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.) |
---|---|
URL | https://www.data.go.kr/data/15066691/fileData.do |
과정종류 is highly overall correlated with 학과코드 and 3 other fields | High correlation |
과목반 is highly overall correlated with 전공코드 and 1 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 (72.1%) | Imbalance |
과정종류 is highly imbalanced (75.0%) | Imbalance |
Reproduction
Analysis started | 2023-12-12 05:38:00.162510 |
---|---|
Analysis finished | 2023-12-12 05:38:02.299108 |
Duration | 2.14 seconds |
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 | 2010.633 |
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 | 7.1226108 |
---|---|
Coefficient of variation (CV) | 0.0035424718 |
Kurtosis | -1.2128153 |
Mean | 2010.633 |
Median Absolute Deviation (MAD) | 6 |
Skewness | 0.042907825 |
Sum | 20106330 |
Variance | 50.731584 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
2004 | 458 | 4.6% |
2015 | 455 | 4.5% |
2002 | 447 | 4.5% |
2003 | 442 | 4.4% |
2001 | 440 | 4.4% |
2012 | 431 | 4.3% |
2022 | 429 | 4.3% |
2005 | 426 | 4.3% |
2010 | 411 | 4.1% |
2000 | 409 | 4.1% |
Other values (15) | 5652 |
Value | Count | Frequency (%) |
1999 | 391 | |
2000 | 409 | |
2001 | 440 | |
2002 | 447 | |
2003 | 442 | |
2004 | 458 | |
2005 | 426 | |
2006 | 404 | |
2007 | 372 | |
2008 | 380 |
Value | Count | Frequency (%) |
2023 | 222 | |
2022 | 429 | |
2021 | 408 | |
2020 | 403 | |
2019 | 368 | |
2018 | 370 | |
2017 | 392 | |
2016 | 361 | |
2015 | 455 | |
2014 | 409 |
학과코드
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 23 |
---|---|
Distinct (%) | 0.2% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 6.7453 |
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 | 5.680533 |
---|---|
Coefficient of variation (CV) | 0.84214682 |
Kurtosis | 22.267391 |
Mean | 6.7453 |
Median Absolute Deviation (MAD) | 3 |
Skewness | 3.524183 |
Sum | 67453 |
Variance | 32.268455 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
5 | 1411 | |
6 | 1190 | |
3 | 1052 | |
1 | 985 | |
7 | 902 | |
8 | 767 | |
2 | 749 | |
4 | 563 | 5.6% |
14 | 475 | 4.8% |
9 | 461 | 4.6% |
Other values (13) | 1445 |
Value | Count | Frequency (%) |
1 | 985 | |
2 | 749 | |
3 | 1052 | |
4 | 563 | 5.6% |
5 | 1411 | |
6 | 1190 | |
7 | 902 | |
8 | 767 | |
9 | 461 | 4.6% |
10 | 151 | 1.5% |
Value | Count | Frequency (%) |
99 | 1 | < 0.1% |
55 | 2 | < 0.1% |
51 | 4 | < 0.1% |
42 | 13 | 0.1% |
41 | 79 | 0.8% |
31 | 89 | 0.9% |
17 | 6 | 0.1% |
16 | 15 | 0.1% |
15 | 152 | 1.5% |
14 | 475 |
전공코드
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 20 |
---|---|
Distinct (%) | 0.2% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
01 | 635 |
---|---|
02 | 506 |
12 | 104 |
11 | 102 |
Other values (15) | 482 |
Length
Max length | 2 |
---|---|
Median length | 1 |
Mean length | 1.1828 |
Min length | 1 |
Unique
Unique | 1 ? |
---|---|
Unique (%) | < 0.1% |
Sample
1st row | 01 |
---|---|
2nd row | |
3rd row | |
4th row | |
5th row |
Common Values
Value | Count | Frequency (%) |
8171 | ||
01 | 635 | 6.3% |
02 | 506 | 5.1% |
12 | 104 | 1.0% |
11 | 102 | 1.0% |
03 | 88 | 0.9% |
22 | 86 | 0.9% |
31 | 80 | 0.8% |
21 | 79 | 0.8% |
32 | 57 | 0.6% |
Other values (10) | 92 | 0.9% |
Length
Value | Count | Frequency (%) |
01 | 635 | |
02 | 506 | |
12 | 104 | 5.7% |
11 | 102 | 5.6% |
03 | 88 | 4.8% |
22 | 86 | 4.7% |
31 | 80 | 4.4% |
21 | 79 | 4.3% |
32 | 57 | 3.1% |
14 | 18 | 1.0% |
Other values (9) | 74 | 4.0% |
학년
Categorical
Distinct | 4 |
---|---|
Distinct (%) | < 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
1 | |
---|---|
2 | |
3 | |
4 | 78 |
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 | 1 |
3rd row | 2 |
4th row | 1 |
5th row | 1 |
Common Values
Value | Count | Frequency (%) |
1 | 4758 | |
2 | 4683 | |
3 | 481 | 4.8% |
4 | 78 | 0.8% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
1 | 4758 | |
2 | 4683 | |
3 | 481 | 4.8% |
4 | 78 | 0.8% |
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 | 1 |
Common Values
Value | Count | Frequency (%) |
1 | 5003 | |
2 | 4997 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
1 | 5003 | |
2 | 4997 |
과목코드
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 3861 |
---|---|
Distinct (%) | 38.6% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 124423.7 |
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 | 14047 |
Q1 | 51047 |
median | 74026 |
Q3 | 134007.25 |
95-th percentile | 554005 |
Maximum | 584068 |
Range | 574069 |
Interquartile range (IQR) | 82960.25 |
Descriptive statistics
Standard deviation | 142167.59 |
---|---|
Coefficient of variation (CV) | 1.1426086 |
Kurtosis | 4.1451225 |
Mean | 124423.7 |
Median Absolute Deviation (MAD) | 39419.5 |
Skewness | 2.2514834 |
Sum | 1.244237 × 109 |
Variance | 2.0211624 × 1010 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
53015 | 26 | 0.3% |
13016 | 22 | 0.2% |
14003 | 20 | 0.2% |
11012 | 19 | 0.2% |
14045 | 18 | 0.2% |
75001 | 18 | 0.2% |
71013 | 17 | 0.2% |
35002 | 17 | 0.2% |
65006 | 17 | 0.2% |
31013 | 17 | 0.2% |
Other values (3851) | 9809 |
Value | Count | Frequency (%) |
9999 | 1 | < 0.1% |
11003 | 2 | < 0.1% |
11004 | 2 | < 0.1% |
11005 | 5 | |
11006 | 2 | < 0.1% |
11007 | 2 | < 0.1% |
11008 | 2 | < 0.1% |
11009 | 2 | < 0.1% |
11010 | 2 | < 0.1% |
11011 | 6 |
Value | Count | Frequency (%) |
584068 | 1 | |
584063 | 1 | |
584062 | 1 | |
584060 | 1 | |
584059 | 1 | |
584057 | 1 | |
584055 | 1 | |
584053 | 1 | |
584052 | 1 | |
584051 | 2 |
과목반
Categorical
HIGH CORRELATION
 
Distinct | 6 |
---|---|
Distinct (%) | 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
A | |
---|---|
B | |
E | |
C | 140 |
D | 27 |
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 | E |
4th row | B |
5th row | E |
Common Values
Value | Count | Frequency (%) |
A | 6426 | |
B | 2653 | |
E | 753 | 7.5% |
C | 140 | 1.4% |
D | 27 | 0.3% |
a | 1 | < 0.1% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
a | 6427 | |
b | 2653 | |
e | 753 | 7.5% |
c | 140 | 1.4% |
d | 27 | 0.3% |
과정종류
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 3 |
---|---|
Distinct (%) | < 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
A | |
---|---|
B | 779 |
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 | B |
4th row | A |
5th row | B |
Common Values
Value | Count | Frequency (%) |
A | 9220 | |
B | 779 | 7.8% |
1 | 1 | < 0.1% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
a | 9220 | |
b | 779 | 7.8% |
1 | 1 | < 0.1% |
년도 | 학과코드 | 전공코드 | 학년 | 학기 | 과목코드 | 과목반 | 과정종류 | |
---|---|---|---|---|---|---|---|---|
년도 | 1.000 | 0.376 | 0.532 | 0.178 | 0.084 | 0.412 | 0.292 | 0.310 |
학과코드 | 0.376 | 1.000 | 0.760 | 0.146 | 0.049 | 0.884 | 0.846 | 0.944 |
전공코드 | 0.532 | 0.760 | 1.000 | 0.134 | 0.101 | 0.680 | 0.865 | 0.865 |
학년 | 0.178 | 0.146 | 0.134 | 1.000 | 0.024 | 0.222 | 0.068 | 0.035 |
학기 | 0.084 | 0.049 | 0.101 | 0.024 | 1.000 | 0.037 | 0.023 | 0.004 |
과목코드 | 0.412 | 0.884 | 0.680 | 0.222 | 0.037 | 1.000 | 0.731 | 0.966 |
과목반 | 0.292 | 0.846 | 0.865 | 0.068 | 0.023 | 0.731 | 1.000 | 1.000 |
과정종류 | 0.310 | 0.944 | 0.865 | 0.035 | 0.004 | 0.966 | 1.000 | 1.000 |
전공코드 | 과정종류 | 학기 | 과목반 | 학년 | |
---|---|---|---|---|---|
전공코드 | 1.000 | 0.712 | 0.080 | 0.631 | 0.064 |
과정종류 | 0.712 | 1.000 | 0.006 | 1.000 | 0.033 |
학기 | 0.080 | 0.006 | 1.000 | 0.016 | 0.016 |
과목반 | 0.631 | 1.000 | 0.016 | 1.000 | 0.044 |
학년 | 0.064 | 0.033 | 0.016 | 0.044 | 1.000 |
년도 | 학과코드 | 과목코드 | 전공코드 | 학년 | 학기 | 과목반 | 과정종류 | |
---|---|---|---|---|---|---|---|---|
년도 | 1.000 | 0.334 | 0.105 | 0.196 | 0.109 | 0.063 | 0.157 | 0.190 |
학과코드 | 0.334 | 1.000 | 0.549 | 0.481 | 0.094 | 0.035 | 0.465 | 0.713 |
과목코드 | 0.105 | 0.549 | 1.000 | 0.345 | 0.143 | 0.037 | 0.480 | 0.704 |
전공코드 | 0.196 | 0.481 | 0.345 | 1.000 | 0.064 | 0.080 | 0.631 | 0.712 |
학년 | 0.109 | 0.094 | 0.143 | 0.064 | 1.000 | 0.016 | 0.044 | 0.033 |
학기 | 0.063 | 0.035 | 0.037 | 0.080 | 0.016 | 1.000 | 0.016 | 0.006 |
과목반 | 0.157 | 0.465 | 0.480 | 0.631 | 0.044 | 0.016 | 1.000 | 1.000 |
과정종류 | 0.190 | 0.713 | 0.704 | 0.712 | 0.033 | 0.006 | 1.000 | 1.000 |
년도 | 학과코드 | 전공코드 | 학년 | 학기 | 과목코드 | 과목반 | 과정종류 | |
---|---|---|---|---|---|---|---|---|
4975 | 2010 | 2 | 01 | 2 | 2 | 224124 | A | A |
9573 | 2004 | 8 | 1 | 2 | 84043 | A | A | |
8456 | 2006 | 8 | 2 | 2 | 584040 | E | B | |
5083 | 2010 | 5 | 1 | 1 | 54056 | B | A | |
7915 | 2005 | 5 | 1 | 1 | 554031 | E | B | |
895 | 2000 | 2 | 01 | 2 | 2 | 214031 | A | A |
15770 | 2021 | 9 | 1 | 1 | 94181 | A | A | |
6519 | 2009 | 5 | 1 | 1 | 554052 | E | B | |
16842 | 2023 | 17 | 1 | 1 | 174010 | A | A | |
10196 | 2004 | 3 | 3 | 1 | 33071 | A | A |
년도 | 학과코드 | 전공코드 | 학년 | 학기 | 과목코드 | 과목반 | 과정종류 | |
---|---|---|---|---|---|---|---|---|
16311 | 2020 | 5 | 21 | 2 | 2 | 53030 | A | A |
10730 | 2002 | 2 | 01 | 2 | 1 | 214015 | A | A |
15722 | 2020 | 31 | 1 | 2 | 311032 | A | A | |
4895 | 2011 | 6 | 3 | 2 | 65007 | A | A | |
1896 | 2015 | 14 | 1 | 1 | 144017 | A | A | |
17919 | 2023 | 17 | 1 | 1 | 171053 | A | A | |
5692 | 2009 | 5 | 1 | 2 | 54150 | B | A | |
2956 | 2013 | 5 | 2 | 1 | 54189 | A | A | |
1740 | 1999 | 1 | 2 | 1 | 11010 | A | A | |
5955 | 2010 | 11 | 1 | 1 | 114001 | A | A |