gimi9 Pandas Profiling

Dataset statistics

Number of variables	27
Number of observations	6954
Missing cells	44852
Missing cells (%)	23.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	223.0 B

Variable types

Numeric	5
Categorical	8
Text	14

Dataset

Description	중장기개방계획에따른 경상남도 경남도립남해대학 데이터자료입니다.(전공이름, 과목이름, 과목코드등의 데이터를 포함하고있습니다.)
Author	경상남도
URL	https://www.data.go.kr/data/15067654/fileData.do

Alerts

`학기구분` has constant value ""	Constant
`반` is highly imbalanced (65.7%)	Imbalance
`내용1` is highly imbalanced (54.2%)	Imbalance
`내용2` is highly imbalanced (55.9%)	Imbalance
`내용3` is highly imbalanced (51.5%)	Imbalance
`내용4` is highly imbalanced (55.0%)	Imbalance
`내용5` is highly imbalanced (98.6%)	Imbalance
`이론시수` has 1558 (22.4%) missing values	Missing
`실습시수` has 1558 (22.4%) missing values	Missing
`주교재` has 549 (7.9%) missing values	Missing
`참고문헌` has 2190 (31.5%) missing values	Missing
`강의목적및개요` has 2449 (35.2%) missing values	Missing
`항목1` has 307 (4.4%) missing values	Missing
`항목2` has 360 (5.2%) missing values	Missing
`항목3` has 448 (6.4%) missing values	Missing
`항목4` has 723 (10.4%) missing values	Missing
`항목5` has 6914 (99.4%) missing values	Missing
`항목6` has 6944 (99.9%) missing values	Missing
`항목7` has 6949 (99.9%) missing values	Missing
`내용6` has 6948 (99.9%) missing values	Missing
`내용7` has 6949 (99.9%) missing values	Missing
`이론시수` has 1102 (15.8%) zeros	Zeros
`실습시수` has 2154 (31.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 14:41:52.105163
Analysis finished	2023-12-12 14:41:55.017069
Duration	2.91 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년도
Real number (ℝ)

Distinct	17
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2012.9441

Minimum	2002
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.2 KiB

Quantile statistics

Minimum	2002
5-th percentile	2006
Q1	2010
median	2013
Q3	2017
95-th percentile	2020
Maximum	2020
Range	18
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.3162958
Coefficient of variation (CV)	0.0021442701
Kurtosis	-1.0412676
Mean	2012.9441
Median Absolute Deviation (MAD)	4
Skewness	0.067652001
Sum	13998013
Variance	18.63041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
2015	603	8.7%
2012	599	8.6%
2011	587	8.4%
2020	581	8.4%
2013	577	8.3%
2014	564	8.1%
2010	503	7.2%
2019	487	7.0%
2006	443	6.4%
2018	438	6.3%
Other values (7)	1572	22.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2002	1	< 0.1%
2005	92	1.3%
2006	443	6.4%
2007	375	5.4%
2008	372	5.3%
2009	377	5.4%
2010	503	7.2%
2011	587	8.4%
2012	599	8.6%
2013	577	8.3%

Value	Count	Frequency (%)
2020	581	8.4%
2019	487	7.0%
2018	438	6.3%
2017	345	5.0%
2016	10	0.1%
2015	603	8.7%
2014	564	8.1%
2013	577	8.3%
2012	599	8.6%
2011	587	8.4%

학기
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

1	3835
2	3119

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	3835	55.1%
2	3119	44.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	3835	55.1%
2	3119	44.9%

학기구분
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

1	6954

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	6954	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	6954	100.0%

과목
Text

Distinct	2759
Distinct (%)	39.7%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	41724
Distinct characters	17
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	1121 ?
Unique (%)	16.1%

Sample

1st row	B10002
2nd row	C10002
3rd row	C40028
4th row	A60001
5th row	A60001

Value	Count	Frequency (%)
c50078	17	0.2%
c70041	17	0.2%
d70002	16	0.2%
c20150	15	0.2%
a50010	15	0.2%
c70040	14	0.2%
c60085	14	0.2%
a40015	14	0.2%
a70007	14	0.2%
c60095	14	0.2%
Other values (2749)	6804	97.8%

Most occurring characters

Value	Count	Frequency (%)
0	12058	28.9%
1	5824	14.0%
C	4907	11.8%
2	3342	8.0%
3	2487	6.0%
4	2399	5.7%
5	2305	5.5%
7	2144	5.1%
6	1980	4.7%
A	1207	2.9%
Other values (7)	3071	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	34770	83.3%
Uppercase Letter	6954	16.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12058	34.7%
1	5824	16.8%
2	3342	9.6%
3	2487	7.2%
4	2399	6.9%
5	2305	6.6%
7	2144	6.2%
6	1980	5.7%
9	1155	3.3%
8	1076	3.1%

Uppercase Letter

Value	Count	Frequency (%)
C	4907	70.6%
A	1207	17.4%
N	404	5.8%
B	364	5.2%
D	67	1.0%
E	4	0.1%
F	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	34770	83.3%
Latin	6954	16.7%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12058	34.7%
1	5824	16.8%
2	3342	9.6%
3	2487	7.2%
4	2399	6.9%
5	2305	6.6%
7	2144	6.2%
6	1980	5.7%
9	1155	3.3%
8	1076	3.1%

Latin

Value	Count	Frequency (%)
C	4907	70.6%
A	1207	17.4%
N	404	5.8%
B	364	5.2%
D	67	1.0%
E	4	0.1%
F	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41724	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12058	28.9%
1	5824	14.0%
C	4907	11.8%
2	3342	8.0%
3	2487	6.0%
4	2399	5.7%
5	2305	5.5%
7	2144	5.1%
6	1980	4.7%
A	1207	2.9%
Other values (7)	3071	7.4%

반
Categorical

IMBALANCE

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

A	4917
B	1954
C	53
D	19
E	7
Other values (2)	4

Length

Max length	4
Median length	1
Mean length	1.0012942
Min length	1

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	A
5th row	B

Common Values

Value	Count	Frequency (%)
A	4917	70.7%
B	1954	28.1%
C	53	0.8%
D	19	0.3%
E	7	0.1%
<NA>	3	< 0.1%
2	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	4917	70.7%
b	1954	28.1%
c	53	0.8%
d	19	0.3%
e	7	0.1%
na	3	< 0.1%
2	1	< 0.1%

이수구분
Real number (ℝ)

Distinct	34
Distinct (%)	0.5%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	17.568264

Minimum	1
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	23
95-th percentile	60
Maximum	60
Range	59
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	21.348885
Coefficient of variation (CV)	1.2151961
Kurtosis	-0.22026938
Mean	17.568264
Median Absolute Deviation (MAD)	4
Skewness	1.2579061
Sum	122117
Variance	455.77487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
7	2722	39.1%
4	665	9.6%
60	540	7.8%
1	528	7.6%
2	444	6.4%
3	418	6.0%
59	416	6.0%
53	200	2.9%
23	173	2.5%
52	116	1.7%
Other values (24)	729	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	528	7.6%
2	444	6.4%
3	418	6.0%
4	665	9.6%
5	85	1.2%
6	2	< 0.1%
7	2722	39.1%
11	102	1.5%
12	3	< 0.1%
13	7	0.1%

Value	Count	Frequency (%)
60	540	7.8%
59	416	6.0%
58	43	0.6%
57	58	0.8%
56	18	0.3%
54	13	0.2%
53	200	2.9%
52	116	1.7%
51	76	1.1%
41	1	< 0.1%

학점
Real number (ℝ)

Distinct	15
Distinct (%)	0.2%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.3013955

Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	3
Maximum	24
Range	23
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.4915386
Coefficient of variation (CV)	0.6481018
Kurtosis	62.403411
Mean	2.3013955
Median Absolute Deviation (MAD)	0
Skewness	7.0955211
Sum	15997
Variance	2.2246873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2	4472	64.3%
3	1585	22.8%
1	739	10.6%
8	52	0.7%
16	51	0.7%
4	30	0.4%
6	12	0.2%
15	3	< 0.1%
18	1	< 0.1%
24	1	< 0.1%
Other values (5)	5	0.1%
(Missing)	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	739	10.6%
2	4472	64.3%
3	1585	22.8%
4	30	0.4%
5	1	< 0.1%
6	12	0.2%
7	1	< 0.1%
8	52	0.7%
10	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
24	1	< 0.1%
18	1	< 0.1%
16	51	0.7%
15	3	< 0.1%
14	1	< 0.1%
12	1	< 0.1%
10	1	< 0.1%
8	52	0.7%
7	1	< 0.1%
6	12	0.2%

이론시수
Real number (ℝ)

MISSING ZEROS

Distinct	7
Distinct (%)	0.1%
Missing	1558
Missing (%)	22.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.3061527

Minimum	0
Maximum	20
Zeros	1102
Zeros (%)	15.8%
Negative	0
Negative (%)	0.0%
Memory size	61.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	3
Maximum	20
Range	20
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.94464352
Coefficient of variation (CV)	0.72322594
Kurtosis	27.831119
Mean	1.3061527
Median Absolute Deviation (MAD)	1
Skewness	1.6703475
Sum	7048
Variance	0.89235139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	2083	30.0%
2	1709	24.6%
0	1102	15.8%
3	485	7.0%
4	12	0.2%
6	4	0.1%
20	1	< 0.1%
(Missing)	1558	22.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1102	15.8%
1	2083	30.0%
2	1709	24.6%
3	485	7.0%
4	12	0.2%
6	4	0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
6	4	0.1%
4	12	0.2%
3	485	7.0%
2	1709	24.6%
1	2083	30.0%
0	1102	15.8%

실습시수
Real number (ℝ)

MISSING ZEROS

Distinct	19
Distinct (%)	0.4%
Missing	1558
Missing (%)	22.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.5976649

Minimum	0
Maximum	40
Zeros	2154
Zeros (%)	31.0%
Negative	0
Negative (%)	0.0%
Memory size	61.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	2
95-th percentile	3
Maximum	40
Range	40
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.8515164
Coefficient of variation (CV)	1.7848025
Kurtosis	78.884126
Mean	1.5976649
Median Absolute Deviation (MAD)	1
Skewness	7.9281671
Sum	8621
Variance	8.1311456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
2	2466	35.5%
0	2154	31.0%
3	459	6.6%
4	163	2.3%
1	81	1.2%
32	29	0.4%
16	23	0.3%
8	5	0.1%
12	4	0.1%
15	2	< 0.1%
Other values (9)	10	0.1%
(Missing)	1558	22.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2154	31.0%
1	81	1.2%
2	2466	35.5%
3	459	6.6%
4	163	2.3%
5	1	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	5	0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
40	1	< 0.1%
32	29	0.4%
30	1	< 0.1%
24	1	< 0.1%
20	1	< 0.1%
18	1	< 0.1%
16	23	0.3%
15	2	< 0.1%
12	4	0.1%
9	1	< 0.1%

주교재
Text

MISSING

Distinct	3223
Distinct (%)	50.3%
Missing	549
Missing (%)	7.9%
Memory size	54.5 KiB

Length

Max length	201
Median length	135
Mean length	31.299922
Min length	1

Characters and Unicode

Total characters	200476
Distinct characters	824
Distinct categories	16 ?
Distinct scripts	7 ?
Distinct blocks	14 ?

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

Unique

Unique	1788 ?
Unique (%)	27.9%

Sample

1st row	영어기초
2nd row	wrwrewe
3rd row	김성혁, 관광마케팅의 이해, 백산출판사, 2003.
4th row	2-------------
5th row	2-------------

Value	Count	Frequency (%)
	1901	5.5%
외	493	1.4%
및	356	1.0%
저	322	0.9%
교재	297	0.9%
공저	262	0.8%
1	241	0.7%
출판사	181	0.5%
위한	148	0.4%
실무	147	0.4%
Other values (7073)	29916	87.3%

Most occurring characters

Value	Count	Frequency (%)
	29420	14.7%
,	5929	3.0%
0	3698	1.8%
2	3032	1.5%
사	2865	1.4%
기	2799	1.4%
)	2759	1.4%
(	2726	1.4%
1	2579	1.3%
.	2397	1.2%
Other values (814)	142272	71.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	105328	52.5%
Space Separator	29423	14.7%
Lowercase Letter	20500	10.2%
Other Punctuation	12778	6.4%
Decimal Number	12576	6.3%
Uppercase Letter	11842	5.9%
Close Punctuation	2847	1.4%
Open Punctuation	2816	1.4%
Dash Punctuation	1456	0.7%
Math Symbol	269	0.1%
Other values (6)	641	0.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
사	2865	2.7%
기	2799	2.7%
교	1995	1.9%
학	1895	1.8%
재	1788	1.7%
이	1641	1.6%
자	1599	1.5%
판	1597	1.5%
출	1505	1.4%
공	1378	1.3%
Other values (702)	86266	81.9%

Lowercase Letter

Value	Count	Frequency (%)
e	2139	10.4%
o	1840	9.0%
i	1758	8.6%
n	1689	8.2%
t	1605	7.8%
a	1581	7.7%
r	1503	7.3%
s	1231	6.0%
c	830	4.0%
d	830	4.0%
Other values (17)	5494	26.8%

Uppercase Letter

Value	Count	Frequency (%)
C	1374	11.6%
A	1242	10.5%
S	994	8.4%
T	912	7.7%
E	831	7.0%
I	679	5.7%
P	658	5.6%
M	529	4.5%
R	520	4.4%
N	517	4.4%
Other values (16)	3586	30.3%

Other Punctuation

Value	Count	Frequency (%)
,	5929	46.4%
.	2397	18.8%
/	1650	12.9%
:	1607	12.6%
"	614	4.8%
*	235	1.8%
&	140	1.1%
'	80	0.6%
·	56	0.4%
;	24	0.2%
Other values (6)	46	0.4%

Decimal Number

Value	Count	Frequency (%)
0	3698	29.4%
2	3032	24.1%
1	2579	20.5%
3	831	6.6%
5	553	4.4%
4	546	4.3%
8	411	3.3%
7	343	2.7%
6	316	2.5%
9	267	2.1%

Math Symbol

Value	Count	Frequency (%)
+	114	42.4%
\|	71	26.4%
>	34	12.6%
<	31	11.5%
~	16	5.9%
∼	2	0.7%
=	1	0.4%

Close Punctuation

Value	Count	Frequency (%)
)	2759	96.9%
]	74	2.6%
』	10	0.4%
}	3	0.1%
」	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	2726	96.8%
[	77	2.7%
『	10	0.4%
{	2	0.1%
「	1	< 0.1%

Other Symbol

Value	Count	Frequency (%)
㈜	15	50.0%
★	6	20.0%
●	4	13.3%
■	3	10.0%
│	2	6.7%

Space Separator

Value	Count	Frequency (%)
	29420	> 99.9%
	3	< 0.1%

Initial Punctuation

Value	Count	Frequency (%)
“	205	98.1%
‘	4	1.9%

Final Punctuation

Value	Count	Frequency (%)
”	201	98.0%
’	4	2.0%

Letter Number

Value	Count	Frequency (%)
Ⅱ	5	55.6%
Ⅰ	4	44.4%

Dash Punctuation

Value	Count	Frequency (%)
-	1456	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	187	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	105212	52.5%
Common	62782	31.3%
Latin	32349	16.1%
Han	116	0.1%
Hiragana	12	< 0.1%
Katakana	3	< 0.1%
Greek	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
사	2865	2.7%
기	2799	2.7%
교	1995	1.9%
학	1895	1.8%
재	1788	1.7%
이	1641	1.6%
자	1599	1.5%
판	1597	1.5%
출	1505	1.4%
공	1378	1.3%
Other values (649)	86150	81.9%

Common

Value	Count	Frequency (%)
	29420	46.9%
,	5929	9.4%
0	3698	5.9%
2	3032	4.8%
)	2759	4.4%
(	2726	4.3%
1	2579	4.1%
.	2397	3.8%
/	1650	2.6%
:	1607	2.6%
Other values (46)	6985	11.1%

Latin

Value	Count	Frequency (%)
e	2139	6.6%
o	1840	5.7%
i	1758	5.4%
n	1689	5.2%
t	1605	5.0%
a	1581	4.9%
r	1503	4.6%
C	1374	4.2%
A	1242	3.8%
s	1231	3.8%
Other values (44)	16387	50.7%

Han

Value	Count	Frequency (%)
語	20	17.2%
漢	12	10.3%
口	7	6.0%
句	7	6.0%
新	5	4.3%
字	5	4.3%
本	5	4.3%
日	5	4.3%
步	4	3.4%
國	3	2.6%
Other values (39)	43	37.1%

Katakana

Value	Count	Frequency (%)
ル	1	33.3%
テ	1	33.3%
ホ	1	33.3%

Hiragana

Value	Count	Frequency (%)
す	6	50.0%
く	6	50.0%

Greek

Value	Count	Frequency (%)
α	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	105178	52.5%
ASCII	94596	47.2%
Punctuation	416	0.2%
CJK	115	0.1%
None	110	0.1%
Compat Jamo	19	< 0.1%
Hiragana	12	< 0.1%
Number Forms	9	< 0.1%
Geometric Shapes	7	< 0.1%
Misc Symbols	6	< 0.1%
Other values (4)	8	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	29420	31.1%
,	5929	6.3%
0	3698	3.9%
2	3032	3.2%
)	2759	2.9%
(	2726	2.9%
1	2579	2.7%
.	2397	2.5%
e	2139	2.3%
o	1840	1.9%
Other values (79)	38077	40.3%

Hangul

Value	Count	Frequency (%)
사	2865	2.7%
기	2799	2.7%
교	1995	1.9%
학	1895	1.8%
재	1788	1.7%
이	1641	1.6%
자	1599	1.5%
판	1597	1.5%
출	1505	1.4%
공	1378	1.3%
Other values (646)	86116	81.9%

Punctuation

Value	Count	Frequency (%)
“	205	49.3%
”	201	48.3%
’	4	1.0%
‘	4	1.0%
…	2	0.5%

None

Value	Count	Frequency (%)
·	56	50.9%
㈜	15	13.6%
『	10	9.1%
＂	10	9.1%
』	10	9.1%
	3	2.7%
α	2	1.8%
＆	1	0.9%
」	1	0.9%
「	1	0.9%

CJK

Value	Count	Frequency (%)
語	20	17.4%
漢	12	10.4%
口	7	6.1%
句	7	6.1%
新	5	4.3%
字	5	4.3%
本	5	4.3%
日	5	4.3%
步	4	3.5%
國	3	2.6%
Other values (38)	42	36.5%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	15	78.9%
ㅇ	4	21.1%

Misc Symbols

Value	Count	Frequency (%)
★	6	100.0%

Hiragana

Value	Count	Frequency (%)
す	6	50.0%
く	6	50.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	5	55.6%
Ⅰ	4	44.4%

Geometric Shapes

Value	Count	Frequency (%)
●	4	57.1%
■	3	42.9%

Box Drawing

Value	Count	Frequency (%)
│	2	100.0%

Math Operators

Value	Count	Frequency (%)
∼	2	100.0%

Katakana

Value	Count	Frequency (%)
ル	1	33.3%
テ	1	33.3%
ホ	1	33.3%

CJK Compat Ideographs

Value	Count	Frequency (%)
劉	1	100.0%

참고문헌
Text

MISSING

Distinct	2254
Distinct (%)	47.3%
Missing	2190
Missing (%)	31.5%
Memory size	54.5 KiB

Length

Max length	191
Median length	137
Mean length	44.729849
Min length	1

Characters and Unicode

Total characters	213093
Distinct characters	890
Distinct categories	15 ?
Distinct scripts	5 ?
Distinct blocks	10 ?

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

Unique

Unique	1269 ?
Unique (%)	26.6%

Sample

1st row	영어기초문법
2nd row	rwerwerw
3rd row	최태광, 관광마케팅, 백산출판사, 2002.
4th row	3---
5th row	3---

Value	Count	Frequency (%)
	2268	6.2%
컴퓨터	538	1.5%
외	487	1.3%
및	461	1.3%
등	391	1.1%
1	301	0.8%
저	221	0.6%
출판사	215	0.6%
2005	211	0.6%
빔프로젝트	199	0.5%
Other values (6807)	31007	85.4%

Most occurring characters

Value	Count	Frequency (%)
	33971	15.9%
,	10310	4.8%
0	4769	2.2%
.	3736	1.8%
2	3377	1.6%
기	3249	1.5%
사	2982	1.4%
)	2835	1.3%
(	2806	1.3%
이	2319	1.1%
Other values (880)	142739	67.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	115948	54.4%
Space Separator	33971	15.9%
Other Punctuation	18046	8.5%
Lowercase Letter	13890	6.5%
Decimal Number	13438	6.3%
Uppercase Letter	9271	4.4%
Close Punctuation	2871	1.3%
Open Punctuation	2845	1.3%
Dash Punctuation	1855	0.9%
Math Symbol	840	0.4%
Other values (5)	118	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	3249	2.8%
사	2982	2.6%
이	2319	2.0%
전	1763	1.5%
스	1757	1.5%
자	1737	1.5%
학	1492	1.3%
터	1452	1.3%
어	1422	1.2%
프	1387	1.2%
Other values (774)	96388	83.1%

Lowercase Letter

Value	Count	Frequency (%)
e	1489	10.7%
i	1351	9.7%
r	1175	8.5%
s	1111	8.0%
a	1109	8.0%
o	1014	7.3%
n	938	6.8%
t	848	6.1%
c	571	4.1%
u	477	3.4%
Other values (16)	3807	27.4%

Uppercase Letter

Value	Count	Frequency (%)
C	1334	14.4%
A	885	9.5%
S	831	9.0%
E	690	7.4%
P	580	6.3%
T	509	5.5%
D	499	5.4%
I	443	4.8%
N	433	4.7%
R	422	4.6%
Other values (16)	2645	28.5%

Other Punctuation

Value	Count	Frequency (%)
,	10310	57.1%
.	3736	20.7%
/	1910	10.6%
:	1135	6.3%
"	341	1.9%
*	267	1.5%
·	143	0.8%
&	97	0.5%
'	50	0.3%
;	21	0.1%
Other values (6)	36	0.2%

Decimal Number

Value	Count	Frequency (%)
0	4769	35.5%
2	3377	25.1%
1	1868	13.9%
3	837	6.2%
5	688	5.1%
9	467	3.5%
8	440	3.3%
4	431	3.2%
6	284	2.1%
7	277	2.1%

Math Symbol

Value	Count	Frequency (%)
>	614	73.1%
+	96	11.4%
\|	76	9.0%
~	21	2.5%
<	11	1.3%
=	10	1.2%
⇒	6	0.7%
→	5	0.6%
∼	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	2835	98.7%
]	13	0.5%
}	10	0.3%
』	10	0.3%
）	3	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	2806	98.6%
[	15	0.5%
{	11	0.4%
『	10	0.4%
（	3	0.1%

Other Symbol

Value	Count	Frequency (%)
㈜	8	44.4%
○	5	27.8%
●	5	27.8%

Space Separator

Value	Count	Frequency (%)
	33971	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1855	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	94	100.0%

Final Punctuation

Value	Count	Frequency (%)
”	2	100.0%

Initial Punctuation

Value	Count	Frequency (%)
“	2	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	115766	54.3%
Common	73976	34.7%
Latin	23161	10.9%
Han	186	0.1%
Hiragana	4	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	3249	2.8%
사	2982	2.6%
이	2319	2.0%
전	1763	1.5%
스	1757	1.5%
자	1737	1.5%
학	1492	1.3%
터	1452	1.3%
어	1422	1.2%
프	1387	1.2%
Other values (721)	96206	83.1%

Common

Value	Count	Frequency (%)
	33971	45.9%
,	10310	13.9%
0	4769	6.4%
.	3736	5.1%
2	3377	4.6%
)	2835	3.8%
(	2806	3.8%
/	1910	2.6%
1	1868	2.5%
-	1855	2.5%
Other values (43)	6539	8.8%

Han

Value	Count	Frequency (%)
花	9	4.8%
押	9	4.8%
文	8	4.3%
社	8	4.3%
物	7	3.8%
植	7	3.8%
葉	7	3.8%
觀	7	3.8%
食	6	3.2%
中	6	3.2%
Other values (43)	112	60.2%

Latin

Value	Count	Frequency (%)
e	1489	6.4%
i	1351	5.8%
C	1334	5.8%
r	1175	5.1%
s	1111	4.8%
a	1109	4.8%
o	1014	4.4%
n	938	4.0%
A	885	3.8%
t	848	3.7%
Other values (42)	11907	51.4%

Hiragana

Value	Count	Frequency (%)
と	4	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	115753	54.3%
ASCII	96927	45.5%
None	187	0.1%
CJK	186	0.1%
Arrows	11	< 0.1%
Geometric Shapes	10	< 0.1%
Punctuation	9	< 0.1%
Compat Jamo	5	< 0.1%
Hiragana	4	< 0.1%
Math Operators	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	33971	35.0%
,	10310	10.6%
0	4769	4.9%
.	3736	3.9%
2	3377	3.5%
)	2835	2.9%
(	2806	2.9%
/	1910	2.0%
1	1868	1.9%
-	1855	1.9%
Other values (81)	29490	30.4%

Hangul

Value	Count	Frequency (%)
기	3249	2.8%
사	2982	2.6%
이	2319	2.0%
전	1763	1.5%
스	1757	1.5%
자	1737	1.5%
학	1492	1.3%
터	1452	1.3%
어	1422	1.2%
프	1387	1.2%
Other values (718)	96193	83.1%

None

Value	Count	Frequency (%)
·	143	76.5%
』	10	5.3%
『	10	5.3%
，	10	5.3%
㈜	8	4.3%
）	3	1.6%
（	3	1.6%

CJK

Value	Count	Frequency (%)
花	9	4.8%
押	9	4.8%
文	8	4.3%
社	8	4.3%
物	7	3.8%
植	7	3.8%
葉	7	3.8%
觀	7	3.8%
食	6	3.2%
中	6	3.2%
Other values (43)	112	60.2%

Arrows

Value	Count	Frequency (%)
⇒	6	54.5%
→	5	45.5%

Geometric Shapes

Value	Count	Frequency (%)
○	5	50.0%
●	5	50.0%

Punctuation

Value	Count	Frequency (%)
※	5	55.6%
”	2	22.2%
“	2	22.2%

Hiragana

Value	Count	Frequency (%)
と	4	100.0%

Compat Jamo

Value	Count	Frequency (%)
ㅇ	3	60.0%
ㆍ	2	40.0%

Math Operators

Value	Count	Frequency (%)
∼	1	100.0%

강의목적및개요
Text

MISSING

Distinct	2120
Distinct (%)	47.1%
Missing	2449
Missing (%)	35.2%
Memory size	54.5 KiB

Length

Max length	237
Median length	123
Mean length	94.147392
Min length	1

Characters and Unicode

Total characters	424134
Distinct characters	853
Distinct categories	15 ?
Distinct scripts	4 ?
Distinct blocks	9 ?

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

Unique

Unique	1181 ?
Unique (%)	26.2%

Sample

1st row	영어기초문법
2nd row	rewrwre
3rd row	숙박업, 항공업, 여행업, 주제공원, 리조트, 유람선, 외식업 등 서비스를 제공하는 관광기업의 기초적인 마케팅 지식을 함양하며, 특히 고객만족 경영, 내부마케팅 등 새로운 분야의 이론을 숙지하도록 한다
4th row	1--------
5th row	1--------

Value	Count	Frequency (%)
및	1879	2.0%
수	1720	1.8%
한다	1054	1.1%
대한	923	1.0%
있는	885	0.9%
능력을	860	0.9%
있다	833	0.9%
있도록	744	0.8%
필요한	713	0.7%
통해	607	0.6%
Other values (11869)	85393	89.3%

Most occurring characters

Value	Count	Frequency (%)
	91975	21.7%
을	9613	2.3%
하	8310	2.0%
의	6822	1.6%
한	6767	1.6%
기	6726	1.6%
이	6424	1.5%
에	6285	1.5%
로	5452	1.3%
,	5173	1.2%
Other values (843)	270587	63.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	299593	70.6%
Space Separator	91975	21.7%
Lowercase Letter	14436	3.4%
Other Punctuation	10501	2.5%
Uppercase Letter	4566	1.1%
Decimal Number	1768	0.4%
Close Punctuation	476	0.1%
Open Punctuation	441	0.1%
Dash Punctuation	286	0.1%
Connector Punctuation	48	< 0.1%
Other values (5)	44	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
을	9613	3.2%
하	8310	2.8%
의	6822	2.3%
한	6767	2.3%
기	6726	2.2%
이	6424	2.1%
에	6285	2.1%
로	5452	1.8%
다	4934	1.6%
는	4832	1.6%
Other values (754)	233428	77.9%

Uppercase Letter

Value	Count	Frequency (%)
C	775	17.0%
A	506	11.1%
D	408	8.9%
T	380	8.3%
P	367	8.0%
E	341	7.5%
S	320	7.0%
R	217	4.8%
I	210	4.6%
V	152	3.3%
Other values (16)	890	19.5%

Lowercase Letter

Value	Count	Frequency (%)
e	1732	12.0%
s	1282	8.9%
o	1262	8.7%
t	1234	8.5%
i	1108	7.7%
n	1101	7.6%
r	956	6.6%
a	842	5.8%
l	660	4.6%
h	547	3.8%
Other values (15)	3712	25.7%

Other Punctuation

Value	Count	Frequency (%)
,	5173	49.3%
.	4724	45.0%
/	221	2.1%
:	107	1.0%
'	74	0.7%
·	71	0.7%
*	64	0.6%
&	49	0.5%
%	8	0.1%
;	7	0.1%

Decimal Number

Value	Count	Frequency (%)
1	476	26.9%
2	426	24.1%
0	282	16.0%
3	265	15.0%
4	108	6.1%
8	64	3.6%
5	62	3.5%
9	52	2.9%
6	19	1.1%
7	14	0.8%

Close Punctuation

Value	Count	Frequency (%)
)	452	95.0%
]	20	4.2%
』	4	0.8%

Open Punctuation

Value	Count	Frequency (%)
(	417	94.6%
[	20	4.5%
『	4	0.9%

Math Symbol

Value	Count	Frequency (%)
+	14	77.8%
>	2	11.1%
<	2	11.1%

Letter Number

Value	Count	Frequency (%)
Ⅱ	4	66.7%
Ⅰ	2	33.3%

Space Separator

Value	Count	Frequency (%)
	91975	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	286	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	48	100.0%

Initial Punctuation

Value	Count	Frequency (%)
“	9	100.0%

Final Punctuation

Value	Count	Frequency (%)
”	9	100.0%

Other Symbol

Value	Count	Frequency (%)
○	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	299574	70.6%
Common	105533	24.9%
Latin	19008	4.5%
Han	19	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
을	9613	3.2%
하	8310	2.8%
의	6822	2.3%
한	6767	2.3%
기	6726	2.2%
이	6424	2.1%
에	6285	2.1%
로	5452	1.8%
다	4934	1.6%
는	4832	1.6%
Other values (746)	233409	77.9%

Latin

Value	Count	Frequency (%)
e	1732	9.1%
s	1282	6.7%
o	1262	6.6%
t	1234	6.5%
i	1108	5.8%
n	1101	5.8%
r	956	5.0%
a	842	4.4%
C	775	4.1%
l	660	3.5%
Other values (43)	8056	42.4%

Common

Value	Count	Frequency (%)
	91975	87.2%
,	5173	4.9%
.	4724	4.5%
1	476	0.5%
)	452	0.4%
2	426	0.4%
(	417	0.4%
-	286	0.3%
0	282	0.3%
3	265	0.3%
Other values (26)	1057	1.0%

Han

Value	Count	Frequency (%)
生	6	31.6%
相	3	15.8%
共	3	15.8%
社	3	15.8%
會	1	5.3%
理	1	5.3%
料	1	5.3%
蓆	1	5.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	299544	70.6%
ASCII	124436	29.3%
None	79	< 0.1%
Compat Jamo	30	< 0.1%
Punctuation	18	< 0.1%
CJK	18	< 0.1%
Number Forms	6	< 0.1%
Geometric Shapes	2	< 0.1%
CJK Compat Ideographs	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	91975	73.9%
,	5173	4.2%
.	4724	3.8%
e	1732	1.4%
s	1282	1.0%
o	1262	1.0%
t	1234	1.0%
i	1108	0.9%
n	1101	0.9%
r	956	0.8%
Other values (71)	13889	11.2%

Hangul

Value	Count	Frequency (%)
을	9613	3.2%
하	8310	2.8%
의	6822	2.3%
한	6767	2.3%
기	6726	2.2%
이	6424	2.1%
에	6285	2.1%
로	5452	1.8%
다	4934	1.6%
는	4832	1.6%
Other values (738)	233379	77.9%

None

Value	Count	Frequency (%)
·	71	89.9%
』	4	5.1%
『	4	5.1%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	21	70.0%
ㅣ	2	6.7%
ㄱ	2	6.7%
ㅔ	1	3.3%
ㅅ	1	3.3%
ㅊ	1	3.3%
ㄷ	1	3.3%
ㅏ	1	3.3%

Punctuation

Value	Count	Frequency (%)
“	9	50.0%
”	9	50.0%

CJK

Value	Count	Frequency (%)
生	6	33.3%
相	3	16.7%
共	3	16.7%
社	3	16.7%
會	1	5.6%
理	1	5.6%
蓆	1	5.6%

Number Forms

Value	Count	Frequency (%)
Ⅱ	4	66.7%
Ⅰ	2	33.3%

Geometric Shapes

Value	Count	Frequency (%)
○	2	100.0%

CJK Compat Ideographs

Value	Count	Frequency (%)
料	1	100.0%

항목1
Text

MISSING

Distinct	146
Distinct (%)	2.2%
Missing	307
Missing (%)	4.4%
Memory size	54.5 KiB

Length

Max length	13
Median length	4
Mean length	3.6989619
Min length	1

Characters and Unicode

Total characters	24587
Distinct characters	157
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	48 ?
Unique (%)	0.7%

Sample

1st row	출석
2nd row	rwewer
3rd row	4-
4th row	4-
5th row	중간조사

Value	Count	Frequency (%)
중간시험	2749	39.9%
출석	1718	25.0%
중간고사	890	12.9%
출석평가	268	3.9%
직무능력평가1	163	2.4%
중간	132	1.9%
중간평가	107	1.6%
exam	68	1.0%
mid	49	0.7%
term	49	0.7%
Other values (140)	691	10.0%

Most occurring characters

Value	Count	Frequency (%)
중	3921	15.9%
간	3918	15.9%
험	2798	11.4%
시	2792	11.4%
출	2087	8.5%
석	2069	8.4%
사	916	3.7%
고	908	3.7%
평	661	2.7%
가	654	2.7%
Other values (147)	3863	15.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	22808	92.8%
Lowercase Letter	1034	4.2%
Decimal Number	250	1.0%
Space Separator	244	1.0%
Uppercase Letter	175	0.7%
Dash Punctuation	22	0.1%
Close Punctuation	18	0.1%
Open Punctuation	18	0.1%
Other Punctuation	18	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
중	3921	17.2%
간	3918	17.2%
험	2798	12.3%
시	2792	12.2%
출	2087	9.2%
석	2069	9.1%
사	916	4.0%
고	908	4.0%
평	661	2.9%
가	654	2.9%
Other values (118)	2084	9.1%

Lowercase Letter

Value	Count	Frequency (%)
e	197	19.1%
m	135	13.1%
t	132	12.8%
a	114	11.0%
d	112	10.8%
n	91	8.8%
r	69	6.7%
i	68	6.6%
x	68	6.6%
c	45	4.4%
Other values (2)	3	0.3%

Uppercase Letter

Value	Count	Frequency (%)
M	67	38.3%
A	52	29.7%
E	30	17.1%
T	25	14.3%
F	1	0.6%

Decimal Number

Value	Count	Frequency (%)
1	244	97.6%
4	3	1.2%
0	2	0.8%
3	1	0.4%

Other Punctuation

Value	Count	Frequency (%)
/	8	44.4%
,	5	27.8%
.	4	22.2%
%	1	5.6%

Space Separator

Value	Count	Frequency (%)
	244	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	22	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	18	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	18	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	22808	92.8%
Latin	1209	4.9%
Common	570	2.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
중	3921	17.2%
간	3918	17.2%
험	2798	12.3%
시	2792	12.2%
출	2087	9.2%
석	2069	9.1%
사	916	4.0%
고	908	4.0%
평	661	2.9%
가	654	2.9%
Other values (118)	2084	9.1%

Latin

Value	Count	Frequency (%)
e	197	16.3%
m	135	11.2%
t	132	10.9%
a	114	9.4%
d	112	9.3%
n	91	7.5%
r	69	5.7%
i	68	5.6%
x	68	5.6%
M	67	5.5%
Other values (7)	156	12.9%

Common

Value	Count	Frequency (%)
1	244	42.8%
	244	42.8%
-	22	3.9%
)	18	3.2%
(	18	3.2%
/	8	1.4%
,	5	0.9%
.	4	0.7%
4	3	0.5%
0	2	0.4%
Other values (2)	2	0.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	22808	92.8%
ASCII	1779	7.2%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
중	3921	17.2%
간	3918	17.2%
험	2798	12.3%
시	2792	12.2%
출	2087	9.2%
석	2069	9.1%
사	916	4.0%
고	908	4.0%
평	661	2.9%
가	654	2.9%
Other values (118)	2084	9.1%

ASCII

Value	Count	Frequency (%)
1	244	13.7%
	244	13.7%
e	197	11.1%
m	135	7.6%
t	132	7.4%
a	114	6.4%
d	112	6.3%
n	91	5.1%
r	69	3.9%
i	68	3.8%
Other values (19)	373	21.0%

항목2
Text

MISSING

Distinct	215
Distinct (%)	3.3%
Missing	360
Missing (%)	5.2%
Memory size	54.5 KiB

Length

Max length	13
Median length	4
Mean length	4.2682742
Min length	1

Characters and Unicode

Total characters	28145
Distinct characters	204
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	60 ?
Unique (%)	0.9%

Sample

1st row	과제
2nd row	rwerwer
3rd row	기말고사
4th row	기말고사
5th row	기말고사

Value	Count	Frequency (%)
기말시험	2741	39.7%
기말고사	902	13.1%
중간고사	416	6.0%
과제	310	4.5%
직무능력평가1	255	3.7%
직무능력평가2	165	2.4%
중간	158	2.3%
중간평가	140	2.0%
기말	127	1.8%
기말평가	104	1.5%
Other values (205)	1592	23.0%

Most occurring characters

Value	Count	Frequency (%)
기	3992	14.2%
말	3920	13.9%
시	2826	10.0%
험	2826	10.0%
고	1385	4.9%
사	1377	4.9%
평	1160	4.1%
가	1151	4.1%
중	811	2.9%
간	808	2.9%
Other values (194)	7889	28.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	25785	91.6%
Lowercase Letter	907	3.2%
Decimal Number	821	2.9%
Space Separator	322	1.1%
Uppercase Letter	202	0.7%
Other Punctuation	54	0.2%
Close Punctuation	25	0.1%
Open Punctuation	25	0.1%
Dash Punctuation	2	< 0.1%
Other Symbol	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
기	3992	15.5%
말	3920	15.2%
시	2826	11.0%
험	2826	11.0%
고	1385	5.4%
사	1377	5.3%
평	1160	4.5%
가	1151	4.5%
중	811	3.1%
간	808	3.1%
Other values (146)	5529	21.4%

Lowercase Letter

Value	Count	Frequency (%)
a	139	15.3%
m	95	10.5%
i	91	10.0%
n	90	9.9%
e	82	9.0%
t	65	7.2%
x	59	6.5%
o	52	5.7%
l	52	5.7%
r	50	5.5%
Other values (10)	132	14.6%

Uppercase Letter

Value	Count	Frequency (%)
E	57	28.2%
F	52	25.7%
H	20	9.9%
M	16	7.9%
A	16	7.9%
T	13	6.4%
B	7	3.5%
P	6	3.0%
R	5	2.5%
C	4	2.0%
Other values (4)	6	3.0%

Decimal Number

Value	Count	Frequency (%)
1	558	68.0%
2	251	30.6%
3	5	0.6%
0	4	0.5%
4	3	0.4%

Other Punctuation

Value	Count	Frequency (%)
/	33	61.1%
,	16	29.6%
%	3	5.6%
.	2	3.7%

Space Separator

Value	Count	Frequency (%)
	322	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	25	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	25	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2	100.0%

Other Symbol

Value	Count	Frequency (%)
●	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	25785	91.6%
Common	1251	4.4%
Latin	1109	3.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
기	3992	15.5%
말	3920	15.2%
시	2826	11.0%
험	2826	11.0%
고	1385	5.4%
사	1377	5.3%
평	1160	4.5%
가	1151	4.5%
중	811	3.1%
간	808	3.1%
Other values (146)	5529	21.4%

Latin

Value	Count	Frequency (%)
a	139	12.5%
m	95	8.6%
i	91	8.2%
n	90	8.1%
e	82	7.4%
t	65	5.9%
x	59	5.3%
E	57	5.1%
o	52	4.7%
l	52	4.7%
Other values (24)	327	29.5%

Common

Value	Count	Frequency (%)
1	558	44.6%
	322	25.7%
2	251	20.1%
/	33	2.6%
)	25	2.0%
(	25	2.0%
,	16	1.3%
3	5	0.4%
0	4	0.3%
4	3	0.2%
Other values (4)	9	0.7%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	25785	91.6%
ASCII	2358	8.4%
Geometric Shapes	2	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
기	3992	15.5%
말	3920	15.2%
시	2826	11.0%
험	2826	11.0%
고	1385	5.4%
사	1377	5.3%
평	1160	4.5%
가	1151	4.5%
중	811	3.1%
간	808	3.1%
Other values (146)	5529	21.4%

ASCII

Value	Count	Frequency (%)
1	558	23.7%
	322	13.7%
2	251	10.6%
a	139	5.9%
m	95	4.0%
i	91	3.9%
n	90	3.8%
e	82	3.5%
t	65	2.8%
x	59	2.5%
Other values (37)	606	25.7%

Geometric Shapes

Value	Count	Frequency (%)
●	2	100.0%

항목3
Text

MISSING

Distinct	231
Distinct (%)	3.6%
Missing	448
Missing (%)	6.4%
Memory size	54.5 KiB

Length

Max length	15
Median length	2
Mean length	3.2075008
Min length	1

Characters and Unicode

Total characters	20868
Distinct characters	193
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	65 ?
Unique (%)	1.0%

Sample

1st row	중간
2nd row	wrewr
3rd row	과제물
4th row	과제물
5th row	수시고사

Value	Count	Frequency (%)
출석	3393	50.2%
중간고사	383	5.7%
기말고사	356	5.3%
과제	264	3.9%
직무능력평가2	235	3.5%
직무능력평가3	152	2.2%
기말평가	140	2.1%
중간	126	1.9%
기말	125	1.8%
과제물	92	1.4%
Other values (206)	1491	22.1%

Most occurring characters

Value	Count	Frequency (%)
출	3527	16.9%
석	3480	16.7%
평	1032	4.9%
가	1020	4.9%
사	854	4.1%
고	821	3.9%
기	761	3.6%
말	735	3.5%
직	676	3.2%
무	674	3.2%
Other values (183)	7288	34.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	18622	89.2%
Lowercase Letter	881	4.2%
Decimal Number	793	3.8%
Space Separator	293	1.4%
Uppercase Letter	159	0.8%
Other Punctuation	91	0.4%
Open Punctuation	13	0.1%
Close Punctuation	12	0.1%
Dash Punctuation	2	< 0.1%
Other Symbol	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
출	3527	18.9%
석	3480	18.7%
평	1032	5.5%
가	1020	5.5%
사	854	4.6%
고	821	4.4%
기	761	4.1%
말	735	3.9%
직	676	3.6%
무	674	3.6%
Other values (138)	5042	27.1%

Lowercase Letter

Value	Count	Frequency (%)
e	144	16.3%
n	124	14.1%
t	122	13.8%
a	108	12.3%
d	70	7.9%
m	68	7.7%
c	51	5.8%
i	42	4.8%
x	37	4.2%
r	34	3.9%
Other values (10)	81	9.2%

Uppercase Letter

Value	Count	Frequency (%)
A	51	32.1%
E	32	20.1%
F	25	15.7%
M	19	11.9%
H	12	7.5%
T	7	4.4%
C	6	3.8%
D	5	3.1%
L	1	0.6%
R	1	0.6%

Decimal Number

Value	Count	Frequency (%)
2	536	67.6%
3	218	27.5%
1	27	3.4%
0	7	0.9%
4	5	0.6%

Other Punctuation

Value	Count	Frequency (%)
/	48	52.7%
,	32	35.2%
%	6	6.6%
.	4	4.4%
&	1	1.1%

Space Separator

Value	Count	Frequency (%)
	293	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	13	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	12	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2	100.0%

Other Symbol

Value	Count	Frequency (%)
●	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	18622	89.2%
Common	1206	5.8%
Latin	1040	5.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
출	3527	18.9%
석	3480	18.7%
평	1032	5.5%
가	1020	5.5%
사	854	4.6%
고	821	4.4%
기	761	4.1%
말	735	3.9%
직	676	3.6%
무	674	3.6%
Other values (138)	5042	27.1%

Latin

Value	Count	Frequency (%)
e	144	13.8%
n	124	11.9%
t	122	11.7%
a	108	10.4%
d	70	6.7%
m	68	6.5%
A	51	4.9%
c	51	4.9%
i	42	4.0%
x	37	3.6%
Other values (20)	223	21.4%

Common

Value	Count	Frequency (%)
2	536	44.4%
	293	24.3%
3	218	18.1%
/	48	4.0%
,	32	2.7%
1	27	2.2%
(	13	1.1%
)	12	1.0%
0	7	0.6%
%	6	0.5%
Other values (5)	14	1.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	18622	89.2%
ASCII	2244	10.8%
Geometric Shapes	2	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
출	3527	18.9%
석	3480	18.7%
평	1032	5.5%
가	1020	5.5%
사	854	4.6%
고	821	4.4%
기	761	4.1%
말	735	3.9%
직	676	3.6%
무	674	3.6%
Other values (138)	5042	27.1%

ASCII

Value	Count	Frequency (%)
2	536	23.9%
	293	13.1%
3	218	9.7%
e	144	6.4%
n	124	5.5%
t	122	5.4%
a	108	4.8%
d	70	3.1%
m	68	3.0%
A	51	2.3%
Other values (34)	510	22.7%

Geometric Shapes

Value	Count	Frequency (%)
●	2	100.0%

항목4
Text

MISSING

Distinct	233
Distinct (%)	3.7%
Missing	723
Missing (%)	10.4%
Memory size	54.5 KiB

Length

Max length	10
Median length	2
Mean length	2.980581
Min length	1

Characters and Unicode

Total characters	18572
Distinct characters	178
Distinct categories	9 ?
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	68 ?
Unique (%)	1.1%

Sample

1st row	기말
2nd row	werewrew
3rd row	출결
4th row	출결
5th row	과제물

Value	Count	Frequency (%)
과제	3339	50.9%
출석	574	8.8%
기말고사	417	6.4%
직무능력평가3	196	3.0%
기말	152	2.3%
과제물	133	2.0%
레포트	128	2.0%
기타	82	1.3%
및	72	1.1%
발표	59	0.9%
Other values (207)	1405	21.4%

Most occurring characters

Value	Count	Frequency (%)
과	3660	19.7%
제	3655	19.7%
기	730	3.9%
출	685	3.7%
석	631	3.4%
평	620	3.3%
말	602	3.2%
가	575	3.1%
고	512	2.8%
사	464	2.5%
Other values (168)	6438	34.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	16636	89.6%
Lowercase Letter	805	4.3%
Decimal Number	466	2.5%
Space Separator	359	1.9%
Uppercase Letter	144	0.8%
Other Punctuation	117	0.6%
Open Punctuation	21	0.1%
Close Punctuation	19	0.1%
Dash Punctuation	5	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
과	3660	22.0%
제	3655	22.0%
기	730	4.4%
출	685	4.1%
석	631	3.8%
평	620	3.7%
말	602	3.6%
가	575	3.5%
고	512	3.1%
사	464	2.8%
Other values (130)	4502	27.1%

Lowercase Letter

Value	Count	Frequency (%)
t	175	21.7%
i	97	12.0%
e	84	10.4%
n	68	8.4%
a	65	8.1%
m	56	7.0%
d	50	6.2%
u	49	6.1%
s	40	5.0%
x	34	4.2%
Other values (8)	87	10.8%

Uppercase Letter

Value	Count	Frequency (%)
A	68	47.2%
E	34	23.6%
F	30	20.8%
H	4	2.8%
T	4	2.8%
R	3	2.1%
D	1	0.7%

Decimal Number

Value	Count	Frequency (%)
3	426	91.4%
2	24	5.2%
4	9	1.9%
1	4	0.9%
0	3	0.6%

Other Punctuation

Value	Count	Frequency (%)
/	57	48.7%
,	55	47.0%
%	3	2.6%
.	2	1.7%

Space Separator

Value	Count	Frequency (%)
	359	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	21	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	19	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	16636	89.6%
Common	987	5.3%
Latin	949	5.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
과	3660	22.0%
제	3655	22.0%
기	730	4.4%
출	685	4.1%
석	631	3.8%
평	620	3.7%
말	602	3.6%
가	575	3.5%
고	512	3.1%
사	464	2.8%
Other values (130)	4502	27.1%

Latin

Value	Count	Frequency (%)
t	175	18.4%
i	97	10.2%
e	84	8.9%
n	68	7.2%
A	68	7.2%
a	65	6.8%
m	56	5.9%
d	50	5.3%
u	49	5.2%
s	40	4.2%
Other values (15)	197	20.8%

Common

Value	Count	Frequency (%)
3	426	43.2%
	359	36.4%
/	57	5.8%
,	55	5.6%
2	24	2.4%
(	21	2.1%
)	19	1.9%
4	9	0.9%
-	5	0.5%
1	4	0.4%
Other values (3)	8	0.8%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	16634	89.6%
ASCII	1936	10.4%
Compat Jamo	2	< 0.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
과	3660	22.0%
제	3655	22.0%
기	730	4.4%
출	685	4.1%
석	631	3.8%
평	620	3.7%
말	602	3.6%
가	575	3.5%
고	512	3.1%
사	464	2.8%
Other values (129)	4500	27.1%

ASCII

Value	Count	Frequency (%)
3	426	22.0%
	359	18.5%
t	175	9.0%
i	97	5.0%
e	84	4.3%
n	68	3.5%
A	68	3.5%
a	65	3.4%
/	57	2.9%
m	56	2.9%
Other values (28)	481	24.8%

Compat Jamo

Value	Count	Frequency (%)
ㅗ	2	100.0%

항목5
Text

MISSING

Distinct	20
Distinct (%)	50.0%
Missing	6914
Missing (%)	99.4%
Memory size	54.5 KiB

Length

Max length	8
Median length	7
Mean length	3.9
Min length	2

Characters and Unicode

Total characters	156
Distinct characters	51
Distinct categories	8 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	11 ?
Unique (%)	27.5%

Sample

1st row	rwer
2nd row	기타
3rd row	기타
4th row	학습태도(발표)
5th row	기말고사

Value	Count	Frequency (%)
출석	10	23.8%
기말고사	7	16.7%
수업태도	3	7.1%
출석사항	2	4.8%
학습태도	2	4.8%
기타	2	4.8%
관련자격획득	2	4.8%
컴퓨터일반	2	4.8%
이론	2	4.8%
실기	1	2.4%
Other values (9)	9	21.4%

Most occurring characters

Value	Count	Frequency (%)
출	14	9.0%
석	13	8.3%
사	12	7.7%
기	11	7.1%
고	9	5.8%
말	8	5.1%
	6	3.8%
태	6	3.8%
도	6	3.8%
학	3	1.9%
Other values (41)	68	43.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	136	87.2%
Lowercase Letter	7	4.5%
Space Separator	6	3.8%
Decimal Number	2	1.3%
Other Punctuation	2	1.3%
Close Punctuation	1	0.6%
Open Punctuation	1	0.6%
Uppercase Letter	1	0.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
출	14	10.3%
석	13	9.6%
사	12	8.8%
기	11	8.1%
고	9	6.6%
말	8	5.9%
태	6	4.4%
도	6	4.4%
학	3	2.2%
습	3	2.2%
Other values (27)	51	37.5%

Lowercase Letter

Value	Count	Frequency (%)
r	2	28.6%
i	1	14.3%
z	1	14.3%
u	1	14.3%
e	1	14.3%
w	1	14.3%

Decimal Number

Value	Count	Frequency (%)
0	1	50.0%
2	1	50.0%

Other Punctuation

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

Space Separator

Value	Count	Frequency (%)
	6	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1	100.0%

Uppercase Letter

Value	Count	Frequency (%)
Q	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	136	87.2%
Common	12	7.7%
Latin	8	5.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
출	14	10.3%
석	13	9.6%
사	12	8.8%
기	11	8.1%
고	9	6.6%
말	8	5.9%
태	6	4.4%
도	6	4.4%
학	3	2.2%
습	3	2.2%
Other values (27)	51	37.5%

Common

Value	Count	Frequency (%)
	6	50.0%
0	1	8.3%
2	1	8.3%
)	1	8.3%
(	1	8.3%
/	1	8.3%
%	1	8.3%

Latin

Value	Count	Frequency (%)
r	2	25.0%
i	1	12.5%
z	1	12.5%
u	1	12.5%
Q	1	12.5%
e	1	12.5%
w	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	136	87.2%
ASCII	20	12.8%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
출	14	10.3%
석	13	9.6%
사	12	8.8%
기	11	8.1%
고	9	6.6%
말	8	5.9%
태	6	4.4%
도	6	4.4%
학	3	2.2%
습	3	2.2%
Other values (27)	51	37.5%

ASCII

Value	Count	Frequency (%)
	6	30.0%
r	2	10.0%
0	1	5.0%
2	1	5.0%
)	1	5.0%
(	1	5.0%
i	1	5.0%
z	1	5.0%
u	1	5.0%
Q	1	5.0%
Other values (4)	4	20.0%

항목6
Text

MISSING

Distinct	6
Distinct (%)	60.0%
Missing	6944
Missing (%)	99.9%
Memory size	54.5 KiB

Length

Max length	6
Median length	5
Mean length	3.8
Min length	2

Characters and Unicode

Total characters	38
Distinct characters	21
Distinct categories	5 ?
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	3 ?
Unique (%)	30.0%

Sample

1st row	wer
2nd row	출석
3rd row	출석
4th row	합계100%
5th row	수업 태도

Value	Count	Frequency (%)
출석	3	23.1%
평소태도	2	15.4%
엑셀	2	15.4%
이론	2	15.4%
wer	1	7.7%
합계100	1	7.7%
수업	1	7.7%
태도	1	7.7%

Most occurring characters

Value	Count	Frequency (%)
출	3	7.9%
	3	7.9%
석	3	7.9%
태	3	7.9%
도	3	7.9%
0	2	5.3%
이	2	5.3%
론	2	5.3%
셀	2	5.3%
엑	2	5.3%
Other values (11)	13	34.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	28	73.7%
Space Separator	3	7.9%
Decimal Number	3	7.9%
Lowercase Letter	3	7.9%
Other Punctuation	1	2.6%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
출	3	10.7%
석	3	10.7%
태	3	10.7%
도	3	10.7%
이	2	7.1%
론	2	7.1%
셀	2	7.1%
엑	2	7.1%
소	2	7.1%
평	2	7.1%
Other values (4)	4	14.3%

Lowercase Letter

Value	Count	Frequency (%)
w	1	33.3%
e	1	33.3%
r	1	33.3%

Decimal Number

Value	Count	Frequency (%)
0	2	66.7%
1	1	33.3%

Space Separator

Value	Count	Frequency (%)
	3	100.0%

Other Punctuation

Value	Count	Frequency (%)
%	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	28	73.7%
Common	7	18.4%
Latin	3	7.9%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
출	3	10.7%
석	3	10.7%
태	3	10.7%
도	3	10.7%
이	2	7.1%
론	2	7.1%
셀	2	7.1%
엑	2	7.1%
소	2	7.1%
평	2	7.1%
Other values (4)	4	14.3%

Common

Value	Count	Frequency (%)
	3	42.9%
0	2	28.6%
1	1	14.3%
%	1	14.3%

Latin

Value	Count	Frequency (%)
w	1	33.3%
e	1	33.3%
r	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	28	73.7%
ASCII	10	26.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
출	3	10.7%
석	3	10.7%
태	3	10.7%
도	3	10.7%
이	2	7.1%
론	2	7.1%
셀	2	7.1%
엑	2	7.1%
소	2	7.1%
평	2	7.1%
Other values (4)	4	14.3%

ASCII

Value	Count	Frequency (%)
	3	30.0%
0	2	20.0%
w	1	10.0%
e	1	10.0%
r	1	10.0%
1	1	10.0%
%	1	10.0%

항목7
Text

MISSING

Distinct	3
Distinct (%)	60.0%
Missing	6949
Missing (%)	99.9%
Memory size	54.5 KiB

Length

Max length	3
Median length	2
Mean length	2.2
Min length	2

Characters and Unicode

Total characters	11
Distinct characters	7
Distinct categories	2 ?
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	1 ?
Unique (%)	20.0%

Sample

1st row	wer
2nd row	합계
3rd row	과제
4th row	합계
5th row	과제

Value	Count	Frequency (%)
합계	2	40.0%
과제	2	40.0%
wer	1	20.0%

Most occurring characters

Value	Count	Frequency (%)
합	2	18.2%
계	2	18.2%
과	2	18.2%
제	2	18.2%
w	1	9.1%
e	1	9.1%
r	1	9.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	8	72.7%
Lowercase Letter	3	27.3%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
합	2	25.0%
계	2	25.0%
과	2	25.0%
제	2	25.0%

Lowercase Letter

Value	Count	Frequency (%)
w	1	33.3%
e	1	33.3%
r	1	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	8	72.7%
Latin	3	27.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
합	2	25.0%
계	2	25.0%
과	2	25.0%
제	2	25.0%

Latin

Value	Count	Frequency (%)
w	1	33.3%
e	1	33.3%
r	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	8	72.7%
ASCII	3	27.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
합	2	25.0%
계	2	25.0%
과	2	25.0%
제	2	25.0%

ASCII

Value	Count	Frequency (%)
w	1	33.3%
e	1	33.3%
r	1	33.3%

내용1
Categorical

IMBALANCE

Distinct	33
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

30%	3335
20%	1246
20	1054
30	579
<NA>	387
Other values (28)	353

Length

Max length	17
Median length	3
Mean length	2.8035663
Min length	1

Unique

Unique	4 ?
Unique (%)	0.1%

Sample

1st row	20
2nd row	werwerwe
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
30%	3335	48.0%
20%	1246	17.9%
20	1054	15.2%
30	579	8.3%
<NA>	387	5.6%
50%	53	0.8%
40	52	0.7%
40%	47	0.7%
100	41	0.6%
25%	21	0.3%
Other values (23)	139	2.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
30	3914	56.3%
20	2300	33.1%
na	387	5.6%
40	99	1.4%
50	63	0.9%
100	44	0.6%
25	40	0.6%
10	33	0.5%
0	22	0.3%
70	10	0.1%
Other values (17)	46	0.7%

내용2
Categorical

IMBALANCE

Distinct	34
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

30%	3985
30	938
20%	516
20	501
<NA>	425
Other values (29)	589

Length

Max length	12
Median length	3
Mean length	2.8078804
Min length	1

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	10
2nd row	wrewerwerw
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
30%	3985	57.3%
30	938	13.5%
20%	516	7.4%
20	501	7.2%
<NA>	425	6.1%
40	164	2.4%
40%	122	1.8%
25%	59	0.8%
25	49	0.7%
50%	30	0.4%
Other values (24)	165	2.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
30	4923	70.8%
20	1017	14.6%
na	425	6.1%
40	286	4.1%
25	108	1.6%
50	46	0.7%
10	33	0.5%
60	27	0.4%
80	25	0.4%
0	19	0.3%
Other values (14)	48	0.7%

내용3
Categorical

IMBALANCE

Distinct	28
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

20%	3517
30%	1006
30	765
20	726
<NA>	502
Other values (23)	438

Length

Max length	13
Median length	3
Mean length	2.8277251
Min length	1

Unique

Unique	4 ?
Unique (%)	0.1%

Sample

1st row	30
2nd row	wrwr
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
20%	3517	50.6%
30%	1006	14.5%
30	765	11.0%
20	726	10.4%
<NA>	502	7.2%
40	118	1.7%
40%	74	1.1%
25%	44	0.6%
25	39	0.6%
10%	34	0.5%
Other values (18)	129	1.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
20	4243	61.0%
30	1771	25.5%
na	502	7.2%
40	192	2.8%
25	83	1.2%
10	54	0.8%
50	45	0.6%
15	20	0.3%
26	12	0.2%
80	10	0.1%
Other values (12)	26	0.4%

내용4
Categorical

IMBALANCE

Distinct	25
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

20%	3922
20	960
<NA>	780
30%	499
30	493
Other values (20)	300

Length

Max length	6
Median length	3
Mean length	2.8852459
Min length	1

Unique

Unique	6 ?
Unique (%)	0.1%

Sample

1st row	40
2nd row	werwer
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
20%	3922	56.4%
20	960	13.8%
<NA>	780	11.2%
30%	499	7.2%
30	493	7.1%
10%	66	0.9%
10	56	0.8%
40%	56	0.8%
40	46	0.7%
15%	16	0.2%
Other values (15)	60	0.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
20	4882	70.2%
30	992	14.3%
na	780	11.2%
10	122	1.8%
40	102	1.5%
15	19	0.3%
50	18	0.3%
25	14	0.2%
24	12	0.2%
	3	< 0.1%
Other values (7)	10	0.1%

내용5
Categorical

IMBALANCE

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

<NA>	6928
20%	11
10%	4
10	4
30%	2
Other values (4)	5

Length

Max length	5
Median length	4
Mean length	3.9955421
Min length	2

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	6928	99.6%
20%	11	0.2%
10%	4	0.1%
10	4	0.1%
30%	2	< 0.1%
5%	2	< 0.1%
wrewr	1	< 0.1%
25%	1	< 0.1%
0%	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	6928	99.6%
20	11	0.2%
10	8	0.1%
30	2	< 0.1%
5	2	< 0.1%
wrewr	1	< 0.1%
25	1	< 0.1%
0	1	< 0.1%

내용6
Text

MISSING

Distinct	3
Distinct (%)	50.0%
Missing	6948
Missing (%)	99.9%
Memory size	54.5 KiB

Length

Max length	5
Median length	4
Mean length	3
Min length	2

Characters and Unicode

Total characters	18
Distinct characters	7
Distinct categories	3 ?
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	1 ?
Unique (%)	16.7%

Sample

1st row	wrwer
2nd row	20%
3rd row	20%
4th row	20%
5th row	5%

Value	Count	Frequency (%)
20	3	50.0%
5	2	33.3%
wrwer	1	16.7%

Most occurring characters

Value	Count	Frequency (%)
%	5	27.8%
2	3	16.7%
0	3	16.7%
5	2	11.1%
w	2	11.1%
r	2	11.1%
e	1	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8	44.4%
Other Punctuation	5	27.8%
Lowercase Letter	5	27.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	3	37.5%
0	3	37.5%
5	2	25.0%

Lowercase Letter

Value	Count	Frequency (%)
w	2	40.0%
r	2	40.0%
e	1	20.0%

Other Punctuation

Value	Count	Frequency (%)
%	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	13	72.2%
Latin	5	27.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
%	5	38.5%
2	3	23.1%
0	3	23.1%
5	2	15.4%

Latin

Value	Count	Frequency (%)
w	2	40.0%
r	2	40.0%
e	1	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
%	5	27.8%
2	3	16.7%
0	3	16.7%
5	2	11.1%
w	2	11.1%
r	2	11.1%
e	1	5.6%

내용7
Text

MISSING

Distinct	3
Distinct (%)	60.0%
Missing	6949
Missing (%)	99.9%
Memory size	54.5 KiB

Length

Max length	8
Median length	4
Mean length	4.4
Min length	3

Characters and Unicode

Total characters	22
Distinct characters	6
Distinct categories	3 ?
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	1 ?
Unique (%)	20.0%

Sample

1st row	werewrwe
2nd row	100%
3rd row	10%
4th row	100%
5th row	10%

Value	Count	Frequency (%)
100	2	40.0%
10	2	40.0%
werewrwe	1	20.0%

Most occurring characters

Value	Count	Frequency (%)
0	6	27.3%
1	4	18.2%
%	4	18.2%
w	3	13.6%
e	3	13.6%
r	2	9.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10	45.5%
Lowercase Letter	8	36.4%
Other Punctuation	4	18.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
w	3	37.5%
e	3	37.5%
r	2	25.0%

Decimal Number

Value	Count	Frequency (%)
0	6	60.0%
1	4	40.0%

Other Punctuation

Value	Count	Frequency (%)
%	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	14	63.6%
Latin	8	36.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6	42.9%
1	4	28.6%
%	4	28.6%

Latin

Value	Count	Frequency (%)
w	3	37.5%
e	3	37.5%
r	2	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6	27.3%
1	4	18.2%
%	4	18.2%
w	3	13.6%
e	3	13.6%
r	2	9.1%

사용날짜
Text

Distinct	6933
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

Length

Max length	22
Median length	21
Mean length	21.295945
Min length	21

Characters and Unicode

Total characters	148092
Distinct characters	16
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	6912 ?
Unique (%)	99.4%

Sample

1st row	2002-03-09 오전 9:17:21
2nd row	2005-03-04 오후 3:35:49
3rd row	2005-08-12 오후 6:22:23
4th row	2005-03-16 오후 3:33:00
5th row	2005-03-16 오후 3:33:00

Value	Count	Frequency (%)
오후	4973	23.8%
오전	1981	9.5%
2020-08-18	94	0.5%
2012-02-24	91	0.4%
2012-08-17	88	0.4%
2006-02-24	86	0.4%
2013-02-28	84	0.4%
2006-02-23	82	0.4%
2009-02-27	74	0.4%
2011-08-26	73	0.3%
Other values (6981)	13236	63.4%

Most occurring characters

Value	Count	Frequency (%)
0	23341	15.8%
2	18200	12.3%
1	15232	10.3%
-	13908	9.4%
	13908	9.4%
:	13908	9.4%
3	7751	5.2%
오	6954	4.7%
8	6048	4.1%
4	5906	4.0%
Other values (6)	22936	15.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	92460	62.4%
Dash Punctuation	13908	9.4%
Space Separator	13908	9.4%
Other Punctuation	13908	9.4%
Other Letter	13908	9.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	23341	25.2%
2	18200	19.7%
1	15232	16.5%
3	7751	8.4%
8	6048	6.5%
4	5906	6.4%
5	5732	6.2%
9	3946	4.3%
7	3294	3.6%
6	3010	3.3%

Other Letter

Value	Count	Frequency (%)
오	6954	50.0%
후	4973	35.8%
전	1981	14.2%

Dash Punctuation

Value	Count	Frequency (%)
-	13908	100.0%

Space Separator

Value	Count	Frequency (%)
	13908	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	13908	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	134184	90.6%
Hangul	13908	9.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	23341	17.4%
2	18200	13.6%
1	15232	11.4%
-	13908	10.4%
	13908	10.4%
:	13908	10.4%
3	7751	5.8%
8	6048	4.5%
4	5906	4.4%
5	5732	4.3%
Other values (3)	10250	7.6%

Hangul

Value	Count	Frequency (%)
오	6954	50.0%
후	4973	35.8%
전	1981	14.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	134184	90.6%
Hangul	13908	9.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	23341	17.4%
2	18200	13.6%
1	15232	11.4%
-	13908	10.4%
	13908	10.4%
:	13908	10.4%
3	7751	5.8%
8	6048	4.5%
4	5906	4.4%
5	5732	4.3%
Other values (3)	10250	7.6%

Hangul

Value	Count	Frequency (%)
오	6954	50.0%
후	4973	35.8%
전	1981	14.2%

First rows
Last rows

	년도	학기	학기구분	과목	반	이수구분	학점	이론시수	실습시수	주교재	참고문헌	강의목적및개요	항목1	항목2	항목3	항목4	항목5	항목6	항목7	내용1	내용2	내용3	내용4	내용5	내용6	내용7	사용날짜
0	2002	1	1	B10002	A	2	2	2	2	영어기초	영어기초문법	영어기초문법	출석	과제	중간	기말	<NA>	<NA>	<NA>	20	10	30	40	<NA>	<NA>	<NA>	2002-03-09 오전 9:17:21
1	2005	1	1	C10002	A	7	3	<NA>	<NA>	wrwrewe	rwerwerw	rewrwre	rwewer	rwerwer	wrewr	werewrew	rwer	wer	wer	werwerwe	wrewerwerw	wrwr	werwer	wrewr	wrwer	werewrwe	2005-03-04 오후 3:35:49
2	2005	2	1	C40028	A	7	2	1	2	김성혁, 관광마케팅의 이해, 백산출판사, 2003.	최태광, 관광마케팅, 백산출판사, 2002.	숙박업, 항공업, 여행업, 주제공원, 리조트, 유람선, 외식업 등 서비스를 제공하는 관광기업의 기초적인 마케팅 지식을 함양하며, 특히 고객만족 경영, 내부마케팅 등 새로운 분야의 이론을 숙지하도록 한다	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2005-08-12 오후 6:22:23
3	2005	1	1	A60001	A	1	3	2	2	2-------------	3---	1--------	4-	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2005-03-16 오후 3:33:00
4	2005	1	1	A60001	B	1	3	2	2	2-------------	3---	1--------	4-	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2005-03-16 오후 3:33:00
5	2005	1	1	C50003	A	3	2	1	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2005-06-16 오후 1:35:07
6	2005	1	1	C50003	B	3	2	1	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2005-06-16 오후 1:35:07
7	2005	2	1	C70015	A	7	2	2	0	12	<NA>	121212	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2005-08-12 오후 1:25:01
8	2005	2	1	C70015	B	7	2	2	0	12	<NA>	12의목적테스트강의목적테스트강의목적테스트	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2005-08-12 오후 1:25:33
9	2005	2	1	C50002	B	7	2	1	2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	2005-08-15 오후 11:20:31

	년도	학기	학기구분	과목	반	이수구분	학점	이론시수	실습시수	주교재	참고문헌	강의목적및개요	항목1	항목2	항목3	항목4	항목5	항목6	항목7	내용1	내용2	내용3	내용4	내용5	내용6	내용7	사용날짜
6944	2020	2	1	N07046	A	60	3	3	0	대한민국 조리기능장(양식), 권오천/송수익, 2016, 에듀팩토리	<NA>	서양핫푸드실무 과목은 체계적인 이론을 정립하고, 호텔과 레스토랑에서 사용 빈도가 높은 식재료를 가지고 현장과 같은 메뉴구성과 레시피를 기반으로, 산업체 현장에서 사용하는 프랑스식 더운요리의 코스메뉴를 직접 체험하여 전문적인 기능을 연마함에 목표를 둔다.	출석평가	직무능력평가1	직무능력평가2	직무능력평가3	<NA>	<NA>	<NA>	20%	20%	30%	30%	<NA>	<NA>	<NA>	2020-09-03 오후 3:48:21
6945	2020	2	1	C07273	A	60	3	3	0	호텔연회조리(2018, 윤수선 외 2명 공저)	메뉴이론과 실무(2005, 권오천외 1인 공저), 서울프라자호텔 메뉴집	외식연회실무실습 과목은 조리관련 전문지식과 숙련된 기능을 바탕으로 국내,외 특급호텔에서 행해지는 각종 파티형태의 메뉴를 터득하여, 현장에서 직접 활용할 수 있도록 하며 실제의 연회행사와 동일한 실무학습을 체험토록 한다.	중간시험	기말시험	출석	과제	<NA>	<NA>	<NA>	30%	30%	20%	20%	<NA>	<NA>	<NA>	2020-09-03 오후 3:49:00
6946	2020	2	1	C07251	B	59	2	2	0	빔, 칠판베이직 영양학NEW 영양학	<NA>	영양소가 무엇인지 알고, 체내에서 영양소의 대사와 기능에 의해 인체의 건강이 어떻게 유지, 변화되어 가는지를 이해하고 급원식품과 영양섭취기준을 안다	출석	중간고사	기말고사	과제물	<NA>	<NA>	<NA>	20%	30%	30%	20%	<NA>	<NA>	<NA>	2020-09-03 오후 4:33:10
6947	2020	2	1	C07264	A	59	2	2	0	원격강의시스템(동영상), 빔, 칠판꼭 알아야 할 식품위생 및 HACCP실무	<NA>	<NA>	출석	중간고사	기말고사	과제물	<NA>	<NA>	<NA>	20%	30%	30%	20%	<NA>	<NA>	<NA>	2020-09-03 오후 5:56:55
6948	2020	2	1	C07264	B	59	2	2	0	원격강의시스템(동영상), 빔, 칠판꼭 알아야 할 식품위생 및 HACCP실무	<NA>	<NA>	출석	중간고사	기말고사	과제물	<NA>	<NA>	<NA>	20%	30%	30%	20%	<NA>	<NA>	<NA>	2020-09-03 오후 5:57:16
6949	2020	2	1	C07265	A	59	2	2	0	원격강의시스템(동영상), 빔, 칠판(과학으로 풀어쓴) 식품과 조리원리에센스 조리원리	<NA>	식품재료별로 각각의 특성과 조리 시 변화과정의 과학적인 원리를 이해하고, 올바른 조리방법을 결정할 수 있는 능력과 조리에 대한 과학적인 관념을 갖도록 한다	출석	중간고사	기말고사	과제물	<NA>	<NA>	<NA>	20%	30%	30%	20%	<NA>	<NA>	<NA>	2020-09-03 오후 6:39:06
6950	2020	2	1	C07265	B	59	2	2	0	원격강의시스템(동영상), 빔, 칠판(과학으로 풀어쓴) 식품과 조리원리에센스 조리원리	<NA>	식품재료별로 각각의 특성과 조리 시 변화과정의 과학적인 원리를 이해하고, 올바른 조리방법을 결정할 수 있는 능력과 조리에 대한 과학적인 관념을 갖도록 한다	출석	중간고사	기말고사	과제물	<NA>	<NA>	<NA>	20%	30%	30%	20%	<NA>	<NA>	<NA>	2020-09-03 오후 6:39:24
6951	2020	2	1	C60257	A	59	3	0	3	(NCS 학습모듈)임의편집자료	- 컴퓨터 - 프린터 - 복사기 - 문서작성도구 - 사무용 데이터베이스 소프트웨어 - 전화기 - 다과류(차, 음료, 간식) - 다과용품(찻잔, 다기 등)- 비서이미지를 위한 페이스 기본 메이크업재료	현대사회에서 비서가 갖춰야 할 실체와 본질을 이해하고, 전화와 방문객을 경영진의 상황에 따라 맞이하고 선별ㆍ대응하여 업무를 지원하는 능력을 배양하여 현장에 즉시 투입가능한 비서의 자질과 실무능력을 양성한다.	출석	중간	기말	과제	<NA>	<NA>	<NA>	20	30	30	20	<NA>	<NA>	<NA>	2020-09-15 오전 8:36:40
6952	2020	2	1	C60257	B	59	3	0	3	NCS 학습모듈임의편집자료	- 컴퓨터 - 프린터 - 복사기 - 문서작성도구 - 사무용 데이터베이스 소프트웨어 - 전화기 - 다과류(차, 음료, 간식) - 다과용품(찻잔, 다기 등)- 비서이미지를 위한 페이스 기본 메이크업재료	현대사회에서 비서가 갖춰야 할 실체와 본질을 이해하고, 전화와 방문객을 경영진의 상황에 따라 맞이하고 선별ㆍ대응하여 업무를 지원하는 능력을 배양하여 현장에 즉시 투입가능한 비서의 자질과 실무능력을 양성한다.	출석	중간	기말	과제	<NA>	<NA>	<NA>	20	30	30	20	<NA>	<NA>	<NA>	2020-09-15 오전 8:35:07
6953	2020	2	1	C60265	A	59	3	0	3	NCS 학습모듈임의편집자료	-틴트컬러밤인텐스-CC쿠션-브로우 펜슬 셋트-워터프루프 마스카라-색조 아이필레트 - 거울이 포함된 작업대 - 메이크업 공용 의자 - 의자 (높이 조절이 가능한 의자)	<NA>	출석	중간고사	기말고사	과제	<NA>	<NA>	<NA>	20	30	30	20	<NA>	<NA>	<NA>	2020-09-15 오전 8:50:02

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase 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

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Math Symbol

Close Punctuation

Open Punctuation

Other Symbol

Space Separator

Initial Punctuation

Final Punctuation

Letter Number

Dash Punctuation

Connector Punctuation

Currency Symbol

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Han

Katakana

Hiragana

Greek

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Punctuation

None

CJK

Compat Jamo

Misc Symbols

Hiragana

Number Forms

Geometric Shapes

Box Drawing

Math Operators

Katakana

CJK Compat Ideographs

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Math Symbol

Close Punctuation

Open Punctuation

Other Symbol

Space Separator