Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	991346
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	26
Duplicate rows (%)	< 0.1%
Total size in memory	181.5 MiB
Average record size in memory	192.0 B

Variable types

Categorical	5
Numeric	19

Alerts

Dataset has 26 (< 0.1%) duplicate rows	Duplicates
`height` is highly overall correlated with `weight` and 2 other fields	High correlation
`weight` is highly overall correlated with `height` and 3 other fields	High correlation
`waistline` is highly overall correlated with `weight`	High correlation
`sight_left` is highly overall correlated with `sight_right`	High correlation
`sight_right` is highly overall correlated with `sight_left`	High correlation
`sbp` is highly overall correlated with `dbp`	High correlation
`dbp` is highly overall correlated with `sbp`	High correlation
`tot_chole` is highly overall correlated with `ldl_chole`	High correlation
`ldl_chole` is highly overall correlated with `tot_chole`	High correlation
`hemoglobin` is highly overall correlated with `height` and 2 other fields	High correlation
`sgot_ast` is highly overall correlated with `sgot_alt`	High correlation
`sgot_alt` is highly overall correlated with `sgot_ast` and 1 other fields	High correlation
`gamma_gtp` is highly overall correlated with `sgot_alt`	High correlation
`sex` is highly overall correlated with `height` and 3 other fields	High correlation
`hear_left` is highly overall correlated with `hear_right`	High correlation
`hear_right` is highly overall correlated with `hear_left`	High correlation
`smk_stat_type_cd` is highly overall correlated with `sex`	High correlation
`hear_left` is highly imbalanced (79.8%)	Imbalance
`hear_right` is highly imbalanced (80.3%)	Imbalance
`waistline` is highly skewed (γ1 = 26.78843978)	Skewed
`hdl_chole` is highly skewed (γ1 = 104.5776351)	Skewed
`serum_creatinine` is highly skewed (γ1 = 111.022058)	Skewed
`sgot_ast` is highly skewed (γ1 = 150.4916897)	Skewed
`sgot_alt` is highly skewed (γ1 = 50.03887229)	Skewed

Reproduction

Analysis started	2023-11-25 02:29:24.903586
Analysis finished	2023-11-25 02:31:32.778612
Duration	2 minutes and 7.88 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

sex
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Male	526415
Female	464931

Length

Max length	6
Median length	4
Mean length	4.9379793
Min length	4

Characters and Unicode

Total characters	4895246
Distinct characters	6
Distinct categories	2 ?
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	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
Male	526415	53.1%
Female	464931	46.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	526415	53.1%
female	464931	46.9%

Most occurring characters

Value	Count	Frequency (%)
e	1456277	29.7%
a	991346	20.3%
l	991346	20.3%
M	526415	10.8%
F	464931	9.5%
m	464931	9.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3903900	79.7%
Uppercase Letter	991346	20.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1456277	37.3%
a	991346	25.4%
l	991346	25.4%
m	464931	11.9%

Uppercase Letter

Value	Count	Frequency (%)
M	526415	53.1%
F	464931	46.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4895246	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1456277	29.7%
a	991346	20.3%
l	991346	20.3%
M	526415	10.8%
F	464931	9.5%
m	464931	9.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4895246	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1456277	29.7%
a	991346	20.3%
l	991346	20.3%
M	526415	10.8%
F	464931	9.5%
m	464931	9.5%

age
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.614491

Minimum	20
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	20
5-th percentile	25
Q1	35
median	45
Q3	60
95-th percentile	70
Maximum	85
Range	65
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	14.181339
Coefficient of variation (CV)	0.29783662
Kurtosis	-0.57561552
Mean	47.614491
Median Absolute Deviation (MAD)	10
Skewness	0.15365339
Sum	47202435
Variance	201.11038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
40	130385	13.2%
50	129434	13.1%
45	118355	11.9%
55	111223	11.2%
60	106063	10.7%
35	84726	8.5%
30	77600	7.8%
25	64370	6.5%
65	52961	5.3%
70	50666	5.1%
Other values (4)	65563	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	21971	2.2%
25	64370	6.5%
30	77600	7.8%
35	84726	8.5%
40	130385	13.2%
45	118355	11.9%
50	129434	13.1%
55	111223	11.2%
60	106063	10.7%
65	52961	5.3%

Value	Count	Frequency (%)
85	3291	0.3%
80	14968	1.5%
75	25333	2.6%
70	50666	5.1%
65	52961	5.3%
60	106063	10.7%
55	111223	11.2%
50	129434	13.1%
45	118355	11.9%
40	130385	13.2%

height
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	162.24063

Minimum	130
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	130
5-th percentile	145
Q1	155
median	160
Q3	170
95-th percentile	175
Maximum	190
Range	60
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.2829575
Coefficient of variation (CV)	0.057217219
Kurtosis	-0.53564034
Mean	162.24063
Median Absolute Deviation (MAD)	5
Skewness	-0.02273717
Sum	1.608366 × 10⁸
Variance	86.173299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
160	181809	18.3%
165	178228	18.0%
170	166328	16.8%
155	165678	16.7%
150	107929	10.9%
175	98850	10.0%
145	39176	4.0%
180	35970	3.6%
140	9100	0.9%
185	6588	0.7%
Other values (3)	1690	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
130	86	< 0.1%
135	1241	0.1%
140	9100	0.9%
145	39176	4.0%
150	107929	10.9%
155	165678	16.7%
160	181809	18.3%
165	178228	18.0%
170	166328	16.8%
175	98850	10.0%

Value	Count	Frequency (%)
190	363	< 0.1%
185	6588	0.7%
180	35970	3.6%
175	98850	10.0%
170	166328	16.8%
165	178228	18.0%
160	181809	18.3%
155	165678	16.7%
150	107929	10.9%
145	39176	4.0%

weight
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.28405

Minimum	25
Maximum	140
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	25
5-th percentile	45
Q1	55
median	60
Q3	70
95-th percentile	85
Maximum	140
Range	115
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.514241
Coefficient of variation (CV)	0.19774715
Kurtosis	0.35922025
Mean	63.28405
Median Absolute Deviation (MAD)	10
Skewness	0.5765566
Sum	62736390
Variance	156.60622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
60	151134	15.2%
55	150415	15.2%
65	141241	14.2%
50	125079	12.6%
70	122281	12.3%
75	90207	9.1%
45	63047	6.4%
80	58176	5.9%
85	33708	3.4%
90	18250	1.8%
Other values (14)	37808	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	9	< 0.1%
30	157	< 0.1%
35	1948	0.2%
40	16639	1.7%
45	63047	6.4%
50	125079	12.6%
55	150415	15.2%
60	151134	15.2%
65	141241	14.2%
70	122281	12.3%

Value	Count	Frequency (%)
140	3	< 0.1%
135	5	< 0.1%
130	43	< 0.1%
125	80	< 0.1%
120	236	< 0.1%
115	573	0.1%
110	1177	0.1%
105	2454	0.2%
100	4829	0.5%
95	9655	1.0%

waistline
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	737
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.233358

Minimum	8
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	8
5-th percentile	66
Q1	74.1
median	81
Q3	87.8
95-th percentile	97
Maximum	999
Range	991
Interquartile range (IQR)	13.7

Descriptive statistics

Standard deviation	11.850323
Coefficient of variation (CV)	0.14588001
Kurtosis	2066.8122
Mean	81.233358
Median Absolute Deviation (MAD)	6.8
Skewness	26.78844
Sum	80530364
Variance	140.43016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	37790	3.8%
81	34603	3.5%
82	34024	3.4%
84	33913	3.4%
86	32723	3.3%
83	32282	3.3%
76	31254	3.2%
78	30832	3.1%
85	30626	3.1%
79	28853	2.9%
Other values (727)	664446	67.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	< 0.1%
27	1	< 0.1%
30	2	< 0.1%
32	3	< 0.1%
35	2	< 0.1%
40	1	< 0.1%
42	1	< 0.1%
43	1	< 0.1%
48	1	< 0.1%
49	1	< 0.1%

Value	Count	Frequency (%)
999	57	< 0.1%
149.1	1	< 0.1%
145	1	< 0.1%
140	1	< 0.1%
138	1	< 0.1%
136.8	1	< 0.1%
136	2	< 0.1%
135	1	< 0.1%
134	3	< 0.1%
133	1	< 0.1%

sight_left
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98083434

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	1
Q3	1.2
95-th percentile	1.5
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.60594863
Coefficient of variation (CV)	0.61778897
Kurtosis	144.94968
Mean	0.98083434
Median Absolute Deviation (MAD)	0.2
Skewness	9.994626
Sum	972346.2
Variance	0.36717375
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1	201418	20.3%
1.2	188460	19.0%
1.5	121713	12.3%
0.9	105297	10.6%
0.8	99913	10.1%
0.7	83749	8.4%
0.6	53644	5.4%
0.5	51895	5.2%
0.4	30744	3.1%
0.3	20388	2.1%
Other values (14)	34125	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	9503	1.0%
0.2	12255	1.2%
0.3	20388	2.1%
0.4	30744	3.1%
0.5	51895	5.2%
0.6	53644	5.4%
0.7	83749	8.4%
0.8	99913	10.1%
0.9	105297	10.6%
1	201418	20.3%

Value	Count	Frequency (%)
9.9	3118	0.3%
2.5	7	< 0.1%
2.2	2	< 0.1%
2.1	3	< 0.1%
2	8452	0.9%
1.9	32	< 0.1%
1.8	25	< 0.1%
1.7	14	< 0.1%
1.6	371	< 0.1%
1.5	121713	12.3%

sight_right
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.97842913

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	1
Q3	1.2
95-th percentile	1.5
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.60477411
Coefficient of variation (CV)	0.61810722
Kurtosis	145.92255
Mean	0.97842913
Median Absolute Deviation (MAD)	0.2
Skewness	10.033647
Sum	969961.8
Variance	0.36575173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1	204493	20.6%
1.2	187266	18.9%
1.5	120620	12.2%
0.9	106186	10.7%
0.8	98777	10.0%
0.7	84168	8.5%
0.6	53238	5.4%
0.5	50803	5.1%
0.4	31318	3.2%
0.3	20090	2.0%
Other values (14)	34387	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	10028	1.0%
0.2	13002	1.3%
0.3	20090	2.0%
0.4	31318	3.2%
0.5	50803	5.1%
0.6	53238	5.4%
0.7	84168	8.5%
0.8	98777	10.0%
0.9	106186	10.7%
1	204493	20.6%

Value	Count	Frequency (%)
9.9	3111	0.3%
2.5	10	< 0.1%
2.2	1	< 0.1%
2.1	10	< 0.1%
2	7363	0.7%
1.9	21	< 0.1%
1.8	32	< 0.1%
1.7	24	< 0.1%
1.6	390	< 0.1%
1.5	120620	12.2%

hear_left
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1.0	960124
2.0	31222

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2974038
Distinct characters	4
Distinct categories	2 ?
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	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	960124	96.9%
2.0	31222	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	960124	96.9%
2.0	31222	3.1%

Most occurring characters

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	960124	32.3%
2	31222	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1982692	66.7%
Other Punctuation	991346	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	991346	50.0%
1	960124	48.4%
2	31222	1.6%

Other Punctuation

Value	Count	Frequency (%)
.	991346	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2974038	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	960124	32.3%
2	31222	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2974038	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	960124	32.3%
2	31222	1.0%

hear_right
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1.0	961134
2.0	30212

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2974038
Distinct characters	4
Distinct categories	2 ?
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	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	961134	97.0%
2.0	30212	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	961134	97.0%
2.0	30212	3.0%

Most occurring characters

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	961134	32.3%
2	30212	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1982692	66.7%
Other Punctuation	991346	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	991346	50.0%
1	961134	48.5%
2	30212	1.5%

Other Punctuation

Value	Count	Frequency (%)
.	991346	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2974038	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	961134	32.3%
2	30212	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2974038	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	961134	32.3%
2	30212	1.0%

sbp
Real number (ℝ)

HIGH CORRELATION

Distinct	171
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.4325

Minimum	67
Maximum	273
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	67
5-th percentile	100
Q1	112
median	120
Q3	131
95-th percentile	148
Maximum	273
Range	206
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.543148
Coefficient of variation (CV)	0.11878503
Kurtosis	0.99663922
Mean	122.4325
Median Absolute Deviation (MAD)	10
Skewness	0.48206032
Sum	1.2137297 × 10⁸
Variance	211.50315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	78786	7.9%
110	72193	7.3%
130	71714	7.2%
118	40078	4.0%
100	30829	3.1%
138	24426	2.5%
119	24166	2.4%
128	23766	2.4%
124	22224	2.2%
116	22177	2.2%
Other values (161)	580987	58.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67	1	< 0.1%
70	3	< 0.1%
72	1	< 0.1%
73	4	< 0.1%
74	3	< 0.1%
75	8	< 0.1%
76	7	< 0.1%
77	6	< 0.1%
78	11	< 0.1%
79	6	< 0.1%

Value	Count	Frequency (%)
273	1	< 0.1%
270	1	< 0.1%
255	1	< 0.1%
253	1	< 0.1%
244	1	< 0.1%
241	1	< 0.1%
240	1	< 0.1%
238	1	< 0.1%
236	1	< 0.1%
235	1	< 0.1%

dbp
Real number (ℝ)

HIGH CORRELATION

Distinct	127
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.052627

Minimum	32
Maximum	185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	32
5-th percentile	60
Q1	70
median	76
Q3	82
95-th percentile	92
Maximum	185
Range	153
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.8893654
Coefficient of variation (CV)	0.13003318
Kurtosis	0.89150383
Mean	76.052627
Median Absolute Deviation (MAD)	6
Skewness	0.4000338
Sum	75394468
Variance	97.799547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	123156	12.4%
70	111699	11.3%
78	44628	4.5%
60	41253	4.2%
72	33644	3.4%
75	32575	3.3%
76	31976	3.2%
74	31773	3.2%
82	27195	2.7%
90	25959	2.6%
Other values (117)	487488	49.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32	1	< 0.1%
33	1	< 0.1%
34	1	< 0.1%
36	2	< 0.1%
37	3	< 0.1%
38	1	< 0.1%
39	3	< 0.1%
40	14	< 0.1%
41	7	< 0.1%
42	12	< 0.1%

Value	Count	Frequency (%)
185	1	< 0.1%
181	1	< 0.1%
180	1	< 0.1%
170	1	< 0.1%
164	1	< 0.1%
163	1	< 0.1%
160	2	< 0.1%
156	2	< 0.1%
154	2	< 0.1%
153	2	< 0.1%

blds
Real number (ℝ)

Distinct	498
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.42445

Minimum	25
Maximum	852
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	25
5-th percentile	79
Q1	88
median	96
Q3	105
95-th percentile	137
Maximum	852
Range	827
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	24.17996
Coefficient of variation (CV)	0.24077762
Kurtosis	40.470487
Mean	100.42445
Median Absolute Deviation (MAD)	8
Skewness	4.6173775
Sum	99555374
Variance	584.67045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	35243	3.6%
92	35227	3.6%
95	35190	3.5%
94	35173	3.5%
91	34389	3.5%
96	33814	3.4%
90	33754	3.4%
97	32981	3.3%
89	32178	3.2%
98	31902	3.2%
Other values (488)	651495	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	1	< 0.1%
30	1	< 0.1%
32	1	< 0.1%
33	2	< 0.1%
34	2	< 0.1%
36	2	< 0.1%
37	1	< 0.1%
38	4	< 0.1%
39	1	< 0.1%
40	1	< 0.1%

Value	Count	Frequency (%)
852	1	< 0.1%
801	1	< 0.1%
800	1	< 0.1%
784	1	< 0.1%
769	1	< 0.1%
741	1	< 0.1%
685	1	< 0.1%
663	1	< 0.1%
638	1	< 0.1%
629	2	< 0.1%

tot_chole
Real number (ℝ)

HIGH CORRELATION

Distinct	474
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195.55702

Minimum	30
Maximum	2344
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	30
5-th percentile	137
Q1	169
median	193
Q3	219
95-th percentile	261
Maximum	2344
Range	2314
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	38.660155
Coefficient of variation (CV)	0.19769249
Kurtosis	49.462386
Mean	195.55702
Median Absolute Deviation (MAD)	25
Skewness	1.5568817
Sum	1.9386467 × 10⁸
Variance	1494.6076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
199	11079	1.1%
184	10873	1.1%
189	10857	1.1%
190	10825	1.1%
188	10796	1.1%
197	10775	1.1%
187	10746	1.1%
192	10746	1.1%
196	10723	1.1%
186	10717	1.1%
Other values (464)	883209	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	1	< 0.1%
45	1	< 0.1%
54	1	< 0.1%
55	1	< 0.1%
57	3	< 0.1%
58	1	< 0.1%
59	1	< 0.1%
60	1	< 0.1%
62	1	< 0.1%
63	2	< 0.1%

Value	Count	Frequency (%)
2344	1	< 0.1%
2196	1	< 0.1%
2067	1	< 0.1%
2046	1	< 0.1%
2033	1	< 0.1%
1815	1	< 0.1%
1736	1	< 0.1%
1619	1	< 0.1%
1605	1	< 0.1%
1575	1	< 0.1%

hdl_chole
Real number (ℝ)

SKEWED

Distinct	223
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.9368

Minimum	1
Maximum	8110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	36
Q1	46
median	55
Q3	66
95-th percentile	84
Maximum	8110
Range	8109
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	17.238479
Coefficient of variation (CV)	0.30276515
Kurtosis	48094.155
Mean	56.9368
Median Absolute Deviation (MAD)	10
Skewness	104.57764
Sum	56444069
Variance	297.16516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	29602	3.0%
52	28335	2.9%
53	28323	2.9%
51	28126	2.8%
54	27952	2.8%
49	27869	2.8%
48	27428	2.8%
55	27092	2.7%
56	26827	2.7%
47	26476	2.7%
Other values (213)	713316	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	7	< 0.1%
3	3	< 0.1%
4	5	< 0.1%
5	2	< 0.1%
6	6	< 0.1%
7	12	< 0.1%
8	6	< 0.1%
9	11	< 0.1%
10	15	< 0.1%

Value	Count	Frequency (%)
8110	1	< 0.1%
1206	1	< 0.1%
933	1	< 0.1%
797	1	< 0.1%
727	1	< 0.1%
701	1	< 0.1%
697	1	< 0.1%
677	1	< 0.1%
658	1	< 0.1%
636	1	< 0.1%

ldl_chole
Real number (ℝ)

HIGH CORRELATION

Distinct	432
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.03769

Minimum	1
Maximum	5119
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	60
Q1	89
median	111
Q3	135
95-th percentile	172
Maximum	5119
Range	5118
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	35.842812
Coefficient of variation (CV)	0.31708726
Kurtosis	481.28298
Mean	113.03769
Median Absolute Deviation (MAD)	23
Skewness	5.2517394
Sum	1.1205946 × 10⁸
Variance	1284.7072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109	11824	1.2%
104	11795	1.2%
107	11782	1.2%
110	11773	1.2%
102	11740	1.2%
112	11656	1.2%
115	11631	1.2%
108	11611	1.2%
105	11607	1.2%
106	11597	1.2%
Other values (422)	874330	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	81	< 0.1%
2	13	< 0.1%
3	13	< 0.1%
4	11	< 0.1%
5	20	< 0.1%
6	23	< 0.1%
7	29	< 0.1%
8	40	< 0.1%
9	31	< 0.1%
10	39	< 0.1%

Value	Count	Frequency (%)
5119	1	< 0.1%
2254	1	< 0.1%
2114	1	< 0.1%
2111	1	< 0.1%
2043	1	< 0.1%
2026	1	< 0.1%
1933	1	< 0.1%
1798	1	< 0.1%
1750	1	< 0.1%
1696	1	< 0.1%

triglyceride
Real number (ℝ)

Distinct	1657
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.14175

Minimum	1
Maximum	9490
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	46
Q1	73
median	106
Q3	159
95-th percentile	297
Maximum	9490
Range	9489
Interquartile range (IQR)	86

Descriptive statistics

Standard deviation	102.19698
Coefficient of variation (CV)	0.77338906
Kurtosis	175.38524
Mean	132.14175
Median Absolute Deviation (MAD)	39
Skewness	6.5293729
Sum	1.309982 × 10⁸
Variance	10444.224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	8236	0.8%
78	8207	0.8%
79	8178	0.8%
69	8139	0.8%
70	8131	0.8%
76	8122	0.8%
68	8120	0.8%
82	8102	0.8%
75	8096	0.8%
77	8095	0.8%
Other values (1647)	909920	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	10	< 0.1%
8	7	< 0.1%
9	11	< 0.1%
10	8	< 0.1%

Value	Count	Frequency (%)
9490	1	< 0.1%
6430	1	< 0.1%
6173	1	< 0.1%
5236	1	< 0.1%
4164	1	< 0.1%
4000	1	< 0.1%
3858	1	< 0.1%
3848	1	< 0.1%
3830	1	< 0.1%
3771	1	< 0.1%

hemoglobin
Real number (ℝ)

HIGH CORRELATION

Distinct	190
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.229824

Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	11.7
Q1	13.2
median	14.3
Q3	15.4
95-th percentile	16.6
Maximum	25
Range	24
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.5849287
Coefficient of variation (CV)	0.11138077
Kurtosis	0.71137942
Mean	14.229824
Median Absolute Deviation (MAD)	1.1
Skewness	-0.3839878
Sum	14106679
Variance	2.5119991
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.5	23297	2.4%
14	23108	2.3%
13.6	23093	2.3%
13.4	22946	2.3%
13.8	22781	2.3%
13.3	22734	2.3%
13.9	22635	2.3%
15	22600	2.3%
13.7	22591	2.3%
14.8	22181	2.2%
Other values (180)	763380	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2.8	1	< 0.1%
3.7	3	< 0.1%
3.8	1	< 0.1%
3.9	3	< 0.1%
4	4	< 0.1%
4.1	2	< 0.1%
4.2	4	< 0.1%
4.3	3	< 0.1%
4.4	2	< 0.1%

Value	Count	Frequency (%)
25	2	< 0.1%
24.2	1	< 0.1%
23.9	1	< 0.1%
23.6	1	< 0.1%
23.3	1	< 0.1%
22.7	1	< 0.1%
22.1	1	< 0.1%
22	1	< 0.1%
21.8	1	< 0.1%
21.7	2	< 0.1%

urine_protein
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0942244

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	6
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.43772355
Coefficient of variation (CV)	0.40003087
Kurtosis	36.899552
Mean	1.0942244
Median Absolute Deviation (MAD)	0
Skewness	5.6724908
Sum	1084755
Variance	0.19160191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	935175	94.3%
2	30850	3.1%
3	16405	1.7%
4	6427	0.6%
5	1977	0.2%
6	512	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	935175	94.3%
2	30850	3.1%
3	16405	1.7%
4	6427	0.6%
5	1977	0.2%
6	512	0.1%

Value	Count	Frequency (%)
6	512	0.1%
5	1977	0.2%
4	6427	0.6%
3	16405	1.7%
2	30850	3.1%
1	935175	94.3%

serum_creatinine
Real number (ℝ)

SKEWED

Distinct	183
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.86046668

Minimum	0.1
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	0.7
median	0.8
Q3	1
95-th percentile	1.2
Maximum	98
Range	97.9
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.48053042
Coefficient of variation (CV)	0.55845326
Kurtosis	19089.83
Mean	0.86046668
Median Absolute Deviation (MAD)	0.1
Skewness	111.02206
Sum	853020.2
Variance	0.23090948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	194902	19.7%
0.9	180626	18.2%
0.7	164293	16.6%
1	140743	14.2%
0.6	109236	11.0%
1.1	86355	8.7%
1.2	40744	4.1%
0.5	38932	3.9%
1.3	15160	1.5%
0.4	6050	0.6%
Other values (173)	14305	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	425	< 0.1%
0.2	99	< 0.1%
0.3	597	0.1%
0.4	6050	0.6%
0.5	38932	3.9%
0.6	109236	11.0%
0.7	164293	16.6%
0.8	194902	19.7%
0.9	180626	18.2%
1	140743	14.2%

Value	Count	Frequency (%)
98	2	< 0.1%
96	2	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
87	1	< 0.1%
85	1	< 0.1%
81	1	< 0.1%
80	1	< 0.1%
79	1	< 0.1%

sgot_ast
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	568
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.989308

Minimum	1
Maximum	9999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	15
Q1	19
median	23
Q3	28
95-th percentile	46
Maximum	9999
Range	9998
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	23.493386
Coefficient of variation (CV)	0.90396349
Kurtosis	50432.651
Mean	25.989308
Median Absolute Deviation (MAD)	5
Skewness	150.49169
Sum	25764397
Variance	551.93919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	64900	6.5%
21	63845	6.4%
19	62846	6.3%
22	61195	6.2%
18	58423	5.9%
23	57642	5.8%
24	52476	5.3%
17	50161	5.1%
25	47304	4.8%
26	41665	4.2%
Other values (558)	430889	43.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	14	< 0.1%
2	19	< 0.1%
3	16	< 0.1%
4	28	< 0.1%
5	39	< 0.1%
6	70	< 0.1%
7	131	< 0.1%
8	297	< 0.1%
9	580	0.1%
10	1708	0.2%

Value	Count	Frequency (%)
9999	1	< 0.1%
7000	2	< 0.1%
3742	1	< 0.1%
3440	1	< 0.1%
3235	1	< 0.1%
2670	1	< 0.1%
1962	1	< 0.1%
1911	1	< 0.1%
1870	1	< 0.1%
1686	1	< 0.1%

sgot_alt
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	594
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.755051

Minimum	1
Maximum	7210
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	15
median	20
Q3	29
95-th percentile	59
Maximum	7210
Range	7209
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	26.308599
Coefficient of variation (CV)	1.0214928
Kurtosis	8615.9443
Mean	25.755051
Median Absolute Deviation (MAD)	7
Skewness	50.038872
Sum	25532167
Variance	692.1424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	47841	4.8%
16	47260	4.8%
14	47175	4.8%
17	46075	4.6%
18	44336	4.5%
13	44024	4.4%
19	41894	4.2%
12	40938	4.1%
20	38803	3.9%
21	36256	3.7%
Other values (584)	556744	56.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	31	< 0.1%
2	60	< 0.1%
3	186	< 0.1%
4	567	0.1%
5	1636	0.2%
6	3259	0.3%
7	6591	0.7%
8	12212	1.2%
9	18937	1.9%
10	31707	3.2%

Value	Count	Frequency (%)
7210	1	< 0.1%
4633	1	< 0.1%
3807	1	< 0.1%
3517	1	< 0.1%
3307	1	< 0.1%
2981	1	< 0.1%
2698	1	< 0.1%
2535	1	< 0.1%
2530	1	< 0.1%
2309	1	< 0.1%

gamma_gtp
Real number (ℝ)

HIGH CORRELATION

Distinct	940
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.136347

Minimum	1
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	16
median	23
Q3	39
95-th percentile	105
Maximum	999
Range	998
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	50.424153
Coefficient of variation (CV)	1.3578113
Kurtosis	97.042135
Mean	37.136347
Median Absolute Deviation (MAD)	9
Skewness	7.7185093
Sum	36814969
Variance	2542.5952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	41158	4.2%
15	40932	4.1%
13	39919	4.0%
16	39750	4.0%
17	37763	3.8%
12	36681	3.7%
18	35756	3.6%
19	33419	3.4%
11	31565	3.2%
20	31362	3.2%
Other values (930)	623041	62.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	16	< 0.1%
2	31	< 0.1%
3	206	< 0.1%
4	239	< 0.1%
5	621	0.1%
6	1623	0.2%
7	3493	0.4%
8	8202	0.8%
9	14181	1.4%
10	25643	2.6%

Value	Count	Frequency (%)
999	239	< 0.1%
998	1	< 0.1%
997	1	< 0.1%
996	2	< 0.1%
994	2	< 0.1%
993	4	< 0.1%
992	2	< 0.1%
991	1	< 0.1%
990	5	< 0.1%
989	2	< 0.1%

smk_stat_type_cd
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

1.0	602441
3.0	213954
2.0	174951

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2974038
Distinct characters	5
Distinct categories	2 ?
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	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	3.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	602441	60.8%
3.0	213954	21.6%
2.0	174951	17.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	602441	60.8%
3.0	213954	21.6%
2.0	174951	17.6%

Most occurring characters

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	602441	20.3%
3	213954	7.2%
2	174951	5.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1982692	66.7%
Other Punctuation	991346	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	991346	50.0%
1	602441	30.4%
3	213954	10.8%
2	174951	8.8%

Other Punctuation

Value	Count	Frequency (%)
.	991346	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2974038	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	602441	20.3%
3	213954	7.2%
2	174951	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2974038	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	991346	33.3%
0	991346	33.3%
1	602441	20.3%
3	213954	7.2%
2	174951	5.9%

drk_yn
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

0	495858
1	495488

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	991346
Distinct characters	2
Distinct categories	1 ?
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	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	495858	50.0%
1	495488	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	495858	50.0%
1	495488	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	495858	50.0%
1	495488	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	991346	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	495858	50.0%
1	495488	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	991346	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	495858	50.0%
1	495488	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	991346	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	495858	50.0%
1	495488	50.0%

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other 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)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other 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)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other 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)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions