gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	7975
Missing cells	15398
Missing cells (%)	14.9%
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 3 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 2 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 `Sunshine_mean` and 1 other fields	High correlation
`Cloud_min` is highly overall correlated with `Sunshine_mean` and 1 other fields	High correlation
`Season` is highly overall correlated with `Tem_mean` and 2 other fields	High correlation
`Sunshine_mean` has 81 (1.0%) missing values	Missing
`Solar_mean` has 7975 (100.0%) missing values	Missing
`Cloud_max` has 3662 (45.9%) missing values	Missing
`Cloud_min` has 3662 (45.9%) 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 891 (11.2%) zeros	Zeros
`Sunshine_mean` has 1000 (12.5%) zeros	Zeros
`Cloud_min` has 1615 (20.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 20:03:51.192926
Analysis finished	2023-12-11 20:04:03.711766
Duration	12.52 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	325
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.816339

Minimum	-4.7
Maximum	30.2
Zeros	1
Zeros (%)	< 0.1%
Negative	39
Negative (%)	0.5%
Memory size	70.2 KiB

Quantile statistics

Minimum	-4.7
5-th percentile	3.2
Q1	9.3
median	16.4
Q3	22.3
95-th percentile	27.5
Maximum	30.2
Range	34.9
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	7.7123286
Coefficient of variation (CV)	0.48761783
Kurtosis	-1.065784
Mean	15.816339
Median Absolute Deviation (MAD)	6.5
Skewness	-0.14885504
Sum	126135.3
Variance	59.480013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.5	49	0.6%
20.7	48	0.6%
27.5	47	0.6%
18.5	45	0.6%
23.6	45	0.6%
20.8	44	0.6%
8.8	43	0.5%
17.2	43	0.5%
23.1	43	0.5%
19.3	42	0.5%
Other values (315)	7526	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.7	1	< 0.1%
-2.9	1	< 0.1%
-2.5	1	< 0.1%
-2.4	2	< 0.1%
-2.3	1	< 0.1%
-2.2	1	< 0.1%
-2.1	2	< 0.1%
-2.0	1	< 0.1%
-1.9	2	< 0.1%
-1.8	1	< 0.1%

Value	Count	Frequency (%)
30.2	2	< 0.1%
30.1	1	< 0.1%
29.8	6	0.1%
29.7	4	0.1%
29.6	7	0.1%
29.5	6	0.1%
29.4	8	0.1%
29.3	4	0.1%
29.2	10	0.1%
29.1	9	0.1%

Tem_max
Real number (ℝ)

HIGH CORRELATION

Distinct	347
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.957705

Minimum	-1.7
Maximum	34.5
Zeros	1
Zeros (%)	< 0.1%
Negative	10
Negative (%)	0.1%
Memory size	70.2 KiB

Quantile statistics

Minimum	-1.7
5-th percentile	5.9
Q1	12.9
median	19.8
Q3	25
95-th percentile	30.5
Maximum	34.5
Range	36.2
Interquartile range (IQR)	12.1

Descriptive statistics

Standard deviation	7.6249747
Coefficient of variation (CV)	0.40220979
Kurtosis	-0.86918467
Mean	18.957705
Median Absolute Deviation (MAD)	5.9
Skewness	-0.25184607
Sum	151187.7
Variance	58.140239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.7	72	0.9%
25.2	60	0.8%
23.2	57	0.7%
26.2	55	0.7%
21.2	53	0.7%
24.2	53	0.7%
22.7	52	0.7%
24.1	52	0.7%
24.6	50	0.6%
21.7	49	0.6%
Other values (337)	7422	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.7	1	< 0.1%
-1.6	1	< 0.1%
-1.5	1	< 0.1%
-1.3	1	< 0.1%
-0.9	3	< 0.1%
-0.7	1	< 0.1%
-0.5	1	< 0.1%
-0.2	1	< 0.1%
0.0	1	< 0.1%
0.1	1	< 0.1%

Value	Count	Frequency (%)
34.5	1	< 0.1%
34.2	1	< 0.1%
34.1	1	< 0.1%
34.0	2	< 0.1%
33.9	1	< 0.1%
33.8	1	< 0.1%
33.7	2	< 0.1%
33.6	2	< 0.1%
33.5	2	< 0.1%
33.4	1	< 0.1%

Tem_min
Real number (ℝ)

HIGH CORRELATION

Distinct	327
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.737931

Minimum	-6.4
Maximum	28.3
Zeros	15
Zeros (%)	0.2%
Negative	291
Negative (%)	3.6%
Memory size	70.2 KiB

Quantile statistics

Minimum	-6.4
5-th percentile	0.4
Q1	5.5
median	12.9
Q3	19.9
95-th percentile	25.1
Maximum	28.3
Range	34.7
Interquartile range (IQR)	14.4

Descriptive statistics

Standard deviation	8.1208541
Coefficient of variation (CV)	0.63753321
Kurtosis	-1.2089525
Mean	12.737931
Median Absolute Deviation (MAD)	7.2
Skewness	-0.017242807
Sum	101585
Variance	65.948271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.8	54	0.7%
1.2	51	0.6%
4.5	50	0.6%
3.7	47	0.6%
8.8	46	0.6%
22.2	45	0.6%
8.3	44	0.6%
8.6	44	0.6%
16.7	44	0.6%
0.6	44	0.6%
Other values (317)	7506	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.4	1	< 0.1%
-5.4	1	< 0.1%
-5.0	1	< 0.1%
-4.6	2	< 0.1%
-4.5	1	< 0.1%
-4.4	1	< 0.1%
-3.9	1	< 0.1%
-3.6	2	< 0.1%
-3.5	4	0.1%
-3.4	3	< 0.1%

Value	Count	Frequency (%)
28.3	1	< 0.1%
28.2	2	< 0.1%
28.1	1	< 0.1%
28.0	1	< 0.1%
27.9	1	< 0.1%
27.8	1	< 0.1%
27.7	3	< 0.1%
27.6	2	< 0.1%
27.5	2	< 0.1%
27.4	3	< 0.1%

Wspeed_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	93
Distinct (%)	1.2%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.1305183

Minimum	0.3
Maximum	13.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0.3
5-th percentile	1.5
Q1	2.2
median	2.9
Q3	3.8
95-th percentile	5.3
Maximum	13.7
Range	13.4
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.2232919
Coefficient of variation (CV)	0.39076337
Kurtosis	3.1206955
Mean	3.1305183
Median Absolute Deviation (MAD)	0.8
Skewness	1.1193067
Sum	24947.1
Variance	1.496443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.6	293	3.7%
2.5	291	3.6%
3.0	290	3.6%
2.7	283	3.5%
2.2	279	3.5%
2.4	277	3.5%
2.8	274	3.4%
2.3	274	3.4%
3.1	273	3.4%
2.9	273	3.4%
Other values (83)	5162	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	1	< 0.1%
0.4	1	< 0.1%
0.5	1	< 0.1%
0.6	1	< 0.1%
0.7	7	0.1%
0.8	4	0.1%
0.9	13	0.2%
1.0	27	0.3%
1.1	33	0.4%
1.2	55	0.7%

Value	Count	Frequency (%)
13.7	1	< 0.1%
13.3	1	< 0.1%
12.2	1	< 0.1%
11.9	1	< 0.1%
10.2	1	< 0.1%
9.8	1	< 0.1%
9.7	1	< 0.1%
9.4	1	< 0.1%
9.3	2	< 0.1%
9.1	1	< 0.1%

Wspeed_max
Real number (ℝ)

HIGH CORRELATION

Distinct	139
Distinct (%)	1.7%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.3489522

Minimum	1.3
Maximum	22.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	1.3
5-th percentile	3.1
Q1	4.1
median	5.1
Q3	6.3
95-th percentile	8.6
Maximum	22.4
Range	21.1
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.8047194
Coefficient of variation (CV)	0.33739682
Kurtosis	5.9697191
Mean	5.3489522
Median Absolute Deviation (MAD)	1.1
Skewness	1.5044228
Sum	42625.8
Variance	3.2570123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.8	219	2.7%
5.0	216	2.7%
4.3	215	2.7%
4.7	214	2.7%
4.6	213	2.7%
4.9	212	2.7%
3.9	209	2.6%
4.4	208	2.6%
5.3	204	2.6%
4.2	195	2.4%
Other values (129)	5864	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.3	2	< 0.1%
1.4	1	< 0.1%
1.6	3	< 0.1%
1.7	4	0.1%
1.8	3	< 0.1%
1.9	4	0.1%
2.0	7	0.1%
2.1	7	0.1%
2.2	8	0.1%
2.3	16	0.2%

Value	Count	Frequency (%)
22.4	1	< 0.1%
21.2	1	< 0.1%
20.8	1	< 0.1%
20.3	1	< 0.1%
18.3	1	< 0.1%
18.1	1	< 0.1%
17.7	1	< 0.1%
16.9	1	< 0.1%
16.7	1	< 0.1%
16.6	1	< 0.1%

Wspeed_min
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	66
Distinct (%)	0.8%
Missing	6
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.0747271

Minimum	0
Maximum	9.9
Zeros	891
Zeros (%)	11.2%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.3
median	0.8
Q3	1.5
95-th percentile	3.1
Maximum	9.9
Range	9.9
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.99140065
Coefficient of variation (CV)	0.92246737
Kurtosis	3.662522
Mean	1.0747271
Median Absolute Deviation (MAD)	0.6
Skewness	1.5442047
Sum	8564.5
Variance	0.98287525
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	891	11.2%
0.6	425	5.3%
0.4	422	5.3%
0.8	392	4.9%
0.5	390	4.9%
0.9	389	4.9%
0.2	382	4.8%
0.1	380	4.8%
0.7	379	4.8%
1.0	363	4.6%
Other values (56)	3556	44.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	891	11.2%
0.1	380	4.8%
0.2	382	4.8%
0.3	356	4.5%
0.4	422	5.3%
0.5	390	4.9%
0.6	425	5.3%
0.7	379	4.8%
0.8	392	4.9%
0.9	389	4.9%

Value	Count	Frequency (%)
9.9	1	< 0.1%
8.9	1	< 0.1%
7.0	1	< 0.1%
6.8	1	< 0.1%
6.6	2	< 0.1%
6.5	1	< 0.1%
6.0	2	< 0.1%
5.8	2	< 0.1%
5.7	2	< 0.1%
5.6	2	< 0.1%

Humid_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	641
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.975273

Minimum	16.7
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	16.7
5-th percentile	50.5
Q1	63.15
median	73.3
Q3	84
95-th percentile	93.6
Maximum	100
Range	83.3
Interquartile range (IQR)	20.85

Descriptive statistics

Standard deviation	13.540153
Coefficient of variation (CV)	0.18554439
Kurtosis	-0.44810295
Mean	72.975273
Median Absolute Deviation (MAD)	10.4
Skewness	-0.27514891
Sum	581977.8
Variance	183.33574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80.8	40	0.5%
64.5	38	0.5%
71.3	35	0.4%
66.8	35	0.4%
65.0	33	0.4%
76.0	32	0.4%
64.3	32	0.4%
66.0	32	0.4%
86.5	31	0.4%
64.0	31	0.4%
Other values (631)	7636	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.7	1	< 0.1%
17.8	1	< 0.1%
23.3	1	< 0.1%
24.1	1	< 0.1%
25.0	1	< 0.1%
25.3	2	< 0.1%
26.7	1	< 0.1%
27.3	1	< 0.1%
28.5	1	< 0.1%
30.2	1	< 0.1%

Value	Count	Frequency (%)
100.0	2	< 0.1%
99.9	2	< 0.1%
99.8	1	< 0.1%
99.7	1	< 0.1%
99.6	1	< 0.1%
99.1	2	< 0.1%
99.0	15	0.2%
98.9	1	< 0.1%
98.8	5	0.1%
98.7	3	< 0.1%

Sunshine_mean
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	134
Distinct (%)	1.7%
Missing	81
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5405625

Minimum	0
Maximum	13.3
Zeros	1000
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	5.9
Q3	9
95-th percentile	11.5
Maximum	13.3
Range	13.3
Interquartile range (IQR)	7.5

Descriptive statistics

Standard deviation	3.9838056
Coefficient of variation (CV)	0.71902549
Kurtosis	-1.3594358
Mean	5.5405625
Median Absolute Deviation (MAD)	3.6
Skewness	-0.024324066
Sum	43737.2
Variance	15.870707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1000	12.5%
0.1	137	1.7%
0.2	117	1.5%
9.5	93	1.2%
8.9	86	1.1%
0.3	85	1.1%
8.4	84	1.1%
8.6	82	1.0%
0.5	81	1.0%
9.0	81	1.0%
Other values (124)	6048	75.8%
(Missing)	81	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1000	12.5%
0.1	137	1.7%
0.2	117	1.5%
0.3	85	1.1%
0.4	70	0.9%
0.5	81	1.0%
0.6	49	0.6%
0.7	58	0.7%
0.8	58	0.7%
0.9	49	0.6%

Value	Count	Frequency (%)
13.3	1	< 0.1%
13.2	2	< 0.1%
13.1	6	0.1%
13.0	4	0.1%
12.9	7	0.1%
12.8	13	0.2%
12.7	18	0.2%
12.6	15	0.2%
12.5	17	0.2%
12.4	20	0.3%

Solar_mean
Unsupported

MISSING REJECTED UNSUPPORTED

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

Cloud_max
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	11
Distinct (%)	0.3%
Missing	3662
Missing (%)	45.9%
Infinite	0
Infinite (%)	0.0%
Mean	8.5158822

Minimum	0
Maximum	10
Zeros	62
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	8
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.1953084
Coefficient of variation (CV)	0.2577899
Kurtosis	3.0675725
Mean	8.5158822
Median Absolute Deviation (MAD)	0
Skewness	-1.7988425
Sum	36729
Variance	4.819379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
10	2305	28.9%
8	614	7.7%
9	434	5.4%
7	308	3.9%
6	199	2.5%
5	149	1.9%
4	111	1.4%
3	75	0.9%
0	62	0.8%
2	41	0.5%
(Missing)	3662	45.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62	0.8%
1	15	0.2%
2	41	0.5%
3	75	0.9%
4	111	1.4%
5	149	1.9%
6	199	2.5%
7	308	3.9%
8	614	7.7%
9	434	5.4%

Value	Count	Frequency (%)
10	2305	28.9%
9	434	5.4%
8	614	7.7%
7	308	3.9%
6	199	2.5%
5	149	1.9%
4	111	1.4%
3	75	0.9%
2	41	0.5%
1	15	0.2%

Cloud_min
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	11
Distinct (%)	0.3%
Missing	3662
Missing (%)	45.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.0027823

Minimum	0
Maximum	10
Zeros	1615
Zeros (%)	20.3%
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	3.1622031
Coefficient of variation (CV)	1.053091
Kurtosis	-0.52286637
Mean	3.0027823
Median Absolute Deviation (MAD)	2
Skewness	0.7876616
Sum	12951
Variance	9.9995284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	1615	20.3%
3	487	6.1%
2	417	5.2%
4	357	4.5%
6	345	4.3%
10	274	3.4%
1	206	2.6%
5	196	2.5%
8	186	2.3%
7	163	2.0%
(Missing)	3662	45.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1615	20.3%
1	206	2.6%
2	417	5.2%
3	487	6.1%
4	357	4.5%
5	196	2.5%
6	345	4.3%
7	163	2.0%
8	186	2.3%
9	67	0.8%

Value	Count	Frequency (%)
10	274	3.4%
9	67	0.8%
8	186	2.3%
7	163	2.0%
6	345	4.3%
5	196	2.5%
4	357	4.5%
3	487	6.1%
2	417	5.2%
1	206	2.6%

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	0.963	0.962	0.260	0.208	0.288	0.569	0.356	0.299	0.379	0.791
Tem_max	0.963	1.000	0.911	0.272	0.224	0.314	0.529	0.368	0.286	0.364	0.770
Tem_min	0.962	0.911	1.000	0.240	0.201	0.258	0.591	0.314	0.270	0.370	0.777
Wspeed_mean	0.260	0.272	0.240	1.000	0.910	0.889	0.248	0.171	0.148	0.244	0.227
Wspeed_max	0.208	0.224	0.201	0.910	1.000	0.691	0.162	0.136	0.110	0.144	0.210
Wspeed_min	0.288	0.314	0.258	0.889	0.691	1.000	0.206	0.173	0.077	0.233	0.241
Humid_mean	0.569	0.529	0.591	0.248	0.162	0.206	1.000	0.507	0.443	0.523	0.538
Sunshine_mean	0.356	0.368	0.314	0.171	0.136	0.173	0.507	1.000	0.648	0.718	0.339
Cloud_max	0.299	0.286	0.270	0.148	0.110	0.077	0.443	0.648	1.000	0.544	0.206
Cloud_min	0.379	0.364	0.370	0.244	0.144	0.233	0.523	0.718	0.544	1.000	0.293
Season	0.791	0.770	0.777	0.227	0.210	0.241	0.538	0.339	0.206	0.293	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	0.985	0.984	-0.187	-0.169	-0.226	0.576	0.057	0.095	0.127	0.611
Tem_max	0.985	1.000	0.946	-0.234	-0.201	-0.274	0.510	0.158	0.023	0.034	0.584
Tem_min	0.984	0.946	1.000	-0.137	-0.135	-0.165	0.616	-0.029	0.155	0.207	0.593
Wspeed_mean	-0.187	-0.234	-0.137	1.000	0.872	0.701	-0.154	-0.095	0.056	0.130	0.137
Wspeed_max	-0.169	-0.201	-0.135	0.872	1.000	0.462	-0.094	-0.099	0.085	0.135	0.127
Wspeed_min	-0.226	-0.274	-0.165	0.701	0.462	1.000	-0.201	-0.098	0.021	0.084	0.146
Humid_mean	0.576	0.510	0.616	-0.154	-0.094	-0.201	1.000	-0.453	0.413	0.498	0.352
Sunshine_mean	0.057	0.158	-0.029	-0.095	-0.099	-0.098	-0.453	1.000	-0.657	-0.740	0.208
Cloud_max	0.095	0.023	0.155	0.056	0.085	0.021	0.413	-0.657	1.000	0.546	0.130
Cloud_min	0.127	0.034	0.207	0.130	0.135	0.084	0.498	-0.740	0.546	1.000	0.165
Season	0.611	0.584	0.593	0.137	0.127	0.146	0.352	0.208	0.130	0.165	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	12.4	15.4	6.1	3.9	5.6	2.0	70.4	4.3	<NA>	8	0	Winter
1	2000-01-02	12.2	17.4	6.2	3.1	6.1	0.3	72.0	5.4	<NA>	10	0	Winter
2	2000-01-03	6.2	9.1	3.6	3.8	6.3	2.4	68.0	7.3	<NA>	10	0	Winter
3	2000-01-04	9.3	13.6	3.0	2.5	4.6	1.2	68.5	3.9	<NA>	9	0	Winter
4	2000-01-05	14.4	15.4	13.1	3.7	6.5	2.0	81.2	0.2	<NA>	10	4	Winter
5	2000-01-06	10.7	14.6	5.9	4.4	7.1	1.2	84.8	0.0	<NA>	10	9	Winter
6	2000-01-07	3.3	5.0	1.1	4.1	8.6	1.4	67.3	3.4	<NA>	10	6	Winter
7	2000-01-08	4.7	7.2	1.9	2.9	4.4	1.6	71.7	0.0	<NA>	10	8	Winter
8	2000-01-09	7.7	9.4	5.5	3.0	4.4	1.4	91.0	0.0	<NA>	10	10	Winter
9	2000-01-10	7.2	10.2	4.6	4.1	6.6	1.6	76.8	7.2	<NA>	9	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	14.7	17.7	11.5	2.5	4.1	1.1	55.6	9.3	<NA>	7	0	Automn
7966	2021-10-23	14.9	18.9	11.4	2.2	3.9	1.2	59.3	10.1	<NA>	6	0	Automn
7967	2021-10-24	17.0	20.8	13.8	1.8	3.3	0.8	61.1	3.4	<NA>	10	2	Automn
7968	2021-10-25	16.3	19.8	13.1	2.3	3.4	1.1	62.6	10.1	<NA>	10	0	Automn
7969	2021-10-26	15.3	20.2	11.9	2.5	3.4	1.6	63.8	10.2	<NA>	8	0	Automn
7970	2021-10-27	16.3	20.8	13.2	2.9	3.9	1.2	64.5	9.9	<NA>	8	0	Automn
7971	2021-10-28	16.0	20.7	12.2	2.6	3.8	1.3	58.0	10.1	<NA>	6	0	Automn
7972	2021-10-29	19.0	20.8	16.9	3.1	3.9	0.9	59.8	8.5	<NA>	8	1	Automn
7973	2021-10-30	17.8	19.9	14.8	2.4	3.8	0.9	66.1	3.5	<NA>	10	0	Automn
7974	2021-10-31	16.4	20.6	13.6	2.3	3.4	1.1	68.0	10.1	<NA>	8	0	Automn

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample