gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	200
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	32.9 KiB
Average record size in memory	168.7 B

Variable types

Categorical	9
Numeric	9
DateTime	1

Dataset

Description	Sample
Author	(주)넥스트이지
URL	https://www.bigdata-telecom.kr/invoke/SOKBP2603/?goodsCode=NXEWETHERORGN0000000

Alerts

`위치명` has constant value ""	Constant
`위도X좌표` has constant value ""	Constant
`적설값` has constant value ""	Constant
`경도Y좌표` has constant value ""	Constant
`최저운고값` is highly overall correlated with `운량비율` and 4 other fields	High correlation
`운형명` is highly overall correlated with `하층운운량비율` and 2 other fields	High correlation
`현상코드명` is highly overall correlated with `기압값` and 7 other fields	High correlation
`지면코드명` is highly overall correlated with `현상코드명`	High correlation
`기압값` is highly overall correlated with `현상코드명`	High correlation
`운량비율` is highly overall correlated with `하층운운량비율` and 2 other fields	High correlation
`하층운운량비율` is highly overall correlated with `운량비율` and 3 other fields	High correlation
`공기거리값` is highly overall correlated with `최저운고값`	High correlation
`기온값` is highly overall correlated with `현상코드명`	High correlation
`풍속값` is highly overall correlated with `현상코드명`	High correlation
`습도값` is highly overall correlated with `이슬점값`	High correlation
`이슬점값` is highly overall correlated with `습도값`	High correlation
`현상코드명` is highly imbalanced (68.8%)	Imbalance
`강수량값` is highly imbalanced (87.8%)	Imbalance
`측정일시` has unique values	Unique
`운량비율` has 47 (23.5%) zeros	Zeros
`하층운운량비율` has 48 (24.0%) zeros	Zeros
`공기거리값` has 47 (23.5%) zeros	Zeros
`이슬점값` has 27 (13.5%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 06:46:45.320159
Analysis finished	2023-12-10 06:46:55.213105
Duration	9.89 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

위치명
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

제주	200

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
제주	200	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
제주	200	100.0%

위도X좌표
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

33.51411	200

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	33.51411
2nd row	33.51411
3rd row	33.51411
4th row	33.51411
5th row	33.51411

Common Values

Value	Count	Frequency (%)
33.51411	200	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
33.51411	200	100.0%

기압값
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1024.46

Minimum	1021
Maximum	1027
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	1021
5-th percentile	1022
Q1	1023.75
median	1025
Q3	1026
95-th percentile	1027
Maximum	1027
Range	6
Interquartile range (IQR)	2.25

Descriptive statistics

Standard deviation	1.4864209
Coefficient of variation (CV)	0.0014509312
Kurtosis	-0.33439722
Mean	1024.46
Median Absolute Deviation (MAD)	1
Skewness	-0.34346332
Sum	204892
Variance	2.2094472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1025	53	26.5%
1024	46	23.0%
1026	36	18.0%
1023	30	15.0%
1027	15	7.5%
1022	12	6.0%
1021	8	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1021	8	4.0%
1022	12	6.0%
1023	30	15.0%
1024	46	23.0%
1025	53	26.5%
1026	36	18.0%
1027	15	7.5%

Value	Count	Frequency (%)
1027	15	7.5%
1026	36	18.0%
1025	53	26.5%
1024	46	23.0%
1023	30	15.0%
1022	12	6.0%
1021	8	4.0%

적설값
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

0	200

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	200	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	200	100.0%

운량비율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.02

Minimum	0
Maximum	10
Zeros	47
Zeros (%)	23.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	8
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.5922306
Coefficient of variation (CV)	0.59671604
Kurtosis	-0.83202211
Mean	6.02
Median Absolute Deviation (MAD)	2
Skewness	-0.83703603
Sum	1204
Variance	12.904121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
8	58	29.0%
0	47	23.5%
10	29	14.5%
7	26	13.0%
6	18	9.0%
9	14	7.0%
4	4	2.0%
5	3	1.5%
3	1	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	23.5%
3	1	0.5%
4	4	2.0%
5	3	1.5%
6	18	9.0%
7	26	13.0%
8	58	29.0%
9	14	7.0%
10	29	14.5%

Value	Count	Frequency (%)
10	29	14.5%
9	14	7.0%
8	58	29.0%
7	26	13.0%
6	18	9.0%
5	3	1.5%
4	4	2.0%
3	1	0.5%
0	47	23.5%

하층운운량비율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.095

Minimum	0
Maximum	9
Zeros	48
Zeros (%)	24.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	8
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.254062
Coefficient of variation (CV)	0.63867753
Kurtosis	-1.1840099
Mean	5.095
Median Absolute Deviation (MAD)	2
Skewness	-0.62661871
Sum	1019
Variance	10.58892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	54	27.0%
0	48	24.0%
7	29	14.5%
6	24	12.0%
4	19	9.5%
9	13	6.5%
5	7	3.5%
2	4	2.0%
3	1	0.5%
1	1	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	24.0%
1	1	0.5%
2	4	2.0%
3	1	0.5%
4	19	9.5%
5	7	3.5%
6	24	12.0%
7	29	14.5%
8	54	27.0%
9	13	6.5%

Value	Count	Frequency (%)
9	13	6.5%
8	54	27.0%
7	29	14.5%
6	24	12.0%
5	7	3.5%
4	19	9.5%
3	1	0.5%
2	4	2.0%
1	1	0.5%
0	48	24.0%

운형명
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

Sc	91
<NA>	47
ScAs	28
Cu	26
ScCi	5
Other values (3)	3

Length

Max length	4
Median length	2
Mean length	2.82
Min length	2

Unique

Unique	3 ?
Unique (%)	1.5%

Sample

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

Common Values

Value	Count	Frequency (%)
Sc	91	45.5%
<NA>	47	23.5%
ScAs	28	14.0%
Cu	26	13.0%
ScCi	5	2.5%
StNs	1	0.5%
ScAc	1	0.5%
Ci	1	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sc	91	45.5%
na	47	23.5%
scas	28	14.0%
cu	26	13.0%
scci	5	2.5%
stns	1	0.5%
scac	1	0.5%
ci	1	0.5%

최저운고값
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

10	125
0	48
8	26
7	1

Length

Max length	2
Median length	2
Mean length	1.625
Min length	1

Unique

Unique	1 ?
Unique (%)	0.5%

Sample

1st row	8
2nd row	8
3rd row	8
4th row	8
5th row	8

Common Values

Value	Count	Frequency (%)
10	125	62.5%
0	48	24.0%
8	26	13.0%
7	1	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
10	125	62.5%
0	48	24.0%
8	26	13.0%
7	1	0.5%

공기거리값
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1437

Minimum	0
Maximum	2500
Zeros	47
Zeros (%)	23.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1200
median	2000
Q3	2000
95-th percentile	2500
Maximum	2500
Range	2500
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	856.09315
Coefficient of variation (CV)	0.59575028
Kurtosis	-0.80885724
Mean	1437
Median Absolute Deviation (MAD)	500
Skewness	-0.83083566
Sum	287400
Variance	732895.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2000	84	42.0%
0	47	23.5%
1500	30	15.0%
2500	18	9.0%
1200	14	7.0%
1800	7	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	23.5%
1200	14	7.0%
1500	30	15.0%
1800	7	3.5%
2000	84	42.0%
2500	18	9.0%

Value	Count	Frequency (%)
2500	18	9.0%
2000	84	42.0%
1800	7	3.5%
1500	30	15.0%
1200	14	7.0%
0	47	23.5%

지면코드명
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

<NA>	167
1	19
0	14

Length

Max length	4
Median length	4
Mean length	3.505
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	1
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	167	83.5%
1	19	9.5%
0	14	7.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	167	83.5%
1	19	9.5%
0	14	7.0%

현상코드명
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

<NA>	182
8	15
1	3

Length

Max length	4
Median length	4
Mean length	3.73
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	8
2nd row	8
3rd row	8
4th row	8
5th row	8

Common Values

Value	Count	Frequency (%)
<NA>	182	91.0%
8	15	7.5%
1	3	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	182	91.0%
8	15	7.5%
1	3	1.5%

경도Y좌표
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

126.52969	200

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	126.52969
2nd row	126.52969
3rd row	126.52969
4th row	126.52969
5th row	126.52969

Common Values

Value	Count	Frequency (%)
126.52969	200	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
126.52969	200	100.0%

측정일시
Date

UNIQUE

Distinct	200
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

Minimum	2009-01-01 00:00:00
Maximum	2009-01-09 07:00:00

Histogram

Histogram with fixed size bins (bins=50)

기온값
Real number (ℝ)

HIGH CORRELATION

Distinct	57
Distinct (%)	28.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.565

Minimum	2.5
Maximum	8.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	2.5
5-th percentile	3
Q1	4.875
median	5.75
Q3	6.325
95-th percentile	7.5
Maximum	8.4
Range	5.9
Interquartile range (IQR)	1.45

Descriptive statistics

Standard deviation	1.2580095
Coefficient of variation (CV)	0.22605742
Kurtosis	-0.032676065
Mean	5.565
Median Absolute Deviation (MAD)	0.75
Skewness	-0.43399421
Sum	1113
Variance	1.5825879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.1	11	5.5%
6.0	11	5.5%
6.2	9	4.5%
5.9	9	4.5%
5.0	8	4.0%
6.5	7	3.5%
5.5	7	3.5%
5.7	7	3.5%
5.2	6	3.0%
6.8	6	3.0%
Other values (47)	119	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.5	1	0.5%
2.6	1	0.5%
2.7	5	2.5%
2.8	1	0.5%
2.9	1	0.5%
3.0	2	1.0%
3.1	1	0.5%
3.2	1	0.5%
3.3	2	1.0%
3.4	1	0.5%

Value	Count	Frequency (%)
8.4	1	0.5%
8.3	1	0.5%
8.0	1	0.5%
7.9	2	1.0%
7.8	1	0.5%
7.7	2	1.0%
7.6	1	0.5%
7.5	4	2.0%
7.4	1	0.5%
7.3	2	1.0%

강수량값
Categorical

IMBALANCE

Distinct	3
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

0.0	195
0.5	3
1.0	2

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.5
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	195	97.5%
0.5	3	1.5%
1.0	2	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	195	97.5%
0.5	3	1.5%
1.0	2	1.0%

풍속값
Real number (ℝ)

HIGH CORRELATION

Distinct	65
Distinct (%)	32.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4255

Minimum	0.9
Maximum	9.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0.9
5-th percentile	2.195
Q1	3.1
median	4.1
Q3	5.325
95-th percentile	8.305
Maximum	9.8
Range	8.9
Interquartile range (IQR)	2.225

Descriptive statistics

Standard deviation	1.8529075
Coefficient of variation (CV)	0.41868884
Kurtosis	0.38590525
Mean	4.4255
Median Absolute Deviation (MAD)	1.1
Skewness	0.84637275
Sum	885.1
Variance	3.4332661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.5	10	5.0%
3.1	9	4.5%
4.3	8	4.0%
3.2	7	3.5%
4.4	7	3.5%
4.0	7	3.5%
3.4	7	3.5%
2.9	6	3.0%
2.6	6	3.0%
3.7	6	3.0%
Other values (55)	127	63.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9	1	0.5%
1.0	1	0.5%
1.2	2	1.0%
1.6	2	1.0%
1.7	1	0.5%
1.9	2	1.0%
2.1	1	0.5%
2.2	3	1.5%
2.3	2	1.0%
2.4	2	1.0%

Value	Count	Frequency (%)
9.8	1	0.5%
9.7	1	0.5%
9.2	3	1.5%
9.1	1	0.5%
9.0	1	0.5%
8.6	2	1.0%
8.4	1	0.5%
8.3	2	1.0%
7.9	1	0.5%
7.6	3	1.5%

풍향값
Real number (ℝ)

Distinct	9
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	327.8

Minimum	180
Maximum	360
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	180
5-th percentile	269
Q1	320
median	340
Q3	340
95-th percentile	360
Maximum	360
Range	180
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	33.776683
Coefficient of variation (CV)	0.10304052
Kurtosis	9.5269592
Mean	327.8
Median Absolute Deviation (MAD)	20
Skewness	-2.8983558
Sum	65560
Variance	1140.8643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
340	88	44.0%
320	66	33.0%
360	30	15.0%
290	5	2.5%
200	4	2.0%
180	4	2.0%
250	1	0.5%
270	1	0.5%
230	1	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
180	4	2.0%
200	4	2.0%
230	1	0.5%
250	1	0.5%
270	1	0.5%
290	5	2.5%
320	66	33.0%
340	88	44.0%
360	30	15.0%

Value	Count	Frequency (%)
360	30	15.0%
340	88	44.0%
320	66	33.0%
290	5	2.5%
270	1	0.5%
250	1	0.5%
230	1	0.5%
200	4	2.0%
180	4	2.0%

습도값
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.54

Minimum	45
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	45
5-th percentile	48
Q1	53
median	56
Q3	60
95-th percentile	63
Maximum	80
Range	35
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.0751538
Coefficient of variation (CV)	0.089762182
Kurtosis	2.2688508
Mean	56.54
Median Absolute Deviation (MAD)	3
Skewness	0.64693808
Sum	11308
Variance	25.757186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
55	19	9.5%
57	18	9.0%
53	16	8.0%
58	15	7.5%
56	15	7.5%
54	14	7.0%
60	14	7.0%
59	13	6.5%
62	12	6.0%
61	11	5.5%
Other values (14)	53	26.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	1	0.5%
46	1	0.5%
47	7	3.5%
48	3	1.5%
49	4	2.0%
50	6	3.0%
51	5	2.5%
52	10	5.0%
53	16	8.0%
54	14	7.0%

Value	Count	Frequency (%)
80	1	0.5%
73	2	1.0%
68	1	0.5%
67	1	0.5%
66	4	2.0%
63	7	3.5%
62	12	6.0%
61	11	5.5%
60	14	7.0%
59	13	6.5%

이슬점값
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.96

Minimum	-6
Maximum	0
Zeros	27
Zeros (%)	13.5%
Negative	173
Negative (%)	86.5%
Memory size	1.9 KiB

Quantile statistics

Minimum	-6
5-th percentile	-4
Q1	-3
median	-2
Q3	-1
95-th percentile	0
Maximum	0
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2271633
Coefficient of variation (CV)	-0.6261037
Kurtosis	-0.4003694
Mean	-1.96
Median Absolute Deviation (MAD)	1
Skewness	-0.15923589
Sum	-392
Variance	1.5059296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-2	58	29.0%
-3	49	24.5%
-1	46	23.0%
0	27	13.5%
-4	18	9.0%
-5	1	0.5%
-6	1	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6	1	0.5%
-5	1	0.5%
-4	18	9.0%
-3	49	24.5%
-2	58	29.0%
-1	46	23.0%
0	27	13.5%

Value	Count	Frequency (%)
0	27	13.5%
-1	46	23.0%
-2	58	29.0%
-3	49	24.5%
-4	18	9.0%
-5	1	0.5%
-6	1	0.5%

Heatmap
Table

	기압값	운량비율	하층운운량비율	운형명	최저운고값	공기거리값	지면코드명	현상코드명	기온값	강수량값	풍속값	풍향값	습도값	이슬점값
기압값	1.000	0.300	0.448	0.360	0.269	0.331	0.000	0.943	0.501	0.347	0.430	0.152	0.292	0.438
운량비율	0.300	1.000	0.940	0.811	0.905	0.716	0.000	0.724	0.537	0.000	0.503	0.580	0.115	0.198
하층운운량비율	0.448	0.940	1.000	0.810	0.841	0.881	0.466	0.515	0.717	0.426	0.667	0.399	0.398	0.366
운형명	0.360	0.811	0.810	1.000	1.000	0.599	0.275	1.000	0.540	0.301	0.548	0.000	0.347	0.360
최저운고값	0.269	0.905	0.841	1.000	1.000	0.764	0.202	1.000	0.642	0.280	0.615	0.000	0.371	0.246
공기거리값	0.331	0.716	0.881	0.599	0.764	1.000	0.188	0.617	0.814	0.380	0.796	0.140	0.537	0.301
지면코드명	0.000	0.000	0.466	0.275	0.202	0.188	1.000	NaN	0.000	0.071	0.000	0.000	0.556	0.529
현상코드명	0.943	0.724	0.515	1.000	1.000	0.617	NaN	1.000	1.000	0.000	0.678	0.000	0.266	0.362
기온값	0.501	0.537	0.717	0.540	0.642	0.814	0.000	1.000	1.000	0.435	0.784	0.185	0.533	0.473
강수량값	0.347	0.000	0.426	0.301	0.280	0.380	0.071	0.000	0.435	1.000	0.455	0.000	0.494	0.608
풍속값	0.430	0.503	0.667	0.548	0.615	0.796	0.000	0.678	0.784	0.455	1.000	0.569	0.546	0.367
풍향값	0.152	0.580	0.399	0.000	0.000	0.140	0.000	0.000	0.185	0.000	0.569	1.000	0.000	0.000
습도값	0.292	0.115	0.398	0.347	0.371	0.537	0.556	0.266	0.533	0.494	0.546	0.000	1.000	0.437
이슬점값	0.438	0.198	0.366	0.360	0.246	0.301	0.529	0.362	0.473	0.608	0.367	0.000	0.437	1.000

Heatmap
Table

	최저운고값	운형명	강수량값	현상코드명	지면코드명
최저운고값	1.000	0.990	0.267	0.968	0.323
운형명	0.990	1.000	0.209	0.935	0.314
강수량값	0.267	0.209	1.000	0.000	0.107
현상코드명	0.968	0.935	0.000	1.000	1.000
지면코드명	0.323	0.314	0.107	1.000	1.000

Heatmap
Table

	기압값	운량비율	하층운운량비율	공기거리값	기온값	풍속값	풍향값	습도값	이슬점값	운형명	최저운고값	지면코드명	현상코드명	강수량값
기압값	1.000	-0.203	-0.152	0.193	-0.099	-0.218	0.198	-0.072	-0.071	0.202	0.197	0.000	0.510	0.168
운량비율	-0.203	1.000	0.596	0.428	0.026	0.196	-0.002	0.226	0.186	0.461	0.657	0.286	0.752	0.269
하층운운량비율	-0.152	0.596	1.000	0.495	-0.223	0.343	0.014	0.240	0.029	0.583	0.672	0.453	0.752	0.278
공기거리값	0.193	0.428	0.495	1.000	0.277	-0.223	-0.063	-0.068	0.178	0.453	0.711	0.108	0.420	0.309
기온값	-0.099	0.026	-0.223	0.277	1.000	-0.297	-0.102	-0.353	0.482	0.306	0.436	0.000	0.901	0.286
풍속값	-0.218	0.196	0.343	-0.223	-0.297	1.000	0.227	0.152	-0.080	0.312	0.411	0.000	0.727	0.302
풍향값	0.198	-0.002	0.014	-0.063	-0.102	0.227	1.000	0.174	0.133	0.000	0.000	0.000	0.000	0.000
습도값	-0.072	0.226	0.240	-0.068	-0.353	0.152	0.174	1.000	0.566	0.188	0.240	0.438	0.041	0.248
이슬점값	-0.071	0.186	0.029	0.178	0.482	-0.080	0.133	0.566	1.000	0.131	0.169	0.351	0.292	0.497
운형명	0.202	0.461	0.583	0.453	0.306	0.312	0.000	0.188	0.131	1.000	0.990	0.314	0.935	0.209
최저운고값	0.197	0.657	0.672	0.711	0.436	0.411	0.000	0.240	0.169	0.990	1.000	0.323	0.968	0.267
지면코드명	0.000	0.286	0.453	0.108	0.000	0.000	0.000	0.438	0.351	0.314	0.323	1.000	1.000	0.107
현상코드명	0.510	0.752	0.752	0.420	0.901	0.727	0.000	0.041	0.292	0.935	0.968	1.000	1.000	0.000
강수량값	0.168	0.269	0.278	0.309	0.286	0.302	0.000	0.248	0.497	0.209	0.267	0.107	0.000	1.000

Count
Matrix

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.

First rows
Last rows

	위치명	위도X좌표	기압값	운량비율	하층운운량비율	운형명	최저운고값	공기거리값	지면코드명	현상코드명	경도Y좌표	측정일시	기온값	강수량값	풍속값	풍향값	습도값	이슬점값
0	제주	33.51411	1022	9	9	Cu	8	1200	<NA>	8	126.52969	2009-01-01 00:00:00	2.5	0.5	7.0	320	61	-4
1	제주	33.51411	1021	8	8	Cu	8	1200	<NA>	8	126.52969	2009-01-01 01:00:00	3.0	0.0	9.1	320	61	-3
2	제주	33.51411	1021	8	8	Cu	8	1200	<NA>	8	126.52969	2009-01-01 02:00:00	2.7	0.0	8.6	340	80	0
3	제주	33.51411	1022	9	9	Cu	8	1200	1	8	126.52969	2009-01-01 03:00:00	2.7	1.0	9.8	320	54	-5
4	제주	33.51411	1022	9	9	Cu	8	1200	<NA>	8	126.52969	2009-01-01 04:00:00	2.6	0.0	9.2	320	62	-3
5	제주	33.51411	1021	8	8	Cu	8	1200	<NA>	8	126.52969	2009-01-01 05:00:00	3.1	0.0	9.2	320	51	-6
6	제주	33.51411	1021	8	8	Cu	8	1200	<NA>	8	126.52969	2009-01-01 06:00:00	2.9	0.5	9.2	320	67	-2
7	제주	33.51411	1022	8	8	Cu	8	1200	<NA>	8	126.52969	2009-01-01 07:00:00	2.7	0.0	9.0	340	68	-2
8	제주	33.51411	1023	8	8	Cu	8	1200	<NA>	<NA>	126.52969	2009-01-01 08:00:00	2.8	0.0	8.3	320	62	-3
9	제주	33.51411	1023	9	9	Cu	8	1200	1	8	126.52969	2009-01-01 09:00:00	3.2	1.0	8.4	320	57	-4

	위치명	위도X좌표	기압값	운량비율	하층운운량비율	운형명	최저운고값	공기거리값	지면코드명	현상코드명	경도Y좌표	측정일시	기온값	풍속값	풍향값	습도값	이슬점값
190	제주	33.51411	1024	0	0	<NA>	0	0	<NA>	<NA>	126.52969	2009-01-08 22:00:00	5.0	5.2	360	57	-2
191	제주	33.51411	1024	0	0	<NA>	0	0	<NA>	<NA>	126.52969	2009-01-08 23:00:00	4.6	4.1	320	50	-4
192	제주	33.51411	1024	7	7	Sc	10	2000	<NA>	<NA>	126.52969	2009-01-09 00:00:00	5.0	4.4	340	56	-3
193	제주	33.51411	1023	0	0	<NA>	0	0	<NA>	<NA>	126.52969	2009-01-09 01:00:00	5.2	4.3	340	50	-4
194	제주	33.51411	1022	0	0	<NA>	0	0	<NA>	<NA>	126.52969	2009-01-09 02:00:00	5.5	4.4	320	52	-3
195	제주	33.51411	1022	8	8	Sc	10	1500	0	<NA>	126.52969	2009-01-09 03:00:00	5.9	6.0	320	50	-3
196	제주	33.51411	1021	8	8	Sc	10	1500	<NA>	<NA>	126.52969	2009-01-09 04:00:00	5.7	4.5	340	58	-1
197	제주	33.51411	1021	8	8	Sc	10	1500	<NA>	1	126.52969	2009-01-09 05:00:00	5.9	7.0	340	59	-1
198	제주	33.51411	1021	8	8	Sc	10	1500	<NA>	<NA>	126.52969	2009-01-09 06:00:00	6.1	7.2	320	47	-4
199	제주	33.51411	1021	8	8	Sc	10	1500	<NA>	<NA>	126.52969	2009-01-09 07:00:00	5.9	6.3	320	60	-1

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)

Common Values

Length

Common Values (Plot)

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