Overview

Dataset statistics

Number of variables21
Number of observations67
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory12.2 KiB
Average record size in memory186.0 B

Variable types

Categorical14
Text1
Numeric6

Dataset

Description한국교육개발원이 보유하고 있는 국내 전문대학, 대학, 교육대학, 산업대학, 각종학교, 기능대학, 일반대학원 각 학제별 취업현황(취업률, 진학률 등) 정보
Author교육부
URLhttps://www.data.go.kr/data/15071027/fileData.do

Alerts

농림어업종사자 has constant value ""Constant
개인창작활동종사자 has constant value ""Constant
본분교 is highly imbalanced (85.9%)Imbalance
학과명 is highly imbalanced (55.2%)Imbalance
주야구분 is highly imbalanced (71.3%)Imbalance
해외취업자 is highly imbalanced (88.8%)Imbalance
1인창(사)업자 is highly imbalanced (67.4%)Imbalance
입대자 is highly imbalanced (88.8%)Imbalance
취업불가능자 is highly imbalanced (88.8%)Imbalance
외국인유학생 is highly imbalanced (79.2%)Imbalance
제외인정자 is highly imbalanced (56.3%)Imbalance
미상 is highly imbalanced (77.3%)Imbalance
취업률 has 2 (3.0%) zerosZeros
건보가입취업자 has 3 (4.5%) zerosZeros
교내취업자 has 35 (52.2%) zerosZeros
진학자 has 40 (59.7%) zerosZeros
기타 has 14 (20.9%) zerosZeros

Reproduction

Analysis started2023-12-12 23:16:25.553627
Analysis finished2023-12-12 23:16:25.756928
Duration0.2 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

학제
Categorical

Distinct3
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Memory size668.0 B
대학교
35 
일반대학원
21 
전문대학
11 

Length

Max length5
Median length3
Mean length3.7910448
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
대학교 35
52.2%
일반대학원 21
31.3%
전문대학 11
 
16.4%

Length

2023-12-13T08:16:25.834061image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:25.945333image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
대학교 35
52.2%
일반대학원 21
31.3%
전문대학 11
 
16.4%
Distinct60
Distinct (%)89.6%
Missing0
Missing (%)0.0%
Memory size668.0 B
2023-12-13T08:16:26.156714image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length13
Median length12
Mean length7.0298507
Min length5

Characters and Unicode

Total characters471
Distinct characters60
Distinct categories2 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique55 ?
Unique (%)82.1%

Sample

1st row대림대학교
2nd row대림대학교
3rd row대림대학교
4th row대림대학교
5th row동원대학교
ValueCountFrequency (%)
대학원 7
 
8.4%
일반대학원 7
 
8.4%
대림대학교 4
 
4.8%
전주대학교 3
 
3.6%
경북대학교 2
 
2.4%
성균관대학교 2
 
2.4%
서울여자대학교 2
 
2.4%
연세대학교 2
 
2.4%
명지대학교 2
 
2.4%
광주대학교 2
 
2.4%
Other values (40) 50
60.2%
2023-12-13T08:16:26.553253image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
93
19.7%
88
18.7%
66
14.0%
25
 
5.3%
16
 
3.4%
11
 
2.3%
11
 
2.3%
11
 
2.3%
10
 
2.1%
8
 
1.7%
Other values (50) 132
28.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 455
96.6%
Space Separator 16
 
3.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
93
20.4%
88
19.3%
66
14.5%
25
 
5.5%
11
 
2.4%
11
 
2.4%
11
 
2.4%
10
 
2.2%
8
 
1.8%
8
 
1.8%
Other values (49) 124
27.3%
Space Separator
ValueCountFrequency (%)
16
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 455
96.6%
Common 16
 
3.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
93
20.4%
88
19.3%
66
14.5%
25
 
5.5%
11
 
2.4%
11
 
2.4%
11
 
2.4%
10
 
2.2%
8
 
1.8%
8
 
1.8%
Other values (49) 124
27.3%
Common
ValueCountFrequency (%)
16
100.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 455
96.6%
ASCII 16
 
3.4%

Most frequent character per block

Hangul
ValueCountFrequency (%)
93
20.4%
88
19.3%
66
14.5%
25
 
5.5%
11
 
2.4%
11
 
2.4%
11
 
2.4%
10
 
2.2%
8
 
1.8%
8
 
1.8%
Other values (49) 124
27.3%
ASCII
ValueCountFrequency (%)
16
100.0%

본분교
Categorical

IMBALANCE 

Distinct3
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Memory size668.0 B
본교
65 
분교
 
1
캠퍼스
 
1

Length

Max length3
Median length2
Mean length2.0149254
Min length2

Unique

Unique2 ?
Unique (%)3.0%

Sample

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

Common Values

ValueCountFrequency (%)
본교 65
97.0%
분교 1
 
1.5%
캠퍼스 1
 
1.5%

Length

2023-12-13T08:16:26.709812image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:26.814341image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
본교 65
97.0%
분교 1
 
1.5%
캠퍼스 1
 
1.5%

학과명
Categorical

IMBALANCE 

Distinct14
Distinct (%)20.9%
Missing0
Missing (%)0.0%
Memory size668.0 B
문헌정보학과
50 
문헌정보과
 
4
문헌정보학전공
 
2
문헌정보학과(1년)
 
1
아동문헌정보전공
 
1
Other values (9)

Length

Max length18
Median length6
Mean length6.5223881
Min length5

Unique

Unique11 ?
Unique (%)16.4%

Sample

1st row문헌정보과
2nd row문헌정보과
3rd row문헌정보학과
4th row문헌정보학과(1년)
5th row아동문헌정보전공

Common Values

ValueCountFrequency (%)
문헌정보학과 50
74.6%
문헌정보과 4
 
6.0%
문헌정보학전공 2
 
3.0%
문헌정보학과(1년) 1
 
1.5%
아동문헌정보전공 1
 
1.5%
아동문헌정보학과 1
 
1.5%
문헌정보과(;교육서비스) 1
 
1.5%
문헌정보과(;교육서비스)(3년제) 1
 
1.5%
보건의료문헌정보과 1
 
1.5%
문헌정보교육과 1
 
1.5%
Other values (4) 4
 
6.0%

Length

2023-12-13T08:16:26.917760image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
문헌정보학과 50
74.6%
문헌정보과 4
 
6.0%
문헌정보학전공 2
 
3.0%
문헌정보학과(1년 1
 
1.5%
아동문헌정보전공 1
 
1.5%
아동문헌정보학과 1
 
1.5%
문헌정보과(;교육서비스 1
 
1.5%
문헌정보과(;교육서비스)(3년제 1
 
1.5%
보건의료문헌정보과 1
 
1.5%
문헌정보교육과 1
 
1.5%
Other values (4) 4
 
6.0%

주야구분
Categorical

IMBALANCE 

Distinct3
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Memory size668.0 B
일반과정_주간
62 
학사학위전공심화(경력없음)_야간
 
3
일반과정_야간
 
2

Length

Max length17
Median length7
Mean length7.4477612
Min length7

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row일반과정_주간
2nd row일반과정_야간
3rd row학사학위전공심화(경력없음)_야간
4th row학사학위전공심화(경력없음)_야간
5th row일반과정_주간

Common Values

ValueCountFrequency (%)
일반과정_주간 62
92.5%
학사학위전공심화(경력없음)_야간 3
 
4.5%
일반과정_야간 2
 
3.0%

Length

2023-12-13T08:16:27.036879image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:27.137276image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
일반과정_주간 62
92.5%
학사학위전공심화(경력없음)_야간 3
 
4.5%
일반과정_야간 2
 
3.0%

취업률
Real number (ℝ)

ZEROS 

Distinct45
Distinct (%)67.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean65.480597
Minimum0
Maximum100
Zeros2
Zeros (%)3.0%
Negative0
Negative (%)0.0%
Memory size735.0 B
2023-12-13T08:16:27.245256image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile34.02
Q151.3
median64.7
Q380
95-th percentile100
Maximum100
Range100
Interquartile range (IQR)28.7

Descriptive statistics

Standard deviation23.412514
Coefficient of variation (CV)0.35754888
Kurtosis0.3549836
Mean65.480597
Median Absolute Deviation (MAD)14.7
Skewness-0.29938295
Sum4387.2
Variance548.14583
MonotonicityNot monotonic
2023-12-13T08:16:27.378125image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=45)
ValueCountFrequency (%)
100.0 13
 
19.4%
35.7 2
 
3.0%
50.0 2
 
3.0%
63.6 2
 
3.0%
65.0 2
 
3.0%
80.0 2
 
3.0%
66.7 2
 
3.0%
75.0 2
 
3.0%
0.0 2
 
3.0%
56.3 2
 
3.0%
Other values (35) 36
53.7%
ValueCountFrequency (%)
0.0 2
3.0%
25.6 1
1.5%
33.3 1
1.5%
35.7 2
3.0%
40.0 1
1.5%
40.7 1
1.5%
41.7 1
1.5%
41.9 1
1.5%
45.5 1
1.5%
47.4 1
1.5%
ValueCountFrequency (%)
100.0 13
19.4%
90.0 1
 
1.5%
84.6 1
 
1.5%
83.3 1
 
1.5%
80.0 2
 
3.0%
75.0 2
 
3.0%
74.4 1
 
1.5%
72.7 1
 
1.5%
71.4 1
 
1.5%
70.8 1
 
1.5%

졸업자수
Real number (ℝ)

Distinct40
Distinct (%)59.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean24.955224
Minimum1
Maximum75
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size735.0 B
2023-12-13T08:16:27.514024image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q15.5
median23
Q339
95-th percentile58.4
Maximum75
Range74
Interquartile range (IQR)33.5

Descriptive statistics

Standard deviation20.277942
Coefficient of variation (CV)0.81257304
Kurtosis-0.78066504
Mean24.955224
Median Absolute Deviation (MAD)17
Skewness0.4712753
Sum1672
Variance411.19493
MonotonicityNot monotonic
2023-12-13T08:16:27.676202image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=40)
ValueCountFrequency (%)
1 8
 
11.9%
39 5
 
7.5%
2 3
 
4.5%
23 3
 
4.5%
5 3
 
4.5%
43 2
 
3.0%
47 2
 
3.0%
4 2
 
3.0%
33 2
 
3.0%
46 2
 
3.0%
Other values (30) 35
52.2%
ValueCountFrequency (%)
1 8
11.9%
2 3
 
4.5%
3 1
 
1.5%
4 2
 
3.0%
5 3
 
4.5%
6 2
 
3.0%
7 2
 
3.0%
8 2
 
3.0%
9 1
 
1.5%
10 2
 
3.0%
ValueCountFrequency (%)
75 1
1.5%
69 1
1.5%
66 1
1.5%
59 1
1.5%
57 1
1.5%
55 1
1.5%
53 1
1.5%
51 1
1.5%
47 2
3.0%
46 2
3.0%

건보가입취업자
Real number (ℝ)

ZEROS 

Distinct27
Distinct (%)40.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.701493
Minimum0
Maximum40
Zeros3
Zeros (%)4.5%
Negative0
Negative (%)0.0%
Memory size735.0 B
2023-12-13T08:16:28.092423image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q13
median10
Q318.5
95-th percentile30
Maximum40
Range40
Interquartile range (IQR)15.5

Descriptive statistics

Standard deviation10.012136
Coefficient of variation (CV)0.85562901
Kurtosis0.22800205
Mean11.701493
Median Absolute Deviation (MAD)7
Skewness0.93220578
Sum784
Variance100.24288
MonotonicityNot monotonic
2023-12-13T08:16:28.216672image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=27)
ValueCountFrequency (%)
1 7
 
10.4%
2 5
 
7.5%
11 4
 
6.0%
12 4
 
6.0%
24 4
 
6.0%
4 4
 
6.0%
9 4
 
6.0%
3 3
 
4.5%
8 3
 
4.5%
22 3
 
4.5%
Other values (17) 26
38.8%
ValueCountFrequency (%)
0 3
4.5%
1 7
10.4%
2 5
7.5%
3 3
4.5%
4 4
6.0%
5 1
 
1.5%
6 1
 
1.5%
7 2
 
3.0%
8 3
4.5%
9 4
6.0%
ValueCountFrequency (%)
40 1
 
1.5%
38 1
 
1.5%
34 1
 
1.5%
30 2
3.0%
27 1
 
1.5%
24 4
6.0%
23 2
3.0%
22 3
4.5%
19 2
3.0%
18 1
 
1.5%

교내취업자
Real number (ℝ)

ZEROS 

Distinct9
Distinct (%)13.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.2985075
Minimum0
Maximum10
Zeros35
Zeros (%)52.2%
Negative0
Negative (%)0.0%
Memory size735.0 B
2023-12-13T08:16:28.372248image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile5
Maximum10
Range10
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.0376377
Coefficient of variation (CV)1.5692152
Kurtosis6.8207778
Mean1.2985075
Median Absolute Deviation (MAD)0
Skewness2.4050292
Sum87
Variance4.1519674
MonotonicityNot monotonic
2023-12-13T08:16:28.512511image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
0 35
52.2%
2 13
 
19.4%
1 9
 
13.4%
3 3
 
4.5%
4 2
 
3.0%
5 2
 
3.0%
9 1
 
1.5%
6 1
 
1.5%
10 1
 
1.5%
ValueCountFrequency (%)
0 35
52.2%
1 9
 
13.4%
2 13
 
19.4%
3 3
 
4.5%
4 2
 
3.0%
5 2
 
3.0%
6 1
 
1.5%
9 1
 
1.5%
10 1
 
1.5%
ValueCountFrequency (%)
10 1
 
1.5%
9 1
 
1.5%
6 1
 
1.5%
5 2
 
3.0%
4 2
 
3.0%
3 3
 
4.5%
2 13
 
19.4%
1 9
 
13.4%
0 35
52.2%

해외취업자
Categorical

IMBALANCE 

Distinct2
Distinct (%)3.0%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
66 
2
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)1.5%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 66
98.5%
2 1
 
1.5%

Length

2023-12-13T08:16:28.660560image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:28.768562image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 66
98.5%
2 1
 
1.5%

농림어업종사자
Categorical

CONSTANT 

Distinct1
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
67 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 67
100.0%

Length

2023-12-13T08:16:28.865322image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:28.952794image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 67
100.0%

개인창작활동종사자
Categorical

CONSTANT 

Distinct1
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
67 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 67
100.0%

Length

2023-12-13T08:16:29.039557image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:29.126449image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 67
100.0%

1인창(사)업자
Categorical

IMBALANCE 

Distinct2
Distinct (%)3.0%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
63 
1
 
4

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 63
94.0%
1 4
 
6.0%

Length

2023-12-13T08:16:29.222693image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:29.317400image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 63
94.0%
1 4
 
6.0%

프리랜서
Categorical

Distinct5
Distinct (%)7.5%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
40 
1
15 
2
3
 
3
4
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)1.5%

Sample

1st row2
2nd row0
3rd row0
4th row0
5th row1

Common Values

ValueCountFrequency (%)
0 40
59.7%
1 15
 
22.4%
2 8
 
11.9%
3 3
 
4.5%
4 1
 
1.5%

Length

2023-12-13T08:16:29.408559image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:29.505537image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 40
59.7%
1 15
 
22.4%
2 8
 
11.9%
3 3
 
4.5%
4 1
 
1.5%

진학자
Real number (ℝ)

ZEROS 

Distinct9
Distinct (%)13.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.0895522
Minimum0
Maximum11
Zeros40
Zeros (%)59.7%
Negative0
Negative (%)0.0%
Memory size735.0 B
2023-12-13T08:16:29.597283image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31.5
95-th percentile5.4
Maximum11
Range11
Interquartile range (IQR)1.5

Descriptive statistics

Standard deviation2.0577374
Coefficient of variation (CV)1.8886083
Kurtosis9.7262503
Mean1.0895522
Median Absolute Deviation (MAD)0
Skewness2.9196764
Sum73
Variance4.2342831
MonotonicityNot monotonic
2023-12-13T08:16:29.684193image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
0 40
59.7%
1 10
 
14.9%
2 9
 
13.4%
3 3
 
4.5%
11 1
 
1.5%
8 1
 
1.5%
7 1
 
1.5%
6 1
 
1.5%
4 1
 
1.5%
ValueCountFrequency (%)
0 40
59.7%
1 10
 
14.9%
2 9
 
13.4%
3 3
 
4.5%
4 1
 
1.5%
6 1
 
1.5%
7 1
 
1.5%
8 1
 
1.5%
11 1
 
1.5%
ValueCountFrequency (%)
11 1
 
1.5%
8 1
 
1.5%
7 1
 
1.5%
6 1
 
1.5%
4 1
 
1.5%
3 3
 
4.5%
2 9
 
13.4%
1 10
 
14.9%
0 40
59.7%

입대자
Categorical

IMBALANCE 

Distinct2
Distinct (%)3.0%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
66 
3
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)1.5%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row3

Common Values

ValueCountFrequency (%)
0 66
98.5%
3 1
 
1.5%

Length

2023-12-13T08:16:29.790245image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:29.877700image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 66
98.5%
3 1
 
1.5%

취업불가능자
Categorical

IMBALANCE 

Distinct2
Distinct (%)3.0%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
66 
1
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique1 ?
Unique (%)1.5%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 66
98.5%
1 1
 
1.5%

Length

2023-12-13T08:16:29.968559image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:30.055565image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 66
98.5%
1 1
 
1.5%

외국인유학생
Categorical

IMBALANCE 

Distinct4
Distinct (%)6.0%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
63 
1
 
2
3
 
1
2
 
1

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique2 ?
Unique (%)3.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 63
94.0%
1 2
 
3.0%
3 1
 
1.5%
2 1
 
1.5%

Length

2023-12-13T08:16:30.151496image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:30.246346image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 63
94.0%
1 2
 
3.0%
3 1
 
1.5%
2 1
 
1.5%

제외인정자
Categorical

IMBALANCE 

Distinct3
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
58 
1
2
 
3

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 58
86.6%
1 6
 
9.0%
2 3
 
4.5%

Length

2023-12-13T08:16:30.342752image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:30.445651image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 58
86.6%
1 6
 
9.0%
2 3
 
4.5%

기타
Real number (ℝ)

ZEROS 

Distinct22
Distinct (%)32.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.3880597
Minimum0
Maximum32
Zeros14
Zeros (%)20.9%
Negative0
Negative (%)0.0%
Memory size735.0 B
2023-12-13T08:16:30.550004image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median9
Q315.5
95-th percentile26.4
Maximum32
Range32
Interquartile range (IQR)14.5

Descriptive statistics

Standard deviation8.9645011
Coefficient of variation (CV)0.95488326
Kurtosis-0.50072382
Mean9.3880597
Median Absolute Deviation (MAD)8
Skewness0.63821623
Sum629
Variance80.36228
MonotonicityNot monotonic
2023-12-13T08:16:30.663643image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=22)
ValueCountFrequency (%)
0 14
20.9%
1 9
13.4%
14 7
10.4%
2 4
 
6.0%
8 4
 
6.0%
17 3
 
4.5%
18 3
 
4.5%
10 3
 
4.5%
9 2
 
3.0%
11 2
 
3.0%
Other values (12) 16
23.9%
ValueCountFrequency (%)
0 14
20.9%
1 9
13.4%
2 4
 
6.0%
3 2
 
3.0%
8 4
 
6.0%
9 2
 
3.0%
10 3
 
4.5%
11 2
 
3.0%
12 1
 
1.5%
14 7
10.4%
ValueCountFrequency (%)
32 1
 
1.5%
31 1
 
1.5%
27 2
3.0%
25 1
 
1.5%
24 1
 
1.5%
22 1
 
1.5%
20 1
 
1.5%
19 1
 
1.5%
18 3
4.5%
17 3
4.5%

미상
Categorical

IMBALANCE 

Distinct5
Distinct (%)7.5%
Missing0
Missing (%)0.0%
Memory size668.0 B
0
62 
1
 
2
13
 
1
9
 
1
2
 
1

Length

Max length2
Median length1
Mean length1.0149254
Min length1

Unique

Unique3 ?
Unique (%)4.5%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0

Common Values

ValueCountFrequency (%)
0 62
92.5%
1 2
 
3.0%
13 1
 
1.5%
9 1
 
1.5%
2 1
 
1.5%

Length

2023-12-13T08:16:30.795906image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T08:16:30.895602image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
0 62
92.5%
1 2
 
3.0%
13 1
 
1.5%
9 1
 
1.5%
2 1
 
1.5%

Sample

학제학교명본분교학과명주야구분취업률졸업자수건보가입취업자교내취업자해외취업자농림어업종사자개인창작활동종사자1인창(사)업자프리랜서진학자입대자취업불가능자외국인유학생제외인정자기타미상
0전문대학대림대학교본교문헌정보과일반과정_주간70.85930100012110000140
1전문대학대림대학교본교문헌정보과일반과정_야간100.0110000000000000
2전문대학대림대학교본교문헌정보학과학사학위전공심화(경력없음)_야간83.312100000000000020
3전문대학대림대학교본교문헌정보학과(1년)학사학위전공심화(경력없음)_야간65.0402420000000000140
4전문대학동원대학교본교아동문헌정보전공일반과정_주간71.439190000018300080
5전문대학동원대학교본교아동문헌정보학과학사학위전공심화(경력없음)_야간70.01070000000000030
6전문대학창원문성대학교본교문헌정보과(;교육서비스)일반과정_주간80.0740000002000010
7전문대학창원문성대학교본교문헌정보과(;교육서비스)(3년제)일반과정_주간41.726900000100002140
8전문대학부산여자대학교본교보건의료문헌정보과일반과정_주간100.0100000010000000
9전문대학숭의여자대학교본교문헌정보과일반과정_주간64.2694000000320000240
학제학교명본분교학과명주야구분취업률졸업자수건보가입취업자교내취업자해외취업자농림어업종사자개인창작활동종사자1인창(사)업자프리랜서진학자입대자취업불가능자외국인유학생제외인정자기타미상
57일반대학원숙명여자대학교 일반대학원본교문헌정보학과일반과정_주간100.0110000000000000
58일반대학원연세대학교 대학원본교문헌정보학과일반과정_주간84.61482000011000020
59일반대학원이화여자대학교 대학원본교문헌정보학과일반과정_주간62.5841000000000030
60일반대학원전주대학교 일반대학원본교문헌정보학과일반과정_주간100.0110000000000000
61일반대학원중부대학교일반대학원본교문헌정보학과일반과정_주간100.0110000000000000
62일반대학원중앙대학교 대학원본교문헌정보학과일반과정_주간100.0880000000000000
63일반대학원청주대학교일반대학원본교문헌정보학과일반과정_주간100.0431000000000000
64일반대학원한성대학교일반대학원본교문헌정보학과일반과정_주간100.0770000000000000
65일반대학원광주대학교 일반대학원본교문헌정보학과일반과정_주간100.0110000000000000
66일반대학원한국학대학원본교고문헌관리학전공일반과정_주간100.0640000011000000