gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	7975
Missing cells	5105
Missing cells (%)	4.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	888.0 KiB
Average record size in memory	114.0 B

Variable types

DateTime	1
Numeric	10
Text	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 2 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_min`	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
`Cloud_min` has 5082 (63.7%) missing values	Missing
`Date` has unique values	Unique
`Wspeed_min` has 614 (7.7%) zeros	Zeros
`Sunshine_mean` has 1492 (18.7%) zeros	Zeros
`Cloud_max` has 1950 (24.5%) zeros	Zeros
`Cloud_min` has 1079 (13.5%) zeros	Zeros

Reproduction

Analysis started	2023-12-11 20:03:13.546224
Analysis finished	2023-12-11 20:03:26.232412
Duration	12.69 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	327
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.355661

Minimum	-3
Maximum	31.9
Zeros	1
Zeros (%)	< 0.1%
Negative	17
Negative (%)	0.2%
Memory size	70.2 KiB

Quantile statistics

Minimum	-3
5-th percentile	4.2
Q1	9.8
median	16.8
Q3	22.6
95-th percentile	28.5
Maximum	31.9
Range	34.9
Interquartile range (IQR)	12.8

Descriptive statistics

Standard deviation	7.7089094
Coefficient of variation (CV)	0.47132972
Kurtosis	-1.0715227
Mean	16.355661
Median Absolute Deviation (MAD)	6.4
Skewness	-0.059589811
Sum	130436.4
Variance	59.427284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.1	50	0.6%
19.1	48	0.6%
10.7	48	0.6%
24.2	47	0.6%
8.7	46	0.6%
20.6	46	0.6%
28.8	46	0.6%
21.2	45	0.6%
19.5	42	0.5%
22.5	42	0.5%
Other values (317)	7515	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.0	1	< 0.1%
-1.9	1	< 0.1%
-1.3	2	< 0.1%
-1.1	2	< 0.1%
-0.9	2	< 0.1%
-0.8	2	< 0.1%
-0.7	3	< 0.1%
-0.3	1	< 0.1%
-0.1	3	< 0.1%
0.0	1	< 0.1%

Value	Count	Frequency (%)
31.9	2	< 0.1%
31.7	1	< 0.1%
31.5	1	< 0.1%
31.4	1	< 0.1%
31.3	1	< 0.1%
31.2	1	< 0.1%
31.1	1	< 0.1%
31.0	4	0.1%
30.9	4	0.1%
30.8	2	< 0.1%

Tem_max
Real number (ℝ)

HIGH CORRELATION

Distinct	357
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.182683

Minimum	-1.4
Maximum	36.8
Zeros	1
Zeros (%)	< 0.1%
Negative	4
Negative (%)	0.1%
Memory size	70.2 KiB

Quantile statistics

Minimum	-1.4
5-th percentile	6
Q1	12.6
median	20.1
Q3	25.4
95-th percentile	31.5
Maximum	36.8
Range	38.2
Interquartile range (IQR)	12.8

Descriptive statistics

Standard deviation	7.9549757
Coefficient of variation (CV)	0.41469567
Kurtosis	-0.9372256
Mean	19.182683
Median Absolute Deviation (MAD)	6.2
Skewness	-0.15482158
Sum	152981.9
Variance	63.281638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.5	56	0.7%
24.8	55	0.7%
23.3	50	0.6%
26.2	47	0.6%
24.5	47	0.6%
24.7	47	0.6%
21.7	45	0.6%
22.2	45	0.6%
22.7	44	0.6%
23.7	44	0.6%
Other values (347)	7495	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.4	1	< 0.1%
-0.8	1	< 0.1%
-0.3	1	< 0.1%
-0.2	1	< 0.1%
0.0	1	< 0.1%
0.1	2	< 0.1%
0.2	2	< 0.1%
0.3	1	< 0.1%
0.5	1	< 0.1%
0.8	2	< 0.1%

Value	Count	Frequency (%)
36.8	1	< 0.1%
36.0	1	< 0.1%
35.8	1	< 0.1%
35.7	2	< 0.1%
35.6	2	< 0.1%
35.5	2	< 0.1%
35.4	2	< 0.1%
35.3	1	< 0.1%
35.2	4	0.1%
35.0	2	< 0.1%

Tem_min
Real number (ℝ)

HIGH CORRELATION

Distinct	323
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.797755

Minimum	-5.3
Maximum	29.8
Zeros	10
Zeros (%)	0.1%
Negative	80
Negative (%)	1.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	-5.3
5-th percentile	2.1
Q1	7
median	13.9
Q3	20.5
95-th percentile	26.1
Maximum	29.8
Range	35.1
Interquartile range (IQR)	13.5

Descriptive statistics

Standard deviation	7.7991162
Coefficient of variation (CV)	0.56524528
Kurtosis	-1.1643193
Mean	13.797755
Median Absolute Deviation (MAD)	6.8
Skewness	0.021224736
Sum	110037.1
Variance	60.826214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.7	48	0.6%
4.8	45	0.6%
20.8	45	0.6%
26.1	45	0.6%
5.9	44	0.6%
8.1	44	0.6%
21.2	43	0.5%
6.9	42	0.5%
7.4	42	0.5%
18.3	42	0.5%
Other values (313)	7535	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.3	1	< 0.1%
-3.0	2	< 0.1%
-2.8	1	< 0.1%
-2.7	2	< 0.1%
-2.6	2	< 0.1%
-2.4	2	< 0.1%
-2.3	2	< 0.1%
-2.2	2	< 0.1%
-2.1	3	< 0.1%
-2.0	2	< 0.1%

Value	Count	Frequency (%)
29.8	1	< 0.1%
29.4	1	< 0.1%
29.2	1	< 0.1%
29.1	1	< 0.1%
29.0	2	< 0.1%
28.9	1	< 0.1%
28.8	1	< 0.1%
28.7	4	0.1%
28.6	3	< 0.1%
28.5	3	< 0.1%

Wspeed_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	101
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2329781

Minimum	0.6
Maximum	12.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0.6
5-th percentile	1.6
Q1	2.2
median	2.9
Q3	3.9
95-th percentile	6.1
Maximum	12.4
Range	11.8
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	1.4313435
Coefficient of variation (CV)	0.44273221
Kurtosis	2.9165158
Mean	3.2329781
Median Absolute Deviation (MAD)	0.8
Skewness	1.4775482
Sum	25783
Variance	2.0487443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.1	349	4.4%
2.4	345	4.3%
2.2	341	4.3%
2.0	338	4.2%
2.3	329	4.1%
2.6	311	3.9%
1.9	308	3.9%
2.5	295	3.7%
2.9	276	3.5%
2.8	262	3.3%
Other values (91)	4821	60.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6	1	< 0.1%
0.7	3	< 0.1%
0.8	5	0.1%
0.9	5	0.1%
1.0	17	0.2%
1.1	13	0.2%
1.2	28	0.4%
1.3	42	0.5%
1.4	65	0.8%
1.5	92	1.2%

Value	Count	Frequency (%)
12.4	1	< 0.1%
12.1	1	< 0.1%
11.7	1	< 0.1%
11.5	1	< 0.1%
11.3	1	< 0.1%
10.6	1	< 0.1%
10.5	2	< 0.1%
10.3	1	< 0.1%
10.0	1	< 0.1%
9.8	1	< 0.1%

Wspeed_max
Real number (ℝ)

HIGH CORRELATION

Distinct	138
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5323762

Minimum	1.6
Maximum	36.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	1.6
5-th percentile	3.1
Q1	4.1
median	5.2
Q3	6.5
95-th percentile	9.3
Maximum	36.3
Range	34.7
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	2.0236103
Coefficient of variation (CV)	0.36577598
Kurtosis	11.394961
Mean	5.5323762
Median Absolute Deviation (MAD)	1.2
Skewness	1.8526246
Sum	44120.7
Variance	4.0949988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.6	211	2.6%
3.9	205	2.6%
4.3	202	2.5%
4.2	191	2.4%
4.8	189	2.4%
4.9	189	2.4%
5.1	187	2.3%
5.0	183	2.3%
3.8	182	2.3%
5.2	181	2.3%
Other values (128)	6055	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.6	1	< 0.1%
1.9	1	< 0.1%
2.1	5	0.1%
2.2	4	0.1%
2.3	9	0.1%
2.4	19	0.2%
2.5	26	0.3%
2.6	32	0.4%
2.7	49	0.6%
2.8	78	1.0%

Value	Count	Frequency (%)
36.3	1	< 0.1%
26.6	1	< 0.1%
23.5	1	< 0.1%
21.9	1	< 0.1%
18.7	1	< 0.1%
17.7	1	< 0.1%
16.7	1	< 0.1%
16.6	1	< 0.1%
16.2	1	< 0.1%
16.1	2	< 0.1%

Wspeed_min
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	79
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2134796

Minimum	0
Maximum	9.3
Zeros	614
Zeros (%)	7.7%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.4
median	0.9
Q3	1.6
95-th percentile	3.7
Maximum	9.3
Range	9.3
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.1828853
Coefficient of variation (CV)	0.97478792
Kurtosis	4.1417439
Mean	1.2134796
Median Absolute Deviation (MAD)	0.5
Skewness	1.8381489
Sum	9677.5
Variance	1.3992176
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	614	7.7%
0.5	457	5.7%
0.7	451	5.7%
0.6	434	5.4%
0.4	423	5.3%
0.9	398	5.0%
0.3	392	4.9%
0.2	388	4.9%
0.8	386	4.8%
1.0	379	4.8%
Other values (69)	3653	45.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	614	7.7%
0.1	317	4.0%
0.2	388	4.9%
0.3	392	4.9%
0.4	423	5.3%
0.5	457	5.7%
0.6	434	5.4%
0.7	451	5.7%
0.8	386	4.8%
0.9	398	5.0%

Value	Count	Frequency (%)
9.3	1	< 0.1%
8.2	1	< 0.1%
7.9	1	< 0.1%
7.8	1	< 0.1%
7.5	1	< 0.1%
7.4	2	< 0.1%
7.2	2	< 0.1%
7.1	3	< 0.1%
7.0	2	< 0.1%
6.9	4	0.1%

Humid_mean
Real number (ℝ)

HIGH CORRELATION

Distinct	646
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.86247

Minimum	18.5
Maximum	99.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	18.5
5-th percentile	47.2
Q1	58.6
median	67.6
Q3	77.4
95-th percentile	88.8
Maximum	99.5
Range	81
Interquartile range (IQR)	18.8

Descriptive statistics

Standard deviation	12.835181
Coefficient of variation (CV)	0.18913519
Kurtosis	-0.36557134
Mean	67.86247
Median Absolute Deviation (MAD)	9.4
Skewness	-0.11547611
Sum	541203.2
Variance	164.74188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61.0	38	0.5%
63.3	36	0.5%
69.5	35	0.4%
63.5	35	0.4%
67.0	34	0.4%
69.3	34	0.4%
69.0	33	0.4%
59.5	33	0.4%
65.1	32	0.4%
64.5	32	0.4%
Other values (636)	7633	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.5	1	< 0.1%
18.8	1	< 0.1%
21.9	1	< 0.1%
22.8	1	< 0.1%
25.6	1	< 0.1%
26.1	2	< 0.1%
26.2	1	< 0.1%
26.8	1	< 0.1%
27.0	1	< 0.1%
27.3	1	< 0.1%

Value	Count	Frequency (%)
99.5	1	< 0.1%
99.0	1	< 0.1%
98.7	1	< 0.1%
98.6	1	< 0.1%
98.3	1	< 0.1%
97.9	1	< 0.1%
97.8	1	< 0.1%
97.7	1	< 0.1%
97.5	1	< 0.1%
97.3	1	< 0.1%

Sunshine_mean
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	515
Distinct (%)	6.5%
Missing	21
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.37515345

Minimum	0
Maximum	0.92307692
Zeros	1492
Zeros (%)	18.7%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.046666667
median	0.37333333
Q3	0.69230769
95-th percentile	0.81818182
Maximum	0.92307692
Range	0.92307692
Interquartile range (IQR)	0.64564102

Descriptive statistics

Standard deviation	0.30525229
Coefficient of variation (CV)	0.81367315
Kurtosis	-1.4948083
Mean	0.37515345
Median Absolute Deviation (MAD)	0.32
Skewness	0.12622419
Sum	2983.9705
Variance	0.093178959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	1492	18.7%
0.8	439	5.5%
0.7	417	5.2%
0.1	313	3.9%
0.6	281	3.5%
0.4	274	3.4%
0.2	250	3.1%
0.5	226	2.8%
0.3	224	2.8%
0.9	82	1.0%
Other values (505)	3956	49.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1492	18.7%
0.006666667	22	0.3%
0.007142857	8	0.1%
0.007692308	25	0.3%
0.008333333	24	0.3%
0.009090909	50	0.6%
0.013333333	20	0.3%
0.014285714	2	< 0.1%
0.015384615	12	0.2%
0.016666667	11	0.1%

Value	Count	Frequency (%)
0.923076923	1	< 0.1%
0.907692308	2	< 0.1%
0.9	82	1.0%
0.893333333	1	< 0.1%
0.892307692	3	< 0.1%
0.891666667	5	0.1%
0.886666667	3	< 0.1%
0.884615385	6	0.1%
0.883333333	5	0.1%
0.881818182	3	< 0.1%

Solar_mean
Text

Distinct	208
Distinct (%)	2.6%
Missing	1
Missing (%)	< 0.1%
Memory size	62.4 KiB

Length

Max length	7
Median length	6
Mean length	6.3066215
Min length	3

Characters and Unicode

Total characters	50289
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	0.1%

Sample

1st row	0.94
2nd row	0.23
3rd row	0.50
4th row	1.00
5th row	0.42

Value	Count	Frequency (%)
10.00	2664	33.4%
8.00	726	9.1%
9.00	679	8.5%
7.00	298	3.7%
5.00	192	2.4%
6.00	178	2.2%
4.00	95	1.2%
3.00	85	1.1%
	73	0.9%
2.00	59	0.7%
Other values (198)	2925	36.7%

Most occurring characters

Value	Count	Frequency (%)
	15948	31.7%
0	14600	29.0%
.	7901	15.7%
1	4744	9.4%
8	1247	2.5%
9	1132	2.3%
7	875	1.7%
5	841	1.7%
6	778	1.5%
4	734	1.5%
Other values (3)	1489	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	26367	52.4%
Space Separator	15948	31.7%
Other Punctuation	7901	15.7%
Dash Punctuation	73	0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	14600	55.4%
1	4744	18.0%
8	1247	4.7%
9	1132	4.3%
7	875	3.3%
5	841	3.2%
6	778	3.0%
4	734	2.8%
3	708	2.7%
2	708	2.7%

Space Separator

Value	Count	Frequency (%)
	15948	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	7901	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	73	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	50289	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
	15948	31.7%
0	14600	29.0%
.	7901	15.7%
1	4744	9.4%
8	1247	2.5%
9	1132	2.3%
7	875	1.7%
5	841	1.7%
6	778	1.5%
4	734	1.5%
Other values (3)	1489	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50289	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	15948	31.7%
0	14600	29.0%
.	7901	15.7%
1	4744	9.4%
8	1247	2.5%
9	1132	2.3%
7	875	1.7%
5	841	1.7%
6	778	1.5%
4	734	1.5%
Other values (3)	1489	3.0%

Cloud_max
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.0032606

Minimum	0
Maximum	10
Zeros	1950
Zeros (%)	24.5%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	6
Q3	9
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	3.8359681
Coefficient of variation (CV)	0.76669365
Kurtosis	-1.5264876
Mean	5.0032606
Median Absolute Deviation (MAD)	4
Skewness	-0.048060711
Sum	39896
Variance	14.714651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	1950	24.5%
10	1663	20.9%
8	782	9.8%
6	669	8.4%
3	668	8.4%
7	493	6.2%
2	410	5.1%
9	381	4.8%
4	378	4.7%
5	300	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1950	24.5%
1	280	3.5%
2	410	5.1%
3	668	8.4%
4	378	4.7%
5	300	3.8%
6	669	8.4%
7	493	6.2%
8	782	9.8%
9	381	4.8%

Value	Count	Frequency (%)
10	1663	20.9%
9	381	4.8%
8	782	9.8%
7	493	6.2%
6	669	8.4%
5	300	3.8%
4	378	4.7%
3	668	8.4%
2	410	5.1%
1	280	3.5%

Cloud_min
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	11
Distinct (%)	0.4%
Missing	5082
Missing (%)	63.7%
Infinite	0
Infinite (%)	0.0%
Mean	3.0535776

Minimum	0
Maximum	10
Zeros	1079
Zeros (%)	13.5%
Negative	0
Negative (%)	0.0%
Memory size	70.2 KiB

Quantile statistics

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

Descriptive statistics

Standard deviation	3.1034879
Coefficient of variation (CV)	1.0163449
Kurtosis	-0.65685773
Mean	3.0535776
Median Absolute Deviation (MAD)	3
Skewness	0.68896277
Sum	8834
Variance	9.6316374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	1079	13.5%
3	346	4.3%
2	287	3.6%
6	250	3.1%
5	203	2.5%
4	200	2.5%
8	188	2.4%
10	147	1.8%
7	86	1.1%
1	79	1.0%
(Missing)	5082	63.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1079	13.5%
1	79	1.0%
2	287	3.6%
3	346	4.3%
4	200	2.5%
5	203	2.5%
6	250	3.1%
7	86	1.1%
8	188	2.4%
9	28	0.4%

Value	Count	Frequency (%)
10	147	1.8%
9	28	0.4%
8	188	2.4%
7	86	1.1%
6	250	3.1%
5	203	2.5%
4	200	2.5%
3	346	4.3%
2	287	3.6%
1	79	1.0%

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	0.969	0.972	0.477	0.219	0.507	0.536	0.294	0.333	0.396	0.794
Tem_max	0.969	1.000	0.923	0.472	0.218	0.528	0.510	0.332	0.330	0.419	0.776
Tem_min	0.972	0.923	1.000	0.458	0.217	0.461	0.545	0.224	0.293	0.363	0.793
Wspeed_mean	0.477	0.472	0.458	1.000	0.763	0.867	0.250	0.322	0.287	0.370	0.299
Wspeed_max	0.219	0.218	0.217	0.763	1.000	0.450	0.096	0.190	0.142	0.226	0.173
Wspeed_min	0.507	0.528	0.461	0.867	0.450	1.000	0.239	0.275	0.267	0.357	0.341
Humid_mean	0.536	0.510	0.545	0.250	0.096	0.239	1.000	0.456	0.318	0.551	0.462
Sunshine_mean	0.294	0.332	0.224	0.322	0.190	0.275	0.456	1.000	0.575	0.737	0.249
Cloud_max	0.333	0.330	0.293	0.287	0.142	0.267	0.318	0.575	1.000	0.561	0.228
Cloud_min	0.396	0.419	0.363	0.370	0.226	0.357	0.551	0.737	0.561	1.000	0.265
Season	0.794	0.776	0.793	0.299	0.173	0.341	0.462	0.249	0.228	0.265	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	0.987	0.989	-0.320	-0.188	-0.400	0.476	0.166	-0.039	-0.030	0.616
Tem_max	0.987	1.000	0.958	-0.332	-0.188	-0.419	0.429	0.227	-0.075	-0.098	0.591
Tem_min	0.989	0.958	1.000	-0.296	-0.177	-0.369	0.517	0.099	0.003	0.045	0.613
Wspeed_mean	-0.320	-0.332	-0.296	1.000	0.861	0.725	-0.171	-0.232	0.167	0.235	0.183
Wspeed_max	-0.188	-0.188	-0.177	0.861	1.000	0.482	-0.050	-0.254	0.154	0.262	0.111
Wspeed_min	-0.400	-0.419	-0.369	0.725	0.482	1.000	-0.255	-0.149	0.086	0.136	0.210
Humid_mean	0.476	0.429	0.517	-0.171	-0.050	-0.255	1.000	-0.404	0.256	0.438	0.294
Sunshine_mean	0.166	0.227	0.099	-0.232	-0.254	-0.149	-0.404	1.000	-0.585	-0.772	0.151
Cloud_max	-0.039	-0.075	0.003	0.167	0.154	0.086	0.256	-0.585	1.000	0.561	0.129
Cloud_min	-0.030	-0.098	0.045	0.235	0.262	0.136	0.438	-0.772	0.561	1.000	0.159
Season	0.616	0.591	0.613	0.183	0.111	0.210	0.294	0.151	0.129	0.159	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	11.9	15.7	8.8	4.0	7.3	1.7	66.0	0.8	0.94	4	0	Winter
1	2000-01-02	11.1	16.6	8.0	4.6	8.8	0.5	67.1	0.3	0.23	9	1	Winter
2	2000-01-03	6.9	8.7	4.0	3.8	6.3	1.5	57.2	0.7	0.50	8	2	Winter
3	2000-01-04	9.0	15.0	3.6	3.8	6.7	2.0	56.3	0.9	1.00	3	0	Winter
4	2000-01-05	13.8	16.9	9.0	4.4	8.0	0.5	71.2	0.2	0.42	9	0	Winter
5	2000-01-06	10.7	14.2	6.4	6.0	8.6	2.2	77.5	0.0	0.03	10	7	Winter
6	2000-01-07	3.8	5.7	2.8	7.6	9.5	4.2	55.2	0.3	0.35	9	6	Winter
7	2000-01-08	5.1	6.7	3.1	2.9	5.1	1.3	60.2	0.0	0.20	10	8	Winter
8	2000-01-09	7.6	9.1	6.3	3.9	6.9	2.0	83.0	0.0	0.06	10	10	Winter
9	2000-01-10	7.8	9.9	5.5	3.9	6.4	1.4	66.3	0.4	0.51	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	16.3	19.0	15.0	5.4	8.4	3.5	58.8	0.5	10.00	1	<NA>	Automn
7966	2021-10-23	16.2	19.9	12.2	2.7	7.1	0.8	59.7	0.858333	7.00	0	<NA>	Automn
7967	2021-10-24	17.1	20.4	13.8	2.3	4.7	0.7	68.8	0.091667	7.00	5	<NA>	Automn
7968	2021-10-25	17.2	20.7	14.2	2.3	4.2	0.8	67.8	0.716667	9.00	0	<NA>	Automn
7969	2021-10-26	16.0	21.0	12.3	2.6	3.2	1.7	62.8	0.791667	10.00	0	<NA>	Automn
7970	2021-10-27	17.5	21.8	13.9	2.9	4.6	0.4	67.3	0.641667	9.00	0	<NA>	Automn
7971	2021-10-28	16.7	20.7	13.4	2.2	3.9	0.9	61.5	0.825	8.00	0	<NA>	Automn
7972	2021-10-29	18.3	21.1	16.1	3.3	7.3	1.3	70.3	0.683333	6.00	0	<NA>	Automn
7973	2021-10-30	17.5	21.4	14.9	2.2	4.1	0.8	73.8	0.091667	8.00	0	<NA>	Automn
7974	2021-10-31	17.2	21.8	13.6	2.3	3.9	1.2	68.6	0.85	10.00	0	<NA>	Automn

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample