Dataset statistics
Number of variables | 8 |
---|---|
Number of observations | 10000 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 752.0 KiB |
Average record size in memory | 77.0 B |
Variable types
Numeric | 3 |
---|---|
Categorical | 5 |
Dataset
Description | 중장기개방계획에따른 경상남도 경남도립거창대학 데이터자료입니다.(학년도, 학과코드, 전공코드, 학년, 과목코드, 과목반, 과정종류 등의 데이터를 포함하고 있습니다.) |
---|---|
Author | 경상남도 |
URL | https://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15066691 |
과목반 is highly overall correlated with 전공코드 and 1 other fields | High correlation |
과정종류 is highly overall correlated with 학과코드 and 3 other fields | High correlation |
학과코드 is highly overall correlated with 과목코드 and 1 other fields | High correlation |
과목코드 is highly overall correlated with 학과코드 and 1 other fields | High correlation |
전공코드 is highly overall correlated with 과목반 and 1 other fields | High correlation |
전공코드 is highly imbalanced (72.2%) | Imbalance |
과정종류 is highly imbalanced (75.5%) | Imbalance |
Reproduction
Analysis started | 2023-12-11 00:35:37.975384 |
---|---|
Analysis finished | 2023-12-11 00:35:39.476566 |
Duration | 1.5 second |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
년도
Real number (ℝ)
Distinct | 25 |
---|---|
Distinct (%) | 0.2% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 2010.6327 |
Minimum | 1999 |
---|---|
Maximum | 2023 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 1999 |
---|---|
5-th percentile | 2000 |
Q1 | 2004 |
median | 2011 |
Q3 | 2017 |
95-th percentile | 2022 |
Maximum | 2023 |
Range | 24 |
Interquartile range (IQR) | 13 |
Descriptive statistics
Standard deviation | 7.135929 |
---|---|
Coefficient of variation (CV) | 0.0035490963 |
Kurtosis | -1.2155133 |
Mean | 2010.6327 |
Median Absolute Deviation (MAD) | 6 |
Skewness | 0.042956259 |
Sum | 20106327 |
Variance | 50.921483 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
2004 | 470 | 4.7% |
2001 | 443 | 4.4% |
2000 | 440 | 4.4% |
2005 | 433 | 4.3% |
2002 | 432 | 4.3% |
2022 | 429 | 4.3% |
2014 | 425 | 4.2% |
2003 | 422 | 4.2% |
2015 | 418 | 4.2% |
2021 | 417 | 4.2% |
Other values (15) | 5671 |
Value | Count | Frequency (%) |
1999 | 382 | |
2000 | 440 | |
2001 | 443 | |
2002 | 432 | |
2003 | 422 | |
2004 | 470 | |
2005 | 433 | |
2006 | 386 | |
2007 | 400 | |
2008 | 371 |
Value | Count | Frequency (%) |
2023 | 226 | |
2022 | 429 | |
2021 | 417 | |
2020 | 393 | |
2019 | 365 | |
2018 | 390 | |
2017 | 376 | |
2016 | 379 | |
2015 | 418 | |
2014 | 425 |
학과코드
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 23 |
---|---|
Distinct (%) | 0.2% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 6.7179 |
Minimum | 1 |
---|---|
Maximum | 99 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 1 |
---|---|
5-th percentile | 1 |
Q1 | 3 |
median | 6 |
Q3 | 8 |
95-th percentile | 14 |
Maximum | 99 |
Range | 98 |
Interquartile range (IQR) | 5 |
Descriptive statistics
Standard deviation | 5.6780229 |
---|---|
Coefficient of variation (CV) | 0.84520801 |
Kurtosis | 22.113352 |
Mean | 6.7179 |
Median Absolute Deviation (MAD) | 3 |
Skewness | 3.5156571 |
Sum | 67179 |
Variance | 32.239944 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
5 | 1355 | |
6 | 1209 | |
3 | 1063 | |
1 | 1010 | |
7 | 889 | |
8 | 773 | |
2 | 745 | |
4 | 592 | 5.9% |
9 | 443 | 4.4% |
14 | 414 | 4.1% |
Other values (13) | 1507 |
Value | Count | Frequency (%) |
1 | 1010 | |
2 | 745 | |
3 | 1063 | |
4 | 592 | |
5 | 1355 | |
6 | 1209 | |
7 | 889 | |
8 | 773 | |
9 | 443 | 4.4% |
10 | 169 | 1.7% |
Value | Count | Frequency (%) |
99 | 1 | < 0.1% |
55 | 1 | < 0.1% |
51 | 4 | < 0.1% |
42 | 10 | 0.1% |
41 | 85 | 0.9% |
31 | 86 | 0.9% |
17 | 13 | 0.1% |
16 | 22 | 0.2% |
15 | 167 | |
14 | 414 |
전공코드
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 20 |
---|---|
Distinct (%) | 0.2% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
01 | 598 |
---|---|
02 | 515 |
11 | 112 |
12 | 112 |
Other values (15) | 479 |
Length
Max length | 2 |
---|---|
Median length | 1 |
Mean length | 1.1815 |
Min length | 1 |
Unique
Unique | 1 ? |
---|---|
Unique (%) | < 0.1% |
Sample
1st row | |
---|---|
2nd row | 10 |
3rd row | |
4th row | 01 |
5th row |
Common Values
Value | Count | Frequency (%) |
8184 | ||
01 | 598 | 6.0% |
02 | 515 | 5.1% |
11 | 112 | 1.1% |
12 | 112 | 1.1% |
22 | 84 | 0.8% |
21 | 83 | 0.8% |
03 | 80 | 0.8% |
31 | 78 | 0.8% |
32 | 74 | 0.7% |
Other values (10) | 80 | 0.8% |
Length
Value | Count | Frequency (%) |
01 | 598 | |
02 | 515 | |
11 | 112 | 6.2% |
12 | 112 | 6.2% |
22 | 84 | 4.6% |
21 | 83 | 4.6% |
03 | 80 | 4.4% |
31 | 78 | 4.3% |
32 | 74 | 4.1% |
33 | 15 | 0.8% |
Other values (9) | 65 | 3.6% |
학년
Categorical
Distinct | 4 |
---|---|
Distinct (%) | < 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
1 | |
---|---|
2 | |
3 | 456 |
4 | 107 |
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 | 2 |
5th row | 2 |
Common Values
Value | Count | Frequency (%) |
1 | 4762 | |
2 | 4675 | |
3 | 456 | 4.6% |
4 | 107 | 1.1% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
1 | 4762 | |
2 | 4675 | |
3 | 456 | 4.6% |
4 | 107 | 1.1% |
학기
Categorical
Distinct | 2 |
---|---|
Distinct (%) | < 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
1 | |
---|---|
2 |
Length
Max length | 1 |
---|---|
Median length | 1 |
Mean length | 1 |
Min length | 1 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 2 |
---|---|
2nd row | 2 |
3rd row | 2 |
4th row | 1 |
5th row | 2 |
Common Values
Value | Count | Frequency (%) |
1 | 5047 | |
2 | 4953 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
1 | 5047 | |
2 | 4953 |
과목코드
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 3881 |
---|---|
Distinct (%) | 38.8% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 123006.7 |
Minimum | 9999 |
---|---|
Maximum | 584068 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 9999 |
---|---|
5-th percentile | 14048.95 |
Q1 | 51014 |
median | 74009 |
Q3 | 131063.25 |
95-th percentile | 554004 |
Maximum | 584068 |
Range | 574069 |
Interquartile range (IQR) | 80049.25 |
Descriptive statistics
Standard deviation | 141117.6 |
---|---|
Coefficient of variation (CV) | 1.1472351 |
Kurtosis | 4.3121108 |
Mean | 123006.7 |
Median Absolute Deviation (MAD) | 39008 |
Skewness | 2.280695 |
Sum | 1.230067 × 109 |
Variance | 1.9914176 × 1010 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
53015 | 31 | 0.3% |
71013 | 21 | 0.2% |
35001 | 20 | 0.2% |
65005 | 20 | 0.2% |
31013 | 19 | 0.2% |
13016 | 19 | 0.2% |
73022 | 18 | 0.2% |
75001 | 18 | 0.2% |
74026 | 18 | 0.2% |
65006 | 17 | 0.2% |
Other values (3871) | 9799 |
Value | Count | Frequency (%) |
9999 | 1 | < 0.1% |
11003 | 2 | < 0.1% |
11004 | 3 | < 0.1% |
11005 | 8 | |
11006 | 2 | < 0.1% |
11007 | 1 | < 0.1% |
11008 | 2 | < 0.1% |
11010 | 2 | < 0.1% |
11011 | 8 | |
11012 | 17 |
Value | Count | Frequency (%) |
584068 | 1 | |
584067 | 1 | |
584065 | 1 | |
584062 | 1 | |
584061 | 1 | |
584057 | 1 | |
584056 | 1 | |
584054 | 1 | |
584051 | 2 | |
584050 | 1 |
과목반
Categorical
HIGH CORRELATION
 
Distinct | 6 |
---|---|
Distinct (%) | 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
A | |
---|---|
B | |
E | |
C | 125 |
D | 23 |
Length
Max length | 1 |
---|---|
Median length | 1 |
Mean length | 1 |
Min length | 1 |
Unique
Unique | 1 ? |
---|---|
Unique (%) | < 0.1% |
Sample
1st row | B |
---|---|
2nd row | A |
3rd row | A |
4th row | A |
5th row | B |
Common Values
Value | Count | Frequency (%) |
A | 6398 | |
B | 2716 | |
E | 737 | 7.4% |
C | 125 | 1.2% |
D | 23 | 0.2% |
a | 1 | < 0.1% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
a | 6399 | |
b | 2716 | |
e | 737 | 7.4% |
c | 125 | 1.2% |
d | 23 | 0.2% |
과정종류
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 3 |
---|---|
Distinct (%) | < 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
A | |
---|---|
B | 757 |
1 | 1 |
Length
Max length | 1 |
---|---|
Median length | 1 |
Mean length | 1 |
Min length | 1 |
Unique
Unique | 1 ? |
---|---|
Unique (%) | < 0.1% |
Sample
1st row | A |
---|---|
2nd row | A |
3rd row | A |
4th row | A |
5th row | A |
Common Values
Value | Count | Frequency (%) |
A | 9242 | |
B | 757 | 7.6% |
1 | 1 | < 0.1% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
a | 9242 | |
b | 757 | 7.6% |
1 | 1 | < 0.1% |
년도 | 학과코드 | 전공코드 | 학년 | 학기 | 과목코드 | 과목반 | 과정종류 | |
---|---|---|---|---|---|---|---|---|
년도 | 1.000 | 0.377 | 0.541 | 0.202 | 0.111 | 0.416 | 0.294 | 0.307 |
학과코드 | 0.377 | 1.000 | 0.760 | 0.143 | 0.055 | 0.888 | 0.845 | 0.944 |
전공코드 | 0.541 | 0.760 | 1.000 | 0.138 | 0.109 | 0.686 | 0.871 | 0.864 |
학년 | 0.202 | 0.143 | 0.138 | 1.000 | 0.030 | 0.226 | 0.073 | 0.040 |
학기 | 0.111 | 0.055 | 0.109 | 0.030 | 1.000 | 0.045 | 0.000 | 0.000 |
과목코드 | 0.416 | 0.888 | 0.686 | 0.226 | 0.045 | 1.000 | 0.729 | 0.968 |
과목반 | 0.294 | 0.845 | 0.871 | 0.073 | 0.000 | 0.729 | 1.000 | 1.000 |
과정종류 | 0.307 | 0.944 | 0.864 | 0.040 | 0.000 | 0.968 | 1.000 | 1.000 |
과목반 | 전공코드 | 학년 | 학기 | 과정종류 | |
---|---|---|---|---|---|
과목반 | 1.000 | 0.641 | 0.047 | 0.000 | 0.999 |
전공코드 | 0.641 | 1.000 | 0.065 | 0.086 | 0.712 |
학년 | 0.047 | 0.065 | 1.000 | 0.020 | 0.038 |
학기 | 0.000 | 0.086 | 0.020 | 1.000 | 0.000 |
과정종류 | 0.999 | 0.712 | 0.038 | 0.000 | 1.000 |
년도 | 학과코드 | 과목코드 | 전공코드 | 학년 | 학기 | 과목반 | 과정종류 | |
---|---|---|---|---|---|---|---|---|
년도 | 1.000 | 0.333 | 0.102 | 0.200 | 0.123 | 0.083 | 0.159 | 0.188 |
학과코드 | 0.333 | 1.000 | 0.561 | 0.481 | 0.093 | 0.040 | 0.464 | 0.713 |
과목코드 | 0.102 | 0.561 | 1.000 | 0.350 | 0.146 | 0.045 | 0.477 | 0.704 |
전공코드 | 0.200 | 0.481 | 0.350 | 1.000 | 0.065 | 0.086 | 0.641 | 0.712 |
학년 | 0.123 | 0.093 | 0.146 | 0.065 | 1.000 | 0.020 | 0.047 | 0.038 |
학기 | 0.083 | 0.040 | 0.045 | 0.086 | 0.020 | 1.000 | 0.000 | 0.000 |
과목반 | 0.159 | 0.464 | 0.477 | 0.641 | 0.047 | 0.000 | 1.000 | 0.999 |
과정종류 | 0.188 | 0.713 | 0.704 | 0.712 | 0.038 | 0.000 | 0.999 | 1.000 |
년도 | 학과코드 | 전공코드 | 학년 | 학기 | 과목코드 | 과목반 | 과정종류 | |
---|---|---|---|---|---|---|---|---|
8317 | 2005 | 7 | 1 | 2 | 74037 | B | A | |
14076 | 2016 | 2 | 10 | 1 | 2 | 224171 | A | A |
13641 | 2017 | 12 | 1 | 2 | 124050 | A | A | |
4590 | 2012 | 2 | 01 | 2 | 1 | 224093 | A | A |
9537 | 2004 | 7 | 2 | 2 | 74084 | B | A | |
11036 | 2002 | 3 | 2 | 2 | 31011 | A | A | |
15084 | 2018 | 6 | 2 | 2 | 63202 | A | A | |
11454 | 2003 | 4 | 1 | 1 | 41015 | A | A | |
13583 | 2017 | 8 | 2 | 2 | 84119 | A | A | |
10137 | 2004 | 3 | 1 | 2 | 533050 | E | B |
년도 | 학과코드 | 전공코드 | 학년 | 학기 | 과목코드 | 과목반 | 과정종류 | |
---|---|---|---|---|---|---|---|---|
11172 | 2003 | 5 | 1 | 1 | 54038 | A | A | |
17182 | 2023 | 8 | 2 | 1 | 84187 | A | A | |
8268 | 2005 | 7 | 1 | 1 | 74079 | A | A | |
1223 | 2014 | 7 | 2 | 1 | 73022 | A | A | |
5904 | 2010 | 9 | 1 | 2 | 94063 | A | A | |
6898 | 2008 | 5 | 2 | 1 | 54085 | A | A | |
11632 | 2016 | 6 | 3 | 1 | 63173 | A | A | |
8425 | 2006 | 8 | 1 | 2 | 84003 | A | A | |
6629 | 2009 | 1 | 1 | 2 | 514041 | E | B | |
1983 | 2015 | 4 | 1 | 2 | 44219 | A | A |