Dataset info
Number of variables | 10 |
---|---|
Number of observations | 625 |
Missing cells | 0 (0.0%) |
Duplicate rows | 0 (0.0%) |
Total size in memory | 49.0 KiB |
Average record size in memory | 80.2 B |
Variables types
Numeric | 6 |
---|---|
Categorical | 1 |
Boolean | 2 |
Date | 0 |
URL | 0 |
Text (Unique) | 1 |
Rejected | 0 |
Unsupported | 0 |
Warnings
IAH has 31 (5.0%) zeros | Zeros |
Age
Numeric
Distinct count | 63 |
---|---|
Unique (%) | 10.1% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 49.4432 |
---|---|
Minimum | 20 |
Maximum | 88 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 20 |
---|---|
5-th percentile | 32 |
Q1 | 40 |
Median | 49 |
Q3 | 59 |
95-th percentile | 70 |
Maximum | 88 |
Range | 68 |
Interquartile range | 19 |
Descriptive statistics
Standard deviation | 12.36272271 |
---|---|
Coef of variation | 0.2500388873 |
Kurtosis | -0.4652701576 |
Mean | 49.4432 |
MAD | 10.20209152 |
Skewness | 0.225299668 |
Sum | 30902 |
Variance | 152.8369128 |
Memory size | 5.0 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[20. 28.5 31.5 66.5 71.5 88. ], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
51 | 25 | 4.0% | |
40 | 23 | 3.7% | |
49 | 23 | 3.7% | |
48 | 22 | 3.5% | |
47 | 20 | 3.2% | |
53 | 19 | 3.0% | |
39 | 19 | 3.0% | |
34 | 19 | 3.0% | |
41 | 18 | 2.9% | |
35 | 18 | 2.9% | |
Other values (53) | 419 | 67.0% |
Minimum 5 values
Value | Count | Frequency (%) | |
20 | 1 | 0.2% | |
21 | 2 | 0.3% | |
22 | 1 | 0.2% | |
23 | 1 | 0.2% | |
25 | 2 | 0.3% |
Maximum 5 values
Value | Count | Frequency (%) | |
88 | 1 | 0.2% | |
85 | 1 | 0.2% | |
83 | 1 | 0.2% | |
82 | 1 | 0.2% | |
81 | 1 | 0.2% |
BMI
Numeric
Distinct count | 511 |
---|---|
Unique (%) | 81.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 29.82012404 |
---|---|
Minimum | 18.28989483 |
Maximum | 63.65495158 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 18.28989483 |
---|---|
5-th percentile | 22.8359091 |
Q1 | 26.03749399 |
Median | 28.73174689 |
Q3 | 32.65306122 |
95-th percentile | 40.01211018 |
Maximum | 63.65495158 |
Range | 45.36505675 |
Interquartile range | 6.615567233 |
Descriptive statistics
Standard deviation | 5.578711104 |
---|---|
Coef of variation | 0.1870787357 |
Kurtosis | 2.783987687 |
Mean | 29.82012404 |
MAD | 4.273656361 |
Skewness | 1.185935217 |
Sum | 18637.57753 |
Variance | 31.12201758 |
Memory size | 5.0 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[18.28989483 21.22962139 23.12264698 28.07198055 28.0894493 ... 29.0692818 32.9573346 38.60307546 43.36318535 63.65495158], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
29.06574394 | 4 | 0.6% | |
29.75778547 | 4 | 0.6% | |
29.62962963 | 4 | 0.6% | |
26.12244898 | 3 | 0.5% | |
28.08901095 | 3 | 0.5% | |
32.40740741 | 3 | 0.5% | |
26.42356982 | 3 | 0.5% | |
24.69135802 | 3 | 0.5% | |
25.60553633 | 3 | 0.5% | |
23.14814815 | 3 | 0.5% | |
Other values (501) | 592 | 94.7% |
Minimum 5 values
Value | Count | Frequency (%) | |
18.28989483 | 1 | 0.2% | |
18.59012493 | 1 | 0.2% | |
19.13265306 | 1 | 0.2% | |
20.02884153 | 1 | 0.2% | |
20.0617284 | 1 | 0.2% |
Maximum 5 values
Value | Count | Frequency (%) | |
63.65495158 | 1 | 0.2% | |
52.29855372 | 1 | 0.2% | |
49.69135802 | 1 | 0.2% | |
49.2138988 | 1 | 0.2% | |
49.01297999 | 1 | 0.2% |
Cervical
Numeric
Distinct count | 24 |
---|---|
Unique (%) | 3.8% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 40.628 |
---|---|
Minimum | 30 |
Maximum | 53 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 30 |
---|---|
5-th percentile | 34 |
Q1 | 38 |
Median | 41 |
Q3 | 43 |
95-th percentile | 47 |
Maximum | 53 |
Range | 23 |
Interquartile range | 5 |
Descriptive statistics
Standard deviation | 3.977049544 |
---|---|
Coef of variation | 0.09788937541 |
Kurtosis | -0.1686578654 |
Mean | 40.628 |
MAD | 3.186432 |
Skewness | 0.0209242515 |
Sum | 25392.5 |
Variance | 15.81692308 |
Memory size | 5.0 KiB |
Histogram with fixed size bins (bins=24)
Histogram with variable size bins (bins=[30. 32.75 36.5 39.5 42.5 46.5 47.5 53. ], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
42 | 84 | 13.4% | |
40 | 68 | 10.9% | |
41 | 57 | 9.1% | |
38 | 46 | 7.4% | |
37 | 46 | 7.4% | |
43 | 44 | 7.0% | |
44 | 43 | 6.9% | |
39 | 38 | 6.1% | |
46 | 32 | 5.1% | |
45 | 31 | 5.0% | |
Other values (14) | 136 | 21.8% |
Minimum 5 values
Value | Count | Frequency (%) | |
30 | 1 | 0.2% | |
31 | 3 | 0.5% | |
32 | 2 | 0.3% | |
32.5 | 1 | 0.2% | |
33 | 20 | 3.2% |
Maximum 5 values
Value | Count | Frequency (%) | |
53 | 1 | 0.2% | |
52 | 3 | 0.5% | |
50 | 6 | 1.0% | |
49 | 4 | 0.6% | |
48 | 7 | 1.1% |
Gender==Man
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.3% |
Missing (%) | 0.0% |
Missing (n) | 0 |
1 | |
---|---|
0 |
Value | Count | Frequency (%) | |
1 | 450 | 72.0% | |
0 | 175 | 28.0% |
Gender==Woman
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.3% |
Missing (%) | 0.0% |
Missing (n) | 0 |
0 | |
---|---|
1 |
Value | Count | Frequency (%) | |
0 | 450 | 72.0% | |
1 | 175 | 28.0% |
Height
Numeric
Distinct count | 51 |
---|---|
Unique (%) | 8.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 171.368 |
---|---|
Minimum | 144 |
Maximum | 197 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 144 |
---|---|
5-th percentile | 155 |
Q1 | 165 |
Median | 171 |
Q3 | 178 |
95-th percentile | 187 |
Maximum | 197 |
Range | 53 |
Interquartile range | 13 |
Descriptive statistics
Standard deviation | 9.498090226 |
---|---|
Coef of variation | 0.05542510986 |
Kurtosis | -0.2631381769 |
Mean | 171.368 |
MAD | 7.6209664 |
Skewness | -0.1078131702 |
Sum | 107105 |
Variance | 90.21371795 |
Memory size | 5.0 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[144. 149.5 153.5 161.5 169.5 170.5 179.5 180.5 188.5 197. ], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
170 | 53 | 8.5% | |
180 | 49 | 7.8% | |
175 | 32 | 5.1% | |
165 | 27 | 4.3% | |
168 | 27 | 4.3% | |
174 | 27 | 4.3% | |
178 | 25 | 4.0% | |
172 | 24 | 3.8% | |
173 | 20 | 3.2% | |
169 | 19 | 3.0% | |
Other values (41) | 322 | 51.5% |
Minimum 5 values
Value | Count | Frequency (%) | |
144 | 1 | 0.2% | |
148 | 2 | 0.3% | |
149 | 1 | 0.2% | |
150 | 5 | 0.8% | |
151 | 3 | 0.5% |
Maximum 5 values
Value | Count | Frequency (%) | |
197 | 1 | 0.2% | |
196 | 1 | 0.2% | |
195 | 1 | 0.2% | |
194 | 1 | 0.2% | |
193 | 3 | 0.5% |
IAH
Numeric
Distinct count | 301 |
---|---|
Unique (%) | 48.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 20.379296 |
---|---|
Minimum | 0 |
Maximum | 108.6 |
Zeros (%) | 5.0% |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 0.46 |
Q1 | 6.3 |
Median | 14.4 |
Q3 | 30 |
95-th percentile | 58.14 |
Maximum | 108.6 |
Range | 108.6 |
Interquartile range | 23.7 |
Descriptive statistics
Standard deviation | 18.64298193 |
---|---|
Coef of variation | 0.9148000955 |
Kurtosis | 2.527687041 |
Mean | 20.379296 |
MAD | 14.51971768 |
Skewness | 1.459641722 |
Sum | 12737.06 |
Variance | 347.5607751 |
Memory size | 5.0 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 0.2 1.95 11.85 38.15 65.5 108.6 ], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
0 | 31 | 5.0% | |
30 | 11 | 1.8% | |
11 | 10 | 1.6% | |
3 | 9 | 1.4% | |
9 | 9 | 1.4% | |
10 | 8 | 1.3% | |
22 | 7 | 1.1% | |
34 | 7 | 1.1% | |
15 | 7 | 1.1% | |
20 | 7 | 1.1% | |
Other values (291) | 519 | 83.0% |
Minimum 5 values
Value | Count | Frequency (%) | |
0 | 31 | 5.0% | |
0.4 | 1 | 0.2% | |
0.7 | 3 | 0.5% | |
0.8 | 1 | 0.2% | |
1 | 2 | 0.3% |
Maximum 5 values
Value | Count | Frequency (%) | |
108.6 | 1 | 0.2% | |
108.4 | 1 | 0.2% | |
102 | 1 | 0.2% | |
87 | 1 | 0.2% | |
84.8 | 1 | 0.2% |
Patient
Categorical, Unique
First 5 values |
---|
P0002 |
P0004 |
P0005 |
P0006 |
P0007 |
Last 5 values |
---|
P0679 |
P0680 |
P0682 |
P0683 |
P9999 |
First 5 values
Value | Count | Frequency (%) | |
P0002 | 1 | 0.2% | |
P0004 | 1 | 0.2% | |
P0005 | 1 | 0.2% | |
P0006 | 1 | 0.2% | |
P0007 | 1 | 0.2% |
Last 5 values
Value | Count | Frequency (%) | |
P9999 | 1 | 0.2% | |
P0683 | 1 | 0.2% | |
P0682 | 1 | 0.2% | |
P0680 | 1 | 0.2% | |
P0679 | 1 | 0.2% |
Smoker
Categorical
Distinct count | 4 |
---|---|
Unique (%) | 0.6% |
Missing (%) | 0.0% |
Missing (n) | 0 |
0 | |
---|---|
3 | |
1 |
Value | Count | Frequency (%) | |
0 | 351 | 56.2% | |
3 | 154 | 24.6% | |
1 | 113 | 18.1% | |
2 | 7 | 1.1% |
Max length | 3 |
---|---|
Mean length | 3 |
Min length | 3 |
Contains chars | False |
Contains digits | True |
Contains spaces | False |
Contains non-words | True |
Weight
Numeric
Distinct count | 88 |
---|---|
Unique (%) | 14.1% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 87.6928 |
---|---|
Minimum | 48 |
Maximum | 165 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 48 |
---|---|
5-th percentile | 63 |
Q1 | 75 |
Median | 86 |
Q3 | 98 |
95-th percentile | 120 |
Maximum | 165 |
Range | 117 |
Interquartile range | 23 |
Descriptive statistics
Standard deviation | 18.27194052 |
---|---|
Coef of variation | 0.2083630642 |
Kurtosis | 1.584539311 |
Mean | 87.6928 |
MAD | 14.03008512 |
Skewness | 0.910961397 |
Sum | 54808 |
Variance | 333.8638103 |
Memory size | 5.0 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 48. 59.5 64.5 79.5 80.5 100.5 104.5 105.5 120.5 165. ], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
80 | 35 | 5.6% | |
86 | 22 | 3.5% | |
90 | 20 | 3.2% | |
85 | 20 | 3.2% | |
78 | 19 | 3.0% | |
70 | 19 | 3.0% | |
105 | 18 | 2.9% | |
75 | 17 | 2.7% | |
100 | 17 | 2.7% | |
95 | 16 | 2.6% | |
Other values (78) | 422 | 67.5% |
Minimum 5 values
Value | Count | Frequency (%) | |
48 | 1 | 0.2% | |
50 | 2 | 0.3% | |
52 | 1 | 0.2% | |
53 | 1 | 0.2% | |
54 | 2 | 0.3% |
Maximum 5 values
Value | Count | Frequency (%) | |
165 | 1 | 0.2% | |
162 | 1 | 0.2% | |
161 | 1 | 0.2% | |
160 | 1 | 0.2% | |
149 | 1 | 0.2% |
First rows
Age | BMI | Cervical | Gender==Man | Gender==Woman | Height | IAH | Patient | Smoker | Weight | |
---|---|---|---|---|---|---|---|---|---|---|
0 | 56.0 | 39.305060 | 48.0 | 1 | 0 | 174.0 | 29.6 | P0002 | 3.0 | 119.0 |
1 | 39.0 | 27.636054 | 42.0 | 1 | 0 | 168.0 | 19.7 | P0004 | 0.0 | 78.0 |
2 | 32.0 | 26.729927 | 40.0 | 1 | 0 | 173.0 | 9.0 | P0005 | 0.0 | 80.0 |
3 | 32.0 | 30.193906 | 42.0 | 1 | 0 | 190.0 | 2.0 | P0006 | 0.0 | 109.0 |
4 | 39.0 | 30.110991 | 42.0 | 1 | 0 | 169.0 | 34.0 | P0007 | 0.0 | 86.0 |
5 | 47.0 | 49.012980 | 44.0 | 1 | 0 | 172.0 | 60.0 | P0008 | 0.0 | 145.0 |
6 | 40.0 | 26.446281 | 42.0 | 1 | 0 | 165.0 | 22.0 | P0009 | 0.0 | 72.0 |
7 | 28.0 | 24.691358 | 38.0 | 1 | 0 | 180.0 | 11.0 | P0010 | 0.0 | 80.0 |
8 | 50.0 | 20.028842 | 35.0 | 0 | 1 | 158.0 | 7.0 | P0014 | 3.0 | 50.0 |
9 | 62.0 | 22.600263 | 38.0 | 0 | 1 | 156.0 | 5.0 | P0015 | 3.0 | 55.0 |
Last rows
Age | BMI | Cervical | Gender==Man | Gender==Woman | Height | IAH | Patient | Smoker | Weight | |
---|---|---|---|---|---|---|---|---|---|---|
615 | 35.0 | 35.755956 | 44.0 | 0 | 1 | 163.0 | 108.6 | P0672 | 1.0 | 95.0 |
616 | 25.0 | 35.083030 | 40.0 | 0 | 1 | 173.0 | 4.6 | P0673 | 3.0 | 105.0 |
617 | 57.0 | 28.089011 | 42.0 | 1 | 0 | 179.0 | 33.0 | P0674 | 0.0 | 90.0 |
618 | 49.0 | 25.559329 | 34.0 | 0 | 1 | 169.0 | 4.7 | P0675 | 3.0 | 73.0 |
619 | 83.0 | 25.648918 | 40.0 | 1 | 0 | 171.0 | 27.9 | P0676 | 0.0 | 75.0 |
620 | 64.0 | 30.119376 | 39.0 | 0 | 1 | 165.0 | 36.3 | P0677 | 1.0 | 82.0 |
621 | 35.0 | 32.407407 | 45.0 | 1 | 0 | 180.0 | 9.2 | P0679 | 0.0 | 105.0 |
622 | 50.0 | 27.777778 | 42.0 | 1 | 0 | 180.0 | 52.2 | P0680 | 0.0 | 90.0 |
623 | 57.0 | 24.538965 | 35.0 | 0 | 1 | 164.0 | 5.4 | P0682 | 3.0 | 66.0 |
624 | 60.0 | 26.346494 | 35.0 | 0 | 1 | 163.0 | 31.9 | P0683 | 1.0 | 70.0 |