satimage

Dataset statistics

Number of variables	20
Number of observations	6435
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1005.6 KiB
Average record size in memory	160.0 B

Variable types

NUM	20

Reproduction

Analysis started	2020-08-25 01:48:43.321098
Analysis finished	2020-08-25 01:49:43.537782
Duration	1 minute and 0.22 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`A31` is highly correlated with `A27` and 1 other fields	High correlation
`A27` is highly correlated with `A31`	High correlation
`A32` is highly correlated with `A36` and 2 other fields	High correlation
`A36` is highly correlated with `A32` and 1 other fields	High correlation
`A13` is highly correlated with `A17` and 2 other fields	High correlation
`A17` is highly correlated with `A13` and 3 other fields	High correlation
`A9` is highly correlated with `A17` and 1 other fields	High correlation
`A18` is highly correlated with `A14` and 4 other fields	High correlation
`A14` is highly correlated with `A18` and 2 other fields	High correlation
`A22` is highly correlated with `A18` and 3 other fields	High correlation
`A10` is highly correlated with `A22` and 2 other fields	High correlation
`A35` is highly correlated with `A31`	High correlation
`A1` is highly correlated with `A17` and 2 other fields	High correlation
`A5` is highly correlated with `A17` and 3 other fields	High correlation
`A30` is highly correlated with `A14` and 2 other fields	High correlation
`A16` is highly correlated with `A32` and 1 other fields	High correlation
`A20` is highly correlated with `A36` and 2 other fields	High correlation
`A6` is highly correlated with `A14` and 3 other fields	High correlation

A36
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	104
Unique (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.5053613053613
Minimum	29.0
Maximum	157.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	29
5-th percentile	57
Q1	68
median	81
Q3	92
95-th percentile	125
Maximum	157
Range	128
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	19.05427422
Coefficient of variation (CV)	0.2309458915
Kurtosis	1.235652518
Mean	82.50536131
Median Absolute Deviation (MAD)	11
Skewness	0.8972012558
Sum	530922
Variance	363.065366

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
83	366	5.7%
87	328	5.1%
79	278	4.3%
92	269	4.2%
96	262	4.1%
94	231	3.6%
85	191	3.0%
78	171	2.7%
81	168	2.6%
90	167	2.6%
76	158	2.5%
75	149	2.3%
67	148	2.3%
58	139	2.2%
74	138	2.1%
72	138	2.1%
62	137	2.1%
59	137	2.1%
70	136	2.1%
68	127	2.0%
63	124	1.9%
98	119	1.8%
65	117	1.8%
88	110	1.7%
57	110	1.7%
Other values (79)	2017	31.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29	1	< 0.1%
33	1	< 0.1%
34	2	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
39	1	< 0.1%
41	3	< 0.1%
42	4	0.1%
44	10	0.2%
45	6	0.1%

Value	Count	Frequency (%)
157	1	< 0.1%
154	1	< 0.1%
151	5	0.1%
150	6	0.1%
147	2	< 0.1%
146	10	0.2%
144	5	0.1%
143	16	0.2%
142	10	0.2%
141	5	0.1%

A14
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	83
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.47676767676768
Minimum	27.0
Maximum	137.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	27
5-th percentile	34
Q1	71
median	85
Q3	103
95-th percentile	112
Maximum	137
Range	110
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	22.84989495
Coefficient of variation (CV)	0.2737275961
Kurtosis	-0.2145872041
Mean	83.47676768
Median Absolute Deviation (MAD)	15
Skewness	-0.6673999446
Sum	537173
Variance	522.1176992

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
79	339	5.3%
75	333	5.2%
111	274	4.3%
103	271	4.2%
107	228	3.5%
91	221	3.4%
99	218	3.4%
95	210	3.3%
71	194	3.0%
87	190	3.0%
83	188	2.9%
106	184	2.9%
73	167	2.6%
112	154	2.4%
77	146	2.3%
102	136	2.1%
34	136	2.1%
84	130	2.0%
81	125	1.9%
88	116	1.8%
31	93	1.4%
115	92	1.4%
32	89	1.4%
104	89	1.4%
100	86	1.3%
Other values (58)	2026	31.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	11	0.2%
28	1	< 0.1%
29	56	0.9%
30	16	0.2%
31	93	1.4%
32	89	1.4%
34	136	2.1%
36	16	0.2%
37	72	1.1%
39	5	0.1%

Value	Count	Frequency (%)
137	1	< 0.1%
131	1	< 0.1%
130	1	< 0.1%
128	2	< 0.1%
127	1	< 0.1%
126	6	0.1%
125	7	0.1%
123	3	< 0.1%
122	3	< 0.1%
121	8	0.1%

A27
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	75
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	99.21476301476301
Minimum	50.0
Maximum	140.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	50
5-th percentile	73
Q1	85
median	100
Q3	113
95-th percentile	124
Maximum	140
Range	90
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.61251423
Coefficient of variation (CV)	0.1674399427
Kurtosis	-0.8798282135
Mean	99.21476301
Median Absolute Deviation (MAD)	13
Skewness	-0.1173090218
Sum	638447
Variance	275.9756291

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
104	293	4.6%
100	241	3.7%
114	240	3.7%
96	221	3.4%
113	207	3.2%
105	206	3.2%
82	204	3.2%
118	189	2.9%
93	187	2.9%
108	181	2.8%
110	174	2.7%
122	166	2.6%
119	165	2.6%
74	163	2.5%
97	150	2.3%
85	149	2.3%
101	146	2.3%
112	144	2.2%
90	132	2.1%
89	131	2.0%
78	127	2.0%
109	123	1.9%
115	120	1.9%
86	120	1.9%
75	119	1.8%
Other values (50)	2137	33.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	1	< 0.1%
53	2	< 0.1%
55	1	< 0.1%
56	3	< 0.1%
60	5	0.1%
62	7	0.1%
63	8	0.1%
64	6	0.1%
65	7	0.1%
66	17	0.3%

Value	Count	Frequency (%)
140	1	< 0.1%
139	14	0.2%
138	8	0.1%
136	6	0.1%
135	8	0.1%
134	13	0.2%
133	25	0.4%
131	19	0.3%
130	22	0.3%
129	15	0.2%

A31
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	77
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	99.1118881118881
Minimum	50.0
Maximum	145.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	50
5-th percentile	72
Q1	85
median	100
Q3	113
95-th percentile	124
Maximum	145
Range	95
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.7043047
Coefficient of variation (CV)	0.1685398696
Kurtosis	-0.9064466906
Mean	99.11188811
Median Absolute Deviation (MAD)	14
Skewness	-0.120959352
Sum	637785
Variance	279.0337955

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
104	284	4.4%
114	239	3.7%
100	228	3.5%
96	222	3.4%
113	212	3.3%
82	206	3.2%
105	200	3.1%
118	190	3.0%
110	183	2.8%
108	182	2.8%
93	179	2.8%
122	175	2.7%
74	165	2.6%
119	156	2.4%
85	151	2.3%
101	151	2.3%
97	149	2.3%
112	144	2.2%
90	138	2.1%
78	128	2.0%
75	126	2.0%
89	125	1.9%
115	123	1.9%
109	121	1.9%
86	115	1.8%
Other values (52)	2143	33.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	1	< 0.1%
53	2	< 0.1%
55	1	< 0.1%
56	3	< 0.1%
57	1	< 0.1%
58	1	< 0.1%
60	5	0.1%
62	6	0.1%
63	8	0.1%
64	4	0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
139	12	0.2%
138	6	0.1%
136	6	0.1%
135	7	0.1%
134	11	0.2%
133	26	0.4%
131	18	0.3%
130	25	0.4%
129	16	0.2%

A17
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	50
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69.04568764568765
Minimum	40.0
Maximum	104.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	40
5-th percentile	46
Q1	60
median	68
Q3	79
95-th percentile	92
Maximum	104
Range	64
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.53761823
Coefficient of variation (CV)	0.1960675415
Kurtosis	-0.7026898806
Mean	69.04568765
Median Absolute Deviation (MAD)	10
Skewness	0.03825822866
Sum	444309
Variance	183.2671072

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
67	508	7.9%
63	447	6.9%
71	358	5.6%
68	302	4.7%
64	296	4.6%
88	289	4.5%
84	241	3.7%
60	202	3.1%
70	190	3.0%
59	186	2.9%
53	184	2.9%
66	184	2.9%
75	177	2.8%
56	173	2.7%
92	159	2.5%
76	158	2.5%
44	153	2.4%
80	143	2.2%
46	138	2.1%
79	137	2.1%
82	134	2.1%
78	129	2.0%
74	126	2.0%
57	113	1.8%
50	111	1.7%
Other values (25)	1197	18.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40	8	0.1%
41	14	0.2%
42	33	0.5%
43	50	0.8%
44	153	2.4%
46	138	2.1%
47	65	1.0%
48	42	0.7%
49	65	1.0%
50	111	1.7%

Value	Count	Frequency (%)
104	1	< 0.1%
102	1	< 0.1%
101	10	0.2%
99	8	0.1%
97	53	0.8%
96	29	0.5%
95	23	0.4%
93	95	1.5%
92	159	2.5%
90	67	1.0%

A32
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	103
Unique (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.61802641802642
Minimum	29.0
Maximum	157.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	29
5-th percentile	57
Q1	69
median	81
Q3	92
95-th percentile	125
Maximum	157
Range	128
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	19.04366132
Coefficient of variation (CV)	0.2305024962
Kurtosis	1.206349203
Mean	82.61802642
Median Absolute Deviation (MAD)	11
Skewness	0.8829188477
Sum	531647
Variance	362.6610365

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
83	370	5.7%
87	318	4.9%
92	279	4.3%
79	278	4.3%
96	265	4.1%
94	232	3.6%
85	186	2.9%
81	178	2.8%
90	174	2.7%
78	170	2.6%
76	160	2.5%
75	152	2.4%
67	146	2.3%
72	143	2.2%
59	141	2.2%
70	139	2.2%
74	136	2.1%
58	134	2.1%
62	131	2.0%
98	124	1.9%
63	121	1.9%
68	120	1.9%
57	114	1.8%
65	109	1.7%
88	106	1.6%
Other values (78)	2009	31.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29	1	< 0.1%
33	1	< 0.1%
34	2	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
39	1	< 0.1%
41	3	< 0.1%
42	5	0.1%
44	10	0.2%
45	6	0.1%

Value	Count	Frequency (%)
157	1	< 0.1%
154	1	< 0.1%
151	5	0.1%
150	4	0.1%
147	1	< 0.1%
146	12	0.2%
144	5	0.1%
143	17	0.3%
142	9	0.1%
141	4	0.1%

A22
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	80
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.86091686091686
Minimum	27.0
Maximum	130.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	27
5-th percentile	34
Q1	71
median	84
Q3	103
95-th percentile	112
Maximum	130
Range	103
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	22.88437955
Coefficient of variation (CV)	0.2761782083
Kurtosis	-0.2787639815
Mean	82.86091686
Median Absolute Deviation (MAD)	16
Skewness	-0.649578215
Sum	533210
Variance	523.6948276

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
79	348	5.4%
75	330	5.1%
111	267	4.1%
103	264	4.1%
107	228	3.5%
99	223	3.5%
91	213	3.3%
95	202	3.1%
83	200	3.1%
71	195	3.0%
106	187	2.9%
87	167	2.6%
73	159	2.5%
77	152	2.4%
112	150	2.3%
34	141	2.2%
81	131	2.0%
102	125	1.9%
88	120	1.9%
84	118	1.8%
31	94	1.5%
104	89	1.4%
32	88	1.4%
100	83	1.3%
109	81	1.3%
Other values (55)	2080	32.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	11	0.2%
28	1	< 0.1%
29	60	0.9%
30	16	0.2%
31	94	1.5%
32	88	1.4%
34	141	2.2%
36	17	0.3%
37	77	1.2%
39	5	0.1%

Value	Count	Frequency (%)
130	1	< 0.1%
128	1	< 0.1%
127	1	< 0.1%
125	5	0.1%
123	2	< 0.1%
122	2	< 0.1%
121	8	0.1%
120	22	0.3%
118	15	0.2%
117	13	0.2%

A13
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	51
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69.28966588966588
Minimum	39.0
Maximum	104.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	39
5-th percentile	46
Q1	60
median	68
Q3	80
95-th percentile	92
Maximum	104
Range	65
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.6026935
Coefficient of variation (CV)	0.1963163385
Kurtosis	-0.7098347483
Mean	69.28966589
Median Absolute Deviation (MAD)	10
Skewness	0.03439454901
Sum	445879
Variance	185.0332706

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
67	498	7.7%
63	453	7.0%
71	358	5.6%
64	296	4.6%
68	296	4.6%
88	289	4.5%
84	241	3.7%
60	188	2.9%
59	185	2.9%
70	183	2.8%
66	177	2.8%
75	176	2.7%
53	176	2.7%
56	169	2.6%
92	168	2.6%
76	161	2.5%
79	148	2.3%
80	147	2.3%
44	143	2.2%
82	139	2.2%
46	137	2.1%
74	133	2.1%
78	126	2.0%
57	119	1.8%
50	116	1.8%
Other values (26)	1213	18.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39	1	< 0.1%
40	7	0.1%
41	14	0.2%
42	33	0.5%
43	46	0.7%
44	143	2.2%
46	137	2.1%
47	66	1.0%
48	43	0.7%
49	66	1.0%

Value	Count	Frequency (%)
104	1	< 0.1%
102	2	< 0.1%
101	12	0.2%
99	9	0.1%
97	62	1.0%
96	32	0.5%
95	22	0.3%
93	95	1.5%
92	168	2.6%
90	76	1.2%

A9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	50
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	68.91235431235431
Minimum	40.0
Maximum	104.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	40
5-th percentile	46
Q1	60
median	67
Q3	79
95-th percentile	92
Maximum	104
Range	64
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.47059894
Coefficient of variation (CV)	0.1954743684
Kurtosis	-0.7003081195
Mean	68.91235431
Median Absolute Deviation (MAD)	9
Skewness	0.04441226057
Sum	443451
Variance	181.4570357

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
67	504	7.8%
63	480	7.5%
71	333	5.2%
68	312	4.8%
64	310	4.8%
88	304	4.7%
84	247	3.8%
60	198	3.1%
70	186	2.9%
59	185	2.9%
53	185	2.9%
56	180	2.8%
66	177	2.8%
75	170	2.6%
76	164	2.5%
92	157	2.4%
44	152	2.4%
80	146	2.3%
46	137	2.1%
79	135	2.1%
82	132	2.1%
78	124	1.9%
74	119	1.8%
50	118	1.8%
57	116	1.8%
Other values (25)	1164	18.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40	9	0.1%
41	14	0.2%
42	35	0.5%
43	48	0.7%
44	152	2.4%
46	137	2.1%
47	66	1.0%
48	38	0.6%
49	65	1.0%
50	118	1.8%

Value	Count	Frequency (%)
104	1	< 0.1%
102	1	< 0.1%
101	11	0.2%
99	6	0.1%
97	47	0.7%
96	27	0.4%
95	21	0.3%
93	82	1.3%
92	157	2.4%
90	65	1.0%

A18
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	80
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.17109557109558
Minimum	27.0
Maximum	130.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	27
5-th percentile	34
Q1	71
median	85
Q3	103
95-th percentile	112
Maximum	130
Range	103
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	22.90506493
Coefficient of variation (CV)	0.2753969365
Kurtosis	-0.2593268305
Mean	83.17109557
Median Absolute Deviation (MAD)	16
Skewness	-0.6595107293
Sum	535206
Variance	524.6419993

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
79	334	5.2%
75	330	5.1%
103	276	4.3%
111	269	4.2%
107	228	3.5%
99	225	3.5%
91	206	3.2%
95	201	3.1%
83	194	3.0%
71	190	3.0%
106	186	2.9%
87	174	2.7%
73	161	2.5%
112	154	2.4%
77	149	2.3%
34	141	2.2%
102	136	2.1%
84	128	2.0%
88	120	1.9%
81	119	1.8%
31	95	1.5%
32	93	1.4%
104	89	1.4%
115	86	1.3%
100	84	1.3%
Other values (55)	2067	32.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	12	0.2%
29	55	0.9%
30	15	0.2%
31	95	1.5%
32	93	1.4%
34	141	2.2%
36	17	0.3%
37	72	1.1%
39	4	0.1%
40	32	0.5%

Value	Count	Frequency (%)
130	1	< 0.1%
128	2	< 0.1%
127	2	< 0.1%
126	3	< 0.1%
125	5	0.1%
123	2	< 0.1%
122	1	< 0.1%
121	8	0.1%
120	24	0.4%
118	15	0.2%

A10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	81
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.89308469308469
Minimum	27.0
Maximum	130.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	27
5-th percentile	34
Q1	71
median	85
Q3	102
95-th percentile	112
Maximum	130
Range	103
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	22.86225475
Coefficient of variation (CV)	0.2758041257
Kurtosis	-0.2860314297
Mean	82.89308469
Median Absolute Deviation (MAD)	15
Skewness	-0.6494845232
Sum	533417
Variance	522.6826923

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
79	332	5.2%
75	311	4.8%
111	268	4.2%
103	246	3.8%
107	226	3.5%
99	217	3.4%
91	215	3.3%
95	201	3.1%
106	201	3.1%
71	192	3.0%
83	190	3.0%
87	173	2.7%
73	165	2.6%
112	154	2.4%
77	153	2.4%
34	144	2.2%
102	136	2.1%
81	131	2.0%
84	129	2.0%
88	127	2.0%
31	91	1.4%
32	88	1.4%
100	86	1.3%
104	81	1.3%
115	80	1.2%
Other values (56)	2098	32.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	10	0.2%
28	1	< 0.1%
29	56	0.9%
30	15	0.2%
31	91	1.4%
32	88	1.4%
34	144	2.2%
36	17	0.3%
37	76	1.2%
39	5	0.1%

Value	Count	Frequency (%)
130	1	< 0.1%
128	1	< 0.1%
127	1	< 0.1%
126	1	< 0.1%
125	4	0.1%
123	2	< 0.1%
122	2	< 0.1%
121	9	0.1%
120	23	0.4%
118	12	0.2%

A35
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	77
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	98.92602952602952
Minimum	50.0
Maximum	145.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	50
5-th percentile	72
Q1	85
median	100
Q3	113
95-th percentile	124
Maximum	145
Range	95
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.69548804
Coefficient of variation (CV)	0.1687673923
Kurtosis	-0.9179709624
Mean	98.92602953
Median Absolute Deviation (MAD)	14
Skewness	-0.1076417396
Sum	636589
Variance	278.7393208

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
104	281	4.4%
114	243	3.8%
96	226	3.5%
82	223	3.5%
100	219	3.4%
113	211	3.3%
105	202	3.1%
108	187	2.9%
93	187	2.9%
118	182	2.8%
122	177	2.8%
110	170	2.6%
74	162	2.5%
119	154	2.4%
101	148	2.3%
85	144	2.2%
112	139	2.2%
97	137	2.1%
90	134	2.1%
78	131	2.0%
89	129	2.0%
75	129	2.0%
109	125	1.9%
86	118	1.8%
115	117	1.8%
Other values (52)	2160	33.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	1	< 0.1%
53	2	< 0.1%
56	3	< 0.1%
57	1	< 0.1%
58	1	< 0.1%
60	5	0.1%
62	7	0.1%
63	9	0.1%
64	4	0.1%
65	7	0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
140	1	< 0.1%
139	11	0.2%
138	7	0.1%
136	6	0.1%
135	7	0.1%
134	9	0.1%
133	24	0.4%
131	18	0.3%
130	21	0.3%

A1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	51
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69.4
Minimum	39.0
Maximum	104.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	39
5-th percentile	46
Q1	60
median	68
Q3	80
95-th percentile	92
Maximum	104
Range	65
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.60587149
Coefficient of variation (CV)	0.1960500214
Kurtosis	-0.7170802666
Mean	69.4
Median Absolute Deviation (MAD)	10
Skewness	0.02239958093
Sum	446589
Variance	185.1197389

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
67	495	7.7%
63	451	7.0%
71	335	5.2%
88	312	4.8%
68	309	4.8%
64	297	4.6%
84	250	3.9%
59	189	2.9%
53	186	2.9%
70	185	2.9%
60	183	2.8%
75	176	2.7%
66	173	2.7%
92	172	2.7%
76	171	2.7%
56	167	2.6%
80	156	2.4%
44	146	2.3%
82	138	2.1%
46	138	2.1%
79	134	2.1%
74	131	2.0%
78	129	2.0%
57	124	1.9%
50	114	1.8%
Other values (26)	1174	18.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39	1	< 0.1%
40	8	0.1%
41	13	0.2%
42	32	0.5%
43	47	0.7%
44	146	2.3%
46	138	2.1%
47	63	1.0%
48	36	0.6%
49	62	1.0%

Value	Count	Frequency (%)
104	1	< 0.1%
102	2	< 0.1%
101	13	0.2%
99	8	0.1%
97	60	0.9%
96	30	0.5%
95	23	0.4%
93	91	1.4%
92	172	2.7%
90	73	1.1%

A5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	51
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69.15027195027196
Minimum	39.0
Maximum	104.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	39
5-th percentile	46
Q1	60
median	68
Q3	80
95-th percentile	92
Maximum	104
Range	65
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.56119741
Coefficient of variation (CV)	0.1961119895
Kurtosis	-0.7111452927
Mean	69.15027195
Median Absolute Deviation (MAD)	10
Skewness	0.03617348552
Sum	444982
Variance	183.9060751

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
67	503	7.8%
63	457	7.1%
71	331	5.1%
68	310	4.8%
88	309	4.8%
64	303	4.7%
84	242	3.8%
60	201	3.1%
53	186	2.9%
59	185	2.9%
66	178	2.8%
70	177	2.8%
56	174	2.7%
76	173	2.7%
75	171	2.7%
92	170	2.6%
44	155	2.4%
80	148	2.3%
79	139	2.2%
82	136	2.1%
46	131	2.0%
74	128	2.0%
78	125	1.9%
50	118	1.8%
57	118	1.8%
Other values (26)	1167	18.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39	1	< 0.1%
40	8	0.1%
41	12	0.2%
42	36	0.6%
43	47	0.7%
44	155	2.4%
46	131	2.0%
47	62	1.0%
48	37	0.6%
49	66	1.0%

Value	Count	Frequency (%)
104	1	< 0.1%
102	2	< 0.1%
101	13	0.2%
99	7	0.1%
97	53	0.8%
96	29	0.5%
95	21	0.3%
93	83	1.3%
92	170	2.6%
90	68	1.1%

A30
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	81
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.14560994560995
Minimum	27.0
Maximum	130.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	27
5-th percentile	34
Q1	71
median	85
Q3	103
95-th percentile	112
Maximum	130
Range	103
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	22.84719878
Coefficient of variation (CV)	0.2747853891
Kurtosis	-0.2389844723
Mean	83.14560995
Median Absolute Deviation (MAD)	15
Skewness	-0.6601707059
Sum	535042
Variance	521.9944923

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
79	341	5.3%
75	340	5.3%
111	271	4.2%
103	259	4.0%
99	223	3.5%
107	212	3.3%
91	212	3.3%
71	200	3.1%
95	195	3.0%
87	194	3.0%
83	186	2.9%
106	183	2.8%
73	158	2.5%
77	151	2.3%
34	141	2.2%
112	140	2.2%
84	133	2.1%
102	130	2.0%
81	124	1.9%
88	114	1.8%
104	104	1.6%
32	94	1.5%
31	92	1.4%
100	89	1.4%
109	89	1.4%
Other values (56)	2060	32.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	12	0.2%
28	1	< 0.1%
29	56	0.9%
30	17	0.3%
31	92	1.4%
32	94	1.5%
34	141	2.2%
36	16	0.2%
37	68	1.1%
39	5	0.1%

Value	Count	Frequency (%)
130	1	< 0.1%
128	2	< 0.1%
127	2	< 0.1%
126	2	< 0.1%
125	6	0.1%
123	2	< 0.1%
122	2	< 0.1%
121	8	0.1%
120	22	0.3%
118	20	0.3%

A16
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	101
Unique (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.64491064491064
Minimum	29.0
Maximum	154.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	29
5-th percentile	57
Q1	69
median	81
Q3	92
95-th percentile	125
Maximum	154
Range	125
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	18.93198902
Coefficient of variation (CV)	0.229076284
Kurtosis	1.207426687
Mean	82.64491064
Median Absolute Deviation (MAD)	11
Skewness	0.8797306474
Sum	531820
Variance	358.4202084

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
83	362	5.6%
87	322	5.0%
79	278	4.3%
92	267	4.1%
96	257	4.0%
94	232	3.6%
85	199	3.1%
81	196	3.0%
90	175	2.7%
78	167	2.6%
76	160	2.5%
74	147	2.3%
67	145	2.3%
75	145	2.3%
72	145	2.3%
59	142	2.2%
70	139	2.2%
58	130	2.0%
63	125	1.9%
62	124	1.9%
98	123	1.9%
68	119	1.8%
88	115	1.8%
65	112	1.7%
57	110	1.7%
Other values (76)	1999	31.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29	1	< 0.1%
33	1	< 0.1%
34	2	< 0.1%
37	1	< 0.1%
41	3	< 0.1%
42	6	0.1%
44	9	0.1%
45	5	0.1%
46	6	0.1%
48	8	0.1%

Value	Count	Frequency (%)
154	1	< 0.1%
151	4	0.1%
150	6	0.1%
147	2	< 0.1%
146	9	0.1%
144	6	0.1%
143	15	0.2%
142	9	0.1%
141	3	< 0.1%
140	11	0.2%

A20
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	104
Unique (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.6032634032634
Minimum	29.0
Maximum	157.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	29
5-th percentile	57
Q1	69
median	81
Q3	92
95-th percentile	125
Maximum	157
Range	128
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	19.0355431
Coefficient of variation (CV)	0.2304454124
Kurtosis	1.199657368
Mean	82.6032634
Median Absolute Deviation (MAD)	11
Skewness	0.885559682
Sum	531552
Variance	362.3519011

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
83	363	5.6%
87	324	5.0%
79	273	4.2%
92	268	4.2%
96	255	4.0%
94	228	3.5%
85	196	3.0%
81	183	2.8%
90	173	2.7%
78	169	2.6%
76	160	2.5%
67	152	2.4%
75	146	2.3%
74	141	2.2%
59	140	2.2%
70	140	2.2%
72	139	2.2%
58	133	2.1%
63	127	2.0%
98	127	2.0%
62	122	1.9%
68	120	1.9%
65	119	1.8%
57	117	1.8%
88	115	1.8%
Other values (79)	2005	31.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29	1	< 0.1%
33	1	< 0.1%
34	1	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
39	1	< 0.1%
41	3	< 0.1%
42	6	0.1%
44	10	0.2%
45	6	0.1%

Value	Count	Frequency (%)
157	1	< 0.1%
154	1	< 0.1%
151	4	0.1%
150	4	0.1%
147	2	< 0.1%
146	11	0.2%
144	6	0.1%
143	15	0.2%
142	10	0.2%
141	4	0.1%

A6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	82
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.24351204351204
Minimum	27.0
Maximum	137.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	27
5-th percentile	34
Q1	71
median	85
Q3	103
95-th percentile	112
Maximum	137
Range	110
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	22.88649472
Coefficient of variation (CV)	0.2749342761
Kurtosis	-0.2665759428
Mean	83.24351204
Median Absolute Deviation (MAD)	16
Skewness	-0.6559537175
Sum	535672
Variance	523.7916408

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
75	318	4.9%
79	317	4.9%
111	265	4.1%
103	247	3.8%
99	228	3.5%
107	225	3.5%
91	212	3.3%
106	204	3.2%
95	201	3.1%
71	187	2.9%
83	185	2.9%
87	171	2.7%
73	163	2.5%
112	155	2.4%
77	149	2.3%
102	145	2.3%
34	142	2.2%
84	139	2.2%
81	123	1.9%
88	119	1.8%
31	91	1.4%
32	89	1.4%
115	87	1.4%
104	85	1.3%
108	80	1.2%
Other values (57)	2108	32.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	11	0.2%
28	1	< 0.1%
29	51	0.8%
30	15	0.2%
31	91	1.4%
32	89	1.4%
34	142	2.2%
36	16	0.2%
37	74	1.1%
39	5	0.1%

Value	Count	Frequency (%)
137	1	< 0.1%
130	1	< 0.1%
128	2	< 0.1%
127	2	< 0.1%
126	4	0.1%
125	5	0.1%
123	1	< 0.1%
122	1	< 0.1%
121	9	0.1%
120	24	0.4%

A12
Real number (ℝ_≥0)

Distinct count	104
Unique (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	82.38818958818959
Minimum	29.0
Maximum	157.0
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	29
5-th percentile	57
Q1	68
median	81
Q3	92
95-th percentile	125
Maximum	157
Range	128
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	18.98111189
Coefficient of variation (CV)	0.2303863209
Kurtosis	1.277343254
Mean	82.38818959
Median Absolute Deviation (MAD)	11
Skewness	0.9187090837
Sum	530168
Variance	360.2826084

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
83	367	5.7%
87	345	5.4%
79	286	4.4%
92	240	3.7%
96	224	3.5%
94	222	3.4%
85	195	3.0%
81	184	2.9%
90	174	2.7%
78	171	2.7%
76	166	2.6%
67	155	2.4%
72	146	2.3%
68	140	2.2%
58	139	2.2%
75	137	2.1%
59	136	2.1%
62	135	2.1%
70	135	2.1%
74	134	2.1%
65	130	2.0%
88	120	1.9%
98	120	1.9%
63	118	1.8%
57	115	1.8%
Other values (79)	2001	31.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29	1	< 0.1%
33	1	< 0.1%
34	2	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
39	1	< 0.1%
41	3	< 0.1%
42	4	0.1%
44	8	0.1%
45	6	0.1%

Value	Count	Frequency (%)
157	1	< 0.1%
154	1	< 0.1%
151	3	< 0.1%
150	6	0.1%
147	2	< 0.1%
146	11	0.2%
144	6	0.1%
143	16	0.2%
142	10	0.2%
141	5	0.1%

target
Real number (ℝ_≥0)

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.6686868686868688
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	50.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.214052121
Coefficient of variation (CV)	0.6034998899
Kurtosis	-1.24417209
Mean	3.668686869
Median Absolute Deviation (MAD)	2
Skewness	0.3528573905
Sum	23608
Variance	4.902026796

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	1533	23.8%
7	1508	23.4%
3	1358	21.1%
5	707	11.0%
2	703	10.9%
4	626	9.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1533	23.8%
2	703	10.9%
3	1358	21.1%
4	626	9.7%
5	707	11.0%
7	1508	23.4%

Value	Count	Frequency (%)
7	1508	23.4%
5	707	11.0%
4	626	9.7%
3	1358	21.1%
2	703	10.9%
1	1533	23.8%

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

	A36	A14	A27	A31	A17	A32	A22	A13	A9	A18	A10	A35	A1	A5	A30	A16	A20	A6	A12	target
0	87.0	126.0	134.0	128.0	92.0	100.0	103.0	101.0	84.0	112.0	102.0	113.0	92.0	84.0	121.0	103.0	85.0	102.0	83.0	3
1	79.0	112.0	128.0	113.0	84.0	87.0	99.0	92.0	80.0	103.0	102.0	104.0	84.0	84.0	107.0	85.0	81.0	102.0	79.0	3
2	79.0	103.0	113.0	104.0	84.0	79.0	99.0	84.0	84.0	99.0	94.0	104.0	84.0	80.0	99.0	81.0	78.0	102.0	79.0	3
3	79.0	99.0	104.0	104.0	84.0	79.0	99.0	84.0	80.0	99.0	94.0	104.0	80.0	84.0	99.0	78.0	81.0	94.0	76.0	3
4	87.0	99.0	104.0	104.0	76.0	79.0	99.0	84.0	80.0	99.0	102.0	109.0	84.0	80.0	103.0	81.0	81.0	94.0	79.0	3
5	87.0	99.0	104.0	109.0	76.0	87.0	103.0	76.0	76.0	99.0	102.0	109.0	80.0	80.0	107.0	81.0	85.0	102.0	79.0	3
6	79.0	107.0	113.0	104.0	80.0	83.0	107.0	80.0	80.0	112.0	98.0	104.0	76.0	76.0	103.0	88.0	88.0	102.0	79.0	3
7	79.0	112.0	104.0	104.0	80.0	79.0	95.0	80.0	76.0	107.0	94.0	100.0	76.0	80.0	103.0	88.0	85.0	98.0	76.0	3
8	71.0	95.0	96.0	96.0	76.0	71.0	95.0	80.0	76.0	91.0	98.0	93.0	76.0	76.0	91.0	74.0	74.0	94.0	72.0	4
9	67.0	91.0	96.0	93.0	76.0	71.0	91.0	76.0	76.0	95.0	94.0	93.0	76.0	76.0	87.0	74.0	78.0	98.0	76.0	4

Last rows

	A36	A14	A27	A31	A17	A32	A22	A13	A9	A18	A10	A35	A1	A5	A30	A16	A20	A6	A12	target
6425	92.0	103.0	117.0	108.0	71.0	92.0	99.0	71.0	68.0	99.0	103.0	112.0	71.0	68.0	100.0	92.0	92.0	107.0	92.0	1
6426	92.0	99.0	108.0	112.0	71.0	92.0	103.0	71.0	64.0	99.0	103.0	117.0	68.0	68.0	100.0	92.0	96.0	103.0	92.0	1
6427	89.0	111.0	112.0	112.0	84.0	96.0	79.0	84.0	76.0	103.0	107.0	108.0	76.0	80.0	104.0	100.0	96.0	107.0	96.0	1
6428	85.0	103.0	112.0	108.0	71.0	89.0	103.0	84.0	84.0	79.0	116.0	100.0	80.0	76.0	83.0	96.0	92.0	107.0	103.0	1
6429	96.0	103.0	100.0	104.0	84.0	92.0	103.0	79.0	84.0	111.0	112.0	112.0	84.0	92.0	83.0	100.0	100.0	116.0	96.0	1
6430	85.0	83.0	104.0	108.0	63.0	89.0	83.0	59.0	64.0	87.0	83.0	104.0	60.0	64.0	87.0	83.0	87.0	87.0	88.0	1
6431	81.0	79.0	100.0	100.0	59.0	85.0	72.0	63.0	56.0	75.0	68.0	100.0	64.0	56.0	83.0	87.0	87.0	71.0	81.0	1
6432	74.0	72.0	100.0	96.0	59.0	81.0	75.0	59.0	53.0	75.0	64.0	92.0	56.0	56.0	87.0	83.0	75.0	64.0	78.0	5
6433	70.0	79.0	96.0	92.0	63.0	74.0	68.0	59.0	60.0	79.0	64.0	92.0	56.0	60.0	83.0	71.0	75.0	71.0	99.0	5
6434	92.0	79.0	92.0	92.0	63.0	70.0	75.0	63.0	56.0	68.0	64.0	108.0	60.0	60.0	83.0	75.0	92.0	64.0	96.0	5

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows