gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	8746
Missing cells	74
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	922.6 KiB
Average record size in memory	108.0 B

Variable types

Numeric	12

Dataset

Description	한국농어촌공사 새만금방조제 새만금유역 동진대교 수위계측 데이타로 매일/매시 10분 주기로 수위정보를 제공합니다 일자별 데이타중 공란인 것은 수위계 이상으로 결측된 자료입니다
Author	한국농어촌공사
URL	https://www.data.go.kr/data/15104776/fileData.do

Alerts

`00분` is highly overall correlated with `10분` and 7 other fields	High correlation
`10분` is highly overall correlated with `00분` and 7 other fields	High correlation
`20분` is highly overall correlated with `00분` and 7 other fields	High correlation
`30분` is highly overall correlated with `00분` and 7 other fields	High correlation
`40분` is highly overall correlated with `00분` and 7 other fields	High correlation
`50분` is highly overall correlated with `00분` and 7 other fields	High correlation
`시간최소` is highly overall correlated with `00분` and 7 other fields	High correlation
`시간최대` is highly overall correlated with `00분` and 7 other fields	High correlation
`시간평균` is highly overall correlated with `00분` and 7 other fields	High correlation
`시간` has 364 (4.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 23:45:37.683184
Analysis finished	2023-12-11 23:45:57.185057
Duration	19.5 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

월
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5188658

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4461534
Coefficient of variation (CV)	0.5286431
Kurtosis	-1.2048701
Mean	6.5188658
Median Absolute Deviation (MAD)	3
Skewness	-0.0077601736
Sum	57014
Variance	11.875973
Monotonicity	Increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	744	8.5%
3	744	8.5%
5	744	8.5%
7	744	8.5%
8	744	8.5%
10	744	8.5%
12	744	8.5%
4	720	8.2%
6	720	8.2%
9	720	8.2%
Other values (2)	1378	15.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	744	8.5%
2	672	7.7%
3	744	8.5%
4	720	8.2%
5	744	8.5%
6	720	8.2%
7	744	8.5%
8	744	8.5%
9	720	8.2%
10	744	8.5%

Value	Count	Frequency (%)
12	744	8.5%
11	706	8.1%
10	744	8.5%
9	720	8.2%
8	744	8.5%
7	744	8.5%
6	720	8.2%
5	744	8.5%
4	720	8.2%
3	744	8.5%

일
Real number (ℝ)

Distinct	31
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.741367

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.7883504
Coefficient of variation (CV)	0.5582965
Kurtosis	-1.1911536
Mean	15.741367
Median Absolute Deviation (MAD)	8
Skewness	0.0056569058
Sum	137674
Variance	77.235103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1	288	3.3%
15	288	3.3%
28	288	3.3%
27	288	3.3%
26	288	3.3%
25	288	3.3%
24	288	3.3%
23	288	3.3%
22	288	3.3%
21	288	3.3%
Other values (21)	5866	67.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	288	3.3%
2	284	3.2%
3	278	3.2%
4	288	3.3%
5	288	3.3%
6	288	3.3%
7	288	3.3%
8	288	3.3%
9	288	3.3%
10	288	3.3%

Value	Count	Frequency (%)
31	168	1.9%
30	264	3.0%
29	264	3.0%
28	288	3.3%
27	288	3.3%
26	288	3.3%
25	288	3.3%
24	288	3.3%
23	288	3.3%
22	288	3.3%

시간
Real number (ℝ)

ZEROS

Distinct	24
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.50526

Minimum	0
Maximum	23
Zeros	364
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	12
Q3	17.75
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	11.75

Descriptive statistics

Standard deviation	6.9215671
Coefficient of variation (CV)	0.60160026
Kurtosis	-1.2035347
Mean	11.50526
Median Absolute Deviation (MAD)	6
Skewness	-0.0011513851
Sum	100625
Variance	47.908091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
12	365	4.2%
13	365	4.2%
23	365	4.2%
22	365	4.2%
18	365	4.2%
17	365	4.2%
16	365	4.2%
15	365	4.2%
11	365	4.2%
14	365	4.2%
Other values (14)	5096	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	364	4.2%
1	364	4.2%
2	364	4.2%
3	364	4.2%
4	364	4.2%
5	364	4.2%
6	364	4.2%
7	364	4.2%
8	364	4.2%
9	364	4.2%

Value	Count	Frequency (%)
23	365	4.2%
22	365	4.2%
21	364	4.2%
20	364	4.2%
19	364	4.2%
18	365	4.2%
17	365	4.2%
16	365	4.2%
15	365	4.2%
14	365	4.2%

00분
Real number (ℝ)

HIGH CORRELATION

Distinct	265
Distinct (%)	3.0%
Missing	8
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.0357954

Minimum	2.86
Maximum	6.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.86
5-th percentile	3.58
Q1	3.88
median	4.01
Q3	4.14
95-th percentile	4.58
Maximum	6.54
Range	3.68
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.32740969
Coefficient of variation (CV)	0.081126435
Kurtosis	6.678281
Mean	4.0357954
Median Absolute Deviation (MAD)	0.13
Skewness	1.540384
Sum	35264.78
Variance	0.10719711
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.06	238	2.7%
4.08	219	2.5%
3.98	214	2.4%
4.0	213	2.4%
3.95	203	2.3%
4.04	203	2.3%
3.99	199	2.3%
4.02	197	2.3%
3.97	187	2.1%
3.96	187	2.1%
Other values (255)	6678	76.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.86	1	< 0.1%
2.93	1	< 0.1%
3.01	1	< 0.1%
3.02	1	< 0.1%
3.04	2	< 0.1%
3.06	1	< 0.1%
3.08	1	< 0.1%
3.09	1	< 0.1%
3.1	3	< 0.1%
3.12	1	< 0.1%

Value	Count	Frequency (%)
6.54	1	< 0.1%
6.5	1	< 0.1%
6.47	1	< 0.1%
6.39	1	< 0.1%
6.3	1	< 0.1%
6.24	1	< 0.1%
6.08	1	< 0.1%
6.07	1	< 0.1%
6.03	1	< 0.1%
6.01	1	< 0.1%

10분
Real number (ℝ)

HIGH CORRELATION

Distinct	258
Distinct (%)	3.0%
Missing	10
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.0362546

Minimum	2.89
Maximum	6.55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.89
5-th percentile	3.58
Q1	3.88
median	4.01
Q3	4.14
95-th percentile	4.5725
Maximum	6.55
Range	3.66
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.32728147
Coefficient of variation (CV)	0.081085438
Kurtosis	6.7204596
Mean	4.0362546
Median Absolute Deviation (MAD)	0.13
Skewness	1.5458056
Sum	35260.72
Variance	0.10711316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.04	236	2.7%
4.06	221	2.5%
4.08	220	2.5%
3.98	214	2.4%
3.99	209	2.4%
4.0	206	2.4%
4.02	198	2.3%
3.97	189	2.2%
4.05	186	2.1%
4.07	185	2.1%
Other values (248)	6672	76.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.89	1	< 0.1%
2.92	1	< 0.1%
3.01	2	< 0.1%
3.02	1	< 0.1%
3.04	1	< 0.1%
3.06	1	< 0.1%
3.08	4	< 0.1%
3.1	2	< 0.1%
3.11	1	< 0.1%
3.15	2	< 0.1%

Value	Count	Frequency (%)
6.55	1	< 0.1%
6.5	1	< 0.1%
6.49	1	< 0.1%
6.38	1	< 0.1%
6.36	1	< 0.1%
6.21	1	< 0.1%
6.06	1	< 0.1%
6.05	1	< 0.1%
6.04	1	< 0.1%
6.03	1	< 0.1%

20분
Real number (ℝ)

HIGH CORRELATION

Distinct	269
Distinct (%)	3.1%
Missing	13
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.0366335

Minimum	2.89
Maximum	6.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.89
5-th percentile	3.58
Q1	3.88
median	4.01
Q3	4.14
95-th percentile	4.58
Maximum	6.53
Range	3.64
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.32742034
Coefficient of variation (CV)	0.08111223
Kurtosis	6.6927903
Mean	4.0366335
Median Absolute Deviation (MAD)	0.13
Skewness	1.5409431
Sum	35251.92
Variance	0.10720408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.06	247	2.8%
4.04	218	2.5%
3.99	215	2.5%
4.08	210	2.4%
4.02	206	2.4%
3.97	198	2.3%
4.0	198	2.3%
3.95	198	2.3%
4.07	194	2.2%
3.98	191	2.2%
Other values (259)	6658	76.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.89	1	< 0.1%
2.96	1	< 0.1%
2.99	1	< 0.1%
3.0	1	< 0.1%
3.03	1	< 0.1%
3.05	1	< 0.1%
3.07	2	< 0.1%
3.08	2	< 0.1%
3.09	1	< 0.1%
3.1	1	< 0.1%

Value	Count	Frequency (%)
6.53	1	< 0.1%
6.5	1	< 0.1%
6.47	1	< 0.1%
6.39	1	< 0.1%
6.35	1	< 0.1%
6.18	1	< 0.1%
6.1	1	< 0.1%
6.07	1	< 0.1%
6.04	1	< 0.1%
6.02	1	< 0.1%

30분
Real number (ℝ)

HIGH CORRELATION

Distinct	267
Distinct (%)	3.1%
Missing	11
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.0366251

Minimum	2.88
Maximum	6.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.88
5-th percentile	3.58
Q1	3.88
median	4.01
Q3	4.14
95-th percentile	4.58
Maximum	6.52
Range	3.64
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.32731721
Coefficient of variation (CV)	0.081086851
Kurtosis	6.662216
Mean	4.0366251
Median Absolute Deviation (MAD)	0.13
Skewness	1.5347526
Sum	35259.92
Variance	0.10713656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.06	272	3.1%
4.0	217	2.5%
3.99	213	2.4%
4.08	210	2.4%
4.04	206	2.4%
3.98	202	2.3%
3.97	196	2.2%
3.95	196	2.2%
4.02	191	2.2%
4.05	179	2.0%
Other values (257)	6653	76.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.88	1	< 0.1%
2.98	2	< 0.1%
3.0	1	< 0.1%
3.02	1	< 0.1%
3.06	1	< 0.1%
3.07	1	< 0.1%
3.08	1	< 0.1%
3.09	2	< 0.1%
3.1	1	< 0.1%
3.11	3	< 0.1%

Value	Count	Frequency (%)
6.52	1	< 0.1%
6.51	1	< 0.1%
6.46	1	< 0.1%
6.4	1	< 0.1%
6.33	1	< 0.1%
6.15	2	< 0.1%
6.07	1	< 0.1%
6.04	1	< 0.1%
6.0	1	< 0.1%
5.98	1	< 0.1%

40분
Real number (ℝ)

HIGH CORRELATION

Distinct	266
Distinct (%)	3.0%
Missing	15
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.0364002

Minimum	2.86
Maximum	6.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.86
5-th percentile	3.58
Q1	3.88
median	4.01
Q3	4.14
95-th percentile	4.58
Maximum	6.52
Range	3.66
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.32716103
Coefficient of variation (CV)	0.081052673
Kurtosis	6.6685197
Mean	4.0364002
Median Absolute Deviation (MAD)	0.13
Skewness	1.5338356
Sum	35241.81
Variance	0.10703434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.08	236	2.7%
4.02	216	2.5%
3.98	211	2.4%
4.06	211	2.4%
4.04	210	2.4%
4.0	209	2.4%
4.05	208	2.4%
3.99	207	2.4%
3.97	200	2.3%
3.95	184	2.1%
Other values (256)	6639	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.86	1	< 0.1%
2.97	1	< 0.1%
2.99	1	< 0.1%
3.0	1	< 0.1%
3.02	1	< 0.1%
3.03	1	< 0.1%
3.08	2	< 0.1%
3.09	1	< 0.1%
3.1	2	< 0.1%
3.11	2	< 0.1%

Value	Count	Frequency (%)
6.52	1	< 0.1%
6.5	1	< 0.1%
6.45	1	< 0.1%
6.41	1	< 0.1%
6.3	1	< 0.1%
6.2	1	< 0.1%
6.13	1	< 0.1%
6.07	1	< 0.1%
6.04	1	< 0.1%
6.02	1	< 0.1%

50분
Real number (ℝ)

HIGH CORRELATION

Distinct	266
Distinct (%)	3.0%
Missing	17
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.0361828

Minimum	2.86
Maximum	6.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.86
5-th percentile	3.58
Q1	3.88
median	4.01
Q3	4.14
95-th percentile	4.58
Maximum	6.52
Range	3.66
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.32751988
Coefficient of variation (CV)	0.081145948
Kurtosis	6.6582888
Mean	4.0361828
Median Absolute Deviation (MAD)	0.13
Skewness	1.534105
Sum	35231.84
Variance	0.10726927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.02	230	2.6%
4.06	223	2.5%
3.98	220	2.5%
4.08	219	2.5%
3.99	217	2.5%
4.0	212	2.4%
3.97	211	2.4%
4.04	207	2.4%
4.05	190	2.2%
3.94	181	2.1%
Other values (256)	6619	75.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.86	1	< 0.1%
2.95	1	< 0.1%
3.02	1	< 0.1%
3.03	1	< 0.1%
3.04	1	< 0.1%
3.06	2	< 0.1%
3.07	1	< 0.1%
3.08	1	< 0.1%
3.1	2	< 0.1%
3.11	1	< 0.1%

Value	Count	Frequency (%)
6.52	1	< 0.1%
6.5	1	< 0.1%
6.45	1	< 0.1%
6.42	1	< 0.1%
6.28	1	< 0.1%
6.26	1	< 0.1%
6.11	1	< 0.1%
6.06	1	< 0.1%
6.04	1	< 0.1%
6.02	1	< 0.1%

시간최소
Real number (ℝ)

HIGH CORRELATION

Distinct	261
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0064166

Minimum	2.86
Maximum	6.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.86
5-th percentile	3.53
Q1	3.85
median	3.99
Q3	4.11
95-th percentile	4.55
Maximum	6.5
Range	3.64
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.33077163
Coefficient of variation (CV)	0.082560466
Kurtosis	6.1731042
Mean	4.0064166
Median Absolute Deviation (MAD)	0.13
Skewness	1.4281186
Sum	35040.12
Variance	0.10940987
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.94	222	2.5%
3.97	219	2.5%
3.98	211	2.4%
3.99	209	2.4%
4.02	209	2.4%
4.06	208	2.4%
4.04	205	2.3%
4.08	202	2.3%
3.95	198	2.3%
4.0	194	2.2%
Other values (251)	6669	76.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.86	2	< 0.1%
2.95	1	< 0.1%
2.99	1	< 0.1%
3.02	2	< 0.1%
3.03	1	< 0.1%
3.06	3	< 0.1%
3.08	3	< 0.1%
3.1	1	< 0.1%
3.11	2	< 0.1%
3.13	3	< 0.1%

Value	Count	Frequency (%)
6.5	1	< 0.1%
6.47	1	< 0.1%
6.42	1	< 0.1%
6.3	1	< 0.1%
6.28	1	< 0.1%
6.11	1	< 0.1%
6.04	1	< 0.1%
6.03	1	< 0.1%
5.96	1	< 0.1%
5.93	2	< 0.1%

시간최대
Real number (ℝ)

HIGH CORRELATION

Distinct	265
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0660142

Minimum	2.93
Maximum	6.55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.93
5-th percentile	3.63
Q1	3.91
median	4.04
Q3	4.16
95-th percentile	4.61
Maximum	6.55
Range	3.62
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.32295435
Coefficient of variation (CV)	0.079427749
Kurtosis	7.2336011
Mean	4.0660142
Median Absolute Deviation (MAD)	0.13
Skewness	1.6671119
Sum	35561.36
Variance	0.10429951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.06	254	2.9%
4.08	244	2.8%
4.0	233	2.7%
3.99	230	2.6%
3.98	206	2.4%
4.02	205	2.3%
4.1	191	2.2%
4.07	188	2.1%
4.09	186	2.1%
4.05	180	2.1%
Other values (255)	6629	75.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.93	1	< 0.1%
3.04	3	< 0.1%
3.07	1	< 0.1%
3.09	1	< 0.1%
3.1	3	< 0.1%
3.12	2	< 0.1%
3.13	2	< 0.1%
3.15	1	< 0.1%
3.17	3	< 0.1%
3.18	1	< 0.1%

Value	Count	Frequency (%)
6.55	1	< 0.1%
6.52	1	< 0.1%
6.5	1	< 0.1%
6.45	1	< 0.1%
6.39	1	< 0.1%
6.26	1	< 0.1%
6.24	1	< 0.1%
6.08	1	< 0.1%
6.07	2	< 0.1%
6.02	1	< 0.1%

시간평균
Real number (ℝ)

HIGH CORRELATION

Distinct	262
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0370478

Minimum	2.89
Maximum	6.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.0 KiB

Quantile statistics

Minimum	2.89
5-th percentile	3.59
Q1	3.88
median	4.01
Q3	4.14
95-th percentile	4.58
Maximum	6.53
Range	3.64
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.32550085
Coefficient of variation (CV)	0.080628436
Kurtosis	6.8239289
Mean	4.0370478
Median Absolute Deviation (MAD)	0.13
Skewness	1.571511
Sum	35308.02
Variance	0.1059508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.99	230	2.6%
4.06	229	2.6%
4.04	226	2.6%
4.05	217	2.5%
4.07	205	2.3%
3.97	204	2.3%
4.0	204	2.3%
4.08	202	2.3%
3.98	196	2.2%
3.96	187	2.1%
Other values (252)	6646	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.89	1	< 0.1%
2.97	1	< 0.1%
2.99	1	< 0.1%
3.01	1	< 0.1%
3.03	1	< 0.1%
3.06	1	< 0.1%
3.07	1	< 0.1%
3.08	1	< 0.1%
3.09	3	< 0.1%
3.1	1	< 0.1%

Value	Count	Frequency (%)
6.53	1	< 0.1%
6.5	1	< 0.1%
6.47	1	< 0.1%
6.39	1	< 0.1%
6.34	1	< 0.1%
6.17	1	< 0.1%
6.12	1	< 0.1%
6.06	1	< 0.1%
6.05	1	< 0.1%
6.0	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	월	일	시간	00분	10분	20분	30분	40분	50분	시간최소	시간최대	시간평균
월	1.000	0.000	0.000	0.591	0.585	0.591	0.592	0.598	0.594	0.592	0.589	0.593
일	0.000	1.000	0.000	0.399	0.406	0.418	0.409	0.404	0.408	0.406	0.415	0.421
시간	0.000	0.000	1.000	0.200	0.198	0.193	0.185	0.182	0.185	0.204	0.186	0.193
00분	0.591	0.399	0.200	1.000	0.997	0.997	0.994	0.990	0.985	0.996	0.989	0.996
10분	0.585	0.406	0.198	0.997	1.000	0.999	0.996	0.991	0.986	0.995	0.995	0.999
20분	0.591	0.418	0.193	0.997	0.999	1.000	0.999	0.995	0.991	0.997	0.995	1.000
30분	0.592	0.409	0.185	0.994	0.996	0.999	1.000	0.998	0.995	0.998	0.993	0.999
40분	0.598	0.404	0.182	0.990	0.991	0.995	0.998	1.000	0.999	0.997	0.993	0.996
50분	0.594	0.408	0.185	0.985	0.986	0.991	0.995	0.999	1.000	0.996	0.992	0.993
시간최소	0.592	0.406	0.204	0.996	0.995	0.997	0.998	0.997	0.996	1.000	0.986	0.997
시간최대	0.589	0.415	0.186	0.989	0.995	0.995	0.993	0.993	0.992	0.986	1.000	0.996
시간평균	0.593	0.421	0.193	0.996	0.999	1.000	0.999	0.996	0.993	0.997	0.996	1.000

Heatmap
Table

	월	일	시간	00분	10분	20분	30분	40분	50분	시간최소	시간최대	시간평균
월	1.000	0.015	0.001	0.030	0.030	0.029	0.028	0.027	0.029	0.035	0.023	0.028
일	0.015	1.000	-0.001	-0.086	-0.085	-0.086	-0.087	-0.088	-0.087	-0.086	-0.087	-0.086
시간	0.001	-0.001	1.000	0.099	0.097	0.093	0.090	0.086	0.081	0.095	0.084	0.092
00분	0.030	-0.086	0.099	1.000	0.994	0.981	0.965	0.949	0.929	0.979	0.958	0.980
10분	0.030	-0.085	0.097	0.994	1.000	0.994	0.983	0.967	0.948	0.984	0.971	0.992
20분	0.029	-0.086	0.093	0.981	0.994	1.000	0.994	0.982	0.965	0.984	0.979	0.997
30분	0.028	-0.087	0.090	0.965	0.983	0.994	1.000	0.994	0.980	0.979	0.983	0.997
40분	0.027	-0.088	0.086	0.949	0.967	0.982	0.994	1.000	0.993	0.972	0.983	0.990
50분	0.029	-0.087	0.081	0.929	0.948	0.965	0.980	0.993	1.000	0.960	0.977	0.977
시간최소	0.035	-0.086	0.095	0.979	0.984	0.984	0.979	0.972	0.960	1.000	0.949	0.987
시간최대	0.023	-0.087	0.084	0.958	0.971	0.979	0.983	0.983	0.977	0.949	1.000	0.984
시간평균	0.028	-0.086	0.092	0.980	0.992	0.997	0.997	0.990	0.977	0.987	0.984	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	월	일	시간	00분	10분	20분	30분	40분	50분	시간최소	시간최대	시간평균
0	1	1	0	3.88	3.82	3.77	3.74	3.72	3.7	3.7	3.88	3.77
1	1	1	1	3.69	3.67	3.66	3.65	3.64	3.7	3.64	3.7	3.67
2	1	1	2	3.78	3.87	3.93	3.98	4.07	4.15	3.78	4.15	3.96
3	1	1	3	4.19	4.16	4.1	4.02	3.98	4.01	3.98	4.19	4.08
4	1	1	4	4.05	4.1	4.1	4.11	4.15	4.15	4.05	4.15	4.11
5	1	1	5	4.12	4.08	4.06	4.05	4.04	4.02	4.02	4.12	4.06
6	1	1	6	4.02	4.02	4.02	4.01	4.01	4.01	4.01	4.02	4.02
7	1	1	7	4.01	4.01	4.01	4.02	4.04	4.06	4.01	4.06	4.03
8	1	1	8	4.06	4.08	4.09	4.09	4.09	4.08	4.06	4.09	4.08
9	1	1	9	4.08	4.07	4.06	4.05	4.05	4.04	4.04	4.08	4.06

	월	일	시간	00분	10분	20분	30분	40분	50분	시간최소	시간최대	시간평균
8736	12	31	14	4.1	4.11	4.11	4.11	4.1	4.11	4.1	4.11	4.11
8737	12	31	15	4.11	4.12	4.12	4.13	4.13	4.13	4.11	4.13	4.12
8738	12	31	16	4.13	4.12	4.12	4.13	4.12	4.12	4.12	4.13	4.12
8739	12	31	17	4.1	4.12	4.12	4.1	4.08	4.08	4.08	4.12	4.1
8740	12	31	18	4.08	4.06	4.06	4.06	4.07	4.08	4.06	4.08	4.07
8741	12	31	19	4.08	4.08	4.08	4.08	4.08	4.08	4.08	4.08	4.08
8742	12	31	20	4.07	4.07	4.08	4.08	4.06	4.04	4.04	4.08	4.07
8743	12	31	21	4.04	4.04	4.05	4.04	4.04	4.05	4.04	4.05	4.04
8744	12	31	22	4.04	4.04	4.02	4.02	4.03	4.04	4.02	4.04	4.03
8745	12	31	23	4.04	4.04	4.04	4.05	4.05	4.05	4.04	4.05	4.05

Overview

Variables

Interactions

Correlations

Missing values

Sample