Dataset info
Number of variables | 8 |
---|---|
Number of observations | 275 |
Missing cells | 0 (0.0%) |
Duplicate rows | 0 (0.0%) |
Total size in memory | 17.3 KiB |
Average record size in memory | 64.5 B |
Variables types
Numeric | 4 |
---|---|
Categorical | 1 |
Boolean | 1 |
Date | 0 |
URL | 0 |
Text (Unique) | 1 |
Rejected | 1 |
Unsupported | 0 |
Age
Numeric
Distinct count | 53 |
---|---|
Unique (%) | 19.3% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 47.62181818 |
---|---|
Minimum | 22 |
Maximum | 80 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 22 |
---|---|
5-th percentile | 32 |
Q1 | 38 |
Median | 47 |
Q3 | 56.5 |
95-th percentile | 70 |
Maximum | 80 |
Range | 58 |
Interquartile range | 18.5 |
Descriptive statistics
Standard deviation | 12.23442986 |
---|---|
Coef of variation | 0.2569080797 |
Kurtosis | -0.562010199 |
Mean | 47.62181818 |
MAD | 10.08944132 |
Skewness | 0.4122193016 |
Sum | 13096 |
Variance | 149.6812741 |
Memory size | 2.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[22. 31.5 50.5 71.5 80. ], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
49 | 13 | 4.7% | |
48 | 12 | 4.4% | |
32 | 11 | 4.0% | |
42 | 11 | 4.0% | |
40 | 11 | 4.0% | |
34 | 10 | 3.6% | |
33 | 9 | 3.3% | |
35 | 9 | 3.3% | |
36 | 9 | 3.3% | |
39 | 9 | 3.3% | |
Other values (43) | 171 | 62.2% |
Minimum 5 values
Value | Count | Frequency (%) | |
22 | 1 | 0.4% | |
23 | 1 | 0.4% | |
25 | 1 | 0.4% | |
26 | 1 | 0.4% | |
29 | 6 | 2.2% |
Maximum 5 values
Value | Count | Frequency (%) | |
80 | 1 | 0.4% | |
78 | 1 | 0.4% | |
76 | 2 | 0.7% | |
75 | 2 | 0.7% | |
74 | 1 | 0.4% |
BMI
Numeric
Distinct count | 242 |
---|---|
Unique (%) | 88.0% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 29.8595758 |
---|---|
Minimum | 20.61925365 |
Maximum | 52.29855372 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 20.61925365 |
---|---|
5-th percentile | 23.19539756 |
Q1 | 26.04577854 |
Median | 28.99789384 |
Q3 | 32.31151868 |
95-th percentile | 41.03593589 |
Maximum | 52.29855372 |
Range | 31.67930007 |
Interquartile range | 6.265740138 |
Descriptive statistics
Standard deviation | 5.438633701 |
---|---|
Coef of variation | 0.1821403538 |
Kurtosis | 2.273636137 |
Mean | 29.8595758 |
MAD | 4.09072806 |
Skewness | 1.297490712 |
Sum | 8211.383345 |
Variance | 29.57873653 |
Memory size | 2.3 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[20.61925365 23.13438587 29.0535887 29.07580826 33.98548172 39.01254858 52.29855372], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
29.06574394 | 4 | 1.5% | |
23.14814815 | 3 | 1.1% | |
29.75778547 | 3 | 1.1% | |
27.77777778 | 2 | 0.7% | |
26.25072495 | 2 | 0.7% | |
24.8791787 | 2 | 0.7% | |
33.56401384 | 2 | 0.7% | |
27.16049383 | 2 | 0.7% | |
26.14927686 | 2 | 0.7% | |
26.42356982 | 2 | 0.7% | |
Other values (232) | 251 | 91.3% |
Minimum 5 values
Value | Count | Frequency (%) | |
20.61925365 | 1 | 0.4% | |
20.67901235 | 1 | 0.4% | |
21.3577956 | 1 | 0.4% | |
21.65510814 | 1 | 0.4% | |
21.70792339 | 1 | 0.4% |
Maximum 5 values
Value | Count | Frequency (%) | |
52.29855372 | 1 | 0.4% | |
49.69135802 | 1 | 0.4% | |
49.2138988 | 1 | 0.4% | |
49.01297999 | 1 | 0.4% | |
47.25897921 | 1 | 0.4% |
Cervical
Numeric
Distinct count | 19 |
---|---|
Unique (%) | 6.9% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 42.16363636 |
---|---|
Minimum | 34 |
Maximum | 53 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 34 |
---|---|
5-th percentile | 37 |
Q1 | 40 |
Median | 42 |
Q3 | 44 |
95-th percentile | 48 |
Maximum | 53 |
Range | 19 |
Interquartile range | 4 |
Descriptive statistics
Standard deviation | 3.379649468 |
---|---|
Coef of variation | 0.08015555012 |
Kurtosis | 0.1839642631 |
Mean | 42.16363636 |
MAD | 2.652297521 |
Skewness | 0.3207028658 |
Sum | 11595 |
Variance | 11.42203052 |
Memory size | 2.3 KiB |
Histogram with fixed size bins (bins=19)
Histogram with variable size bins (bins=[34. 36.5 39.5 44.5 47.5 53. ], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
42 | 41 | 14.9% | |
44 | 31 | 11.3% | |
40 | 29 | 10.5% | |
41 | 29 | 10.5% | |
43 | 25 | 9.1% | |
46 | 21 | 7.6% | |
38 | 21 | 7.6% | |
45 | 17 | 6.2% | |
39 | 16 | 5.8% | |
37 | 11 | 4.0% | |
Other values (9) | 34 | 12.4% |
Minimum 5 values
Value | Count | Frequency (%) | |
34 | 1 | 0.4% | |
35 | 3 | 1.1% | |
36 | 6 | 2.2% | |
37 | 11 | 4.0% | |
38 | 21 | 7.6% |
Maximum 5 values
Value | Count | Frequency (%) | |
53 | 1 | 0.4% | |
52 | 2 | 0.7% | |
50 | 6 | 2.2% | |
49 | 2 | 0.7% | |
48 | 4 | 1.5% |
Height
Numeric
Distinct count | 39 |
---|---|
Unique (%) | 14.2% |
Missing (%) | 0.0% |
Missing (n) | 0 |
Infinite (%) | 0.0% |
Infinite (n) | 0 |
Mean | 175.5818182 |
---|---|
Minimum | 152 |
Maximum | 197 |
Zeros (%) | 0.0% |
Quantile statistics
Minimum | 152 |
---|---|
5-th percentile | 163 |
Q1 | 170 |
Median | 175 |
Q3 | 180 |
95-th percentile | 188 |
Maximum | 197 |
Range | 45 |
Interquartile range | 10 |
Descriptive statistics
Standard deviation | 7.411499521 |
---|---|
Coef of variation | 0.04221108767 |
Kurtosis | 0.09025966886 |
Mean | 175.5818182 |
MAD | 5.915371901 |
Skewness | 0.08507571821 |
Sum | 48285 |
Variance | 54.93032515 |
Memory size | 2.3 KiB |
Histogram with fixed size bins (bins=39)
Histogram with variable size bins (bins=[152. 161.5 167.5 169.5 170.5 179.5 180.5 188.5 197. ], "bayesian blocks" binning strategy used)
Value | Count | Frequency (%) | |
170 | 30 | 10.9% | |
180 | 28 | 10.2% | |
175 | 19 | 6.9% | |
174 | 16 | 5.8% | |
172 | 14 | 5.1% | |
178 | 13 | 4.7% | |
183 | 11 | 4.0% | |
176 | 11 | 4.0% | |
169 | 11 | 4.0% | |
177 | 11 | 4.0% | |
Other values (29) | 111 | 40.4% |
Minimum 5 values
Value | Count | Frequency (%) | |
152 | 1 | 0.4% | |
157 | 1 | 0.4% | |
158 | 1 | 0.4% | |
159 | 1 | 0.4% | |
160 | 2 | 0.7% |
Maximum 5 values
Value | Count | Frequency (%) | |
197 | 1 | 0.4% | |
195 | 1 | 0.4% | |
193 | 2 | 0.7% | |
191 | 3 | 1.1% | |
190 | 4 | 1.5% |
OSA
Boolean
Distinct count | 2 |
---|---|
Unique (%) | 0.7% |
Missing (%) | 0.0% |
Missing (n) | 0 |
0 | |
---|---|
1 |
Value | Count | Frequency (%) | |
0 | 140 | 50.9% | |
1 | 135 | 49.1% |
Patient
Categorical, Unique
First 5 values |
---|
P0005 |
P0006 |
P0007 |
P0008 |
P0020 |
Last 5 values |
---|
P0668 |
P0669 |
P0674 |
P0679 |
P0680 |
First 5 values
Value | Count | Frequency (%) | |
P0005 | 1 | 0.4% | |
P0006 | 1 | 0.4% | |
P0007 | 1 | 0.4% | |
P0008 | 1 | 0.4% | |
P0020 | 1 | 0.4% |
Last 5 values
Value | Count | Frequency (%) | |
P0680 | 1 | 0.4% | |
P0679 | 1 | 0.4% | |
P0674 | 1 | 0.4% | |
P0669 | 1 | 0.4% | |
P0668 | 1 | 0.4% |
Smoker
Categorical
Distinct count | 4 |
---|---|
Unique (%) | 1.5% |
Missing (%) | 0.0% |
Missing (n) | 0 |
0 | |
---|---|
3 | |
1 |
Value | Count | Frequency (%) | |
0 | 152 | 55.3% | |
3 | 75 | 27.3% | |
1 | 45 | 16.4% | |
2 | 3 | 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
Highly correlated
This variable is highly correlated with BMI
and should be ignored for analysis
Correlation | 0.9069365656 |
---|
First rows
Age | BMI | Cervical | Height | OSA | Patient | Smoker | Weight | |
---|---|---|---|---|---|---|---|---|
0 | 32.0 | 26.729927 | 40.0 | 173.0 | 0.0 | P0005 | 0.0 | 80.0 |
1 | 32.0 | 30.193906 | 42.0 | 190.0 | 0.0 | P0006 | 0.0 | 109.0 |
2 | 39.0 | 30.110991 | 42.0 | 169.0 | 1.0 | P0007 | 0.0 | 86.0 |
3 | 47.0 | 49.012980 | 44.0 | 172.0 | 1.0 | P0008 | 0.0 | 145.0 |
4 | 44.0 | 30.436716 | 45.0 | 171.0 | 0.0 | P0020 | 3.0 | 89.0 |
5 | 33.0 | 36.068818 | 46.0 | 177.0 | 1.0 | P0022 | 0.0 | 113.0 |
6 | 48.0 | 37.024221 | 46.0 | 170.0 | 1.0 | P0024 | 3.0 | 107.0 |
7 | 53.0 | 23.120624 | 38.0 | 174.0 | 0.0 | P0025 | 3.0 | 70.0 |
8 | 62.0 | 30.864198 | 48.0 | 180.0 | 1.0 | P0027 | 0.0 | 100.0 |
9 | 44.0 | 27.173119 | 41.0 | 185.0 | 0.0 | P0029 | 0.0 | 93.0 |
Last rows
Age | BMI | Cervical | Height | OSA | Patient | Smoker | Weight | |
---|---|---|---|---|---|---|---|---|
265 | 31.0 | 23.991213 | 38.0 | 186.0 | 0.0 | P0654 | 0.0 | 83.0 |
266 | 66.0 | 26.543210 | 42.0 | 180.0 | 0.0 | P0657 | 0.0 | 86.0 |
267 | 62.0 | 33.950617 | 44.0 | 180.0 | 0.0 | P0659 | 1.0 | 110.0 |
268 | 48.0 | 32.215630 | 46.0 | 193.0 | 1.0 | P0662 | 0.0 | 120.0 |
269 | 55.0 | 32.038578 | 46.0 | 174.0 | 1.0 | P0663 | 1.0 | 97.0 |
270 | 44.0 | 34.876543 | 44.0 | 180.0 | 1.0 | P0668 | 3.0 | 113.0 |
271 | 33.0 | 26.234568 | 40.0 | 180.0 | 0.0 | P0669 | 0.0 | 85.0 |
272 | 57.0 | 28.089011 | 42.0 | 179.0 | 1.0 | P0674 | 0.0 | 90.0 |
273 | 35.0 | 32.407407 | 45.0 | 180.0 | 0.0 | P0679 | 0.0 | 105.0 |
274 | 50.0 | 27.777778 | 42.0 | 180.0 | 1.0 | P0680 | 0.0 | 90.0 |