gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	8760
Missing cells	1195
Missing cells (%)	1.1%
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 새만금유역 가력도 수위계측정보에 대한 데이터로 해수, 담수의 수위정보를 일별, 분단위 등의 항목을 제공합니다.
Author	한국농어촌공사
URL	https://www.data.go.kr/data/15052514/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 134 (1.5%) missing values	Missing
`10분` has 136 (1.6%) missing values	Missing
`20분` has 138 (1.6%) missing values	Missing
`30분` has 136 (1.6%) missing values	Missing
`40분` has 136 (1.6%) missing values	Missing
`50분` has 134 (1.5%) missing values	Missing
`시간최소` has 127 (1.4%) missing values	Missing
`시간최대` has 127 (1.4%) missing values	Missing
`시간평균` has 127 (1.4%) missing values	Missing
`시간` has 365 (4.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 15:22:03.357607
Analysis finished	2024-03-14 15:22:41.264442
Duration	37.91 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	1213
Distinct (%)	14.1%
Missing	134
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5979774

Minimum	-3.87
Maximum	3.532
Zeros	0
Zeros (%)	0.0%
Negative	8614
Negative (%)	98.3%
Memory size	77.1 KiB

Quantile statistics

Minimum	-3.87
5-th percentile	-1.944
Q1	-1.735
median	-1.589
Q3	-1.517
95-th percentile	-1.149
Maximum	3.532
Range	7.402
Interquartile range (IQR)	0.218

Descriptive statistics

Standard deviation	0.25909699
Coefficient of variation (CV)	-0.16214058
Kurtosis	26.222524
Mean	-1.5979774
Median Absolute Deviation (MAD)	0.095
Skewness	2.3169646
Sum	-13784.153
Variance	0.067131249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.604	46	0.5%
-1.549	46	0.5%
-1.58	45	0.5%
-1.544	45	0.5%
-1.524	43	0.5%
-1.526	43	0.5%
-1.531	42	0.5%
-1.583	42	0.5%
-1.612	41	0.5%
-1.56	41	0.5%
Other values (1203)	8192	93.5%
(Missing)	134	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.87	1	< 0.1%
-3.179	1	< 0.1%
-2.489	1	< 0.1%
-2.301	1	< 0.1%
-2.3	1	< 0.1%
-2.256	1	< 0.1%
-2.25	1	< 0.1%
-2.231	1	< 0.1%
-2.199	1	< 0.1%
-2.175	1	< 0.1%

Value	Count	Frequency (%)
3.532	1	< 0.1%
1.263	1	< 0.1%
0.447	1	< 0.1%
0.342	1	< 0.1%
0.22	1	< 0.1%
0.17	1	< 0.1%
0.097	1	< 0.1%
0.079	1	< 0.1%
0.076	1	< 0.1%
0.075	1	< 0.1%

10분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1250
Distinct (%)	14.5%
Missing	136
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5990363

Minimum	-3.87
Maximum	1.211
Zeros	0
Zeros (%)	0.0%
Negative	8612
Negative (%)	98.3%
Memory size	77.1 KiB

Quantile statistics

Minimum	-3.87
5-th percentile	-1.947
Q1	-1.73425
median	-1.59
Q3	-1.517
95-th percentile	-1.14315
Maximum	1.211
Range	5.081
Interquartile range (IQR)	0.21725

Descriptive statistics

Standard deviation	0.25560557
Coefficient of variation (CV)	-0.15984976
Kurtosis	9.4209487
Mean	-1.5990363
Median Absolute Deviation (MAD)	0.094
Skewness	1.4601481
Sum	-13790.089
Variance	0.065334207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.605	49	0.6%
-1.517	47	0.5%
-1.518	46	0.5%
-1.562	46	0.5%
-1.548	41	0.5%
-1.607	41	0.5%
-1.61	39	0.4%
-1.515	39	0.4%
-1.549	39	0.4%
-1.54	39	0.4%
Other values (1240)	8198	93.6%
(Missing)	136	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.87	1	< 0.1%
-3.086	1	< 0.1%
-2.957	1	< 0.1%
-2.73	1	< 0.1%
-2.698	1	< 0.1%
-2.695	1	< 0.1%
-2.584	1	< 0.1%
-2.522	1	< 0.1%
-2.497	1	< 0.1%
-2.491	1	< 0.1%

Value	Count	Frequency (%)
1.211	1	< 0.1%
0.355	1	< 0.1%
0.314	1	< 0.1%
0.304	1	< 0.1%
0.204	1	< 0.1%
0.18	1	< 0.1%
0.111	1	< 0.1%
0.089	1	< 0.1%
0.068	1	< 0.1%
0.05	1	< 0.1%

20분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1222
Distinct (%)	14.2%
Missing	138
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5990552

Minimum	-3.259
Maximum	0.269
Zeros	0
Zeros (%)	0.0%
Negative	8613
Negative (%)	98.3%
Memory size	77.1 KiB

Quantile statistics

Minimum	-3.259
5-th percentile	-1.946
Q1	-1.733
median	-1.5895
Q3	-1.517
95-th percentile	-1.145
Maximum	0.269
Range	3.528
Interquartile range (IQR)	0.216

Descriptive statistics

Standard deviation	0.25021439
Coefficient of variation (CV)	-0.15647639
Kurtosis	7.0888762
Mean	-1.5990552
Median Absolute Deviation (MAD)	0.0935
Skewness	1.4251644
Sum	-13787.054
Variance	0.062607241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.546	42	0.5%
-1.611	41	0.5%
-1.61	41	0.5%
-1.519	40	0.5%
-1.6	40	0.5%
-1.608	40	0.5%
-1.549	40	0.5%
-1.555	40	0.5%
-1.547	40	0.5%
-1.522	39	0.4%
Other values (1212)	8219	93.8%
(Missing)	138	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.259	1	< 0.1%
-2.694	1	< 0.1%
-2.684	1	< 0.1%
-2.586	1	< 0.1%
-2.519	1	< 0.1%
-2.451	1	< 0.1%
-2.306	1	< 0.1%
-2.297	1	< 0.1%
-2.294	1	< 0.1%
-2.256	1	< 0.1%

Value	Count	Frequency (%)
0.269	1	< 0.1%
0.201	1	< 0.1%
0.167	1	< 0.1%
0.122	1	< 0.1%
0.106	1	< 0.1%
0.053	1	< 0.1%
0.045	1	< 0.1%
0.038	1	< 0.1%
0.023	1	< 0.1%
-0.014	1	< 0.1%

30분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1230
Distinct (%)	14.3%
Missing	136
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5990904

Minimum	-2.524
Maximum	0.211
Zeros	0
Zeros (%)	0.0%
Negative	8616
Negative (%)	98.4%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.524
5-th percentile	-1.945
Q1	-1.732
median	-1.589
Q3	-1.518
95-th percentile	-1.149
Maximum	0.211
Range	2.735
Interquartile range (IQR)	0.214

Descriptive statistics

Standard deviation	0.24756102
Coefficient of variation (CV)	-0.15481364
Kurtosis	6.5982373
Mean	-1.5990904
Median Absolute Deviation (MAD)	0.094
Skewness	1.4339949
Sum	-13790.556
Variance	0.061286458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.518	46	0.5%
-1.602	44	0.5%
-1.577	44	0.5%
-1.546	43	0.5%
-1.527	42	0.5%
-1.605	42	0.5%
-1.534	41	0.5%
-1.531	41	0.5%
-1.583	41	0.5%
-1.524	41	0.5%
Other values (1220)	8199	93.6%
(Missing)	136	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.524	1	< 0.1%
-2.493	1	< 0.1%
-2.438	1	< 0.1%
-2.429	1	< 0.1%
-2.358	1	< 0.1%
-2.307	1	< 0.1%
-2.295	1	< 0.1%
-2.29	1	< 0.1%
-2.249	1	< 0.1%
-2.208	1	< 0.1%

Value	Count	Frequency (%)
0.211	1	< 0.1%
0.149	1	< 0.1%
0.126	1	< 0.1%
0.119	1	< 0.1%
0.055	1	< 0.1%
0.053	1	< 0.1%
0.038	1	< 0.1%
0.011	1	< 0.1%
-0.008	1	< 0.1%
-0.029	1	< 0.1%

40분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1236
Distinct (%)	14.3%
Missing	136
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5982222

Minimum	-2.703
Maximum	3.939
Zeros	0
Zeros (%)	0.0%
Negative	8614
Negative (%)	98.3%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.703
5-th percentile	-1.94585
Q1	-1.733
median	-1.589
Q3	-1.517
95-th percentile	-1.15115
Maximum	3.939
Range	6.642
Interquartile range (IQR)	0.216

Descriptive statistics

Standard deviation	0.25662167
Coefficient of variation (CV)	-0.16056696
Kurtosis	31.441104
Mean	-1.5982222
Median Absolute Deviation (MAD)	0.096
Skewness	2.5467016
Sum	-13783.068
Variance	0.065854684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.512	44	0.5%
-1.59	43	0.5%
-1.608	43	0.5%
-1.61	43	0.5%
-1.553	42	0.5%
-1.611	41	0.5%
-1.533	40	0.5%
-1.518	39	0.4%
-1.541	39	0.4%
-1.612	39	0.4%
Other values (1226)	8211	93.7%
(Missing)	136	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.703	1	< 0.1%
-2.515	1	< 0.1%
-2.275	1	< 0.1%
-2.252	1	< 0.1%
-2.24	1	< 0.1%
-2.228	1	< 0.1%
-2.224	1	< 0.1%
-2.217	1	< 0.1%
-2.216	1	< 0.1%
-2.213	1	< 0.1%

Value	Count	Frequency (%)
3.939	1	< 0.1%
0.814	1	< 0.1%
0.218	1	< 0.1%
0.131	1	< 0.1%
0.118	1	< 0.1%
0.113	1	< 0.1%
0.065	2	< 0.1%
0.012	1	< 0.1%
0.007	1	< 0.1%
-0.002	1	< 0.1%

50분
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1234
Distinct (%)	14.3%
Missing	134
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5978763

Minimum	-2.685
Maximum	0.893
Zeros	0
Zeros (%)	0.0%
Negative	8617
Negative (%)	98.4%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.685
5-th percentile	-1.944
Q1	-1.734
median	-1.588
Q3	-1.517
95-th percentile	-1.14925
Maximum	0.893
Range	3.578
Interquartile range (IQR)	0.217

Descriptive statistics

Standard deviation	0.25005841
Coefficient of variation (CV)	-0.15649422
Kurtosis	7.684859
Mean	-1.5978763
Median Absolute Deviation (MAD)	0.095
Skewness	1.5415942
Sum	-13783.281
Variance	0.06252921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.531	50	0.6%
-1.512	46	0.5%
-1.549	44	0.5%
-1.528	43	0.5%
-1.53	42	0.5%
-1.546	42	0.5%
-1.58	39	0.4%
-1.608	39	0.4%
-1.55	39	0.4%
-1.518	39	0.4%
Other values (1224)	8203	93.6%
(Missing)	134	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.685	1	< 0.1%
-2.496	1	< 0.1%
-2.469	1	< 0.1%
-2.321	1	< 0.1%
-2.313	1	< 0.1%
-2.307	1	< 0.1%
-2.284	1	< 0.1%
-2.275	1	< 0.1%
-2.196	1	< 0.1%
-2.186	1	< 0.1%

Value	Count	Frequency (%)
0.893	1	< 0.1%
0.228	1	< 0.1%
0.153	1	< 0.1%
0.1	2	< 0.1%
0.098	1	< 0.1%
0.081	1	< 0.1%
0.075	1	< 0.1%
0.022	1	< 0.1%
-0.006	1	< 0.1%
-0.015	1	< 0.1%

시간최소
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1204
Distinct (%)	13.9%
Missing	127
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5810242

Minimum	-2.151
Maximum	3.939
Zeros	0
Zeros (%)	0.0%
Negative	8615
Negative (%)	98.3%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.151
5-th percentile	-1.929
Q1	-1.713
median	-1.579
Q3	-1.51
95-th percentile	-1.1262
Maximum	3.939
Range	6.09
Interquartile range (IQR)	0.203

Descriptive statistics

Standard deviation	0.26644467
Coefficient of variation (CV)	-0.16852662
Kurtosis	46.97214
Mean	-1.5810242
Median Absolute Deviation (MAD)	0.088
Skewness	3.6594369
Sum	-13648.982
Variance	0.070992764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.608	48	0.5%
-1.518	47	0.5%
-1.601	47	0.5%
-1.512	46	0.5%
-1.524	46	0.5%
-1.549	44	0.5%
-1.528	44	0.5%
-1.561	43	0.5%
-1.602	43	0.5%
-1.546	42	0.5%
Other values (1194)	8183	93.4%
(Missing)	127	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.151	5	0.1%
-2.15	10	0.1%
-2.149	9	0.1%
-2.148	2	< 0.1%
-2.147	3	< 0.1%
-2.146	4	< 0.1%
-2.143	1	< 0.1%
-2.142	2	< 0.1%
-2.141	2	< 0.1%
-2.139	2	< 0.1%

Value	Count	Frequency (%)
3.939	1	< 0.1%
3.532	1	< 0.1%
1.263	1	< 0.1%
1.211	1	< 0.1%
0.893	1	< 0.1%
0.814	1	< 0.1%
0.447	1	< 0.1%
0.355	1	< 0.1%
0.304	1	< 0.1%
0.228	1	< 0.1%

시간최대
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1302
Distinct (%)	15.1%
Missing	127
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6221131

Minimum	-3.87
Maximum	0.17
Zeros	0
Zeros (%)	0.0%
Negative	8627
Negative (%)	98.5%
Memory size	77.1 KiB

Quantile statistics

Minimum	-3.87
5-th percentile	-2.004
Q1	-1.767
median	-1.603
Q3	-1.525
95-th percentile	-1.168
Maximum	0.17
Range	4.04
Interquartile range (IQR)	0.242

Descriptive statistics

Standard deviation	0.26242165
Coefficient of variation (CV)	-0.16177766
Kurtosis	6.8345838
Mean	-1.6221131
Median Absolute Deviation (MAD)	0.106
Skewness	0.83805208
Sum	-14003.702
Variance	0.068865123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.549	53	0.6%
-1.531	51	0.6%
-1.614	46	0.5%
-1.607	42	0.5%
-1.524	42	0.5%
-1.61	40	0.5%
-1.613	38	0.4%
-2.15	38	0.4%
-1.58	38	0.4%
-1.544	37	0.4%
Other values (1292)	8208	93.7%
(Missing)	127	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.87	2	< 0.1%
-3.259	1	< 0.1%
-3.179	1	< 0.1%
-3.086	1	< 0.1%
-2.957	1	< 0.1%
-2.73	1	< 0.1%
-2.703	1	< 0.1%
-2.698	1	< 0.1%
-2.695	1	< 0.1%
-2.685	1	< 0.1%

Value	Count	Frequency (%)
0.17	1	< 0.1%
0.1	1	< 0.1%
0.097	1	< 0.1%
0.079	1	< 0.1%
0.037	1	< 0.1%
0.002	1	< 0.1%
-0.015	1	< 0.1%
-0.022	1	< 0.1%
-0.039	1	< 0.1%
-0.068	1	< 0.1%

시간평균
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1222
Distinct (%)	14.2%
Missing	127
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	-1.5979596

Minimum	-2.237
Maximum	0.201
Zeros	0
Zeros (%)	0.0%
Negative	8625
Negative (%)	98.5%
Memory size	77.1 KiB

Quantile statistics

Minimum	-2.237
5-th percentile	-1.944
Q1	-1.73
median	-1.591
Q3	-1.518
95-th percentile	-1.142
Maximum	0.201
Range	2.438
Interquartile range (IQR)	0.212

Descriptive statistics

Standard deviation	0.24713601
Coefficient of variation (CV)	-0.15465723
Kurtosis	6.642512
Mean	-1.5979596
Median Absolute Deviation (MAD)	0.094
Skewness	1.4982971
Sum	-13795.185
Variance	0.061076207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.61	49	0.6%
-1.546	44	0.5%
-1.585	41	0.5%
-1.515	41	0.5%
-1.533	41	0.5%
-1.555	40	0.5%
-1.606	39	0.4%
-1.613	38	0.4%
-1.584	38	0.4%
-1.562	37	0.4%
Other values (1212)	8225	93.9%
(Missing)	127	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.237	1	< 0.1%
-2.207	2	< 0.1%
-2.178	1	< 0.1%
-2.176	1	< 0.1%
-2.168	1	< 0.1%
-2.167	1	< 0.1%
-2.162	1	< 0.1%
-2.151	5	0.1%
-2.15	11	0.1%
-2.149	13	0.1%

Value	Count	Frequency (%)
0.201	1	< 0.1%
0.158	1	< 0.1%
0.112	2	< 0.1%
0.053	1	< 0.1%
0.043	1	< 0.1%
0.037	1	< 0.1%
0.023	1	< 0.1%
-0.009	1	< 0.1%
-0.035	1	< 0.1%
-0.069	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	0.349	0.487	0.534	0.617	0.387	0.588	0.329	0.536	0.638
일	0.000	1.000	0.000	0.221	0.324	0.371	0.420	0.243	0.386	0.230	0.371	0.428
시간	0.000	0.000	1.000	0.092	0.087	0.088	0.146	0.059	0.153	0.087	0.124	0.153
00분	0.349	0.221	0.092	1.000	0.764	0.729	0.813	0.642	0.803	0.851	0.798	0.789
10분	0.487	0.324	0.087	0.764	1.000	0.942	0.928	0.803	0.908	0.836	0.954	0.939
20분	0.534	0.371	0.088	0.729	0.942	1.000	0.957	0.827	0.915	0.770	0.952	0.966
30분	0.617	0.420	0.146	0.813	0.928	0.957	1.000	0.885	0.967	0.802	0.957	0.985
40분	0.387	0.243	0.059	0.642	0.803	0.827	0.885	1.000	0.839	0.893	0.792	0.898
50분	0.588	0.386	0.153	0.803	0.908	0.915	0.967	0.839	1.000	0.812	0.932	0.966
시간최소	0.329	0.230	0.087	0.851	0.836	0.770	0.802	0.893	0.812	1.000	0.766	0.817
시간최대	0.536	0.371	0.124	0.798	0.954	0.952	0.957	0.792	0.932	0.766	1.000	0.951
시간평균	0.638	0.428	0.153	0.789	0.939	0.966	0.985	0.898	0.966	0.817	0.951	1.000

Heatmap
Table

	월	일	시간	00분	10분	20분	30분	40분	50분	시간최소	시간최대	시간평균
월	1.000	0.012	0.000	-0.045	-0.046	-0.045	-0.048	-0.047	-0.045	-0.054	-0.033	-0.044
일	0.012	1.000	0.000	0.083	0.083	0.081	0.081	0.082	0.080	0.082	0.082	0.081
시간	0.000	0.000	1.000	0.016	0.010	0.009	0.005	0.002	-0.004	0.009	0.006	0.006
00분	-0.045	0.083	0.016	1.000	0.982	0.974	0.969	0.961	0.955	0.977	0.957	0.980
10분	-0.046	0.083	0.010	0.982	1.000	0.984	0.980	0.974	0.969	0.981	0.962	0.990
20분	-0.045	0.081	0.009	0.974	0.984	1.000	0.985	0.979	0.975	0.980	0.964	0.989
30분	-0.048	0.081	0.005	0.969	0.980	0.985	1.000	0.983	0.980	0.980	0.963	0.988
40분	-0.047	0.082	0.002	0.961	0.974	0.979	0.983	1.000	0.985	0.980	0.961	0.988
50분	-0.045	0.080	-0.004	0.955	0.969	0.975	0.980	0.985	1.000	0.979	0.956	0.985
시간최소	-0.054	0.082	0.009	0.977	0.981	0.980	0.980	0.980	0.979	1.000	0.938	0.985
시간최대	-0.033	0.082	0.006	0.957	0.962	0.964	0.963	0.961	0.956	0.938	1.000	0.977
시간평균	-0.044	0.081	0.006	0.980	0.990	0.989	0.988	0.988	0.985	0.985	0.977	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	-1.533	-1.534	-1.539	-1.541	-1.538	-1.539	-1.533	-1.541	-1.537
1	1	1	1	-1.541	-1.539	-1.54	-1.543	-1.545	-1.543	-1.539	-1.545	-1.541
2	1	1	2	-1.541	-1.542	-1.542	-1.54	-1.54	-1.538	-1.538	-1.542	-1.54
3	1	1	3	-1.537	-1.537	-1.539	-1.542	-1.543	-1.542	-1.537	-1.543	-1.54
4	1	1	4	-1.544	-1.541	-1.542	-1.539	-1.536	-1.535	-1.535	-1.544	-1.539
5	1	1	5	-1.537	-1.54	-1.537	-1.536	-1.535	-1.535	-1.535	-1.54	-1.536
6	1	1	6	-1.536	-1.534	-1.535	-1.534	-1.536	-1.534	-1.534	-1.536	-1.534
7	1	1	7	-1.534	-1.533	-1.534	-1.534	-1.533	-1.534	-1.533	-1.534	-1.533
8	1	1	8	-1.531	-1.53	-1.529	-1.531	-1.532	-1.534	-1.529	-1.534	-1.531
9	1	1	9	-1.533	-1.533	-1.533	-1.532	-1.534	-1.533	-1.532	-1.534	-1.533

	월	일	시간	00분	10분	20분	30분	40분	50분	시간최소	시간최대	시간평균
8750	12	31	14	-1.88	-1.831	-1.818	-1.773	-1.731	-1.718	-1.718	-1.88	-1.791
8751	12	31	15	-1.68	-1.67	-1.677	-1.636	-1.593	-1.614	-1.593	-1.68	-1.645
8752	12	31	16	-1.599	-1.608	-1.593	-1.624	-1.593	-1.583	-1.583	-1.624	-1.6
8753	12	31	17	-1.565	-1.589	-1.602	-1.582	-1.577	-1.555	-1.555	-1.602	-1.578
8754	12	31	18	-1.571	-1.549	-1.555	-1.571	-1.58	-1.58	-1.549	-1.58	-1.567
8755	12	31	19	-1.577	-1.565	-1.571	-1.577	-1.586	-1.593	-1.565	-1.593	-1.578
8756	12	31	20	-1.58	-1.583	-1.577	-1.586	-1.586	-1.583	-1.577	-1.586	-1.582
8757	12	31	21	-1.587	-1.593	-1.599	-1.593	-1.586	-1.59	-1.586	-1.599	-1.591
8758	12	31	22	-1.583	-1.593	-1.586	-1.593	-1.583	-1.586	-1.583	-1.593	-1.587
8759	12	31	23	-1.583	<NA>	<NA>	<NA>	<NA>	<NA>	-1.583	-1.583	-1.583

Overview

Variables

Interactions

Correlations

Missing values

Sample