Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 920 |
| Missing cells | 1759 |
| Missing cells (%) | 11.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 445.8 KiB |
| Average record size in memory | 496.1 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 8 |
| Boolean | 2 |
dataset is highly overall correlated with id | High correlation |
id is highly overall correlated with dataset | High correlation |
trestbps has 59 (6.4%) missing values | Missing |
chol has 30 (3.3%) missing values | Missing |
fbs has 90 (9.8%) missing values | Missing |
thalch has 55 (6.0%) missing values | Missing |
exang has 55 (6.0%) missing values | Missing |
oldpeak has 62 (6.7%) missing values | Missing |
slope has 309 (33.6%) missing values | Missing |
ca has 611 (66.4%) missing values | Missing |
thal has 486 (52.8%) missing values | Missing |
id is uniformly distributed | Uniform |
id has unique values | Unique |
chol has 172 (18.7%) zeros | Zeros |
oldpeak has 370 (40.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-29 20:12:38.173456 |
|---|---|
| Analysis finished | 2024-11-29 20:12:50.804639 |
| Duration | 12.63 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 920 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 460.5 |
| Minimum | 1 |
|---|---|
| Maximum | 920 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 46.95 |
| Q1 | 230.75 |
| median | 460.5 |
| Q3 | 690.25 |
| 95-th percentile | 874.05 |
| Maximum | 920 |
| Range | 919 |
| Interquartile range (IQR) | 459.5 |
Descriptive statistics
| Standard deviation | 265.72542 |
|---|---|
| Coefficient of variation (CV) | 0.57703675 |
| Kurtosis | -1.2 |
| Mean | 460.5 |
| Median Absolute Deviation (MAD) | 230 |
| Skewness | 0 |
| Sum | 423660 |
| Variance | 70610 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 607 | 1 | 0.1% |
| 608 | 1 | 0.1% |
| 609 | 1 | 0.1% |
| 610 | 1 | 0.1% |
| 611 | 1 | 0.1% |
| 612 | 1 | 0.1% |
| 613 | 1 | 0.1% |
| 614 | 1 | 0.1% |
| Other values (910) | 910 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 920 | 1 | |
| 919 | 1 | |
| 918 | 1 | |
| 917 | 1 | |
| 916 | 1 | |
| 915 | 1 | |
| 914 | 1 | |
| 913 | 1 | |
| 912 | 1 | |
| 911 | 1 |
age
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.51087 |
| Minimum | 28 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 47 |
| median | 54 |
| Q3 | 60 |
| 95-th percentile | 68 |
| Maximum | 77 |
| Range | 49 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.4246852 |
|---|---|
| Coefficient of variation (CV) | 0.17612656 |
| Kurtosis | -0.38292982 |
| Mean | 53.51087 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | -0.19599386 |
| Sum | 49230 |
| Variance | 88.824691 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 54 | 51 | 5.5% |
| 58 | 43 | 4.7% |
| 55 | 41 | 4.5% |
| 56 | 38 | 4.1% |
| 57 | 38 | 4.1% |
| 52 | 36 | 3.9% |
| 62 | 35 | 3.8% |
| 51 | 35 | 3.8% |
| 59 | 35 | 3.8% |
| 53 | 33 | 3.6% |
| Other values (40) | 535 |
| Value | Count | Frequency (%) |
| 28 | 1 | 0.1% |
| 29 | 3 | 0.3% |
| 30 | 1 | 0.1% |
| 31 | 2 | 0.2% |
| 32 | 5 | |
| 33 | 2 | 0.2% |
| 34 | 7 | |
| 35 | 11 | |
| 36 | 6 | |
| 37 | 11 |
| Value | Count | Frequency (%) |
| 77 | 2 | 0.2% |
| 76 | 2 | 0.2% |
| 75 | 3 | 0.3% |
| 74 | 7 | |
| 73 | 1 | 0.1% |
| 72 | 4 | 0.4% |
| 71 | 5 | 0.5% |
| 70 | 7 | |
| 69 | 13 | |
| 68 | 10 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.4217391 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 726 | |
| Female | 194 | 21.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 726 | |
| female | 194 | 21.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1114 | |
| a | 920 | |
| l | 920 | |
| M | 726 | |
| F | 194 | 4.8% |
| m | 194 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4068 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1114 | |
| a | 920 | |
| l | 920 | |
| M | 726 | |
| F | 194 | 4.8% |
| m | 194 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4068 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1114 | |
| a | 920 | |
| l | 920 | |
| M | 726 | |
| F | 194 | 4.8% |
| m | 194 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4068 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1114 | |
| a | 920 | |
| l | 920 | |
| M | 726 | |
| F | 194 | 4.8% |
| m | 194 | 4.8% |
dataset
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.9 KiB |
| Cleveland | |
|---|---|
| Hungary | |
| VA Long Beach | |
| Switzerland |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 9.5 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cleveland |
|---|---|
| 2nd row | Cleveland |
| 3rd row | Cleveland |
| 4th row | Cleveland |
| 5th row | Cleveland |
Common Values
| Value | Count | Frequency (%) |
| Cleveland | 304 | |
| Hungary | 293 | |
| VA Long Beach | 200 | |
| Switzerland | 123 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cleveland | 304 | |
| hungary | 293 | |
| va | 200 | |
| long | 200 | |
| beach | 200 | |
| switzerland | 123 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 931 | 10.7% |
| a | 920 | 10.5% |
| n | 920 | 10.5% |
| l | 731 | 8.4% |
| g | 493 | 5.6% |
| d | 427 | 4.9% |
| r | 416 | 4.8% |
| 400 | 4.6% | |
| C | 304 | 3.5% |
| v | 304 | 3.5% |
| Other values (15) | 2894 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8740 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 931 | 10.7% |
| a | 920 | 10.5% |
| n | 920 | 10.5% |
| l | 731 | 8.4% |
| g | 493 | 5.6% |
| d | 427 | 4.9% |
| r | 416 | 4.8% |
| 400 | 4.6% | |
| C | 304 | 3.5% |
| v | 304 | 3.5% |
| Other values (15) | 2894 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8740 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 931 | 10.7% |
| a | 920 | 10.5% |
| n | 920 | 10.5% |
| l | 731 | 8.4% |
| g | 493 | 5.6% |
| d | 427 | 4.9% |
| r | 416 | 4.8% |
| 400 | 4.6% | |
| C | 304 | 3.5% |
| v | 304 | 3.5% |
| Other values (15) | 2894 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8740 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 931 | 10.7% |
| a | 920 | 10.5% |
| n | 920 | 10.5% |
| l | 731 | 8.4% |
| g | 493 | 5.6% |
| d | 427 | 4.9% |
| r | 416 | 4.8% |
| 400 | 4.6% | |
| C | 304 | 3.5% |
| v | 304 | 3.5% |
| Other values (15) | 2894 |
cp
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.5 KiB |
| asymptomatic | |
|---|---|
| non-anginal | |
| atypical angina | |
| typical angina | 46 |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.445652 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | typical angina |
|---|---|
| 2nd row | asymptomatic |
| 3rd row | asymptomatic |
| 4th row | non-anginal |
| 5th row | atypical angina |
Common Values
| Value | Count | Frequency (%) |
| asymptomatic | 496 | |
| non-anginal | 204 | |
| atypical angina | 174 | 18.9% |
| typical angina | 46 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| asymptomatic | 496 | |
| angina | 220 | |
| non-anginal | 204 | |
| atypical | 174 | 15.3% |
| typical | 46 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2234 | |
| n | 1256 | |
| t | 1212 | |
| i | 1140 | |
| m | 992 | |
| y | 716 | 6.3% |
| p | 716 | 6.3% |
| c | 716 | 6.3% |
| o | 700 | 6.1% |
| s | 496 | 4.3% |
| Other values (4) | 1272 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2234 | |
| n | 1256 | |
| t | 1212 | |
| i | 1140 | |
| m | 992 | |
| y | 716 | 6.3% |
| p | 716 | 6.3% |
| c | 716 | 6.3% |
| o | 700 | 6.1% |
| s | 496 | 4.3% |
| Other values (4) | 1272 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2234 | |
| n | 1256 | |
| t | 1212 | |
| i | 1140 | |
| m | 992 | |
| y | 716 | 6.3% |
| p | 716 | 6.3% |
| c | 716 | 6.3% |
| o | 700 | 6.1% |
| s | 496 | 4.3% |
| Other values (4) | 1272 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2234 | |
| n | 1256 | |
| t | 1212 | |
| i | 1140 | |
| m | 992 | |
| y | 716 | 6.3% |
| p | 716 | 6.3% |
| c | 716 | 6.3% |
| o | 700 | 6.1% |
| s | 496 | 4.3% |
| Other values (4) | 1272 |
trestbps
Real number (ℝ)
Missing
| Distinct | 61 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 59 |
| Missing (%) | 6.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 132.1324 |
| Minimum | 0 |
|---|---|
| Maximum | 200 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 105 |
| Q1 | 120 |
| median | 130 |
| Q3 | 140 |
| 95-th percentile | 160 |
| Maximum | 200 |
| Range | 200 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 19.06607 |
|---|---|
| Coefficient of variation (CV) | 0.14429518 |
| Kurtosis | 2.9586644 |
| Mean | 132.1324 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.21333447 |
| Sum | 113766 |
| Variance | 363.51501 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120 | 131 | |
| 130 | 115 | |
| 140 | 102 | 11.1% |
| 110 | 59 | 6.4% |
| 150 | 56 | 6.1% |
| 160 | 50 | 5.4% |
| 125 | 29 | 3.2% |
| 115 | 19 | 2.1% |
| 135 | 18 | 2.0% |
| 128 | 17 | 1.8% |
| Other values (51) | 265 | |
| (Missing) | 59 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 92 | 1 | 0.1% |
| 94 | 2 | 0.2% |
| 95 | 6 | 0.7% |
| 96 | 1 | 0.1% |
| 98 | 1 | 0.1% |
| 100 | 15 | |
| 101 | 1 | 0.1% |
| 102 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 200 | 4 | 0.4% |
| 192 | 1 | 0.1% |
| 190 | 2 | 0.2% |
| 185 | 1 | 0.1% |
| 180 | 12 | |
| 178 | 3 | 0.3% |
| 174 | 1 | 0.1% |
| 172 | 2 | 0.2% |
| 170 | 14 | |
| 165 | 2 | 0.2% |
chol
Real number (ℝ)
Missing Zeros
| Distinct | 217 |
|---|---|
| Distinct (%) | 24.4% |
| Missing | 30 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 199.13034 |
| Minimum | 0 |
|---|---|
| Maximum | 603 |
| Zeros | 172 |
| Zeros (%) | 18.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 175 |
| median | 223 |
| Q3 | 268 |
| 95-th percentile | 334.1 |
| Maximum | 603 |
| Range | 603 |
| Interquartile range (IQR) | 93 |
Descriptive statistics
| Standard deviation | 110.78081 |
|---|---|
| Coefficient of variation (CV) | 0.55632312 |
| Kurtosis | 0.062272688 |
| Mean | 199.13034 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | -0.61383609 |
| Sum | 177226 |
| Variance | 12272.388 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 172 | 18.7% |
| 220 | 10 | 1.1% |
| 254 | 10 | 1.1% |
| 211 | 9 | 1.0% |
| 223 | 9 | 1.0% |
| 204 | 9 | 1.0% |
| 230 | 9 | 1.0% |
| 216 | 9 | 1.0% |
| 219 | 9 | 1.0% |
| 240 | 8 | 0.9% |
| Other values (207) | 636 | |
| (Missing) | 30 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 172 | |
| 85 | 1 | 0.1% |
| 100 | 2 | 0.2% |
| 117 | 1 | 0.1% |
| 126 | 1 | 0.1% |
| 129 | 1 | 0.1% |
| 131 | 1 | 0.1% |
| 132 | 1 | 0.1% |
| 139 | 1 | 0.1% |
| 141 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 603 | 1 | |
| 564 | 1 | |
| 529 | 1 | |
| 518 | 1 | |
| 491 | 1 | |
| 468 | 1 | |
| 466 | 1 | |
| 458 | 1 | |
| 417 | 1 | |
| 412 | 1 |
fbs
Boolean
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 90 |
| Missing (%) | 9.8% |
| Memory size | 29.4 KiB |
| False | |
|---|---|
| True | |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 692 | |
| True | 138 | 15.0% |
| (Missing) | 90 | 9.8% |
restecg
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Memory size | 59.9 KiB |
| normal | |
|---|---|
| lv hypertrophy | |
| st-t abnormality |
Length
| Max length | 16 |
|---|---|
| Median length | 6 |
| Mean length | 9.5882353 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | lv hypertrophy |
|---|---|
| 2nd row | lv hypertrophy |
| 3rd row | lv hypertrophy |
| 4th row | normal |
| 5th row | lv hypertrophy |
Common Values
| Value | Count | Frequency (%) |
| normal | 551 | |
| lv hypertrophy | 188 | 20.4% |
| st-t abnormality | 179 | 19.5% |
| (Missing) | 2 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 551 | |
| lv | 188 | 14.6% |
| hypertrophy | 188 | 14.6% |
| st-t | 179 | 13.9% |
| abnormality | 179 | 13.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1106 | |
| l | 918 | |
| o | 918 | |
| a | 909 | |
| n | 730 | |
| m | 730 | |
| t | 725 | |
| y | 555 | 6.3% |
| p | 376 | 4.3% |
| h | 376 | 4.3% |
| Other values (7) | 1459 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8802 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1106 | |
| l | 918 | |
| o | 918 | |
| a | 909 | |
| n | 730 | |
| m | 730 | |
| t | 725 | |
| y | 555 | 6.3% |
| p | 376 | 4.3% |
| h | 376 | 4.3% |
| Other values (7) | 1459 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8802 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1106 | |
| l | 918 | |
| o | 918 | |
| a | 909 | |
| n | 730 | |
| m | 730 | |
| t | 725 | |
| y | 555 | 6.3% |
| p | 376 | 4.3% |
| h | 376 | 4.3% |
| Other values (7) | 1459 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8802 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1106 | |
| l | 918 | |
| o | 918 | |
| a | 909 | |
| n | 730 | |
| m | 730 | |
| t | 725 | |
| y | 555 | 6.3% |
| p | 376 | 4.3% |
| h | 376 | 4.3% |
| Other values (7) | 1459 |
thalch
Real number (ℝ)
Missing
| Distinct | 119 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 55 |
| Missing (%) | 6.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137.54566 |
| Minimum | 60 |
|---|---|
| Maximum | 202 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 95 |
| Q1 | 120 |
| median | 140 |
| Q3 | 157 |
| 95-th percentile | 178 |
| Maximum | 202 |
| Range | 142 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 25.926276 |
|---|---|
| Coefficient of variation (CV) | 0.18849214 |
| Kurtosis | -0.47972463 |
| Mean | 137.54566 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.21111858 |
| Sum | 118977 |
| Variance | 672.17181 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 150 | 43 | 4.7% |
| 140 | 41 | 4.5% |
| 120 | 35 | 3.8% |
| 130 | 30 | 3.3% |
| 160 | 26 | 2.8% |
| 110 | 21 | 2.3% |
| 170 | 20 | 2.2% |
| 125 | 20 | 2.2% |
| 122 | 16 | 1.7% |
| 145 | 14 | 1.5% |
| Other values (109) | 599 | |
| (Missing) | 55 | 6.0% |
| Value | Count | Frequency (%) |
| 60 | 1 | |
| 63 | 1 | |
| 67 | 1 | |
| 69 | 1 | |
| 70 | 1 | |
| 71 | 1 | |
| 72 | 2 | |
| 73 | 1 | |
| 77 | 1 | |
| 78 | 1 |
| Value | Count | Frequency (%) |
| 202 | 1 | 0.1% |
| 195 | 1 | 0.1% |
| 194 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 190 | 2 | |
| 188 | 2 | |
| 187 | 1 | 0.1% |
| 186 | 2 | |
| 185 | 4 | |
| 184 | 4 |
exang
Boolean
Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 55 |
| Missing (%) | 6.0% |
| Memory size | 30.2 KiB |
| False | |
|---|---|
| True | |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 528 | |
| True | 337 | |
| (Missing) | 55 | 6.0% |
oldpeak
Real number (ℝ)
Missing Zeros
| Distinct | 53 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 62 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.87878788 |
| Minimum | -2.6 |
|---|---|
| Maximum | 6.2 |
| Zeros | 370 |
| Zeros (%) | 40.2% |
| Negative | 12 |
| Negative (%) | 1.3% |
| Memory size | 7.3 KiB |
Quantile statistics
| Minimum | -2.6 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.5 |
| Q3 | 1.5 |
| 95-th percentile | 3 |
| Maximum | 6.2 |
| Range | 8.8 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.0912262 |
|---|---|
| Coefficient of variation (CV) | 1.2417402 |
| Kurtosis | 1.1270692 |
| Mean | 0.87878788 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 1.0414266 |
| Sum | 754 |
| Variance | 1.1907747 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 370 | |
| 1 | 83 | 9.0% |
| 2 | 76 | 8.3% |
| 1.5 | 48 | 5.2% |
| 3 | 28 | 3.0% |
| 0.5 | 19 | 2.1% |
| 1.2 | 17 | 1.8% |
| 2.5 | 16 | 1.7% |
| 0.8 | 15 | 1.6% |
| 1.4 | 15 | 1.6% |
| Other values (43) | 171 | |
| (Missing) | 62 | 6.7% |
| Value | Count | Frequency (%) |
| -2.6 | 1 | |
| -2 | 1 | |
| -1.5 | 1 | |
| -1.1 | 1 | |
| -1 | 2 | |
| -0.9 | 1 | |
| -0.8 | 1 | |
| -0.7 | 1 | |
| -0.5 | 2 | |
| -0.1 | 1 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | 0.1% |
| 5.6 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 4.4 | 1 | 0.1% |
| 4.2 | 2 | 0.2% |
| 4 | 8 | |
| 3.8 | 1 | 0.1% |
| 3.7 | 1 | 0.1% |
| 3.6 | 4 | |
| 3.5 | 2 | 0.2% |
slope
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 309 |
| Missing (%) | 33.6% |
| Memory size | 54.8 KiB |
| flat | |
|---|---|
| upsloping | |
| downsloping |
Length
| Max length | 11 |
|---|---|
| Median length | 4 |
| Mean length | 6.3829787 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | downsloping |
|---|---|
| 2nd row | flat |
| 3rd row | flat |
| 4th row | downsloping |
| 5th row | upsloping |
Common Values
| Value | Count | Frequency (%) |
| flat | 345 | |
| upsloping | 203 | |
| downsloping | 63 | 6.8% |
| (Missing) | 309 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| flat | 345 | |
| upsloping | 203 | |
| downsloping | 63 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 611 | |
| p | 469 | |
| f | 345 | |
| a | 345 | |
| t | 345 | |
| o | 329 | |
| n | 329 | |
| s | 266 | |
| i | 266 | |
| g | 266 | |
| Other values (3) | 329 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3900 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 611 | |
| p | 469 | |
| f | 345 | |
| a | 345 | |
| t | 345 | |
| o | 329 | |
| n | 329 | |
| s | 266 | |
| i | 266 | |
| g | 266 | |
| Other values (3) | 329 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3900 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 611 | |
| p | 469 | |
| f | 345 | |
| a | 345 | |
| t | 345 | |
| o | 329 | |
| n | 329 | |
| s | 266 | |
| i | 266 | |
| g | 266 | |
| Other values (3) | 329 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3900 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 611 | |
| p | 469 | |
| f | 345 | |
| a | 345 | |
| t | 345 | |
| o | 329 | |
| n | 329 | |
| s | 266 | |
| i | 266 | |
| g | 266 | |
| Other values (3) | 329 |
ca
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 611 |
| Missing (%) | 66.4% |
| Memory size | 51.6 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | |
| 3.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 181 | 19.7% |
| 1.0 | 67 | 7.3% |
| 2.0 | 41 | 4.5% |
| 3.0 | 20 | 2.2% |
| (Missing) | 611 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 181 | |
| 1.0 | 67 | 21.7% |
| 2.0 | 41 | 13.3% |
| 3.0 | 20 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 490 | |
| . | 309 | |
| 1 | 67 | 7.2% |
| 2 | 41 | 4.4% |
| 3 | 20 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 927 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 490 | |
| . | 309 | |
| 1 | 67 | 7.2% |
| 2 | 41 | 4.4% |
| 3 | 20 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 927 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 490 | |
| . | 309 | |
| 1 | 67 | 7.2% |
| 2 | 41 | 4.4% |
| 3 | 20 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 927 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 490 | |
| . | 309 | |
| 1 | 67 | 7.2% |
| 2 | 41 | 4.4% |
| 3 | 20 | 2.2% |
thal
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 486 |
| Missing (%) | 52.8% |
| Memory size | 55.7 KiB |
| normal | |
|---|---|
| reversable defect | |
| fixed defect |
Length
| Max length | 17 |
|---|---|
| Median length | 12 |
| Mean length | 11.502304 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | fixed defect |
|---|---|
| 2nd row | normal |
| 3rd row | reversable defect |
| 4th row | normal |
| 5th row | normal |
Common Values
| Value | Count | Frequency (%) |
| normal | 196 | |
| reversable defect | 192 | 20.9% |
| fixed defect | 46 | 5.0% |
| (Missing) | 486 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| defect | 238 | |
| normal | 196 | |
| reversable | 192 | |
| fixed | 46 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1098 | |
| r | 580 | |
| a | 388 | 7.8% |
| l | 388 | 7.8% |
| f | 284 | 5.7% |
| d | 284 | 5.7% |
| t | 238 | 4.8% |
| c | 238 | 4.8% |
| 238 | 4.8% | |
| n | 196 | 3.9% |
| Other values (7) | 1060 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4992 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1098 | |
| r | 580 | |
| a | 388 | 7.8% |
| l | 388 | 7.8% |
| f | 284 | 5.7% |
| d | 284 | 5.7% |
| t | 238 | 4.8% |
| c | 238 | 4.8% |
| 238 | 4.8% | |
| n | 196 | 3.9% |
| Other values (7) | 1060 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4992 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1098 | |
| r | 580 | |
| a | 388 | 7.8% |
| l | 388 | 7.8% |
| f | 284 | 5.7% |
| d | 284 | 5.7% |
| t | 238 | 4.8% |
| c | 238 | 4.8% |
| 238 | 4.8% | |
| n | 196 | 3.9% |
| Other values (7) | 1060 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4992 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1098 | |
| r | 580 | |
| a | 388 | 7.8% |
| l | 388 | 7.8% |
| f | 284 | 5.7% |
| d | 284 | 5.7% |
| t | 238 | 4.8% |
| c | 238 | 4.8% |
| 238 | 4.8% | |
| n | 196 | 3.9% |
| Other values (7) | 1060 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 265 | |
| 2 | 109 | 11.8% |
| 3 | 107 | 11.6% |
| 4 | 28 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 265 | |
| 2 | 109 | 11.8% |
| 3 | 107 | 11.6% |
| 4 | 28 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 265 | |
| 2 | 109 | 11.8% |
| 3 | 107 | 11.6% |
| 4 | 28 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 265 | |
| 2 | 109 | 11.8% |
| 3 | 107 | 11.6% |
| 4 | 28 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 265 | |
| 2 | 109 | 11.8% |
| 3 | 107 | 11.6% |
| 4 | 28 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 411 | |
| 1 | 265 | |
| 2 | 109 | 11.8% |
| 3 | 107 | 11.6% |
| 4 | 28 | 3.0% |
Interactions
Correlations
| age | ca | chol | cp | dataset | exang | fbs | id | num | oldpeak | restecg | sex | slope | thal | thalch | trestbps | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.218 | -0.037 | 0.149 | 0.257 | 0.185 | 0.219 | 0.238 | 0.162 | 0.288 | 0.162 | 0.000 | 0.120 | 0.130 | -0.348 | 0.259 |
| ca | 0.218 | 1.000 | 0.067 | 0.147 | 0.086 | 0.170 | 0.126 | 0.047 | 0.330 | 0.175 | 0.078 | 0.089 | 0.078 | 0.159 | 0.121 | 0.036 |
| chol | -0.037 | 0.067 | 1.000 | 0.122 | 0.494 | 0.097 | 0.072 | -0.308 | 0.174 | 0.048 | 0.153 | 0.208 | 0.062 | 0.145 | 0.175 | 0.104 |
| cp | 0.149 | 0.147 | 0.122 | 1.000 | 0.204 | 0.446 | 0.065 | 0.260 | 0.307 | 0.198 | 0.087 | 0.195 | 0.185 | 0.255 | 0.221 | 0.044 |
| dataset | 0.257 | 0.086 | 0.494 | 0.204 | 1.000 | 0.248 | 0.283 | 0.896 | 0.298 | 0.259 | 0.438 | 0.291 | 0.294 | 0.252 | 0.253 | 0.098 |
| exang | 0.185 | 0.170 | 0.097 | 0.446 | 0.248 | 1.000 | 0.000 | 0.357 | 0.463 | 0.441 | 0.077 | 0.175 | 0.343 | 0.337 | 0.390 | 0.143 |
| fbs | 0.219 | 0.126 | 0.072 | 0.065 | 0.283 | 0.000 | 1.000 | 0.283 | 0.158 | 0.027 | 0.167 | 0.078 | 0.092 | 0.131 | 0.000 | 0.163 |
| id | 0.238 | 0.047 | -0.308 | 0.260 | 0.896 | 0.357 | 0.283 | 1.000 | 0.338 | 0.050 | 0.439 | 0.339 | 0.304 | 0.275 | -0.474 | 0.057 |
| num | 0.162 | 0.330 | 0.174 | 0.307 | 0.298 | 0.463 | 0.158 | 0.338 | 1.000 | 0.266 | 0.131 | 0.302 | 0.281 | 0.350 | 0.210 | 0.081 |
| oldpeak | 0.288 | 0.175 | 0.048 | 0.198 | 0.259 | 0.441 | 0.027 | 0.050 | 0.266 | 1.000 | 0.115 | 0.118 | 0.361 | 0.185 | -0.188 | 0.161 |
| restecg | 0.162 | 0.078 | 0.153 | 0.087 | 0.438 | 0.077 | 0.167 | 0.439 | 0.131 | 0.115 | 1.000 | 0.057 | 0.066 | 0.152 | 0.116 | 0.078 |
| sex | 0.000 | 0.089 | 0.208 | 0.195 | 0.291 | 0.175 | 0.078 | 0.339 | 0.302 | 0.118 | 0.057 | 1.000 | 0.111 | 0.375 | 0.169 | 0.000 |
| slope | 0.120 | 0.078 | 0.062 | 0.185 | 0.294 | 0.343 | 0.092 | 0.304 | 0.281 | 0.361 | 0.066 | 0.111 | 1.000 | 0.225 | 0.296 | 0.087 |
| thal | 0.130 | 0.159 | 0.145 | 0.255 | 0.252 | 0.337 | 0.131 | 0.275 | 0.350 | 0.185 | 0.152 | 0.375 | 0.225 | 1.000 | 0.284 | 0.030 |
| thalch | -0.348 | 0.121 | 0.175 | 0.221 | 0.253 | 0.390 | 0.000 | -0.474 | 0.210 | -0.188 | 0.116 | 0.169 | 0.296 | 0.284 | 1.000 | -0.090 |
| trestbps | 0.259 | 0.036 | 0.104 | 0.044 | 0.098 | 0.143 | 0.163 | 0.057 | 0.081 | 0.161 | 0.078 | 0.000 | 0.087 | 0.030 | -0.090 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| id | age | sex | dataset | cp | trestbps | chol | fbs | restecg | thalch | exang | oldpeak | slope | ca | thal | num | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 63 | Male | Cleveland | typical angina | 145.0 | 233.0 | True | lv hypertrophy | 150.0 | False | 2.3 | downsloping | 0.0 | fixed defect | 0 |
| 1 | 2 | 67 | Male | Cleveland | asymptomatic | 160.0 | 286.0 | False | lv hypertrophy | 108.0 | True | 1.5 | flat | 3.0 | normal | 2 |
| 2 | 3 | 67 | Male | Cleveland | asymptomatic | 120.0 | 229.0 | False | lv hypertrophy | 129.0 | True | 2.6 | flat | 2.0 | reversable defect | 1 |
| 3 | 4 | 37 | Male | Cleveland | non-anginal | 130.0 | 250.0 | False | normal | 187.0 | False | 3.5 | downsloping | 0.0 | normal | 0 |
| 4 | 5 | 41 | Female | Cleveland | atypical angina | 130.0 | 204.0 | False | lv hypertrophy | 172.0 | False | 1.4 | upsloping | 0.0 | normal | 0 |
| 5 | 6 | 56 | Male | Cleveland | atypical angina | 120.0 | 236.0 | False | normal | 178.0 | False | 0.8 | upsloping | 0.0 | normal | 0 |
| 6 | 7 | 62 | Female | Cleveland | asymptomatic | 140.0 | 268.0 | False | lv hypertrophy | 160.0 | False | 3.6 | downsloping | 2.0 | normal | 3 |
| 7 | 8 | 57 | Female | Cleveland | asymptomatic | 120.0 | 354.0 | False | normal | 163.0 | True | 0.6 | upsloping | 0.0 | normal | 0 |
| 8 | 9 | 63 | Male | Cleveland | asymptomatic | 130.0 | 254.0 | False | lv hypertrophy | 147.0 | False | 1.4 | flat | 1.0 | reversable defect | 2 |
| 9 | 10 | 53 | Male | Cleveland | asymptomatic | 140.0 | 203.0 | True | lv hypertrophy | 155.0 | True | 3.1 | downsloping | 0.0 | reversable defect | 1 |
| id | age | sex | dataset | cp | trestbps | chol | fbs | restecg | thalch | exang | oldpeak | slope | ca | thal | num | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 910 | 911 | 51 | Female | VA Long Beach | asymptomatic | 114.0 | 258.0 | True | lv hypertrophy | 96.0 | False | 1.0 | upsloping | NaN | NaN | 0 |
| 911 | 912 | 62 | Male | VA Long Beach | asymptomatic | 160.0 | 254.0 | True | st-t abnormality | 108.0 | True | 3.0 | flat | NaN | NaN | 4 |
| 912 | 913 | 53 | Male | VA Long Beach | asymptomatic | 144.0 | 300.0 | True | st-t abnormality | 128.0 | True | 1.5 | flat | NaN | NaN | 3 |
| 913 | 914 | 62 | Male | VA Long Beach | asymptomatic | 158.0 | 170.0 | False | st-t abnormality | 138.0 | True | 0.0 | NaN | NaN | NaN | 1 |
| 914 | 915 | 46 | Male | VA Long Beach | asymptomatic | 134.0 | 310.0 | False | normal | 126.0 | False | 0.0 | NaN | NaN | normal | 2 |
| 915 | 916 | 54 | Female | VA Long Beach | asymptomatic | 127.0 | 333.0 | True | st-t abnormality | 154.0 | False | 0.0 | NaN | NaN | NaN | 1 |
| 916 | 917 | 62 | Male | VA Long Beach | typical angina | NaN | 139.0 | False | st-t abnormality | NaN | NaN | NaN | NaN | NaN | NaN | 0 |
| 917 | 918 | 55 | Male | VA Long Beach | asymptomatic | 122.0 | 223.0 | True | st-t abnormality | 100.0 | False | 0.0 | NaN | NaN | fixed defect | 2 |
| 918 | 919 | 58 | Male | VA Long Beach | asymptomatic | NaN | 385.0 | True | lv hypertrophy | NaN | NaN | NaN | NaN | NaN | NaN | 0 |
| 919 | 920 | 62 | Male | VA Long Beach | atypical angina | 120.0 | 254.0 | False | lv hypertrophy | 93.0 | True | 0.0 | NaN | NaN | NaN | 1 |