gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	202
Missing cells	606
Missing cells (%)	15.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	33.1 KiB
Average record size in memory	167.7 B

Variable types

Text	7
Categorical	6
Numeric	5
Unsupported	2

Dataset

Description	강좌코드,접수현황,분류명,강좌명,장소명,썸네일이미지,강사이름,시작기간,종료기간,정원,문의전화,횟수,시간,수강료,유료할인율,일반할인율,커리큘럼
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-2671/S/1/datasetView.do

Alerts

`문의전화` is highly overall correlated with `횟수` and 3 other fields	High correlation
`접수현황` is highly overall correlated with `횟수` and 3 other fields	High correlation
`분류명` is highly overall correlated with `시작기간` and 6 other fields	High correlation
`시작기간` is highly overall correlated with `종료기간` and 1 other fields	High correlation
`종료기간` is highly overall correlated with `시작기간` and 1 other fields	High correlation
`횟수` is highly overall correlated with `접수현황` and 2 other fields	High correlation
`수강료` is highly overall correlated with `접수현황` and 1 other fields	High correlation
`장소명` is highly overall correlated with `분류명`	High correlation
`시간` is highly overall correlated with `횟수` and 1 other fields	High correlation
`유료할인율` is highly overall correlated with `분류명`	High correlation
`접수현황` is highly imbalanced (95.5%)	Imbalance
`썸네일이미지` has 10 (5.0%) missing values	Missing
`수강료` has 9 (4.5%) missing values	Missing
`일반할인율` has 202 (100.0%) missing values	Missing
`강좌소개` has 8 (4.0%) missing values	Missing
`주요내용` has 154 (76.2%) missing values	Missing
`강사프로필` has 21 (10.4%) missing values	Missing
`커리큘럼` has 202 (100.0%) missing values	Missing
`강좌코드` has unique values	Unique
`일반할인율` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`커리큘럼` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`수강료` has 4 (2.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 06:28:58.673204
Analysis finished	2023-12-11 06:29:03.522203
Duration	4.85 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

강좌코드
Text

UNIQUE

Distinct	202
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

Length

Max length	20
Median length	20
Mean length	20
Min length	20

Characters and Unicode

Total characters	4040
Distinct characters	12
Distinct categories	2 ?
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	202 ?
Unique (%)	100.0%

Sample

1st row	CS102103222800000061
2nd row	CS102103222800000060
3rd row	CS102103222800000059
4th row	CS102103222230000049
5th row	CS102103222790000054

Value	Count	Frequency (%)
cs102103222800000061	1	0.5%
cs102103172420000031	1	0.5%
cs102103171940000027	1	0.5%
cs102103170250000007	1	0.5%
cs102103171940000026	1	0.5%
cs102103171940000025	1	0.5%
cs102103171940000021	1	0.5%
cs102103171940000020	1	0.5%
cs102103171940000024	1	0.5%
cs102103171940000019	1	0.5%
Other values (192)	192	95.0%

Most occurring characters

Value	Count	Frequency (%)
0	1614	40.0%
1	741	18.3%
2	495	12.3%
3	272	6.7%
C	202	5.0%
S	202	5.0%
9	107	2.6%
5	107	2.6%
4	83	2.1%
7	81	2.0%
Other values (2)	136	3.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3636	90.0%
Uppercase Letter	404	10.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1614	44.4%
1	741	20.4%
2	495	13.6%
3	272	7.5%
9	107	2.9%
5	107	2.9%
4	83	2.3%
7	81	2.2%
6	70	1.9%
8	66	1.8%

Uppercase Letter

Value	Count	Frequency (%)
C	202	50.0%
S	202	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3636	90.0%
Latin	404	10.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1614	44.4%
1	741	20.4%
2	495	13.6%
3	272	7.5%
9	107	2.9%
5	107	2.9%
4	83	2.3%
7	81	2.2%
6	70	1.9%
8	66	1.8%

Latin

Value	Count	Frequency (%)
C	202	50.0%
S	202	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4040	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1614	40.0%
1	741	18.3%
2	495	12.3%
3	272	6.7%
C	202	5.0%
S	202	5.0%
9	107	2.6%
5	107	2.6%
4	83	2.1%
7	81	2.0%
Other values (2)	136	3.4%

접수현황
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

오픈	201
미오픈	1

Length

Max length	3
Median length	2
Mean length	2.0049505
Min length	2

Unique

Unique	1 ?
Unique (%)	0.5%

Sample

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

Common Values

Value	Count	Frequency (%)
오픈	201	99.5%
미오픈	1	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
오픈	201	99.5%
미오픈	1	0.5%

분류명
Categorical

HIGH CORRELATION

Distinct	48
Distinct (%)	23.8%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

봄학기	12
2022 세종예술아카데미 예술교양강좌 상반기 <뽐나는 클래스>	12
2018 가을학기 정규강좌	10
2019 봄학기 정규강좌	10
2017 가을학기	9
Other values (43)	149

Length

Max length	34
Median length	20
Mean length	13.856436
Min length	3

Unique

Unique	15 ?
Unique (%)	7.4%

Sample

1st row	2022 세종온클래스
2nd row	2022 세종온클래스
3rd row	2022 세종온클래스
4th row	2022 하반기 CEO합창교실
5th row	2022 하반기 특강

Common Values

Value	Count	Frequency (%)
봄학기	12	5.9%
2022 세종예술아카데미 예술교양강좌 상반기 <뽐나는 클래스>	12	5.9%
2018 가을학기 정규강좌	10	5.0%
2019 봄학기 정규강좌	10	5.0%
2017 가을학기	9	4.5%
2019 가을학기 정규강좌	9	4.5%
2022 하반기 특강	8	4.0%
2018 봄학기 정규강좌	8	4.0%
2015-2 세종예술아카데미 정규강좌	7	3.5%
2020-11. 세종예술아카데미 가을 정규강좌	7	3.5%
Other values (38)	110	54.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
정규강좌	76	13.7%
봄학기	49	8.8%
세종예술아카데미	39	7.0%
가을학기	36	6.5%
2022	30	5.4%
2021	28	5.0%
여름특강	27	4.9%
2019	25	4.5%
2018	25	4.5%
하반기	19	3.4%
Other values (38)	202	36.3%

강좌명
Text

Distinct	133
Distinct (%)	65.8%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

Length

Max length	55
Median length	42
Mean length	13.871287
Min length	4

Characters and Unicode

Total characters	2802
Distinct characters	369
Distinct categories	14 ?
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	119 ?
Unique (%)	58.9%

Sample

1st row	샌드위치 콘서트 - 판소리, 귀명창 되기
2nd row	클래식의 맥락
3rd row	아트테크-이 그림 어디서 샀어요?
4th row	2022 하반기 CEO합창교실
5th row	그림으로 말해요-엄마아빠와 함께 그리는 미술심리치료(초등1~3학년)

Value	Count	Frequency (%)
정오의	34	5.2%
클래식	25	3.8%
	24	3.7%
오페라	19	2.9%
히든보이스	18	2.7%
플러스	13	2.0%
음악회	12	1.8%
영화와	11	1.7%
미술산책	9	1.4%
있는	7	1.1%
Other values (343)	483	73.7%

Most occurring characters

Value	Count	Frequency (%)
	453	16.2%
오	74	2.6%
의	68	2.4%
이	56	2.0%
스	56	2.0%
정	46	1.6%
기	45	1.6%
라	42	1.5%
미	39	1.4%
술	38	1.4%
Other values (359)	1885	67.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	2012	71.8%
Space Separator	453	16.2%
Uppercase Letter	91	3.2%
Decimal Number	63	2.2%
Lowercase Letter	57	2.0%
Other Punctuation	52	1.9%
Math Symbol	19	0.7%
Dash Punctuation	18	0.6%
Close Punctuation	14	0.5%
Open Punctuation	14	0.5%
Other values (4)	9	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
오	74	3.7%
의	68	3.4%
이	56	2.8%
스	56	2.8%
정	46	2.3%
기	45	2.2%
라	42	2.1%
미	39	1.9%
술	38	1.9%
클	36	1.8%
Other values (301)	1512	75.1%

Lowercase Letter

Value	Count	Frequency (%)
e	10	17.5%
t	9	15.8%
s	9	15.8%
a	5	8.8%
i	5	8.8%
c	4	7.0%
r	3	5.3%
o	3	5.3%
k	2	3.5%
l	1	1.8%
Other values (6)	6	10.5%

Uppercase Letter

Value	Count	Frequency (%)
E	18	19.8%
C	16	17.6%
O	14	15.4%
T	6	6.6%
A	6	6.6%
L	6	6.6%
S	5	5.5%
I	5	5.5%
V	3	3.3%
P	3	3.3%
Other values (5)	9	9.9%

Decimal Number

Value	Count	Frequency (%)
2	30	47.6%
0	16	25.4%
1	10	15.9%
3	4	6.3%
8	1	1.6%
9	1	1.6%
5	1	1.6%

Other Punctuation

Value	Count	Frequency (%)
,	26	50.0%
:	20	38.5%
&	2	3.8%
!	1	1.9%
?	1	1.9%
/	1	1.9%
.	1	1.9%

Math Symbol

Value	Count	Frequency (%)
>	9	47.4%
<	9	47.4%
~	1	5.3%

Close Punctuation

Value	Count	Frequency (%)
)	12	85.7%
]	2	14.3%

Open Punctuation

Value	Count	Frequency (%)
(	12	85.7%
[	2	14.3%

Space Separator

Value	Count	Frequency (%)
	453	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	18	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	5	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	2	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	2011	71.8%
Common	641	22.9%
Latin	149	5.3%
Han	1	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
오	74	3.7%
의	68	3.4%
이	56	2.8%
스	56	2.8%
정	46	2.3%
기	45	2.2%
라	42	2.1%
미	39	1.9%
술	38	1.9%
클	36	1.8%
Other values (300)	1511	75.1%

Latin

Value	Count	Frequency (%)
E	18	12.1%
C	16	10.7%
O	14	9.4%
e	10	6.7%
t	9	6.0%
s	9	6.0%
T	6	4.0%
A	6	4.0%
L	6	4.0%
S	5	3.4%
Other values (22)	50	33.6%

Common

Value	Count	Frequency (%)
	453	70.7%
2	30	4.7%
,	26	4.1%
:	20	3.1%
-	18	2.8%
0	16	2.5%
)	12	1.9%
(	12	1.9%
1	10	1.6%
>	9	1.4%
Other values (16)	35	5.5%

Han

Value	Count	Frequency (%)
展	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	2007	71.6%
ASCII	786	28.1%
Compat Jamo	4	0.1%
Punctuation	3	0.1%
CJK	1	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	453	57.6%
2	30	3.8%
,	26	3.3%
:	20	2.5%
-	18	2.3%
E	18	2.3%
0	16	2.0%
C	16	2.0%
O	14	1.8%
)	12	1.5%
Other values (45)	163	20.7%

Hangul

Value	Count	Frequency (%)
오	74	3.7%
의	68	3.4%
이	56	2.8%
스	56	2.8%
정	46	2.3%
기	45	2.2%
라	42	2.1%
미	39	1.9%
술	38	1.9%
클	36	1.8%
Other values (297)	1507	75.1%

Punctuation

Value	Count	Frequency (%)
‘	2	66.7%
’	1	33.3%

Compat Jamo

Value	Count	Frequency (%)
ㅅ	2	50.0%
ㄴ	1	25.0%
ㄷ	1	25.0%

CJK

Value	Count	Frequency (%)
展	1	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	1	100.0%

장소명
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

스퀘어홀	103
서클홀	88
오픈스테이지	9
3층 종합연습실	2

Length

Max length	8
Median length	4
Mean length	3.6930693
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	스퀘어홀
2nd row	스퀘어홀
3rd row	스퀘어홀
4th row	오픈스테이지
5th row	오픈스테이지

Common Values

Value	Count	Frequency (%)
스퀘어홀	103	51.0%
서클홀	88	43.6%
오픈스테이지	9	4.5%
3층 종합연습실	2	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
스퀘어홀	103	50.5%
서클홀	88	43.1%
오픈스테이지	9	4.4%
3층	2	1.0%
종합연습실	2	1.0%

썸네일이미지
Text

MISSING

Distinct	192
Distinct (%)	100.0%
Missing	10
Missing (%)	5.0%
Memory size	1.7 KiB

Length

Max length	109
Median length	93
Mean length	83.458333
Min length	74

Characters and Unicode

Total characters	16024
Distinct characters	229
Distinct categories	11 ?
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	192 ?
Unique (%)	100.0%

Sample

1st row	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/샌콘/jpg
2nd row	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/클래식/jpg
3rd row	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/아트테크/jpg
4th row	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/001[1]/png
5th row	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/001/jpg

Value	Count	Frequency (%)
http://frontrent.sejongpac.or.kr/sejongrentfront/file/102103/course/정오의	20	7.0%
http://frontrent.sejongpac.or.kr/sejongrentfront/file/102103/course/제목	8	2.8%
http://frontrent.sejongpac.or.kr/sejongrentfront/file/102103/course/영화와	6	2.1%
썸네일/gif	5	1.7%
http://frontrent.sejongpac.or.kr/sejongrentfront/file/102103/course/클래식	5	1.7%
http://frontrent.sejongpac.or.kr/sejongrentfront/file/102103/course/오페라	4	1.4%
클래식	3	1.0%
http://frontrent.sejongpac.or.kr/sejongrentfront/file/102103/course/산책	2	0.7%
2)/png	2	0.7%
플러스	2	0.7%
Other values (225)	230	80.1%

Most occurring characters

Value	Count	Frequency (%)
/	1536	9.6%
n	1183	7.4%
t	1159	7.2%
o	981	6.1%
e	964	6.0%
r	964	6.0%
.	577	3.6%
g	566	3.5%
1	556	3.5%
p	533	3.3%
Other values (219)	7005	43.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8715	54.4%
Other Punctuation	2305	14.4%
Uppercase Letter	2011	12.5%
Decimal Number	1773	11.1%
Other Letter	846	5.3%
Connector Punctuation	103	0.6%
Space Separator	95	0.6%
Open Punctuation	81	0.5%
Close Punctuation	81	0.5%
Math Symbol	9	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
오	40	4.7%
일	36	4.3%
네	35	4.1%
썸	34	4.0%
클	31	3.7%
의	31	3.7%
정	28	3.3%
스	24	2.8%
이	22	2.6%
식	19	2.2%
Other values (153)	546	64.5%

Lowercase Letter

Value	Count	Frequency (%)
n	1183	13.6%
t	1159	13.3%
o	981	11.3%
e	964	11.1%
r	964	11.1%
g	566	6.5%
p	533	6.1%
j	509	5.8%
a	289	3.3%
i	236	2.7%
Other values (16)	1331	15.3%

Uppercase Letter

Value	Count	Frequency (%)
S	384	19.1%
F	384	19.1%
R	384	19.1%
C	196	9.7%
E	196	9.7%
O	195	9.7%
U	192	9.5%
P	16	0.8%
G	16	0.8%
K	13	0.6%
Other values (9)	35	1.7%

Decimal Number

Value	Count	Frequency (%)
1	556	31.4%
0	500	28.2%
2	283	16.0%
3	246	13.9%
4	38	2.1%
9	38	2.1%
5	33	1.9%
6	33	1.9%
7	24	1.4%
8	22	1.2%

Other Punctuation

Value	Count	Frequency (%)
/	1536	66.6%
.	577	25.0%
:	192	8.3%

Open Punctuation

Value	Count	Frequency (%)
[	67	82.7%
(	14	17.3%

Close Punctuation

Value	Count	Frequency (%)
]	67	82.7%
)	14	17.3%

Connector Punctuation

Value	Count	Frequency (%)
_	103	100.0%

Space Separator

Value	Count	Frequency (%)
	95	100.0%

Math Symbol

Value	Count	Frequency (%)
+	9	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10726	66.9%
Common	4452	27.8%
Hangul	846	5.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
오	40	4.7%
일	36	4.3%
네	35	4.1%
썸	34	4.0%
클	31	3.7%
의	31	3.7%
정	28	3.3%
스	24	2.8%
이	22	2.6%
식	19	2.2%
Other values (153)	546	64.5%

Latin

Value	Count	Frequency (%)
n	1183	11.0%
t	1159	10.8%
o	981	9.1%
e	964	9.0%
r	964	9.0%
g	566	5.3%
p	533	5.0%
j	509	4.7%
S	384	3.6%
F	384	3.6%
Other values (35)	3099	28.9%

Common

Value	Count	Frequency (%)
/	1536	34.5%
.	577	13.0%
1	556	12.5%
0	500	11.2%
2	283	6.4%
3	246	5.5%
:	192	4.3%
_	103	2.3%
	95	2.1%
[	67	1.5%
Other values (11)	297	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15178	94.7%
Hangul	846	5.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
/	1536	10.1%
n	1183	7.8%
t	1159	7.6%
o	981	6.5%
e	964	6.4%
r	964	6.4%
.	577	3.8%
g	566	3.7%
1	556	3.7%
p	533	3.5%
Other values (56)	6159	40.6%

Hangul

Value	Count	Frequency (%)
오	40	4.7%
일	36	4.3%
네	35	4.1%
썸	34	4.0%
클	31	3.7%
의	31	3.7%
정	28	3.3%
스	24	2.8%
이	22	2.6%
식	19	2.2%
Other values (153)	546	64.5%

강사이름
Text

Distinct	72
Distinct (%)	35.6%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

Length

Max length	11
Median length	3
Mean length	3.1930693
Min length	2

Characters and Unicode

Total characters	645
Distinct characters	111
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	42 ?
Unique (%)	20.8%

Sample

1st row	박인혜
2nd row	문학수
3rd row	이유경
4th row	김상경
5th row	이화미술치료연구소

Value	Count	Frequency (%)
김은경	17	7.9%
한창호	14	6.5%
정준호	12	5.6%
이현	11	5.1%
이화진	10	4.7%
김주영	9	4.2%
류태형	8	3.7%
	8	3.7%
류정필	6	2.8%
김지환	6	2.8%
Other values (65)	113	52.8%

Most occurring characters

Value	Count	Frequency (%)
김	43	6.7%
이	37	5.7%
경	31	4.8%
호	27	4.2%
정	23	3.6%
영	20	3.1%
창	20	3.1%
은	20	3.1%
-	16	2.5%
현	16	2.5%
Other values (101)	392	60.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	615	95.3%
Dash Punctuation	16	2.5%
Space Separator	12	1.9%
Open Punctuation	1	0.2%
Close Punctuation	1	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
김	43	7.0%
이	37	6.0%
경	31	5.0%
호	27	4.4%
정	23	3.7%
영	20	3.3%
창	20	3.3%
은	20	3.3%
현	16	2.6%
진	15	2.4%
Other values (97)	363	59.0%

Dash Punctuation

Value	Count	Frequency (%)
-	16	100.0%

Space Separator

Value	Count	Frequency (%)
	12	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	615	95.3%
Common	30	4.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
김	43	7.0%
이	37	6.0%
경	31	5.0%
호	27	4.4%
정	23	3.7%
영	20	3.3%
창	20	3.3%
은	20	3.3%
현	16	2.6%
진	15	2.4%
Other values (97)	363	59.0%

Common

Value	Count	Frequency (%)
-	16	53.3%
	12	40.0%
(	1	3.3%
)	1	3.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	615	95.3%
ASCII	30	4.7%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
김	43	7.0%
이	37	6.0%
경	31	5.0%
호	27	4.4%
정	23	3.7%
영	20	3.3%
창	20	3.3%
은	20	3.3%
현	16	2.6%
진	15	2.4%
Other values (97)	363	59.0%

ASCII

Value	Count	Frequency (%)
-	16	53.3%
	12	40.0%
(	1	3.3%
)	1	3.3%

시작기간
Real number (ℝ)

HIGH CORRELATION

Distinct	160
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20186163

Minimum	20150113
Maximum	20221205
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	20150113
5-th percentile	20150319
Q1	20170322
median	20185702
Q3	20210383
95-th percentile	20221014
Maximum	20221205
Range	71092
Interquartile range (IQR)	40061

Descriptive statistics

Standard deviation	23868.579
Coefficient of variation (CV)	0.0011824227
Kurtosis	-1.2748327
Mean	20186163
Median Absolute Deviation (MAD)	24598.5
Skewness	-0.030271842
Sum	4.077605 × 10⁹
Variance	5.6970906 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20220316	5	2.5%
20220314	5	2.5%
20150319	4	2.0%
20150917	4	2.0%
20201105	3	1.5%
20220315	3	1.5%
20160922	3	1.5%
20150318	3	1.5%
20170914	2	1.0%
20170912	2	1.0%
Other values (150)	168	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20150113	1	0.5%
20150127	1	0.5%
20150309	1	0.5%
20150310	1	0.5%
20150316	1	0.5%
20150317	1	0.5%
20150318	3	1.5%
20150319	4	2.0%
20150320	1	0.5%
20150707	1	0.5%

Value	Count	Frequency (%)
20221205	1	0.5%
20221122	1	0.5%
20221121	1	0.5%
20221119	1	0.5%
20221115	1	0.5%
20221109	2	1.0%
20221108	1	0.5%
20221107	1	0.5%
20221031	1	0.5%
20221024	1	0.5%

종료기간
Real number (ℝ)

HIGH CORRELATION

Distinct	164
Distinct (%)	81.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20186480

Minimum	20150113
Maximum	20230604
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	20150113
5-th percentile	20150623
Q1	20170614
median	20185864
Q3	20210616
95-th percentile	20221115
Maximum	20230604
Range	80491
Interquartile range (IQR)	40002.5

Descriptive statistics

Standard deviation	24088.353
Coefficient of variation (CV)	0.0011932914
Kurtosis	-1.2354943
Mean	20186480
Median Absolute Deviation (MAD)	24655
Skewness	0.0013491289
Sum	4.077669 × 10⁹
Variance	5.8024875 × 10⁸
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20220608	5	2.5%
20220531	4	2.0%
20220609	4	2.0%
20201126	4	2.0%
20151203	3	1.5%
20171207	3	1.5%
20210615	2	1.0%
20170616	2	1.0%
20191213	2	1.0%
20170615	2	1.0%
Other values (154)	171	84.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20150113	1	0.5%
20150127	1	0.5%
20150331	1	0.5%
20150528	1	0.5%
20150603	1	0.5%
20150604	2	1.0%
20150610	1	0.5%
20150611	1	0.5%
20150612	1	0.5%
20150623	1	0.5%

Value	Count	Frequency (%)
20230604	1	0.5%
20230520	1	0.5%
20230423	1	0.5%
20221210	1	0.5%
20221203	1	0.5%
20221202	1	0.5%
20221130	1	0.5%
20221129	1	0.5%
20221128	1	0.5%
20221122	1	0.5%

정원
Real number (ℝ)

Distinct	21
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.064356

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1
5-th percentile	20
Q1	30
median	40
Q3	50
95-th percentile	80
Maximum	100
Range	99
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	18.401839
Coefficient of variation (CV)	0.41761279
Kurtosis	0.67112491
Mean	44.064356
Median Absolute Deviation (MAD)	10
Skewness	0.60899683
Sum	8901
Variance	338.62768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
50	58	28.7%
40	42	20.8%
30	24	11.9%
80	19	9.4%
20	17	8.4%
60	7	3.5%
25	7	3.5%
45	6	3.0%
55	3	1.5%
35	3	1.5%
Other values (11)	16	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.5%
6	1	0.5%
10	3	1.5%
11	1	0.5%
13	1	0.5%
15	2	1.0%
20	17	8.4%
25	7	3.5%
30	24	11.9%
34	1	0.5%

Value	Count	Frequency (%)
100	3	1.5%
80	19	9.4%
70	1	0.5%
68	1	0.5%
60	7	3.5%
55	3	1.5%
50	58	28.7%
45	6	3.0%
43	1	0.5%
40	42	20.8%

문의전화
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

02-399-1606	99
<NA>	46
02-399-1608	29
02-399-1000	14
02-399-1604	7
Other values (4)	7

Length

Max length	12
Median length	11
Mean length	9.4108911
Min length	4

Unique

Unique	3 ?
Unique (%)	1.5%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
02-399-1606	99	49.0%
<NA>	46	22.8%
02-399-1608	29	14.4%
02-399-1000	14	6.9%
02-399-1604	7	3.5%
02-399-1609	4	2.0%
02-399-1615	1	0.5%
02-6925-2022	1	0.5%
02-399-1169	1	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
02-399-1606	99	49.0%
na	46	22.8%
02-399-1608	29	14.4%
02-399-1000	14	6.9%
02-399-1604	7	3.5%
02-399-1609	4	2.0%
02-399-1615	1	0.5%
02-6925-2022	1	0.5%
02-399-1169	1	0.5%

횟수
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2277228

Minimum	0
Maximum	24
Zeros	1
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.7837363
Coefficient of variation (CV)	1.452882
Kurtosis	135.0232
Mean	1.2277228
Median Absolute Deviation (MAD)	0
Skewness	11.004225
Sum	248
Variance	3.1817152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	193	95.5%
3	2	1.0%
2	2	1.0%
8	1	0.5%
7	1	0.5%
24	1	0.5%
0	1	0.5%
6	1	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.5%
1	193	95.5%
2	2	1.0%
3	2	1.0%
6	1	0.5%
7	1	0.5%
8	1	0.5%
24	1	0.5%

Value	Count	Frequency (%)
24	1	0.5%
8	1	0.5%
7	1	0.5%
6	1	0.5%
3	2	1.0%
2	2	1.0%
1	193	95.5%
0	1	0.5%

시간
Categorical

HIGH CORRELATION

Distinct	34
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

12:05 ~ 13:00	49
19:00 ~ 21:00	44
12:00 ~ 13:00	30
14:00 ~ 16:00	16
00:00 ~ 00:00	9
Other values (29)	54

Length

Max length	13
Median length	13
Mean length	13
Min length	13

Unique

Unique	15 ?
Unique (%)	7.4%

Sample

1st row	00:00 ~ 04:00
2nd row	00:00 ~ 12:00
3rd row	00:00 ~ 12:00
4th row	18:30 ~ 20:30
5th row	00:00 ~ 00:00

Common Values

Value	Count	Frequency (%)
12:05 ~ 13:00	49	24.3%
19:00 ~ 21:00	44	21.8%
12:00 ~ 13:00	30	14.9%
14:00 ~ 16:00	16	7.9%
00:00 ~ 00:00	9	4.5%
11:00 ~ 12:30	6	3.0%
19:00 ~ 21:30	4	2.0%
10:30 ~ 12:30	4	2.0%
19:30 ~ 21:30	3	1.5%
19:30 ~ 21:00	3	1.5%
Other values (24)	34	16.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	202	33.3%
13:00	81	13.4%
19:00	52	8.6%
12:05	51	8.4%
21:00	50	8.3%
12:00	34	5.6%
14:00	26	4.3%
00:00	24	4.0%
16:00	18	3.0%
12:30	11	1.8%
Other values (20)	57	9.4%

수강료
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	60
Distinct (%)	31.1%
Missing	9
Missing (%)	4.5%
Infinite	0
Infinite (%)	0.0%
Mean	287823.06

Minimum	0
Maximum	2000000
Zeros	4
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	15000
Q1	60000
median	200000
Q3	330000
95-th percentile	900000
Maximum	2000000
Range	2000000
Interquartile range (IQR)	270000

Descriptive statistics

Standard deviation	334547.9
Coefficient of variation (CV)	1.1623388
Kurtosis	8.0440452
Mean	287823.06
Median Absolute Deviation (MAD)	130000
Skewness	2.5173435
Sum	55549850
Variance	1.119223 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200000	17	8.4%
30000	13	6.4%
220000	12	5.9%
15000	11	5.4%
180000	10	5.0%
300000	10	5.0%
900000	8	4.0%
360000	7	3.5%
150000	6	3.0%
330000	5	2.5%
Other values (50)	94	46.5%
(Missing)	9	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	2.0%
100	2	1.0%
10000	1	0.5%
15000	11	5.4%
20000	5	2.5%
25000	2	1.0%
30000	13	6.4%
35000	1	0.5%
45000	1	0.5%
50000	5	2.5%

Value	Count	Frequency (%)
2000000	1	0.5%
1857600	2	1.0%
1500000	1	0.5%
1000000	1	0.5%
950000	4	2.0%
900000	8	4.0%
850000	3	1.5%
800000	2	1.0%
750000	1	0.5%
722400	1	0.5%

유료할인율
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

%	119
14.5%	48
10%	20
5%	9
10.5%	2
Other values (3)	4

Length

Max length	5
Median length	1
Mean length	2.2673267
Min length	1

Unique

Unique	2 ?
Unique (%)	1.0%

Sample

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

Common Values

Value	Count	Frequency (%)
%	119	58.9%
14.5%	48	23.8%
10%	20	9.9%
5%	9	4.5%
10.5%	2	1.0%
0%	2	1.0%
15%	1	0.5%
100%	1	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
	119	58.9%
14.5	48	23.8%
10	20	9.9%
5	9	4.5%
10.5	2	1.0%
0	2	1.0%
15	1	0.5%
100	1	0.5%

일반할인율
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	202
Missing (%)	100.0%
Memory size	1.9 KiB

강좌소개
Text

MISSING

Distinct	194
Distinct (%)	100.0%
Missing	8
Missing (%)	4.0%
Memory size	1.7 KiB

Length

Max length	1024
Median length	999
Mean length	741.98454
Min length	1

Characters and Unicode

Total characters	143945
Distinct characters	785
Distinct categories	13 ?
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	194 ?
Unique (%)	100.0%

Sample

1st row	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202210071014048/jpg' alt='' />
2nd row	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202210071551035/jpg' alt='' />
3rd row	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202210070959057/jpg' alt='' />
4th row	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202208111757024/png' alt='' />
5th row	<p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'> <span style='font-size: 14pt; font-family: Arial; color: #000000; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'>※ '기수강생 할인'이 적용되지 않으실 경우 '직장인 할인' 권종을 적용하시고, 강의 당일 현장에서 수강이력 확인을 요청드리겠습니다.<br /> </span><span style='color: #000000; font-family: Arial; font-size: 18.6667px; white-space: pre-wrap;'>※ 문의 : 02-399-1608, 1162</span></p> <p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'> </p> <p style='line-height: 1.38; text-align: center; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'><br />☞</span><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color:

Value	Count	Frequency (%)
0pt	725	5.0%
font-size	495	3.4%
br	330	2.3%
	322	2.2%
style='font-family	308	2.1%
p	265	1.8%
style='font-size	252	1.7%
font-family	215	1.5%
arial,helvetica,sans-serif	191	1.3%
mso-font-width	173	1.2%
Other values (3762)	11270	77.5%

Most occurring characters

Value	Count	Frequency (%)
	14365	10.0%
t	7933	5.5%
s	6819	4.7%
n	6296	4.4%
a	5988	4.2%
-	5235	3.6%
p	4947	3.4%
o	4851	3.4%
i	4656	3.2%
e	4627	3.2%
Other values (775)	78228	54.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	71063	49.4%
Other Letter	18723	13.0%
Other Punctuation	15731	10.9%
Space Separator	14365	10.0%
Math Symbol	7899	5.5%
Decimal Number	7337	5.1%
Dash Punctuation	5235	3.6%
Uppercase Letter	3260	2.3%
Open Punctuation	156	0.1%
Close Punctuation	148	0.1%
Other values (3)	28	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
의	517	2.8%
이	460	2.5%
다	397	2.1%
고	385	2.1%
는	378	2.0%
그	325	1.7%
은	318	1.7%
을	271	1.4%
래	262	1.4%
서	246	1.3%
Other values (675)	15164	81.0%

Lowercase Letter

Value	Count	Frequency (%)
t	7933	11.2%
s	6819	9.6%
n	6296	8.9%
a	5988	8.4%
p	4947	7.0%
o	4851	6.8%
i	4656	6.6%
e	4627	6.5%
l	4084	5.7%
f	3905	5.5%
Other values (16)	16957	23.9%

Uppercase Letter

Value	Count	Frequency (%)
S	328	10.1%
E	306	9.4%
M	300	9.2%
H	260	8.0%
Y	259	7.9%
U	220	6.7%
F	214	6.6%
N	212	6.5%
A	211	6.5%
T	115	3.5%
Other values (16)	835	25.6%

Other Punctuation

Value	Count	Frequency (%)
;	3818	24.3%
:	3457	22.0%
'	3190	20.3%
/	2375	15.1%
.	928	5.9%
,	769	4.9%
&	593	3.8%
%	214	1.4%
#	184	1.2%
!	149	0.9%
Other values (4)	54	0.3%

Decimal Number

Value	Count	Frequency (%)
0	2654	36.2%
1	1592	21.7%
2	827	11.3%
6	552	7.5%
4	347	4.7%
8	330	4.5%
3	317	4.3%
5	264	3.6%
9	228	3.1%
7	226	3.1%

Math Symbol

Value	Count	Frequency (%)
<	3186	40.3%
>	3106	39.3%
=	1475	18.7%
~	87	1.1%
+	43	0.5%
\|	2	< 0.1%

Other Symbol

Value	Count	Frequency (%)
☞	7	50.0%
○	2	14.3%
■	2	14.3%
▶	1	7.1%
□	1	7.1%
☜	1	7.1%

Open Punctuation

Value	Count	Frequency (%)
(	92	59.0%
[	44	28.2%
{	19	12.2%
〈	1	0.6%

Close Punctuation

Value	Count	Frequency (%)
)	92	62.2%
]	43	29.1%
}	12	8.1%
〉	1	0.7%

Space Separator

Value	Count	Frequency (%)
	14365	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5235	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	11	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	74326	51.6%
Common	50896	35.4%
Hangul	18716	13.0%
Han	7	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
의	517	2.8%
이	460	2.5%
다	397	2.1%
고	385	2.1%
는	378	2.0%
그	325	1.7%
은	318	1.7%
을	271	1.4%
래	262	1.4%
서	246	1.3%
Other values (671)	15157	81.0%

Latin

Value	Count	Frequency (%)
t	7933	10.7%
s	6819	9.2%
n	6296	8.5%
a	5988	8.1%
p	4947	6.7%
o	4851	6.5%
i	4656	6.3%
e	4627	6.2%
l	4084	5.5%
f	3905	5.3%
Other values (43)	20220	27.2%

Common

Value	Count	Frequency (%)
	14365	28.2%
-	5235	10.3%
;	3818	7.5%
:	3457	6.8%
'	3190	6.3%
<	3186	6.3%
>	3106	6.1%
0	2654	5.2%
/	2375	4.7%
1	1592	3.1%
Other values (37)	7918	15.6%

Han

Value	Count	Frequency (%)
情	2	28.6%
景	2	28.6%
幻	2	28.6%
親	1	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125193	87.0%
Hangul	18716	13.0%
Punctuation	10	< 0.1%
Misc Symbols	8	< 0.1%
CJK	7	< 0.1%
Geometric Shapes	6	< 0.1%
Number Forms	3	< 0.1%
None	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	14365	11.5%
t	7933	6.3%
s	6819	5.4%
n	6296	5.0%
a	5988	4.8%
-	5235	4.2%
p	4947	4.0%
o	4851	3.9%
i	4656	3.7%
e	4627	3.7%
Other values (80)	59476	47.5%

Hangul

Value	Count	Frequency (%)
의	517	2.8%
이	460	2.5%
다	397	2.1%
고	385	2.1%
는	378	2.0%
그	325	1.7%
은	318	1.7%
을	271	1.4%
래	262	1.4%
서	246	1.3%
Other values (671)	15157	81.0%

Punctuation

Value	Count	Frequency (%)
※	10	100.0%

Misc Symbols

Value	Count	Frequency (%)
☞	7	87.5%
☜	1	12.5%

Number Forms

Value	Count	Frequency (%)
Ⅱ	3	100.0%

CJK

Value	Count	Frequency (%)
情	2	28.6%
景	2	28.6%
幻	2	28.6%
親	1	14.3%

Geometric Shapes

Value	Count	Frequency (%)
○	2	33.3%
■	2	33.3%
▶	1	16.7%
□	1	16.7%

None

Value	Count	Frequency (%)
〉	1	50.0%
〈	1	50.0%

주요내용
Text

MISSING

Distinct	44
Distinct (%)	91.7%
Missing	154
Missing (%)	76.2%
Memory size	1.7 KiB

Length

Max length	1024
Median length	546
Mean length	363.125
Min length	1

Characters and Unicode

Total characters	17430
Distinct characters	304
Distinct categories	11 ?
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	41 ?
Unique (%)	85.4%

Sample

1st row	<span style='color: #888888; font-size: 20px;'><strong> </strong></span>
2nd row	<br /> <div id='papago-trans' style='left: 145px; top: 22px; position: absolute !important;'> </div>
3rd row	<!--StartFragment--> <p class='0' style='line-height: 180%; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: 굴림,gulim,arial,sans-serif; font-size: 12px;'><span style='letter-spacing: -0.5pt; font-weight: bold; mso-fareast-font-family: 함초롬바탕; mso-font-width: 98%; mso-text-raise: 0pt;' lang='EN-US'>- </span><span style='letter-spacing: -0.5pt; font-weight: bold; mso-fareast-font-family: 함초롬바탕; mso-font-width: 98%;'>대한민국 대표 예술랜드마크</span><span style='letter-spacing: -0.5pt; font-weight: bold; mso-fareast-font-family: 함초롬바탕; mso-font-width: 98%; mso-text-raise: 0pt;' lang='EN-US'>, </span><span style='text-decoration: underline; text-underline: #000000 single;'><span style='letter-spacing: -1.5pt; font-weight: bold; mso-fareast-font-family: 맑은 고딕; mso-font-width: 98%;'>세종문화회관이 소개하는 감성과 여유가 있는 </span></span><span style='text-decoration: underline; text-underline: #000000 single;'><span style='letter-spacing: -1.5pt; font-weight: bold; mso-fareast-font-family: 맑은 고딕; mso-font-widt
4th row	<!--StartFragment--> <p class='0' style='text-indent: -3.2pt; margin-right: 5pt; margin-left: 3.2pt; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'> </p> <p class='0' style='text-indent: -3.2pt; margin-right: 5pt; margin-left: 3.2pt; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><!--[data-hwpjson]{ 'documentPr': { 'di': '', 'dp': { 'dn': 'test.hwp', 'ta': 1, 'd1': 5, 'd2': 0, 'dv': 5, 'dr': 1, 'do': 1, 'vj': '1.0', 'an': 'Hancom Office Hangul', 'av': '9, 1, 1, 5028', 'ao': 'WIN', 'ab': '32', 'ar': 'LE', 'as': 'Windows_Unknown_Version' }, 'dis': false, 'ds': { 'ti': '', 'la': 'ko', 'cr': '', 'su': '', 'de': '', 'cd': '2021-02-23T10:59:01.040Z', 'md': '1601-01-01T09:00:00.000Z', 'pd': '1601-01-01T09:00:00.000Z', 'ke': '' } }, 'dh': { 'do': { 'pa': 1, 'fo': 1, 'en': 1, 'pi': 1, 'tb': 1, 'eq': 1 }, 'fo': [ ], 'cd': { 'tp': 0, 'lc': { 'af': false, 'ui': false, 'fu': false, 'dn': false, 'ul': false, 'el': false, 'at': false, 'tq': false, 'da': false, 'dw': false, 'dj': false, 'bc': fal
5th row	<!--StartFragment--> <p class='0' style='; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'> </p> <p class='0' style='; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><!--[data-hwpjson]{ 'documentPr': { 'di': '', 'dp': { 'dn': 'test.hwp', 'ta': 1, 'd1': 5, 'd2': 0, 'dv': 5, 'dr': 1, 'do': 1, 'vj': '1.0', 'an': 'Hancom Office Hangul', 'av': '9, 1, 1, 4673', 'ao': 'WIN', 'ab': '32', 'ar': 'LE', 'as': 'Windows_Unknown_Version' }, 'dis': false, 'ds': { 'ti': '', 'la': 'ko', 'cr': '', 'su': '', 'de': '', 'cd': '2020-07-10T08:42:25.733Z', 'md': '1601-01-01T09:00:00.000Z', 'pd': '1601-01-01T09:00:00.000Z', 'ke': '' } }, 'dh': { 'do': { 'pa': 1, 'fo': 1, 'en': 1, 'pi': 1, 'tb': 1, 'eq': 1 }, 'fo': [ ], 'cd': { 'tp': 0, 'lc': { 'af': false, 'ui': false, 'fu': false, 'dn': false, 'ul': false, 'el': false, 'at': false, 'tq': false, 'da': false, 'dw': false, 'dj': false, 'bc': false, 'bu': false, 'al': false, 'ab': false, 'ap': false, 'an': false, 'aa': false, 'ds': false, 'de': false, 'as': false,

Value	Count	Frequency (%)
	58	3.7%
false	34	2.2%
서울남산체	32	2.0%
0pt	32	2.0%
p	27	1.7%
font-family	25	1.6%
1	25	1.6%
0px	24	1.5%
mso-hansi-font-family	22	1.4%
br	22	1.4%
Other values (478)	1265	80.8%

Most occurring characters

Value	Count	Frequency (%)
	1519	8.7%
t	1036	5.9%
a	731	4.2%
n	715	4.1%
s	672	3.9%
e	658	3.8%
'	651	3.7%
o	599	3.4%
-	591	3.4%
i	589	3.4%
Other values (294)	9669	55.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9251	53.1%
Other Punctuation	2320	13.3%
Space Separator	1519	8.7%
Decimal Number	1242	7.1%
Other Letter	902	5.2%
Math Symbol	856	4.9%
Uppercase Letter	696	4.0%
Dash Punctuation	591	3.4%
Open Punctuation	25	0.1%
Close Punctuation	21	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	36	4.0%
울	34	3.8%
남	33	3.7%
체	32	3.5%
산	32	3.5%
바	30	3.3%
탕	27	3.0%
은	22	2.4%
고	18	2.0%
딕	18	2.0%
Other values (207)	620	68.7%

Lowercase Letter

Value	Count	Frequency (%)
t	1036	11.2%
a	731	7.9%
n	715	7.7%
s	672	7.3%
e	658	7.1%
o	599	6.5%
i	589	6.4%
l	556	6.0%
p	537	5.8%
r	501	5.4%
Other values (16)	2657	28.7%

Uppercase Letter

Value	Count	Frequency (%)
F	76	10.9%
S	66	9.5%
E	50	7.2%
B	47	6.8%
A	46	6.6%
R	38	5.5%
T	35	5.0%
I	35	5.0%
C	33	4.7%
Q	29	4.2%
Other values (16)	241	34.6%

Other Punctuation

Value	Count	Frequency (%)
'	651	28.1%
:	502	21.6%
;	422	18.2%
/	292	12.6%
,	167	7.2%
.	141	6.1%
&	57	2.5%
#	41	1.8%
!	35	1.5%
%	9	0.4%

Decimal Number

Value	Count	Frequency (%)
0	374	30.1%
1	245	19.7%
2	134	10.8%
5	80	6.4%
8	76	6.1%
4	73	5.9%
6	72	5.8%
7	65	5.2%
3	64	5.2%
9	59	4.8%

Math Symbol

Value	Count	Frequency (%)
<	334	39.0%
>	325	38.0%
=	179	20.9%
+	17	2.0%
~	1	0.1%

Open Punctuation

Value	Count	Frequency (%)
{	16	64.0%
[	5	20.0%
(	4	16.0%

Close Punctuation

Value	Count	Frequency (%)
)	8	38.1%
}	8	38.1%
]	5	23.8%

Space Separator

Value	Count	Frequency (%)
	1519	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	591	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9947	57.1%
Common	6581	37.8%
Hangul	902	5.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	36	4.0%
울	34	3.8%
남	33	3.7%
체	32	3.5%
산	32	3.5%
바	30	3.3%
탕	27	3.0%
은	22	2.4%
고	18	2.0%
딕	18	2.0%
Other values (207)	620	68.7%

Latin

Value	Count	Frequency (%)
t	1036	10.4%
a	731	7.3%
n	715	7.2%
s	672	6.8%
e	658	6.6%
o	599	6.0%
i	589	5.9%
l	556	5.6%
p	537	5.4%
r	501	5.0%
Other values (42)	3353	33.7%

Common

Value	Count	Frequency (%)
	1519	23.1%
'	651	9.9%
-	591	9.0%
:	502	7.6%
;	422	6.4%
0	374	5.7%
<	334	5.1%
>	325	4.9%
/	292	4.4%
1	245	3.7%
Other values (25)	1326	20.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16528	94.8%
Hangul	902	5.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1519	9.2%
t	1036	6.3%
a	731	4.4%
n	715	4.3%
s	672	4.1%
e	658	4.0%
'	651	3.9%
o	599	3.6%
-	591	3.6%
i	589	3.6%
Other values (77)	8767	53.0%

Hangul

Value	Count	Frequency (%)
서	36	4.0%
울	34	3.8%
남	33	3.7%
체	32	3.5%
산	32	3.5%
바	30	3.3%
탕	27	3.0%
은	22	2.4%
고	18	2.0%
딕	18	2.0%
Other values (207)	620	68.7%

강사프로필
Text

MISSING

Distinct	70
Distinct (%)	38.7%
Missing	21
Missing (%)	10.4%
Memory size	1.7 KiB

Length

Max length	1024
Median length	1024
Mean length	896.48066
Min length	1

Characters and Unicode

Total characters	162263
Distinct characters	489
Distinct categories	11 ?
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	42 ?
Unique (%)	23.2%

Sample

1st row	<p class='0'><span style='font-family: HY그래픽M; mso-fareast-font-family: HY그래픽M; font-size: 9.0pt;'> </span></p> <div id='hwpEditorBoardContent' class='hwp_editor_board_content'><!--[data-hwpjson]{ 'documentPr': { 'di': '', 'dp': { 'dn': 'test.hwp', 'ta': 1, 'd1': 5, 'd2': 0, 'dv': 5, 'dr': 1, 'do': 1, 'vj': '1.0', 'an': 'Hancom Office Hangul', 'av': '9, 1, 1, 5499', 'ao': 'WIN', 'ab': '32', 'ar': 'LE', 'as': 'Windows_Unknown_Version' }, 'dis': false, 'ds': { 'ti': '', 'la': 'ko', 'cr': '', 'su': '', 'de': '', 'cd': '2021-08-10T14:40:42.503Z', 'md': '1601-01-01T09:00:00.000Z', 'pd': '1601-01-01T09:00:00.000Z', 'ke': '' } }, 'dh': { 'do': { 'pa': 1, 'fo': 1, 'en': 1, 'pi': 1, 'tb': 1, 'eq': 1 }, 'fo': [ ], 'cd': { 'tp': 0, 'lc': { 'af': false, 'ui': false, 'fu': false, 'dn': false, 'ul': false, 'el': false, 'at': false, 'tq': false, 'da': false, 'dw': false, 'dj': false, 'bc': false, 'bu': false, 'al': false, 'ab': false, 'ap': false, 'an': false, 'aa': false, 'ds': false, 'de': false, 'as': false, 'cp': f
2nd row	<p class='0'><span style='font-family: HY그래픽M; mso-fareast-font-family: HY그래픽M;'> </span></p> <div id='hwpEditorBoardContent' class='hwp_editor_board_content'><!--[data-hwpjson]{ 'documentPr': { 'di': '', 'dp': { 'dn': 'test.hwp', 'ta': 1, 'd1': 5, 'd2': 0, 'dv': 5, 'dr': 1, 'do': 1, 'vj': '1.0', 'an': 'Hancom Office Hangul', 'av': '9, 1, 1, 5499', 'ao': 'WIN', 'ab': '32', 'ar': 'LE', 'as': 'Windows_Unknown_Version' }, 'dis': false, 'ds': { 'ti': '', 'la': 'ko', 'cr': '', 'su': '', 'de': '', 'cd': '2021-08-10T14:32:04.179Z', 'md': '1601-01-01T09:00:00.000Z', 'pd': '1601-01-01T09:00:00.000Z', 'ke': '' } }, 'dh': { 'do': { 'pa': 1, 'fo': 1, 'en': 1, 'pi': 1, 'tb': 1, 'eq': 1 }, 'fo': [ ], 'cd': { 'tp': 0, 'lc': { 'af': false, 'ui': false, 'fu': false, 'dn': false, 'ul': false, 'el': false, 'at': false, 'tq': false, 'da': false, 'dw': false, 'dj': false, 'bc': false, 'bu': false, 'al': false, 'ab': false, 'ap': false, 'an': false, 'aa': false, 'ds': false, 'de': false, 'as': false, 'cp': false, 'ao': false,
3rd row	<p class='0' style='line-height: 140%; word-break: keep-all;'>서울대 법대를 졸업하고 고려대학교에서 문화재보호법과 형법을 주제로 박사학위를 취득했다<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. </span>이후 노스웨스턴 로스쿨 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>(</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt; font-size: 9.0pt;' lang='EN-US'>Northwestern University School of Law</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>)</span>를 졸업 후 현재는 뉴욕 미술법 전문로펌 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>‘</span>댄지거<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>,</span>댄지거<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;'
4th row	<!--StartFragment--> <p class='0' style='-ms-layout-grid-mode: both; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: 굴림,gulim,arial,sans-serif; font-size: 14pt; font-weight: bold; mso-fareast-font-family: 바탕;'>서울음대 성악과 및 동대학원 졸업</span></p> <p class='0' style='-ms-layout-grid-mode: both; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: 굴림,gulim,arial,sans-serif; font-size: 14pt; font-weight: bold; mso-fareast-font-family: 바탕;'>미시간주립음대 합창지휘 석사</span></p> <p class='0' style='-ms-layout-grid-mode: both; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: 굴림,gulim,arial,sans-serif;'><span style='font-size: 14pt; font-weight: bold; mso-fareast-font-family: 바탕;'>필라델피아 템플음대 </span><span style='letter-spacing: 0pt; font-size: 14pt; font-weight: bold; mso-fareast-font-family: 바탕; mso-font-width: 100%; mso-text-raise: 0pt;' lang='EN-US'>Professional Study </span><span style='font-size: 14pt; font-weight: bold; mso-f
5th row	<p class='0' style='line-height: 150%; mso-pagination: none; text-autospace: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: arial, helvetica, sans-serif;'>이화미술치료연구소는 이화여자대학교 교육대학원 미술치료학과를 졸업한 <span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>3</span>명의 연구원이 전문적인 지식과 풍부한 임상경험을 바탕으로 자신의 강점을 발견하고 타인에 공감하며 보다 나은 삶을 누릴 수 있는 다양한 심리상담 프로그램을 진행한다<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. </span>유아<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>아동<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>청소년<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>직장인 및 성인을 위한 미술심리치료 프로그램을 제공하며<span style='mso-fareast-f

Value	Count	Frequency (%)
0pt	780	7.1%
font-size	357	3.2%
style='font-family	287	2.6%
p	282	2.6%
	270	2.5%
mso-font-width	230	2.1%
100	226	2.1%
mso-text-raise	224	2.0%
font-weight	213	1.9%
bold	193	1.8%
Other values (1207)	7941	72.2%

Most occurring characters

Value	Count	Frequency (%)
	10832	6.7%
t	8622	5.3%
s	6702	4.1%
a	6305	3.9%
A	6103	3.8%
n	5859	3.6%
e	5463	3.4%
-	5444	3.4%
o	4881	3.0%
i	4878	3.0%
Other values (479)	97174	59.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	80047	49.3%
Uppercase Letter	20954	12.9%
Other Punctuation	17466	10.8%
Decimal Number	11540	7.1%
Space Separator	10832	6.7%
Other Letter	8749	5.4%
Math Symbol	6903	4.3%
Dash Punctuation	5444	3.4%
Open Punctuation	163	0.1%
Close Punctuation	120	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
바	337	3.9%
탕	310	3.5%
그	257	2.9%
래	253	2.9%
픽	234	2.7%
초	231	2.6%
함	224	2.6%
롬	224	2.6%
고	184	2.1%
대	153	1.7%
Other values (394)	6342	72.5%

Lowercase Letter

Value	Count	Frequency (%)
t	8622	10.8%
s	6702	8.4%
a	6305	7.9%
n	5859	7.3%
e	5463	6.8%
o	4881	6.1%
i	4878	6.1%
p	4768	6.0%
l	4420	5.5%
f	4191	5.2%
Other values (16)	23958	29.9%

Uppercase Letter

Value	Count	Frequency (%)
A	6103	29.1%
E	1183	5.6%
B	909	4.3%
M	864	4.1%
Q	830	4.0%
H	755	3.6%
U	748	3.6%
S	739	3.5%
D	704	3.4%
Y	665	3.2%
Other values (16)	7454	35.6%

Other Punctuation

Value	Count	Frequency (%)
'	4631	26.5%
:	3778	21.6%
/	3418	19.6%
;	3414	19.5%
,	1079	6.2%
.	417	2.4%
%	265	1.5%
&	233	1.3%
!	142	0.8%
#	89	0.5%

Decimal Number

Value	Count	Frequency (%)
0	2827	24.5%
1	1977	17.1%
2	1005	8.7%
3	956	8.3%
4	929	8.1%
9	883	7.7%
7	841	7.3%
6	753	6.5%
8	706	6.1%
5	663	5.7%

Math Symbol

Value	Count	Frequency (%)
<	2335	33.8%
>	2191	31.7%
=	1669	24.2%
+	708	10.3%

Open Punctuation

Value	Count	Frequency (%)
{	72	44.2%
(	53	32.5%
[	38	23.3%

Close Punctuation

Value	Count	Frequency (%)
)	46	38.3%
]	38	31.7%
}	36	30.0%

Space Separator

Value	Count	Frequency (%)
	10832	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5444	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	45	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	101001	62.2%
Common	52513	32.4%
Hangul	8749	5.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
바	337	3.9%
탕	310	3.5%
그	257	2.9%
래	253	2.9%
픽	234	2.7%
초	231	2.6%
함	224	2.6%
롬	224	2.6%
고	184	2.1%
대	153	1.7%
Other values (394)	6342	72.5%

Latin

Value	Count	Frequency (%)
t	8622	8.5%
s	6702	6.6%
a	6305	6.2%
A	6103	6.0%
n	5859	5.8%
e	5463	5.4%
o	4881	4.8%
i	4878	4.8%
p	4768	4.7%
l	4420	4.4%
Other values (42)	43000	42.6%

Common

Value	Count	Frequency (%)
	10832	20.6%
-	5444	10.4%
'	4631	8.8%
:	3778	7.2%
/	3418	6.5%
;	3414	6.5%
0	2827	5.4%
<	2335	4.4%
>	2191	4.2%
1	1977	3.8%
Other values (23)	11666	22.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	153514	94.6%
Hangul	8749	5.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	10832	7.1%
t	8622	5.6%
s	6702	4.4%
a	6305	4.1%
A	6103	4.0%
n	5859	3.8%
e	5463	3.6%
-	5444	3.5%
o	4881	3.2%
i	4878	3.2%
Other values (75)	88425	57.6%

Hangul

Value	Count	Frequency (%)
바	337	3.9%
탕	310	3.5%
그	257	2.9%
래	253	2.9%
픽	234	2.7%
초	231	2.6%
함	224	2.6%
롬	224	2.6%
고	184	2.1%
대	153	1.7%
Other values (394)	6342	72.5%

커리큘럼
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	202
Missing (%)	100.0%
Memory size	1.9 KiB

Heatmap
Table

	접수현황	분류명	장소명	강사이름	시작기간	종료기간	정원	문의전화	횟수	시간	수강료	유료할인율	주요내용	강사프로필
접수현황	1.000	1.000	0.000	1.000	0.000	0.000	0.058	1.000	0.578	0.000	NaN	0.000	1.000	1.000
분류명	1.000	1.000	0.959	0.939	1.000	1.000	0.873	1.000	0.000	0.868	0.872	0.942	0.986	0.927
장소명	0.000	0.959	1.000	0.961	0.738	0.587	0.508	0.407	0.241	0.584	0.000	0.202	0.918	0.951
강사이름	1.000	0.939	0.961	1.000	0.696	0.730	0.782	0.940	0.282	0.970	0.914	0.000	0.982	1.000
시작기간	0.000	1.000	0.738	0.696	1.000	1.000	0.542	0.887	0.019	0.595	0.091	0.808	0.887	0.704
종료기간	0.000	1.000	0.587	0.730	1.000	1.000	0.858	0.887	0.000	0.786	0.053	0.648	0.887	0.721
정원	0.058	0.873	0.508	0.782	0.542	0.858	1.000	0.751	0.000	0.809	0.217	0.489	0.923	0.787
문의전화	1.000	1.000	0.407	0.940	0.887	0.887	0.751	1.000	0.784	0.852	0.707	0.796	1.000	0.942
횟수	0.578	0.000	0.241	0.282	0.019	0.000	0.000	0.784	1.000	0.839	0.000	0.000	1.000	0.804
시간	0.000	0.868	0.584	0.970	0.595	0.786	0.809	0.852	0.839	1.000	0.733	0.000	0.991	0.978
수강료	NaN	0.872	0.000	0.914	0.091	0.053	0.217	0.707	0.000	0.733	1.000	0.173	0.888	0.915
유료할인율	0.000	0.942	0.202	0.000	0.808	0.648	0.489	0.796	0.000	0.000	0.173	1.000	0.754	0.000
주요내용	1.000	0.986	0.918	0.982	0.887	0.887	0.923	1.000	1.000	0.991	0.888	0.754	1.000	0.984
강사프로필	1.000	0.927	0.951	1.000	0.704	0.721	0.787	0.942	0.804	0.978	0.915	0.000	0.984	1.000

Heatmap
Table

	문의전화	접수현황	시간	유료할인율	장소명	분류명
문의전화	1.000	0.980	0.518	0.381	0.279	0.905
접수현황	0.980	1.000	0.000	0.000	0.000	0.877
시간	0.518	0.000	1.000	0.000	0.311	0.315
유료할인율	0.381	0.000	0.000	1.000	0.090	0.606
장소명	0.279	0.000	0.311	0.090	1.000	0.689
분류명	0.905	0.877	0.315	0.606	0.689	1.000

Heatmap
Table

	시작기간	종료기간	정원	횟수	수강료	접수현황	분류명	장소명	문의전화	시간	유료할인율
시작기간	1.000	0.996	-0.326	0.227	0.033	0.000	0.891	0.402	0.500	0.260	0.393
종료기간	0.996	1.000	-0.319	0.224	0.077	0.000	0.893	0.413	0.500	0.404	0.386
정원	-0.326	-0.319	1.000	-0.154	-0.144	0.056	0.486	0.345	0.340	0.430	0.264
횟수	0.227	0.224	-0.154	1.000	-0.095	0.693	0.000	0.198	0.689	0.537	0.000
수강료	0.033	0.077	-0.144	-0.095	1.000	1.000	0.517	0.000	0.314	0.374	0.092
접수현황	0.000	0.000	0.056	0.693	1.000	1.000	0.877	0.000	0.980	0.000	0.000
분류명	0.891	0.893	0.486	0.000	0.517	0.877	1.000	0.689	0.905	0.315	0.606
장소명	0.402	0.413	0.345	0.198	0.000	0.000	0.689	1.000	0.279	0.311	0.090
문의전화	0.500	0.500	0.340	0.689	0.314	0.980	0.905	0.279	1.000	0.518	0.381
시간	0.260	0.404	0.430	0.537	0.374	0.000	0.315	0.311	0.518	1.000	0.000
유료할인율	0.393	0.386	0.264	0.000	0.092	0.000	0.606	0.090	0.381	0.000	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

	강좌코드	접수현황	분류명	강좌명	장소명	썸네일이미지	강사이름	시작기간	종료기간	정원	문의전화	횟수	시간	수강료	유료할인율	일반할인율	강좌소개	주요내용	강사프로필	커리큘럼
0	CS102103222800000061	오픈	2022 세종온클래스	샌드위치 콘서트 - 판소리, 귀명창 되기	스퀘어홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/샌콘/jpg	박인혜	20221205	20230604	100	<NA>	1	00:00 ~ 04:00	60000	%	<NA>	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202210071014048/jpg' alt='' />	<NA>	<p class='0'><span style='font-family: HY그래픽M; mso-fareast-font-family: HY그래픽M; font-size: 9.0pt;'> </span></p> <div id='hwpEditorBoardContent' class='hwp_editor_board_content'><!--[data-hwpjson]{ 'documentPr': { 'di': '', 'dp': { 'dn': 'test.hwp', 'ta': 1, 'd1': 5, 'd2': 0, 'dv': 5, 'dr': 1, 'do': 1, 'vj': '1.0', 'an': 'Hancom Office Hangul', 'av': '9, 1, 1, 5499', 'ao': 'WIN', 'ab': '32', 'ar': 'LE', 'as': 'Windows_Unknown_Version' }, 'dis': false, 'ds': { 'ti': '', 'la': 'ko', 'cr': '', 'su': '', 'de': '', 'cd': '2021-08-10T14:40:42.503Z', 'md': '1601-01-01T09:00:00.000Z', 'pd': '1601-01-01T09:00:00.000Z', 'ke': '' } }, 'dh': { 'do': { 'pa': 1, 'fo': 1, 'en': 1, 'pi': 1, 'tb': 1, 'eq': 1 }, 'fo': [ ], 'cd': { 'tp': 0, 'lc': { 'af': false, 'ui': false, 'fu': false, 'dn': false, 'ul': false, 'el': false, 'at': false, 'tq': false, 'da': false, 'dw': false, 'dj': false, 'bc': false, 'bu': false, 'al': false, 'ab': false, 'ap': false, 'an': false, 'aa': false, 'ds': false, 'de': false, 'as': false, 'cp': f	<NA>
1	CS102103222800000060	오픈	2022 세종온클래스	클래식의 맥락	스퀘어홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/클래식/jpg	문학수	20221121	20230520	100	<NA>	1	00:00 ~ 12:00	180000	%	<NA>	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202210071551035/jpg' alt='' />	<NA>	<p class='0'><span style='font-family: HY그래픽M; mso-fareast-font-family: HY그래픽M;'> </span></p> <div id='hwpEditorBoardContent' class='hwp_editor_board_content'><!--[data-hwpjson]{ 'documentPr': { 'di': '', 'dp': { 'dn': 'test.hwp', 'ta': 1, 'd1': 5, 'd2': 0, 'dv': 5, 'dr': 1, 'do': 1, 'vj': '1.0', 'an': 'Hancom Office Hangul', 'av': '9, 1, 1, 5499', 'ao': 'WIN', 'ab': '32', 'ar': 'LE', 'as': 'Windows_Unknown_Version' }, 'dis': false, 'ds': { 'ti': '', 'la': 'ko', 'cr': '', 'su': '', 'de': '', 'cd': '2021-08-10T14:32:04.179Z', 'md': '1601-01-01T09:00:00.000Z', 'pd': '1601-01-01T09:00:00.000Z', 'ke': '' } }, 'dh': { 'do': { 'pa': 1, 'fo': 1, 'en': 1, 'pi': 1, 'tb': 1, 'eq': 1 }, 'fo': [ ], 'cd': { 'tp': 0, 'lc': { 'af': false, 'ui': false, 'fu': false, 'dn': false, 'ul': false, 'el': false, 'at': false, 'tq': false, 'da': false, 'dw': false, 'dj': false, 'bc': false, 'bu': false, 'al': false, 'ab': false, 'ap': false, 'an': false, 'aa': false, 'ds': false, 'de': false, 'as': false, 'cp': false, 'ao': false,	<NA>
2	CS102103222800000059	오픈	2022 세종온클래스	아트테크-이 그림 어디서 샀어요?	스퀘어홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/아트테크/jpg	이유경	20221024	20230423	100	<NA>	1	00:00 ~ 12:00	180000	%	<NA>	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202210070959057/jpg' alt='' />	<NA>	<p class='0' style='line-height: 140%; word-break: keep-all;'>서울대 법대를 졸업하고 고려대학교에서 문화재보호법과 형법을 주제로 박사학위를 취득했다<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. </span>이후 노스웨스턴 로스쿨 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>(</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt; font-size: 9.0pt;' lang='EN-US'>Northwestern University School of Law</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>)</span>를 졸업 후 현재는 뉴욕 미술법 전문로펌 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>‘</span>댄지거<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>,</span>댄지거<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;'	<NA>
3	CS102103222230000049	오픈	2022 하반기 CEO합창교실	2022 하반기 CEO합창교실	오픈스테이지	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/001[1]/png	김상경	20220822	20221210	40	<NA>	1	18:30 ~ 20:30	1000000	%	<NA>	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202208111757024/png' alt='' />	<NA>	<!--StartFragment--> <p class='0' style='-ms-layout-grid-mode: both; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: 굴림,gulim,arial,sans-serif; font-size: 14pt; font-weight: bold; mso-fareast-font-family: 바탕;'>서울음대 성악과 및 동대학원 졸업</span></p> <p class='0' style='-ms-layout-grid-mode: both; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: 굴림,gulim,arial,sans-serif; font-size: 14pt; font-weight: bold; mso-fareast-font-family: 바탕;'>미시간주립음대 합창지휘 석사</span></p> <p class='0' style='-ms-layout-grid-mode: both; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: 굴림,gulim,arial,sans-serif;'><span style='font-size: 14pt; font-weight: bold; mso-fareast-font-family: 바탕;'>필라델피아 템플음대 </span><span style='letter-spacing: 0pt; font-size: 14pt; font-weight: bold; mso-fareast-font-family: 바탕; mso-font-width: 100%; mso-text-raise: 0pt;' lang='EN-US'>Professional Study </span><span style='font-size: 14pt; font-weight: bold; mso-f	<NA>
4	CS102103222790000054	오픈	2022 하반기 특강	그림으로 말해요-엄마아빠와 함께 그리는 미술심리치료(초등1~3학년)	오픈스테이지	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/001/jpg	이화미술치료연구소	20221119	20221203	15	<NA>	3	00:00 ~ 00:00	50000	%	<NA>	<p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'> <span style='font-size: 14pt; font-family: Arial; color: #000000; background-color: transparent; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'>※ '기수강생 할인'이 적용되지 않으실 경우 '직장인 할인' 권종을 적용하시고, 강의 당일 현장에서 수강이력 확인을 요청드리겠습니다.<br /> </span><span style='color: #000000; font-family: Arial; font-size: 18.6667px; white-space: pre-wrap;'>※ 문의 : 02-399-1608, 1162</span></p> <p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'> </p> <p style='line-height: 1.38; text-align: center; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'><br />☞</span><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color:	<NA>	<p class='0' style='line-height: 150%; mso-pagination: none; text-autospace: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: arial, helvetica, sans-serif;'>이화미술치료연구소는 이화여자대학교 교육대학원 미술치료학과를 졸업한 <span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>3</span>명의 연구원이 전문적인 지식과 풍부한 임상경험을 바탕으로 자신의 강점을 발견하고 타인에 공감하며 보다 나은 삶을 누릴 수 있는 다양한 심리상담 프로그램을 진행한다<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. </span>유아<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>아동<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>청소년<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>직장인 및 성인을 위한 미술심리치료 프로그램을 제공하며<span style='mso-fareast-f	<NA>
5	CS102103222790000053	오픈	2022 하반기 특강	잃어버린 척추를 찾아서-발레핏	오픈스테이지	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/발레핏 이걸로/jpg	이가람	20221109	20221202	20	<NA>	2	00:00 ~ 00:00	200000	%	<NA>	<p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'> <span style='color: #000000; font-family: Arial; font-size: 18.6667px; white-space: pre-wrap;'> ※ '기수강생 할인'이 적용되지 않으실 경우 '직장인 할인' 권종을 적용하시고, 강의 당일 현장에서 수강이력 확인을 요청드리겠습니다. </span></p> <p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='color: #000000; font-family: Arial; font-size: 18.6667px;'>문의: 02-399-1608, 1162</span></p> <p style='line-height: 1.38; text-align: center; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'><br />☞</span><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; text-decoration-line: underline; text-decoration-skip-ink	<NA>	<!--StartFragment--> <p class='0' style='line-height: 140%; mso-pagination: none; text-autospace: none; mso-padding-alt: 1.0pt 4.0pt 1.0pt 4.0pt;'><span style='font-size: 14px; font-family: arial, helvetica, sans-serif;'>서울예술고등학교를 졸업하고<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>이화여자대학교 무용과<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>(</span>발레<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>) </span>실기우수자로 입학 및 졸업했다<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. </span>차의과학대학교 스포츠 의학 석사 재학 중이다<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. 2016</span>년 뮤지컬 <span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%;	<NA>
6	CS102103222790000051	오픈	2022 하반기 특강	아트테크-미술시장 한눈에 보기	오픈스테이지	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/006/jpg	이유경	20221109	20221130	40	<NA>	1	12:05 ~ 13:00	120000	%	<NA>	<p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'> <span style='color: #000000; font-family: Arial; font-size: 18.6667px; white-space: pre-wrap;'> ※ '기수강생 할인'이 적용되지 않으실 경우 '직장인 할인' 권종을 적용하시고, <br />강의 당일 현장에서 수강이력 확인을 요청드리겠습니다. </span></p> <p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt; text-align: left;' dir='ltr'><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'><span style='color: #000000; font-family: Arial; font-size: 18.6667px;'>문의: 02-399-1608, 1162<br /></span><br />☞</span><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;'>10월 13일 목요일 오후	<NA>	<p class='0' style='line-height: 140%; word-break: keep-all;'>서울대 법대를 졸업하고 고려대학교에서 문화재보호법과 형법을 주제로 박사학위를 취득했다<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. </span>이후 노스웨스턴 로스쿨 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>(</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt; font-size: 9.0pt;' lang='EN-US'>Northwestern University School of Law</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>)</span>를 졸업 후 현재는 뉴욕 미술법 전문로펌 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>‘</span>댄지거<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>,</span>댄지거<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;'	<NA>
7	CS102103222790000052	오픈	2022 하반기 특강	내 마음의 지도-미술테라피	오픈스테이지	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/003/jpg	김소울	20221108	20221129	40	<NA>	1	19:00 ~ 20:30	140000	%	<NA>	<p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'> <span style='color: #000000; font-family: Arial; font-size: 18.6667px; white-space: pre-wrap;'> -'기수강생 할인'이 적용되지 않는 기수강생 분들은 '직장인 할인' 권종을 적용하시고, <br />강의 당일 현장에서 수강이력 확인을 요청 드리겠습니다. </span></p> <span style='color: #000000; font-family: Arial; font-size: 18.6667px; background-color: transparent; white-space: pre-wrap;'>※문의 02-399-1608, 1162</span> <p style='line-height: 1.38; text-align: center; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'><br />☞</span><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical	<NA>	<p class='0' style='line-height: 150%; mso-pagination: none; text-autospace: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='mso-fareast-font-family: 함초롬바탕; letter-spacing: -0.2pt;'>홍익대학교 미술대학을 졸업했으며</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: -0.2pt; mso-text-raise: 0pt;' lang='EN-US'>, </span><span style='mso-fareast-font-family: 함초롬바탕; letter-spacing: -0.2pt;'>플로리다 주립대학교에서 미술치료학 박사를 취득했다</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: -0.2pt; mso-text-raise: 0pt;' lang='EN-US'>. </span><span style='mso-fareast-font-family: 함초롬바탕; letter-spacing: -0.2pt;'>현재 국민대 대학원 미술치료 전공 겸임교수</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: -0.2pt; mso-text-raise: 0pt;' lang='EN-US'>, </span><span style='mso-fareast-font-family: 함초롬바탕; letter-spacing: -0.2pt;'>국제임상미술치료학회 회장</span><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: -0.2pt; mso-text-raise: 0pt;' lang='EN-US'>, </span><span style='mso-fareast-f	<NA>
8	CS102103222790000050	오픈	2022 하반기 특강	우리가 사랑한 오페라	오픈스테이지	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/004/jpg	강성곤	20221107	20221128	40	<NA>	1	12:05 ~ 13:00	120000	%	<NA>	<p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'> <span style='color: #000000; font-family: Arial; font-size: 18.6667px; white-space: pre-wrap;'> ※ '기수강생 할인'이 적용되지 않으실 경우 '직장인 할인' 권종을 적용하시고, 강의 당일 현장에서 수강이력 확인을 요청드리겠습니다. </span></p> <p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='color: #000000; font-family: Arial; font-size: 18.6667px;'>문의: 02-399-1608, 1162</span></p> <p style='line-height: 1.38; text-align: center; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'><br />☞10월 13일 목요일 오후 2시 수강신청 O P E N☜</span></p> <span><span><br /></span></span> <p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='font-size: 13pt; font-family: Arial; color: #000000; background-color: transp	<NA>	<!--StartFragment--> <p class='0' style='line-height: 130%; ; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'> </p> <p class='0' style='line-height: 150%; mso-pagination: none; text-autospace: none; mso-padding-alt: 1.0pt 4.0pt 1.0pt 4.0pt;'><span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>1985</span>년 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>KBS </span>공채 아나운서로 입사하여 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>37</span>년간 근무했다<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. 14</span>년간 <span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>KBS </span>클래식<span style='font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>FM </span>프로그램 <span	<NA>
9	CS102103222790000058	오픈	2022 하반기 특강	내 아이를 위한 부모 성교육 : 중등생 학부모 강좌	오픈스테이지	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/002[1]/jpg	신숙경	20221122	20221122	40	<NA>	1	10:00 ~ 12:00	30000	%	<NA>	<p style='line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='color: #000000; font-family: Arial; font-size: 18.6667px;'> -'기수강생 할인'이 적용되지 않으실 경우 '직장인 할인' 권종을 적용하시고, 강의 당일 현장에서 수강이력 확인을 요청드리겠습니다. <br /></span><span style='color: #000000; font-family: Arial; font-size: 18.6667px;'>문의: 02-399-1608, 1162</span></p> <p style='line-height: 1.38; text-align: center; margin-top: 0pt; margin-bottom: 0pt;' dir='ltr'><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; vertical-align: baseline; white-space: pre-wrap;'><br />☞</span><span style='font-size: 20pt; font-family: Arial; color: #ff0000; background-color: transparent; font-weight: bold; font-variant-numeric: normal; font-variant-east-asian: normal; text-decoration-line: underline; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap;'>10월 13일 목요일 오후 2시 수강신청 O P E N</span><span style	<NA>	<p class='0' style='line-height: 150%; word-break: keep-all;'><span style='font-size: 14px; font-family: arial, helvetica, sans-serif;'>사단법인 푸른아우성 책임상담원 및 전문강사로<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>차의과대학교 일반대학원 임상상담심리학 박사학위를 취득했다<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>. </span>푸른 아우성 전문가 고급과정 및 성상담케어 전문가과정 이수했으며<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>현대카드<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>한국전력공사 외 다수 기업 직장 내 성희롱<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;' lang='EN-US'>, </span>성매매<span style='mso-fareast-font-family: 함초롬바탕; mso-font-width: 100%; letter-spacing: 0pt; mso-text-raise: 0pt;	<NA>

	강좌코드	접수현황	분류명	강좌명	장소명	썸네일이미지	강사이름	시작기간	종료기간	정원	문의전화	횟수	시간	수강료	유료할인율	일반할인율	강좌소개	주요내용	강사프로필	커리큘럼
192	CS102103150440000008	오픈	2015년 세종예술아카데미 봄학기	영화 속 미술	스퀘어홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/140314_aca_am149/gif	한창호	20150320	20150612	80	02-399-1606	1	12:05 ~ 13:00	180000	10%	<NA>	<img style='cursor: default; vertical-align: middle; white-space: normal; word-spacing: 0px; text-transform: none; color: #7a746a; outline-width: 1px; font: 12px 돋움, dotum, arial, sans-serif; outline-style: solid; margin: 0px; display: inline-block; letter-spacing: normal; outline-color: black; background-color: #ffffff; text-indent: 0px; -webkit-text-stroke-width: 0px; border: 0px; padding: 0px;' src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502161410045/gif' alt='' data-mce-selected='1' />	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502260949039/jpg' alt='' />	<p><img style='width: 171px; height: 242px;' src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502121545002/jpg' alt='' width='128' height='181' /></p> <p> <br /><br /></p> <p> </p> <p><!--StartFragment--></p> <p class='0' style='text-align: left; letter-spacing: 0pt; font-size: 13pt; font-weight: bold; ; -ms-word-break: keep-all; mso-font-width: 100%; mso-text-raise: 0pt; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-size: 13pt; font-weight: bold; mso-fareast-font-family: HY그래픽M;'>한창호</span><span style='letter-spacing: 0pt; font-family: HY그래픽M; font-size: 13pt; font-weight: bold; mso-ascii-font-family: HY그래픽M; mso-font-width: 100%; mso-text-raise: 0pt;' lang='EN-US'>(</span><span style='font-size: 13pt; font-weight: bold; mso-fareast-font-family: HY그래픽M;'>영화평론가</span><span style='letter-spacing: 0pt; font-family: HY그래픽M; font-size: 13pt; font-weight: bold; mso-ascii-font-family: HY그래픽M; mso-font-width: 100%; mso-text-raise: 0pt;' lang='EN-US'>)</s	<NA>
193	CS102103150440000010	오픈	2015년 세종예술아카데미 봄학기	클래식 플러스	서클홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/140312_aca_cp149/gif	정준호	20150319	20150611	50	02-399-1606	1	19:00 ~ 21:00	300000	10%	<NA>	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502260919027/jpg' alt='' />	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502260921058/jpg' alt='' />	<img style='width: 236px; height: 272px;' src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202010201132047/jpg' alt='' width='1769' height='2091' /><br /><br /><!--StartFragment--> <p class='0' style='text-align: left; color: #4c4c4c; letter-spacing: 0pt; font-size: 15pt; font-weight: bold; ; -ms-word-break: keep-all; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt; mso-font-width: 100%; mso-text-raise: 0pt;'> </p> <p class='0' style='text-align: left; color: #4c4c4c; letter-spacing: 0pt; font-size: 15pt; font-weight: bold; ; -ms-word-break: keep-all; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt; mso-font-width: 100%; mso-text-raise: 0pt;'><br /><!--StartFragment--></p> <p class='0' style='text-align: left; color: #4c4c4c; letter-spacing: 0pt; font-size: 14pt; font-weight: bold; ; -ms-word-break: keep-all; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt; mso-font-width: 100%; mso-text-raise: 0pt;'><span style='color: #4c4c4c; font-size: 14pt; font-weight: bold	<NA>
194	CS102103150440000014	오픈	2015 세종르네상스 심화과정 봄학기	국악더하기<옛그림 산책>	서클홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/150318_aca_sjaca218/gif	윤철규	20150318	20150610	45	02-399-1608	1	19:00 ~ 21:00	900000	%	<NA>	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502161427025/jpg' alt='' width='528' height='917' />	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502161427033/jpg' alt='' width='561' height='843' />	<span style='font-size: 16px; font-family: 돋움,dotum,arial,sans-serif;'><strong>윤 철 규 (한국미술정보개발원 대표)</strong></span>	<NA>
195	CS102103150440000011	오픈	2015년 광화문예술오아시스 봄학기	세종국악앙상블	스퀘어홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/201503_aca_a149/gif	서울시국악관현악단	20150319	20150604	50	02-399-1606	1	19:00 ~ 21:00	360000	10%	<NA>	<p><img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502161715003/gif' alt='' /></p>	<p><img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502161715012/gif' alt='' /></p>	<p><img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502121607011/jpg' alt='' width='259' height='171' /><br /><br /><br /><span style='font-size: 16px;'><!--StartFragment--><span style='font-family: 돋움,dotum,arial,sans-serif;'><strong>서 울 시 국 악 관 현 악 단</strong> </span></span></p> <p class='바탕글' style='font-family: 바탕;'><span style='mso-fareast-font-family: 바탕;' lang='EN-US'><span style='font-family: 바탕;'><br /><span style='font-family: 돋움,dotum,arial,sans-serif;'>1965년 한국 최초의 국악관현악단으로 창단한 서울시국악관현악단은 </span><br /><span style='font-family: 돋움,dotum,arial,sans-serif;'>한국 전통음악의 창조적 계승과 새로운 창작음악의 진흥을 위해 노력해 왔으며, 한국 음악계의 발전에 큰 몫을 담당해오고 있다. </span><br /><span style='font-family: 돋움,dotum,arial,sans-serif;'>전통음악에 바탕을 둔 현대적인 수많은 창작 관현악곡을 위촉, 발굴하려 창작음악 발전의 토대를 마련하는 한편, </span><br /><span style='font-family: 돋움,dotum,arial,sans-serif;'>국악의 대중화와 현대화를 위해 다양한 프로그램 개발과 기획공연을 통해 대중들이 우리 음악에 보다 가까워질 수 있도록 하는데 큰 기여를 해왔다. </span><br /><span style='font-family: 돋움,dotum,arial,sans-serif;'>서울시국악관현악단은	<NA>
196	CS102103150440000009	오픈	2015년 세종예술아카데미 봄학기	오페라 플러스	서클홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/140313_aca_op149/gif	이용숙	20150319	20150604	50	02-399-1606	1	14:00 ~ 16:00	300000	10%	<NA>	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502260952027/jpg' alt='' />	<img style='cursor: default; vertical-align: middle; white-space: normal; word-spacing: 0px; text-transform: none; color: #7a746a; outline-width: 1px; font: 12px 돋움, dotum, arial, sans-serif; outline-style: solid; margin: 0px; display: inline-block; letter-spacing: normal; outline-color: black; background-color: #ffffff; text-indent: 0px; -webkit-text-stroke-width: 0px; border: 0px; padding: 0px;' src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502161412050/gif' alt='' data-mce-selected='1' />	<p><span style='color: #000000;'>이용숙 오페라, 발레 평론가, 국립합창단 이사</span></p> <p class='바탕글' style='font-size: 11pt; font-family: 서울한강체 L; layout-grid-mode: char; line-height: 140%; mso-hansi-font-family: 서울한강체 L;'><span style='color: #000000;'> </span><br /><span style='color: #000000; font-family: 돋움,dotum,arial,sans-serif;'>오페라 및 발레평론가이자 전문번역가</span><span style='color: #000000; font-family: 돋움,dotum,arial,sans-serif;'>로 활동하며 국립오페라단 운영자문위</span><span style='color: #000000; font-family: 돋움,dotum,arial,sans-serif;'>원과 대원문화재단 전문위원을 역임하</span><span style='color: #000000; font-family: 돋움,dotum,arial,sans-serif;'>였고 연합뉴스 오페라 전문기자, 평화</span><span style='color: #000000; font-family: 돋움,dotum,arial,sans-serif;'>방송 라디오 ‘이용숙의 행복한 오페라’를 </span><span style='font-family: 돋움,dotum,arial,sans-serif;'>진행한 바 있다.</span></p>	<NA>
197	CS102103150440000005	오픈	2015년 세종예술아카데미 봄학기	정오의 클래식	스퀘어홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/140312_aca_c149/gif	조희창	20150318	20150603	80	02-399-1606	1	12:05 ~ 13:00	180000	10%	<NA>	<img style='cursor: default; vertical-align: middle; white-space: normal; word-spacing: 0px; text-transform: none; color: #7a746a; outline-width: 1px; font: 12px 돋움, dotum, arial, sans-serif; outline-style: solid; margin: 0px; display: inline-block; letter-spacing: normal; outline-color: black; text-indent: 0px; -webkit-text-stroke-width: 0px; border: 0px; padding: 0px;' src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502161401048/gif' alt='' data-mce-selected='1' />	<img style='cursor: default; vertical-align: middle; white-space: normal; word-spacing: 0px; text-transform: none; color: #7a746a; outline-width: 1px; font: 12px 돋움, dotum, arial, sans-serif; outline-style: solid; margin: 0px; display: inline-block; letter-spacing: normal; outline-color: black; background-color: #ffffff; text-indent: 0px; -webkit-text-stroke-width: 0px; border: 0px; padding: 0px;' src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502161402007/gif' alt='' data-mce-selected='1' />	<p>   <br /><img style='width: 183px; height: 132px;' src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502121133028/jpg' alt='' width='207' height='132' /></p> <p><br /><span style='font-family: arial,helvetica,sans-serif; font-size: 16px;'>조 희 창 (음악 칼럼니스트, 작가)</span></p> <p><br /><span style='font-family: arial,helvetica,sans-serif; font-size: 16px;'>서강대학교에서 철학과 비교종교학을 공부했으며, KBS 방송작가, Sony Music 클래식 담당, </span><span style='font-family: arial,helvetica,sans-serif; font-size: 16px;'>월간 ‘객석’기자, ‘그라모폰 코리아’ 창간편집장 등을 거쳤습니다. 클래식과 월드뮤직, </span><span style='font-family: arial,helvetica,sans-serif; font-size: 16px;'>한국가요사 등 음악에 대한 각종 강의를 해왔으며, 윤이상평화재단의 기획실장으로 있으면서 </span><span style='font-family: arial,helvetica,sans-serif; font-size: 16px;'><금강산 윤이상 음악회> <현대예술 거장 3인전> 등 각종 문화행사를 기획하고 진행한바 있습니다.</span><span style='font-family: arial,helvetica,sans-serif; font-size: 16px;'>음악사의 위대한 연주자들을 다룬 <전설 속의 거장- 황금가지>, 본격적인 클래식 음악 감상을 위한  </span><sp	<NA>
198	CS102103150440000007	오픈	2015년 세종예술아카데미 봄학기	정오의 음악회	스퀘어홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/140313_aca_m149/gif	김주영	20150319	20150528	80	02-399-1606	1	12:05 ~ 13:00	180000	10%	<NA>	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502260945034/jpg' alt='' />	<img src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/201502260945054/jpg' alt='' />	<p><img style='width: 149px; height: 198px;' src='http://frontrent.sejongpac.or.kr/SejongRentFront/File/TinyEditor/202007301411018/PNG' alt='' width='283' height='396' /><br /><br /><!--StartFragment--></p> <p class='0' style='text-align: left; font-size: 11pt; font-weight: bold; ; -ms-word-break: keep-all; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt;'><span style='font-family: HY그래픽M; font-size: 11pt; font-weight: bold;'><!--[if !supportEmptyParas]--><!--[endif]--><br /></span></p> <p class='0' style='text-align: left; letter-spacing: 0pt; font-size: 13pt; font-weight: bold; ; -ms-word-break: keep-all; mso-pagination: none; mso-padding-alt: 0pt 0pt 0pt 0pt; mso-font-width: 100%; mso-text-raise: 0pt;'><span style='font-size: 13pt; font-weight: bold; mso-fareast-font-family: HY그래픽M;'>김주영</span><span style='letter-spacing: 0pt; font-family: HY그래픽M; font-size: 13pt; font-weight: bold; mso-font-width: 100%; mso-text-raise: 0pt; mso-ascii-font-family: HY그래픽M;' lang='EN-US'>(</span><span style='font-size	<NA>
199	CS102103150720000016	미오픈	2015년 꿈나무 오케스트라	2015년 꿈나무 오케스타	스퀘어홀	<NA>	변재희	20150316	20150331	20	02-399-1169	6	00:00 ~ 00:00	<NA>	%	<NA>	꿈나무 오케스트라	꿈나무 오케스트라	<p>고객지원팀 변재희</p>	<NA>
200	CS102103150060000002	오픈	겨울방학 특강	히든보이스 특강-기초반	서클홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/tumblr_my9g70QLMj1qibhgro1_500_작업1[2]/jpg	김은경	20150127	20150127	30	02-399-1606	1	19:00 ~ 21:00	50000	%	<NA>	<p><br />히든 보이스 <히든 특강><br /><br />세종예술아카데미의 인기 강좌 히든보이스가 이번 겨울방학 두 번의 심층 특강을 진행합니다. <br />이번 특강은 입문반, 기초반으로 나누어 평소에 부족했다고 느꼈던 부분을 2시간 동안 보다 깊이 있게 다룰 예정입니다.<br />올 해, 성악 프로그램에 새롭게 도전하고 싶으신 분 또는 평소에 기본기가 부족하다고 느꼈던 분은 <br />입문반(1월 13일)에서 호흡과 발성 등의 기본기를, <br />올해 새로운 나의 노래에 도전하고 싶으신 분들은 <br />한층 업그레이드 된 기초반(1월 27일)에서 새해의 새로운 목표를 만들고 다져나갈 기회가 되지 않을까 합니다. <br />새로운 한 해의 시작, 아름다운 노래와 반가운 얼굴이 있는 <히든 보이스>와 함께 하시기 바랍니다.</p> <p><br />- 일시 : 2015년 1월 13일, 27일 (화) / 19시~21시<br /><br />- 수강료 : 회당 5만원<br /><br />- 수강인원: 회당 30명<br /><br />- 강사 : 소프라노 김은경<br /><br />- 커리큘럼<br /><br /></p> <table style='border-collapse: collapse; border: #000000 0.28pt solid;'> <tbody> <tr> <td style='border-top: #000000 0.28pt solid; height: 21.31pt; border-right: #000000 0.28pt solid; width: 87.93pt; background: #d6d6d6; border-bottom: #000000 0.28pt solid; padding-bottom: 1.41pt; padding-top: 1.41pt; padding-left: 5.1pt; border-left: medium none; padding-right: 5.1pt;' valign='center'> <p class='바탕글' style='text-align: center;'	<NA>	<NA>	<NA>
201	CS102103150060000001	오픈	겨울방학 특강	히든보이스 특강-입문반	서클홀	http://frontrent.sejongpac.or.kr/SejongRentFront/File/102103/COURSE/tumblr_mgt03g2pwZ1s0a4soo1_500_작업[3]/jpg	김은경	20150113	20150113	30	02-399-1606	1	19:00 ~ 21:00	50000	%	<NA>	<p><br />히든 보이스 <히든 특강><br /><br />세종예술아카데미의 인기 강좌 히든보이스가 이번 겨울방학 두 번의 심층 특강을 진행합니다. <br />이번 특강은 입문반, 기초반으로 나누어 평소에 부족했다고 느꼈던 부분을 2시간 동안 보다 깊이 있게 다룰 예정입니다.<br />올 해, 성악 프로그램에 새롭게 도전하고 싶으신 분 또는 평소에 기본기가 부족하다고 느꼈던 분은 <br />입문반(1월 13일)에서 호흡과 발성 등의 기본기를, <br />올해 새로운 나의 노래에 도전하고 싶으신 분들은 <br />한층 업그레이드 된 기초반(1월 27일)에서 새해의 새로운 목표를 만들고 다져나갈 기회가 되지 않을까 합니다. <br />새로운 한 해의 시작, 아름다운 노래와 반가운 얼굴이 있는 <히든 보이스>와 함께 하시기 바랍니다.</p> <p><br />- 일시 : 2015년 1월 13일, 27일 (화) / 19시~21시<br /><br />- 수강료 : 회당 5만원<br /><br />- 수강인원: 회당 30명<br /><br />- 강사 : 소프라노 김은경<br /><br />- 커리큘럼<br /><br /></p> <table style='border-collapse: collapse; border: #000000 0.28pt solid;'> <tbody> <tr> <td style='border-top: #000000 0.28pt solid; height: 21.31pt; border-right: #000000 0.28pt solid; width: 87.93pt; background: #d6d6d6; border-bottom: #000000 0.28pt solid; padding-bottom: 1.41pt; padding-top: 1.41pt; padding-left: 5.1pt; border-left: medium none; padding-right: 5.1pt;' valign='middle'> <p class='바탕글' style='text-align: center;'	<NA>	<NA>	<NA>

Overview

Variables

Most occurring characters

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Decimal Number

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Most occurring scripts

Most frequent character per script

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Latin

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Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Common Values

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Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Math Symbol

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Connector Punctuation

Initial Punctuation

Final Punctuation

Letter Number

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Han

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Punctuation

Compat Jamo

CJK

Number Forms

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Open Punctuation

Close Punctuation

Connector Punctuation

Space Separator

Math Symbol

Dash Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter