Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.8 KiB |
| Average record size in memory | 48.5 B |
Variable types
| NUM | 6 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:08:31.086360 |
|---|---|
| Analysis finished | 2020-08-25 00:08:36.397662 |
| Duration | 5.31 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.362104952335357e-10 |
|---|---|
| Minimum | -1.7267508506774902 |
| Maximum | 1.7792969942092896 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.726750851 |
|---|---|
| 5-th percentile | -1.586660832 |
| Q1 | -0.8937306702 |
| median | -0.04383328557 |
| Q3 | 0.9017361253 |
| 95-th percentile | 1.545355749 |
| Maximum | 1.779296994 |
| Range | 3.506047845 |
| Interquartile range (IQR) | 1.795466796 |
Descriptive statistics
| Standard deviation | 0.999999997 |
|---|---|
| Coefficient of variation (CV) | -1358307174 |
| Kurtosis | -1.145019652 |
| Mean | -7.362104952e-10 |
| Median Absolute Deviation (MAD) | 0.8858536184 |
| Skewness | -0.0285719537 |
| Sum | -1.840526238e-07 |
| Variance | 0.999999994 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.676753998 | 1 | 0.4% | |
| 1.026098251 | 1 | 0.4% | |
| 0.9054170251 | 1 | 0.4% | |
| -1.285522819 | 1 | 0.4% | |
| 0.1684110761 | 1 | 0.4% | |
| 0.4109187722 | 1 | 0.4% | |
| -0.6845420003 | 1 | 0.4% | |
| 0.2908608317 | 1 | 0.4% | |
| -0.3164952993 | 1 | 0.4% | |
| 0.5823435783 | 1 | 0.4% | |
| -0.9093514085 | 1 | 0.4% | |
| 0.2622931302 | 1 | 0.4% | |
| -0.9859471321 | 1 | 0.4% | |
| -0.1052814126 | 1 | 0.4% | |
| 0.1051230505 | 1 | 0.4% | |
| -0.1592188179 | 1 | 0.4% | |
| -0.5758072734 | 1 | 0.4% | |
| -0.00762651721 | 1 | 0.4% | |
| -0.6968052983 | 1 | 0.4% | |
| -0.9725419283 | 1 | 0.4% | |
| -0.1600704938 | 1 | 0.4% | |
| -0.001907628146 | 1 | 0.4% | |
| -0.3284401894 | 1 | 0.4% | |
| 0.2739513218 | 1 | 0.4% | |
| 0.8971076608 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.726750851 | 1 | 0.4% | |
| -1.711768746 | 1 | 0.4% | |
| -1.705937743 | 1 | 0.4% | |
| -1.700857043 | 1 | 0.4% | |
| -1.698363423 | 1 | 0.4% | |
| -1.691418052 | 1 | 0.4% | |
| -1.676753998 | 1 | 0.4% | |
| -1.673070908 | 1 | 0.4% | |
| -1.66890049 | 1 | 0.4% | |
| -1.630153418 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.779296994 | 1 | 0.4% | |
| 1.746641397 | 1 | 0.4% | |
| 1.745850325 | 1 | 0.4% | |
| 1.744995356 | 1 | 0.4% | |
| 1.740436792 | 1 | 0.4% | |
| 1.68416965 | 1 | 0.4% | |
| 1.64046061 | 1 | 0.4% | |
| 1.638495445 | 1 | 0.4% | |
| 1.614609241 | 1 | 0.4% | |
| 1.601338029 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4027464168009374e-09 |
|---|---|
| Minimum | -1.7675385475158691 |
| Maximum | 1.7166963815689087 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.767538548 |
|---|---|
| 5-th percentile | -1.600238967 |
| Q1 | -0.8566597551 |
| median | 0.05739217438 |
| Q3 | 0.8800611198 |
| 95-th percentile | 1.543837994 |
| Maximum | 1.716696382 |
| Range | 3.484234929 |
| Interquartile range (IQR) | 1.736720875 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 712887225.1 |
| Kurtosis | -1.165248479 |
| Mean | 1.402746417e-09 |
| Median Absolute Deviation (MAD) | 0.8835457563 |
| Skewness | -0.06355066026 |
| Sum | 3.506866042e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.2692832053 | 1 | 0.4% | |
| 1.030212641 | 1 | 0.4% | |
| -1.623031974 | 1 | 0.4% | |
| -0.01310905907 | 1 | 0.4% | |
| -1.197608352 | 1 | 0.4% | |
| 0.2311217338 | 1 | 0.4% | |
| 0.06722047925 | 1 | 0.4% | |
| -0.2303881198 | 1 | 0.4% | |
| -1.604391456 | 1 | 0.4% | |
| -0.5162767768 | 1 | 0.4% | |
| 0.8624668121 | 1 | 0.4% | |
| -0.9464461207 | 1 | 0.4% | |
| 0.3094392419 | 1 | 0.4% | |
| -0.4752066433 | 1 | 0.4% | |
| 1.475892186 | 1 | 0.4% | |
| 0.2534918487 | 1 | 0.4% | |
| 1.35767138 | 1 | 0.4% | |
| -0.9312978983 | 1 | 0.4% | |
| -1.172166467 | 1 | 0.4% | |
| 0.2671615779 | 1 | 0.4% | |
| -0.8707482219 | 1 | 0.4% | |
| 1.277627468 | 1 | 0.4% | |
| -1.262976766 | 1 | 0.4% | |
| 1.28934145 | 1 | 0.4% | |
| 0.8775801659 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.767538548 | 1 | 0.4% | |
| -1.766274095 | 1 | 0.4% | |
| -1.762952805 | 1 | 0.4% | |
| -1.74869585 | 1 | 0.4% | |
| -1.747929931 | 1 | 0.4% | |
| -1.695045352 | 1 | 0.4% | |
| -1.637759924 | 1 | 0.4% | |
| -1.636856556 | 1 | 0.4% | |
| -1.6249367 | 1 | 0.4% | |
| -1.623031974 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.716696382 | 1 | 0.4% | |
| 1.707166433 | 1 | 0.4% | |
| 1.704912663 | 1 | 0.4% | |
| 1.661413312 | 1 | 0.4% | |
| 1.645289183 | 1 | 0.4% | |
| 1.635814548 | 1 | 0.4% | |
| 1.621798396 | 1 | 0.4% | |
| 1.598987579 | 1 | 0.4% | |
| 1.587822556 | 1 | 0.4% | |
| 1.572473049 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.972121238708496e-10 |
|---|---|
| Minimum | -1.8020213842391968 |
| Maximum | 1.6682318449020386 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.802021384 |
|---|---|
| 5-th percentile | -1.560503072 |
| Q1 | -0.933549419 |
| median | -0.04310968518 |
| Q3 | 0.9330197126 |
| 95-th percentile | 1.509705871 |
| Maximum | 1.668231845 |
| Range | 3.470253229 |
| Interquartile range (IQR) | 1.866569132 |
Descriptive statistics
| Standard deviation | 0.999999998 |
|---|---|
| Coefficient of variation (CV) | 1254371287 |
| Kurtosis | -1.249046146 |
| Mean | 7.972121239e-10 |
| Median Absolute Deviation (MAD) | 0.9265892506 |
| Skewness | -0.01793209541 |
| Sum | 1.99303031e-07 |
| Variance | 0.9999999959 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.737302899 | 1 | 0.4% | |
| -0.6513643861 | 1 | 0.4% | |
| 1.428789854 | 1 | 0.4% | |
| 0.4200074077 | 1 | 0.4% | |
| 0.2478453368 | 1 | 0.4% | |
| 0.9381564856 | 1 | 0.4% | |
| 0.7872756124 | 1 | 0.4% | |
| 0.8546568751 | 1 | 0.4% | |
| 1.204425216 | 1 | 0.4% | |
| -0.7535778284 | 1 | 0.4% | |
| 1.118476152 | 1 | 0.4% | |
| -0.8858975768 | 1 | 0.4% | |
| -0.3636926711 | 1 | 0.4% | |
| 0.8997186422 | 1 | 0.4% | |
| -0.2084115744 | 1 | 0.4% | |
| 0.9928154349 | 1 | 0.4% | |
| -0.1936640441 | 1 | 0.4% | |
| 0.7330479026 | 1 | 0.4% | |
| 1.613555551 | 1 | 0.4% | |
| 1.42507112 | 1 | 0.4% | |
| -1.802021384 | 1 | 0.4% | |
| 0.2976727784 | 1 | 0.4% | |
| 0.9176093936 | 1 | 0.4% | |
| -1.112561464 | 1 | 0.4% | |
| -1.619393706 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.802021384 | 1 | 0.4% | |
| -1.798439026 | 1 | 0.4% | |
| -1.75918901 | 1 | 0.4% | |
| -1.752354264 | 1 | 0.4% | |
| -1.748516917 | 1 | 0.4% | |
| -1.737302899 | 1 | 0.4% | |
| -1.735730171 | 1 | 0.4% | |
| -1.709593296 | 1 | 0.4% | |
| -1.646165252 | 1 | 0.4% | |
| -1.638411641 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.668231845 | 1 | 0.4% | |
| 1.667443871 | 1 | 0.4% | |
| 1.64703238 | 1 | 0.4% | |
| 1.637297153 | 1 | 0.4% | |
| 1.622958422 | 1 | 0.4% | |
| 1.613555551 | 1 | 0.4% | |
| 1.613313556 | 1 | 0.4% | |
| 1.612974644 | 1 | 0.4% | |
| 1.588109016 | 1 | 0.4% | |
| 1.569057345 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.8961727619171143e-09 |
|---|---|
| Minimum | -1.7556302547454834 |
| Maximum | 1.7088327407836914 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.755630255 |
|---|---|
| 5-th percentile | -1.612123245 |
| Q1 | -0.8308269233 |
| median | 0.09325461835 |
| Q3 | 0.8238402903 |
| 95-th percentile | 1.513243765 |
| Maximum | 1.708832741 |
| Range | 3.464462996 |
| Interquartile range (IQR) | 1.654667214 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | -527378107.7 |
| Kurtosis | -1.180831762 |
| Mean | -1.896172762e-09 |
| Median Absolute Deviation (MAD) | 0.8138491288 |
| Skewness | -0.1125429906 |
| Sum | -4.740431905e-07 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.7163044214 | 1 | 0.4% | |
| 1.708832741 | 1 | 0.4% | |
| 0.6754800081 | 1 | 0.4% | |
| -1.342170358 | 1 | 0.4% | |
| -1.614626765 | 1 | 0.4% | |
| -1.097046018 | 1 | 0.4% | |
| -1.63049686 | 1 | 0.4% | |
| 0.9059339762 | 1 | 0.4% | |
| -0.3262602985 | 1 | 0.4% | |
| -1.158091307 | 1 | 0.4% | |
| 0.2825580537 | 1 | 0.4% | |
| -0.3151009381 | 1 | 0.4% | |
| -1.74458921 | 1 | 0.4% | |
| -1.106775641 | 1 | 0.4% | |
| -1.72102356 | 1 | 0.4% | |
| -0.6080687642 | 1 | 0.4% | |
| 0.5050076842 | 1 | 0.4% | |
| 1.200407505 | 1 | 0.4% | |
| 0.1206215322 | 1 | 0.4% | |
| -0.4559790492 | 1 | 0.4% | |
| -0.008821874857 | 1 | 0.4% | |
| 0.9683530927 | 1 | 0.4% | |
| -1.596585512 | 1 | 0.4% | |
| 1.219031811 | 1 | 0.4% | |
| 0.8336337805 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.755630255 | 1 | 0.4% | |
| -1.74458921 | 1 | 0.4% | |
| -1.739223719 | 1 | 0.4% | |
| -1.730893493 | 1 | 0.4% | |
| -1.721923709 | 1 | 0.4% | |
| -1.72102356 | 1 | 0.4% | |
| -1.699127913 | 1 | 0.4% | |
| -1.63849175 | 1 | 0.4% | |
| -1.630589366 | 1 | 0.4% | |
| -1.63049686 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.708832741 | 1 | 0.4% | |
| 1.685127854 | 1 | 0.4% | |
| 1.681138039 | 1 | 0.4% | |
| 1.651969194 | 1 | 0.4% | |
| 1.646334291 | 1 | 0.4% | |
| 1.608297706 | 1 | 0.4% | |
| 1.592883945 | 1 | 0.4% | |
| 1.592760205 | 1 | 0.4% | |
| 1.574370384 | 1 | 0.4% | |
| 1.572690248 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.146729027989295e-10 |
|---|---|
| Minimum | -1.8355518579483032 |
| Maximum | 1.7266043424606323 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.835551858 |
|---|---|
| 5-th percentile | -1.657834846 |
| Q1 | -0.7771964669 |
| median | 0.02539300732 |
| Q3 | 0.8876019567 |
| 95-th percentile | 1.515326589 |
| Maximum | 1.726604342 |
| Range | 3.5621562 |
| Interquartile range (IQR) | 1.664798424 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 1626881547 |
| Kurtosis | -1.063988586 |
| Mean | 6.146729028e-10 |
| Median Absolute Deviation (MAD) | 0.8404287994 |
| Skewness | -0.1054926381 |
| Sum | 1.536682257e-07 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.280272007 | 1 | 0.4% | |
| 0.1111054718 | 1 | 0.4% | |
| -0.4207539558 | 1 | 0.4% | |
| 0.3348156512 | 1 | 0.4% | |
| -0.4939948022 | 1 | 0.4% | |
| -1.668361068 | 1 | 0.4% | |
| 0.9538091421 | 1 | 0.4% | |
| 0.9464794397 | 1 | 0.4% | |
| 0.01883627474 | 1 | 0.4% | |
| -0.6442980766 | 1 | 0.4% | |
| -1.220097184 | 1 | 0.4% | |
| 0.1331018806 | 1 | 0.4% | |
| 1.267935634 | 1 | 0.4% | |
| -0.8644351363 | 1 | 0.4% | |
| 0.3120083511 | 1 | 0.4% | |
| -0.7672613859 | 1 | 0.4% | |
| -0.9127284288 | 1 | 0.4% | |
| -0.5086404085 | 1 | 0.4% | |
| 1.005219579 | 1 | 0.4% | |
| 0.755048275 | 1 | 0.4% | |
| 1.506565928 | 1 | 0.4% | |
| 1.197587013 | 1 | 0.4% | |
| 0.5201798081 | 1 | 0.4% | |
| -0.8378803134 | 1 | 0.4% | |
| 0.7237859368 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.835551858 | 1 | 0.4% | |
| -1.81226933 | 1 | 0.4% | |
| -1.806925058 | 1 | 0.4% | |
| -1.792440653 | 1 | 0.4% | |
| -1.791889787 | 1 | 0.4% | |
| -1.783389449 | 1 | 0.4% | |
| -1.769937873 | 1 | 0.4% | |
| -1.764734149 | 1 | 0.4% | |
| -1.75255096 | 1 | 0.4% | |
| -1.734464049 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.726604342 | 1 | 0.4% | |
| 1.701170564 | 1 | 0.4% | |
| 1.69901824 | 1 | 0.4% | |
| 1.667907715 | 1 | 0.4% | |
| 1.66446197 | 1 | 0.4% | |
| 1.659472942 | 1 | 0.4% | |
| 1.658906102 | 1 | 0.4% | |
| 1.647461295 | 1 | 0.4% | |
| 1.634996057 | 1 | 0.4% | |
| 1.618925571 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.030974086546621e-09 |
|---|---|
| Minimum | -2.2208375930786133 |
| Maximum | 2.1689748764038086 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.220837593 |
|---|---|
| 5-th percentile | -1.61452387 |
| Q1 | -0.7655197382 |
| median | -0.002857592539 |
| Q3 | 0.7351218015 |
| 95-th percentile | 1.638214481 |
| Maximum | 2.168974876 |
| Range | 4.389812469 |
| Interquartile range (IQR) | 1.50064154 |
Descriptive statistics
| Standard deviation | 0.9999999939 |
|---|---|
| Coefficient of variation (CV) | 969956478 |
| Kurtosis | -0.7137644878 |
| Mean | 1.030974087e-09 |
| Median Absolute Deviation (MAD) | 0.745393306 |
| Skewness | -0.002055108121 |
| Sum | 2.577435216e-07 |
| Variance | 0.9999999877 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.744140327 | 1 | 0.4% | |
| 0.3704423308 | 1 | 0.4% | |
| 1.502332687 | 1 | 0.4% | |
| -1.348630905 | 1 | 0.4% | |
| -1.20154345 | 1 | 0.4% | |
| -0.6524192095 | 1 | 0.4% | |
| -0.5518987775 | 1 | 0.4% | |
| 1.199526787 | 1 | 0.4% | |
| -0.6168799996 | 1 | 0.4% | |
| -0.1258142292 | 1 | 0.4% | |
| -0.4651745856 | 1 | 0.4% | |
| -0.485681951 | 1 | 0.4% | |
| 1.644870758 | 1 | 0.4% | |
| -1.217131615 | 1 | 0.4% | |
| -0.9466056824 | 1 | 0.4% | |
| 0.7541913986 | 1 | 0.4% | |
| 0.8638926148 | 1 | 0.4% | |
| -2.018213987 | 1 | 0.4% | |
| 1.865975738 | 1 | 0.4% | |
| -0.6339433789 | 1 | 0.4% | |
| 0.7667528987 | 1 | 0.4% | |
| 0.59975034 | 1 | 0.4% | |
| 0.8907641172 | 1 | 0.4% | |
| 0.4749229252 | 1 | 0.4% | |
| -0.7718108892 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.220837593 | 1 | 0.4% | |
| -2.212376595 | 1 | 0.4% | |
| -2.197377682 | 1 | 0.4% | |
| -2.131792784 | 1 | 0.4% | |
| -2.018213987 | 1 | 0.4% | |
| -1.90486598 | 1 | 0.4% | |
| -1.867535353 | 1 | 0.4% | |
| -1.842394233 | 1 | 0.4% | |
| -1.839588523 | 1 | 0.4% | |
| -1.815452695 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2.168974876 | 1 | 0.4% | |
| 2.103418589 | 1 | 0.4% | |
| 1.930677056 | 1 | 0.4% | |
| 1.914142251 | 1 | 0.4% | |
| 1.865975738 | 1 | 0.4% | |
| 1.835123062 | 1 | 0.4% | |
| 1.810649157 | 1 | 0.4% | |
| 1.770985246 | 1 | 0.4% | |
| 1.747563362 | 1 | 0.4% | |
| 1.731004119 | 1 | 0.4% |
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.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | target | |
|---|---|---|---|---|---|---|
| 0 | -0.884043 | 0.751601 | 0.756124 | -1.521581 | 0.203984 | -1.292118 |
| 1 | -1.516162 | -0.778852 | -0.935525 | 0.361520 | -1.306545 | -1.543313 |
| 2 | 1.276350 | 0.022499 | -0.374163 | 1.502670 | -0.609227 | 1.810649 |
| 3 | 1.282011 | 1.030213 | -0.326553 | -1.538950 | 0.474845 | -0.541642 |
| 4 | -0.619048 | 1.560539 | 1.435116 | -0.297633 | -0.120658 | 0.564376 |
| 5 | -0.153774 | 1.572473 | -0.233760 | -0.900302 | -1.111760 | 0.246153 |
| 6 | -1.293173 | 0.109598 | -0.112372 | 0.747509 | 0.687816 | -0.328576 |
| 7 | 0.054722 | -0.863815 | -0.363693 | -0.326260 | -1.386199 | -0.925473 |
| 8 | -1.676754 | 0.040530 | 0.808882 | -0.835051 | -0.674255 | -1.759257 |
| 9 | -1.426821 | 1.270393 | 0.799673 | -0.068821 | 0.312008 | -0.580568 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | target | |
|---|---|---|---|---|---|---|
| 240 | -0.198128 | 0.007184 | 1.668232 | -0.391066 | -1.197572 | 0.408259 |
| 241 | -0.147316 | -0.786049 | 1.613314 | -1.342831 | -0.263877 | -0.125814 |
| 242 | -0.904101 | -1.310728 | 0.992815 | -0.415665 | 0.273116 | -1.217132 |
| 243 | -0.065320 | -1.636857 | 0.815962 | -0.779124 | -1.272264 | -1.815453 |
| 244 | 0.408346 | 1.645289 | -1.112561 | -0.291446 | -0.650240 | 0.739030 |
| 245 | -0.502347 | 1.120583 | -0.212220 | -0.750066 | -0.441486 | -0.794529 |
| 246 | -0.940008 | 0.279920 | 1.613556 | 0.631651 | -0.395655 | 0.692209 |
| 247 | -0.368071 | -0.593283 | -1.434136 | -0.569653 | 0.861619 | 0.036260 |
| 248 | -1.700857 | 0.135705 | -0.857281 | 1.592884 | -0.724478 | -0.336974 |
| 249 | -0.205241 | -0.971258 | 1.566781 | 0.065888 | -0.262271 | 0.097324 |