gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	7975
Missing cells	10392
Missing cells (%)	10.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	895.8 KiB
Average record size in memory	115.0 B

Variable types

DateTime	1
Numeric	10
Unsupported	1
Categorical	1

Dataset

Description	2000-2021.10.31 제주도 4지점(제주, 고산, 성산, 서귀포) 일산 기상(기온, 풍속, 풍향, 습도, 일조, 일사, 전운량) 관측 데이터입니다. ※ 출처 : 기상자료개방포털 https://data.kma.go.kr/cmmn/main.do
Author	고성빈
URL	https://www.jejudatahub.net/data/view/data/877

Alerts

`Tem_mean` is highly overall correlated with `Tem_max` and 3 other fields	High correlation
`Tem_max` is highly overall correlated with `Tem_mean` and 2 other fields	High correlation
`Tem_min` is highly overall correlated with `Tem_mean` and 3 other fields	High correlation
`Wspeed_mean` is highly overall correlated with `Wspeed_max` and 1 other fields	High correlation
`Wspeed_max` is highly overall correlated with `Wspeed_mean`	High correlation
`Wspeed_min` is highly overall correlated with `Wspeed_mean`	High correlation
`Humid_mean` is highly overall correlated with `Tem_mean` and 3 other fields	High correlation
`Sunshine_mean` is highly overall correlated with `Cloud_max` and 1 other fields	High correlation
`Cloud_max` is highly overall correlated with `Humid_mean` and 2 other fields	High correlation
`Cloud_min` is highly overall correlated with `Humid_mean` and 2 other fields	High correlation
`Season` is highly overall correlated with `Tem_mean` and 2 other fields	High correlation
`Solar_mean` has 7975 (100.0%) missing values	Missing
`Cloud_max` has 1194 (15.0%) missing values	Missing
`Cloud_min` has 1194 (15.0%) missing values	Missing
`Date` has unique values	Unique
`Solar_mean` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Wspeed_min` has 615 (7.7%) zeros	Zeros
`Sunshine_mean` has 1057 (13.3%) zeros	Zeros
`Cloud_max` has 109 (1.4%) zeros	Zeros
`Cloud_min` has 2552 (32.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 20:04:12.504848
Analysis finished	2023-12-11 20:04:26.953106
Duration	14.45 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

Date
Date

UNIQUE

Distinct	7975
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	62.4 KiB

Minimum	2000-01-01 00:00:00
Maximum	2021-10-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Tem_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	320
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.134194

Minimum	-4.4
Maximum	31.1
Zeros	2
Zeros (%)	< 0.1%
Negative	14
Negative (%)	0.2%
Memory size	70.2 KiB

Quantile statistics

Minimum	-4.4
5-th percentile	5.4
Q1	11.2
median	17.6
Q3	23.1
95-th percentile	28.1
Maximum	31.1
Range	35.5
Interquartile range (IQR)	11.9

Descriptive statistics

Standard deviation	7.2404296
Coefficient of variation (CV)	0.42257193
Kurtosis	-0.9936341
Mean	17.134194
Median Absolute Deviation (MAD)	6
Skewness	-0.15959359
Sum	136645.2
Variance	52.423821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.8	49	0.6%
22.4	48	0.6%
22.5	48	0.6%
21.2	47	0.6%
24.1	47	0.6%
21.1	46	0.6%
22.2	44	0.6%
15.4	44	0.6%
20.2	44	0.6%
23.9	43	0.5%
Other values (310)	7515	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.4	1	< 0.1%
-1.8	1	< 0.1%
-1.4	1	< 0.1%
-1.3	1	< 0.1%
-1.2	1	< 0.1%
-0.9	1	< 0.1%
-0.8	1	< 0.1%
-0.6	1	< 0.1%
-0.4	3	< 0.1%
-0.3	1	< 0.1%

Value	Count	Frequency (%)
31.1	1	< 0.1%
31.0	4	0.1%
30.9	1	< 0.1%
30.8	1	< 0.1%
30.7	2	< 0.1%
30.6	2	< 0.1%
30.4	2	< 0.1%
30.3	7	0.1%
30.2	3	< 0.1%
30.1	7	0.1%

Tem_max
Real number (ℝ)

HIGH CORRELATION

Distinct	331
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.059812

Minimum	-2
Maximum	35.5
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	< 0.1%
Memory size	70.2 KiB

Quantile statistics

Minimum	-2
5-th percentile	8.3
Q1	14.3
median	20.7
Q3	25.8
95-th percentile	30.7
Maximum	35.5
Range	37.5
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	7.0635555
Coefficient of variation (CV)	0.35212471
Kurtosis	-0.87825876
Mean	20.059812
Median Absolute Deviation (MAD)	5.6
Skewness	-0.21647832
Sum	159977
Variance	49.893816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.2	55	0.7%
23.8	53	0.7%
27.4	53	0.7%
22.8	52	0.7%
24.7	52	0.7%
24.5	52	0.7%
25.3	50	0.6%
25.6	49	0.6%
26.4	48	0.6%
24.1	47	0.6%
Other values (321)	7464	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.0	1	< 0.1%
0.2	1	< 0.1%
0.6	1	< 0.1%
1.0	1	< 0.1%
1.2	2	< 0.1%
1.5	1	< 0.1%
1.7	1	< 0.1%
1.8	2	< 0.1%
2.0	3	< 0.1%
2.1	2	< 0.1%

Value	Count	Frequency (%)
35.5	1	< 0.1%
35.4	1	< 0.1%
34.7	1	< 0.1%
34.6	1	< 0.1%
34.5	1	< 0.1%
34.1	1	< 0.1%
33.9	1	< 0.1%
33.8	2	< 0.1%
33.7	2	< 0.1%
33.6	3	< 0.1%

Tem_min
Real number (ℝ)

HIGH CORRELATION

Distinct	317
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.484451

Minimum	-6.2
Maximum	28.7
Zeros	12
Zeros (%)	0.2%
Negative	88
Negative (%)	1.1%
Memory size	70.2 KiB

Quantile statistics

Minimum	-6.2
5-th percentile	2.4
Q1	8.1
median	14.8
Q3	20.9
95-th percentile	26.2
Maximum	28.7
Range	34.9
Interquartile range (IQR)	12.8

Descriptive statistics

Standard deviation	7.6450088
Coefficient of variation (CV)	0.52780796
Kurtosis	-1.0922795
Mean	14.484451
Median Absolute Deviation (MAD)	6.4
Skewness	-0.08973559
Sum	115513.5
Variance	58.446159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.7	45	0.6%
6.9	44	0.6%
6.5	44	0.6%
16.4	43	0.5%
9.6	43	0.5%
18.6	42	0.5%
20.5	42	0.5%
23.5	40	0.5%
20.3	40	0.5%
21.9	40	0.5%
Other values (307)	7552	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.2	1	< 0.1%
-4.0	1	< 0.1%
-3.8	1	< 0.1%
-3.3	2	< 0.1%
-3.0	1	< 0.1%
-2.9	2	< 0.1%
-2.8	2	< 0.1%
-2.7	1	< 0.1%
-2.5	1	< 0.1%
-2.4	4	0.1%

Value	Count	Frequency (%)
28.7	3	< 0.1%
28.5	2	< 0.1%
28.4	1	< 0.1%
28.3	1	< 0.1%
28.2	7	0.1%
28.1	4	0.1%
28.0	9	0.1%
27.9	6	0.1%
27.8	15	0.2%
27.7	14	0.2%

Wspeed_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	86
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4527273

Minimum	0.2
Maximum	12.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0.2
5-th percentile	1.1
Q1	1.7
median	2.2
Q3	3
95-th percentile	4.5
Maximum	12.3
Range	12.1
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	1.0944406
Coefficient of variation (CV)	0.44621372
Kurtosis	4.5484311
Mean	2.4527273
Median Absolute Deviation (MAD)	0.6
Skewness	1.5349444
Sum	19560.5
Variance	1.1978001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.0	385	4.8%
2.1	375	4.7%
2.2	373	4.7%
1.8	362	4.5%
1.7	356	4.5%
2.3	335	4.2%
1.6	329	4.1%
1.9	329	4.1%
1.5	325	4.1%
2.5	323	4.1%
Other values (76)	4483	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.4	2	< 0.1%
0.5	2	< 0.1%
0.6	5	0.1%
0.7	19	0.2%
0.8	40	0.5%
0.9	76	1.0%
1.0	123	1.5%
1.1	144	1.8%
1.2	218	2.7%

Value	Count	Frequency (%)
12.3	1	< 0.1%
10.2	1	< 0.1%
10.0	1	< 0.1%
9.7	4	0.1%
9.6	1	< 0.1%
9.0	1	< 0.1%
8.4	2	< 0.1%
8.3	1	< 0.1%
8.1	1	< 0.1%
8.0	1	< 0.1%

Wspeed_max
Real number (ℝ)

HIGH CORRELATION

Distinct	122
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3195361

Minimum	0.8
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0.8
5-th percentile	2.1
Q1	3.2
median	4.1
Q3	5.2
95-th percentile	7.3
Maximum	19
Range	18.2
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.650054
Coefficient of variation (CV)	0.38199797
Kurtosis	4.7833061
Mean	4.3195361
Median Absolute Deviation (MAD)	1
Skewness	1.3879702
Sum	34448.3
Variance	2.7226782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	240	3.0%
3.5	232	2.9%
3.9	229	2.9%
3.8	222	2.8%
3.3	221	2.8%
3.0	214	2.7%
3.2	213	2.7%
3.7	213	2.7%
3.4	211	2.6%
4.2	208	2.6%
Other values (112)	5772	72.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	< 0.1%
1.2	1	< 0.1%
1.3	6	0.1%
1.4	7	0.1%
1.5	22	0.3%
1.6	26	0.3%
1.7	27	0.3%
1.8	64	0.8%
1.9	81	1.0%
2.0	82	1.0%

Value	Count	Frequency (%)
19.0	1	< 0.1%
18.2	1	< 0.1%
16.2	1	< 0.1%
15.7	1	< 0.1%
15.5	2	< 0.1%
15.0	1	< 0.1%
14.7	1	< 0.1%
14.5	1	< 0.1%
13.8	2	< 0.1%
13.4	1	< 0.1%

Wspeed_min
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86542947

Minimum	0
Maximum	7.2
Zeros	615
Zeros (%)	7.7%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.3
median	0.6
Q3	1.1
95-th percentile	2.6
Maximum	7.2
Range	7.2
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.84373782
Coefficient of variation (CV)	0.9749354
Kurtosis	6.3510255
Mean	0.86542947
Median Absolute Deviation (MAD)	0.4
Skewness	2.0965477
Sum	6901.8
Variance	0.71189352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	632	7.9%
0.0	615	7.7%
0.5	595	7.5%
0.4	595	7.5%
0.2	591	7.4%
0.6	540	6.8%
0.7	506	6.3%
0.1	469	5.9%
0.8	449	5.6%
0.9	396	5.0%
Other values (55)	2587	32.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	615	7.7%
0.1	469	5.9%
0.2	591	7.4%
0.3	632	7.9%
0.4	595	7.5%
0.5	595	7.5%
0.6	540	6.8%
0.7	506	6.3%
0.8	449	5.6%
0.9	396	5.0%

Value	Count	Frequency (%)
7.2	1	< 0.1%
7.0	1	< 0.1%
6.9	1	< 0.1%
6.8	2	< 0.1%
6.5	1	< 0.1%
6.3	1	< 0.1%
6.2	1	< 0.1%
6.1	1	< 0.1%
5.9	1	< 0.1%
5.7	1	< 0.1%

Humid_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	665
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.581179

Minimum	22.7
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	22.7
5-th percentile	46.7
Q1	59.2
median	69.9
Q3	82.7
95-th percentile	95
Maximum	99
Range	76.3
Interquartile range (IQR)	23.5

Descriptive statistics

Standard deviation	15.084074
Coefficient of variation (CV)	0.21371242
Kurtosis	-0.73291775
Mean	70.581179
Median Absolute Deviation (MAD)	11.6
Skewness	-0.048910125
Sum	562884.9
Variance	227.5293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.0	101	1.3%
60.5	42	0.5%
62.8	35	0.4%
65.3	35	0.4%
66.5	32	0.4%
59.0	31	0.4%
63.8	30	0.4%
58.5	30	0.4%
62.5	30	0.4%
64.0	29	0.4%
Other values (655)	7580	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.7	1	< 0.1%
23.4	1	< 0.1%
24.4	1	< 0.1%
25.3	1	< 0.1%
26.6	1	< 0.1%
27.3	1	< 0.1%
29.1	1	< 0.1%
29.5	2	< 0.1%
29.8	1	< 0.1%
30.0	2	< 0.1%

Value	Count	Frequency (%)
99.0	101	1.3%
98.9	12	0.2%
98.8	21	0.3%
98.7	12	0.2%
98.6	12	0.2%
98.5	9	0.1%
98.4	2	< 0.1%
98.3	13	0.2%
98.2	4	0.1%
98.1	6	0.1%

Sunshine_mean
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	133
Distinct (%)	1.7%
Missing	29
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.7294739

Minimum	0
Maximum	13.3
Zeros	1057
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.6
median	6.2
Q3	9.3
95-th percentile	11.6
Maximum	13.3
Range	13.3
Interquartile range (IQR)	7.7

Descriptive statistics

Standard deviation	4.0552108
Coefficient of variation (CV)	0.70778065
Kurtosis	-1.3800349
Mean	5.7294739
Median Absolute Deviation (MAD)	3.6
Skewness	-0.097184258
Sum	45526.4
Variance	16.444735
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1057	13.3%
0.1	159	2.0%
9.5	96	1.2%
9.2	95	1.2%
0.3	91	1.1%
9.6	90	1.1%
9.3	89	1.1%
10.8	87	1.1%
9.0	87	1.1%
0.2	84	1.1%
Other values (123)	6011	75.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1057	13.3%
0.1	159	2.0%
0.2	84	1.1%
0.3	91	1.1%
0.4	53	0.7%
0.5	59	0.7%
0.6	46	0.6%
0.7	58	0.7%
0.8	51	0.6%
0.9	47	0.6%

Value	Count	Frequency (%)
13.3	2	< 0.1%
13.2	2	< 0.1%
13.0	5	0.1%
12.9	14	0.2%
12.8	10	0.1%
12.7	8	0.1%
12.6	24	0.3%
12.5	31	0.4%
12.4	33	0.4%
12.3	29	0.4%

Solar_mean
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	7975
Missing (%)	100.0%
Memory size	70.2 KiB

Cloud_max
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	11
Distinct (%)	0.2%
Missing	1194
Missing (%)	15.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2039522

Minimum	0
Maximum	10
Zeros	109
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4217833
Coefficient of variation (CV)	0.29519715
Kurtosis	1.3016763
Mean	8.2039522
Median Absolute Deviation (MAD)	0
Skewness	-1.3922913
Sum	55631
Variance	5.8650345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
10	3468	43.5%
8	874	11.0%
7	527	6.6%
6	457	5.7%
9	453	5.7%
5	337	4.2%
4	245	3.1%
3	187	2.3%
0	109	1.4%
2	101	1.3%
(Missing)	1194	15.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109	1.4%
1	23	0.3%
2	101	1.3%
3	187	2.3%
4	245	3.1%
5	337	4.2%
6	457	5.7%
7	527	6.6%
8	874	11.0%
9	453	5.7%

Value	Count	Frequency (%)
10	3468	43.5%
9	453	5.7%
8	874	11.0%
7	527	6.6%
6	457	5.7%
5	337	4.2%
4	245	3.1%
3	187	2.3%
2	101	1.3%
1	23	0.3%

Cloud_min
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	11
Distinct (%)	0.2%
Missing	1194
Missing (%)	15.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0126825

Minimum	0
Maximum	10
Zeros	2552
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.170404
Coefficient of variation (CV)	1.0523525
Kurtosis	-0.4966697
Mean	3.0126825
Median Absolute Deviation (MAD)	2
Skewness	0.79477032
Sum	20429
Variance	10.051462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	2552	32.0%
3	788	9.9%
2	704	8.8%
4	499	6.3%
6	491	6.2%
10	458	5.7%
5	399	5.0%
7	274	3.4%
1	259	3.2%
8	250	3.1%
(Missing)	1194	15.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2552	32.0%
1	259	3.2%
2	704	8.8%
3	788	9.9%
4	499	6.3%
5	399	5.0%
6	491	6.2%
7	274	3.4%
8	250	3.1%
9	107	1.3%

Value	Count	Frequency (%)
10	458	5.7%
9	107	1.3%
8	250	3.1%
7	274	3.4%
6	491	6.2%
5	399	5.0%
4	499	6.3%
3	788	9.9%
2	704	8.8%
1	259	3.2%

Season
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	62.4 KiB

Spring	2024
Summer	2024
Automn	1972
Winter	1955

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
Spring	2024	25.4%
Summer	2024	25.4%
Automn	1972	24.7%
Winter	1955	24.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
spring	2024	25.4%
summer	2024	25.4%
automn	1972	24.7%
winter	1955	24.5%

Phik (φk)
Auto

Heatmap
Table

	Tem_mean	Tem_max	Tem_min	Wspeed_mean	Wspeed_max	Wspeed_min	Humid_mean	Sunshine_mean	Cloud_max	Cloud_min	Season
Tem_mean	1.000	0.976	0.976	0.139	0.143	0.177	0.557	0.365	0.325	0.384	0.792
Tem_max	0.976	1.000	0.941	0.133	0.135	0.135	0.518	0.352	0.294	0.365	0.773
Tem_min	0.976	0.941	1.000	0.150	0.119	0.195	0.574	0.353	0.317	0.382	0.787
Wspeed_mean	0.139	0.133	0.150	1.000	0.924	0.892	0.257	0.161	0.190	0.241	0.093
Wspeed_max	0.143	0.135	0.119	0.924	1.000	0.685	0.223	0.141	0.163	0.221	0.116
Wspeed_min	0.177	0.135	0.195	0.892	0.685	1.000	0.197	0.151	0.132	0.226	0.117
Humid_mean	0.557	0.518	0.574	0.257	0.223	0.197	1.000	0.531	0.527	0.555	0.511
Sunshine_mean	0.365	0.352	0.353	0.161	0.141	0.151	0.531	1.000	0.656	0.715	0.363
Cloud_max	0.325	0.294	0.317	0.190	0.163	0.132	0.527	0.656	1.000	0.571	0.194
Cloud_min	0.384	0.365	0.382	0.241	0.221	0.226	0.555	0.715	0.571	1.000	0.282
Season	0.792	0.773	0.787	0.093	0.116	0.117	0.511	0.363	0.194	0.282	1.000

Heatmap
Table

	Tem_mean	Tem_max	Tem_min	Wspeed_mean	Wspeed_max	Wspeed_min	Humid_mean	Sunshine_mean	Cloud_max	Cloud_min	Season
Tem_mean	1.000	0.989	0.992	-0.022	-0.069	-0.019	0.547	0.019	0.106	0.143	0.612
Tem_max	0.989	1.000	0.968	-0.021	-0.066	-0.022	0.473	0.105	0.039	0.064	0.588
Tem_min	0.992	0.968	1.000	-0.017	-0.067	-0.013	0.596	-0.050	0.157	0.209	0.606
Wspeed_mean	-0.022	-0.021	-0.017	1.000	0.879	0.685	-0.163	-0.038	-0.038	0.139	0.056
Wspeed_max	-0.069	-0.066	-0.067	0.879	1.000	0.473	-0.156	-0.036	-0.000	0.139	0.069
Wspeed_min	-0.019	-0.022	-0.013	0.685	0.473	1.000	-0.127	-0.013	-0.074	0.053	0.070
Humid_mean	0.547	0.473	0.596	-0.163	-0.156	-0.127	1.000	-0.483	0.512	0.502	0.330
Sunshine_mean	0.019	0.105	-0.050	-0.038	-0.036	-0.013	-0.483	1.000	-0.682	-0.731	0.224
Cloud_max	0.106	0.039	0.157	-0.038	-0.000	-0.074	0.512	-0.682	1.000	0.554	0.116
Cloud_min	0.143	0.064	0.209	0.139	0.139	0.053	0.502	-0.731	0.554	1.000	0.164
Season	0.612	0.588	0.606	0.056	0.069	0.070	0.330	0.224	0.116	0.164	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

	Date	Tem_mean	Tem_max	Tem_min	Wspeed_mean	Wspeed_max	Wspeed_min	Humid_mean	Sunshine_mean	Solar_mean	Cloud_max	Cloud_min	Season
0	2000-01-01	13.4	16.7	10.2	3.7	4.8	2.9	62.8	6.7	<NA>	8	0	Winter
1	2000-01-02	13.0	17.6	8.7	2.4	6.0	0.0	66.2	6.0	<NA>	7	0	Winter
2	2000-01-03	10.1	13.2	7.3	2.0	3.4	0.6	65.3	5.9	<NA>	7	0	Winter
3	2000-01-04	11.4	14.3	7.5	2.1	2.8	1.3	67.0	3.2	<NA>	8	0	Winter
4	2000-01-05	15.0	16.9	12.7	2.3	4.9	1.0	78.3	0.1	<NA>	10	4	Winter
5	2000-01-06	13.9	16.3	11.3	2.8	5.1	0.7	79.7	0.8	<NA>	10	5	Winter
6	2000-01-07	5.2	10.9	2.8	3.9	8.0	1.1	51.1	9.0	<NA>	5	0	Winter
7	2000-01-08	6.8	9.5	4.1	1.5	3.2	0.0	63.7	0.0	<NA>	10	3	Winter
8	2000-01-09	8.7	10.0	7.3	3.7	5.1	0.9	82.8	0.0	<NA>	10	10	Winter
9	2000-01-10	11.0	13.7	9.2	2.0	4.6	0.6	71.3	6.6	<NA>	10	3	Winter

	Date	Tem_mean	Tem_max	Tem_min	Wspeed_mean	Wspeed_max	Wspeed_min	Humid_mean	Sunshine_mean	Solar_mean	Cloud_max	Cloud_min	Season
7965	2021-10-22	15.7	19.6	13.5	1.5	3.2	0.7	50.7	9.7	<NA>	9	0	Automn
7966	2021-10-23	16.2	20.4	12.1	2.2	3.3	0.6	51.6	9.5	<NA>	8	0	Automn
7967	2021-10-24	18.0	20.0	16.1	1.9	2.5	1.2	60.1	1.3	<NA>	10	5	Automn
7968	2021-10-25	17.8	21.2	14.7	1.6	2.5	0.7	64.3	10.0	<NA>	10	0	Automn
7969	2021-10-26	16.9	20.6	14.1	1.4	2.4	0.4	69.4	9.8	<NA>	8	0	Automn
7970	2021-10-27	17.5	22.2	13.3	1.6	3.0	0.1	56.5	9.8	<NA>	8	0	Automn
7971	2021-10-28	17.3	21.0	13.8	1.7	2.9	0.2	62.8	9.7	<NA>	8	0	Automn
7972	2021-10-29	18.4	21.2	16.9	3.0	4.2	1.9	68.1	9.5	<NA>	8	0	Automn
7973	2021-10-30	17.7	20.7	14.9	1.9	2.9	0.6	70.3	3.0	<NA>	10	0	Automn
7974	2021-10-31	17.3	22.3	13.3	1.5	3.1	0.2	62.4	9.7	<NA>	7	0	Automn

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample