503_wind

Dataset statistics

Number of variables	15
Number of observations	6574
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	770.5 KiB
Average record size in memory	120.0 B

Variable types

NUM	15

Reproduction

Analysis started	2020-08-24 23:59:39.504569
Analysis finished	2020-08-25 00:00:14.941242
Duration	35.44 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`BIR` is highly correlated with `SHA`	High correlation
`SHA` is highly correlated with `BIR`	High correlation
`year` is uniformly distributed	Uniform

year
Real number (ℝ_≥0)

UNIFORM

Distinct count	18
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69.50030422878004
Minimum	61.0
Maximum	78.0
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	61
5-th percentile	61
Q1	65
median	69.5
Q3	74
95-th percentile	78
Maximum	78
Range	17
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.188131129
Coefficient of variation (CV)	0.07464904199
Kurtosis	-1.207410196
Mean	69.50030423
Median Absolute Deviation (MAD)	4.5
Skewness	-4.465413197e-05
Sum	456895
Variance	26.91670461

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
64	366	5.6%
68	366	5.6%
72	366	5.6%
76	366	5.6%
77	365	5.6%
78	365	5.6%
65	365	5.6%
66	365	5.6%
73	365	5.6%
67	365	5.6%
71	365	5.6%
62	365	5.6%
70	365	5.6%
69	365	5.6%
63	365	5.6%
75	365	5.6%
74	365	5.6%
61	365	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
61	365	5.6%
62	365	5.6%
63	365	5.6%
64	366	5.6%
65	365	5.6%
66	365	5.6%
67	365	5.6%
68	366	5.6%
69	365	5.6%
70	365	5.6%

Value	Count	Frequency (%)
78	365	5.6%
77	365	5.6%
76	366	5.6%
75	365	5.6%
74	365	5.6%
73	365	5.6%
72	366	5.6%
71	365	5.6%
70	365	5.6%
69	365	5.6%

month
Real number (ℝ_≥0)

Distinct count	12
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.523273501673258
Minimum	1.0
Maximum	12.0
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.448871057
Coefficient of variation (CV)	0.5287025075
Kurtosis	-1.207951276
Mean	6.523273502
Median Absolute Deviation (MAD)	3
Skewness	-0.009425117038
Sum	42884
Variance	11.89471157

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
12	558	8.5%
10	558	8.5%
8	558	8.5%
7	558	8.5%
5	558	8.5%
3	558	8.5%
1	558	8.5%
11	540	8.2%
9	540	8.2%
6	540	8.2%
4	540	8.2%
2	508	7.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	558	8.5%
2	508	7.7%
3	558	8.5%
4	540	8.2%
5	558	8.5%
6	540	8.2%
7	558	8.5%
8	558	8.5%
9	540	8.2%
10	558	8.5%

Value	Count	Frequency (%)
12	558	8.5%
11	540	8.2%
10	558	8.5%
9	540	8.2%
8	558	8.5%
7	558	8.5%
6	540	8.2%
5	558	8.5%
4	540	8.2%
3	558	8.5%

day
Real number (ℝ_≥0)

Distinct count	31
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.728627928202007
Minimum	1.0
Maximum	31.0
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.800334975
Coefficient of variation (CV)	0.5595106588
Kurtosis	-1.193928507
Mean	15.72862793
Median Absolute Deviation (MAD)	8
Skewness	0.006845820734
Sum	103400
Variance	77.44589567

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
16	216	3.3%
15	216	3.3%
2	216	3.3%
3	216	3.3%
4	216	3.3%
5	216	3.3%
6	216	3.3%
7	216	3.3%
8	216	3.3%
9	216	3.3%
10	216	3.3%
11	216	3.3%
12	216	3.3%
13	216	3.3%
14	216	3.3%
1	216	3.3%
18	216	3.3%
20	216	3.3%
22	216	3.3%
24	216	3.3%
26	216	3.3%
28	216	3.3%
17	216	3.3%
19	216	3.3%
21	216	3.3%
Other values (6)	1174	17.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	216	3.3%
2	216	3.3%
3	216	3.3%
4	216	3.3%
5	216	3.3%
6	216	3.3%
7	216	3.3%
8	216	3.3%
9	216	3.3%
10	216	3.3%

Value	Count	Frequency (%)
31	126	1.9%
30	198	3.0%
29	202	3.1%
28	216	3.3%
27	216	3.3%
26	216	3.3%
25	216	3.3%
24	216	3.3%
23	216	3.3%
22	216	3.3%

RPT
Real number (ℝ_≥0)

Distinct count	671
Unique (%)	10.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.363714631672938
Minimum	0.6700000166893005
Maximum	35.79999923706055
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	0.6700000167
5-th percentile	4.420000076
Q1	8.119999886
median	11.71000004
Q3	15.92000008
95-th percentile	22.67000008
Maximum	35.79999924
Range	35.12999922
Interquartile range (IQR)	7.800000191

Descriptive statistics

Standard deviation	5.61961043
Coefficient of variation (CV)	0.4545244368
Kurtosis	0.2378693306
Mean	12.36371463
Median Absolute Deviation (MAD)	3.829999924
Skewness	0.6346030409
Sum	81279.05999
Variance	31.58002138

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9.789999962	30	0.5%
12.82999992	29	0.4%
12.67000008	27	0.4%
9	27	0.4%
7.5	27	0.4%
10	27	0.4%
10.36999989	26	0.4%
16.87999916	26	0.4%
7.170000076	25	0.4%
13.07999992	25	0.4%
13.61999989	25	0.4%
10.53999996	25	0.4%
12.78999996	24	0.4%
9.960000038	24	0.4%
10.07999992	24	0.4%
8	24	0.4%
12.86999989	24	0.4%
10.21000004	24	0.4%
12.17000008	24	0.4%
7.960000038	24	0.4%
9.829999924	24	0.4%
11.38000011	24	0.4%
8.5	23	0.3%
13.88000011	23	0.3%
13.13000011	23	0.3%
Other values (646)	5946	90.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6700000167	2	< 0.1%
0.7900000215	1	< 0.1%
0.9599999785	1	< 0.1%
1	1	< 0.1%
1.210000038	1	< 0.1%
1.25	1	< 0.1%
1.289999962	1	< 0.1%
1.419999957	1	< 0.1%
1.460000038	1	< 0.1%
1.5	2	< 0.1%

Value	Count	Frequency (%)
35.79999924	1	< 0.1%
35.38000107	1	< 0.1%
34.36999893	1	< 0.1%
33.84000015	2	< 0.1%
33.34000015	1	< 0.1%
33.11999893	1	< 0.1%
33.04000092	1	< 0.1%
32.95999908	1	< 0.1%
32.58000183	1	< 0.1%
32.5	1	< 0.1%

VAL
Real number (ℝ_≥0)

Distinct count	607
Unique (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.646448132454225
Minimum	0.20999999344348907
Maximum	33.36999893188477
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	0.2099999934
5-th percentile	3
Q1	6.670000076
median	10.17000008
Q3	14.03999996
95-th percentile	20.13750057
Maximum	33.36999893
Range	33.15999894
Interquartile range (IQR)	7.369999886

Descriptive statistics

Standard deviation	5.268601536
Coefficient of variation (CV)	0.4948694129
Kurtosis	-0.01125012083
Mean	10.64644813
Median Absolute Deviation (MAD)	3.659999847
Skewness	0.5250119781
Sum	69989.75002
Variance	27.75816215

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9.829999924	34	0.5%
11.53999996	30	0.5%
6.630000114	28	0.4%
10.13000011	27	0.4%
10.07999992	27	0.4%
6.920000076	27	0.4%
7.579999924	26	0.4%
9.289999962	26	0.4%
10.88000011	26	0.4%
13.67000008	26	0.4%
7.829999924	26	0.4%
7.5	26	0.4%
9.960000038	26	0.4%
12.07999992	26	0.4%
11.67000008	26	0.4%
6.210000038	26	0.4%
12.17000008	25	0.4%
8.75	25	0.4%
9.590000153	25	0.4%
6.5	24	0.4%
12.46000004	24	0.4%
9.539999962	24	0.4%
10.57999992	24	0.4%
3.960000038	24	0.4%
8.079999924	24	0.4%
Other values (582)	5922	90.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2099999934	1	< 0.1%
0.3700000048	1	< 0.1%
0.4199999869	1	< 0.1%
0.5400000215	3	< 0.1%
0.6299999952	1	< 0.1%
0.6700000167	2	< 0.1%
0.7099999785	1	< 0.1%
0.75	3	< 0.1%
0.7900000215	2	< 0.1%
0.8299999833	2	< 0.1%

Value	Count	Frequency (%)
33.36999893	1	< 0.1%
33.04000092	1	< 0.1%
31.62999916	1	< 0.1%
30.95999908	1	< 0.1%
30.34000015	1	< 0.1%
29.87999916	1	< 0.1%
29.5	1	< 0.1%
29.37999916	1	< 0.1%
29.32999992	1	< 0.1%
28.5	2	< 0.1%

ROS
Real number (ℝ_≥0)

Distinct count	611
Unique (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.660103444582356
Minimum	1.5
Maximum	33.84000015258789
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	1.5
5-th percentile	4.789999962
Q1	8
median	10.92000008
Q3	14.67000008
95-th percentile	20.90999985
Maximum	33.84000015
Range	32.34000015
Interquartile range (IQR)	6.670000076

Descriptive statistics

Standard deviation	5.007764673
Coefficient of variation (CV)	0.4294785803
Kurtosis	0.5936156658
Mean	11.66010344
Median Absolute Deviation (MAD)	3.25
Skewness	0.7801591705
Sum	76653.52004
Variance	25.07770702

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8.670000076	34	0.5%
8.119999886	34	0.5%
8.75	33	0.5%
9.25	32	0.5%
9.539999962	32	0.5%
8.460000038	32	0.5%
10.53999996	31	0.5%
9.590000153	30	0.5%
9.170000076	30	0.5%
10.63000011	30	0.5%
8.329999924	29	0.4%
10.36999989	29	0.4%
9.380000114	29	0.4%
8.25	29	0.4%
8.039999962	28	0.4%
12.67000008	28	0.4%
10.03999996	28	0.4%
10.92000008	28	0.4%
7.960000038	28	0.4%
11.78999996	28	0.4%
7.619999886	27	0.4%
9.710000038	27	0.4%
6.960000038	27	0.4%
8.170000076	27	0.4%
10.78999996	26	0.4%
Other values (586)	5838	88.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.5	1	< 0.1%
1.75	1	< 0.1%
1.830000043	2	< 0.1%
1.870000005	1	< 0.1%
1.960000038	1	< 0.1%
2.130000114	1	< 0.1%
2.170000076	2	< 0.1%
2.210000038	1	< 0.1%
2.25	1	< 0.1%
2.289999962	2	< 0.1%

Value	Count	Frequency (%)
33.84000015	1	< 0.1%
33.25	1	< 0.1%
32.75	1	< 0.1%
32.70999908	2	< 0.1%
32.25	1	< 0.1%
31.82999992	1	< 0.1%
31.62999916	1	< 0.1%
30.84000015	1	< 0.1%
30.54000092	1	< 0.1%
30.37000084	1	< 0.1%

KIL
Real number (ℝ_≥0)

Distinct count	450
Unique (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.306274719855907
Minimum	0.0
Maximum	28.459999084472656
Zeros	1
Zeros (%)	< 0.1%
Memory size	51.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1.539999962
Q1	3.579999924
median	5.75
Q3	8.420000076
95-th percentile	13.01399999
Maximum	28.45999908
Range	28.45999908
Interquartile range (IQR)	4.840000153

Descriptive statistics

Standard deviation	3.605407315
Coefficient of variation (CV)	0.5717174521
Kurtosis	1.054855367
Mean	6.30627472
Median Absolute Deviation (MAD)	2.329999924
Skewness	0.9032573382
Sum	41457.45001
Variance	12.99896191

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.579999924	46	0.7%
3.960000038	43	0.7%
5.039999962	41	0.6%
3.210000038	41	0.6%
4.789999962	40	0.6%
4.210000038	40	0.6%
3.880000114	39	0.6%
5.829999924	39	0.6%
6.039999962	38	0.6%
6.420000076	38	0.6%
5.880000114	38	0.6%
4.75	38	0.6%
4.039999962	37	0.6%
4.25	37	0.6%
3.369999886	37	0.6%
3	37	0.6%
3.829999924	37	0.6%
3.670000076	36	0.5%
4.119999886	36	0.5%
4.380000114	36	0.5%
4.420000076	36	0.5%
5.409999847	36	0.5%
4.829999924	36	0.5%
4.5	36	0.5%
5.460000038	35	0.5%
Other values (425)	5621	85.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.07999999821	1	< 0.1%
0.1299999952	1	< 0.1%
0.1700000018	4	0.1%
0.2099999934	5	0.1%
0.25	4	0.1%
0.2899999917	1	< 0.1%
0.3300000131	7	0.1%
0.3700000048	5	0.1%
0.4199999869	8	0.1%

Value	Count	Frequency (%)
28.45999908	1	< 0.1%
24.32999992	1	< 0.1%
24.17000008	1	< 0.1%
23.54000092	1	< 0.1%
22.87999916	1	< 0.1%
22.62999916	1	< 0.1%
21.59000015	1	< 0.1%
21.09000015	1	< 0.1%
20.79000092	1	< 0.1%
20.62000084	1	< 0.1%

SHA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	596
Unique (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.456880129352417
Minimum	0.12999999523162842
Maximum	37.540000915527344
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	0.1299999952
5-th percentile	3.460000038
Q1	6.75
median	9.960000038
Q3	13.53999996
95-th percentile	19.37999916
Maximum	37.54000092
Range	37.41000092
Interquartile range (IQR)	6.789999962

Descriptive statistics

Standard deviation	4.935738734
Coefficient of variation (CV)	0.4720087324
Kurtosis	0.4679035169
Mean	10.45688013
Median Absolute Deviation (MAD)	3.329999924
Skewness	0.6505155202
Sum	68743.52997
Variance	24.36151685

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9.460000038	34	0.5%
9.920000076	34	0.5%
10	32	0.5%
10.53999996	31	0.5%
12.61999989	30	0.5%
8.960000038	30	0.5%
9.960000038	29	0.4%
8.380000114	29	0.4%
10.96000004	29	0.4%
6.960000038	29	0.4%
7	28	0.4%
7.920000076	28	0.4%
6	28	0.4%
8.829999924	28	0.4%
9.710000038	27	0.4%
9.170000076	27	0.4%
9.75	27	0.4%
8.289999962	27	0.4%
13.88000011	27	0.4%
10.03999996	27	0.4%
11.11999989	26	0.4%
9.380000114	26	0.4%
6.170000076	26	0.4%
8.119999886	26	0.4%
10.57999992	26	0.4%
Other values (571)	5863	89.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1299999952	1	< 0.1%
0.1700000018	1	< 0.1%
0.25	1	< 0.1%
0.4199999869	1	< 0.1%
0.5	1	< 0.1%
0.5400000215	1	< 0.1%
0.75	1	< 0.1%
0.8700000048	2	< 0.1%
0.9200000167	2	< 0.1%
0.9599999785	1	< 0.1%

Value	Count	Frequency (%)
37.54000092	1	< 0.1%
33.63000107	1	< 0.1%
33.04000092	1	< 0.1%
32.41999817	1	< 0.1%
30.09000015	1	< 0.1%
30	2	< 0.1%
29.54000092	1	< 0.1%
29.45999908	1	< 0.1%
28.62000084	1	< 0.1%
28.5	1	< 0.1%

BIR
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	461
Unique (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.092254336472291
Minimum	0.0
Maximum	26.15999984741211
Zeros	7
Zeros (%)	0.1%
Memory size	51.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1.210000038
Q1	4
median	6.829999924
Q3	9.670000076
95-th percentile	13.92000008
Maximum	26.15999985
Range	26.15999985
Interquartile range (IQR)	5.670000076

Descriptive statistics

Standard deviation	3.968683114
Coefficient of variation (CV)	0.55957992
Kurtosis	0.1000508838
Mean	7.092254336
Median Absolute Deviation (MAD)	2.829999924
Skewness	0.5164256173
Sum	46624.48001
Variance	15.75044566

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9.039999962	38	0.6%
8.289999962	35	0.5%
7.170000076	35	0.5%
4.289999962	34	0.5%
8.670000076	33	0.5%
5.289999962	33	0.5%
5.789999962	32	0.5%
4.039999962	32	0.5%
6.789999962	31	0.5%
8.079999924	31	0.5%
4.5	31	0.5%
3.710000038	31	0.5%
5.090000153	31	0.5%
6.25	31	0.5%
8.710000038	30	0.5%
6.960000038	30	0.5%
5.659999847	30	0.5%
9.590000153	29	0.4%
6.630000114	29	0.4%
7.5	29	0.4%
5.460000038	29	0.4%
4.75	29	0.4%
4.170000076	29	0.4%
6.539999962	29	0.4%
5.880000114	29	0.4%
Other values (436)	5794	88.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	0.1%
0.03999999911	7	0.1%
0.07999999821	4	0.1%
0.1299999952	10	0.2%
0.1700000018	5	0.1%
0.2099999934	7	0.1%
0.25	10	0.2%
0.2899999917	16	0.2%
0.3300000131	12	0.2%
0.3700000048	8	0.1%

Value	Count	Frequency (%)
26.15999985	1	< 0.1%
26.04000092	1	< 0.1%
24.25	1	< 0.1%
23	1	< 0.1%
22.82999992	1	< 0.1%
22.5	1	< 0.1%
21.34000015	1	< 0.1%
20.67000008	2	< 0.1%
20.57999992	2	< 0.1%
20.32999992	1	< 0.1%

DUB
Real number (ℝ_≥0)

Distinct count	580
Unique (%)	8.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.79683450566832
Minimum	0.0
Maximum	30.3700008392334
Zeros	1
Zeros (%)	< 0.1%
Memory size	51.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2.789999962
Q1	6
median	9.210000038
Q3	12.96000004
95-th percentile	19.05400057
Maximum	30.37000084
Range	30.37000084
Interquartile range (IQR)	6.960000038

Descriptive statistics

Standard deviation	4.97727232
Coefficient of variation (CV)	0.5080490353
Kurtosis	0.2128562254
Mean	9.796834506
Median Absolute Deviation (MAD)	3.380000114
Skewness	0.6457931355
Sum	64404.39004
Variance	24.77323975

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8.380000114	35	0.5%
9.420000076	32	0.5%
8.5	32	0.5%
7.869999886	31	0.5%
10.88000011	30	0.5%
10	30	0.5%
8.289999962	30	0.5%
8.710000038	29	0.4%
11.07999992	29	0.4%
8.579999924	29	0.4%
4.789999962	28	0.4%
5.960000038	28	0.4%
8.869999886	28	0.4%
7.119999886	27	0.4%
7.409999847	27	0.4%
7.960000038	27	0.4%
9.960000038	27	0.4%
5.909999847	27	0.4%
6.5	27	0.4%
6.579999924	26	0.4%
7.170000076	26	0.4%
5.5	26	0.4%
11.28999996	26	0.4%
9.210000038	26	0.4%
9.329999924	26	0.4%
Other values (555)	5865	89.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.2099999934	1	< 0.1%
0.3700000048	1	< 0.1%
0.4199999869	2	< 0.1%
0.4600000083	1	< 0.1%
0.5400000215	3	< 0.1%
0.5799999833	1	< 0.1%
0.6299999952	2	< 0.1%
0.7099999785	2	< 0.1%
0.75	1	< 0.1%

Value	Count	Frequency (%)
30.37000084	1	< 0.1%
29.57999992	1	< 0.1%
29.54000092	1	< 0.1%
29.17000008	1	< 0.1%
28.90999985	1	< 0.1%
28.84000015	1	< 0.1%
28.79000092	1	< 0.1%
28.62000084	1	< 0.1%
28.5	1	< 0.1%
28.15999985	2	< 0.1%

CLA
Real number (ℝ_≥0)

Distinct count	534
Unique (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.494420452017915
Minimum	0.0
Maximum	31.07999992370605
Zeros	6
Zeros (%)	0.1%
Memory size	51.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1.919999957
Q1	5.090000153
median	8.079999924
Q3	11.42000008
95-th percentile	16.48799973
Maximum	31.07999992
Range	31.07999992
Interquartile range (IQR)	6.329999924

Descriptive statistics

Standard deviation	4.499000038
Coefficient of variation (CV)	0.5296417882
Kurtosis	0.2220181425
Mean	8.494420452
Median Absolute Deviation (MAD)	3.130000114
Skewness	0.5572132679
Sum	55842.32005
Variance	20.24100134

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	40	0.6%
7.579999924	35	0.5%
5.75	32	0.5%
4.5	32	0.5%
9.829999924	32	0.5%
5.659999847	32	0.5%
7.75	32	0.5%
6.579999924	31	0.5%
10.63000011	30	0.5%
5.539999962	29	0.4%
6.170000076	29	0.4%
6.380000114	28	0.4%
6.289999962	28	0.4%
5.880000114	28	0.4%
8.210000038	28	0.4%
6.75	28	0.4%
8.039999962	28	0.4%
5.409999847	28	0.4%
7.619999886	28	0.4%
10.07999992	28	0.4%
9.039999962	28	0.4%
4.75	27	0.4%
11.82999992	27	0.4%
9.210000038	27	0.4%
4.039999962	27	0.4%
Other values (509)	5832	88.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	0.1%
0.03999999911	2	< 0.1%
0.07999999821	3	< 0.1%
0.1299999952	1	< 0.1%
0.1700000018	3	< 0.1%
0.2099999934	4	0.1%
0.25	3	< 0.1%
0.2899999917	1	< 0.1%
0.3300000131	3	< 0.1%
0.3700000048	5	0.1%

Value	Count	Frequency (%)
31.07999992	1	< 0.1%
30.62999916	1	< 0.1%
28.20999908	1	< 0.1%
26.67000008	1	< 0.1%
26.34000015	1	< 0.1%
26.07999992	1	< 0.1%
25.92000008	1	< 0.1%
25.20999908	1	< 0.1%
25.04000092	1	< 0.1%
24.37000084	1	< 0.1%

MUL
Real number (ℝ_≥0)

Distinct count	503
Unique (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.495818376903806
Minimum	0.0
Maximum	25.8799991607666
Zeros	1
Zeros (%)	< 0.1%
Memory size	51.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2.329999924
Q1	5.369999886
median	8.170000076
Q3	11.21000004
95-th percentile	15.86999989
Maximum	25.87999916
Range	25.87999916
Interquartile range (IQR)	5.840000153

Descriptive statistics

Standard deviation	4.167778006
Coefficient of variation (CV)	0.490568162
Kurtosis	0.1078950695
Mean	8.495818377
Median Absolute Deviation (MAD)	2.909999847
Skewness	0.4981264277
Sum	55851.51001
Variance	17.37037351

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	35	0.5%
7.210000038	35	0.5%
9.380000114	34	0.5%
7.119999886	33	0.5%
6.789999962	33	0.5%
7.829999924	33	0.5%
7.460000038	33	0.5%
8.829999924	32	0.5%
6.579999924	32	0.5%
6.869999886	32	0.5%
4.460000038	32	0.5%
5.75	31	0.5%
8.75	31	0.5%
5.710000038	31	0.5%
4.380000114	31	0.5%
7.170000076	31	0.5%
9.539999962	30	0.5%
6.210000038	30	0.5%
8.789999962	30	0.5%
7.869999886	30	0.5%
6.5	30	0.5%
6.130000114	30	0.5%
9.329999924	30	0.5%
10.21000004	30	0.5%
8	29	0.4%
Other values (478)	5786	88.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1700000018	1	< 0.1%
0.2099999934	1	< 0.1%
0.2899999917	3	< 0.1%
0.3300000131	1	< 0.1%
0.3700000048	3	< 0.1%
0.4199999869	2	< 0.1%
0.4600000083	4	0.1%
0.5	4	0.1%
0.5400000215	4	0.1%

Value	Count	Frequency (%)
25.87999916	1	< 0.1%
25.79999924	1	< 0.1%
25.62000084	1	< 0.1%
25.29000092	1	< 0.1%
25	1	< 0.1%
24.87000084	1	< 0.1%
24.79000092	1	< 0.1%
24.45999908	1	< 0.1%
23.62999916	1	< 0.1%
23.57999992	1	< 0.1%

CLO
Real number (ℝ_≥0)

Distinct count	533
Unique (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.707268028541298
Minimum	0.03999999910593033
Maximum	28.209999084472656
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	0.03999999911
5-th percentile	2.079999924
Q1	5.329999924
median	8.289999962
Q3	11.63000011
95-th percentile	16.75
Maximum	28.20999908
Range	28.16999909
Interquartile range (IQR)	6.300000191

Descriptive statistics

Standard deviation	4.503614765
Coefficient of variation (CV)	0.5172247771
Kurtosis	0.0504678995
Mean	8.707268029
Median Absolute Deviation (MAD)	3.119999886
Skewness	0.545931601
Sum	57241.58002
Variance	20.28254595

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8.579999924	40	0.6%
10.82999992	35	0.5%
6.869999886	33	0.5%
8.119999886	33	0.5%
4.380000114	32	0.5%
7.289999962	32	0.5%
7	31	0.5%
7.579999924	31	0.5%
8.539999962	31	0.5%
5.75	30	0.5%
10.34000015	30	0.5%
6.039999962	29	0.4%
8.75	29	0.4%
8.630000114	29	0.4%
5.369999886	29	0.4%
7.380000114	29	0.4%
7.329999924	28	0.4%
7.119999886	28	0.4%
7.710000038	28	0.4%
10.17000008	28	0.4%
6.079999924	28	0.4%
5.829999924	28	0.4%
4.079999924	28	0.4%
6.170000076	27	0.4%
7.210000038	27	0.4%
Other values (508)	5821	88.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03999999911	3	< 0.1%
0.1299999952	5	0.1%
0.2099999934	1	< 0.1%
0.25	1	< 0.1%
0.2899999917	3	< 0.1%
0.3300000131	2	< 0.1%
0.3700000048	3	< 0.1%
0.4600000083	4	0.1%
0.5	3	< 0.1%
0.5400000215	1	< 0.1%

Value	Count	Frequency (%)
28.20999908	1	< 0.1%
27.29000092	1	< 0.1%
26.37999916	1	< 0.1%
25.37000084	1	< 0.1%
25.20999908	1	< 0.1%
25	1	< 0.1%
24.57999992	1	< 0.1%
24.40999985	1	< 0.1%
24.25	1	< 0.1%
24.17000008	1	< 0.1%

BEL
Real number (ℝ_≥0)

Distinct count	687
Unique (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.121006990434697
Minimum	0.12999999523162842
Maximum	42.38000106811523
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	0.1299999952
5-th percentile	4.710000038
Q1	8.710000038
median	12.5
Q3	16.87999916
95-th percentile	23.55400057
Maximum	42.38000107
Range	42.25000107
Interquartile range (IQR)	8.169999123

Descriptive statistics

Standard deviation	5.83503699
Coefficient of variation (CV)	0.4447095406
Kurtosis	0.1549214954
Mean	13.12100699
Median Absolute Deviation (MAD)	4.079999924
Skewness	0.5559510159
Sum	86257.49996
Variance	34.04765668

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10.21000004	28	0.4%
12.86999989	27	0.4%
11.42000008	27	0.4%
16.37999916	27	0.4%
9.130000114	26	0.4%
10.25	26	0.4%
12.5	25	0.4%
8.630000114	25	0.4%
12.32999992	25	0.4%
12.96000004	24	0.4%
11.07999992	24	0.4%
7.670000076	24	0.4%
10.71000004	24	0.4%
12.07999992	24	0.4%
7.210000038	23	0.3%
9.170000076	23	0.3%
9.289999962	23	0.3%
13	23	0.3%
11.71000004	23	0.3%
11.92000008	23	0.3%
12.53999996	23	0.3%
15.34000015	23	0.3%
7.170000076	23	0.3%
12.11999989	23	0.3%
7.710000038	22	0.3%
Other values (662)	5966	90.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1299999952	1	< 0.1%
0.5799999833	1	< 0.1%
0.6700000167	1	< 0.1%
0.7099999785	1	< 0.1%
1.080000043	1	< 0.1%
1.210000038	1	< 0.1%
1.25	1	< 0.1%
1.5	1	< 0.1%
1.580000043	1	< 0.1%
1.629999995	2	< 0.1%

Value	Count	Frequency (%)
42.38000107	1	< 0.1%
39.04000092	1	< 0.1%
38.95999908	1	< 0.1%
38.20000076	1	< 0.1%
36.95000076	1	< 0.1%
35.29999924	1	< 0.1%
35.08000183	1	< 0.1%
34.91999817	1	< 0.1%
34.83000183	1	< 0.1%
34.54000092	1	< 0.1%

target
Real number (ℝ_≥0)

Distinct count	779
Unique (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.59946153023013
Minimum	0.6700000166893005
Maximum	42.540000915527344
Zeros	0
Zeros (%)	0.0%
Memory size	51.5 KiB

Quantile statistics

Minimum	0.6700000167
5-th percentile	5.612500048
Q1	10.71000004
median	15
Q3	19.82999992
95-th percentile	27.67000008
Maximum	42.54000092
Range	41.8700009
Interquartile range (IQR)	9.119999886

Descriptive statistics

Standard deviation	6.697856647
Coefficient of variation (CV)	0.4293646056
Kurtosis	0.06296712637
Mean	15.59946153
Median Absolute Deviation (MAD)	4.56499958
Skewness	0.5121167333
Sum	102550.8601
Variance	44.86128367

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
14.67000008	27	0.4%
11.96000004	26	0.4%
12.92000008	25	0.4%
13.21000004	25	0.4%
13.78999996	24	0.4%
16.07999992	24	0.4%
17.75	23	0.3%
14.42000008	23	0.3%
15.75	23	0.3%
18.62999916	22	0.3%
10.78999996	22	0.3%
15.82999992	22	0.3%
11.42000008	22	0.3%
12.96000004	22	0.3%
13.67000008	22	0.3%
10.34000015	21	0.3%
14.5	21	0.3%
14.92000008	21	0.3%
16.79000092	21	0.3%
16.17000008	21	0.3%
15.78999996	21	0.3%
12.38000011	21	0.3%
17.87999916	21	0.3%
8.710000038	21	0.3%
16.70999908	21	0.3%
Other values (754)	6012	91.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6700000167	1	< 0.1%
1.75	1	< 0.1%
2	1	< 0.1%
2.039999962	2	< 0.1%
2.079999924	1	< 0.1%
2.130000114	1	< 0.1%
2.170000076	1	< 0.1%
2.210000038	2	< 0.1%
2.25	1	< 0.1%
2.289999962	2	< 0.1%

Value	Count	Frequency (%)
42.54000092	1	< 0.1%
41.45999908	1	< 0.1%
41.25	1	< 0.1%
40.40999985	1	< 0.1%
40.36999893	1	< 0.1%
40.11999893	1	< 0.1%
40.08000183	1	< 0.1%
38.79000092	1	< 0.1%
38.65999985	1	< 0.1%
38.25	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	year	month	day	RPT	VAL	ROS	KIL	SHA	BIR	DUB	CLA	MUL	CLO	BEL	target
0	61.0	1.0	1.0	15.04	14.960000	13.17	9.29	13.96	9.87	13.67	10.25	10.83	12.58	18.500000	15.040000
1	61.0	1.0	2.0	14.71	16.879999	10.83	6.50	12.62	7.67	11.50	10.04	9.79	9.67	17.540001	13.830000
2	61.0	1.0	3.0	18.50	16.879999	12.33	10.13	11.17	6.17	11.25	8.04	8.50	7.67	12.750000	12.710000
3	61.0	1.0	4.0	10.58	6.630000	11.75	4.58	4.54	2.88	8.63	1.79	5.83	5.88	5.460000	10.880000
4	61.0	1.0	5.0	13.33	13.250000	11.42	6.17	10.71	8.21	11.92	6.54	10.92	10.34	12.920000	11.830000
5	61.0	1.0	6.0	13.21	8.120000	9.96	6.67	5.37	4.50	10.67	4.42	7.17	7.50	8.120000	13.170000
6	61.0	1.0	7.0	13.50	14.290000	9.50	4.96	12.29	8.33	9.17	9.29	7.58	7.96	13.960000	13.790000
7	61.0	1.0	8.0	10.96	9.750000	7.62	5.91	9.62	7.29	14.29	7.62	9.25	10.46	16.620001	16.459999
8	61.0	1.0	9.0	12.58	10.830000	10.00	4.75	10.37	6.79	8.04	10.13	7.79	9.08	13.040000	15.370000
9	61.0	1.0	10.0	13.37	11.120000	19.50	8.33	9.71	6.54	11.42	7.79	8.54	9.00	8.580000	11.830000

Last rows

	year	month	day	RPT	VAL	ROS	KIL	SHA	BIR	DUB	CLA	MUL	CLO	BEL	target
6564	78.0	12.0	22.0	6.210000	7.380000	13.080000	2.54	7.58	5.33	2.46	8.38	5.09	5.040000	9.920000	11.000000
6565	78.0	12.0	23.0	16.620001	13.290000	22.209999	9.50	14.29	13.08	16.50	17.16	12.71	12.000000	18.500000	21.500000
6566	78.0	12.0	24.0	8.670000	5.630000	12.120000	4.79	5.09	5.91	12.25	9.25	10.83	11.710000	11.920000	31.709999
6567	78.0	12.0	25.0	7.210000	6.580000	7.830000	2.67	4.79	4.58	8.71	0.75	5.21	5.250000	1.210000	13.960000
6568	78.0	12.0	26.0	13.830000	11.870000	10.340000	2.37	6.96	4.29	1.96	3.79	3.04	3.080000	4.790000	11.960000
6569	78.0	12.0	27.0	17.580000	16.959999	17.620001	8.08	13.21	11.67	14.46	15.59	14.04	14.000000	17.209999	40.080002
6570	78.0	12.0	28.0	13.210000	5.460000	13.460000	5.00	8.12	9.42	14.33	16.25	15.25	18.049999	21.790001	41.459999
6571	78.0	12.0	29.0	14.000000	10.290000	14.420000	8.71	9.71	10.54	19.17	12.46	14.50	16.420000	18.879999	29.580000
6572	78.0	12.0	30.0	18.500000	14.040000	21.290001	9.13	12.75	9.71	18.08	12.87	12.46	12.120000	14.670000	28.790001
6573	78.0	12.0	31.0	20.330000	17.410000	27.290001	9.59	12.08	10.13	19.25	11.63	11.58	11.380000	12.080000	22.080000

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows