gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	10000
Missing cells	33695
Missing cells (%)	17.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	169.0 B

Variable types

Text	7
Categorical	3
Numeric	9

Dataset

Description	사이트 아이디,ASP 아이디,강의 아이디,강의 구분,강의 명,수강신청 시작 일자,수강신청 종료 일자,강의 시작 일자,강의 종료 일자,강의대상,정원,수강신청 URL,등록 일자,수정 일자,교육기관 고유아이디,교육기관명,교육기관 자치구,교육기관 위도 좌표,교육기관 경도 좌표
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-2561/S/1/datasetView.do

Alerts

`ASP 아이디` has constant value ""	Constant
`강의 구분` has constant value ""	Constant
`수강신청 시작 일자` is highly overall correlated with `수강신청 종료 일자` and 5 other fields	High correlation
`수강신청 종료 일자` is highly overall correlated with `수강신청 시작 일자` and 5 other fields	High correlation
`강의 시작 일자` is highly overall correlated with `수강신청 시작 일자` and 4 other fields	High correlation
`강의 종료 일자` is highly overall correlated with `수강신청 시작 일자` and 4 other fields	High correlation
`등록 일자` is highly overall correlated with `수강신청 시작 일자` and 5 other fields	High correlation
`수정 일자` is highly overall correlated with `수강신청 시작 일자` and 5 other fields	High correlation
`교육기관 위도 좌표` is highly overall correlated with `교육기관 자치구`	High correlation
`교육기관 경도 좌표` is highly overall correlated with `교육기관 자치구`	High correlation
`교육기관 자치구` is highly overall correlated with `수강신청 시작 일자` and 5 other fields	High correlation
`강의 명` has 297 (3.0%) missing values	Missing
`강의대상` has 9189 (91.9%) missing values	Missing
`수강신청 URL` has 1156 (11.6%) missing values	Missing
`등록 일자` has 1603 (16.0%) missing values	Missing
`수정 일자` has 6829 (68.3%) missing values	Missing
`교육기관 고유아이디` has 3233 (32.3%) missing values	Missing
`교육기관명` has 3233 (32.3%) missing values	Missing
`교육기관 위도 좌표` has 3994 (39.9%) missing values	Missing
`교육기관 경도 좌표` has 3994 (39.9%) missing values	Missing
`강의 시작 일자` is highly skewed (γ1 = 42.31656278)	Skewed
`정원` is highly skewed (γ1 = 72.73757586)	Skewed
`교육기관 위도 좌표` is highly skewed (γ1 = 23.30358418)	Skewed
`교육기관 경도 좌표` is highly skewed (γ1 = -23.29679259)	Skewed
`정원` has 2170 (21.7%) zeros	Zeros

Reproduction

Analysis started	2024-04-21 00:39:06.115365
Analysis finished	2024-04-21 00:39:20.959156
Duration	14.84 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

사이트 아이디
Text

Distinct	171
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	4
Median length	3
Mean length	2.963
Min length	1

Characters and Unicode

Total characters	29630
Distinct characters	13
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	14 ?
Unique (%)	0.1%

Sample

1st row	1243
2nd row	92
3rd row	110
4th row	lc1
5th row	lc1

Value	Count	Frequency (%)
lc1	3311	33.1%
279	519	5.2%
1243	351	3.5%
254	220	2.2%
59	199	2.0%
186	198	2.0%
285	181	1.8%
84	179	1.8%
310	172	1.7%
79	161	1.6%
Other values (161)	4509	45.1%

Most occurring characters

Value	Count	Frequency (%)
1	6700	22.6%
2	3651	12.3%
l	3311	11.2%
c	3311	11.2%
4	2239	7.6%
5	1848	6.2%
8	1691	5.7%
7	1515	5.1%
3	1503	5.1%
9	1441	4.9%
Other values (3)	2420	8.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22649	76.4%
Lowercase Letter	6981	23.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	6700	29.6%
2	3651	16.1%
4	2239	9.9%
5	1848	8.2%
8	1691	7.5%
7	1515	6.7%
3	1503	6.6%
9	1441	6.4%
0	1080	4.8%
6	981	4.3%

Lowercase Letter

Value	Count	Frequency (%)
l	3311	47.4%
c	3311	47.4%
n	359	5.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	22649	76.4%
Latin	6981	23.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	6700	29.6%
2	3651	16.1%
4	2239	9.9%
5	1848	8.2%
8	1691	7.5%
7	1515	6.7%
3	1503	6.6%
9	1441	6.4%
0	1080	4.8%
6	981	4.3%

Latin

Value	Count	Frequency (%)
l	3311	47.4%
c	3311	47.4%
n	359	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29630	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	6700	22.6%
2	3651	12.3%
l	3311	11.2%
c	3311	11.2%
4	2239	7.6%
5	1848	6.2%
8	1691	5.7%
7	1515	5.1%
3	1503	5.1%
9	1441	4.9%
Other values (3)	2420	8.2%

ASP 아이디
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

ASP00001	10000

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ASP00001
2nd row	ASP00001
3rd row	ASP00001
4th row	ASP00001
5th row	ASP00001

Common Values

Value	Count	Frequency (%)
ASP00001	10000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
asp00001	10000	100.0%

강의 아이디
Text

Distinct	9997
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	28
Median length	26
Mean length	25.0567
Min length	19

Characters and Unicode

Total characters	250567
Distinct characters	27
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	9994 ?
Unique (%)	99.9%

Sample

1st row	ASP0000120190000156
2nd row	ASP00001E1029001420200000049
3rd row	ASP00001E1023000120190000029
4th row	ASP00001J406120230108130
5th row	ASP00001J404920230107394

Value	Count	Frequency (%)
asp00001e0927000920190000001	2	< 0.1%
asp00001e1327001220190000002	2	< 0.1%
asp00001e1927001120190000011	2	< 0.1%
asp00001e1027000120190000120	1	< 0.1%
asp00001e1327000520190000029	1	< 0.1%
asp00001i119320160000374	1	< 0.1%
asp00001l1918000420190000112	1	< 0.1%
asp00001m9934201989451	1	< 0.1%
asp0000120190000156	1	< 0.1%
asp00001e1927000520190000020	1	< 0.1%
Other values (9987)	9987	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	109909	43.9%
1	34001	13.6%
2	25088	10.0%
S	11119	4.4%
A	10097	4.0%
P	10011	4.0%
9	8173	3.3%
3	7639	3.0%
4	7411	3.0%
6	5701	2.3%
Other values (17)	21418	8.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	211763	84.5%
Uppercase Letter	38804	15.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	11119	28.7%
A	10097	26.0%
P	10011	25.8%
E	3885	10.0%
J	2245	5.8%
I	533	1.4%
C	368	0.9%
L	234	0.6%
K	102	0.3%
H	75	0.2%
Other values (7)	135	0.3%

Decimal Number

Value	Count	Frequency (%)
0	109909	51.9%
1	34001	16.1%
2	25088	11.8%
9	8173	3.9%
3	7639	3.6%
4	7411	3.5%
6	5701	2.7%
7	5000	2.4%
8	4431	2.1%
5	4410	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	211763	84.5%
Latin	38804	15.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	11119	28.7%
A	10097	26.0%
P	10011	25.8%
E	3885	10.0%
J	2245	5.8%
I	533	1.4%
C	368	0.9%
L	234	0.6%
K	102	0.3%
H	75	0.2%
Other values (7)	135	0.3%

Common

Value	Count	Frequency (%)
0	109909	51.9%
1	34001	16.1%
2	25088	11.8%
9	8173	3.9%
3	7639	3.6%
4	7411	3.5%
6	5701	2.7%
7	5000	2.4%
8	4431	2.1%
5	4410	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250567	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	109909	43.9%
1	34001	13.6%
2	25088	10.0%
S	11119	4.4%
A	10097	4.0%
P	10011	4.0%
9	8173	3.3%
3	7639	3.0%
4	7411	3.0%
6	5701	2.3%
Other values (17)	21418	8.5%

강의 구분
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

오프라인	10000

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
오프라인	10000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
오프라인	10000	100.0%

강의 명
Text

MISSING

Distinct	8021
Distinct (%)	82.7%
Missing	297
Missing (%)	3.0%
Memory size	156.2 KiB

Length

Max length	101
Median length	65
Mean length	23.457178
Min length	2

Characters and Unicode

Total characters	227605
Distinct characters	1096
Distinct categories	18 ?
Distinct scripts	4 ?
Distinct blocks	12 ?

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

Unique

Unique	7048 ?
Unique (%)	72.6%

Sample

1st row	[사무관리,IT관련] <직종설명회>코딩기반 IT융합강사 양성과정(드론&VR) - 영등포여성인력개발센터
2nd row	[초등] 자연관찰그리기 <곤충의 다리는 몇 개일까?>
3rd row	중식조리기능사 자격증취득 실기집중반
4th row	빅데이터 분석 및 시각화
5th row	[토]무역실무(무역영어1급)

Value	Count	Frequency (%)
	2735	7.4%
영등포여성인력개발센터	524	1.4%
교육서비스	425	1.2%
동대문여성인력개발센터	257	0.7%
노원여성인력개발센터	237	0.6%
강좌명	210	0.6%
자격증	190	0.5%
구로여성인력개발센터	172	0.5%
사무관리,it관련	160	0.4%
2019년	146	0.4%
Other values (13074)	31734	86.3%

Most occurring characters

Value	Count	Frequency (%)
	29001	12.7%
)	4626	2.0%
(	4618	2.0%
[	4409	1.9%
]	4405	1.9%
기	3291	1.4%
인	3107	1.4%
자	2562	1.1%
1	2535	1.1%
-	2516	1.1%
Other values (1086)	166535	73.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	151507	66.6%
Space Separator	29001	12.7%
Decimal Number	10302	4.5%
Close Punctuation	9105	4.0%
Open Punctuation	9100	4.0%
Other Punctuation	6958	3.1%
Uppercase Letter	3583	1.6%
Lowercase Letter	3271	1.4%
Dash Punctuation	2516	1.1%
Other Symbol	900	0.4%
Other values (8)	1362	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	3291	2.2%
인	3107	2.1%
자	2562	1.7%
스	2513	1.7%
사	2505	1.7%
리	2431	1.6%
성	2365	1.6%
터	2279	1.5%
이	2201	1.5%
개	2033	1.3%
Other values (964)	126220	83.3%

Lowercase Letter

Value	Count	Frequency (%)
t	929	28.4%
g	450	13.8%
l	449	13.7%
a	240	7.3%
e	176	5.4%
p	153	4.7%
m	136	4.2%
o	118	3.6%
n	92	2.8%
r	84	2.6%
Other values (16)	444	13.6%

Uppercase Letter

Value	Count	Frequency (%)
T	520	14.5%
A	456	12.7%
I	446	12.4%
S	304	8.5%
N	242	6.8%
B	241	6.7%
C	218	6.1%
Q	166	4.6%
P	133	3.7%
E	121	3.4%
Other values (16)	736	20.5%

Other Punctuation

Value	Count	Frequency (%)
,	1636	23.5%
&	1098	15.8%
;	941	13.5%
:	859	12.3%
'	748	10.8%
/	581	8.4%
.	571	8.2%
!	228	3.3%
?	137	2.0%
*	84	1.2%
Other values (6)	75	1.1%

Decimal Number

Value	Count	Frequency (%)
1	2535	24.6%
2	2347	22.8%
0	1693	16.4%
3	814	7.9%
6	623	6.0%
5	588	5.7%
9	559	5.4%
4	529	5.1%
7	320	3.1%
8	294	2.9%

Other Symbol

Value	Count	Frequency (%)
★	855	95.0%
▶	23	2.6%
♥	6	0.7%
☆	5	0.6%
■	4	0.4%
●	3	0.3%
♣	2	0.2%
◇	1	0.1%
□	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	4626	50.8%
]	4405	48.4%
」	57	0.6%
』	12	0.1%
〕	3	< 0.1%
}	2	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	4618	50.7%
[	4409	48.5%
「	57	0.6%
『	12	0.1%
〔	3	< 0.1%
{	1	< 0.1%

Math Symbol

Value	Count	Frequency (%)
~	420	56.3%
+	293	39.3%
→	18	2.4%
<	7	0.9%
>	7	0.9%
=	1	0.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	27	48.2%
Ⅰ	25	44.6%
Ⅲ	3	5.4%
Ⅴ	1	1.8%

Other Number

Value	Count	Frequency (%)
②	6	66.7%
①	1	11.1%
④	1	11.1%
③	1	11.1%

Final Punctuation

Value	Count	Frequency (%)
’	26	65.0%
”	14	35.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	21	50.0%
“	21	50.0%

Space Separator

Value	Count	Frequency (%)
	29001	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2516	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	456	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	7	100.0%

Control

Value	Count	Frequency (%)
	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	151445	66.5%
Common	69188	30.4%
Latin	6910	3.0%
Han	62	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	3291	2.2%
인	3107	2.1%
자	2562	1.7%
스	2513	1.7%
사	2505	1.7%
리	2431	1.6%
성	2365	1.6%
터	2279	1.5%
이	2201	1.5%
개	2033	1.3%
Other values (918)	126158	83.3%

Common

Value	Count	Frequency (%)
	29001	41.9%
)	4626	6.7%
(	4618	6.7%
[	4409	6.4%
]	4405	6.4%
1	2535	3.7%
-	2516	3.6%
2	2347	3.4%
0	1693	2.4%
,	1636	2.4%
Other values (56)	11402	16.5%

Latin

Value	Count	Frequency (%)
t	929	13.4%
T	520	7.5%
A	456	6.6%
g	450	6.5%
l	449	6.5%
I	446	6.5%
S	304	4.4%
N	242	3.5%
B	241	3.5%
a	240	3.5%
Other values (46)	2633	38.1%

Han

Value	Count	Frequency (%)
展	3	4.8%
茶	3	4.8%
詩	2	3.2%
老	2	3.2%
色	2	3.2%
前	2	3.2%
通	2	3.2%
心	2	3.2%
愛	2	3.2%
笑	2	3.2%
Other values (36)	40	64.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	151442	66.5%
ASCII	74867	32.9%
Misc Symbols	868	0.4%
None	149	0.1%
Punctuation	99	< 0.1%
CJK	57	< 0.1%
Number Forms	56	< 0.1%
Geometric Shapes	32	< 0.1%
Arrows	18	< 0.1%
Enclosed Alphanum	9	< 0.1%
Other values (2)	8	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	29001	38.7%
)	4626	6.2%
(	4618	6.2%
[	4409	5.9%
]	4405	5.9%
1	2535	3.4%
-	2516	3.4%
2	2347	3.1%
0	1693	2.3%
,	1636	2.2%
Other values (80)	17081	22.8%

Hangul

Value	Count	Frequency (%)
기	3291	2.2%
인	3107	2.1%
자	2562	1.7%
스	2513	1.7%
사	2505	1.7%
리	2431	1.6%
성	2365	1.6%
터	2279	1.5%
이	2201	1.5%
개	2033	1.3%
Other values (917)	126155	83.3%

Misc Symbols

Value	Count	Frequency (%)
★	855	98.5%
♥	6	0.7%
☆	5	0.6%
♣	2	0.2%

None

Value	Count	Frequency (%)
」	57	38.3%
「	57	38.3%
『	12	8.1%
』	12	8.1%
＊	4	2.7%
〔	3	2.0%
〕	3	2.0%
＆	1	0.7%

Number Forms

Value	Count	Frequency (%)
Ⅱ	27	48.2%
Ⅰ	25	44.6%
Ⅲ	3	5.4%
Ⅴ	1	1.8%

Punctuation

Value	Count	Frequency (%)
’	26	26.3%
‘	21	21.2%
“	21	21.2%
※	16	16.2%
”	14	14.1%
′	1	1.0%

Geometric Shapes

Value	Count	Frequency (%)
▶	23	71.9%
■	4	12.5%
●	3	9.4%
◇	1	3.1%
□	1	3.1%

Arrows

Value	Count	Frequency (%)
→	18	100.0%

Enclosed Alphanum

Value	Count	Frequency (%)
②	6	66.7%
①	1	11.1%
④	1	11.1%
③	1	11.1%

CJK

Value	Count	Frequency (%)
展	3	5.3%
詩	2	3.5%
老	2	3.5%
色	2	3.5%
前	2	3.5%
通	2	3.5%
心	2	3.5%
愛	2	3.5%
笑	2	3.5%
鏡	2	3.5%
Other values (33)	36	63.2%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	3	100.0%

CJK Compat Ideographs

Value	Count	Frequency (%)
茶	3	60.0%
樂	1	20.0%
利	1	20.0%

수강신청 시작 일자
Real number (ℝ)

HIGH CORRELATION

Distinct	1576
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6096904 × 10¹⁰

Minimum	20061001
Maximum	2.024061 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20061001
5-th percentile	20160217
Q1	20190110
median	20190919
Q3	2.0220328 × 10¹¹
95-th percentile	2.0240104 × 10¹¹
Maximum	2.024061 × 10¹¹
Range	2.0238604 × 10¹¹
Interquartile range (IQR)	2.0218309 × 10¹¹

Descriptive statistics

Standard deviation	9.4851426 × 10¹⁰
Coefficient of variation (CV)	1.4350358
Kurtosis	-1.4539953
Mean	6.6096904 × 10¹⁰
Median Absolute Deviation (MAD)	29400.5
Skewness	0.73908168
Sum	6.6096904 × 10¹⁴
Variance	8.9967929 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202301010000	530	5.3%
202401010000	216	2.2%
20160302	203	2.0%
20190101	138	1.4%
20190617	128	1.3%
20160301	114	1.1%
20160321	105	1.1%
20190916	100	1.0%
20181217	97	1.0%
20160101	91	0.9%
Other values (1566)	8278	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20061001	2	< 0.1%
20091001	3	< 0.1%
20100101	3	< 0.1%
20100105	1	< 0.1%
20101001	4	< 0.1%
20101011	1	< 0.1%
20101201	6	0.1%
20101228	2	< 0.1%
20101229	1	< 0.1%
20111201	10	0.1%

Value	Count	Frequency (%)
202406100000	1	< 0.1%
202405230000	1	< 0.1%
202405140000	1	< 0.1%
202405130000	1	< 0.1%
202404300000	1	< 0.1%
202404290000	1	< 0.1%
202404260000	2	< 0.1%
202404180000	1	< 0.1%
202404150900	1	< 0.1%
202404150000	1	< 0.1%

수강신청 종료 일자
Real number (ℝ)

HIGH CORRELATION

Distinct	2604
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6407802 × 10¹⁰

Minimum	0
Maximum	2.0240031 × 10¹²
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	20160321
Q1	20190329
median	20191231
Q3	2.0220401 × 10¹¹
95-th percentile	2.0240306 × 10¹¹
Maximum	2.0240031 × 10¹²
Range	2.0240031 × 10¹²
Interquartile range (IQR)	2.0218382 × 10¹¹

Descriptive statistics

Standard deviation	9.8784999 × 10¹⁰
Coefficient of variation (CV)	1.4875511
Kurtosis	29.169988
Mean	6.6407802 × 10¹⁰
Median Absolute Deviation (MAD)	29287
Skewness	2.2016641
Sum	6.6407802 × 10¹⁴
Variance	9.758476 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202306302359	482	4.8%
20160331	266	2.7%
20190930	200	2.0%
20160315	149	1.5%
20191231	144	1.4%
20160630	102	1.0%
20160610	80	0.8%
20190628	79	0.8%
20161231	72	0.7%
20190329	68	0.7%
Other values (2594)	8358	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
20101231	1	< 0.1%
20110108	1	< 0.1%
20110121	1	< 0.1%
20110127	1	< 0.1%
20110128	1	< 0.1%
20110131	1	< 0.1%
20110228	4	< 0.1%
20111011	1	< 0.1%
20111230	7	0.1%

Value	Count	Frequency (%)
2024003060000	1	< 0.1%
2024002270000	1	< 0.1%
230506201910	1	< 0.1%
230506101800	2	< 0.1%
202420200000	1	< 0.1%
202412310000	29	0.3%
202412090900	1	< 0.1%
202408070000	1	< 0.1%
202408010000	1	< 0.1%
202407051500	1	< 0.1%

강의 시작 일자
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1518
Distinct (%)	15.2%
Missing	39
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	20199636

Minimum	20061001
Maximum	23030203
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20061001
5-th percentile	20160302
Q1	20190309
median	20191001
Q3	20220720
95-th percentile	20240306
Maximum	23030203
Range	2969202
Interquartile range (IQR)	30411

Descriptive statistics

Standard deviation	37741.724
Coefficient of variation (CV)	0.0018684359
Kurtosis	3175.9372
Mean	20199636
Median Absolute Deviation (MAD)	19104
Skewness	42.316563
Sum	2.0120857 × 10¹¹
Variance	1.4244377 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20230101	482	4.8%
20190701	361	3.6%
20160401	360	3.6%
20191001	329	3.3%
20190401	280	2.8%
20190101	244	2.4%
20160301	191	1.9%
20160101	179	1.8%
20200401	126	1.3%
20190102	101	1.0%
Other values (1508)	7308	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20061001	2	< 0.1%
20091001	3	< 0.1%
20100101	3	< 0.1%
20100105	1	< 0.1%
20101001	4	< 0.1%
20101011	1	< 0.1%
20101201	4	< 0.1%
20101228	2	< 0.1%
20101229	1	< 0.1%
20110101	2	< 0.1%

Value	Count	Frequency (%)
23030203	1	< 0.1%
20241209	1	< 0.1%
20240706	1	< 0.1%
20240618	1	< 0.1%
20240617	1	< 0.1%
20240616	1	< 0.1%
20240613	2	< 0.1%
20240612	1	< 0.1%
20240611	1	< 0.1%
20240610	1	< 0.1%

강의 종료 일자
Real number (ℝ)

HIGH CORRELATION

Distinct	1642
Distinct (%)	16.5%
Missing	51
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	20199874

Minimum	20110108
Maximum	20250628
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20110108
5-th percentile	20160408
Q1	20190506
median	20191231
Q3	20220920
95-th percentile	20240411
Maximum	20250628
Range	140520
Interquartile range (IQR)	30414

Descriptive statistics

Standard deviation	24666.197
Coefficient of variation (CV)	0.0012211065
Kurtosis	-0.57295981
Mean	20199874
Median Absolute Deviation (MAD)	18988
Skewness	-0.036834629
Sum	2.0096855 × 10¹¹
Variance	6.0842128 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20231231	483	4.8%
20191231	410	4.1%
20160630	366	3.7%
20190930	343	3.4%
20160331	269	2.7%
20190331	213	2.1%
20190630	212	2.1%
20200630	160	1.6%
20161231	72	0.7%
20160430	72	0.7%
Other values (1632)	7349	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20110108	1	< 0.1%
20110121	1	< 0.1%
20110127	1	< 0.1%
20110128	1	< 0.1%
20110228	4	< 0.1%
20111011	1	< 0.1%
20111230	7	0.1%
20111231	5	0.1%
20160309	2	< 0.1%
20160310	5	0.1%

Value	Count	Frequency (%)
20250628	1	< 0.1%
20241220	1	< 0.1%
20241205	1	< 0.1%
20241026	1	< 0.1%
20241018	1	< 0.1%
20240926	1	< 0.1%
20240910	1	< 0.1%
20240904	1	< 0.1%
20240822	6	0.1%
20240821	1	< 0.1%

강의대상
Text

MISSING

Distinct	271
Distinct (%)	33.4%
Missing	9189
Missing (%)	91.9%
Memory size	156.2 KiB

Length

Max length	203
Median length	184
Mean length	14.257707
Min length	1

Characters and Unicode

Total characters	11563
Distinct characters	415
Distinct categories	12 ?
Distinct scripts	3 ?
Distinct blocks	7 ?

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

Unique

Unique	220 ?
Unique (%)	27.1%

Sample

1st row	비문해 성인
2nd row	6,7세 및 초등 저학년 어린이를 동반한 가족 15팀 (2인 1팀)
3rd row	관내 임산부
4th row	배움의 기회를 놓친 성인 누구나
5th row	지역주민

Value	Count	Frequency (%)
성인	203	7.6%
	109	4.1%
있는	73	2.7%
마포구에	54	2.0%
등록되어	54	2.0%
주민등록증(신분증)이	54	2.0%
구민	54	2.0%
및	52	2.0%
누구나	36	1.4%
지역주민	29	1.1%
Other values (911)	1942	73.0%

Most occurring characters

Value	Count	Frequency (%)
	2488	21.5%
인	280	2.4%
등	259	2.2%
학	252	2.2%
성	252	2.2%
,	242	2.1%
이	216	1.9%
민	172	1.5%
구	151	1.3%
는	151	1.3%
Other values (405)	7100	61.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	7894	68.3%
Space Separator	2488	21.5%
Other Punctuation	390	3.4%
Decimal Number	345	3.0%
Close Punctuation	132	1.1%
Open Punctuation	132	1.1%
Dash Punctuation	73	0.6%
Math Symbol	61	0.5%
Uppercase Letter	27	0.2%
Lowercase Letter	17	0.1%
Other values (2)	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
인	280	3.5%
등	259	3.3%
학	252	3.2%
성	252	3.2%
이	216	2.7%
민	172	2.2%
구	151	1.9%
는	151	1.9%
지	141	1.8%
초	119	1.5%
Other values (355)	5901	74.8%

Other Punctuation

Value	Count	Frequency (%)
,	242	62.1%
.	52	13.3%
?	46	11.8%
:	12	3.1%
※	11	2.8%
'	8	2.1%
*	7	1.8%
!	4	1.0%
%	2	0.5%
&	2	0.5%
Other values (3)	4	1.0%

Decimal Number

Value	Count	Frequency (%)
1	93	27.0%
2	45	13.0%
0	41	11.9%
3	40	11.6%
6	33	9.6%
5	29	8.4%
4	28	8.1%
8	13	3.8%
7	13	3.8%
9	10	2.9%

Uppercase Letter

Value	Count	Frequency (%)
N	10	37.0%
O	8	29.6%
S	4	14.8%
V	1	3.7%
R	1	3.7%
T	1	3.7%
I	1	3.7%
B	1	3.7%

Lowercase Letter

Value	Count	Frequency (%)
n	3	17.6%
l	3	17.6%
g	3	17.6%
e	3	17.6%
i	2	11.8%
t	2	11.8%
v	1	5.9%

Close Punctuation

Value	Count	Frequency (%)
)	124	93.9%
]	8	6.1%

Open Punctuation

Value	Count	Frequency (%)
(	124	93.9%
[	8	6.1%

Math Symbol

Value	Count	Frequency (%)
~	59	96.7%
+	2	3.3%

Other Symbol

Value	Count	Frequency (%)
□	1	50.0%
☆	1	50.0%

Other Number

Value	Count	Frequency (%)
②	1	50.0%
①	1	50.0%

Space Separator

Value	Count	Frequency (%)
	2488	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	73	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	7894	68.3%
Common	3625	31.3%
Latin	44	0.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
인	280	3.5%
등	259	3.3%
학	252	3.2%
성	252	3.2%
이	216	2.7%
민	172	2.2%
구	151	1.9%
는	151	1.9%
지	141	1.8%
초	119	1.5%
Other values (355)	5901	74.8%

Common

Value	Count	Frequency (%)
	2488	68.6%
,	242	6.7%
)	124	3.4%
(	124	3.4%
1	93	2.6%
-	73	2.0%
~	59	1.6%
.	52	1.4%
?	46	1.3%
2	45	1.2%
Other values (25)	279	7.7%

Latin

Value	Count	Frequency (%)
N	10	22.7%
O	8	18.2%
S	4	9.1%
n	3	6.8%
l	3	6.8%
g	3	6.8%
e	3	6.8%
i	2	4.5%
t	2	4.5%
V	1	2.3%
Other values (5)	5	11.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	7894	68.3%
ASCII	3653	31.6%
Punctuation	11	0.1%
Enclosed Alphanum	2	< 0.1%
Geometric Shapes	1	< 0.1%
Misc Symbols	1	< 0.1%
None	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2488	68.1%
,	242	6.6%
)	124	3.4%
(	124	3.4%
1	93	2.5%
-	73	2.0%
~	59	1.6%
.	52	1.4%
?	46	1.3%
2	45	1.2%
Other values (34)	307	8.4%

Hangul

Value	Count	Frequency (%)
인	280	3.5%
등	259	3.3%
학	252	3.2%
성	252	3.2%
이	216	2.7%
민	172	2.2%
구	151	1.9%
는	151	1.9%
지	141	1.8%
초	119	1.5%
Other values (355)	5901	74.8%

Punctuation

Value	Count	Frequency (%)
※	11	100.0%

Geometric Shapes

Value	Count	Frequency (%)
□	1	100.0%

Enclosed Alphanum

Value	Count	Frequency (%)
②	1	50.0%
①	1	50.0%

Misc Symbols

Value	Count	Frequency (%)
☆	1	100.0%

None

Value	Count	Frequency (%)
？	1	100.0%

정원
Real number (ℝ)

SKEWED ZEROS

Distinct	91
Distinct (%)	0.9%
Missing	77
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	23.30525

Minimum	0
Maximum	20000
Zeros	2170
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	16
Q3	20
95-th percentile	40
Maximum	20000
Range	20000
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	231.87359
Coefficient of variation (CV)	9.9494142
Kurtosis	5899.5242
Mean	23.30525
Median Absolute Deviation (MAD)	6
Skewness	72.737576
Sum	231258
Variance	53765.362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2170	21.7%
20	2031	20.3%
15	1067	10.7%
30	594	5.9%
10	571	5.7%
12	508	5.1%
25	500	5.0%
16	433	4.3%
18	248	2.5%
40	224	2.2%
Other values (81)	1577	15.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2170	21.7%
1	57	0.6%
2	52	0.5%
3	52	0.5%
4	25	0.2%
5	98	1.0%
6	56	0.6%
7	20	0.2%
8	64	0.6%
9	10	0.1%

Value	Count	Frequency (%)
20000	1	< 0.1%
10000	1	< 0.1%
999	32	0.3%
500	4	< 0.1%
400	1	< 0.1%
350	1	< 0.1%
300	2	< 0.1%
250	1	< 0.1%
200	10	0.1%
174	1	< 0.1%

수강신청 URL
Text

MISSING

Distinct	7287
Distinct (%)	82.4%
Missing	1156
Missing (%)	11.6%
Memory size	156.2 KiB

Length

Max length	517
Median length	396
Mean length	129.09566
Min length	1

Characters and Unicode

Total characters	1141722
Distinct characters	184
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	6773 ?
Unique (%)	76.6%

Sample

1st row	http://www.vocation.or.kr/sub2/step2.aspx?listUrl=step1.aspx&cop=CO20190050&center=WMC-01-05&p=1&type=&name=
2nd row	http://www.ecoclass.or.kr/?menu=nlist2&dbname=onbbs05&page=1&sel1=0&text1=&sel2=0
3rd row	http://www.dobongwoman.or.kr/lecture/lecture.php?lecture_code=5632&category=
4th row	www.nbedu.or.kr
5th row	https://dongjak.seoulwomanup.or.kr/dongjak/edu/selectComorrow.do?sch_class_code=C100129650&returnUrl=%2Fdongjak%2Fedu%2FselectPageListComorrow.do&edust=&sch_course_code=39&sch_domain_code=&sch_group_code=&sch_edust=&sch_edu_fee=&sch_dayofweek=&sch_time_from=&sch_time_to=&sch_lecturer=&sch_class_name=&currentPage=4

Value	Count	Frequency (%)
https://www.seoulwomanup.or.kr/womanup/edu/selectprogrampagelistall.do	354	4.0%
http://www.jungnanglib.seoul.kr/jnlib/index.php?g_page=event&m_page=event02_02	48	0.5%
http://www.ecoclass.or.kr/?menu=nlist2&dbname=onbbs05&page=1&sel1=0&text1=&sel2=0	41	0.5%
http://www.jungnanglib.seoul.kr/suplib/index.php?g_page=event&m_page=event02_02	40	0.4%
http://www.jungnanglib.seoul.kr/mmlib/index.php?g_page=event&m_page=event02_02	31	0.3%
http://www.lifelongstudy.ac.kr/traincenter/?listtitle=전체과정목록	29	0.3%
	26	0.3%
https://www.50plus.or.kr/sbc/education.do	24	0.3%
https://dongbu.seoulwomanup.or.kr	22	0.2%
http://www.bukedu.or.kr/home/homeindex.do	22	0.2%
Other values (7287)	8290	92.9%

Most occurring characters

Value	Count	Frequency (%)
e	89942	7.9%
t	59713	5.2%
o	54630	4.8%
s	54301	4.8%
r	53541	4.7%
=	48368	4.2%
c	46546	4.1%
a	41399	3.6%
/	40278	3.5%
&	40235	3.5%
Other values (174)	612769	53.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	744084	65.2%
Other Punctuation	142256	12.5%
Decimal Number	102942	9.0%
Uppercase Letter	72934	6.4%
Math Symbol	48426	4.2%
Connector Punctuation	26547	2.3%
Dash Punctuation	3892	0.3%
Other Letter	519	< 0.1%
Space Separator	84	< 0.1%
Open Punctuation	19	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
전	31	6.0%
과	30	5.8%
체	29	5.6%
정	29	5.6%
목	29	5.6%
록	29	5.6%
일	18	3.5%
반	16	3.1%
서	14	2.7%
교	14	2.7%
Other values (96)	280	53.9%

Lowercase Letter

Value	Count	Frequency (%)
e	89942	12.1%
t	59713	8.0%
o	54630	7.3%
s	54301	7.3%
r	53541	7.2%
c	46546	6.3%
a	41399	5.6%
p	38500	5.2%
n	34838	4.7%
d	33524	4.5%
Other values (16)	237150	31.9%

Uppercase Letter

Value	Count	Frequency (%)
C	9666	13.3%
P	5848	8.0%
I	4857	6.7%
S	4277	5.9%
L	4076	5.6%
U	3980	5.5%
E	3861	5.3%
N	3717	5.1%
M	3705	5.1%
D	3354	4.6%
Other values (16)	25593	35.1%

Decimal Number

Value	Count	Frequency (%)
0	26835	26.1%
1	21327	20.7%
2	16153	15.7%
3	7492	7.3%
4	6659	6.5%
8	5461	5.3%
9	5436	5.3%
5	5403	5.2%
6	4294	4.2%
7	3882	3.8%

Other Punctuation

Value	Count	Frequency (%)
/	40278	28.3%
&	40235	28.3%
.	35496	25.0%
:	8801	6.2%
%	8633	6.1%
?	7980	5.6%
;	799	0.6%
#	34	< 0.1%

Math Symbol

Value	Count	Frequency (%)
=	48368	99.9%
+	44	0.1%
\|	14	< 0.1%

Connector Punctuation

Value	Count	Frequency (%)
_	26547	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3892	100.0%

Space Separator

Value	Count	Frequency (%)
	84	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	19	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	817018	71.6%
Common	324185	28.4%
Hangul	519	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
전	31	6.0%
과	30	5.8%
체	29	5.6%
정	29	5.6%
목	29	5.6%
록	29	5.6%
일	18	3.5%
반	16	3.1%
서	14	2.7%
교	14	2.7%
Other values (96)	280	53.9%

Latin

Value	Count	Frequency (%)
e	89942	11.0%
t	59713	7.3%
o	54630	6.7%
s	54301	6.6%
r	53541	6.6%
c	46546	5.7%
a	41399	5.1%
p	38500	4.7%
n	34838	4.3%
d	33524	4.1%
Other values (42)	310084	38.0%

Common

Value	Count	Frequency (%)
=	48368	14.9%
/	40278	12.4%
&	40235	12.4%
.	35496	10.9%
0	26835	8.3%
_	26547	8.2%
1	21327	6.6%
2	16153	5.0%
:	8801	2.7%
%	8633	2.7%
Other values (16)	51512	15.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1141203	> 99.9%
Hangul	519	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	89942	7.9%
t	59713	5.2%
o	54630	4.8%
s	54301	4.8%
r	53541	4.7%
=	48368	4.2%
c	46546	4.1%
a	41399	3.6%
/	40278	3.5%
&	40235	3.5%
Other values (68)	612250	53.6%

Hangul

Value	Count	Frequency (%)
전	31	6.0%
과	30	5.8%
체	29	5.6%
정	29	5.6%
목	29	5.6%
록	29	5.6%
일	18	3.5%
반	16	3.1%
서	14	2.7%
교	14	2.7%
Other values (96)	280	53.9%

등록 일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1727
Distinct (%)	20.6%
Missing	1603
Missing (%)	16.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3139905 × 10¹²

Minimum	20181113
Maximum	2.0240417 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20181113
5-th percentile	20181216
Q1	20190608
median	20200623
Q3	2.0230103 × 10¹³
95-th percentile	2.0240307 × 10¹³
Maximum	2.0240417 × 10¹³
Range	2.0240397 × 10¹³
Interquartile range (IQR)	2.0230083 × 10¹³

Descriptive statistics

Standard deviation	9.7119536 × 10¹²
Coefficient of variation (CV)	1.3278597
Kurtosis	-1.6669007
Mean	7.3139905 × 10¹²
Median Absolute Deviation (MAD)	10505
Skewness	0.57744181
Sum	6.1415579 × 10¹⁶
Variance	9.4322042 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20230220100130	482	4.8%
20240307185000	237	2.4%
20230623100000	221	2.2%
20240108155100	203	2.0%
202304181520	174	1.7%
20230926100000	166	1.7%
20240206112500	101	1.0%
20190529	91	0.9%
20220703	82	0.8%
20210326	74	0.7%
Other values (1717)	6566	65.7%
(Missing)	1603	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20181113	8	0.1%
20181114	11	0.1%
20181115	13	0.1%
20181116	6	0.1%
20181117	23	0.2%
20181118	10	0.1%
20181120	10	0.1%
20181121	22	0.2%
20181122	13	0.1%
20181123	27	0.3%

Value	Count	Frequency (%)
20240417204735	2	< 0.1%
20240417204734	1	< 0.1%
20240417203808	1	< 0.1%
20240417203807	5	0.1%
20240417203447	2	< 0.1%
20240417203446	2	< 0.1%
20240417203337	5	0.1%
20240417203336	1	< 0.1%
20240415160406	1	< 0.1%
20240412140454	1	< 0.1%

수정 일자
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1195
Distinct (%)	37.7%
Missing	6829
Missing (%)	68.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.8609978 × 10¹³

Minimum	1.7082308 × 10¹¹
Maximum	2.0240417 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1.7082308 × 10¹¹
5-th percentile	2.0230418 × 10¹¹
Q1	2.0210917 × 10¹³
median	2.0230303 × 10¹³
Q3	2.0240108 × 10¹³
95-th percentile	2.0240403 × 10¹³
Maximum	2.0240417 × 10¹³
Range	2.0069594 × 10¹³
Interquartile range (IQR)	2.9191049 × 10¹⁰

Descriptive statistics

Standard deviation	5.4559756 × 10¹²
Coefficient of variation (CV)	0.29317475
Kurtosis	7.4881015
Mean	1.8609978 × 10¹³
Median Absolute Deviation (MAD)	9.8050248 × 10⁹
Skewness	-3.0794953
Sum	5.9012239 × 10¹⁶
Variance	2.9767669 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20230220100130	482	4.8%
20240307185000	237	2.4%
20230623100000	221	2.2%
20240108155100	203	2.0%
202304181520	174	1.7%
20230926100000	166	1.7%
20240206112500	101	1.0%
202303171300	73	0.7%
20240115161800	48	0.5%
20230512170000	34	0.3%
Other values (1185)	1432	14.3%
(Missing)	6829	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
170823084229	1	< 0.1%
202303171300	73	0.7%
202304181520	174	1.7%
202304191020	8	0.1%
20181115161145	1	< 0.1%
20181115161153	1	< 0.1%
20190114140108	1	< 0.1%
20190114140121	1	< 0.1%
20190114140123	1	< 0.1%
20190114140133	1	< 0.1%

Value	Count	Frequency (%)
20240417204735	2	< 0.1%
20240417204734	1	< 0.1%
20240417203808	1	< 0.1%
20240417203807	5	0.1%
20240417203447	2	< 0.1%
20240417203446	2	< 0.1%
20240417203337	5	0.1%
20240417203336	1	< 0.1%
20240415160406	1	< 0.1%
20240412140454	1	< 0.1%

교육기관 고유아이디
Text

MISSING

Distinct	409
Distinct (%)	6.0%
Missing	3233
Missing (%)	32.3%
Memory size	156.2 KiB

Length

Max length	9
Median length	9
Mean length	7.3505246
Min length	5

Characters and Unicode

Total characters	49741
Distinct characters	25
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	63 ?
Unique (%)	0.9%

Sample

1st row	E10290014
2nd row	E10230001
3rd row	C1018
4th row	J4051
5th row	E16210004

Value	Count	Frequency (%)
s1001	842	12.4%
e20270015	218	3.2%
e06230001	199	2.9%
e17230002	172	2.5%
e19230001	135	2.0%
e18290002	112	1.7%
i1193	86	1.3%
e12210002	81	1.2%
j1013	80	1.2%
e12210058	80	1.2%
Other values (399)	4762	70.4%

Most occurring characters

Value	Count	Frequency (%)
0	15287	30.7%
1	9764	19.6%
2	5904	11.9%
E	3722	7.5%
3	2587	5.2%
7	2435	4.9%
9	1998	4.0%
4	1673	3.4%
6	1235	2.5%
8	1212	2.4%
Other values (15)	3924	7.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43022	86.5%
Uppercase Letter	6719	13.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	3722	55.4%
S	853	12.7%
J	691	10.3%
I	533	7.9%
C	352	5.2%
L	234	3.5%
A	101	1.5%
H	75	1.1%
K	49	0.7%
G	46	0.7%
Other values (5)	63	0.9%

Decimal Number

Value	Count	Frequency (%)
0	15287	35.5%
1	9764	22.7%
2	5904	13.7%
3	2587	6.0%
7	2435	5.7%
9	1998	4.6%
4	1673	3.9%
6	1235	2.9%
8	1212	2.8%
5	927	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	43022	86.5%
Latin	6719	13.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	3722	55.4%
S	853	12.7%
J	691	10.3%
I	533	7.9%
C	352	5.2%
L	234	3.5%
A	101	1.5%
H	75	1.1%
K	49	0.7%
G	46	0.7%
Other values (5)	63	0.9%

Common

Value	Count	Frequency (%)
0	15287	35.5%
1	9764	22.7%
2	5904	13.7%
3	2587	6.0%
7	2435	5.7%
9	1998	4.6%
4	1673	3.9%
6	1235	2.9%
8	1212	2.8%
5	927	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	49741	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15287	30.7%
1	9764	19.6%
2	5904	11.9%
E	3722	7.5%
3	2587	5.2%
7	2435	4.9%
9	1998	4.0%
4	1673	3.4%
6	1235	2.5%
8	1212	2.4%
Other values (15)	3924	7.9%

교육기관명
Text

MISSING

Distinct	376
Distinct (%)	5.6%
Missing	3233
Missing (%)	32.3%
Memory size	156.2 KiB

Length

Max length	27
Median length	22
Mean length	9.3379636
Min length	3

Characters and Unicode

Total characters	63190
Distinct characters	308
Distinct categories	10 ?
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	58 ?
Unique (%)	0.9%

Sample

1st row	도봉환경교실
2nd row	도봉여성센터
3rd row	동대문여성인력개발센터
4th row	서초여성인력개발센터
5th row	강서꿈꾸는어린이도서관

Value	Count	Frequency (%)
자치회관	2154	23.3%
서울시(평생교육과	842	9.1%
동대문여성인력개발센터	264	2.9%
신대방2동	222	2.4%
구로여성인력개발센터	186	2.0%
영등포여성인력개발센터	185	2.0%
금천구무한상상스페이스	112	1.2%
은평여성인력개발센터	95	1.0%
종로여성인력개발센터	89	1.0%
사당5동	86	0.9%
Other values (390)	5002	54.2%

Most occurring characters

Value	Count	Frequency (%)
관	3426	5.4%
동	2840	4.5%
	2505	4.0%
자	2260	3.6%
회	2251	3.6%
치	2160	3.4%
서	2085	3.3%
터	1854	2.9%
센	1852	2.9%
성	1599	2.5%
Other values (298)	40358	63.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	56714	89.8%
Space Separator	2505	4.0%
Decimal Number	2010	3.2%
Open Punctuation	910	1.4%
Close Punctuation	910	1.4%
Other Punctuation	106	0.2%
Math Symbol	19	< 0.1%
Lowercase Letter	8	< 0.1%
Letter Number	4	< 0.1%
Uppercase Letter	4	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
관	3426	6.0%
동	2840	5.0%
자	2260	4.0%
회	2251	4.0%
치	2160	3.8%
서	2085	3.7%
터	1854	3.3%
센	1852	3.3%
성	1599	2.8%
평	1484	2.6%
Other values (269)	34903	61.5%

Decimal Number

Value	Count	Frequency (%)
2	635	31.6%
1	523	26.0%
5	236	11.7%
3	233	11.6%
0	133	6.6%
4	102	5.1%
6	42	2.1%
8	40	2.0%
7	37	1.8%
9	29	1.4%

Lowercase Letter

Value	Count	Frequency (%)
c	2	25.0%
w	1	12.5%
p	1	12.5%
a	1	12.5%
o	1	12.5%
k	1	12.5%
r	1	12.5%

Uppercase Letter

Value	Count	Frequency (%)
D	1	25.0%
A	1	25.0%
S	1	25.0%
V	1	25.0%

Other Punctuation

Value	Count	Frequency (%)
,	86	81.1%
?	18	17.0%
.	2	1.9%

Space Separator

Value	Count	Frequency (%)
	2505	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	910	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	910	100.0%

Math Symbol

Value	Count	Frequency (%)
~	19	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅰ	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	56714	89.8%
Common	6460	10.2%
Latin	16	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
관	3426	6.0%
동	2840	5.0%
자	2260	4.0%
회	2251	4.0%
치	2160	3.8%
서	2085	3.7%
터	1854	3.3%
센	1852	3.3%
성	1599	2.8%
평	1484	2.6%
Other values (269)	34903	61.5%

Common

Value	Count	Frequency (%)
	2505	38.8%
(	910	14.1%
)	910	14.1%
2	635	9.8%
1	523	8.1%
5	236	3.7%
3	233	3.6%
0	133	2.1%
4	102	1.6%
,	86	1.3%
Other values (7)	187	2.9%

Latin

Value	Count	Frequency (%)
Ⅰ	4	25.0%
c	2	12.5%
D	1	6.2%
A	1	6.2%
S	1	6.2%
V	1	6.2%
w	1	6.2%
p	1	6.2%
a	1	6.2%
o	1	6.2%
Other values (2)	2	12.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	56714	89.8%
ASCII	6472	10.2%
Number Forms	4	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
관	3426	6.0%
동	2840	5.0%
자	2260	4.0%
회	2251	4.0%
치	2160	3.8%
서	2085	3.7%
터	1854	3.3%
센	1852	3.3%
성	1599	2.8%
평	1484	2.6%
Other values (269)	34903	61.5%

ASCII

Value	Count	Frequency (%)
	2505	38.7%
(	910	14.1%
)	910	14.1%
2	635	9.8%
1	523	8.1%
5	236	3.6%
3	233	3.6%
0	133	2.1%
4	102	1.6%
,	86	1.3%
Other values (18)	199	3.1%

Number Forms

Value	Count	Frequency (%)
Ⅰ	4	100.0%

교육기관 자치구
Categorical

HIGH CORRELATION

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

<NA>	3233
중구	922
노원구	628
동작구	496
영등포구	443
Other values (42)	4278

Length

Max length	7
Median length	6
Mean length	3.4061
Min length	2

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	3233	32.3%
중구	922	9.2%
노원구	628	6.3%
동작구	496	5.0%
영등포구	443	4.4%
동대문구	425	4.2%
종로구	424	4.2%
서대문구	335	3.4%
은평구	311	3.1%
중랑구	300	3.0%
Other values (37)	2483	24.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	3233	32.3%
중구	922	9.2%
노원구	696	7.0%
동작구	512	5.1%
영등포구	455	4.5%
동대문구	425	4.2%
종로구	424	4.2%
서대문구	339	3.4%
은평구	331	3.3%
마포구	320	3.2%
Other values (18)	2343	23.4%

교육기관 위도 좌표
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	346
Distinct (%)	5.8%
Missing	3994
Missing (%)	39.9%
Infinite	0
Infinite (%)	0.0%
Mean	37.713645

Minimum	37.36614
Maximum	127.05814
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	37.36614
5-th percentile	37.480361
Q1	37.512357
median	37.55654
Q3	37.575951
95-th percentile	37.634616
Maximum	127.05814
Range	89.691997
Interquartile range (IQR)	0.0635941

Descriptive statistics

Standard deviation	3.8276691
Coefficient of variation (CV)	0.10149295
Kurtosis	541.30959
Mean	37.713645
Median Absolute Deviation (MAD)	0.029979
Skewness	23.303584
Sum	226508.15
Variance	14.651051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.5645124	842	8.4%
37.5123569	218	2.2%
37.5962	199	2.0%
37.508042	172	1.7%
37.48021	135	1.4%
37.485615	86	0.9%
37.55673	81	0.8%
37.559685	80	0.8%
37.5662	80	0.8%
37.54126	80	0.8%
Other values (336)	4033	40.3%
(Missing)	3994	39.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37.3661397	5	0.1%
37.450092	13	0.1%
37.452358	4	< 0.1%
37.456768	19	0.2%
37.46193	3	< 0.1%
37.4631387	24	0.2%
37.463215	31	0.3%
37.46327	3	< 0.1%
37.464007	4	< 0.1%
37.466076	4	< 0.1%

Value	Count	Frequency (%)
127.058137	11	0.1%
37.682959	1	< 0.1%
37.67867	17	0.2%
37.678669	6	0.1%
37.668774	4	< 0.1%
37.668629	7	0.1%
37.664188	4	< 0.1%
37.6631556	33	0.3%
37.662108	11	0.1%
37.658021	13	0.1%

교육기관 경도 좌표
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	345
Distinct (%)	5.7%
Missing	3994
Missing (%)	39.9%
Infinite	0
Infinite (%)	0.0%
Mean	126.80328

Minimum	37.642191
Maximum	127.1738
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	37.642191
5-th percentile	126.84766
Q1	126.92049
median	126.96696
Q3	127.01417
95-th percentile	127.08406
Maximum	127.1738
Range	89.53161
Interquartile range (IQR)	0.09368

Descriptive statistics

Standard deviation	3.8201816
Coefficient of variation (CV)	0.030126835
Kurtosis	541.09895
Mean	126.80328
Median Absolute Deviation (MAD)	0.047035
Skewness	-23.296793
Sum	761580.51
Variance	14.593787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
126.9757372	842	8.4%
126.9395531	218	2.2%
127.084062	199	2.0%
126.9472	172	1.7%
127.01417	135	1.4%
126.966957	86	0.9%
126.92049	81	0.8%
127.159754	80	0.8%
126.901642	80	0.8%
126.94629	80	0.8%
Other values (335)	4033	40.3%
(Missing)	3994	39.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37.6421907	11	0.1%
126.810089	1	< 0.1%
126.813683	1	< 0.1%
126.829604	60	0.6%
126.829956	63	0.6%
126.829963	25	0.2%
126.831451	4	< 0.1%
126.83152	3	< 0.1%
126.83153	12	0.1%
126.833168	1	< 0.1%

Value	Count	Frequency (%)
127.173801	6	0.1%
127.159754	80	0.8%
127.145362	7	0.1%
127.142891	15	0.1%
127.139587	19	0.2%
127.128075	1	< 0.1%
127.127117	6	0.1%
127.126595	1	< 0.1%
127.123344	5	0.1%
127.122429	8	0.1%

Phik (φk)
Auto

Heatmap
Table

	수강신청 시작 일자	수강신청 종료 일자	강의 시작 일자	강의 종료 일자	정원	등록 일자	수정 일자	교육기관 자치구	교육기관 위도 좌표	교육기관 경도 좌표
수강신청 시작 일자	1.000	0.264	0.000	0.961	0.005	0.994	0.008	0.961	0.111	0.111
수강신청 종료 일자	0.264	1.000	0.000	0.766	0.000	0.268	0.100	NaN	NaN	NaN
강의 시작 일자	0.000	0.000	1.000	0.000	0.000	0.000	0.033	0.000	0.000	0.000
강의 종료 일자	0.961	0.766	0.000	1.000	0.017	0.913	0.243	0.765	0.171	0.171
정원	0.005	0.000	0.000	0.017	1.000	0.004	0.000	0.000	0.000	0.000
등록 일자	0.994	0.268	0.000	0.913	0.004	1.000	1.000	0.985	0.110	0.110
수정 일자	0.008	0.100	0.033	0.243	0.000	1.000	1.000	0.933	0.000	0.000
교육기관 자치구	0.961	NaN	0.000	0.765	0.000	0.985	0.933	1.000	0.839	0.839
교육기관 위도 좌표	0.111	NaN	0.000	0.171	0.000	0.110	0.000	0.839	1.000	0.997
교육기관 경도 좌표	0.111	NaN	0.000	0.171	0.000	0.110	0.000	0.839	0.997	1.000

Heatmap
Table

	수강신청 시작 일자	수강신청 종료 일자	강의 시작 일자	강의 종료 일자	정원	등록 일자	수정 일자	교육기관 위도 좌표	교육기관 경도 좌표	교육기관 자치구
수강신청 시작 일자	1.000	0.974	0.959	0.944	0.267	0.966	0.842	0.165	0.073	0.860
수강신청 종료 일자	0.974	1.000	0.961	0.964	0.268	0.979	0.869	0.127	0.075	1.000
강의 시작 일자	0.959	0.961	1.000	0.982	0.221	0.950	0.878	0.127	0.059	0.000
강의 종료 일자	0.944	0.964	0.982	1.000	0.225	0.933	0.848	0.112	0.047	0.414
정원	0.267	0.268	0.221	0.225	1.000	0.208	-0.232	0.045	0.049	0.000
등록 일자	0.966	0.979	0.950	0.933	0.208	1.000	1.000	0.210	0.224	0.911
수정 일자	0.842	0.869	0.878	0.848	-0.232	1.000	1.000	-0.113	0.098	0.843
교육기관 위도 좌표	0.165	0.127	0.127	0.112	0.045	0.210	-0.113	1.000	0.382	0.701
교육기관 경도 좌표	0.073	0.075	0.059	0.047	0.049	0.224	0.098	0.382	1.000	0.701
교육기관 자치구	0.860	1.000	0.000	0.414	0.000	0.911	0.843	0.701	0.701	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

	사이트 아이디	ASP 아이디	강의 아이디	강의 구분	강의 명	수강신청 시작 일자	수강신청 종료 일자	강의 시작 일자	강의 종료 일자	강의대상	정원	수강신청 URL	등록 일자	수정 일자	교육기관 고유아이디	교육기관명	교육기관 자치구	교육기관 위도 좌표	교육기관 경도 좌표
26983	1243	ASP00001	ASP0000120190000156	오프라인	[사무관리,IT관련] <직종설명회>코딩기반 IT융합강사 양성과정(드론&VR) - 영등포여성인력개발센터	20190213	20190305	20190306	20190306	<NA>	40	http://www.vocation.or.kr/sub2/step2.aspx?listUrl=step1.aspx&cop=CO20190050&center=WMC-01-05&p=1&type=&name=	20190214	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
16572	92	ASP00001	ASP00001E1029001420200000049	오프라인	[초등] 자연관찰그리기 <곤충의 다리는 몇 개일까?>	20200601	20200630	20200601	20200630	<NA>	0	http://www.ecoclass.or.kr/?menu=nlist2&dbname=onbbs05&page=1&sel1=0&text1=&sel2=0	20200520	<NA>	E10290014	도봉환경교실	도봉구	37.572529	126.998063
23389	110	ASP00001	ASP00001E1023000120190000029	오프라인	중식조리기능사 자격증취득 실기집중반	20190712	20190927	20190712	20190927	<NA>	16	http://www.dobongwoman.or.kr/lecture/lecture.php?lecture_code=5632&category=	20190531	<NA>	E10230001	도봉여성센터	도봉구	37.663156	127.030142
7314	lc1	ASP00001	ASP00001J406120230108130	오프라인	빅데이터 분석 및 시각화	202312011200	202402162400	20240302	20240614	<NA>	20	www.nbedu.or.kr	20231222110700	20231222110700	<NA>	<NA>	<NA>	<NA>	<NA>
8425	lc1	ASP00001	ASP00001J404920230107394	오프라인	[토]무역실무(무역영어1급)	202306190100	202307220900	20230722	20231111	<NA>	15	https://dongjak.seoulwomanup.or.kr/dongjak/edu/selectComorrow.do?sch_class_code=C100129650&returnUrl=%2Fdongjak%2Fedu%2FselectPageListComorrow.do&edust=&sch_course_code=39&sch_domain_code=&sch_group_code=&sch_edust=&sch_edu_fee=&sch_dayofweek=&sch_time_from=&sch_time_to=&sch_lecturer=&sch_class_name=&currentPage=4	20230623100000	20230623100000	<NA>	<NA>	<NA>	<NA>	<NA>
12575	lc1	ASP00001	ASP00001C101820220101008	오프라인	[무료교육]영상콘텐츠 편집전문가	202205170000	202207030000	20220707	20220901	<NA>	20	www.job2060.or.kr	20220517160542	20220517160542	C1018	동대문여성인력개발센터	동대문구	37.577251	127.030136
10883	lc1	ASP00001	ASP00001J405120230106249	오프라인	[유료]꽃차 마이스터과정(저녁)	202301010000	202306302359	20230101	20231231	<NA>	12	https://www.seoulwomanup.or.kr/womanup/edu/selectProgramPageListAll.do	20230220100130	20230220100130	J4051	서초여성인력개발센터	서초구	37.483499	127.035562
14756	173	ASP00001	ASP00001E1621000420210000002	오프라인	[꿈꾸는 어린이도서관] [꿈꾸는온라인독서회] 창의쏙쏙 독서 플러스 초등1-2	20210311	20210305	20210311	20210527	<NA>	0	https://lib.gangseo.seoul.kr/education/detail/1?lecture_id=2964	20210305	<NA>	E16210004	강서꿈꾸는어린이도서관	강서구	37.49416	126.90077
27786	lc1	ASP00001	ASP00001S1001201989186	오프라인	사주?명리로 어떻게 운명 추측이 가능한가?	201901151000	201902252300	20190226	20190226	<NA>	70	<NA>	20190114140133	20190114140133	S1001	서울시(평생교육과)	중구	37.564512	126.975737
15330	lc1	ASP00001	ASP00001AA018420200101422	오프라인	성인문해교육지원사업 초등1단계	202303060000	202312150000	20230306	20231215	비문해 성인	<NA>	http://gaw.or.kr	20201008171026	20201008171026	AA0184	강감찬관악종합사회복지관(구 선의관악종합사회복지관)	관악구	37.488381	126.946659

	사이트 아이디	ASP 아이디	강의 아이디	강의 구분	강의 명	수강신청 시작 일자	수강신청 종료 일자	강의 시작 일자	강의 종료 일자	강의대상	정원	수강신청 URL	등록 일자	수정 일자	교육기관 고유아이디	교육기관명	교육기관 자치구	교육기관 위도 좌표	교육기관 경도 좌표
17956	279	ASP00001	ASP00001E1127001420200000012	오프라인	줌바댄스(B반)	20200316	20200318	20200401	20200630	<NA>	50	http://lll.nowon.kr/lms/menu.jsp?org_seq=157&at_cd=l_lecture_viw&mno=8_4_1&term_seq=1&edu_insti_seq=0&open_course_seq=11037&num=&org_type=2&page=null	20200214	<NA>	E11270014	상계3,4동 자치회관	노원구	37.55688	126.91909
23944	1255	ASP00001	ASP00001E0927000920190000004	오프라인	한글 2010 기초	20190524	20190603	20190604	20190627	누구나	0	http://www.gangbuk.go.kr/edu/selectEdcLctreView.do?edcLctreNo=24472&key=31&searchInsttNo=3&searchCtgryNo=&searchProgrsSttus=	20190525	<NA>	E09270009	번1동 자치회관	강북구	37.60273	126.91549
6136	lc1	ASP00001	ASP00001J401420240109183	오프라인	쉽게 배워 활용하는 AI데이터라벨러	202403040900	202403310000	20240404	20240423	<NA>	20	https://50plus.or.kr/scc/education-detail.do?id=38286660	20240226112500	20240226112500	<NA>	<NA>	<NA>	<NA>	<NA>
17480	279	ASP00001	ASP00001E1127000320200000021	오프라인	하모니카 교실 [방문접수]	20200311	20200313	20200401	20200630	<NA>	20	http://lll.nowon.kr/lms/menu.jsp?org_seq=144&at_cd=l_lecture_viw&mno=8_4_1&term_seq=1&edu_insti_seq=0&open_course_seq=12327&num=&org_type=2&page=null	20200304	<NA>	E11270003	월계3동 자치회관	노원구	37.5556	126.9342
5307	lc1	ASP00001	ASP00001J400420240109239	오프라인	온라인 쇼핑몰 시작하기 입문	202402270900	202403051700	20240319	20240418	<NA>	16	https://www.50plus.or.kr/gdc/education-detail.do?id=38255545	20240307185000	20240307185000	<NA>	<NA>	<NA>	<NA>	<NA>
19421	116	ASP00001	ASP00001E1027000120190000120	오프라인	한글서예	20190916	20191031	20191001	20191231	<NA>	0	http://jachi.dobong.go.kr/JUMIN/sub03/sub03_01_view.aspx?LectureCode=3606	20190907	<NA>	E10270001	쌍문1동 자치회관	도봉구	37.5559	126.93815
6709	lc1	ASP00001	ASP00001J403320240108821	오프라인	[취업맞춤형]청소연구소 매니저 양성 과정	202401030000	202402230000	20240223	20240223	<NA>	30	https://dongbu.seoulwomanup.or.kr/dongbu/edu/selectRealEduProgram.do?sch_class_code=C100138085&returnUrl=%2Fdongbu%2Fedu%2FselectPageListRealEduProgram.do&edust=&sch_course_code=&sch_domain_code=&sch_group_code=&sch_edust=&sch_edu_fee=&sch_dayofweek=&sch_time_from=&sch_time_to=&sch_lecturer=&sch_class_name=%EC%B2%AD%EC%86%8C%EC%97%B0%EA%B5%AC%EC%86%8C&currentPage=1	20240115161800	20240115161800	<NA>	<NA>	<NA>	<NA>	<NA>
16179	lc1	ASP00001	ASP00001S100120200101158	오프라인	[테스트 강좌] 디지털 시민교육 연습용 강좌	202006241000	202007161800	20200713	20200716	<NA>	50	<NA>	20200624080641	20200624080641	S1001	서울시(평생교육과)	중구	37.564512	126.975737
4632	186	ASP00001	ASP00001I138120160000025	오프라인	손뜨개교실	20160220	20160320	20160301	20160331	<NA>	20	http://jachi.jongno.go.kr/JUMIN/sub03/sub03_01_view.aspx?LectureCode=12219	<NA>	<NA>	I1381	교남동 자치회관	종로구	37.571869	126.961967
19948	310	ASP00001	ASP00001E1723000220190000276	오프라인	[목요일야간] 캘리그라피(고급) - 구로여성인력개발센터	20190103	20190905	20190905	20191107	<NA>	20	http://www.vocation.or.kr/sub2/step2.aspx?listUrl=step1.aspx&cop=CO20190082&center=WMC-01-04&p=&type=&name=	20190829	<NA>	E17230002	구로여성인력개발센터	구로구	37.508042	126.9472

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Other Symbol

Close Punctuation

Open Punctuation

Math Symbol

Letter Number

Other Number

Final Punctuation

Initial Punctuation

Space Separator

Dash Punctuation

Connector Punctuation

Modifier Symbol

Control

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Han

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Misc Symbols

None

Number Forms

Punctuation

Geometric Shapes

Arrows

Enclosed Alphanum

CJK

Compat Jamo

CJK Compat Ideographs

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Other Punctuation

Decimal Number

Uppercase Letter