gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	8760
Missing cells	976
Missing cells (%)	0.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	924.0 KiB
Average record size in memory	108.0 B

Variable types

Numeric	12

Dataset

Description	한국농어촌공사 새만금유역내 신시도에 대한 수위계측정보로 일별,10분단위, 최대, 최소, 평균값을 제공하고 있음
Author	한국농어촌공사
URL	https://www.data.go.kr/data/15052516/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
`00분` has 108 (1.2%) missing values	Missing
`10분` has 108 (1.2%) missing values	Missing
`20분` has 110 (1.3%) missing values	Missing
`30분` has 110 (1.3%) missing values	Missing
`40분` has 111 (1.3%) missing values	Missing
`50분` has 111 (1.3%) missing values	Missing
`시간최소` has 106 (1.2%) missing values	Missing
`시간최대` has 106 (1.2%) missing values	Missing
`시간평균` has 106 (1.2%) missing values	Missing
`시간` has 365 (4.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 16:34:04.650140
Analysis finished	2024-03-14 16:34:45.473424
Duration	40.82 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	6.5260274

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.1 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	3.4480481
Coefficient of variation (CV)	0.5283533
Kurtosis	-1.207056
Mean	6.5260274
Median Absolute Deviation (MAD)	3
Skewness	-0.010458195
Sum	57168
Variance	11.889036
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)	1392	15.9%

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	720	8.2%
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	15.720548

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	77.1 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	8.7967491
Coefficient of variation (CV)	0.55957013
Kurtosis	-1.1931508
Mean	15.720548
Median Absolute Deviation (MAD)	8
Skewness	0.0075224375
Sum	137712
Variance	77.382795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1	288	3.3%
16	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)	5880	67.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	288	3.3%
2	288	3.3%
3	288	3.3%
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	11.5

Minimum	0
Maximum	23
Zeros	365
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	77.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5.75
median	11.5
Q3	17.25
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	6.9225817
Coefficient of variation (CV)	0.60196363
Kurtosis	-1.2041763
Mean	11.5
Median Absolute Deviation (MAD)	6
Skewness	0
Sum	100740
Variance	47.922137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	365	4.2%
13	365	4.2%
23	365	4.2%
22	365	4.2%
21	365	4.2%
20	365	4.2%
19	365	4.2%
18	365	4.2%
17	365	4.2%
16	365	4.2%
Other values (14)	5110	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	365	4.2%
1	365	4.2%
2	365	4.2%
3	365	4.2%
4	365	4.2%
5	365	4.2%
6	365	4.2%
7	365	4.2%
8	365	4.2%
9	365	4.2%

Value	Count	Frequency (%)
23	365	4.2%
22	365	4.2%
21	365	4.2%
20	365	4.2%
19	365	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 MISSING

Distinct	1290
Distinct (%)	14.9%
Missing	108
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6065018

Minimum	-2.507
Maximum	0.224
Zeros	0
Zeros (%)	0.0%
Negative	8644
Negative (%)	98.7%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.507
5-th percentile	-1.98645
Q1	-1.747
median	-1.586
Q3	-1.511
95-th percentile	-1.178
Maximum	0.224
Range	2.731
Interquartile range (IQR)	0.236

Descriptive statistics

Standard deviation	0.25298396
Coefficient of variation (CV)	-0.15747505
Kurtosis	6.0784498
Mean	-1.6065018
Median Absolute Deviation (MAD)	0.1
Skewness	1.2059123
Sum	-13899.454
Variance	0.064000882
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.588	45	0.5%
-1.527	43	0.5%
-1.522	42	0.5%
-1.554	41	0.5%
-1.537	41	0.5%
-1.53	37	0.4%
-1.525	37	0.4%
-1.552	37	0.4%
-1.506	36	0.4%
-1.582	36	0.4%
Other values (1280)	8257	94.3%
(Missing)	108	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.507	1	< 0.1%
-2.501	1	< 0.1%
-2.42	1	< 0.1%
-2.409	1	< 0.1%
-2.407	1	< 0.1%
-2.382	1	< 0.1%
-2.381	1	< 0.1%
-2.379	1	< 0.1%
-2.374	1	< 0.1%
-2.373	1	< 0.1%

Value	Count	Frequency (%)
0.224	1	< 0.1%
0.193	1	< 0.1%
0.16	1	< 0.1%
0.132	1	< 0.1%
0.077	1	< 0.1%
0.069	1	< 0.1%
0.034	1	< 0.1%
0.015	1	< 0.1%
-0.003	1	< 0.1%
-0.047	1	< 0.1%

10분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1266
Distinct (%)	14.6%
Missing	108
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6079007

Minimum	-2.508
Maximum	0.199
Zeros	0
Zeros (%)	0.0%
Negative	8644
Negative (%)	98.7%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.508
5-th percentile	-1.98345
Q1	-1.751
median	-1.586
Q3	-1.511
95-th percentile	-1.1771
Maximum	0.199
Range	2.707
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	0.25309303
Coefficient of variation (CV)	-0.15740588
Kurtosis	6.0359312
Mean	-1.6079007
Median Absolute Deviation (MAD)	0.102
Skewness	1.2079579
Sum	-13911.557
Variance	0.06405608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.532	42	0.5%
-1.586	40	0.5%
-1.53	39	0.4%
-1.524	38	0.4%
-1.541	38	0.4%
-1.525	37	0.4%
-1.518	37	0.4%
-1.505	36	0.4%
-1.587	36	0.4%
-1.519	36	0.4%
Other values (1256)	8273	94.4%
(Missing)	108	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.508	1	< 0.1%
-2.507	1	< 0.1%
-2.396	1	< 0.1%
-2.393	1	< 0.1%
-2.392	1	< 0.1%
-2.388	1	< 0.1%
-2.387	1	< 0.1%
-2.383	1	< 0.1%
-2.379	1	< 0.1%
-2.357	1	< 0.1%

Value	Count	Frequency (%)
0.199	1	< 0.1%
0.179	1	< 0.1%
0.165	1	< 0.1%
0.145	1	< 0.1%
0.087	1	< 0.1%
0.082	1	< 0.1%
0.026	1	< 0.1%
0.004	1	< 0.1%
-0.017	1	< 0.1%
-0.038	1	< 0.1%

20분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1272
Distinct (%)	14.7%
Missing	110
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6079469

Minimum	-2.978
Maximum	0.211
Zeros	0
Zeros (%)	0.0%
Negative	8642
Negative (%)	98.7%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.978
5-th percentile	-1.982
Q1	-1.752
median	-1.586
Q3	-1.51
95-th percentile	-1.17745
Maximum	0.211
Range	3.189
Interquartile range (IQR)	0.242

Descriptive statistics

Standard deviation	0.2531408
Coefficient of variation (CV)	-0.15743107
Kurtosis	6.0659023
Mean	-1.6079469
Median Absolute Deviation (MAD)	0.103
Skewness	1.1875995
Sum	-13908.741
Variance	0.064080266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.55	44	0.5%
-1.562	41	0.5%
-1.535	41	0.5%
-1.52	39	0.4%
-1.588	39	0.4%
-1.514	38	0.4%
-1.521	38	0.4%
-1.517	38	0.4%
-1.523	37	0.4%
-1.548	37	0.4%
Other values (1262)	8258	94.3%
(Missing)	110	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.978	1	< 0.1%
-2.41	2	< 0.1%
-2.408	1	< 0.1%
-2.375	1	< 0.1%
-2.372	1	< 0.1%
-2.371	1	< 0.1%
-2.367	1	< 0.1%
-2.363	1	< 0.1%
-2.351	2	< 0.1%
-2.347	1	< 0.1%

Value	Count	Frequency (%)
0.211	1	< 0.1%
0.174	1	< 0.1%
0.147	1	< 0.1%
0.121	1	< 0.1%
0.096	1	< 0.1%
0.09	1	< 0.1%
0.04	1	< 0.1%
0.018	1	< 0.1%
-0.029	1	< 0.1%
-0.061	2	< 0.1%

30분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1284
Distinct (%)	14.8%
Missing	110
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6076951

Minimum	-2.505
Maximum	0.216
Zeros	0
Zeros (%)	0.0%
Negative	8642
Negative (%)	98.7%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.505
5-th percentile	-1.983
Q1	-1.752
median	-1.584
Q3	-1.51
95-th percentile	-1.1799
Maximum	0.216
Range	2.721
Interquartile range (IQR)	0.242

Descriptive statistics

Standard deviation	0.2530793
Coefficient of variation (CV)	-0.15741747
Kurtosis	5.9899041
Mean	-1.6076951
Median Absolute Deviation (MAD)	0.103
Skewness	1.1933989
Sum	-13906.563
Variance	0.064049131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.526	43	0.5%
-1.53	42	0.5%
-1.552	41	0.5%
-1.514	39	0.4%
-1.522	39	0.4%
-1.515	39	0.4%
-1.519	37	0.4%
-1.505	36	0.4%
-1.582	36	0.4%
-1.548	36	0.4%
Other values (1274)	8262	94.3%
(Missing)	110	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.505	1	< 0.1%
-2.423	1	< 0.1%
-2.421	1	< 0.1%
-2.408	1	< 0.1%
-2.384	2	< 0.1%
-2.379	1	< 0.1%
-2.349	1	< 0.1%
-2.34	2	< 0.1%
-2.339	2	< 0.1%
-2.337	1	< 0.1%

Value	Count	Frequency (%)
0.216	1	< 0.1%
0.179	1	< 0.1%
0.157	1	< 0.1%
0.111	1	< 0.1%
0.088	1	< 0.1%
0.058	1	< 0.1%
0.05	1	< 0.1%
0.035	1	< 0.1%
-0.011	1	< 0.1%
-0.042	1	< 0.1%

40분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1276
Distinct (%)	14.8%
Missing	111
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6067799

Minimum	-2.436
Maximum	0.221
Zeros	0
Zeros (%)	0.0%
Negative	8641
Negative (%)	98.6%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.436
5-th percentile	-1.988
Q1	-1.75
median	-1.584
Q3	-1.51
95-th percentile	-1.177
Maximum	0.221
Range	2.657
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	0.25283487
Coefficient of variation (CV)	-0.15735501
Kurtosis	6.0167839
Mean	-1.6067799
Median Absolute Deviation (MAD)	0.101
Skewness	1.2017928
Sum	-13897.039
Variance	0.06392547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.518	46	0.5%
-1.52	44	0.5%
-1.542	42	0.5%
-1.528	40	0.5%
-1.522	40	0.5%
-1.54	39	0.4%
-1.556	39	0.4%
-1.517	39	0.4%
-1.562	38	0.4%
-1.551	38	0.4%
Other values (1266)	8244	94.1%
(Missing)	111	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.436	1	< 0.1%
-2.425	1	< 0.1%
-2.407	1	< 0.1%
-2.401	1	< 0.1%
-2.4	1	< 0.1%
-2.387	1	< 0.1%
-2.365	1	< 0.1%
-2.352	1	< 0.1%
-2.351	1	< 0.1%
-2.347	1	< 0.1%

Value	Count	Frequency (%)
0.221	1	< 0.1%
0.173	1	< 0.1%
0.154	1	< 0.1%
0.127	1	< 0.1%
0.092	1	< 0.1%
0.053	1	< 0.1%
0.052	1	< 0.1%
0.015	1	< 0.1%
-0.001	1	< 0.1%
-0.027	1	< 0.1%

50분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1283
Distinct (%)	14.8%
Missing	111
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6058162

Minimum	-2.44
Maximum	0.24
Zeros	0
Zeros (%)	0.0%
Negative	8641
Negative (%)	98.6%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.44
5-th percentile	-1.989
Q1	-1.749
median	-1.582
Q3	-1.51
95-th percentile	-1.1756
Maximum	0.24
Range	2.68
Interquartile range (IQR)	0.239

Descriptive statistics

Standard deviation	0.2531719
Coefficient of variation (CV)	-0.15765933
Kurtosis	6.0307642
Mean	-1.6058162
Median Absolute Deviation (MAD)	0.1
Skewness	1.1975062
Sum	-13888.704
Variance	0.064096011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.522	43	0.5%
-1.525	41	0.5%
-1.582	41	0.5%
-1.526	41	0.5%
-1.534	40	0.5%
-1.513	39	0.4%
-1.515	39	0.4%
-1.553	38	0.4%
-1.561	38	0.4%
-1.518	38	0.4%
Other values (1273)	8251	94.2%
(Missing)	111	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.44	1	< 0.1%
-2.423	1	< 0.1%
-2.412	1	< 0.1%
-2.395	1	< 0.1%
-2.386	1	< 0.1%
-2.382	1	< 0.1%
-2.377	1	< 0.1%
-2.368	1	< 0.1%
-2.367	1	< 0.1%
-2.36	1	< 0.1%

Value	Count	Frequency (%)
0.24	1	< 0.1%
0.18	1	< 0.1%
0.147	1	< 0.1%
0.109	1	< 0.1%
0.095	1	< 0.1%
0.063	1	< 0.1%
0.059	1	< 0.1%
0.004	1	< 0.1%
-0.015	1	< 0.1%
-0.04	1	< 0.1%

시간최소
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1252
Distinct (%)	14.5%
Missing	106
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5892921

Minimum	-2.382
Maximum	0.24
Zeros	0
Zeros (%)	0.0%
Negative	8644
Negative (%)	98.7%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.382
5-th percentile	-1.93735
Q1	-1.721
median	-1.576
Q3	-1.5
95-th percentile	-1.163
Maximum	0.24
Range	2.622
Interquartile range (IQR)	0.221

Descriptive statistics

Standard deviation	0.24835239
Coefficient of variation (CV)	-0.15626604
Kurtosis	6.8747417
Mean	-1.5892921
Median Absolute Deviation (MAD)	0.095
Skewness	1.3902392
Sum	-13753.734
Variance	0.061678908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.535	44	0.5%
-1.559	44	0.5%
-1.517	42	0.5%
-1.582	42	0.5%
-1.561	41	0.5%
-1.514	41	0.5%
-1.525	40	0.5%
-1.511	39	0.4%
-1.583	38	0.4%
-1.524	38	0.4%
Other values (1242)	8245	94.1%
(Missing)	106	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.382	1	< 0.1%
-2.379	1	< 0.1%
-2.374	1	< 0.1%
-2.341	2	< 0.1%
-2.335	1	< 0.1%
-2.306	1	< 0.1%
-2.286	1	< 0.1%
-2.261	1	< 0.1%
-2.259	2	< 0.1%
-2.257	1	< 0.1%

Value	Count	Frequency (%)
0.24	1	< 0.1%
0.224	1	< 0.1%
0.18	1	< 0.1%
0.179	1	< 0.1%
0.147	1	< 0.1%
0.109	1	< 0.1%
0.063	1	< 0.1%
0.059	1	< 0.1%
0.034	1	< 0.1%
0.004	1	< 0.1%

시간최대
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1290
Distinct (%)	14.9%
Missing	106
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6229601

Minimum	-2.978
Maximum	0.193
Zeros	0
Zeros (%)	0.0%
Negative	8648
Negative (%)	98.7%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.978
5-th percentile	-2.032
Q1	-1.773
median	-1.593
Q3	-1.52
95-th percentile	-1.195
Maximum	0.193
Range	3.171
Interquartile range (IQR)	0.253

Descriptive statistics

Standard deviation	0.25777084
Coefficient of variation (CV)	-0.15882758
Kurtosis	5.3118215
Mean	-1.6229601
Median Absolute Deviation (MAD)	0.106
Skewness	1.0247409
Sum	-14045.097
Variance	0.066445805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.588	43	0.5%
-1.532	42	0.5%
-1.52	40	0.5%
-1.595	39	0.4%
-1.541	39	0.4%
-1.554	38	0.4%
-1.528	38	0.4%
-1.523	38	0.4%
-1.525	38	0.4%
-1.538	38	0.4%
Other values (1280)	8261	94.3%
(Missing)	106	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.978	1	< 0.1%
-2.508	1	< 0.1%
-2.44	1	< 0.1%
-2.425	1	< 0.1%
-2.42	1	< 0.1%
-2.412	1	< 0.1%
-2.409	1	< 0.1%
-2.408	1	< 0.1%
-2.407	1	< 0.1%
-2.4	1	< 0.1%

Value	Count	Frequency (%)
0.193	1	< 0.1%
0.132	1	< 0.1%
0.095	1	< 0.1%
0.077	1	< 0.1%
0.069	1	< 0.1%
0.015	1	< 0.1%
-0.003	1	< 0.1%
-0.04	1	< 0.1%
-0.047	1	< 0.1%
-0.095	1	< 0.1%

시간평균
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1267
Distinct (%)	14.6%
Missing	106
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6065945

Minimum	-2.414
Maximum	0.213
Zeros	0
Zeros (%)	0.0%
Negative	8646
Negative (%)	98.7%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.414
5-th percentile	-1.98
Q1	-1.74675
median	-1.585
Q3	-1.511
95-th percentile	-1.17565
Maximum	0.213
Range	2.627
Interquartile range (IQR)	0.23575

Descriptive statistics

Standard deviation	0.2518264
Coefficient of variation (CV)	-0.15674546
Kurtosis	6.1020996
Mean	-1.6065945
Median Absolute Deviation (MAD)	0.1
Skewness	1.2307119
Sum	-13903.469
Variance	0.063416536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.536	45	0.5%
-1.518	42	0.5%
-1.521	42	0.5%
-1.524	38	0.4%
-1.585	37	0.4%
-1.514	36	0.4%
-1.588	36	0.4%
-1.604	36	0.4%
-1.542	36	0.4%
-1.522	36	0.4%
Other values (1257)	8270	94.4%
(Missing)	106	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.414	1	< 0.1%
-2.406	1	< 0.1%
-2.396	1	< 0.1%
-2.377	1	< 0.1%
-2.375	1	< 0.1%
-2.367	1	< 0.1%
-2.359	1	< 0.1%
-2.329	1	< 0.1%
-2.328	1	< 0.1%
-2.327	2	< 0.1%

Value	Count	Frequency (%)
0.213	1	< 0.1%
0.155	1	< 0.1%
0.154	1	< 0.1%
0.107	1	< 0.1%
0.092	1	< 0.1%
0.088	1	< 0.1%
0.04	1	< 0.1%
0.028	1	< 0.1%
-0.02	1	< 0.1%
-0.052	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	0.605	0.605	0.572	0.597	0.579	0.577	0.569	0.556	0.569
일	0.000	1.000	0.000	0.411	0.409	0.372	0.408	0.406	0.405	0.407	0.364	0.414
시간	0.000	0.000	1.000	0.191	0.190	0.185	0.198	0.192	0.194	0.169	0.204	0.190
00분	0.605	0.411	0.191	1.000	0.998	0.977	0.993	0.985	0.977	0.983	0.977	0.988
10분	0.605	0.409	0.190	0.998	1.000	0.980	0.997	0.984	0.978	0.980	0.980	0.986
20분	0.572	0.372	0.185	0.977	0.980	1.000	0.979	0.975	0.974	0.975	0.997	0.973
30분	0.597	0.408	0.198	0.993	0.997	0.979	1.000	0.993	0.988	0.982	0.982	0.989
40분	0.579	0.406	0.192	0.985	0.984	0.975	0.993	1.000	0.999	0.993	0.977	0.998
50분	0.577	0.405	0.194	0.977	0.978	0.974	0.988	0.999	1.000	0.991	0.975	0.996
시간최소	0.569	0.407	0.169	0.983	0.980	0.975	0.982	0.993	0.991	1.000	0.971	0.995
시간최대	0.556	0.364	0.204	0.977	0.980	0.997	0.982	0.977	0.975	0.971	1.000	0.975
시간평균	0.569	0.414	0.190	0.988	0.986	0.973	0.989	0.998	0.996	0.995	0.975	1.000

Heatmap
Table

	월	일	시간	00분	10분	20분	30분	40분	50분	시간최소	시간최대	시간평균
월	1.000	0.012	0.000	-0.051	-0.049	-0.052	-0.054	-0.054	-0.055	-0.064	-0.041	-0.053
일	0.012	1.000	0.000	0.070	0.070	0.070	0.070	0.069	0.070	0.073	0.067	0.070
시간	0.000	0.000	1.000	-0.007	-0.016	-0.020	-0.023	-0.024	-0.027	-0.017	-0.017	-0.019
00분	-0.051	0.070	-0.007	1.000	0.991	0.979	0.970	0.963	0.957	0.973	0.981	0.984
10분	-0.049	0.070	-0.016	0.991	1.000	0.994	0.986	0.977	0.971	0.976	0.989	0.995
20분	-0.052	0.070	-0.020	0.979	0.994	1.000	0.994	0.986	0.980	0.978	0.987	0.997
30분	-0.054	0.070	-0.023	0.970	0.986	0.994	1.000	0.995	0.987	0.980	0.984	0.996
40분	-0.054	0.069	-0.024	0.963	0.977	0.986	0.995	1.000	0.995	0.981	0.979	0.993
50분	-0.055	0.070	-0.027	0.957	0.971	0.980	0.987	0.995	1.000	0.980	0.973	0.987
시간최소	-0.064	0.073	-0.017	0.973	0.976	0.978	0.980	0.981	0.980	1.000	0.955	0.983
시간최대	-0.041	0.067	-0.017	0.981	0.989	0.987	0.984	0.979	0.973	0.955	1.000	0.991
시간평균	-0.053	0.070	-0.019	0.984	0.995	0.997	0.996	0.993	0.987	0.983	0.991	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	-1.536	-1.537	-1.536	-1.536	-1.536	-1.534	-1.534	-1.537	-1.535
1	1	1	1	-1.536	-1.534	-1.535	-1.533	-1.531	-1.532	-1.531	-1.536	-1.533
2	1	1	2	-1.532	-1.532	-1.528	-1.524	-1.524	-1.53	-1.524	-1.532	-1.528
3	1	1	3	-1.531	-1.532	-1.53	-1.53	-1.531	-1.53	-1.53	-1.532	-1.53
4	1	1	4	-1.533	-1.533	-1.53	-1.53	-1.528	-1.53	-1.528	-1.533	-1.53
5	1	1	5	-1.528	-1.525	-1.524	-1.523	-1.525	-1.521	-1.521	-1.528	-1.524
6	1	1	6	-1.523	-1.52	-1.521	-1.519	-1.52	-1.52	-1.519	-1.523	-1.52
7	1	1	7	-1.521	-1.52	-1.52	-1.52	-1.522	-1.528	-1.52	-1.528	-1.521
8	1	1	8	-1.53	-1.53	-1.529	-1.53	-1.527	-1.525	-1.525	-1.53	-1.528
9	1	1	9	-1.525	-1.53	-1.531	-1.53	-1.529	-1.526	-1.525	-1.531	-1.528

	월	일	시간	00분	10분	20분	30분	40분	50분	시간최소	시간최대	시간평균
8750	12	31	14	-1.908	-1.893	-1.875	-1.839	-1.798	-1.76	-1.76	-1.908	-1.845
8751	12	31	15	-1.72	-1.676	-1.758	-1.797	-1.703	-1.625	-1.625	-1.797	-1.713
8752	12	31	16	-1.582	-1.456	-1.483	-1.583	-1.601	-1.595	-1.456	-1.601	-1.55
8753	12	31	17	-1.61	-1.599	-1.576	-1.582	-1.587	-1.611	-1.576	-1.611	-1.594
8754	12	31	18	-1.604	-1.611	-1.596	-1.591	-1.583	-1.59	-1.583	-1.611	-1.595
8755	12	31	19	-1.601	-1.594	-1.589	-1.584	-1.58	-1.582	-1.58	-1.601	-1.588
8756	12	31	20	-1.578	-1.583	-1.586	-1.584	-1.582	-1.582	-1.578	-1.586	-1.582
8757	12	31	21	-1.582	-1.583	-1.585	-1.588	-1.589	-1.588	-1.582	-1.589	-1.585
8758	12	31	22	-1.587	-1.585	-1.583	-1.578	-1.584	-1.59	-1.578	-1.59	-1.584
8759	12	31	23	-1.589	<NA>	<NA>	<NA>	<NA>	<NA>	-1.589	-1.589	-1.589

Overview

Variables

Interactions

Correlations

Missing values

Sample