missing	185
Missing (%)	2.0%
Memory size	72.8 KiB

Length

Max length	23
Median length	3
Mean length	4.2296215
Min length	1

Characters and Unicode

Total characters	38553
Distinct characters	697
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	2132 ?
Unique (%)	23.4%

Sample

1st row	강O균
2nd row	고O관
3rd row	고O환
4th row	권O아
5th row	김O찬

Value	Count	Frequency (%)
윌리엄o리스	84	0.9%
한국o수o물관	54	0.6%
김o수	47	0.5%
이o희	41	0.4%
이o선	40	0.4%
김o경	39	0.4%
김o영	38	0.4%
이o원	37	0.4%
김o희	34	0.4%
이o수	33	0.4%
Other values (3611)	8711	95.1%

Most occurring characters

Value	Count	Frequency (%)
O	9705	25.2%
이	1605	4.2%
리	1004	2.6%
김	996	2.6%
스	911	2.4%
박	475	1.2%
정	475	1.2%
라	462	1.2%
르	391	1.0%
트	367	1.0%
Other values (687)	22162	57.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	28651	74.3%
Uppercase Letter	9746	25.3%
Space Separator	43	0.1%
Other Punctuation	37	0.1%
Letter Number	20	0.1%
Decimal Number	19	< 0.1%
Close Punctuation	11	< 0.1%
Open Punctuation	11	< 0.1%
Dash Punctuation	9	< 0.1%
Connector Punctuation	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
이	1605	5.6%
리	1004	3.5%
김	996	3.5%
스	911	3.2%
박	475	1.7%
정	475	1.7%
라	462	1.6%
르	391	1.4%
트	367	1.3%
아	355	1.2%
Other values (651)	21610	75.4%

Uppercase Letter

Value	Count	Frequency (%)
O	9705	99.6%
M	7	0.1%
A	5	0.1%
W	4	< 0.1%
H	4	< 0.1%
B	4	< 0.1%
C	3	< 0.1%
J	2	< 0.1%
R	2	< 0.1%
K	2	< 0.1%
Other values (8)	8	0.1%

Decimal Number

Value	Count	Frequency (%)
0	7	36.8%
2	5	26.3%
4	3	15.8%
3	2	10.5%
6	1	5.3%
1	1	5.3%

Other Punctuation

Value	Count	Frequency (%)
.	16	43.2%
&	11	29.7%
,	8	21.6%
·	2	5.4%

Letter Number

Value	Count	Frequency (%)
Ⅹ	10	50.0%
Ⅱ	10	50.0%

Space Separator

Value	Count	Frequency (%)
	43	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	11	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	11	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	9	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	4	100.0%

Lowercase Letter

Value	Count	Frequency (%)
h	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	28651	74.3%
Latin	9768	25.3%
Common	134	0.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
이	1605	5.6%
리	1004	3.5%
김	996	3.5%
스	911	3.2%
박	475	1.7%
정	475	1.7%
라	462	1.6%
르	391	1.4%
트	367	1.3%
아	355	1.2%
Other values (651)	21610	75.4%

Latin

Value	Count	Frequency (%)
O	9705	99.4%
Ⅹ	10	0.1%
Ⅱ	10	0.1%
M	7	0.1%
A	5	0.1%
W	4	< 0.1%
H	4	< 0.1%
B	4	< 0.1%
C	3	< 0.1%
J	2	< 0.1%
Other values (11)	14	0.1%

Common

Value	Count	Frequency (%)
	43	32.1%
.	16	11.9%
&	11	8.2%
)	11	8.2%
(	11	8.2%
-	9	6.7%
,	8	6.0%
0	7	5.2%
2	5	3.7%
_	4	3.0%
Other values (5)	9	6.7%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	28651	74.3%
ASCII	9880	25.6%
Number Forms	20	0.1%
None	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	9705	98.2%
	43	0.4%
.	16	0.2%
&	11	0.1%
)	11	0.1%
(	11	0.1%
-	9	0.1%
,	8	0.1%
0	7	0.1%
M	7	0.1%
Other values (23)	52	0.5%

Hangul

Value	Count	Frequency (%)
이	1605	5.6%
리	1004	3.5%
김	996	3.5%
스	911	3.2%
박	475	1.7%
정	475	1.7%
라	462	1.6%
르	391	1.4%
트	367	1.3%
아	355	1.2%
Other values (651)	21610	75.4%

Number Forms

Value	Count	Frequency (%)
Ⅹ	10	50.0%
Ⅱ	10	50.0%

None

Value	Count	Frequency (%)
·	2	100.0%

작가명(영문)
Text

MISSING

Distinct	3485
Distinct (%)	40.0%
Missing	586
Missing (%)	6.3%
Memory size	72.8 KiB

Length

Max length	38
Median length	30
Mean length	9.8586183
Min length	3

Characters and Unicode

Total characters	85908
Distinct characters	90
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	1972 ?
Unique (%)	22.6%

Sample

1st row	Kang O Kyun
2nd row	Koh O Kwan
3rd row	Ko O Hwan
4th row	Kwon O Ah
5th row	Kim O Chan

Value	Count	Frequency (%)
o	9139	38.9%
kim	892	3.8%
lee	849	3.6%
park	422	1.8%
choi	215	0.9%
hee	189	0.8%
young	179	0.8%
jung	179	0.8%
ho	172	0.7%
won	165	0.7%
Other values (2141)	11093	47.2%

Most occurring characters

Value	Count	Frequency (%)
	18265	21.3%
O	9169	10.7%
n	5678	6.6%
e	5612	6.5%
o	5324	6.2%
a	4716	5.5%
i	4417	5.1%
u	2711	3.2%
g	1977	2.3%
r	1945	2.3%
Other values (80)	26094	30.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44058	51.3%
Uppercase Letter	23293	27.1%
Space Separator	18265	21.3%
Other Punctuation	132	0.2%
Dash Punctuation	60	0.1%
Close Punctuation	21	< 0.1%
Open Punctuation	21	< 0.1%
Letter Number	20	< 0.1%
Decimal Number	18	< 0.1%
Other Letter	16	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	5678	12.9%
e	5612	12.7%
o	5324	12.1%
a	4716	10.7%
i	4417	10.0%
u	2711	6.2%
g	1977	4.5%
r	1945	4.4%
h	1903	4.3%
m	1808	4.1%
Other values (19)	7967	18.1%

Uppercase Letter

Value	Count	Frequency (%)
O	9169	39.4%
K	1818	7.8%
S	1518	6.5%
H	1388	6.0%
J	1250	5.4%
L	1209	5.2%
C	1001	4.3%
Y	887	3.8%
M	699	3.0%
P	633	2.7%
Other values (17)	3721	16.0%

Other Letter

Value	Count	Frequency (%)
會	1	6.2%
山	1	6.2%
拓	1	6.2%
度	1	6.2%
覺	1	6.2%
保	1	6.2%
知	1	6.2%
玉	1	6.2%
神	1	6.2%
黃	1	6.2%
Other values (6)	6	37.5%

Decimal Number

Value	Count	Frequency (%)
0	7	38.9%
2	4	22.2%
4	3	16.7%
3	2	11.1%
1	1	5.6%
6	1	5.6%

Other Punctuation

Value	Count	Frequency (%)
,	57	43.2%
.	40	30.3%
'	17	12.9%
&	16	12.1%
·	2	1.5%

Letter Number

Value	Count	Frequency (%)
Ⅹ	10	50.0%
Ⅱ	10	50.0%

Space Separator

Value	Count	Frequency (%)
	18265	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	60	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	21	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	21	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	67371	78.4%
Common	18521	21.6%
Han	16	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	9169	13.6%
n	5678	8.4%
e	5612	8.3%
o	5324	7.9%
a	4716	7.0%
i	4417	6.6%
u	2711	4.0%
g	1977	2.9%
r	1945	2.9%
h	1903	2.8%
Other values (48)	23919	35.5%

Common

Value	Count	Frequency (%)
	18265	98.6%
-	60	0.3%
,	57	0.3%
.	40	0.2%
)	21	0.1%
(	21	0.1%
'	17	0.1%
&	16	0.1%
0	7	< 0.1%
_	4	< 0.1%
Other values (6)	13	0.1%

Han

Value	Count	Frequency (%)
會	1	6.2%
山	1	6.2%
拓	1	6.2%
度	1	6.2%
覺	1	6.2%
保	1	6.2%
知	1	6.2%
玉	1	6.2%
神	1	6.2%
黃	1	6.2%
Other values (6)	6	37.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	85859	99.9%
Number Forms	20	< 0.1%
CJK	16	< 0.1%
None	13	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	18265	21.3%
O	9169	10.7%
n	5678	6.6%
e	5612	6.5%
o	5324	6.2%
a	4716	5.5%
i	4417	5.1%
u	2711	3.2%
g	1977	2.3%
r	1945	2.3%
Other values (57)	26045	30.3%

Number Forms

Value	Count	Frequency (%)
Ⅹ	10	50.0%
Ⅱ	10	50.0%

None

Value	Count	Frequency (%)
ß	5	38.5%
ł	3	23.1%
Ø	2	15.4%
·	2	15.4%
ø	1	7.7%

CJK

Value	Count	Frequency (%)
會	1	6.2%
山	1	6.2%
拓	1	6.2%
度	1	6.2%
覺	1	6.2%
保	1	6.2%
知	1	6.2%
玉	1	6.2%
神	1	6.2%
黃	1	6.2%
Other values (6)	6	37.5%

작품명(국문)
Text

MISSING

Distinct	7740
Distinct (%)	88.0%
Missing	504
Missing (%)	5.4%
Memory size	72.8 KiB

Length

Max length	59
Median length	45
Mean length	7.4896544
Min length	1

Characters and Unicode

Total characters	65879
Distinct characters	1541
Distinct categories	16 ?
Distinct scripts	4 ?
Distinct blocks	13 ?

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

Unique

Unique	7255 ?
Unique (%)	82.5%

Sample

1st row	당닷굿 당닷궁
2nd row	시공(時空)
3rd row	가을의 서정-99
4th row	형태+공간
5th row	풍경 99-3

Value	Count	Frequency (%)
	281	1.6%
1	97	0.5%
2	92	0.5%
시리즈	91	0.5%
의자	90	0.5%
브로치	84	0.5%
목걸이	82	0.5%
무제	72	0.4%
보자기	57	0.3%
위한	54	0.3%
Other values (9517)	16806	94.4%

Most occurring characters

Value	Count	Frequency (%)
	9085	13.8%
의	1201	1.8%
이	1075	1.6%
리	867	1.3%
-	816	1.2%
자	809	1.2%
1	783	1.2%
기	756	1.1%
0	745	1.1%
2	642	1.0%
Other values (1531)	49100	74.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	43365	65.8%
Space Separator	9085	13.8%
Lowercase Letter	4582	7.0%
Decimal Number	3392	5.1%
Uppercase Letter	1600	2.4%
Other Punctuation	1399	2.1%
Dash Punctuation	816	1.2%
Close Punctuation	597	0.9%
Open Punctuation	597	0.9%
Letter Number	207	0.3%
Other values (6)	239	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
의	1201	2.8%
이	1075	2.5%
리	867	2.0%
자	809	1.9%
기	756	1.7%
다	546	1.3%
시	516	1.2%
스	512	1.2%
지	483	1.1%
나	444	1.0%
Other values (1420)	36156	83.4%

Lowercase Letter

Value	Count	Frequency (%)
e	547	11.9%
o	427	9.3%
a	392	8.6%
i	365	8.0%
t	322	7.0%
r	322	7.0%
n	318	6.9%
s	269	5.9%
l	259	5.7%
u	172	3.8%
Other values (16)	1189	25.9%

Uppercase Letter

Value	Count	Frequency (%)
I	282	17.6%
S	111	6.9%
N	110	6.9%
T	93	5.8%
A	88	5.5%
L	74	4.6%
C	71	4.4%
M	66	4.1%
B	64	4.0%
P	61	3.8%
Other values (16)	580	36.2%

Other Punctuation

Value	Count	Frequency (%)
,	441	31.5%
.	306	21.9%
"	268	19.2%
#	80	5.7%
:	75	5.4%
/	50	3.6%
'	44	3.1%
&	39	2.8%
·	35	2.5%
!	23	1.6%
Other values (4)	38	2.7%

Decimal Number

Value	Count	Frequency (%)
1	783	23.1%
0	745	22.0%
2	642	18.9%
9	286	8.4%
3	265	7.8%
7	153	4.5%
5	151	4.5%
4	140	4.1%
6	115	3.4%
8	112	3.3%

Letter Number

Value	Count	Frequency (%)
Ⅱ	82	39.6%
Ⅰ	58	28.0%
Ⅲ	30	14.5%
Ⅳ	16	7.7%
Ⅴ	6	2.9%
Ⅵ	6	2.9%
Ⅹ	5	2.4%
Ⅷ	2	1.0%
ⅳ	1	0.5%
Ⅶ	1	0.5%

Math Symbol

Value	Count	Frequency (%)
+	34	51.5%
<	11	16.7%
>	11	16.7%
~	7	10.6%
→	1	1.5%
=	1	1.5%
∝	1	1.5%

Close Punctuation

Value	Count	Frequency (%)
)	588	98.5%
]	5	0.8%
」	3	0.5%
》	1	0.2%

Open Punctuation

Value	Count	Frequency (%)
(	588	98.5%
[	5	0.8%
「	3	0.5%
《	1	0.2%

Other Symbol

Value	Count	Frequency (%)
○	3	60.0%
↗	1	20.0%
★	1	20.0%

Final Punctuation

Value	Count	Frequency (%)
”	4	66.7%
’	2	33.3%

Space Separator

Value	Count	Frequency (%)
	9085	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	816	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	157	100.0%

Modifier Symbol

Value	Count	Frequency (%)
˚	3	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	42587	64.6%
Common	16125	24.5%
Latin	6389	9.7%
Han	778	1.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
의	1201	2.8%
이	1075	2.5%
리	867	2.0%
자	809	1.9%
기	756	1.8%
다	546	1.3%
시	516	1.2%
스	512	1.2%
지	483	1.1%
나	444	1.0%
Other values (1036)	35378	83.1%

Han

Value	Count	Frequency (%)
器	27	3.5%
木	18	2.3%
道	15	1.9%
刀	12	1.5%
目	12	1.5%
山	12	1.5%
石	11	1.4%
生	10	1.3%
空	9	1.2%
人	8	1.0%
Other values (374)	644	82.8%

Latin

Value	Count	Frequency (%)
e	547	8.6%
o	427	6.7%
a	392	6.1%
i	365	5.7%
t	322	5.0%
r	322	5.0%
n	318	5.0%
I	282	4.4%
s	269	4.2%
l	259	4.1%
Other values (52)	2886	45.2%

Common

Value	Count	Frequency (%)
	9085	56.3%
-	816	5.1%
1	783	4.9%
0	745	4.6%
2	642	4.0%
)	588	3.6%
(	588	3.6%
,	441	2.7%
.	306	1.9%
9	286	1.8%
Other values (39)	1845	11.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	42573	64.6%
ASCII	22243	33.8%
CJK	752	1.1%
Number Forms	207	0.3%
None	43	0.1%
CJK Compat Ideographs	26	< 0.1%
Compat Jamo	14	< 0.1%
Punctuation	11	< 0.1%
Geometric Shapes	3	< 0.1%
Modifier Letters	3	< 0.1%
Other values (3)	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	9085	40.8%
-	816	3.7%
1	783	3.5%
0	745	3.3%
2	642	2.9%
)	588	2.6%
(	588	2.6%
e	547	2.5%
,	441	2.0%
o	427	1.9%
Other values (76)	7581	34.1%

Hangul

Value	Count	Frequency (%)
의	1201	2.8%
이	1075	2.5%
리	867	2.0%
자	809	1.9%
기	756	1.8%
다	546	1.3%
시	516	1.2%
스	512	1.2%
지	483	1.1%
나	444	1.0%
Other values (1031)	35364	83.1%

Number Forms

Value	Count	Frequency (%)
Ⅱ	82	39.6%
Ⅰ	58	28.0%
Ⅲ	30	14.5%
Ⅳ	16	7.7%
Ⅴ	6	2.9%
Ⅵ	6	2.9%
Ⅹ	5	2.4%
Ⅷ	2	1.0%
ⅳ	1	0.5%
Ⅶ	1	0.5%

None

Value	Count	Frequency (%)
·	35	81.4%
」	3	7.0%
「	3	7.0%
》	1	2.3%
《	1	2.3%

CJK

Value	Count	Frequency (%)
器	27	3.6%
木	18	2.4%
道	15	2.0%
刀	12	1.6%
目	12	1.6%
山	12	1.6%
石	11	1.5%
生	10	1.3%
空	9	1.2%
人	8	1.1%
Other values (362)	618	82.2%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	6	42.9%
ㅎ	3	21.4%
ㅣ	3	21.4%
ㄱ	1	7.1%
ㅅ	1	7.1%

Punctuation

Value	Count	Frequency (%)
”	4	36.4%
…	3	27.3%
‘	2	18.2%
’	2	18.2%

CJK Compat Ideographs

Value	Count	Frequency (%)
蓮	4	15.4%
不	4	15.4%
女	3	11.5%
金	3	11.5%
律	3	11.5%
輪	2	7.7%
理	2	7.7%
車	1	3.8%
螺	1	3.8%
連	1	3.8%
Other values (2)	2	7.7%

Geometric Shapes

Value	Count	Frequency (%)
○	3	100.0%

Modifier Letters

Value	Count	Frequency (%)
˚	3	100.0%

Arrows

Value	Count	Frequency (%)
↗	1	50.0%
→	1	50.0%

Misc Symbols

Value	Count	Frequency (%)
★	1	100.0%

Math Operators

Value	Count	Frequency (%)
∝	1	100.0%

작품명(영문)
Text

MISSING

Distinct	7317
Distinct (%)	91.3%
Missing	1288
Missing (%)	13.8%
Memory size	72.8 KiB

Length

Max length	132
Median length	92
Mean length	16.834249
Min length	1

Characters and Unicode

Total characters	134876
Distinct characters	177
Distinct categories	16 ?
Distinct scripts	5 ?
Distinct blocks	12 ?

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

Unique

Unique	6972 ?
Unique (%)	87.0%

Sample

1st row	Dang-Da-Kung Dang-Da-Kung
2nd row	Time and Space
3rd row	Lyrical Image of Autumn-99
4th row	Form+Space
5th row	Landscape 99-3

Value	Count	Frequency (%)
the	763	3.5%
of	701	3.2%
	359	1.6%
and	299	1.4%
a	278	1.3%
with	251	1.1%
in	207	0.9%
chair	147	0.7%
series	130	0.6%
table	124	0.6%
Other values (7147)	18736	85.2%

Most occurring characters

Value	Count	Frequency (%)
	14062	10.4%
e	13182	9.8%
a	8713	6.5%
o	8273	6.1%
i	7788	5.8%
n	7382	5.5%
r	7211	5.3%
t	7035	5.2%
l	5479	4.1%
s	5103	3.8%
Other values (167)	50648	37.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	98481	73.0%
Uppercase Letter	15199	11.3%
Space Separator	14062	10.4%
Decimal Number	3104	2.3%
Other Punctuation	1731	1.3%
Dash Punctuation	1108	0.8%
Close Punctuation	333	0.2%
Open Punctuation	333	0.2%
Letter Number	203	0.2%
Connector Punctuation	158	0.1%
Other values (6)	164	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ㆍ	5	5.7%
이	4	4.5%
페	4	4.5%
지	4	4.5%
하	4	4.5%
조	4	4.5%
빅	4	4.5%
形	2	2.3%
我	2	2.3%
人	1	1.1%
Other values (54)	54	61.4%

Uppercase Letter

Value	Count	Frequency (%)
S	1588	10.4%
T	1334	8.8%
C	1150	7.6%
B	1106	7.3%
P	1006	6.6%
L	782	5.1%
M	761	5.0%
F	750	4.9%
I	691	4.5%
A	668	4.4%
Other values (21)	5363	35.3%

Lowercase Letter

Value	Count	Frequency (%)
e	13182	13.4%
a	8713	8.8%
o	8273	8.4%
i	7788	7.9%
n	7382	7.5%
r	7211	7.3%
t	7035	7.1%
l	5479	5.6%
s	5103	5.2%
h	3523	3.6%
Other values (16)	24792	25.2%

Other Punctuation

Value	Count	Frequency (%)
,	489	28.2%
"	346	20.0%
.	256	14.8%
'	188	10.9%
&	120	6.9%
#	94	5.4%
:	85	4.9%
/	59	3.4%
;	25	1.4%
!	24	1.4%
Other values (4)	45	2.6%

Decimal Number

Value	Count	Frequency (%)
1	716	23.1%
0	692	22.3%
2	599	19.3%
9	263	8.5%
3	252	8.1%
4	130	4.2%
5	128	4.1%
7	125	4.0%
6	103	3.3%
8	96	3.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	78	38.4%
Ⅰ	62	30.5%
Ⅲ	27	13.3%
Ⅳ	15	7.4%
Ⅴ	6	3.0%
Ⅵ	6	3.0%
Ⅹ	5	2.5%
Ⅷ	2	1.0%
Ⅶ	1	0.5%
ⅳ	1	0.5%

Math Symbol

Value	Count	Frequency (%)
+	36	56.2%
<	9	14.1%
>	9	14.1%
~	7	10.9%
→	1	1.6%
=	1	1.6%
∝	1	1.6%

Close Punctuation

Value	Count	Frequency (%)
)	327	98.2%
]	5	1.5%
」	1	0.3%

Open Punctuation

Value	Count	Frequency (%)
(	327	98.2%
[	5	1.5%
「	1	0.3%

Other Symbol

Value	Count	Frequency (%)
○	3	60.0%
↗	1	20.0%
★	1	20.0%

Space Separator

Value	Count	Frequency (%)
	14062	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1108	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	158	100.0%

Modifier Symbol

Value	Count	Frequency (%)
˚	4	100.0%

Initial Punctuation

Value	Count	Frequency (%)
“	2	100.0%

Other Number

Value	Count	Frequency (%)
²	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	113878	84.4%
Common	20905	15.5%
Han	46	< 0.1%
Hangul	42	< 0.1%
Greek	5	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13182	11.6%
a	8713	7.7%
o	8273	7.3%
i	7788	6.8%
n	7382	6.5%
r	7211	6.3%
t	7035	6.2%
l	5479	4.8%
s	5103	4.5%
h	3523	3.1%
Other values (52)	40189	35.3%

Common

Value	Count	Frequency (%)
	14062	67.3%
-	1108	5.3%
1	716	3.4%
0	692	3.3%
2	599	2.9%
,	489	2.3%
"	346	1.7%
)	327	1.6%
(	327	1.6%
9	263	1.3%
Other values (36)	1976	9.5%

Han

Value	Count	Frequency (%)
形	2	4.3%
我	2	4.3%
人	1	2.2%
折	1	2.2%
迭	1	2.2%
器	1	2.2%
書	1	2.2%
生	1	2.2%
飛	1	2.2%
空	1	2.2%
Other values (34)	34	73.9%

Hangul

Value	Count	Frequency (%)
ㆍ	5	11.9%
이	4	9.5%
페	4	9.5%
지	4	9.5%
하	4	9.5%
조	4	9.5%
빅	4	9.5%
프	1	2.4%
타	1	2.4%
레	1	2.4%
Other values (10)	10	23.8%

Greek

Value	Count	Frequency (%)
Σ	1	20.0%
Υ	1	20.0%
Θ	1	20.0%
Χ	1	20.0%
Ι	1	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	134536	99.7%
Number Forms	203	0.2%
CJK	46	< 0.1%
Hangul	34	< 0.1%
None	31	< 0.1%
Compat Jamo	8	< 0.1%
Punctuation	7	< 0.1%
Modifier Letters	4	< 0.1%
Geometric Shapes	3	< 0.1%
Arrows	2	< 0.1%
Other values (2)	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	14062	10.5%
e	13182	9.8%
a	8713	6.5%
o	8273	6.1%
i	7788	5.8%
n	7382	5.5%
r	7211	5.4%
t	7035	5.2%
l	5479	4.1%
s	5103	3.8%
Other values (76)	50308	37.4%

Number Forms

Value	Count	Frequency (%)
Ⅱ	78	38.4%
Ⅰ	62	30.5%
Ⅲ	27	13.3%
Ⅳ	15	7.4%
Ⅴ	6	3.0%
Ⅵ	6	3.0%
Ⅹ	5	2.5%
Ⅷ	2	1.0%
Ⅶ	1	0.5%
ⅳ	1	0.5%

None

Value	Count	Frequency (%)
·	23	74.2%
²	1	3.2%
Σ	1	3.2%
Υ	1	3.2%
Θ	1	3.2%
Χ	1	3.2%
Ι	1	3.2%
「	1	3.2%
」	1	3.2%

Punctuation

Value	Count	Frequency (%)
…	5	71.4%
“	2	28.6%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	5	62.5%
ㅅ	1	12.5%
ㅣ	1	12.5%
ㄱ	1	12.5%

Hangul

Value	Count	Frequency (%)
이	4	11.8%
페	4	11.8%
지	4	11.8%
하	4	11.8%
조	4	11.8%
빅	4	11.8%
프	1	2.9%
타	1	2.9%
레	1	2.9%
올	1	2.9%
Other values (6)	6	17.6%

Modifier Letters

Value	Count	Frequency (%)
˚	4	100.0%

Geometric Shapes

Value	Count	Frequency (%)
○	3	100.0%

CJK

Value	Count	Frequency (%)
形	2	4.3%
我	2	4.3%
人	1	2.2%
折	1	2.2%
迭	1	2.2%
器	1	2.2%
書	1	2.2%
生	1	2.2%
飛	1	2.2%
空	1	2.2%
Other values (34)	34	73.9%

Arrows

Value	Count	Frequency (%)
→	1	50.0%
↗	1	50.0%

Math Operators

Value	Count	Frequency (%)
∝	1	100.0%

Misc Symbols

Value	Count	Frequency (%)
★	1	100.0%

년도
Text

MISSING

Distinct	236
Distinct (%)	3.4%
Missing	2380
Missing (%)	25.6%
Memory size	72.8 KiB

Length

Max length	18
Median length	4
Mean length	4.1359827
Min length	3

Characters and Unicode

Total characters	28621
Distinct characters	44
Distinct categories	8 ?
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	114 ?
Unique (%)	1.6%

Sample

1st row	1997
2nd row	1988
3rd row	1999
4th row	1999
5th row	1999

Value	Count	Frequency (%)
2019	633	9.1%
2013	595	8.6%
2009	473	6.8%
2011	471	6.8%
2017	441	6.3%
2005	408	5.9%
2007	330	4.7%
2003	318	4.6%
2018	273	3.9%
2010	246	3.5%
Other values (231)	2763	39.7%

Most occurring characters

Value	Count	Frequency (%)
0	9383	32.8%
2	7030	24.6%
1	5205	18.2%
9	2442	8.5%
3	987	3.4%
7	931	3.3%
8	755	2.6%
5	717	2.5%
6	399	1.4%
4	311	1.1%
Other values (34)	461	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	28160	98.4%
Other Letter	183	0.6%
Dash Punctuation	105	0.4%
Lowercase Letter	57	0.2%
Math Symbol	56	0.2%
Space Separator	31	0.1%
Other Punctuation	20	0.1%
Uppercase Letter	9	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
세	54	29.5%
기	54	29.5%
대	15	8.2%
년	15	8.2%
초	11	6.0%
반	10	5.5%
선	9	4.9%
조	9	4.9%
현	1	0.5%
재	1	0.5%
Other values (4)	4	2.2%

Lowercase Letter

Value	Count	Frequency (%)
s	16	28.1%
e	6	10.5%
t	6	10.5%
r	5	8.8%
a	4	7.0%
y	4	7.0%
n	3	5.3%
u	3	5.3%
h	3	5.3%
l	3	5.3%
Other values (3)	4	7.0%

Decimal Number

Value	Count	Frequency (%)
0	9383	33.3%
2	7030	25.0%
1	5205	18.5%
9	2442	8.7%
3	987	3.5%
7	931	3.3%
8	755	2.7%
5	717	2.5%
6	399	1.4%
4	311	1.1%

Other Punctuation

Value	Count	Frequency (%)
'	15	75.0%
,	4	20.0%
/	1	5.0%

Dash Punctuation

Value	Count	Frequency (%)
-	105	100.0%

Math Symbol

Value	Count	Frequency (%)
~	56	100.0%

Space Separator

Value	Count	Frequency (%)
	31	100.0%

Uppercase Letter

Value	Count	Frequency (%)
C	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	28372	99.1%
Hangul	183	0.6%
Latin	66	0.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9383	33.1%
2	7030	24.8%
1	5205	18.3%
9	2442	8.6%
3	987	3.5%
7	931	3.3%
8	755	2.7%
5	717	2.5%
6	399	1.4%
4	311	1.1%
Other values (6)	212	0.7%

Hangul

Value	Count	Frequency (%)
세	54	29.5%
기	54	29.5%
대	15	8.2%
년	15	8.2%
초	11	6.0%
반	10	5.5%
선	9	4.9%
조	9	4.9%
현	1	0.5%
재	1	0.5%
Other values (4)	4	2.2%

Latin

Value	Count	Frequency (%)
s	16	24.2%
C	9	13.6%
e	6	9.1%
t	6	9.1%
r	5	7.6%
a	4	6.1%
y	4	6.1%
n	3	4.5%
u	3	4.5%
h	3	4.5%
Other values (4)	7	10.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28438	99.4%
Hangul	183	0.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9383	33.0%
2	7030	24.7%
1	5205	18.3%
9	2442	8.6%
3	987	3.5%
7	931	3.3%
8	755	2.7%
5	717	2.5%
6	399	1.4%
4	311	1.1%
Other values (20)	278	1.0%

Hangul

Value	Count	Frequency (%)
세	54	29.5%
기	54	29.5%
대	15	8.2%
년	15	8.2%
초	11	6.0%
반	10	5.5%
선	9	4.9%
조	9	4.9%
현	1	0.5%
재	1	0.5%
Other values (4)	4	2.2%

작품크기(가로)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	642
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	595.18774

Minimum	0
Maximum	44000
Zeros	1709
Zeros (%)	18.4%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	80
median	320
Q3	730
95-th percentile	2000
Maximum	44000
Range	44000
Interquartile range (IQR)	650

Descriptive statistics

Standard deviation	1151.2448
Coefficient of variation (CV)	1.9342549
Kurtosis	340.52715
Mean	595.18774
Median Absolute Deviation (MAD)	285
Skewness	13.264208
Sum	5535246
Variance	1325364.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1709	18.4%
300	260	2.8%
400	219	2.4%
500	207	2.2%
600	188	2.0%
200	175	1.9%
1000	150	1.6%
450	147	1.6%
150	136	1.5%
100	126	1.4%
Other values (632)	5983	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1709	18.4%
3	3	< 0.1%
5	3	< 0.1%
8	4	< 0.1%
10	25	0.3%
11	1	< 0.1%
12	2	< 0.1%
13	1	< 0.1%
15	12	0.1%
16	4	< 0.1%

Value	Count	Frequency (%)
44000	1	< 0.1%
32000	1	< 0.1%
24000	1	< 0.1%
21000	1	< 0.1%
20000	1	< 0.1%
15000	2	< 0.1%
14450	1	< 0.1%
14250	1	< 0.1%
14000	1	< 0.1%
13500	1	< 0.1%

작품크기(세로)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	606
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	487.35516

Minimum	0
Maximum	18000
Zeros	1901
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50
median	255
Q3	580
95-th percentile	1800
Maximum	18000
Range	18000
Interquartile range (IQR)	530

Descriptive statistics

Standard deviation	866.89605
Coefficient of variation (CV)	1.7787768
Kurtosis	97.337799
Mean	487.35516
Median Absolute Deviation (MAD)	245
Skewness	7.5972196
Sum	4532403
Variance	751508.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1901	20.4%
300	284	3.1%
500	240	2.6%
400	197	2.1%
200	186	2.0%
150	177	1.9%
600	172	1.8%
250	166	1.8%
100	162	1.7%
450	139	1.5%
Other values (596)	5676	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1901	20.4%
1	1	< 0.1%
2	3	< 0.1%
4	3	< 0.1%
5	8	0.1%
6	4	< 0.1%
7	1	< 0.1%
8	2	< 0.1%
10	32	0.3%
12	7	0.1%

Value	Count	Frequency (%)
18000	1	< 0.1%
16000	1	< 0.1%
15770	1	< 0.1%
15300	1	< 0.1%
14250	1	< 0.1%
13000	1	< 0.1%
12000	4	< 0.1%
11620	1	< 0.1%
11582	1	< 0.1%
11290	1	< 0.1%

작품크기(높이)
Real number (ℝ)

ZEROS

Distinct	481
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	317.06

Minimum	0
Maximum	15000
Zeros	3309
Zeros (%)	35.6%
Negative	0
Negative (%)	0.0%
Memory size	81.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	85
Q3	370
95-th percentile	1480
Maximum	15000
Range	15000
Interquartile range (IQR)	370

Descriptive statistics

Standard deviation	642.98349
Coefficient of variation (CV)	2.0279553
Kurtosis	77.772518
Mean	317.06
Median Absolute Deviation (MAD)	85
Skewness	6.3386217
Sum	2948658
Variance	413427.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3309	35.6%
100	175	1.9%
300	164	1.8%
50	155	1.7%
200	155	1.7%
150	149	1.6%
30	139	1.5%
250	134	1.4%
60	118	1.3%
10	115	1.2%
Other values (471)	4687	50.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3309	35.6%
1	9	0.1%
2	3	< 0.1%
3	8	0.1%
4	4	< 0.1%
5	26	0.3%
6	7	0.1%
7	9	0.1%
8	7	0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
15000	1	< 0.1%
12650	1	< 0.1%
10000	1	< 0.1%
9140	1	< 0.1%
8700	1	< 0.1%
8000	2	< 0.1%
7620	1	< 0.1%
7600	1	< 0.1%
7500	1	< 0.1%
7000	1	< 0.1%

재료(국문)
Text

MISSING

Distinct	3411
Distinct (%)	51.7%
Missing	2696
Missing (%)	29.0%
Memory size	72.8 KiB

Length

Max length	83
Median length	66
Mean length	7.5358873
Min length	1

Characters and Unicode

Total characters	49767
Distinct characters	778
Distinct categories	12 ?
Distinct scripts	4 ?
Distinct blocks	4 ?

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

Unique

Unique	2766 ?
Unique (%)	41.9%

Sample

1st row	순은,정은
2nd row	청동
3rd row	금,닥종이,백동,은,자수정
4th row	백동,은,황동
5th row	거울,백동

Value	Count	Frequency (%)
유리	299	3.1%
점토	211	2.2%
도자	207	2.1%
도자기	194	2.0%
나무	130	1.3%
은	76	0.8%
섬유	73	0.8%
자기	66	0.7%
비단	66	0.7%
금속	65	0.7%
Other values (4412)	8316	85.7%

Most occurring characters

Value	Count	Frequency (%)
,	5942	11.9%
	3101	6.2%
자	1299	2.6%
나	1223	2.5%
스	1182	2.4%
리	1177	2.4%
무	1148	2.3%
유	1007	2.0%
토	801	1.6%
도	782	1.6%
Other values (768)	32105	64.5%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	38882	78.1%
Other Punctuation	6082	12.2%
Space Separator	3101	6.2%
Decimal Number	621	1.2%
Uppercase Letter	531	1.1%
Lowercase Letter	253	0.5%
Close Punctuation	132	0.3%
Open Punctuation	132	0.3%
Dash Punctuation	25	0.1%
Math Symbol	6	< 0.1%
Other values (2)	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
자	1299	3.3%
나	1223	3.1%
스	1182	3.0%
리	1177	3.0%
무	1148	3.0%
유	1007	2.6%
토	801	2.1%
도	782	2.0%
기	774	2.0%
은	767	2.0%
Other values (696)	28722	73.9%

Uppercase Letter

Value	Count	Frequency (%)
D	97	18.3%
E	60	11.3%
L	59	11.1%
K	47	8.9%
P	44	8.3%
A	32	6.0%
S	31	5.8%
F	29	5.5%
C	25	4.7%
M	24	4.5%
Other values (13)	83	15.6%

Lowercase Letter

Value	Count	Frequency (%)
k	42	16.6%
e	28	11.1%
m	21	8.3%
i	18	7.1%
l	16	6.3%
r	15	5.9%
a	13	5.1%
d	13	5.1%
o	12	4.7%
s	11	4.3%
Other values (13)	64	25.3%

Decimal Number

Value	Count	Frequency (%)
2	118	19.0%
1	100	16.1%
5	88	14.2%
9	70	11.3%
0	67	10.8%
4	60	9.7%
8	54	8.7%
3	39	6.3%
7	14	2.3%
6	11	1.8%

Other Punctuation

Value	Count	Frequency (%)
,	5942	97.7%
%	64	1.1%
.	51	0.8%
/	12	0.2%
:	4	0.1%
&	4	0.1%
'	4	0.1%
·	1	< 0.1%

Math Symbol

Value	Count	Frequency (%)
+	5	83.3%
~	1	16.7%

Space Separator

Value	Count	Frequency (%)
	3101	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	132	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	132	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	25	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Other Symbol

Value	Count	Frequency (%)
®	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	38875	78.1%
Common	10101	20.3%
Latin	786	1.6%
Han	5	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
자	1299	3.3%
나	1223	3.1%
스	1182	3.0%
리	1177	3.0%
무	1148	3.0%
유	1007	2.6%
토	801	2.1%
도	782	2.0%
기	774	2.0%
은	767	2.0%
Other values (690)	28715	73.9%

Latin

Value	Count	Frequency (%)
D	97	12.3%
E	60	7.6%
L	59	7.5%
K	47	6.0%
P	44	5.6%
k	42	5.3%
A	32	4.1%
S	31	3.9%
F	29	3.7%
e	28	3.6%
Other values (37)	317	40.3%

Common

Value	Count	Frequency (%)
,	5942	58.8%
	3101	30.7%
)	132	1.3%
(	132	1.3%
2	118	1.2%
1	100	1.0%
5	88	0.9%
9	70	0.7%
0	67	0.7%
%	64	0.6%
Other values (16)	287	2.8%

Han

Value	Count	Frequency (%)
社	1	20.0%
石	1	20.0%
浮	1	20.0%
古	1	20.0%
銅	1	20.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	38875	78.1%
ASCII	10883	21.9%
CJK	5	< 0.1%
None	4	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
,	5942	54.6%
	3101	28.5%
)	132	1.2%
(	132	1.2%
2	118	1.1%
1	100	0.9%
D	97	0.9%
5	88	0.8%
9	70	0.6%
0	67	0.6%
Other values (60)	1036	9.5%

Hangul

Value	Count	Frequency (%)
자	1299	3.3%
나	1223	3.1%
스	1182	3.0%
리	1177	3.0%
무	1148	3.0%
유	1007	2.6%
토	801	2.1%
도	782	2.0%
기	774	2.0%
은	767	2.0%
Other values (690)	28715	73.9%

None

Value	Count	Frequency (%)
º	2	50.0%
®	1	25.0%
·	1	25.0%

CJK

Value	Count	Frequency (%)
社	1	20.0%
石	1	20.0%
浮	1	20.0%
古	1	20.0%
銅	1	20.0%

재료(영문)
Text

MISSING

Distinct	3137
Distinct (%)	45.8%
Missing	2449
Missing (%)	26.3%
Memory size	72.8 KiB

Length

Max length	182
Median length	112
Mean length	17.687637
Min length	3

Characters and Unicode

Total characters	121178
Distinct characters	80
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	2510 ?
Unique (%)	36.6%

Sample

1st row	Pure Silver
2nd row	Bronze
3rd row	gold,nickel silver,paper,Silver,violet quartz
4th row	brass,nickel silver,Silver
5th row	mirror,nickel silver

Value	Count	Frequency (%)
copper	521	3.9%
porcelain	509	3.8%
clay	393	3.0%
glass	334	2.5%
silver	302	2.3%
ceramic	232	1.7%
wood	178	1.3%
steel	178	1.3%
white	162	1.2%
soil	161	1.2%
Other values (3999)	10301	77.6%

Most occurring characters

Value	Count	Frequency (%)
e	13252	10.9%
a	9282	7.7%
l	8713	7.2%
r	8504	7.0%
o	7813	6.4%
i	7420	6.1%
	6433	5.3%
t	5834	4.8%
,	5777	4.8%
n	5558	4.6%
Other values (70)	42592	35.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	101412	83.7%
Space Separator	6433	5.3%
Uppercase Letter	6208	5.1%
Other Punctuation	5920	4.9%
Decimal Number	598	0.5%
Dash Punctuation	434	0.4%
Open Punctuation	82	0.1%
Close Punctuation	81	0.1%
Other Letter	5	< 0.1%
Math Symbol	3	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	13252	13.1%
a	9282	9.2%
l	8713	8.6%
r	8504	8.4%
o	7813	7.7%
i	7420	7.3%
t	5834	5.8%
n	5558	5.5%
s	5366	5.3%
c	4595	4.5%
Other values (16)	25075	24.7%

Uppercase Letter

Value	Count	Frequency (%)
C	1281	20.6%
S	1180	19.0%
P	979	15.8%
W	367	5.9%
M	307	4.9%
B	303	4.9%
R	243	3.9%
D	174	2.8%
G	171	2.8%
A	171	2.8%
Other values (15)	1032	16.6%

Decimal Number

Value	Count	Frequency (%)
2	114	19.1%
1	97	16.2%
5	79	13.2%
0	70	11.7%
9	68	11.4%
4	57	9.5%
8	56	9.4%
3	38	6.4%
7	13	2.2%
6	6	1.0%

Other Punctuation

Value	Count	Frequency (%)
,	5777	97.6%
.	57	1.0%
%	49	0.8%
/	10	0.2%
'	9	0.2%
:	8	0.1%
&	6	0.1%
;	2	< 0.1%
"	2	< 0.1%

Other Letter

Value	Count	Frequency (%)
조	2	40.0%
명	2	40.0%
º	1	20.0%

Math Symbol

Value	Count	Frequency (%)
+	2	66.7%
~	1	33.3%

Space Separator

Value	Count	Frequency (%)
	6433	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	434	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	82	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	81	100.0%

Other Symbol

Value	Count	Frequency (%)
®	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	107621	88.8%
Common	13553	11.2%
Hangul	4	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13252	12.3%
a	9282	8.6%
l	8713	8.1%
r	8504	7.9%
o	7813	7.3%
i	7420	6.9%
t	5834	5.4%
n	5558	5.2%
s	5366	5.0%
c	4595	4.3%
Other values (42)	31284	29.1%

Common

Value	Count	Frequency (%)
	6433	47.5%
,	5777	42.6%
-	434	3.2%
2	114	0.8%
1	97	0.7%
(	82	0.6%
)	81	0.6%
5	79	0.6%
0	70	0.5%
9	68	0.5%
Other values (16)	318	2.3%

Hangul

Value	Count	Frequency (%)
조	2	50.0%
명	2	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	121171	> 99.9%
Hangul	4	< 0.1%
None	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	13252	10.9%
a	9282	7.7%
l	8713	7.2%
r	8504	7.0%
o	7813	6.4%
i	7420	6.1%
	6433	5.3%
t	5834	4.8%
,	5777	4.8%
n	5558	4.6%
Other values (66)	42585	35.1%

None

Value	Count	Frequency (%)
®	2	66.7%
º	1	33.3%

Hangul

Value	Count	Frequency (%)
조	2	50.0%
명	2	50.0%

기법(국문)
Text

MISSING

Distinct	503
Distinct (%)	55.2%
Missing	8389
Missing (%)	90.2%
Memory size	72.8 KiB

Length

Max length	62
Median length	40
Mean length	7.3172338
Min length	1

Characters and Unicode

Total characters	6666
Distinct characters	434
Distinct categories	10 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

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

Unique

Unique	378 ?
Unique (%)	41.5%

Sample

1st row	돋을새김
2nd row	주조
3rd row	연필드로잉
4th row	단조
5th row	단조

Value	Count	Frequency (%)
기법	32	2.0%
프린팅	26	1.6%
3d	24	1.5%
물레성형	19	1.2%
자수	18	1.1%
섬유	18	1.1%
분장기법	17	1.1%
산화소성	15	0.9%
소성	15	0.9%
가공	14	0.9%
Other values (730)	1418	87.7%

Most occurring characters

Value	Count	Frequency (%)
	705	10.6%
,	275	4.1%
기	249	3.7%
법	186	2.8%
성	152	2.3%
조	134	2.0%
형	114	1.7%
리	79	1.2%
유	77	1.2%
이	76	1.1%
Other values (424)	4619	69.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	5324	79.9%
Space Separator	705	10.6%
Other Punctuation	285	4.3%
Decimal Number	202	3.0%
Uppercase Letter	63	0.9%
Open Punctuation	26	0.4%
Close Punctuation	26	0.4%
Other Symbol	25	0.4%
Lowercase Letter	9	0.1%
Dash Punctuation	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	249	4.7%
법	186	3.5%
성	152	2.9%
조	134	2.5%
형	114	2.1%
리	79	1.5%
유	77	1.4%
이	76	1.4%
소	75	1.4%
수	73	1.4%
Other values (389)	4109	77.2%

Uppercase Letter

Value	Count	Frequency (%)
D	29	46.0%
C	22	34.9%
A	4	6.3%
N	1	1.6%
P	1	1.6%
T	1	1.6%
G	1	1.6%
I	1	1.6%
M	1	1.6%
U	1	1.6%

Decimal Number

Value	Count	Frequency (%)
0	52	25.7%
1	51	25.2%
3	33	16.3%
2	31	15.3%
8	19	9.4%
5	8	4.0%
6	5	2.5%
4	3	1.5%

Other Punctuation

Value	Count	Frequency (%)
,	275	96.5%
&	4	1.4%
:	2	0.7%
/	2	0.7%
.	2	0.7%

Lowercase Letter

Value	Count	Frequency (%)
e	3	33.3%
o	2	22.2%
p	2	22.2%
l	1	11.1%
i	1	11.1%

Other Symbol

Value	Count	Frequency (%)
°	15	60.0%
℃	10	40.0%

Space Separator

Value	Count	Frequency (%)
	705	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	26	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	26	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	5322	79.8%
Common	1270	19.1%
Latin	72	1.1%
Han	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	249	4.7%
법	186	3.5%
성	152	2.9%
조	134	2.5%
형	114	2.1%
리	79	1.5%
유	77	1.4%
이	76	1.4%
소	75	1.4%
수	73	1.4%
Other values (387)	4107	77.2%

Common

Value	Count	Frequency (%)
	705	55.5%
,	275	21.7%
0	52	4.1%
1	51	4.0%
3	33	2.6%
2	31	2.4%
(	26	2.0%
)	26	2.0%
8	19	1.5%
°	15	1.2%
Other values (9)	37	2.9%

Latin

Value	Count	Frequency (%)
D	29	40.3%
C	22	30.6%
A	4	5.6%
e	3	4.2%
o	2	2.8%
p	2	2.8%
l	1	1.4%
i	1	1.4%
N	1	1.4%
P	1	1.4%
Other values (6)	6	8.3%

Han

Value	Count	Frequency (%)
羊	1	50.0%
山	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	5322	79.8%
ASCII	1317	19.8%
None	15	0.2%
Letterlike Symbols	10	0.2%
CJK	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	705	53.5%
,	275	20.9%
0	52	3.9%
1	51	3.9%
3	33	2.5%
2	31	2.4%
D	29	2.2%
(	26	2.0%
)	26	2.0%
C	22	1.7%
Other values (23)	67	5.1%

Hangul

Value	Count	Frequency (%)
기	249	4.7%
법	186	3.5%
성	152	2.9%
조	134	2.5%
형	114	2.1%
리	79	1.5%
유	77	1.4%
이	76	1.4%
소	75	1.4%
수	73	1.4%
Other values (387)	4107	77.2%

None

Value	Count	Frequency (%)
°	15	100.0%

Letterlike Symbols

Value	Count	Frequency (%)
℃	10	100.0%

CJK

Value	Count	Frequency (%)
羊	1	50.0%
山	1	50.0%

기법(영문)
Text

MISSING

Distinct	433
Distinct (%)	43.4%
Missing	8302
Missing (%)	89.3%
Memory size	72.8 KiB

Length

Max length	123
Median length	72
Mean length	18.799599
Min length	1

Characters and Unicode

Total characters	18762
Distinct characters	74
Distinct categories	12 ?
Distinct scripts	2 ?
Distinct blocks	4 ?

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

Unique

Unique	312 ?
Unique (%)	31.3%

Sample

1st row	fine silver
2nd row	Casting
3rd row	pencil drawing
4th row	forging
5th row	forging

Value	Count	Frequency (%)
metal	211	9.1%
fabricating	210	9.1%
technique	50	2.2%
hand	48	2.1%
the	45	1.9%
carving	39	1.7%
and	36	1.6%
fired	31	1.3%
casting	29	1.3%
wheel	25	1.1%
Other values (623)	1585	68.6%

Most occurring characters

Value	Count	Frequency (%)
i	1849	9.9%
a	1742	9.3%
e	1498	8.0%
n	1448	7.7%
	1311	7.0%
t	1303	6.9%
l	1021	5.4%
r	973	5.2%
g	842	4.5%
c	777	4.1%
Other values (64)	5998	32.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	16469	87.8%
Space Separator	1311	7.0%
Uppercase Letter	366	2.0%
Other Punctuation	277	1.5%
Decimal Number	187	1.0%
Dash Punctuation	63	0.3%
Other Symbol	33	0.2%
Close Punctuation	20	0.1%
Open Punctuation	20	0.1%
Modifier Symbol	7	< 0.1%
Other values (2)	9	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	1849	11.2%
a	1742	10.6%
e	1498	9.1%
n	1448	8.8%
t	1303	7.9%
l	1021	6.2%
r	973	5.9%
g	842	5.1%
c	777	4.7%
o	696	4.2%
Other values (16)	4320	26.2%

Uppercase Letter

Value	Count	Frequency (%)
C	58	15.8%
S	35	9.6%
H	32	8.7%
T	31	8.5%
M	27	7.4%
P	26	7.1%
L	21	5.7%
G	18	4.9%
F	16	4.4%
I	14	3.8%
Other values (14)	88	24.0%

Decimal Number

Value	Count	Frequency (%)
0	59	31.6%
1	53	28.3%
2	30	16.0%
8	18	9.6%
3	11	5.9%
5	8	4.3%
6	5	2.7%
4	2	1.1%
9	1	0.5%

Other Punctuation

Value	Count	Frequency (%)
,	253	91.3%
&	12	4.3%
.	8	2.9%
:	2	0.7%
/	1	0.4%
'	1	0.4%

Other Symbol

Value	Count	Frequency (%)
℃	18	54.5%
°	15	45.5%

Space Separator

Value	Count	Frequency (%)
	1311	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	63	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	20	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	20	100.0%

Modifier Symbol

Value	Count	Frequency (%)
˚	7	100.0%

Math Symbol

Value	Count	Frequency (%)
+	5	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16835	89.7%
Common	1927	10.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	1849	11.0%
a	1742	10.3%
e	1498	8.9%
n	1448	8.6%
t	1303	7.7%
l	1021	6.1%
r	973	5.8%
g	842	5.0%
c	777	4.6%
o	696	4.1%
Other values (40)	4686	27.8%

Common

Value	Count	Frequency (%)
	1311	68.0%
,	253	13.1%
-	63	3.3%
0	59	3.1%
1	53	2.8%
2	30	1.6%
)	20	1.0%
(	20	1.0%
℃	18	0.9%
8	18	0.9%
Other values (14)	82	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18722	99.8%
Letterlike Symbols	18	0.1%
None	15	0.1%
Modifier Letters	7	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	1849	9.9%
a	1742	9.3%
e	1498	8.0%
n	1448	7.7%
	1311	7.0%
t	1303	7.0%
l	1021	5.5%
r	973	5.2%
g	842	4.5%
c	777	4.2%
Other values (61)	5958	31.8%

Letterlike Symbols

Value	Count	Frequency (%)
℃	18	100.0%

None

Value	Count	Frequency (%)
°	15	100.0%

Modifier Letters

Value	Count	Frequency (%)
˚	7	100.0%

작품 사진 파일명
Text

Distinct	9299
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	72.8 KiB

Length

Max length	1024
Median length	503
Mean length	80.459892
Min length	13

Characters and Unicode

Total characters	748277
Distinct characters	1673
Distinct categories	17 ?
Distinct scripts	5 ?
Distinct blocks	13 ?

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

Unique

Unique	9298 ?
Unique (%)	> 99.9%

Sample

1st row	강O균(Kang O Kyun)_당닷굿 당닷궁(Dang-Da-Kung Dang-Da-Kung)_001.jpg,강O균(Kang O Kyun)_당닷굿 당닷궁(Dang-Da-Kung Dang-Da-Kung)_002.jpg
2nd row	고O관(Koh O Kwan)_시공(時空)(Time and Space)_001.jpg,고O관(Koh O Kwan)_시공(時空)(Time and Space)_002.jpg
3rd row	고O환(Ko O Hwan)_가을의 서정-99(Lyrical Image of Autumn-99)_001.jpg,고O환(Ko O Hwan)_가을의 서정-99(Lyrical Image of Autumn-99)_002.jpg
4th row	권O아(Kwon O Ah)_형태+공간(Form+Space)_001.jpg,권O아(Kwon O Ah)_형태+공간(Form+Space)_002.jpg
5th row	김O찬(Kim O Chan)_풍경 99-3(Landscape 99-3)_001.jpg,김O찬(Kim O Chan)_풍경 99-3(Landscape 99-3)_002.jpg

Value	Count	Frequency (%)
o	15441	19.5%
of	1362	1.7%
	998	1.3%
the	785	1.0%
and	542	0.7%
with	358	0.5%
in	295	0.4%
a	237	0.3%
for	188	0.2%
h	155	0.2%
Other values (30282)	58810	74.3%

Most occurring characters

Value	Count	Frequency (%)
	70146	9.4%
0	33668	4.5%
e	32669	4.4%
O	32516	4.3%
_	31829	4.3%
(	29814	4.0%
)	29811	4.0%
o	23917	3.2%
g	23463	3.1%
n	23008	3.1%
Other values (1663)	417436	55.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	294254	39.3%
Other Letter	118454	15.8%
Uppercase Letter	84995	11.4%
Space Separator	70146	9.4%
Decimal Number	58595	7.8%
Connector Punctuation	31829	4.3%
Open Punctuation	29835	4.0%
Close Punctuation	29832	4.0%
Other Punctuation	26010	3.5%
Dash Punctuation	3345	0.4%
Other values (7)	982	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
이	4391	3.7%
리	2880	2.4%
의	2172	1.8%
스	2172	1.8%
김	1853	1.6%
자	1636	1.4%
기	1432	1.2%
아	1270	1.1%
나	1256	1.1%
시	1229	1.0%
Other values (1545)	98163	82.9%

Uppercase Letter

Value	Count	Frequency (%)
O	32516	38.3%
S	5538	6.5%
C	3807	4.5%
K	3558	4.2%
L	3534	4.2%
H	3449	4.1%
T	2939	3.5%
P	2841	3.3%
B	2563	3.0%
M	2544	3.0%
Other values (22)	21706	25.5%

Lowercase Letter

Value	Count	Frequency (%)
e	32669	11.1%
o	23917	8.1%
g	23463	8.0%
n	23008	7.8%
a	22771	7.7%
i	20922	7.1%
p	19210	6.5%
j	16252	5.5%
r	15891	5.4%
t	14077	4.8%
Other values (19)	82074	27.9%

Decimal Number

Value	Count	Frequency (%)
0	33668	57.5%
1	11126	19.0%
2	6364	10.9%
3	2563	4.4%
4	1230	2.1%
9	1108	1.9%
5	780	1.3%
7	644	1.1%
6	642	1.1%
8	470	0.8%

Other Punctuation

Value	Count	Frequency (%)
.	16577	63.7%
,	8154	31.3%
'	411	1.6%
#	303	1.2%
&	283	1.1%
·	95	0.4%
;	83	0.3%
!	78	0.3%
…	16	0.1%
@	10	< 0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	294	39.9%
Ⅰ	185	25.1%
Ⅲ	97	13.2%
Ⅳ	60	8.2%
Ⅹ	48	6.5%
Ⅴ	24	3.3%
Ⅵ	18	2.4%
Ⅷ	6	0.8%
Ⅶ	2	0.3%
ⅳ	2	0.3%

Math Symbol

Value	Count	Frequency (%)
+	123	68.0%
~	47	26.0%
→	6	3.3%
=	2	1.1%
∝	2	1.1%
＋	1	0.6%

Open Punctuation

Value	Count	Frequency (%)
(	29814	99.9%
[	14	< 0.1%
「	5	< 0.1%
《	2	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	29811	99.9%
]	14	< 0.1%
」	5	< 0.1%
》	2	< 0.1%

Other Symbol

Value	Count	Frequency (%)
○	18	56.2%
★	8	25.0%
↗	6	18.8%

Dash Punctuation

Value	Count	Frequency (%)
-	3344	> 99.9%
－	1	< 0.1%

Final Punctuation

Value	Count	Frequency (%)
”	4	57.1%
’	3	42.9%

Initial Punctuation

Value	Count	Frequency (%)
‘	3	60.0%
“	2	40.0%

Space Separator

Value	Count	Frequency (%)
	70146	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	31829	100.0%

Modifier Symbol

Value	Count	Frequency (%)
˚	19	100.0%

Other Number

Value	Count	Frequency (%)
²	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	379975	50.8%
Common	249838	33.4%
Hangul	116913	15.6%
Han	1541	0.2%
Greek	10	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
이	4391	3.8%
리	2880	2.5%
의	2172	1.9%
스	2172	1.9%
김	1853	1.6%
자	1636	1.4%
기	1432	1.2%
아	1270	1.1%
나	1256	1.1%
시	1229	1.1%
Other values (1133)	96622	82.6%

Han

Value	Count	Frequency (%)
器	59	3.8%
山	25	1.6%
木	24	1.6%
人	24	1.6%
茶	20	1.3%
石	20	1.3%
生	20	1.3%
氣	18	1.2%
道	17	1.1%
形	16	1.0%
Other values (402)	1298	84.2%

Latin

Value	Count	Frequency (%)
e	32669	8.6%
O	32516	8.6%
o	23917	6.3%
g	23463	6.2%
n	23008	6.1%
a	22771	6.0%
i	20922	5.5%
p	19210	5.1%
j	16252	4.3%
r	15891	4.2%
Other values (56)	149356	39.3%

Common

Value	Count	Frequency (%)
	70146	28.1%
0	33668	13.5%
_	31829	12.7%
(	29814	11.9%
)	29811	11.9%
.	16577	6.6%
1	11126	4.5%
,	8154	3.3%
2	6364	2.5%
-	3344	1.3%
Other values (37)	9005	3.6%

Greek

Value	Count	Frequency (%)
Ι	2	20.0%
Χ	2	20.0%
Θ	2	20.0%
Υ	2	20.0%
Σ	2	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	628857	84.0%
Hangul	116875	15.6%
CJK	1494	0.2%
Number Forms	736	0.1%
None	143	< 0.1%
CJK Compat Ideographs	47	< 0.1%
Compat Jamo	38	< 0.1%
Punctuation	28	< 0.1%
Modifier Letters	19	< 0.1%
Geometric Shapes	18	< 0.1%
Other values (3)	22	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	70146	11.2%
0	33668	5.4%
e	32669	5.2%
O	32516	5.2%
_	31829	5.1%
(	29814	4.7%
)	29811	4.7%
o	23917	3.8%
g	23463	3.7%
n	23008	3.7%
Other values (70)	298016	47.4%

Hangul

Value	Count	Frequency (%)
이	4391	3.8%
리	2880	2.5%
의	2172	1.9%
스	2172	1.9%
김	1853	1.6%
자	1636	1.4%
기	1432	1.2%
아	1270	1.1%
나	1256	1.1%
시	1229	1.1%
Other values (1128)	96584	82.6%

Number Forms

Value	Count	Frequency (%)
Ⅱ	294	39.9%
Ⅰ	185	25.1%
Ⅲ	97	13.2%
Ⅳ	60	8.2%
Ⅹ	48	6.5%
Ⅴ	24	3.3%
Ⅵ	18	2.4%
Ⅷ	6	0.8%
Ⅶ	2	0.3%
ⅳ	2	0.3%

None

Value	Count	Frequency (%)
·	95	66.4%
ł	8	5.6%
ß	6	4.2%
「	5	3.5%
」	5	3.5%
ø	4	2.8%
Ø	2	1.4%
《	2	1.4%
》	2	1.4%
Ι	2	1.4%
Other values (7)	12	8.4%

CJK

Value	Count	Frequency (%)
器	59	3.9%
山	25	1.7%
木	24	1.6%
人	24	1.6%
茶	20	1.3%
石	20	1.3%
生	20	1.3%
氣	18	1.2%
道	17	1.1%
形	16	1.1%
Other values (390)	1251	83.7%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	19	50.0%
ㅣ	7	18.4%
ㅎ	6	15.8%
ㅅ	4	10.5%
ㄱ	2	5.3%

Modifier Letters

Value	Count	Frequency (%)
˚	19	100.0%

Geometric Shapes

Value	Count	Frequency (%)
○	18	100.0%

Punctuation

Value	Count	Frequency (%)
…	16	57.1%
”	4	14.3%
‘	3	10.7%
’	3	10.7%
“	2	7.1%

CJK Compat Ideographs

Value	Count	Frequency (%)
蓮	8	17.0%
不	8	17.0%
女	6	12.8%
律	5	10.6%
金	4	8.5%
理	3	6.4%
輪	3	6.4%
螺	2	4.3%
車	2	4.3%
黎	2	4.3%
Other values (2)	4	8.5%

Misc Symbols

Value	Count	Frequency (%)
★	8	100.0%

Arrows

Value	Count	Frequency (%)
↗	6	50.0%
→	6	50.0%

Math Operators

Value	Count	Frequency (%)
∝	2	100.0%

Phik (φk)
Auto

Heatmap
Table

	회차	전시 구분	작품크기(가로)	작품크기(세로)	작품크기(높이)
회차	1.000	0.707	0.017	0.104	0.067
전시 구분	0.707	1.000	0.057	0.071	0.090
작품크기(가로)	0.017	0.057	1.000	0.479	0.179
작품크기(세로)	0.104	0.071	0.479	1.000	0.435
작품크기(높이)	0.067	0.090	0.179	0.435	1.000

Heatmap
Table

	회차	작품크기(가로)	작품크기(세로)	작품크기(높이)	전시 구분
회차	1.000	-0.151	-0.149	-0.135	0.419
작품크기(가로)	-0.151	1.000	0.811	0.396	0.028
작품크기(세로)	-0.149	0.811	1.000	0.330	0.032
작품크기(높이)	-0.135	0.396	0.330	1.000	0.029
전시 구분	0.419	0.028	0.032	0.029	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

	회차	전시 구분	작가명(국문)	작가명(영문)	작품명(국문)	작품명(영문)	년도	작품크기(가로)	작품크기(세로)	작품크기(높이)	재료(국문)	재료(영문)	기법(국문)	기법(영문)	작품 사진 파일명
0	1	국제초대작가전	강O균	Kang O Kyun	당닷굿 당닷궁	Dang-Da-Kung Dang-Da-Kung	1997	420	60	0	순은,정은	Pure Silver	돋을새김	fine silver	강O균(Kang O Kyun)_당닷굿 당닷궁(Dang-Da-Kung Dang-Da-Kung)_001.jpg,강O균(Kang O Kyun)_당닷굿 당닷궁(Dang-Da-Kung Dang-Da-Kung)_002.jpg
1	1	국제초대작가전	고O관	Koh O Kwan	시공(時空)	Time and Space	1988	1000	700	1900	청동	Bronze	주조	Casting	고O관(Koh O Kwan)_시공(時空)(Time and Space)_001.jpg,고O관(Koh O Kwan)_시공(時空)(Time and Space)_002.jpg
2	1	국제초대작가전	고O환	Ko O Hwan	가을의 서정-99	Lyrical Image of Autumn-99	1999	600	50	600	금,닥종이,백동,은,자수정	gold,nickel silver,paper,Silver,violet quartz	연필드로잉	pencil drawing	고O환(Ko O Hwan)_가을의 서정-99(Lyrical Image of Autumn-99)_001.jpg,고O환(Ko O Hwan)_가을의 서정-99(Lyrical Image of Autumn-99)_002.jpg
3	1	국제초대작가전	권O아	Kwon O Ah	형태+공간	Form+Space	1999	380	1800	230	백동,은,황동	brass,nickel silver,Silver	<NA>	<NA>	권O아(Kwon O Ah)_형태+공간(Form+Space)_001.jpg,권O아(Kwon O Ah)_형태+공간(Form+Space)_002.jpg
4	1	국제초대작가전	김O찬	Kim O Chan	풍경 99-3	Landscape 99-3	1999	700	1060	100	거울,백동	mirror,nickel silver	단조	forging	김O찬(Kim O Chan)_풍경 99-3(Landscape 99-3)_001.jpg,김O찬(Kim O Chan)_풍경 99-3(Landscape 99-3)_002.jpg
5	1	국제초대작가전	김O영	Kim O Young	록향(綠香)	Tea Aroma	1999	300	900	210	대나무,은	bamboo,Silver	단조	forging	김O영(Kim O Young)_록향(綠香)(Tea Aroma)_001.jpg,김O영(Kim O Young)_록향(綠香)(Tea Aroma)_002.jpg
6	1	국제초대작가전	김O후	Kim O Hoo	그림자-Ⅵ (브로치)	The Shadow - Ⅵ (Brooch)	1999	65	78	0	92.5 은	92.5 silver	<NA>	<NA>	김O후(Kim O Hoo)_그림자-Ⅵ (브로치)(The Shadow - Ⅵ (Brooch))_001.jpg,김O후(Kim O Hoo)_그림자-Ⅵ (브로치)(The Shadow - Ⅵ (Brooch))_002.jpg
7	1	국제초대작가전	김O렬	Kim O Ryol	돌쇠	Stone and Metal	<NA>	450	320	350	동,현무암	copper,stone	망치질성형	hammering	김O렬(Kim O Ryol)_돌쇠(Stone and Metal)_001.jpg,김O렬(Kim O Ryol)_돌쇠(Stone and Metal)_002.jpg
8	1	국제초대작가전	김O모	Kim O Mo	저금통	Saving Box	1999	200	100	120	동,백동	copper,nickel silver	에칭,판금	etching,fabricated	김O모(Kim O Mo)_저금통(Saving Box)_001.jpg,김O모(Kim O Mo)_저금통(Saving Box)_002.jpg
9	1	국제초대작가전	김O규	Kim O Gyu	동(動)	Movement	1995	1200	830	700	알루미늄,적동,철	aluminum,red copper,Steel	<NA>	<NA>	김O규(Kim O Gyu)_동(動)(Movement)_001.jpg,김O규(Kim O Gyu)_동(動)(Movement)_002.jpg

	회차	전시 구분	작가명(국문)	작가명(영문)	작품명(국문)	작품명(영문)	년도	작품크기(가로)	작품크기(세로)	작품크기(높이)	재료(국문)	재료(영문)	기법(국문)	기법(영문)	작품 사진 파일명
9290	12	공모전	송O원	Song O Won	30개의 반지	30 rings Series	20192020	29	31	28	레몬수정,백수정,정은	Lemon Quartz,Pure Silver,Rock Crystal	<NA>	<NA>	송O원(Song O Won)_30개의 반지(30 rings Series)_001.jpg,송O원(Song O Won)_30개의 반지(30 rings Series)_002.jpg
9291	12	공모전	이퀴야오O	Yiqiao O	<NA>	Red Bean	2019	55	55	75	달걀,마키에,콩,패브릭,황동	Beans,brass,Eggshell,Fabric,Makie	<NA>	<NA>	이퀴야오O(Yiqiao O )_(Red Bean)_001.jpg,이퀴야오O(Yiqiao O )_(Red Bean)_002.jpg
9292	12	공모전	이O호	Lee O Ho	흐르는 선	Flowing Line	2020	500	500	250	백자	White porcelain	<NA>	<NA>	이O호(Lee O Ho)_흐르는 선(Flowing Line)_001.jpg,이O호(Lee O Ho)_흐르는 선(Flowing Line)_002.jpg,이O호(Lee O Ho)_흐르는 선(Flowing Line)_003.jpg,이O호(Lee O Ho)_흐르는 선(Flowing Line)_004.jpg
9293	12	공모전	김O주	Kim O Ju	<NA>	Another Pearl_2021	2021	305	305	355	동,자개	copper,mother-of-pearl	<NA>	<NA>	김O주(Kim O Ju)_(Another Pearl_2021)_001.jpg,김O주(Kim O Ju)_(Another Pearl_2021)_002.jpg
9294	12	공모전	강O철	Kang O Chul	먹(玄) 달항아리	Moon Jar	2021	490	490	500	백자토	White porcelain soil	매트유약	Matt Glaze	강O철(Kang O Chul)_먹(玄) 달항아리(Moon Jar)_001.jpg,강O철(Kang O Chul)_먹(玄) 달항아리(Moon Jar)_002.jpg
9295	12	공모전	김O영	Kim O Young	<NA>	Anyone	2021	600	250	1100	조형토	Stoneware	<NA>	<NA>	김O영(Kim O Young)_(Anyone)_001.jpg,김O영(Kim O Young)_(Anyone)_002.jpg
9296	12	공모전	권O현	Kwon O Hyeon	<NA>	Map Projection	2020	370	740	5	백자	White porcelain	<NA>	<NA>	권O현(Kwon O Hyeon)_(Map Projection)_001.jpg,권O현(Kwon O Hyeon)_(Map Projection)_002.jpg,권O현(Kwon O Hyeon)_(Map Projection)_003.jpg,권O현(Kwon O Hyeon)_(Map Projection)_004.jpg
9297	12	공모전	박O일	Park O Il	<NA>	New Old 86-180	2020	450	420	20	백토,청자토,흑토	Black Clay,celadon porcelain clay,White soil	<NA>	metal fabricating	박O일(Park O Il)_(New Old 86-180)_001.jpg,박O일(Park O Il)_(New Old 86-180)_002.jpg,박O일(Park O Il)_(New Old 86-180)_003.jpg,박O일(Park O Il)_(New Old 86-180)_004.jpg
9298	12	공모전	윤O경	Yun O Gyeong	위장된 공감	Disguised Empathy	2021	200	410	80	금박,정은,코팅된 동선	coated copper wire,gilt,Pure Silver	<NA>	<NA>	윤O경(Yun O Gyeong)_위장된 공감(Disguised Empathy)_001.jpg,윤O경(Yun O Gyeong)_위장된 공감(Disguised Empathy)_002.jpg
9299	12	공모전	김O은	Kim O Eun	담다	To contain	2021	310	1320	880	붕규산유리,소다유리	Borosilicate Glass,soda glass	<NA>	<NA>	김O은(Kim O Eun)_담다(To contain)_001.jpg,김O은(Kim O Eun)_담다(To contain)_002.jpg

Most frequently occurring

	회차	전시 구분	작가명(국문)	작가명(영문)	작품명(국문)	작품명(영문)	년도	작품크기(가로)	작품크기(세로)	작품크기(높이)	재료(국문)	재료(영문)	기법(국문)	기법(영문)	작품 사진 파일명	# duplicates
0	4	생활공예명품전	김O정	<NA>	<NA>	<NA>	<NA>	0	0	0	<NA>	<NA>	<NA>	<NA>	김O정_001.jpg,김O정_002.jpg	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Other Punctuation

Letter Number

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Connector Punctuation

Lowercase Letter

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Number Forms

None

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Letter

Decimal Number

Other Punctuation

Letter Number

Space Separator

Dash Punctuation

Close Punctuation

Open Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Han

Most occurring blocks

Most frequent character per block

ASCII

Number Forms

None

CJK

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Letter Number

Math Symbol

Close Punctuation

Open Punctuation

Other Symbol

Final Punctuation

Space Separator

Dash Punctuation

Connector Punctuation

Modifier Symbol

Initial Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Han

Latin

Common