Dataset statistics
| Number of variables | 5 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.0 KiB |
| Average record size in memory | 41.3 B |
Variable types
| Numeric | 5 |
|---|
Reproduction
| Analysis started | 2023-11-09 22:44:51.152491 |
|---|---|
| Analysis finished | 2023-11-09 22:44:52.582947 |
| Duration | 1.43 second |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
a
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49957568 |
| Minimum | 0.024516893 |
|---|---|
| Maximum | 0.99068183 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.024516893 |
|---|---|
| 5-th percentile | 0.056429077 |
| Q1 | 0.28251422 |
| median | 0.45642179 |
| Q3 | 0.74517201 |
| 95-th percentile | 0.96516627 |
| Maximum | 0.99068183 |
| Range | 0.96616494 |
| Interquartile range (IQR) | 0.46265778 |
Descriptive statistics
| Standard deviation | 0.29892558 |
|---|---|
| Coefficient of variation (CV) | 0.59835896 |
| Kurtosis | -1.2342932 |
| Mean | 0.49957568 |
| Median Absolute Deviation (MAD) | 0.24013465 |
| Skewness | 0.12337419 |
| Sum | 49.957568 |
| Variance | 0.089356503 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.692727662 | 1 | 1.0% |
| 0.9588277215 | 1 | 1.0% |
| 0.8575828919 | 1 | 1.0% |
| 0.8755208091 | 1 | 1.0% |
| 0.9301186847 | 1 | 1.0% |
| 0.1113302786 | 1 | 1.0% |
| 0.9431724377 | 1 | 1.0% |
| 0.4932534482 | 1 | 1.0% |
| 0.4855559533 | 1 | 1.0% |
| 0.2742635884 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.02451689344 | 1 | |
| 0.03678303327 | 1 | |
| 0.0529701128 | 1 | |
| 0.05603817851 | 1 | |
| 0.05635858511 | 1 | |
| 0.05643278679 | 1 | |
| 0.05938700409 | 1 | |
| 0.0799270728 | 1 | |
| 0.08669468261 | 1 | |
| 0.09159729141 | 1 |
| Value | Count | Frequency (%) |
| 0.9906818285 | 1 | |
| 0.9796626472 | 1 | |
| 0.9713465976 | 1 | |
| 0.9699754527 | 1 | |
| 0.9653541198 | 1 | |
| 0.9651563784 | 1 | |
| 0.9636081111 | 1 | |
| 0.9588277215 | 1 | |
| 0.9431724377 | 1 | |
| 0.9382258124 | 1 |
b
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.505266 |
| Minimum | 0.0062097007 |
|---|---|
| Maximum | 0.99417296 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.0062097007 |
|---|---|
| 5-th percentile | 0.091460039 |
| Q1 | 0.27123906 |
| median | 0.51447781 |
| Q3 | 0.69061454 |
| 95-th percentile | 0.94536935 |
| Maximum | 0.99417296 |
| Range | 0.98796326 |
| Interquartile range (IQR) | 0.41937548 |
Descriptive statistics
| Standard deviation | 0.27211408 |
|---|---|
| Coefficient of variation (CV) | 0.53855608 |
| Kurtosis | -1.0654893 |
| Mean | 0.505266 |
| Median Absolute Deviation (MAD) | 0.20940444 |
| Skewness | 0.025068695 |
| Sum | 50.5266 |
| Variance | 0.07404607 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.128987448 | 1 | 1.0% |
| 0.6507482223 | 1 | 1.0% |
| 0.2227952323 | 1 | 1.0% |
| 0.09167554304 | 1 | 1.0% |
| 0.1115540147 | 1 | 1.0% |
| 0.9941729637 | 1 | 1.0% |
| 0.3476079507 | 1 | 1.0% |
| 0.5700943864 | 1 | 1.0% |
| 0.6508226272 | 1 | 1.0% |
| 0.1839457447 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.006209700668 | 1 | |
| 0.0257783899 | 1 | |
| 0.05447883258 | 1 | |
| 0.07700319387 | 1 | |
| 0.0873654595 | 1 | |
| 0.09167554304 | 1 | |
| 0.09506882661 | 1 | |
| 0.1115540147 | 1 | |
| 0.1148774826 | 1 | |
| 0.1280873131 | 1 |
| Value | Count | Frequency (%) |
| 0.9941729637 | 1 | |
| 0.9817906877 | 1 | |
| 0.9780868341 | 1 | |
| 0.958209005 | 1 | |
| 0.9515261241 | 1 | |
| 0.9450453103 | 1 | |
| 0.9430485729 | 1 | |
| 0.9076302735 | 1 | |
| 0.9025179627 | 1 | |
| 0.8996143151 | 1 |
c
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49043766 |
| Minimum | 0.032613158 |
|---|---|
| Maximum | 0.95219118 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.032613158 |
|---|---|
| 5-th percentile | 0.088030713 |
| Q1 | 0.22815811 |
| median | 0.4966044 |
| Q3 | 0.70855991 |
| 95-th percentile | 0.91987776 |
| Maximum | 0.95219118 |
| Range | 0.91957802 |
| Interquartile range (IQR) | 0.48040179 |
Descriptive statistics
| Standard deviation | 0.27909369 |
|---|---|
| Coefficient of variation (CV) | 0.56907069 |
| Kurtosis | -1.3246281 |
| Mean | 0.49043766 |
| Median Absolute Deviation (MAD) | 0.24133101 |
| Skewness | 0.066394797 |
| Sum | 49.043766 |
| Variance | 0.07789329 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8080291118 | 1 | 1.0% |
| 0.6055218878 | 1 | 1.0% |
| 0.247604652 | 1 | 1.0% |
| 0.1889918353 | 1 | 1.0% |
| 0.5539613155 | 1 | 1.0% |
| 0.2029389504 | 1 | 1.0% |
| 0.6742758564 | 1 | 1.0% |
| 0.9009345819 | 1 | 1.0% |
| 0.08829236624 | 1 | 1.0% |
| 0.5794832799 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.03261315782 | 1 | |
| 0.06668776888 | 1 | |
| 0.06959057161 | 1 | |
| 0.08255066855 | 1 | |
| 0.08305930832 | 1 | |
| 0.08829236624 | 1 | |
| 0.09468349966 | 1 | |
| 0.1132428092 | 1 | |
| 0.1304513868 | 1 | |
| 0.135235747 | 1 |
| Value | Count | Frequency (%) |
| 0.9521911795 | 1 | |
| 0.9478424968 | 1 | |
| 0.9351804261 | 1 | |
| 0.9329653628 | 1 | |
| 0.9235117979 | 1 | |
| 0.9196864911 | 1 | |
| 0.9181320545 | 1 | |
| 0.9153990512 | 1 | |
| 0.9057096456 | 1 | |
| 0.903777777 | 1 |
d
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50789841 |
| Minimum | 0.015718867 |
|---|---|
| Maximum | 0.97805547 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.015718867 |
|---|---|
| 5-th percentile | 0.061207831 |
| Q1 | 0.21544568 |
| median | 0.52796698 |
| Q3 | 0.75222717 |
| 95-th percentile | 0.96436383 |
| Maximum | 0.97805547 |
| Range | 0.9623366 |
| Interquartile range (IQR) | 0.5367815 |
Descriptive statistics
| Standard deviation | 0.29987035 |
|---|---|
| Coefficient of variation (CV) | 0.59041403 |
| Kurtosis | -1.2775209 |
| Mean | 0.50789841 |
| Median Absolute Deviation (MAD) | 0.28207039 |
| Skewness | -0.058003053 |
| Sum | 50.789841 |
| Variance | 0.089922227 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2555656275 | 1 | 1.0% |
| 0.9584065195 | 1 | 1.0% |
| 0.2367542838 | 1 | 1.0% |
| 0.8578074436 | 1 | 1.0% |
| 0.2030326253 | 1 | 1.0% |
| 0.103727807 | 1 | 1.0% |
| 0.6113663366 | 1 | 1.0% |
| 0.684923487 | 1 | 1.0% |
| 0.4159343424 | 1 | 1.0% |
| 0.5241488975 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.01571886665 | 1 | |
| 0.02034576539 | 1 | |
| 0.02159492807 | 1 | |
| 0.03096533792 | 1 | |
| 0.05520795333 | 1 | |
| 0.06152361388 | 1 | |
| 0.07065053284 | 1 | |
| 0.08738141679 | 1 | |
| 0.09585290149 | 1 | |
| 0.103727807 | 1 |
| Value | Count | Frequency (%) |
| 0.9780554701 | 1 | |
| 0.9768563315 | 1 | |
| 0.9768076143 | 1 | |
| 0.9765575299 | 1 | |
| 0.9684752556 | 1 | |
| 0.9641474393 | 1 | |
| 0.9587455368 | 1 | |
| 0.9584065195 | 1 | |
| 0.9361862209 | 1 | |
| 0.915946169 | 1 |
e
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51927403 |
| Minimum | 0.0075182289 |
|---|---|
| Maximum | 0.99588817 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.0075182289 |
|---|---|
| 5-th percentile | 0.059937707 |
| Q1 | 0.31246052 |
| median | 0.51282968 |
| Q3 | 0.75658275 |
| 95-th percentile | 0.9462708 |
| Maximum | 0.99588817 |
| Range | 0.98836994 |
| Interquartile range (IQR) | 0.44412223 |
Descriptive statistics
| Standard deviation | 0.27661502 |
|---|---|
| Coefficient of variation (CV) | 0.53269566 |
| Kurtosis | -1.0870807 |
| Mean | 0.51927403 |
| Median Absolute Deviation (MAD) | 0.21710688 |
| Skewness | -0.0092921597 |
| Sum | 51.927403 |
| Variance | 0.07651587 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3871996414 | 1 | 1.0% |
| 0.5432698786 | 1 | 1.0% |
| 0.664230381 | 1 | 1.0% |
| 0.339504853 | 1 | 1.0% |
| 0.9548257011 | 1 | 1.0% |
| 0.0598363319 | 1 | 1.0% |
| 0.5058581683 | 1 | 1.0% |
| 0.3713983015 | 1 | 1.0% |
| 0.184923381 | 1 | 1.0% |
| 0.4081663892 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.007518228888 | 1 | |
| 0.02395584274 | 1 | |
| 0.02606281113 | 1 | |
| 0.05097207848 | 1 | |
| 0.0598363319 | 1 | |
| 0.05994304291 | 1 | |
| 0.1134238708 | 1 | |
| 0.1171189808 | 1 | |
| 0.1174560911 | 1 | |
| 0.1280367266 | 1 |
| Value | Count | Frequency (%) |
| 0.9958881697 | 1 | |
| 0.9898059367 | 1 | |
| 0.9574475418 | 1 | |
| 0.9548257011 | 1 | |
| 0.9523822617 | 1 | |
| 0.9459491449 | 1 | |
| 0.932505397 | 1 | |
| 0.9187539656 | 1 | |
| 0.9106651935 | 1 | |
| 0.9096051544 | 1 |
| a | b | c | d | e | |
|---|---|---|---|---|---|
| a | 1.000 | -0.190 | -0.077 | 0.038 | -0.007 |
| b | -0.190 | 1.000 | -0.008 | 0.028 | -0.115 |
| c | -0.077 | -0.008 | 1.000 | -0.023 | -0.022 |
| d | 0.038 | 0.028 | -0.023 | 1.000 | -0.012 |
| e | -0.007 | -0.115 | -0.022 | -0.012 | 1.000 |
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.
| a | b | c | d | e | |
|---|---|---|---|---|---|
| 0 | 0.692728 | 0.128987 | 0.808029 | 0.255566 | 0.387200 |
| 1 | 0.585674 | 0.355609 | 0.176789 | 0.755023 | 0.836276 |
| 2 | 0.091597 | 0.880260 | 0.204424 | 0.449932 | 0.932505 |
| 3 | 0.573852 | 0.852087 | 0.268319 | 0.603409 | 0.625983 |
| 4 | 0.310915 | 0.899614 | 0.597281 | 0.477727 | 0.864602 |
| 5 | 0.937270 | 0.209843 | 0.150858 | 0.864684 | 0.910665 |
| 6 | 0.348602 | 0.344620 | 0.508842 | 0.968475 | 0.568849 |
| 7 | 0.317874 | 0.627413 | 0.069591 | 0.055208 | 0.894718 |
| 8 | 0.330687 | 0.565535 | 0.310726 | 0.976808 | 0.995888 |
| 9 | 0.154088 | 0.676263 | 0.250755 | 0.978055 | 0.117119 |
| a | b | c | d | e | |
|---|---|---|---|---|---|
| 90 | 0.359040 | 0.675886 | 0.814423 | 0.976856 | 0.320967 |
| 91 | 0.734883 | 0.420127 | 0.767862 | 0.637759 | 0.795147 |
| 92 | 0.327385 | 0.095069 | 0.454402 | 0.160721 | 0.784028 |
| 93 | 0.415717 | 0.704654 | 0.835378 | 0.450970 | 0.846659 |
| 94 | 0.417997 | 0.852187 | 0.903778 | 0.661458 | 0.820408 |
| 95 | 0.349571 | 0.054479 | 0.846283 | 0.481468 | 0.638080 |
| 96 | 0.634186 | 0.306311 | 0.429997 | 0.020346 | 0.918754 |
| 97 | 0.101500 | 0.644602 | 0.787099 | 0.378777 | 0.945949 |
| 98 | 0.971347 | 0.540891 | 0.709030 | 0.659904 | 0.665010 |
| 99 | 0.867169 | 0.907630 | 0.609768 | 0.536729 | 0.128037 |