gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	6955
Missing cells	1533
Missing cells (%)	1.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	964.6 KiB
Average record size in memory	142.0 B

Variable types

DateTime	1
Categorical	4
Numeric	11

Dataset

Description	제주도 인근에서 측정한 해양기상부이 데이터입니다. 해양기상부이는 해수면에서 다양한 기상장비로 해양기상현상을 관측합니다. 출처는 기상청입니다. (데이터 미집계로 인하여 일부 데이터값에 공란이 존재할 수 있습니다.)
Author	제주특별자치도
URL	https://www.data.go.kr/data/15110785/fileData.do

Alerts

`경도` is highly overall correlated with `정점명` and 2 other fields	High correlation
`정점 코드` is highly overall correlated with `정점명` and 2 other fields	High correlation
`정점명` is highly overall correlated with `정점 코드` and 2 other fields	High correlation
`위도` is highly overall correlated with `정점명` and 2 other fields	High correlation
`평균풍속` is highly overall correlated with `평균최대파고` and 3 other fields	High correlation
`평균기압` is highly overall correlated with `평균상대습도` and 2 other fields	High correlation
`평균상대습도` is highly overall correlated with `평균기압` and 1 other fields	High correlation
`평균기온` is highly overall correlated with `평균기압` and 2 other fields	High correlation
`평균수온` is highly overall correlated with `평균기압` and 1 other fields	High correlation
`평균최대파고` is highly overall correlated with `평균풍속` and 3 other fields	High correlation
`평균유의파고` is highly overall correlated with `평균풍속` and 3 other fields	High correlation
`최고유의파고` is highly overall correlated with `평균풍속` and 3 other fields	High correlation
`최고최대파고` is highly overall correlated with `평균풍속` and 3 other fields	High correlation
`평균파주기` is highly overall correlated with `최고파주기`	High correlation
`최고파주기` is highly overall correlated with `평균파주기`	High correlation
`평균풍속` has 168 (2.4%) missing values	Missing
`평균기압` has 214 (3.1%) missing values	Missing
`평균상대습도` has 240 (3.5%) missing values	Missing
`평균기온` has 216 (3.1%) missing values	Missing
`평균수온` has 188 (2.7%) missing values	Missing
`평균최대파고` has 131 (1.9%) missing values	Missing
`평균유의파고` has 153 (2.2%) missing values	Missing
`평균파주기` has 137 (2.0%) missing values	Missing

Reproduction

Analysis started	2023-12-12 08:11:31.616878
Analysis finished	2023-12-12 08:11:51.021302
Duration	19.4 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

측정 일자
Date

Distinct	2396
Distinct (%)	34.5%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

Minimum	2016-01-01 00:00:00
Maximum	2022-07-23 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

정점명
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

마라도	2370
서귀포	2293
추자도	2292

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	마라도
2nd row	마라도
3rd row	마라도
4th row	마라도
5th row	마라도

Common Values

Value	Count	Frequency (%)
마라도	2370	34.1%
서귀포	2293	33.0%
추자도	2292	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
마라도	2370	34.1%
서귀포	2293	33.0%
추자도	2292	33.0%

정점 코드
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

22107	2370
22187	2293
22184	2292

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	22107
2nd row	22107
3rd row	22107
4th row	22107
5th row	22107

Common Values

Value	Count	Frequency (%)
22107	2370	34.1%
22187	2293	33.0%
22184	2292	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
22107	2370	34.1%
22187	2293	33.0%
22184	2292	33.0%

위도
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

33.083333	2370
33.128056	2293
33.793611	2292

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	33.083333
2nd row	33.083333
3rd row	33.083333
4th row	33.083333
5th row	33.083333

Common Values

Value	Count	Frequency (%)
33.083333	2370	34.1%
33.128056	2293	33.0%
33.793611	2292	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
33.083333	2370	34.1%
33.128056	2293	33.0%
33.793611	2292	33.0%

경도
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.5 KiB

126.033333	2370
127.022778	2293
126.141111	2292

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	126.033333
2nd row	126.033333
3rd row	126.033333
4th row	126.033333
5th row	126.033333

Common Values

Value	Count	Frequency (%)
126.033333	2370	34.1%
127.022778	2293	33.0%
126.141111	2292	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
126.033333	2370	34.1%
127.022778	2293	33.0%
126.141111	2292	33.0%

평균풍속
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	159
Distinct (%)	2.3%
Missing	168
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	6.6720642

Minimum	0.8
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	0.8
5-th percentile	2.5
Q1	4.4
median	6.3
Q3	8.7
95-th percentile	11.9
Maximum	19
Range	18.2
Interquartile range (IQR)	4.3

Descriptive statistics

Standard deviation	2.8946444
Coefficient of variation (CV)	0.4338454
Kurtosis	-0.22504969
Mean	6.6720642
Median Absolute Deviation (MAD)	2.1
Skewness	0.48340686
Sum	45283.3
Variance	8.378966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.1	104	1.5%
5.3	103	1.5%
5.4	102	1.5%
5.7	102	1.5%
4.3	102	1.5%
4.7	97	1.4%
5.2	95	1.4%
6.3	94	1.4%
4.5	92	1.3%
5.1	92	1.3%
Other values (149)	5804	83.5%
(Missing)	168	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	< 0.1%
0.9	2	< 0.1%
1.0	1	< 0.1%
1.1	2	< 0.1%
1.2	3	< 0.1%
1.3	10	0.1%
1.4	10	0.1%
1.5	7	0.1%
1.6	15	0.2%
1.7	22	0.3%

Value	Count	Frequency (%)
19.0	1	< 0.1%
18.0	1	< 0.1%
17.8	2	< 0.1%
17.2	1	< 0.1%
17.1	1	< 0.1%
16.8	1	< 0.1%
16.6	1	< 0.1%
16.3	2	< 0.1%
16.1	1	< 0.1%
15.8	1	< 0.1%

평균기압
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	388
Distinct (%)	5.8%
Missing	214
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	1016.0167

Minimum	982.8
Maximum	1035.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	982.8
5-th percentile	1003.6
Q1	1009.9
median	1016.2
Q3	1022.1
95-th percentile	1028.2
Maximum	1035.8
Range	53
Interquartile range (IQR)	12.2

Descriptive statistics

Standard deviation	7.7844186
Coefficient of variation (CV)	0.0076617033
Kurtosis	-0.64660048
Mean	1016.0167
Median Absolute Deviation (MAD)	6.1
Skewness	-0.064474628
Sum	6848968.7
Variance	60.597173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1011.3	47	0.7%
1023.0	46	0.7%
1020.8	41	0.6%
1020.2	40	0.6%
1010.9	39	0.6%
1008.6	38	0.5%
1010.8	38	0.5%
1017.6	38	0.5%
1020.5	38	0.5%
1010.7	38	0.5%
Other values (378)	6338	91.1%
(Missing)	214	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
982.8	1	< 0.1%
984.3	1	< 0.1%
984.6	1	< 0.1%
990.2	1	< 0.1%
990.3	1	< 0.1%
992.6	1	< 0.1%
993.0	1	< 0.1%
993.4	1	< 0.1%
993.9	2	< 0.1%
994.1	1	< 0.1%

Value	Count	Frequency (%)
1035.8	1	< 0.1%
1035.7	1	< 0.1%
1035.1	1	< 0.1%
1035.0	2	< 0.1%
1034.8	2	< 0.1%
1034.3	1	< 0.1%
1034.1	3	< 0.1%
1034.0	3	< 0.1%
1033.9	2	< 0.1%
1033.8	2	< 0.1%

평균상대습도
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	67
Distinct (%)	1.0%
Missing	240
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%
Mean	75.567535

Minimum	33
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	33
5-th percentile	56
Q1	65
median	76
Q3	87
95-th percentile	94
Maximum	100
Range	67
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	12.608718
Coefficient of variation (CV)	0.16685363
Kurtosis	-1.0147151
Mean	75.567535
Median Absolute Deviation (MAD)	11
Skewness	-0.14285094
Sum	507436
Variance	158.97976
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88	208	3.0%
65	205	2.9%
90	205	2.9%
64	201	2.9%
89	199	2.9%
86	189	2.7%
83	188	2.7%
67	185	2.7%
85	180	2.6%
63	179	2.6%
Other values (57)	4776	68.7%
(Missing)	240	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33	1	< 0.1%
34	1	< 0.1%
35	1	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
39	1	< 0.1%
40	1	< 0.1%
41	1	< 0.1%
42	1	< 0.1%
43	3	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
99	13	0.2%
98	33	0.5%
97	58	0.8%
96	85	1.2%
95	111	1.6%
94	130	1.9%
93	149	2.1%
92	158	2.3%
91	177	2.5%

평균기온
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	339
Distinct (%)	5.0%
Missing	216
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	17.360365

Minimum	-1.8
Maximum	34.6
Zeros	0
Zeros (%)	0.0%
Negative	11
Negative (%)	0.2%
Memory size	61.3 KiB

Quantile statistics

Minimum	-1.8
5-th percentile	5.9
Q1	11.7
median	17.3
Q3	23.1
95-th percentile	28.7
Maximum	34.6
Range	36.4
Interquartile range (IQR)	11.4

Descriptive statistics

Standard deviation	7.2241396
Coefficient of variation (CV)	0.41612832
Kurtosis	-0.85786315
Mean	17.360365
Median Absolute Deviation (MAD)	5.7
Skewness	-0.0050134492
Sum	116991.5
Variance	52.188193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.9	47	0.7%
16.6	45	0.6%
18.4	41	0.6%
23.6	41	0.6%
14.5	41	0.6%
20.5	38	0.5%
20.9	38	0.5%
15.4	38	0.5%
9.5	37	0.5%
15.8	37	0.5%
Other values (329)	6336	91.1%
(Missing)	216	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.8	1	< 0.1%
-1.7	2	< 0.1%
-1.1	1	< 0.1%
-0.9	1	< 0.1%
-0.6	2	< 0.1%
-0.3	1	< 0.1%
-0.2	1	< 0.1%
-0.1	2	< 0.1%
0.3	1	< 0.1%
0.6	1	< 0.1%

Value	Count	Frequency (%)
34.6	1	< 0.1%
34.3	4	0.1%
34.1	3	< 0.1%
34.0	2	< 0.1%
33.9	5	0.1%
33.8	8	0.1%
33.7	2	< 0.1%
33.6	3	< 0.1%
33.5	2	< 0.1%
33.4	3	< 0.1%

평균수온
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	236
Distinct (%)	3.5%
Missing	188
Missing (%)	2.7%
Infinite	0
Infinite (%)	0.0%
Mean	19.903887

Minimum	7.3
Maximum	31.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	7.3
5-th percentile	13.3
Q1	16.2
median	19
Q3	23.4
95-th percentile	28.4
Maximum	31.5
Range	24.2
Interquartile range (IQR)	7.2

Descriptive statistics

Standard deviation	4.7979798
Coefficient of variation (CV)	0.24105743
Kurtosis	-0.73028937
Mean	19.903887
Median Absolute Deviation (MAD)	3.4
Skewness	0.34074501
Sum	134689.6
Variance	23.02061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.1	86	1.2%
16.0	83	1.2%
17.0	77	1.1%
16.3	76	1.1%
16.7	75	1.1%
15.9	72	1.0%
16.4	71	1.0%
16.8	70	1.0%
17.2	70	1.0%
17.5	70	1.0%
Other values (226)	6017	86.5%
(Missing)	188	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.3	1	< 0.1%
7.5	2	< 0.1%
7.6	2	< 0.1%
7.7	2	< 0.1%
7.8	2	< 0.1%
7.9	1	< 0.1%
8.2	2	< 0.1%
8.3	1	< 0.1%
8.4	1	< 0.1%
8.5	3	< 0.1%

Value	Count	Frequency (%)
31.5	3	< 0.1%
31.4	3	< 0.1%
31.3	3	< 0.1%
31.2	4	0.1%
31.1	1	< 0.1%
31.0	4	0.1%
30.9	5	0.1%
30.8	10	0.1%
30.7	10	0.1%
30.6	12	0.2%

평균최대파고
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	85
Distinct (%)	1.2%
Missing	131
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%
Mean	2.0129836

Minimum	0.3
Maximum	12.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.7
Q1	1.2
median	1.8
Q3	2.5
95-th percentile	4.2
Maximum	12.7
Range	12.4
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	1.1555682
Coefficient of variation (CV)	0.57405742
Kurtosis	5.2550966
Mean	2.0129836
Median Absolute Deviation (MAD)	0.6
Skewness	1.7392677
Sum	13736.6
Variance	1.3353378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5	342	4.9%
1.3	331	4.8%
1.0	305	4.4%
0.9	296	4.3%
1.4	294	4.2%
1.2	292	4.2%
1.1	290	4.2%
1.7	281	4.0%
1.6	276	4.0%
1.8	271	3.9%
Other values (75)	3846	55.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	5	0.1%
0.4	35	0.5%
0.5	74	1.1%
0.6	145	2.1%
0.7	174	2.5%
0.8	231	3.3%
0.9	296	4.3%
1.0	305	4.4%
1.1	290	4.2%
1.2	292	4.2%

Value	Count	Frequency (%)
12.7	1	< 0.1%
10.5	1	< 0.1%
9.3	1	< 0.1%
9.2	1	< 0.1%
8.8	1	< 0.1%
8.6	2	< 0.1%
8.5	1	< 0.1%
8.3	1	< 0.1%
8.0	4	0.1%
7.9	1	< 0.1%

평균유의파고
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	56
Distinct (%)	0.8%
Missing	153
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.2356072

Minimum	0.2
Maximum	7.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.4
Q1	0.7
median	1.1
Q3	1.6
95-th percentile	2.6
Maximum	7.6
Range	7.4
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.71277708
Coefficient of variation (CV)	0.57686382
Kurtosis	5.369019
Mean	1.2356072
Median Absolute Deviation (MAD)	0.4
Skewness	1.752603
Sum	8404.6
Variance	0.50805116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	507	7.3%
0.8	500	7.2%
0.6	488	7.0%
0.7	473	6.8%
1.0	458	6.6%
1.1	457	6.6%
0.5	400	5.8%
1.2	398	5.7%
1.4	368	5.3%
1.3	355	5.1%
Other values (46)	2398	34.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	22	0.3%
0.3	127	1.8%
0.4	264	3.8%
0.5	400	5.8%
0.6	488	7.0%
0.7	473	6.8%
0.8	500	7.2%
0.9	507	7.3%
1.0	458	6.6%
1.1	457	6.6%

Value	Count	Frequency (%)
7.6	1	< 0.1%
6.7	1	< 0.1%
5.9	2	< 0.1%
5.4	1	< 0.1%
5.3	2	< 0.1%
5.2	2	< 0.1%
5.1	1	< 0.1%
5.0	1	< 0.1%
4.9	1	< 0.1%
4.8	4	0.1%

최고유의파고
Real number (ℝ)

HIGH CORRELATION

Distinct	83
Distinct (%)	1.2%
Missing	28
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.7181608

Minimum	0
Maximum	11.7
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.6
Q1	1
median	1.5
Q3	2.2
95-th percentile	3.6
Maximum	11.7
Range	11.7
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.0305593
Coefficient of variation (CV)	0.59980375
Kurtosis	8.4525429
Mean	1.7181608
Median Absolute Deviation (MAD)	0.6
Skewness	2.0444156
Sum	11901.7
Variance	1.0620525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0	391	5.6%
1.2	372	5.3%
1.1	363	5.2%
1.3	355	5.1%
0.8	347	5.0%
1.6	342	4.9%
1.4	331	4.8%
0.9	330	4.7%
0.7	295	4.2%
1.8	279	4.0%
Other values (73)	3522	50.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	< 0.1%
0.2	7	0.1%
0.3	35	0.5%
0.4	93	1.3%
0.5	153	2.2%
0.6	249	3.6%
0.7	295	4.2%
0.8	347	5.0%
0.9	330	4.7%
1.0	391	5.6%

Value	Count	Frequency (%)
11.7	1	< 0.1%
11.5	1	< 0.1%
10.4	1	< 0.1%
10.0	1	< 0.1%
9.7	1	< 0.1%
9.3	1	< 0.1%
8.8	1	< 0.1%
8.7	1	< 0.1%
8.6	1	< 0.1%
8.2	2	< 0.1%

최고최대파고
Real number (ℝ)

HIGH CORRELATION

Distinct	121
Distinct (%)	1.7%
Missing	29
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	2.9109731

Minimum	0.1
Maximum	17.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	0.1
5-th percentile	1
Q1	1.7
median	2.5
Q3	3.7
95-th percentile	6.075
Maximum	17.7
Range	17.6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.719614
Coefficient of variation (CV)	0.5907351
Kurtosis	6.9930552
Mean	2.9109731
Median Absolute Deviation (MAD)	0.9
Skewness	1.9117208
Sum	20161.4
Variance	2.9570724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.8	230	3.3%
2.1	226	3.2%
1.7	225	3.2%
2.3	220	3.2%
1.3	214	3.1%
2.0	212	3.0%
1.6	212	3.0%
1.9	211	3.0%
2.4	210	3.0%
1.5	196	2.8%
Other values (111)	4770	68.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1	< 0.1%
0.4	2	< 0.1%
0.5	17	0.2%
0.6	32	0.5%
0.7	55	0.8%
0.8	89	1.3%
0.9	100	1.4%
1.0	147	2.1%
1.1	156	2.2%
1.2	177	2.5%

Value	Count	Frequency (%)
17.7	1	< 0.1%
17.6	1	< 0.1%
16.3	1	< 0.1%
16.1	1	< 0.1%
15.7	1	< 0.1%
15.5	1	< 0.1%
14.6	1	< 0.1%
14.1	1	< 0.1%
13.7	3	< 0.1%
13.4	2	< 0.1%

평균파주기
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	107
Distinct (%)	1.6%
Missing	137
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6395571

Minimum	2.3
Maximum	13.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	2.3
5-th percentile	3.6
Q1	4.6
median	5.4
Q3	6.5
95-th percentile	8.3
Maximum	13.2
Range	10.9
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	1.5113303
Coefficient of variation (CV)	0.26798742
Kurtosis	1.7716823
Mean	5.6395571
Median Absolute Deviation (MAD)	0.9
Skewness	0.96418259
Sum	38450.5
Variance	2.2841193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.9	215	3.1%
5.5	206	3.0%
5.4	206	3.0%
4.4	205	2.9%
4.8	201	2.9%
5.1	198	2.8%
4.7	193	2.8%
5.6	192	2.8%
5.0	189	2.7%
5.3	188	2.7%
Other values (97)	4825	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.3	2	< 0.1%
2.4	5	0.1%
2.5	9	0.1%
2.6	9	0.1%
2.7	12	0.2%
2.8	13	0.2%
2.9	21	0.3%
3.0	28	0.4%
3.1	23	0.3%
3.2	33	0.5%

Value	Count	Frequency (%)
13.2	1	< 0.1%
13.1	2	< 0.1%
12.9	1	< 0.1%
12.8	2	< 0.1%
12.7	3	< 0.1%
12.6	1	< 0.1%
12.5	1	< 0.1%
12.4	1	< 0.1%
12.3	2	< 0.1%
12.1	1	< 0.1%

최고파주기
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	0.8%
Missing	29
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	7.3454086

Minimum	2.8
Maximum	21.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	61.3 KiB

Quantile statistics

Minimum	2.8
5-th percentile	4.6
Q1	5.8
median	7.1
Q3	8
95-th percentile	10.7
Maximum	21.3
Range	18.5
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.9498207
Coefficient of variation (CV)	0.26544754
Kurtosis	1.5516741
Mean	7.3454086
Median Absolute Deviation (MAD)	1.3
Skewness	0.83138969
Sum	50874.3
Variance	3.8018006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.0	1240	17.8%
7.1	1229	17.7%
9.1	1036	14.9%
6.4	877	12.6%
5.8	574	8.3%
10.7	422	6.1%
5.3	359	5.2%
4.9	208	3.0%
12.8	182	2.6%
4.6	91	1.3%
Other values (43)	708	10.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.8	2	< 0.1%
3.0	1	< 0.1%
3.1	1	< 0.1%
3.3	2	< 0.1%
3.4	4	0.1%
3.5	6	0.1%
3.6	8	0.1%
3.7	16	0.2%
3.8	25	0.4%
3.9	15	0.2%

Value	Count	Frequency (%)
21.3	1	< 0.1%
16.0	22	0.3%
12.8	182	2.6%
10.7	422	6.1%
9.3	1	< 0.1%
9.1	1036	14.9%
8.2	1	< 0.1%
8.0	1240	17.8%
7.7	2	< 0.1%
7.5	1	< 0.1%

Heatmap
Table

	정점명	정점 코드	위도	경도	평균풍속	평균기압	평균상대습도	평균기온	평균수온	평균최대파고	평균유의파고	최고유의파고	최고최대파고	평균파주기	최고파주기
정점명	1.000	1.000	1.000	1.000	0.114	0.000	0.125	0.282	0.492	0.210	0.208	0.187	0.197	0.321	0.287
정점 코드	1.000	1.000	1.000	1.000	0.114	0.000	0.125	0.282	0.492	0.210	0.208	0.187	0.197	0.321	0.287
위도	1.000	1.000	1.000	1.000	0.114	0.000	0.125	0.282	0.492	0.210	0.208	0.187	0.197	0.321	0.287
경도	1.000	1.000	1.000	1.000	0.114	0.000	0.125	0.282	0.492	0.210	0.208	0.187	0.197	0.321	0.287
평균풍속	0.114	0.114	0.114	0.114	1.000	0.616	0.341	0.420	0.226	0.896	0.888	0.800	0.825	0.359	0.180
평균기압	0.000	0.000	0.000	0.000	0.616	1.000	0.655	0.696	0.560	0.746	0.713	0.620	0.534	0.350	0.208
평균상대습도	0.125	0.125	0.125	0.125	0.341	0.655	1.000	0.582	0.454	0.175	0.178	0.192	0.199	0.256	0.139
평균기온	0.282	0.282	0.282	0.282	0.420	0.696	0.582	1.000	0.854	0.305	0.309	0.292	0.294	0.324	0.194
평균수온	0.492	0.492	0.492	0.492	0.226	0.560	0.454	0.854	1.000	0.153	0.152	0.173	0.164	0.315	0.225
평균최대파고	0.210	0.210	0.210	0.210	0.896	0.746	0.175	0.305	0.153	1.000	0.996	0.940	0.937	0.607	0.326
평균유의파고	0.208	0.208	0.208	0.208	0.888	0.713	0.178	0.309	0.152	0.996	1.000	0.940	0.934	0.603	0.323
최고유의파고	0.187	0.187	0.187	0.187	0.800	0.620	0.192	0.292	0.173	0.940	0.940	1.000	0.964	0.571	0.360
최고최대파고	0.197	0.197	0.197	0.197	0.825	0.534	0.199	0.294	0.164	0.937	0.934	0.964	1.000	0.573	0.360
평균파주기	0.321	0.321	0.321	0.321	0.359	0.350	0.256	0.324	0.315	0.607	0.603	0.571	0.573	1.000	0.728
최고파주기	0.287	0.287	0.287	0.287	0.180	0.208	0.139	0.194	0.225	0.326	0.323	0.360	0.360	0.728	1.000

Heatmap
Table

	경도	정점 코드	정점명	위도
경도	1.000	1.000	1.000	1.000
정점 코드	1.000	1.000	1.000	1.000
정점명	1.000	1.000	1.000	1.000
위도	1.000	1.000	1.000	1.000

Heatmap
Table

	평균풍속	평균기압	평균상대습도	평균기온	평균수온	평균최대파고	평균유의파고	최고유의파고	최고최대파고	평균파주기	최고파주기	정점명	정점 코드	위도	경도
평균풍속	1.000	0.245	-0.254	-0.347	-0.165	0.813	0.810	0.797	0.801	0.101	0.004	0.068	0.068	0.068	0.068
평균기압	0.245	1.000	-0.714	-0.754	-0.539	0.058	0.061	0.083	0.079	-0.230	-0.142	0.000	0.000	0.000	0.000
평균상대습도	-0.254	-0.714	1.000	0.568	0.316	-0.074	-0.072	-0.100	-0.099	0.172	0.081	0.075	0.075	0.075	0.075
평균기온	-0.347	-0.754	0.568	1.000	0.852	-0.148	-0.156	-0.201	-0.191	0.224	0.173	0.175	0.175	0.175	0.175
평균수온	-0.165	-0.539	0.316	0.852	1.000	-0.004	-0.015	-0.075	-0.061	0.235	0.176	0.339	0.339	0.339	0.339
평균최대파고	0.813	0.058	-0.074	-0.148	-0.004	1.000	0.993	0.951	0.958	0.453	0.240	0.128	0.128	0.128	0.128
평균유의파고	0.810	0.061	-0.072	-0.156	-0.015	0.993	1.000	0.953	0.952	0.446	0.228	0.127	0.127	0.127	0.127
최고유의파고	0.797	0.083	-0.100	-0.201	-0.075	0.951	0.953	1.000	0.987	0.401	0.232	0.113	0.113	0.113	0.113
최고최대파고	0.801	0.079	-0.099	-0.191	-0.061	0.958	0.952	0.987	1.000	0.406	0.237	0.119	0.119	0.119	0.119
평균파주기	0.101	-0.230	0.172	0.224	0.235	0.453	0.446	0.401	0.406	1.000	0.758	0.203	0.203	0.203	0.203
최고파주기	0.004	-0.142	0.081	0.173	0.176	0.240	0.228	0.232	0.237	0.758	1.000	0.191	0.191	0.191	0.191
정점명	0.068	0.000	0.075	0.175	0.339	0.128	0.127	0.113	0.119	0.203	0.191	1.000	1.000	1.000	1.000
정점 코드	0.068	0.000	0.075	0.175	0.339	0.128	0.127	0.113	0.119	0.203	0.191	1.000	1.000	1.000	1.000
위도	0.068	0.000	0.075	0.175	0.339	0.128	0.127	0.113	0.119	0.203	0.191	1.000	1.000	1.000	1.000
경도	0.068	0.000	0.075	0.175	0.339	0.128	0.127	0.113	0.119	0.203	0.191	1.000	1.000	1.000	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

	측정 일자	정점명	정점 코드	위도	경도	평균풍속	평균기압	평균상대습도	평균기온	평균수온	평균최대파고	평균유의파고	최고유의파고	최고최대파고	평균파주기	최고파주기
0	2016-01-01	마라도	22107	33.083333	126.033333	3.8	1031.6	59	11.9	17.3	1.3	0.8	1.4	2.1	5.4	6.4
1	2016-01-02	마라도	22107	33.083333	126.033333	2.8	1023.9	68	16.2	17.2	0.7	0.5	0.6	1.0	5.7	9.1
2	2016-01-03	마라도	22107	33.083333	126.033333	3.9	1020.5	66	16.2	17.1	0.9	0.6	0.6	1.1	4.8	9.1
3	2016-01-04	마라도	22107	33.083333	126.033333	7.7	1021.9	68	15.1	17.0	1.5	0.9	1.3	2.3	4.5	9.1
4	2016-01-05	마라도	22107	33.083333	126.033333	10.0	1023.4	72	12.2	16.9	2.5	1.5	1.9	2.9	5.3	6.4
5	2016-01-06	마라도	22107	33.083333	126.033333	11.3	1023.8	70	10.8	16.9	2.9	1.9	2.3	3.5	5.4	5.8
6	2016-01-07	마라도	22107	33.083333	126.033333	10.0	1024.8	64	10.2	16.7	2.7	1.7	2.1	3.3	5.6	6.4
7	2016-01-08	마라도	22107	33.083333	126.033333	8.7	1023.9	63	9.0	<NA>	2.5	1.6	2.0	3.1	5.5	6.4
8	2016-01-09	마라도	22107	33.083333	126.033333	5.9	1026.0	57	9.7	16.7	1.7	1.1	1.7	2.8	5.5	6.4
9	2016-01-10	마라도	22107	33.083333	126.033333	5.1	1025.9	59	10.9	16.7	1.0	0.6	0.8	1.6	4.1	5.3

	측정 일자	정점명	정점 코드	위도	경도	평균풍속	평균기압	평균상대습도	평균기온	평균수온	평균최대파고	평균유의파고	최고유의파고	최고최대파고	평균파주기	최고파주기
6945	2022-07-14	서귀포	22187	33.128056	127.022778	6.3	1001.9	92	28.2	27.4	2.4	1.5	1.8	2.9	4.9	5.6
6946	2022-07-15	서귀포	22187	33.128056	127.022778	3.2	1000.0	94	26.5	27.4	1.7	1.1	1.5	2.7	4.9	5.4
6947	2022-07-16	서귀포	22187	33.128056	127.022778	4.2	999.9	75	27.9	27.5	1.7	1.0	1.1	2.3	4.6	5.3
6948	2022-07-17	서귀포	22187	33.128056	127.022778	4.2	1002.2	84	27.7	27.5	1.8	1.1	1.3	2.3	5.5	6.3
6949	2022-07-18	서귀포	22187	33.128056	127.022778	8.4	999.8	94	28.0	27.0	3.4	2.1	2.7	4.9	5.3	6.1
6950	2022-07-19	서귀포	22187	33.128056	127.022778	4.7	1004.1	85	27.3	27.0	3.0	1.9	2.7	4.3	5.8	6.3
6951	2022-07-20	서귀포	22187	33.128056	127.022778	3.3	1007.0	89	26.8	27.1	2.2	1.4	1.8	3.0	6.3	6.6
6952	2022-07-21	서귀포	22187	33.128056	127.022778	6.9	1005.5	85	27.1	26.8	2.7	1.7	2.2	3.5	5.1	5.9
6953	2022-07-22	서귀포	22187	33.128056	127.022778	3.0	1007.3	80	26.4	26.6	1.7	1.1	1.4	2.4	5.1	5.6
6954	2022-07-23	서귀포	22187	33.128056	127.022778	4.5	1006.1	85	27.2	27.0	1.1	0.7	1.1	1.8	4.6	5.3

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample