colic

Dataset statistics

Number of variables	20
Number of observations	368
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	11
Duplicate rows (%)	3.0%
Total size in memory	57.6 KiB
Average record size in memory	160.3 B

Variable types

NUM	13
CAT	5
BOOL	2

Reproduction

Analysis started	2020-08-25 01:18:12.667401
Analysis finished	2020-08-25 01:18:38.765757
Duration	26.1 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 11 (3.0%) duplicate rows	Duplicates
`rectal_examination` has 128 (34.8%) zeros	Zeros
`temp_extremities` has 65 (17.7%) zeros	Zeros
`abdominal_distension` has 65 (17.7%) zeros	Zeros
`pulse` has 13 (3.5%) zeros	Zeros
`respiratory_rate` has 4 (1.1%) zeros	Zeros
`abdomen` has 143 (38.9%) zeros	Zeros
`pain` has 63 (17.1%) zeros	Zeros
`mucous_membranes` has 48 (13.0%) zeros	Zeros
`peristalsis` has 52 (14.1%) zeros	Zeros

surgery
Categorical

Distinct count	3
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

2	214
1	152
0	2

Value	Count	Frequency (%)
2	214	58.2%
1	152	41.3%
0	2	0.5%

Length

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

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

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

Most occurring characters

Value	Count	Frequency (%)
2	214	58.2%
1	152	41.3%
0	2	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	368	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	214	58.2%
1	152	41.3%
0	2	0.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	368	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
2	214	58.2%
1	152	41.3%
0	2	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	368	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	214	58.2%
1	152	41.3%
0	2	0.5%

nasogastric_reflux
Categorical

Distinct count	4
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

3	141
2	133
1	49
0	45

Value	Count	Frequency (%)
3	141	38.3%
2	133	36.1%
1	49	13.3%
0	45	12.2%

Length

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

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

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

Most occurring characters

Value	Count	Frequency (%)
3	141	38.3%
2	133	36.1%
1	49	13.3%
0	45	12.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	368	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	141	38.3%
2	133	36.1%
1	49	13.3%
0	45	12.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	368	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	141	38.3%
2	133	36.1%
1	49	13.3%
0	45	12.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	368	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	141	38.3%
2	133	36.1%
1	49	13.3%
0	45	12.2%

capillary_refill_time
Categorical

Distinct count	4
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

1	232
0	96
2	38
3	2

Value	Count	Frequency (%)
1	232	63.0%
0	96	26.1%
2	38	10.3%
3	2	0.5%

Length

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

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

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

Most occurring characters

Value	Count	Frequency (%)
1	232	63.0%
0	96	26.1%
2	38	10.3%
3	2	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	368	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	232	63.0%
0	96	26.1%
2	38	10.3%
3	2	0.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	368	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	232	63.0%
0	96	26.1%
2	38	10.3%
3	2	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	368	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	232	63.0%
0	96	26.1%
2	38	10.3%
3	2	0.5%

Age
Boolean

Distinct count	2
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

0	340
1	28

Frequency Table

Value	Count	Frequency (%)
0	340	92.4%
1	28	7.6%

rectal_examination
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.4483695652173914
Minimum	0
Maximum	4
Zeros	128
Zeros (%)	34.8%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.460673412
Coefficient of variation (CV)	1.008494964
Kurtosis	-0.8728684877
Mean	1.448369565
Median Absolute Deviation (MAD)	1
Skewness	0.6985231946
Sum	533
Variance	2.133566817

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	128	34.8%
1	97	26.4%
4	68	18.5%
2	61	16.6%
3	14	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	128	34.8%
1	97	26.4%
2	61	16.6%
3	14	3.8%
4	68	18.5%

Value	Count	Frequency (%)
4	68	18.5%
3	14	3.8%
2	61	16.6%
1	97	26.4%
0	128	34.8%

temp_extremities
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.0244565217391304
Minimum	0
Maximum	4
Zeros	65
Zeros (%)	17.7%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.218365246
Coefficient of variation (CV)	0.6018233699
Kurtosis	-0.7504029798
Mean	2.024456522
Median Absolute Deviation (MAD)	1
Skewness	-0.2832391007
Sum	745
Variance	1.484413873

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	135	36.7%
3	95	25.8%
0	65	17.7%
4	39	10.6%
1	34	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	17.7%
1	34	9.2%
2	135	36.7%
3	95	25.8%
4	39	10.6%

Value	Count	Frequency (%)
4	39	10.6%
3	95	25.8%
2	135	36.7%
1	34	9.2%
0	65	17.7%

abdomcentesis_total_protein
Real number (ℝ_≥0)

Distinct count	45
Unique (%)	12.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.057065217391305
Minimum	0
Maximum	44
Zeros	1
Zeros (%)	0.3%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	23
median	44
Q3	44
95-th percentile	44
Maximum	44
Range	44
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	15.06007965
Coefficient of variation (CV)	0.4422013333
Kurtosis	-0.5106037499
Mean	34.05706522
Median Absolute Deviation (MAD)	0
Skewness	-1.08555166
Sum	12533
Variance	226.805999

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
44	235	63.9%
11	33	9.0%
2	21	5.7%
26	5	1.4%
34	4	1.1%
16	4	1.1%
17	4	1.1%
23	3	0.8%
24	3	0.8%
28	3	0.8%
5	3	0.8%
41	3	0.8%
43	2	0.5%
14	2	0.5%
15	2	0.5%
3	2	0.5%
19	2	0.5%
20	2	0.5%
38	2	0.5%
36	2	0.5%
27	2	0.5%
12	2	0.5%
30	2	0.5%
31	2	0.5%
7	2	0.5%
Other values (20)	21	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	1	0.3%
2	21	5.7%
3	2	0.5%
4	1	0.3%
5	3	0.8%
6	1	0.3%
7	2	0.5%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
44	235	63.9%
43	2	0.5%
42	1	0.3%
41	3	0.8%
40	1	0.3%
39	1	0.3%
38	2	0.5%
37	1	0.3%
36	2	0.5%
35	1	0.3%

abdominal_distension
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.9375
Minimum	0
Maximum	4
Zeros	65
Zeros (%)	17.7%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.366754444
Coefficient of variation (CV)	0.7054216487
Kurtosis	-1.125814796
Mean	1.9375
Median Absolute Deviation (MAD)	1
Skewness	0.1777360651
Sum	713
Variance	1.868017711

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	101	27.4%
1	85	23.1%
4	75	20.4%
0	65	17.7%
3	42	11.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	17.7%
1	85	23.1%
2	101	27.4%
3	42	11.4%
4	75	20.4%

Value	Count	Frequency (%)
4	75	20.4%
3	42	11.4%
2	101	27.4%
1	85	23.1%
0	65	17.7%

pulse
Real number (ℝ_≥0)

ZEROS

Distinct count	55
Unique (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	31.589673913043477
Minimum	0
Maximum	54
Zeros	13
Zeros (%)	3.5%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	24
median	32
Q3	43
95-th percentile	54
Maximum	54
Range	54
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.7316635
Coefficient of variation (CV)	0.4663442725
Kurtosis	-0.4220147598
Mean	31.58967391
Median Absolute Deviation (MAD)	9
Skewness	-0.4414986853
Sum	11625
Variance	217.0219094

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
28	35	9.5%
35	33	9.0%
54	26	7.1%
23	21	5.7%
25	16	4.3%
24	15	4.1%
49	15	4.1%
31	14	3.8%
41	13	3.5%
0	13	3.5%
6	12	3.3%
45	11	3.0%
47	11	3.0%
32	9	2.4%
34	9	2.4%
52	8	2.2%
36	8	2.2%
38	7	1.9%
30	6	1.6%
43	5	1.4%
51	5	1.4%
44	5	1.4%
39	5	1.4%
1	5	1.4%
40	4	1.1%
Other values (30)	57	15.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	3.5%
1	5	1.4%
2	3	0.8%
3	1	0.3%
4	3	0.8%
5	3	0.8%
6	12	3.3%
7	2	0.5%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
54	26	7.1%
53	1	0.3%
52	8	2.2%
51	5	1.4%
50	4	1.1%
49	15	4.1%
48	3	0.8%
47	11	3.0%
46	2	0.5%
45	11	3.0%

respiratory_rate
Real number (ℝ_≥0)

ZEROS

Distinct count	41
Unique (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.779891304347824
Minimum	0
Maximum	40
Zeros	4
Zeros (%)	1.1%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	15
Q3	29.25
95-th percentile	40
Maximum	40
Range	40
Interquartile range (IQR)	22.25

Descriptive statistics

Standard deviation	13.29390789
Coefficient of variation (CV)	0.7078799164
Kurtosis	-1.100531028
Mean	18.7798913
Median Absolute Deviation (MAD)	8
Skewness	0.4772679485
Sum	6911
Variance	176.7279869

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
40	71	19.3%
7	35	9.5%
11	30	8.2%
1	27	7.3%
15	26	7.1%
5	26	7.1%
20	22	6.0%
19	20	5.4%
14	16	4.3%
16	12	3.3%
6	10	2.7%
28	10	2.7%
23	6	1.6%
22	5	1.4%
3	4	1.1%
0	4	1.1%
21	3	0.8%
39	3	0.8%
30	3	0.8%
18	3	0.8%
34	3	0.8%
24	2	0.5%
37	2	0.5%
9	2	0.5%
35	2	0.5%
Other values (16)	21	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	1.1%
1	27	7.3%
2	1	0.3%
3	4	1.1%
4	1	0.3%
5	26	7.1%
6	10	2.7%
7	35	9.5%
8	2	0.5%
9	2	0.5%

Value	Count	Frequency (%)
40	71	19.3%
39	3	0.8%
38	2	0.5%
37	2	0.5%
36	1	0.3%
35	2	0.5%
34	3	0.8%
33	1	0.3%
32	2	0.5%
31	2	0.5%

packed_cell_volume
Real number (ℝ_≥0)

Distinct count	55
Unique (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.467391304347824
Minimum	0
Maximum	54
Zeros	1
Zeros (%)	0.3%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	15.75
median	23
Q3	35
95-th percentile	54
Maximum	54
Range	54
Interquartile range (IQR)	19.25

Descriptive statistics

Standard deviation	13.9841881
Coefficient of variation (CV)	0.5283553616
Kurtosis	-0.520642263
Mean	26.4673913
Median Absolute Deviation (MAD)	9
Skewness	0.6369168649
Sum	9740
Variance	195.5575169

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
54	37	10.1%
13	22	6.0%
21	17	4.6%
23	17	4.6%
22	17	4.6%
28	16	4.3%
11	16	4.3%
18	14	3.8%
12	13	3.5%
25	13	3.5%
26	11	3.0%
20	11	3.0%
19	10	2.7%
15	10	2.7%
9	10	2.7%
24	9	2.4%
39	9	2.4%
16	9	2.4%
32	8	2.2%
30	7	1.9%
27	7	1.9%
33	6	1.6%
31	6	1.6%
35	6	1.6%
43	6	1.6%
Other values (30)	61	16.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	1	0.3%
2	1	0.3%
3	1	0.3%
4	1	0.3%
5	3	0.8%
6	2	0.5%
7	1	0.3%
8	4	1.1%
9	10	2.7%

Value	Count	Frequency (%)
54	37	10.1%
53	2	0.5%
52	2	0.5%
51	2	0.5%
50	1	0.3%
49	1	0.3%
48	1	0.3%
47	2	0.5%
46	4	1.1%
45	1	0.3%

nasogastric_tube
Categorical

Distinct count	4
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

0	131
3	121
1	89
2	27

Value	Count	Frequency (%)
0	131	35.6%
3	121	32.9%
1	89	24.2%
2	27	7.3%

Length

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

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

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

Most occurring characters

Value	Count	Frequency (%)
0	131	35.6%
3	121	32.9%
1	89	24.2%
2	27	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	368	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	131	35.6%
3	121	32.9%
1	89	24.2%
2	27	7.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	368	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	131	35.6%
3	121	32.9%
1	89	24.2%
2	27	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	368	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	131	35.6%
3	121	32.9%
1	89	24.2%
2	27	7.3%

total_protein
Real number (ℝ_≥0)

Distinct count	85
Unique (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	46.20652173913044
Minimum	0
Maximum	84
Zeros	1
Zeros (%)	0.3%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	30
median	44.5
Q3	62
95-th percentile	84
Maximum	84
Range	84
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	22.00311499
Coefficient of variation (CV)	0.4761906795
Kurtosis	-0.8284511848
Mean	46.20652174
Median Absolute Deviation (MAD)	15.5
Skewness	0.2241054885
Sum	17004
Variance	484.1370691

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
84	43	11.7%
52	17	4.6%
32	16	4.3%
47	15	4.1%
33	12	3.3%
27	11	3.0%
17	10	2.7%
42	10	2.7%
35	9	2.4%
34	9	2.4%
49	9	2.4%
29	8	2.2%
57	7	1.9%
30	7	1.9%
71	7	1.9%
28	6	1.6%
31	6	1.6%
66	6	1.6%
16	6	1.6%
23	5	1.4%
62	5	1.4%
15	5	1.4%
54	5	1.4%
46	5	1.4%
41	5	1.4%
Other values (60)	124	33.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	1	0.3%
2	1	0.3%
3	1	0.3%
4	1	0.3%
5	1	0.3%
6	1	0.3%
7	2	0.5%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
84	43	11.7%
83	1	0.3%
82	1	0.3%
81	1	0.3%
80	1	0.3%
79	1	0.3%
78	1	0.3%
77	2	0.5%
76	2	0.5%
75	1	0.3%

abdomen
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.377717391304348
Minimum	0
Maximum	5
Zeros	143
Zeros (%)	38.9%
Memory size	3.0 KiB

Quantile statistics

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

Descriptive statistics

Standard deviation	1.552441413
Coefficient of variation (CV)	1.12682138
Kurtosis	-0.04221692859
Mean	1.377717391
Median Absolute Deviation (MAD)	1
Skewness	1.036049217
Sum	507
Variance	2.41007434

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	143	38.9%
1	96	26.1%
2	55	14.9%
4	31	8.4%
5	24	6.5%
3	19	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	143	38.9%
1	96	26.1%
2	55	14.9%
3	19	5.2%
4	31	8.4%
5	24	6.5%

Value	Count	Frequency (%)
5	24	6.5%
4	31	8.4%
3	19	5.2%
2	55	14.9%
1	96	26.1%
0	143	38.9%

rectal_temperature
Real number (ℝ_≥0)

Distinct count	41
Unique (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.23641304347826
Minimum	0
Maximum	40
Zeros	1
Zeros (%)	0.3%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	16
median	21
Q3	30
95-th percentile	40
Maximum	40
Range	40
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.10037257
Coefficient of variation (CV)	0.4346786465
Kurtosis	-0.6709921366
Mean	23.23641304
Median Absolute Deviation (MAD)	5
Skewness	0.4197525787
Sum	8551
Variance	102.0175261

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
40	69	18.8%
18	34	9.2%
21	23	6.2%
20	23	6.2%
23	21	5.7%
16	21	5.7%
13	16	4.3%
19	15	4.1%
22	14	3.8%
24	14	3.8%
14	10	2.7%
15	10	2.7%
25	9	2.4%
17	9	2.4%
10	7	1.9%
28	6	1.6%
26	6	1.6%
11	6	1.6%
30	5	1.4%
9	5	1.4%
33	4	1.1%
31	4	1.1%
8	4	1.1%
12	4	1.1%
27	4	1.1%
Other values (16)	25	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	2	0.5%
2	1	0.3%
3	1	0.3%
4	2	0.5%
5	2	0.5%
6	1	0.3%
7	1	0.3%
8	4	1.1%
9	5	1.4%

Value	Count	Frequency (%)
40	69	18.8%
39	1	0.3%
38	2	0.5%
37	1	0.3%
36	1	0.3%
35	2	0.5%
34	1	0.3%
33	4	1.1%
32	3	0.8%
31	4	1.1%

pain
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.5625
Minimum	0
Maximum	5
Zeros	63
Zeros (%)	17.1%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.661031573
Coefficient of variation (CV)	0.648207443
Kurtosis	-1.196128504
Mean	2.5625
Median Absolute Deviation (MAD)	1
Skewness	-0.1944067246
Sum	943
Variance	2.759025886

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	82	22.3%
3	77	20.9%
0	63	17.1%
2	50	13.6%
1	49	13.3%
5	47	12.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	63	17.1%
1	49	13.3%
2	50	13.6%
3	77	20.9%
4	82	22.3%
5	47	12.8%

Value	Count	Frequency (%)
5	47	12.8%
4	82	22.3%
3	77	20.9%
2	50	13.6%
1	49	13.3%
0	63	17.1%

outcome
Categorical

Distinct count	4
Unique (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

3	225
1	89
2	52
0	2

Value	Count	Frequency (%)
3	225	61.1%
1	89	24.2%
2	52	14.1%
0	2	0.5%

Length

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

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

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

Most occurring characters

Value	Count	Frequency (%)
3	225	61.1%
1	89	24.2%
2	52	14.1%
0	2	0.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	368	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	225	61.1%
1	89	24.2%
2	52	14.1%
0	2	0.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	368	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	225	61.1%
1	89	24.2%
2	52	14.1%
0	2	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	368	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	225	61.1%
1	89	24.2%
2	52	14.1%
0	2	0.5%

mucous_membranes
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.5244565217391304
Minimum	0
Maximum	6
Zeros	48
Zeros (%)	13.0%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.046982155
Coefficient of variation (CV)	0.5807937032
Kurtosis	-1.070598147
Mean	3.524456522
Median Absolute Deviation (MAD)	2
Skewness	-0.452161328
Sum	1297
Variance	4.190135944

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	98	26.6%
6	81	22.0%
5	50	13.6%
0	48	13.0%
1	38	10.3%
2	28	7.6%
3	25	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48	13.0%
1	38	10.3%
2	28	7.6%
3	25	6.8%
4	98	26.6%
5	50	13.6%
6	81	22.0%

Value	Count	Frequency (%)
6	81	22.0%
5	50	13.6%
4	98	26.6%
3	25	6.8%
2	28	7.6%
1	38	10.3%
0	48	13.0%

peristalsis
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.0081521739130435
Minimum	0
Maximum	4
Zeros	52
Zeros (%)	14.1%
Memory size	3.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.214103703
Coefficient of variation (CV)	0.6045875004
Kurtosis	-1.195488635
Mean	2.008152174
Median Absolute Deviation (MAD)	1
Skewness	-0.291214938
Sum	739
Variance	1.474047802

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	154	41.8%
1	91	24.7%
0	52	14.1%
2	49	13.3%
4	22	6.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	52	14.1%
1	91	24.7%
2	49	13.3%
3	154	41.8%
4	22	6.0%

Value	Count	Frequency (%)
4	22	6.0%
3	154	41.8%
2	49	13.3%
1	91	24.7%
0	52	14.1%

target
Boolean

Distinct count	2
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

1	232
0	136

Frequency Table

Value	Count	Frequency (%)
1	232	63.0%
0	136	37.0%

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.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target
0	1	2	0	0	2	2	44	3	38	14	23	0	70	1	23	2	1	0	1	0
1	2	2	1	0	1	0	11	4	49	7	28	0	79	5	30	4	2	5	1	0
2	1	2	1	0	4	3	44	2	23	11	9	0	34	4	21	4	3	6	3	0
3	2	0	0	1	2	1	36	3	17	35	26	1	49	0	29	3	1	3	1	1
4	1	2	0	0	0	0	44	0	1	18	52	0	51	0	11	0	1	3	0	0
5	1	3	1	0	2	4	44	4	54	40	54	3	84	3	40	3	3	6	3	0
6	2	3	1	0	2	3	44	1	28	5	13	1	47	1	17	4	3	4	3	1
7	2	3	1	0	2	2	44	4	35	40	22	3	69	2	40	0	1	0	1	1
8	1	3	1	0	2	2	44	3	45	19	15	3	29	1	40	5	2	6	1	1
9	1	3	1	1	2	3	13	2	50	40	18	3	29	0	21	2	3	4	3	0

Last rows

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target
358	2	3	1	0	0	2	44	2	28	5	3	1	23	0	5	5	2	6	2	1
359	2	1	1	0	1	3	44	1	50	40	25	3	65	1	23	4	3	6	3	1
360	2	1	1	0	0	3	44	1	42	1	36	0	71	0	40	2	3	5	3	1
361	1	3	1	0	2	2	44	4	24	40	11	3	17	5	20	1	3	4	2	0
362	2	2	2	1	4	1	20	1	44	28	37	0	16	0	20	4	1	3	3	1
363	1	3	1	0	0	3	44	4	35	15	18	1	27	0	24	5	3	6	4	1
364	1	2	1	0	2	3	44	2	24	20	12	0	29	3	16	1	3	4	3	0
365	2	3	1	0	4	3	11	2	35	1	22	1	42	2	18	3	2	1	2	1
366	1	2	1	0	0	2	44	2	24	1	13	0	16	4	18	1	3	6	2	0
367	1	1	1	0	0	2	44	4	49	19	22	1	27	0	14	4	1	4	3	1

Most frequent

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target	count
0	1	1	1	0	0	2	44	4	49	19	22	1	27	0	14	4	1	4	3	1	2
1	1	3	0	0	1	2	44	3	0	40	54	3	84	1	23	5	2	2	3	0	2
2	1	3	1	0	4	1	44	2	28	15	26	1	72	4	13	0	3	6	4	0	2
3	2	1	0	0	1	2	44	1	47	15	25	3	52	2	22	5	1	2	3	1	2
4	2	1	0	0	1	2	44	3	0	15	30	2	33	2	40	2	3	5	1	1	2
5	2	1	1	0	4	3	16	2	31	11	32	3	52	0	19	5	1	2	3	1	2
6	2	2	2	0	0	0	44	0	54	40	54	0	84	0	40	0	3	0	0	1	2
7	2	2	2	1	4	1	20	1	44	28	37	0	16	0	20	4	1	3	3	1	2
8	2	3	0	0	0	2	44	3	54	11	46	1	55	0	18	2	1	3	0	1	2
9	2	3	0	0	1	2	44	4	40	5	39	3	52	1	40	3	1	2	3	1	2

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target
0	1	2	0	0	2	2	44	3	38	14	23	0	70	1	23	2	1	0	1	0
1	2	2	1	0	1	0	11	4	49	7	28	0	79	5	30	4	2	5	1	0
2	1	2	1	0	4	3	44	2	23	11	9	0	34	4	21	4	3	6	3	0
3	2	0	0	1	2	1	36	3	17	35	26	1	49	0	29	3	1	3	1	1
4	1	2	0	0	0	0	44	0	1	18	52	0	51	0	11	0	1	3	0	0
5	1	3	1	0	2	4	44	4	54	40	54	3	84	3	40	3	3	6	3	0
6	2	3	1	0	2	3	44	1	28	5	13	1	47	1	17	4	3	4	3	1
7	2	3	1	0	2	2	44	4	35	40	22	3	69	2	40	0	1	0	1	1
8	1	3	1	0	2	2	44	3	45	19	15	3	29	1	40	5	2	6	1	1
9	1	3	1	1	2	3	13	2	50	40	18	3	29	0	21	2	3	4	3	0

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target
358	2	3	1	0	0	2	44	2	28	5	3	1	23	0	5	5	2	6	2	1
359	2	1	1	0	1	3	44	1	50	40	25	3	65	1	23	4	3	6	3	1
360	2	1	1	0	0	3	44	1	42	1	36	0	71	0	40	2	3	5	3	1
361	1	3	1	0	2	2	44	4	24	40	11	3	17	5	20	1	3	4	2	0
362	2	2	2	1	4	1	20	1	44	28	37	0	16	0	20	4	1	3	3	1
363	1	3	1	0	0	3	44	4	35	15	18	1	27	0	24	5	3	6	4	1
364	1	2	1	0	2	3	44	2	24	20	12	0	29	3	16	1	3	4	3	0
365	2	3	1	0	4	3	11	2	35	1	22	1	42	2	18	3	2	1	2	1
366	1	2	1	0	0	2	44	2	24	1	13	0	16	4	18	1	3	6	2	0
367	1	1	1	0	0	2	44	4	49	19	22	1	27	0	14	4	1	4	3	1

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target	count
0	1	1	1	0	0	2	44	4	49	19	22	1	27	0	14	4	1	4	3	1	2
1	1	3	0	0	1	2	44	3	0	40	54	3	84	1	23	5	2	2	3	0	2
2	1	3	1	0	4	1	44	2	28	15	26	1	72	4	13	0	3	6	4	0	2
3	2	1	0	0	1	2	44	1	47	15	25	3	52	2	22	5	1	2	3	1	2
4	2	1	0	0	1	2	44	3	0	15	30	2	33	2	40	2	3	5	1	1	2
5	2	1	1	0	4	3	16	2	31	11	32	3	52	0	19	5	1	2	3	1	2
6	2	2	2	0	0	0	44	0	54	40	54	0	84	0	40	0	3	0	0	1	2
7	2	2	2	1	4	1	20	1	44	28	37	0	16	0	20	4	1	3	3	1	2
8	2	3	0	0	0	2	44	3	54	11	46	1	55	0	18	2	1	3	0	1	2
9	2	3	0	0	1	2	44	4	40	5	39	3	52	1	40	3	1	2	3	1	2

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target
0	1	2	0	0	2	2	44	3	38	14	23	0	70	1	23	2	1	0	1	0
1	2	2	1	0	1	0	11	4	49	7	28	0	79	5	30	4	2	5	1	0
2	1	2	1	0	4	3	44	2	23	11	9	0	34	4	21	4	3	6	3	0
3	2	0	0	1	2	1	36	3	17	35	26	1	49	0	29	3	1	3	1	1
4	1	2	0	0	0	0	44	0	1	18	52	0	51	0	11	0	1	3	0	0
5	1	3	1	0	2	4	44	4	54	40	54	3	84	3	40	3	3	6	3	0
6	2	3	1	0	2	3	44	1	28	5	13	1	47	1	17	4	3	4	3	1
7	2	3	1	0	2	2	44	4	35	40	22	3	69	2	40	0	1	0	1	1
8	1	3	1	0	2	2	44	3	45	19	15	3	29	1	40	5	2	6	1	1
9	1	3	1	1	2	3	13	2	50	40	18	3	29	0	21	2	3	4	3	0

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target
358	2	3	1	0	0	2	44	2	28	5	3	1	23	0	5	5	2	6	2	1
359	2	1	1	0	1	3	44	1	50	40	25	3	65	1	23	4	3	6	3	1
360	2	1	1	0	0	3	44	1	42	1	36	0	71	0	40	2	3	5	3	1
361	1	3	1	0	2	2	44	4	24	40	11	3	17	5	20	1	3	4	2	0
362	2	2	2	1	4	1	20	1	44	28	37	0	16	0	20	4	1	3	3	1
363	1	3	1	0	0	3	44	4	35	15	18	1	27	0	24	5	3	6	4	1
364	1	2	1	0	2	3	44	2	24	20	12	0	29	3	16	1	3	4	3	0
365	2	3	1	0	4	3	11	2	35	1	22	1	42	2	18	3	2	1	2	1
366	1	2	1	0	0	2	44	2	24	1	13	0	16	4	18	1	3	6	2	0
367	1	1	1	0	0	2	44	4	49	19	22	1	27	0	14	4	1	4	3	1

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target	count
0	1	1	1	0	0	2	44	4	49	19	22	1	27	0	14	4	1	4	3	1	2
1	1	3	0	0	1	2	44	3	0	40	54	3	84	1	23	5	2	2	3	0	2
2	1	3	1	0	4	1	44	2	28	15	26	1	72	4	13	0	3	6	4	0	2
3	2	1	0	0	1	2	44	1	47	15	25	3	52	2	22	5	1	2	3	1	2
4	2	1	0	0	1	2	44	3	0	15	30	2	33	2	40	2	3	5	1	1	2
5	2	1	1	0	4	3	16	2	31	11	32	3	52	0	19	5	1	2	3	1	2
6	2	2	2	0	0	0	44	0	54	40	54	0	84	0	40	0	3	0	0	1	2
7	2	2	2	1	4	1	20	1	44	28	37	0	16	0	20	4	1	3	3	1	2
8	2	3	0	0	0	2	44	3	54	11	46	1	55	0	18	2	1	3	0	1	2
9	2	3	0	0	1	2	44	4	40	5	39	3	52	1	40	3	1	2	3	1	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target
0	1	2	0	0	2	2	44	3	38	14	23	0	70	1	23	2	1	0	1	0
1	2	2	1	0	1	0	11	4	49	7	28	0	79	5	30	4	2	5	1	0
2	1	2	1	0	4	3	44	2	23	11	9	0	34	4	21	4	3	6	3	0
3	2	0	0	1	2	1	36	3	17	35	26	1	49	0	29	3	1	3	1	1
4	1	2	0	0	0	0	44	0	1	18	52	0	51	0	11	0	1	3	0	0
5	1	3	1	0	2	4	44	4	54	40	54	3	84	3	40	3	3	6	3	0
6	2	3	1	0	2	3	44	1	28	5	13	1	47	1	17	4	3	4	3	1
7	2	3	1	0	2	2	44	4	35	40	22	3	69	2	40	0	1	0	1	1
8	1	3	1	0	2	2	44	3	45	19	15	3	29	1	40	5	2	6	1	1
9	1	3	1	1	2	3	13	2	50	40	18	3	29	0	21	2	3	4	3	0

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target
358	2	3	1	0	0	2	44	2	28	5	3	1	23	0	5	5	2	6	2	1
359	2	1	1	0	1	3	44	1	50	40	25	3	65	1	23	4	3	6	3	1
360	2	1	1	0	0	3	44	1	42	1	36	0	71	0	40	2	3	5	3	1
361	1	3	1	0	2	2	44	4	24	40	11	3	17	5	20	1	3	4	2	0
362	2	2	2	1	4	1	20	1	44	28	37	0	16	0	20	4	1	3	3	1
363	1	3	1	0	0	3	44	4	35	15	18	1	27	0	24	5	3	6	4	1
364	1	2	1	0	2	3	44	2	24	20	12	0	29	3	16	1	3	4	3	0
365	2	3	1	0	4	3	11	2	35	1	22	1	42	2	18	3	2	1	2	1
366	1	2	1	0	0	2	44	2	24	1	13	0	16	4	18	1	3	6	2	0
367	1	1	1	0	0	2	44	4	49	19	22	1	27	0	14	4	1	4	3	1

	surgery	nasogastric_reflux	capillary_refill_time	Age	rectal_examination	temp_extremities	abdomcentesis_total_protein	abdominal_distension	pulse	respiratory_rate	packed_cell_volume	nasogastric_tube	total_protein	abdomen	rectal_temperature	pain	outcome	mucous_membranes	peristalsis	target	count
0	1	1	1	0	0	2	44	4	49	19	22	1	27	0	14	4	1	4	3	1	2
1	1	3	0	0	1	2	44	3	0	40	54	3	84	1	23	5	2	2	3	0	2
2	1	3	1	0	4	1	44	2	28	15	26	1	72	4	13	0	3	6	4	0	2
3	2	1	0	0	1	2	44	1	47	15	25	3	52	2	22	5	1	2	3	1	2
4	2	1	0	0	1	2	44	3	0	15	30	2	33	2	40	2	3	5	1	1	2
5	2	1	1	0	4	3	16	2	31	11	32	3	52	0	19	5	1	2	3	1	2
6	2	2	2	0	0	0	44	0	54	40	54	0	84	0	40	0	3	0	0	1	2
7	2	2	2	1	4	1	20	1	44	28	37	0	16	0	20	4	1	3	3	1	2
8	2	3	0	0	0	2	44	3	54	11	46	1	55	0	18	2	1	3	0	1	2
9	2	3	0	0	1	2	44	4	40	5	39	3	52	1	40	3	1	2	3	1	2