Overview

Dataset statistics

Number of variables5
Number of observations124
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.1 KiB
Average record size in memory42.1 B

Variable types

Numeric1
Categorical2
DateTime2

Dataset

Description중장기개방계획에따른 경상남도 경남도립거창대학 데이터자료입니다.(번호, 취득일자, 자격증코드,생성일시, 수정일시등의 데이터를 포함하고 있습니다.)
URLhttps://www.data.go.kr/data/15066700/fileData.do

Alerts

취득일자 is highly overall correlated with 자격증코드High correlation
자격증코드 is highly overall correlated with 취득일자High correlation
번호 has unique valuesUnique

Reproduction

Analysis started2023-12-12 15:16:33.665842
Analysis finished2023-12-12 15:16:34.275014
Duration0.61 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

번호
Real number (ℝ)

UNIQUE 

Distinct124
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean62.5
Minimum1
Maximum124
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size1.2 KiB
2023-12-13T00:16:34.384304image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile7.15
Q131.75
median62.5
Q393.25
95-th percentile117.85
Maximum124
Range123
Interquartile range (IQR)61.5

Descriptive statistics

Standard deviation35.939764
Coefficient of variation (CV)0.57503623
Kurtosis-1.2
Mean62.5
Median Absolute Deviation (MAD)31
Skewness0
Sum7750
Variance1291.6667
MonotonicityStrictly increasing
2023-12-13T00:16:34.580685image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.8%
80 1
 
0.8%
93 1
 
0.8%
92 1
 
0.8%
91 1
 
0.8%
90 1
 
0.8%
89 1
 
0.8%
88 1
 
0.8%
87 1
 
0.8%
86 1
 
0.8%
Other values (114) 114
91.9%
ValueCountFrequency (%)
1 1
0.8%
2 1
0.8%
3 1
0.8%
4 1
0.8%
5 1
0.8%
6 1
0.8%
7 1
0.8%
8 1
0.8%
9 1
0.8%
10 1
0.8%
ValueCountFrequency (%)
124 1
0.8%
123 1
0.8%
122 1
0.8%
121 1
0.8%
120 1
0.8%
119 1
0.8%
118 1
0.8%
117 1
0.8%
116 1
0.8%
115 1
0.8%

취득일자
Categorical

HIGH CORRELATION 

Distinct20
Distinct (%)16.1%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
2012-02-17
65 
2011-02-23
36 
2010-07-23
 
3
2010-02-23
 
2
2010-12-10
 
2
Other values (15)
16 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique14 ?
Unique (%)11.3%

Sample

1st row2012-02-17
2nd row2012-02-17
3rd row2012-02-17
4th row2012-02-17
5th row2012-02-17

Common Values

ValueCountFrequency (%)
2012-02-17 65
52.4%
2011-02-23 36
29.0%
2010-07-23 3
 
2.4%
2010-02-23 2
 
1.6%
2010-12-10 2
 
1.6%
2012-02-19 2
 
1.6%
2009-11-06 1
 
0.8%
2010-04-27 1
 
0.8%
2010-11-20 1
 
0.8%
2009-12-22 1
 
0.8%
Other values (10) 10
 
8.1%

Length

2023-12-13T00:16:34.720973image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2012-02-17 65
52.4%
2011-02-23 36
29.0%
2010-07-23 3
 
2.4%
2010-02-23 2
 
1.6%
2010-12-10 2
 
1.6%
2012-02-19 2
 
1.6%
2010-08-13 1
 
0.8%
2010-08-06 1
 
0.8%
0211-02-23 1
 
0.8%
2010-07-02 1
 
0.8%
Other values (10) 10
 
8.1%

자격증코드
Categorical

HIGH CORRELATION 

Distinct12
Distinct (%)9.7%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
F03010-20
40 
G02010-22
34 
G02020-22
33 
A03040-11
A03040-12
 
2
Other values (7)

Length

Max length9
Median length9
Mean length9
Min length9

Unique

Unique5 ?
Unique (%)4.0%

Sample

1st rowG02010-22
2nd rowG02020-22
3rd rowG02020-22
4th rowG02010-22
5th rowG02020-22

Common Values

ValueCountFrequency (%)
F03010-20 40
32.3%
G02010-22 34
27.4%
G02020-22 33
26.6%
A03040-11 6
 
4.8%
A03040-12 2
 
1.6%
A03080-12 2
 
1.6%
A03040-13 2
 
1.6%
F03020-20 1
 
0.8%
A03071-30 1
 
0.8%
H03100-15 1
 
0.8%
Other values (2) 2
 
1.6%

Length

2023-12-13T00:16:34.866830image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
f03010-20 40
32.3%
g02010-22 34
27.4%
g02020-22 33
26.6%
a03040-11 6
 
4.8%
a03040-12 2
 
1.6%
a03080-12 2
 
1.6%
a03040-13 2
 
1.6%
f03020-20 1
 
0.8%
a03071-30 1
 
0.8%
h03100-15 1
 
0.8%
Other values (2) 2
 
1.6%
Distinct54
Distinct (%)43.5%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
Minimum2011-03-24 11:31:00
Maximum2012-03-20 15:07:00
2023-12-13T00:16:34.987363image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T00:16:35.170541image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
Distinct54
Distinct (%)43.5%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
Minimum2011-03-24 11:31:00
Maximum2012-03-20 15:07:00
2023-12-13T00:16:35.330966image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T00:16:35.760343image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

Interactions

2023-12-13T00:16:33.929500image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-13T00:16:35.866458image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
번호취득일자자격증코드생성일시수정일시
번호1.0000.7920.6850.9950.995
취득일자0.7921.0000.9850.9880.988
자격증코드0.6850.9851.0000.9890.989
생성일시0.9950.9880.9891.0001.000
수정일시0.9950.9880.9891.0001.000
2023-12-13T00:16:35.966908image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
자격증코드취득일자
자격증코드1.0000.857
취득일자0.8571.000
2023-12-13T00:16:36.036932image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
번호취득일자자격증코드
번호1.0000.3600.368
취득일자0.3601.0000.857
자격증코드0.3680.8571.000

Missing values

2023-12-13T00:16:34.089111image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T00:16:34.220462image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

번호취득일자자격증코드생성일시수정일시
012012-02-17G02010-222012-03-20 11:362012-03-20 11:36
122012-02-17G02020-222012-03-20 11:362012-03-20 11:36
232012-02-17G02020-222012-03-20 11:362012-03-20 11:36
342012-02-17G02010-222012-03-20 11:362012-03-20 11:36
452012-02-17G02020-222012-03-20 11:372012-03-20 11:37
562012-02-17G02010-222012-03-20 11:382012-03-20 11:38
672012-02-17G02010-222012-03-20 11:402012-03-20 11:40
782012-02-17G02020-222012-03-20 11:402012-03-20 11:40
892012-02-17G02010-222012-03-20 11:412012-03-20 11:41
9102012-02-17G02020-222012-03-20 11:412012-03-20 11:41
번호취득일자자격증코드생성일시수정일시
1141152011-02-23F03010-202011-03-24 17:252011-03-24 17:25
1151162011-02-23F03010-202011-03-24 17:252011-03-24 17:25
1161172011-02-23F03010-202011-03-24 17:262011-03-24 17:26
1171182011-02-23F03010-202011-03-24 17:262011-03-24 17:26
1181190211-02-23F03010-202011-03-24 17:262011-03-24 17:26
1191202011-02-23F03010-202011-03-24 17:272011-03-24 17:27
1201212011-02-23F03010-202011-03-24 17:272011-03-24 17:27
1211222011-02-23F03010-202011-03-24 17:272011-03-24 17:27
1221232014-02-21F03010-202011-03-24 17:272011-03-24 17:27
1231242011-02-23F03010-202011-03-24 17:272011-03-24 17:27