STATYSTYCZNE METODY PRZETWARZANIA DANYCH
Tomasz Wieczorkowski indeks: 159981
Zadanie 1
Darmowy hosting zapewnia PRV.PL
liczba klas: 3
liczba cech: 4
liczba obiektów: 150
=========================================
~50% liczby obiektów : 75
=========================================
klasa: 1 - liczebność: 50
klasa: 2 - liczebność: 50
klasa: 3 - liczebność: 50
=========================================
=========================================
Zbiór konstrukcyjny:
1 | 5.1 | 3.5 | 1.4 | 0.2 |
1 | 4.9 | 3.0 | 1.4 | 0.2 |
1 | 4.7 | 3.2 | 1.3 | 0.2 |
1 | 4.6 | 3.1 | 1.5 | 0.2 |
1 | 5.0 | 3.6 | 1.4 | 0.2 |
1 | 5.4 | 3.9 | 1.7 | 0.4 |
1 | 4.6 | 3.4 | 1.4 | 0.3 |
1 | 5.0 | 3.4 | 1.5 | 0.2 |
1 | 4.4 | 2.9 | 1.4 | 0.2 |
1 | 4.9 | 3.1 | 1.5 | 0.1 |
1 | 5.4 | 3.7 | 1.5 | 0.2 |
1 | 4.8 | 3.4 | 1.6 | 0.2 |
1 | 4.8 | 3.0 | 1.4 | 0.1 |
1 | 4.3 | 3.0 | 1.1 | 0.1 |
1 | 5.8 | 4.0 | 1.2 | 0.2 |
1 | 5.7 | 4.4 | 1.5 | 0.4 |
1 | 5.4 | 3.9 | 1.3 | 0.4 |
1 | 5.1 | 3.5 | 1.4 | 0.3 |
1 | 5.7 | 3.8 | 1.7 | 0.3 |
1 | 5.1 | 3.8 | 1.5 | 0.3 |
1 | 5.4 | 3.4 | 1.7 | 0.2 |
1 | 5.1 | 3.7 | 1.5 | 0.4 |
1 | 4.6 | 3.6 | 1.0 | 0.2 |
1 | 5.1 | 3.3 | 1.7 | 0.5 |
1 | 4.8 | 3.4 | 1.9 | 0.2 |
2 | 7.0 | 3.2 | 4.7 | 1.4 |
2 | 6.4 | 3.2 | 4.5 | 1.5 |
2 | 6.9 | 3.1 | 4.9 | 1.5 |
2 | 5.5 | 2.3 | 4.0 | 1.3 |
2 | 6.5 | 2.8 | 4.6 | 1.5 |
2 | 5.7 | 2.8 | 4.5 | 1.3 |
2 | 6.3 | 3.3 | 4.7 | 1.6 |
2 | 4.9 | 2.4 | 3.3 | 1.0 |
2 | 6.6 | 2.9 | 4.6 | 1.3 |
2 | 5.2 | 2.7 | 3.9 | 1.4 |
2 | 5.0 | 2.0 | 3.5 | 1.0 |
2 | 5.9 | 3.0 | 4.2 | 1.5 |
2 | 6.0 | 2.2 | 4.0 | 1.0 |
2 | 6.1 | 2.9 | 4.7 | 1.4 |
2 | 5.6 | 2.9 | 3.6 | 1.3 |
2 | 6.7 | 3.1 | 4.4 | 1.4 |
2 | 5.6 | 3.0 | 4.5 | 1.5 |
2 | 5.8 | 2.7 | 4.1 | 1.0 |
2 | 6.2 | 2.2 | 4.5 | 1.5 |
2 | 5.6 | 2.5 | 3.9 | 1.1 |
2 | 5.9 | 3.2 | 4.8 | 1.8 |
2 | 6.1 | 2.8 | 4.0 | 1.3 |
2 | 6.3 | 2.5 | 4.9 | 1.5 |
2 | 6.1 | 2.8 | 4.7 | 1.2 |
2 | 6.4 | 2.9 | 4.3 | 1.3 |
3 | 6.3 | 3.3 | 6.0 | 2.5 |
3 | 5.8 | 2.7 | 5.1 | 1.9 |
3 | 7.1 | 3.0 | 5.9 | 2.1 |
3 | 6.3 | 2.9 | 5.6 | 1.8 |
3 | 6.5 | 3.0 | 5.8 | 2.2 |
3 | 7.6 | 3.0 | 6.6 | 2.1 |
3 | 4.9 | 2.5 | 4.5 | 1.7 |
3 | 7.3 | 2.9 | 6.3 | 1.8 |
3 | 6.7 | 2.5 | 5.8 | 1.8 |
3 | 7.2 | 3.6 | 6.1 | 2.5 |
3 | 6.5 | 3.2 | 5.1 | 2.0 |
3 | 6.4 | 2.7 | 5.3 | 1.9 |
3 | 6.8 | 3.0 | 5.5 | 2.1 |
3 | 5.7 | 2.5 | 5.0 | 2.0 |
3 | 5.8 | 2.8 | 5.1 | 2.4 |
3 | 6.4 | 3.2 | 5.3 | 2.3 |
3 | 6.5 | 3.0 | 5.5 | 1.8 |
3 | 7.7 | 3.8 | 6.7 | 2.2 |
3 | 7.7 | 2.6 | 6.9 | 2.3 |
3 | 6.0 | 2.2 | 5.0 | 1.5 |
3 | 6.9 | 3.2 | 5.7 | 2.3 |
3 | 5.6 | 2.8 | 4.9 | 2.0 |
3 | 7.7 | 2.8 | 6.7 | 2.0 |
3 | 6.3 | 2.7 | 4.9 | 1.8 |
3 | 6.7 | 3.3 | 5.7 | 2.1 |
=========================================
Zbiór testujący:
1 | 5.0 | 3.0 | 1.6 | 0.2 |
1 | 5.0 | 3.4 | 1.6 | 0.4 |
1 | 5.2 | 3.5 | 1.5 | 0.2 |
1 | 5.2 | 3.4 | 1.4 | 0.2 |
1 | 4.7 | 3.2 | 1.6 | 0.2 |
1 | 4.8 | 3.1 | 1.6 | 0.2 |
1 | 5.4 | 3.4 | 1.5 | 0.4 |
1 | 5.2 | 4.1 | 1.5 | 0.1 |
1 | 5.5 | 4.2 | 1.4 | 0.2 |
1 | 4.9 | 3.1 | 1.5 | 0.2 |
1 | 5.0 | 3.2 | 1.2 | 0.2 |
1 | 5.5 | 3.5 | 1.3 | 0.2 |
1 | 4.9 | 3.6 | 1.4 | 0.1 |
1 | 4.4 | 3.0 | 1.3 | 0.2 |
1 | 5.1 | 3.4 | 1.5 | 0.2 |
1 | 5.0 | 3.5 | 1.3 | 0.3 |
1 | 4.5 | 2.3 | 1.3 | 0.3 |
1 | 4.4 | 3.2 | 1.3 | 0.2 |
1 | 5.0 | 3.5 | 1.6 | 0.6 |
1 | 5.1 | 3.8 | 1.9 | 0.4 |
1 | 4.8 | 3.0 | 1.4 | 0.3 |
1 | 5.1 | 3.8 | 1.6 | 0.2 |
1 | 4.6 | 3.2 | 1.4 | 0.2 |
1 | 5.3 | 3.7 | 1.5 | 0.2 |
1 | 5.0 | 3.3 | 1.4 | 0.2 |
2 | 6.6 | 3.0 | 4.4 | 1.4 |
2 | 6.8 | 2.8 | 4.8 | 1.4 |
2 | 6.7 | 3.0 | 5.0 | 1.7 |
2 | 6.0 | 2.9 | 4.5 | 1.5 |
2 | 5.7 | 2.6 | 3.5 | 1.0 |
2 | 5.5 | 2.4 | 3.8 | 1.1 |
2 | 5.5 | 2.4 | 3.7 | 1.0 |
2 | 5.8 | 2.7 | 3.9 | 1.2 |
2 | 6.0 | 2.7 | 5.1 | 1.6 |
2 | 5.4 | 3.0 | 4.5 | 1.5 |
2 | 6.0 | 3.4 | 4.5 | 1.6 |
2 | 6.7 | 3.1 | 4.7 | 1.5 |
2 | 6.3 | 2.3 | 4.4 | 1.3 |
2 | 5.6 | 3.0 | 4.1 | 1.3 |
2 | 5.5 | 2.5 | 4.0 | 1.3 |
2 | 5.5 | 2.6 | 4.4 | 1.2 |
2 | 6.1 | 3.0 | 4.6 | 1.4 |
2 | 5.8 | 2.6 | 4.0 | 1.2 |
2 | 5.0 | 2.3 | 3.3 | 1.0 |
2 | 5.6 | 2.7 | 4.2 | 1.3 |
2 | 5.7 | 3.0 | 4.2 | 1.2 |
2 | 5.7 | 2.9 | 4.2 | 1.3 |
2 | 6.2 | 2.9 | 4.3 | 1.3 |
2 | 5.1 | 2.5 | 3.0 | 1.1 |
2 | 5.7 | 2.8 | 4.1 | 1.3 |
3 | 7.2 | 3.2 | 6.0 | 1.8 |
3 | 6.2 | 2.8 | 4.8 | 1.8 |
3 | 6.1 | 3.0 | 4.9 | 1.8 |
3 | 6.4 | 2.8 | 5.6 | 2.1 |
3 | 7.2 | 3.0 | 5.8 | 1.6 |
3 | 7.4 | 2.8 | 6.1 | 1.9 |
3 | 7.9 | 3.8 | 6.4 | 2.0 |
3 | 6.4 | 2.8 | 5.6 | 2.2 |
3 | 6.3 | 2.8 | 5.1 | 1.5 |
3 | 6.1 | 2.6 | 5.6 | 1.4 |
3 | 7.7 | 3.0 | 6.1 | 2.3 |
3 | 6.3 | 3.4 | 5.6 | 2.4 |
3 | 6.4 | 3.1 | 5.5 | 1.8 |
3 | 6.0 | 3.0 | 4.8 | 1.8 |
3 | 6.9 | 3.1 | 5.4 | 2.1 |
3 | 6.7 | 3.1 | 5.6 | 2.4 |
3 | 6.9 | 3.1 | 5.1 | 2.3 |
3 | 5.8 | 2.7 | 5.1 | 1.9 |
3 | 6.8 | 3.2 | 5.9 | 2.3 |
3 | 6.7 | 3.3 | 5.7 | 2.5 |
3 | 6.7 | 3.0 | 5.2 | 2.3 |
3 | 6.3 | 2.5 | 5.0 | 1.9 |
3 | 6.5 | 3.0 | 5.2 | 2.0 |
3 | 6.2 | 3.4 | 5.4 | 2.3 |
3 | 5.9 | 3.0 | 5.1 | 1.8 |
=========================================
Środki ciężkości klas:
1 | | 5.028 | 3.48 | 1.46 | 0.248 |
2 | | 6.012 | 2.776 | 4.312 | 1.344 |
3 | | 6.576 | 2.928 | 5.64 | 2.044 |
=========================================
=========================================
liczebność zbioru konstrukcyjnego: 75
liczebność zbioru testującego: 75
=========================================
Średnie cech:
5.872 | 3.0613333333333 | 3.804 | 1.212 |
=========================================
Odchylenia standardowe cech:
0.85112631259996 | 0.46530085846567 | 1.8028451588161 | 0.76436640428528 |
=========================================
Postandaryzowany zbiór konstrukcyjny:
1 | -0.90703340805168 | 0.94275920339621 | -1.3334478494973 | -1.3239723702225 |
1 | -1.1420161562516 | -0.13181435670585 | -1.3334478494973 | -1.3239723702225 |
1 | -1.3769989044515 | 0.29801506733497 | -1.3889157300921 | -1.3239723702225 |
1 | -1.4944902785515 | 0.08310035531456 | -1.2779799689026 | -1.3239723702225 |
1 | -1.0245247821516 | 1.1576739154166 | -1.3334478494973 | -1.3239723702225 |
1 | -0.55455928575181 | 1.8024180514779 | -1.1670442077131 | -1.0623177516014 |
1 | -1.4944902785515 | 0.72784449137579 | -1.3334478494973 | -1.1931450609119 |
1 | -1.0245247821516 | 0.72784449137579 | -1.2779799689026 | -1.3239723702225 |
1 | -1.7294730267514 | -0.34672906872626 | -1.3334478494973 | -1.3239723702225 |
1 | -1.1420161562516 | 0.08310035531456 | -1.2779799689026 | -1.454799679533 |
1 | -0.55455928575181 | 1.372588627437 | -1.2779799689026 | -1.3239723702225 |
1 | -1.2595075303516 | 0.72784449137579 | -1.2225120883079 | -1.3239723702225 |
1 | -1.2595075303516 | -0.13181435670585 | -1.3334478494973 | -1.454799679533 |
1 | -1.8469644008514 | -0.13181435670585 | -1.4998514912815 | -1.454799679533 |
1 | -0.08459378935197 | 2.0173327634983 | -1.4443836106868 | -1.3239723702225 |
1 | -0.20208516345193 | 2.8769916115799 | -1.2779799689026 | -1.0623177516014 |
1 | -0.55455928575181 | 1.8024180514779 | -1.3889157300921 | -1.0623177516014 |
1 | -0.90703340805168 | 0.94275920339621 | -1.3334478494973 | -1.1931450609119 |
1 | -0.20208516345193 | 1.5875033394574 | -1.1670442077131 | -1.1931450609119 |
1 | -0.90703340805168 | 1.5875033394574 | -1.2779799689026 | -1.1931450609119 |
1 | -0.55455928575181 | 0.72784449137579 | -1.1670442077131 | -1.3239723702225 |
1 | -0.90703340805168 | 1.372588627437 | -1.2779799689026 | -1.0623177516014 |
1 | -1.4944902785515 | 1.1576739154166 | -1.5553193718762 | -1.3239723702225 |
1 | -0.90703340805168 | 0.51292977935538 | -1.1670442077131 | -0.93149044229091 |
1 | -1.2595075303516 | 0.72784449137579 | -1.0561084465237 | -1.3239723702225 |
2 | 1.3253026998475 | 0.29801506733497 | 0.49699221012879 | 0.24595534150378 |
2 | 0.62035445524778 | 0.29801506733497 | 0.38605644893933 | 0.3767826508143 |
2 | 1.2078113257476 | 0.08310035531456 | 0.60792797131825 | 0.3767826508143 |
2 | -0.43706791165185 | -1.6362173408487 | 0.10871704596567 | 0.11512803219326 |
2 | 0.73784582934774 | -0.56164378074668 | 0.44152432953406 | 0.3767826508143 |
2 | -0.20208516345193 | -0.56164378074668 | 0.38605644893933 | 0.11512803219326 |
2 | 0.50286308114782 | 0.51292977935538 | 0.49699221012879 | 0.50760996012482 |
2 | -1.1420161562516 | -1.4213026288283 | -0.27955811819744 | -0.2773538957383 |
2 | 0.8553372034477 | -0.34672906872626 | 0.44152432953406 | 0.11512803219326 |
2 | -0.78954203395172 | -0.77655849276709 | 0.053249165370942 | 0.24595534150378 |
2 | -1.0245247821516 | -2.28096147691 | -0.16862235700798 | -0.2773538957383 |
2 | 0.032897584747989 | -0.13181435670585 | 0.21965280715513 | 0.3767826508143 |
2 | 0.15038895884795 | -1.8511320528691 | 0.10871704596567 | -0.2773538957383 |
2 | 0.26788033294791 | -0.34672906872626 | 0.49699221012879 | 0.24595534150378 |
2 | -0.31957653755189 | -0.34672906872626 | -0.11315447641325 | 0.11512803219326 |
2 | 0.97282857754766 | 0.08310035531456 | 0.3305885683446 | 0.24595534150378 |
2 | -0.31957653755189 | -0.13181435670585 | 0.38605644893933 | 0.3767826508143 |
2 | -0.08459378935197 | -0.77655849276709 | 0.1641849265604 | -0.2773538957383 |
2 | 0.38537170704787 | -1.8511320528691 | 0.38605644893933 | 0.3767826508143 |
2 | -0.31957653755189 | -1.2063879168079 | 0.053249165370942 | -0.14652658642778 |
2 | 0.032897584747989 | 0.29801506733497 | 0.55246009072352 | 0.76926457874586 |
2 | 0.26788033294791 | -0.56164378074668 | 0.10871704596567 | 0.11512803219326 |
2 | 0.50286308114782 | -1.2063879168079 | 0.60792797131825 | 0.3767826508143 |
2 | 0.26788033294791 | -0.56164378074668 | 0.49699221012879 | -0.015699277117262 |
2 | 0.62035445524778 | -0.34672906872626 | 0.27512068774986 | 0.11512803219326 |
3 | 0.50286308114782 | 0.51292977935538 | 1.2180746578603 | 1.6850557439195 |
3 | -0.08459378935197 | -0.77655849276709 | 0.71886373250771 | 0.90009188805638 |
3 | 1.4427940739475 | -0.13181435670585 | 1.1626067772656 | 1.1617465066774 |
3 | 0.50286308114782 | -0.34672906872626 | 0.99620313548136 | 0.76926457874586 |
3 | 0.73784582934774 | -0.13181435670585 | 1.1071388966708 | 1.2925738159879 |
3 | 2.0302509444473 | -0.13181435670585 | 1.5508819414287 | 1.1617465066774 |
3 | -1.1420161562516 | -1.2063879168079 | 0.38605644893933 | 0.63843726943534 |
3 | 1.6777768221474 | -0.34672906872626 | 1.3844782996445 | 0.76926457874586 |
3 | 0.97282857754766 | -1.2063879168079 | 1.1071388966708 | 0.76926457874586 |
3 | 1.5602854480475 | 1.1576739154166 | 1.273542538455 | 1.6850557439195 |
3 | 0.73784582934774 | 0.29801506733497 | 0.71886373250771 | 1.0309191973669 |
3 | 0.62035445524778 | -0.77655849276709 | 0.82979949369717 | 0.90009188805638 |
3 | 1.0903199516476 | -0.13181435670585 | 0.94073525488663 | 1.1617465066774 |
3 | -0.20208516345193 | -1.2063879168079 | 0.66339585191298 | 1.0309191973669 |
3 | -0.08459378935197 | -0.56164378074668 | 0.71886373250771 | 1.554228434609 |
3 | 0.62035445524778 | 0.29801506733497 | 0.82979949369717 | 1.4234011252985 |
3 | 0.73784582934774 | -0.13181435670585 | 0.94073525488663 | 0.76926457874586 |
3 | 2.1477423185472 | 1.5875033394574 | 1.6063498220234 | 1.2925738159879 |
3 | 2.1477423185472 | -0.9914732047875 | 1.7172855832129 | 1.4234011252985 |
3 | 0.15038895884795 | -1.8511320528691 | 0.66339585191298 | 0.3767826508143 |
3 | 1.2078113257476 | 0.29801506733497 | 1.0516710160761 | 1.4234011252985 |
3 | -0.31957653755189 | -0.56164378074668 | 0.60792797131825 | 1.0309191973669 |
3 | 2.1477423185472 | -0.56164378074668 | 1.6063498220234 | 1.0309191973669 |
3 | 0.50286308114782 | -0.77655849276709 | 0.60792797131825 | 0.76926457874586 |
3 | 0.97282857754766 | 0.51292977935538 | 1.0516710160761 | 1.1617465066774 |
=========================================
Postandaryzowany zbiór uczący:
1 | -1.0245247821516 | -0.13181435670585 | -1.2225120883079 | -1.3239723702225 |
1 | -1.0245247821516 | 0.72784449137579 | -1.2225120883079 | -1.0623177516014 |
1 | -0.78954203395172 | 0.94275920339621 | -1.2779799689026 | -1.3239723702225 |
1 | -0.78954203395172 | 0.72784449137579 | -1.3334478494973 | -1.3239723702225 |
1 | -1.3769989044515 | 0.29801506733497 | -1.2225120883079 | -1.3239723702225 |
1 | -1.2595075303516 | 0.08310035531456 | -1.2225120883079 | -1.3239723702225 |
1 | -0.55455928575181 | 0.72784449137579 | -1.2779799689026 | -1.0623177516014 |
1 | -0.78954203395172 | 2.2322474755187 | -1.2779799689026 | -1.454799679533 |
1 | -0.43706791165185 | 2.4471621875391 | -1.3334478494973 | -1.3239723702225 |
1 | -1.1420161562516 | 0.08310035531456 | -1.2779799689026 | -1.3239723702225 |
1 | -1.0245247821516 | 0.29801506733497 | -1.4443836106868 | -1.3239723702225 |
1 | -0.43706791165185 | 0.94275920339621 | -1.3889157300921 | -1.3239723702225 |
1 | -1.1420161562516 | 1.1576739154166 | -1.3334478494973 | -1.454799679533 |
1 | -1.7294730267514 | -0.13181435670585 | -1.3889157300921 | -1.3239723702225 |
1 | -0.90703340805168 | 0.72784449137579 | -1.2779799689026 | -1.3239723702225 |
1 | -1.0245247821516 | 0.94275920339621 | -1.3889157300921 | -1.1931450609119 |
1 | -1.6119816526514 | -1.6362173408487 | -1.3889157300921 | -1.1931450609119 |
1 | -1.7294730267514 | 0.29801506733497 | -1.3889157300921 | -1.3239723702225 |
1 | -1.0245247821516 | 0.94275920339621 | -1.2225120883079 | -0.80066313298038 |
1 | -0.90703340805168 | 1.5875033394574 | -1.0561084465237 | -1.0623177516014 |
1 | -1.2595075303516 | -0.13181435670585 | -1.3334478494973 | -1.1931450609119 |
1 | -0.90703340805168 | 1.5875033394574 | -1.2225120883079 | -1.3239723702225 |
1 | -1.4944902785515 | 0.29801506733497 | -1.3334478494973 | -1.3239723702225 |
1 | -0.67205065985177 | 1.372588627437 | -1.2779799689026 | -1.3239723702225 |
1 | -1.0245247821516 | 0.51292977935538 | -1.3334478494973 | -1.3239723702225 |
2 | 0.8553372034477 | -0.13181435670585 | 0.3305885683446 | 0.24595534150378 |
2 | 1.0903199516476 | -0.56164378074668 | 0.55246009072352 | 0.24595534150378 |
2 | 0.97282857754766 | -0.13181435670585 | 0.66339585191298 | 0.63843726943534 |
2 | 0.15038895884795 | -0.34672906872626 | 0.38605644893933 | 0.3767826508143 |
2 | -0.20208516345193 | -0.9914732047875 | -0.16862235700798 | -0.2773538957383 |
2 | -0.43706791165185 | -1.4213026288283 | -0.002218715223789 | -0.14652658642778 |
2 | -0.43706791165185 | -1.4213026288283 | -0.057686595818519 | -0.2773538957383 |
2 | -0.08459378935197 | -0.77655849276709 | 0.053249165370942 | -0.015699277117262 |
2 | 0.15038895884795 | -0.77655849276709 | 0.71886373250771 | 0.50760996012482 |
2 | -0.55455928575181 | -0.13181435670585 | 0.38605644893933 | 0.3767826508143 |
2 | 0.15038895884795 | 0.72784449137579 | 0.38605644893933 | 0.50760996012482 |
2 | 0.97282857754766 | 0.08310035531456 | 0.49699221012879 | 0.3767826508143 |
2 | 0.50286308114782 | -1.6362173408487 | 0.3305885683446 | 0.11512803219326 |
2 | -0.31957653755189 | -0.13181435670585 | 0.1641849265604 | 0.11512803219326 |
2 | -0.43706791165185 | -1.2063879168079 | 0.10871704596567 | 0.11512803219326 |
2 | -0.43706791165185 | -0.9914732047875 | 0.3305885683446 | -0.015699277117262 |
2 | 0.26788033294791 | -0.13181435670585 | 0.44152432953406 | 0.24595534150378 |
2 | -0.08459378935197 | -0.9914732047875 | 0.10871704596567 | -0.015699277117262 |
2 | -1.0245247821516 | -1.6362173408487 | -0.27955811819744 | -0.2773538957383 |
2 | -0.31957653755189 | -0.77655849276709 | 0.21965280715513 | 0.11512803219326 |
2 | -0.20208516345193 | -0.13181435670585 | 0.21965280715513 | -0.015699277117262 |
2 | -0.20208516345193 | -0.34672906872626 | 0.21965280715513 | 0.11512803219326 |
2 | 0.38537170704787 | -0.34672906872626 | 0.27512068774986 | 0.11512803219326 |
2 | -0.90703340805168 | -1.2063879168079 | -0.44596175998163 | -0.14652658642778 |
2 | -0.20208516345193 | -0.56164378074668 | 0.1641849265604 | 0.11512803219326 |
3 | 1.5602854480475 | 0.29801506733497 | 1.2180746578603 | 0.76926457874586 |
3 | 0.38537170704787 | -0.56164378074668 | 0.55246009072352 | 0.76926457874586 |
3 | 0.26788033294791 | -0.13181435670585 | 0.60792797131825 | 0.76926457874586 |
3 | 0.62035445524778 | -0.56164378074668 | 0.99620313548136 | 1.1617465066774 |
3 | 1.5602854480475 | -0.13181435670585 | 1.1071388966708 | 0.50760996012482 |
3 | 1.7952681962474 | -0.56164378074668 | 1.273542538455 | 0.90009188805638 |
3 | 2.3827250667472 | 1.5875033394574 | 1.4399461802392 | 1.0309191973669 |
3 | 0.62035445524778 | -0.56164378074668 | 0.99620313548136 | 1.2925738159879 |
3 | 0.50286308114782 | -0.56164378074668 | 0.71886373250771 | 0.3767826508143 |
3 | 0.26788033294791 | -0.9914732047875 | 0.99620313548136 | 0.24595534150378 |
3 | 2.1477423185472 | -0.13181435670585 | 1.273542538455 | 1.4234011252985 |
3 | 0.50286308114782 | 0.72784449137579 | 0.99620313548136 | 1.554228434609 |
3 | 0.62035445524778 | 0.08310035531456 | 0.94073525488663 | 0.76926457874586 |
3 | 0.15038895884795 | -0.13181435670585 | 0.55246009072352 | 0.76926457874586 |
3 | 1.2078113257476 | 0.08310035531456 | 0.8852673742919 | 1.1617465066774 |
3 | 0.97282857754766 | 0.08310035531456 | 0.99620313548136 | 1.554228434609 |
3 | 1.2078113257476 | 0.08310035531456 | 0.71886373250771 | 1.4234011252985 |
3 | -0.08459378935197 | -0.77655849276709 | 0.71886373250771 | 0.90009188805638 |
3 | 1.0903199516476 | 0.29801506733497 | 1.1626067772656 | 1.4234011252985 |
3 | 0.97282857754766 | 0.51292977935538 | 1.0516710160761 | 1.6850557439195 |
3 | 0.97282857754766 | -0.13181435670585 | 0.77433161310244 | 1.4234011252985 |
3 | 0.50286308114782 | -1.2063879168079 | 0.66339585191298 | 0.90009188805638 |
3 | 0.73784582934774 | -0.13181435670585 | 0.77433161310244 | 1.0309191973669 |
3 | 0.38537170704787 | 0.72784449137579 | 0.8852673742919 | 1.4234011252985 |
3 | 0.032897584747989 | -0.13181435670585 | 0.71886373250771 | 0.76926457874586 |
=========================================
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Postandaryzowane środki ciężkości klas:
1 | | -0.99162719740365 | 0.89977626099212 | -1.3001671211405 | -1.2611752617534 |
2 | | 0.16448792373994 | -0.61322331163157 | 0.28177683342123 | 0.17269204828989 |
3 | | 0.82713927366371 | -0.28655294936055 | 1.0183902877193 | 1.0884832134635 |
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Rzaem błędów: 8