Quantiltabelle

Eine Quantiltabelle ist eine Tabelle in der Stochastik, welche numerisch berechnete Quantile bestimmter Wahrscheinlichkeitsverteilungen enthält.

Quantilstabellen werden an zahlreichen Stellen in der mathematischen Statistik verwendet. So werden sie beispielsweise für die Bestimmung von Konfidenzintervallen herangezogen. Des Weiteren lassen sich bei normalverteilten Zufallsvariablen mit gegebener Varianz und gegebenem Erwartungswert über die Z-Transformation in Kombination mit der entsprechenden Quantiltabelle direkt Wahrscheinlichkeiten bestimmen.

Rahmenbedingungen

Ein p-Quantil einer Wahrscheinlichkeitsverteilung mit Wahrscheinlichkeitsdichtefunktion

Als p-Quantil einer Wahrscheinlichkeitsverteilung auf den reellen Zahlen wird eine reelle Zahl bezeichnet, so dass

und

ist. Hierbei ist . Besitzt die Wahrscheinlichkeitsverteilung eine stetige Verteilungsfunktion , so ist die äquivalent zu

.

Ist die Verteilungsfunktion streng monoton wachsend. so ist eindeutig bestimmt. Das p-Quantil trennt dann die reellen Zahlen in zwei Teile: der Teil kleiner als , welcher die Wahrscheinlichkeit erhält, und der Teil größer als , welcher die Wahrscheinlichkeit erhält.

In vielen Anwendungen der Statistik benötigt man häufig die Quantile gewisser Wahrscheinlichkeitsverteilungen. Zu diesen Verteilungen gehören:

Alle Quantile dieser Verteilungen sind eindeutig. Jedoch existiert für manche Verteilungen keine geschlossene Darstellung der Verteilungsfunktion (Normalverteilung) oder diese geschlossene Darstellung ist sehr komplex beziehungsweise das Lösen der Gleichung

ist nicht praktikabel. Daher werden die wichtigen Quantile diese Verteilungen mit der notwendigen Genauigkeit numerisch bestimmt und in Tabellen zusammengefasst. So können sie nachgeschlagen werden, ohne jedes Mal erneut numerisch bestimmt zu werden.

Welche Werte die Tabelle genau enthält und wie viele Nachkommastellen sie enthält, hängt von der jeweiligen Verteilung ab und dem Kontext, in dem diese benötigt wird. So wird für die leicht zu normierende Normalverteilung beispielsweise nur die Standardnormalverteilung tabelliert, hierbei dann jedoch mit auf zwei Nachkommastellen genau und das entsprechende auf vier Nachkommastellen. Für die Student-Verteilung werden dagegen nur die Quantile etc. angegeben, dafür aber mit variabler Anzahl an Freiheitsgraden. Details hierzu und zur Verwendung der einzelnen Tabellen finden sich in den entsprechenden Abschnitten.

Wichtige Quantiltabellen

Nachfolgend sind einige wichtige Quantiltabellen aufgeführt. Die Auswahl der tabellierten Werte folgt dabei[1][2][3]

Normalverteilung

Die Quantiltabelle der Normalverteilung, genauer der Standardnormalverteilung, befindet sich im Artikel Standardnormalverteilungstabelle. Dort ist auch der Umgang mit der Tabelle erklärt sowie einige Beispiele aufgeführt.

Chi-Quadrat-Verteilung

p-Quantile der Chi-Quadrat-Verteilung mit n Freiheitsgraden
p=0,005 0,010 0,020 0,025 0,050 0,100 0,250 0,500 0,750 0,900 0,950 0,975 0,980 0,990 0,995
n=1 3,927e-5 1,571e-4 6,285e-4 9,820e-4 3,932e-3 1,579e-2 1,015e-1 4,549e-1 1,323 2,706 3,841 5,024 5,412 6,635 7,879
2 1,003e-2 2,010e-2 4,041e-2 5,064e-2 1,026e-1 2,107e-1 5,754e-1 1,386 2,773 4,605 5,991 7,378 7,824 9,210 10,60
3 7,172e-2 1,1480e-1 1,848e-1 2,158e-1 3,518e-1 5,844e-1 1,213 2,366 4,108 6,251 7,815 9,348 9,837 11,34 12,84
4 2,070e-1 2,971e-1 4,294e-1 4,844e-1 7,107e-1 1,064 1,923 3,357 5,385 7,779 9,488 11,14 11,67 13,28 14,86
5 4,117e-1 5,543e-1 7,519e-1 8,312e-1 1,145 1,6100 2,675 4,351 6,626 9,236 11,07 12,83 13,39 15,09 16,75
6 6,757e-1 8,721e-1 1,134 1,237 1,635 2,204 3,455 5,348 7,841 10,64 12,59 14,45 15,03 16,81 18,55
7 0,9893 1,239 1,564 1,6900 2,167 2,833 4,255 6,346 9,037 12,02 14,07 16,01 16,62 18,48 20,28
8 1,344 1,646 2,032 2,180 2,733 3,490 5,071 7,344 10,22 13,36 15,51 17,53 18,17 20,09 21,95
9 1,735 2,088 2,532 2,700 3,325 4,168 5,899 8,343 11,39 14,68 16,92 19,02 19,68 21,67 23,59
10 2,156 2,558 3,059 3,247 3,940 4,865 6,737 9,342 12,55 15,99 18,31 20,48 21,16 23,21 25,19
11 2,603 3,053 3,609 3,816 4,575 5,578 7,584 10,34 13,70 17,28 19,68 21,92 22,62 24,72 26,76
12 3,074 3,571 4,178 4,404 5,226 6,304 8,438 11,34 14,85 18,55 21,03 23,34 24,05 26,22 28,30
13 3,565 4,107 4,765 5,009 5,892 7,042 9,299 12,34 15,98 19,81 22,36 24,74 25,47 27,69 29,82
14 4,075 4,660 5,368 5,629 6,571 7,790 10,17 13,34 17,12 21,06 23,68 26,12 26,87 29,14 31,32
15 4,601 5,229 5,985 6,262 7,261 8,547 11,04 14,34 18,25 22,31 25,00 27,49 28,26 30,58 32,80
16 5,142 5,812 6,614 6,908 7,962 9,312 11,91 15,34 19,37 23,54 26,30 28,85 29,63 32,00 34,27
17 5,697 6,408 7,255 7,564 8,672 10,09 12,79 16,34 20,49 24,77 27,59 30,19 31,00 33,41 35,72
18 6,265 7,015 7,906 8,231 9,390 10,86 13,68 17,34 21,60 25,99 28,87 31,53 32,35 34,81 37,16
19 6,844 7,633 8,567 8,907 10,12 11,65 14,56 18,34 22,72 27,20 30,14 32,85 33,69 36,19 38,58
20 7,434 8,260 9,237 9,591 10,85 12,44 15,45 19,34 23,83 28,41 31,41 34,17 35,02 37,57 40,00
21 8,034 8,897 9,915 10,28 11,59 13,24 16,34 20,34 24,93 29,62 32,67 35,48 36,34 38,93 41,40
22 8,643 9,542 10,60 10,98 12,34 14,04 17,24 21,34 26,04 30,81 33,92 36,78 37,66 40,29 42,80
23 9,260 10,20 11,29 11,69 13,09 14,85 18,14 22,34 27,14 32,01 35,17 38,08 38,97 41,64 44,18
24 9,886 10,86 11,99 12,40 13,85 15,66 19,04 23,34 28,24 33,20 36,42 39,36 40,27 42,98 45,56
25 10,52 11,52 12,70 13,12 14,61 16,47 19,94 24,34 29,34 34,38 37,65 40,65 41,57 44,31 46,93
26 11,16 12,20 13,41 13,84 15,38 17,29 20,84 25,34 30,43 35,56 38,89 41,92 42,86 45,64 48,29
27 11,81 12,88 14,13 14,57 16,15 18,11 21,75 26,34 31,53 36,74 40,11 43,19 44,14 46,96 49,64
28 12,46 13,56 14,85 15,31 16,93 18,94 22,66 27,34 32,62 37,92 41,34 44,46 45,42 48,28 50,99
29 13,12 14,26 15,57 16,05 17,71 19,77 23,57 28,34 33,71 39,09 42,56 45,72 46,69 49,59 52,34
30 13,79 14,95 16,31 16,79 18,49 20,60 24,48 29,34 34,80 40,26 43,77 46,98 47,96 50,89 53,67
35 17,19 18,51 20,03 20,57 22,47 24,80 29,05 34,34 40,22 46,06 49,80 53,20 54,24 57,34 60,27
40 20,71 22,16 23,84 24,43 26,51 29,05 33,66 39,34 45,62 51,81 55,76 59,34 60,44 63,69 66,77
45 24,31 25,90 27,72 28,37 30,61 33,35 38,29 44,34 50,98 57,51 61,66 65,41 66,56 69,96 73,17
50 27,99 29,71 31,66 32,36 34,76 37,69 42,94 49,33 56,33 63,17 67,50 71,42 72,61 76,15 79,49
55 31,73 33,57 35,66 36,40 38,96 42,06 47,61 54,33 61,66 68,80 73,31 77,38 78,62 82,29 85,75
60 35,53 37,48 39,70 40,48 43,19 46,46 52,29 59,33 66,98 74,40 79,08 83,30 84,58 88,38 91,95
70 43,28 45,44 47,89 48,76 51,74 55,33 61,70 69,33 77,58 85,53 90,53 95,02 96,39 100,4 104,2
80 51,17 53,54 56,21 57,15 60,39 64,28 71,14 79,33 88,13 96,58 101,9 106,6 108,1 112,3 116,3
90 59,20 61,75 64,63 65,65 69,13 73,29 80,62 89,33 98,65 107,6 113,1 118,1 119,6 124,1 128,3
100 67,33 70,06 73,14 74,22 77,93 82,36 90,13 99,33 109,1 118,5 124,3 129,6 131,1 135,8 140,2
150 109,1 112,7 116,6 118,0 122,7 128,3 138,0 149,3 161,3 172,6 179,6 185,8 187,7 193,2 198,4
200 152,2 156,4 161,1 162,7 168,3 174,8 186,2 199,3 213,1 226,0 234,0 241,1 243,2 249,4 255,3
250 196,2 200,9 206,2 208,1 214,4 221,8 234,6 249,3 264,7 279,1 287,9 295,7 298,0 304,9 311,3
300 240,7 246,0 251,9 253,9 260,9 269,1 283,1 299,3 316,1 331,8 341,4 349,9 352,4 359,9 366,8
400 330,9 337,2 344,1 346,5 354,6 364,2 380,6 399,3 418,7 436,6 447,6 457,3 460,2 468,7 476,6
600 514,5 522,4 531,0 534,0 544,2 556,1 576,3 599,3 623,0 644,8 658,1 669,8 673,3 683,5 693,0
800 700,7 709,9 720,0 723,5 735,4 749,2 772,7 799,3 826,6 851,7 866,9 880,3 884,3 896,0 906,8
1000 888,6 898,9 910,3 914,3 927,6 943,1 969,5 999,3 1029 1057 1074 1089 1094 1107 1118

Studentsche t-Verteilung

p-Quantile der Studentschen t-Verteilung mit n Freiheitsgraden (einseitiger Test)
p=0,9 0,95 0,96 0,975 0,98 0,99 0,995 0,999 0,9995
n=1 3,078 6,314 7,916 12,71 15,89 31,82 63,66 318,3 636,6
2 1,886 2,920 3,320 4,303 4,849 6,965 9,925 22,33 31,60
3 1,638 2,353 2,605 3,182 3,482 4,541 5,841 10,21 12,92
4 1,533 2,132 2,333 2,776 2,999 3,747 4,604 7,173 8,610
5 1,476 2,015 2,191 2,571 2,757 3,365 4,032 5,893 6,869
6 1,440 1,943 2,104 2,447 2,612 3,143 3,707 5,208 5,959
7 1,415 1,895 2,046 2,365 2,517 2,998 3,499 4,785 5,408
8 1,397 1,860 2,004 2,306 2,449 2,896 3,355 4,501 5,041
9 1,383 1,833 1,973 2,262 2,398 2,821 3,250 4,297 4,781
10 1,372 1,812 1,948 2,228 2,359 2,764 3,169 4,144 4,587
11 1,363 1,796 1,928 2,201 2,328 2,718 3,106 4,025 4,437
12 1,356 1,782 1,912 2,179 2,303 2,681 3,055 3,930 4,318
13 1,350 1,771 1,899 2,160 2,282 2,650 3,012 3,852 4,221
14 1,345 1,761 1,887 2,145 2,264 2,624 2,977 3,787 4,140
15 1,341 1,753 1,878 2,131 2,249 2,602 2,947 3,733 4,073
16 1,337 1,746 1,869 2,120 2,235 2,583 2,921 3,686 4,015
17 1,333 1,740 1,862 2,110 2,224 2,567 2,898 3,646 3,965
18 1,330 1,734 1,855 2,101 2,214 2,552 2,878 3,610 3,922
19 1,328 1,729 1,850 2,093 2,205 2,539 2,861 3,579 3,883
20 1,325 1,725 1,844 2,086 2,197 2,528 2,845 3,552 3,850
21 1,323 1,721 1,840 2,080 2,189 2,518 2,831 3,527 3,819
22 1,321 1,717 1,835 2,074 2,183 2,508 2,819 3,505 3,792
23 1,319 1,714 1,832 2,069 2,177 2,500 2,807 3,485 3,768
24 1,318 1,711 1,828 2,064 2,172 2,492 2,797 3,467 3,745
25 1,316 1,708 1,825 2,060 2,167 2,485 2,787 3,450 3,725
26 1,315 1,706 1,822 2,056 2,162 2,479 2,779 3,435 3,707
27 1,314 1,703 1,819 2,052 2,158 2,473 2,771 3,421 3,690
28 1,313 1,701 1,817 2,048 2,154 2,467 2,763 3,408 3,674
29 1,311 1,699 1,814 2,045 2,150 2,462 2,756 3,396 3,659
30 1,310 1,697 1,812 2,042 2,147 2,457 2,750 3,385 3,646
35 1,306 1,690 1,803 2,030 2,133 2,438 2,724 3,340 3,591
40 1,303 1,684 1,796 2,021 2,123 2,423 2,704 3,307 3,551
45 1,301 1,679 1,791 2,014 2,115 2,412 2,690 3,281 3,520
50 1,299 1,676 1,787 2,009 2,109 2,403 2,678 3,261 3,496
60 1,296 1,671 1,781 2,000 2,099 2,390 2,660 3,232 3,460
70 1,294 1,667 1,776 1,994 2,093 2,381 2,648 3,211 3,435
80 1,292 1,664 1,773 1,990 2,088 2,374 2,639 3,195 3,416
90 1,291 1,662 1,771 1,987 2,084 2,368 2,632 3,183 3,402
100 1,290 1,660 1,769 1,984 2,081 2,364 2,626 3,174 3,390
150 1,287 1,655 1,763 1,976 2,072 2,351 2,609 3,145 3,357
200 1,286 1,653 1,760 1,972 2,067 2,345 2,601 3,131 3,340
250 1,285 1,651 1,758 1,969 2,065 2,341 2,596 3,123 3,330
300 1,284 1,650 1,757 1,968 2,063 2,339 2,592 3,118 3,323
400 1,284 1,649 1,755 1,966 2,060 2,336 2,588 3,111 3,315
500 1,283 1,648 1,754 1,965 2,059 2,334 2,586 3,107 3,310
600 1,283 1,647 1,754 1,964 2,058 2,333 2,584 3,104 3,307
800 1,283 1,647 1,753 1,963 2,057 2,331 2,582 3,100 3,303
1000 1,282 1,646 1,752 1,962 2,056 2,330 2,581 3,098 3,300
100000 1,282 1,645 1,751 1,960 2,054 2,326 2,576 3,090 3,291

Fisher-Verteilung

0.95-Quantile der Fisher-Verteilung mit n Freiheitsgraden im Nenner und m Freiheitsgraden im Zähler
m=1 2 3 4 5 6 7 8 9 10 11 12 14 16 18 20 22 24 30 40 50 60 100 100000
n=1 161,4 199,5 215,7 224,6 230,2 234,0 236,8 238,9 240,5 241,9 243,0 243,9 244,7 245,4 245,9 246,5 246,9 247,3 247,7 248,0 248,3 248,6 248,8 249,1
2 18,51 19,00 19,16 19,25 19,30 19,33 19,35 19,37 19,38 19,40 19,40 19,41 19,42 19,42 19,43 19,43 19,44 19,44 19,44 19,45 19,45 19,45 19,45 19,45
3 10,13 9,552 9,277 9,117 9,013 8,941 8,887 8,845 8,812 8,786 8,763 8,745 8,729 8,715 8,703 8,692 8,683 8,675 8,667 8,660 8,654 8,648 8,643 8,639
4 7,709 6,944 6,591 6,388 6,256 6,163 6,094 6,041 5,999 5,964 5,936 5,912 5,891 5,873 5,858 5,844 5,832 5,821 5,811 5,803 5,795 5,787 5,781 5,774
5 6,608 5,786 5,409 5,192 5,050 4,950 4,876 4,818 4,772 4,735 4,704 4,678 4,655 4,636 4,619 4,604 4,590 4,579 4,568 4,558 4,549 4,541 4,534 4,527
6 5,987 5,143 4,757 4,534 4,387 4,284 4,207 4,147 4,099 4,060 4,027 4,000 3,976 3,956 3,938 3,922 3,908 3,896 3,884 3,874 3,865 3,856 3,849 3,841
7 5,591 4,737 4,347 4,120 3,972 3,866 3,787 3,726 3,677 3,637 3,603 3,575 3,550 3,529 3,511 3,494 3,480 3,467 3,455 3,445 3,435 3,426 3,418 3,410
8 5,318 4,459 4,066 3,838 3,687 3,581 3,500 3,438 3,388 3,347 3,313 3,284 3,259 3,237 3,218 3,202 3,187 3,173 3,161 3,150 3,140 3,131 3,123 3,115
9 5,117 4,256 3,863 3,633 3,482 3,374 3,293 3,230 3,179 3,137 3,102 3,073 3,048 3,025 3,006 2,989 2,974 2,960 2,948 2,936 2,926 2,917 2,908 2,900
10 4,965 4,103 3,708 3,478 3,326 3,217 3,135 3,072 3,020 2,978 2,943 2,913 2,887 2,865 2,845 2,828 2,812 2,798 2,785 2,774 2,764 2,754 2,745 2,737
11 4,844 3,982 3,587 3,357 3,204 3,095 3,012 2,948 2,896 2,854 2,818 2,788 2,761 2,739 2,719 2,701 2,685 2,671 2,658 2,646 2,636 2,626 2,617 2,609
12 4,747 3,885 3,490 3,259 3,106 2,996 2,913 2,849 2,796 2,753 2,717 2,687 2,660 2,637 2,617 2,599 2,583 2,568 2,555 2,544 2,533 2,523 2,514 2,505
13 4,667 3,806 3,411 3,179 3,025 2,915 2,832 2,767 2,714 2,671 2,635 2,604 2,577 2,554 2,533 2,515 2,499 2,484 2,471 2,459 2,448 2,438 2,429 2,420
14 4,600 3,739 3,344 3,112 2,958 2,848 2,764 2,699 2,646 2,602 2,565 2,534 2,507 2,484 2,463 2,445 2,428 2,413 2,400 2,388 2,377 2,367 2,357 2,349
15 4,543 3,682 3,287 3,056 2,901 2,790 2,707 2,641 2,588 2,544 2,507 2,475 2,448 2,424 2,403 2,385 2,368 2,353 2,340 2,328 2,316 2,306 2,297 2,288
16 4,494 3,634 3,239 3,007 2,852 2,741 2,657 2,591 2,538 2,494 2,456 2,425 2,397 2,373 2,352 2,333 2,317 2,302 2,288 2,276 2,264 2,254 2,244 2,235
17 4,451 3,592 3,197 2,965 2,810 2,699 2,614 2,548 2,494 2,450 2,413 2,381 2,353 2,329 2,308 2,289 2,272 2,257 2,243 2,230 2,219 2,208 2,199 2,190
18 4,414 3,555 3,160 2,928 2,773 2,661 2,577 2,510 2,456 2,412 2,374 2,342 2,314 2,290 2,269 2,250 2,233 2,217 2,203 2,191 2,179 2,168 2,159 2,150
19 4,381 3,522 3,127 2,895 2,740 2,628 2,544 2,477 2,423 2,378 2,340 2,308 2,280 2,256 2,234 2,215 2,198 2,182 2,168 2,155 2,144 2,133 2,123 2,114
20 4,351 3,493 3,098 2,866 2,711 2,599 2,514 2,447 2,393 2,348 2,310 2,278 2,250 2,225 2,203 2,184 2,167 2,151 2,137 2,124 2,112 2,102 2,092 2,082
21 4,325 3,467 3,072 2,840 2,685 2,573 2,488 2,420 2,366 2,321 2,283 2,250 2,222 2,197 2,176 2,156 2,139 2,123 2,109 2,096 2,084 2,073 2,063 2,054
22 4,301 3,443 3,049 2,817 2,661 2,549 2,464 2,397 2,342 2,297 2,259 2,226 2,198 2,173 2,151 2,131 2,114 2,098 2,084 2,071 2,059 2,048 2,038 2,028
23 4,279 3,422 3,028 2,796 2,640 2,528 2,442 2,375 2,320 2,275 2,236 2,204 2,175 2,150 2,128 2,109 2,091 2,075 2,061 2,048 2,036 2,025 2,014 2,005
24 4,260 3,403 3,009 2,776 2,621 2,508 2,423 2,355 2,300 2,255 2,216 2,183 2,155 2,130 2,108 2,088 2,070 2,054 2,040 2,027 2,015 2,003 1,993 1,984
25 4,242 3,385 2,991 2,759 2,603 2,490 2,405 2,337 2,282 2,236 2,198 2,165 2,136 2,111 2,089 2,069 2,051 2,035 2,021 2,007 1,995 1,984 1,974 1,964
26 4,225 3,369 2,975 2,743 2,587 2,474 2,388 2,321 2,265 2,220 2,181 2,148 2,119 2,094 2,072 2,052 2,034 2,018 2,003 1,990 1,978 1,966 1,956 1,946
27 4,210 3,354 2,960 2,728 2,572 2,459 2,373 2,305 2,250 2,204 2,166 2,132 2,103 2,078 2,056 2,036 2,018 2,002 1,987 1,974 1,961 1,950 1,940 1,930
28 4,196 3,340 2,947 2,714 2,558 2,445 2,359 2,291 2,236 2,190 2,151 2,118 2,089 2,064 2,041 2,021 2,003 1,987 1,972 1,959 1,946 1,935 1,924 1,915
29 4,183 3,328 2,934 2,701 2,545 2,432 2,346 2,278 2,223 2,177 2,138 2,104 2,075 2,050 2,027 2,007 1,989 1,973 1,958 1,945 1,932 1,921 1,910 1,901
30 4,171 3,316 2,922 2,690 2,534 2,421 2,334 2,266 2,211 2,165 2,126 2,092 2,063 2,037 2,015 1,995 1,976 1,960 1,945 1,932 1,919 1,908 1,897 1,887
31 4,160 3,305 2,911 2,679 2,523 2,409 2,323 2,255 2,199 2,153 2,114 2,080 2,051 2,026 2,003 1,983 1,965 1,948 1,933 1,920 1,907 1,896 1,885 1,875
32 4,149 3,295 2,901 2,668 2,512 2,399 2,313 2,244 2,189 2,142 2,103 2,070 2,040 2,015 1,992 1,972 1,953 1,937 1,922 1,908 1,896 1,884 1,873 1,864
33 4,139 3,285 2,892 2,659 2,503 2,389 2,303 2,235 2,179 2,133 2,093 2,060 2,030 2,004 1,982 1,961 1,943 1,926 1,911 1,898 1,885 1,873 1,863 1,853
34 4,130 3,276 2,883 2,650 2,494 2,380 2,294 2,225 2,170 2,123 2,084 2,050 2,021 1,995 1,972 1,952 1,933 1,917 1,902 1,888 1,875 1,863 1,853 1,843
35 4,121 3,267 2,874 2,641 2,485 2,372 2,285 2,217 2,161 2,114 2,075 2,041 2,012 1,986 1,963 1,942 1,924 1,907 1,892 1,878 1,866 1,854 1,843 1,833
40 4,113 3,259 2,866 2,634 2,477 2,364 2,277 2,209 2,153 2,106 2,067 2,033 2,003 1,977 1,954 1,934 1,915 1,899 1,883 1,870 1,857 1,845 1,834 1,824
45 4,105 3,252 2,859 2,626 2,470 2,356 2,270 2,201 2,145 2,098 2,059 2,025 1,995 1,969 1,946 1,926 1,907 1,890 1,875 1,861 1,848 1,837 1,826 1,816
50 4,098 3,245 2,852 2,619 2,463 2,349 2,262 2,194 2,138 2,091 2,051 2,017 1,988 1,962 1,939 1,918 1,899 1,883 1,867 1,853 1,841 1,829 1,818 1,808
55 4,091 3,238 2,845 2,612 2,456 2,342 2,255 2,187 2,131 2,084 2,044 2,010 1,981 1,954 1,931 1,911 1,892 1,875 1,860 1,846 1,833 1,821 1,810 1,800
60 4,085 3,232 2,839 2,606 2,449 2,336 2,249 2,180 2,124 2,077 2,038 2,003 1,974 1,948 1,924 1,904 1,885 1,868 1,853 1,839 1,826 1,814 1,803 1,793
70 4,079 3,226 2,833 2,600 2,443 2,330 2,243 2,174 2,118 2,071 2,031 1,997 1,967 1,941 1,918 1,897 1,879 1,862 1,846 1,832 1,819 1,807 1,796 1,786
80 4,073 3,220 2,827 2,594 2,438 2,324 2,237 2,168 2,112 2,065 2,025 1,991 1,961 1,935 1,912 1,891 1,872 1,855 1,840 1,826 1,813 1,801 1,790 1,780
90 4,067 3,214 2,822 2,589 2,432 2,318 2,232 2,163 2,106 2,059 2,020 1,985 1,955 1,929 1,906 1,885 1,866 1,849 1,834 1,820 1,807 1,795 1,784 1,773
100 4,062 3,209 2,816 2,584 2,427 2,313 2,226 2,157 2,101 2,054 2,014 1,980 1,950 1,924 1,900 1,879 1,861 1,844 1,828 1,814 1,801 1,789 1,778 1,767
120 4,057 3,204 2,812 2,579 2,422 2,308 2,221 2,152 2,096 2,049 2,009 1,974 1,945 1,918 1,895 1,874 1,855 1,838 1,823 1,808 1,795 1,783 1,772 1,762
150 4,052 3,200 2,807 2,574 2,417 2,304 2,216 2,147 2,091 2,044 2,004 1,969 1,940 1,913 1,890 1,869 1,850 1,833 1,817 1,803 1,790 1,778 1,767 1,756
200 4,047 3,195 2,802 2,570 2,413 2,299 2,212 2,143 2,086 2,039 1,999 1,965 1,935 1,908 1,885 1,864 1,845 1,828 1,812 1,798 1,785 1,773 1,762 1,751
300 4,043 3,191 2,798 2,565 2,409 2,295 2,207 2,138 2,082 2,035 1,995 1,960 1,930 1,904 1,880 1,859 1,840 1,823 1,807 1,793 1,780 1,768 1,757 1,746
400 4,038 3,187 2,794 2,561 2,404 2,290 2,203 2,134 2,077 2,030 1,990 1,956 1,926 1,899 1,876 1,855 1,836 1,819 1,803 1,789 1,775 1,763 1,752 1,742
500 4,034 3,183 2,790 2,557 2,400 2,286 2,199 2,130 2,073 2,026 1,986 1,952 1,921 1,895 1,871 1,850 1,831 1,814 1,798 1,784 1,771 1,759 1,748 1,737
100000 4,030 3,179 2,786 2,553 2,397 2,283 2,195 2,126 2,069 2,022 1,982 1,947 1,917 1,891 1,867 1,846 1,827 1,810 1,794 1,780 1,767 1,754 1,743 1,733
0.99-Quantile der Fisher-Verteilung mit n Freiheitsgraden im Nenner und m Freiheitsgraden im Zähler
m=1 2 3 4 5 6 7 8 9 10 11 12 14 16 18 20 22 24 30 40 50 60 100 100000
n=1 4052, 4999 5403 5624 5763 5859 5928 5981 6022 6055 6083 6106 6125 6142 6157 6170 6181 6191 6200 6208 6216 6222 6229 6234
2 98,50 99,00 99,17 99,25 99,30 99,33 99,36 99,37 99,39 99,40 99,41 99,42 99,42 99,43 99,43 99,44 99,44 99,44 99,45 99,45 99,45 99,45 99,46 99,46
3 34,12 30,82 29,46 28,71 28,24 27,91 27,67 27,49 27,35 27,23 27,13 27,05 26,98 26,92 26,87 26,83 26,79 26,75 26,72 26,69 26,66 26,64 26,62 26,60
4 21,20 18,00 16,69 15,98 15,52 15,21 14,98 14,80 14,66 14,55 14,45 14,37 14,31 14,25 14,20 14,15 14,11 14,08 14,05 14,02 13,99 13,97 13,95 13,93
5 16,26 13,27 12,06 11,39 10,97 10,67 10,46 10,29 10,16 10,05 9,963 9,888 9,825 9,770 9,722 9,680 9,643 9,610 9,580 9,553 9,528 9,506 9,485 9,466
6 13,75 10,92 9,780 9,148 8,746 8,466 8,260 8,102 7,976 7,874 7,790 7,718 7,657 7,605 7,559 7,519 7,483 7,451 7,422 7,396 7,372 7,351 7,331 7,313
7 12,25 9,547 8,451 7,847 7,460 7,191 6,993 6,840 6,719 6,620 6,538 6,469 6,410 6,359 6,314 6,275 6,240 6,209 6,181 6,155 6,132 6,111 6,092 6,074
8 11,26 8,649 7,591 7,006 6,632 6,371 6,178 6,029 5,911 5,814 5,734 5,667 5,609 5,559 5,515 5,477 5,442 5,412 5,384 5,359 5,336 5,316 5,297 5,279
9 10,56 8,022 6,992 6,422 6,057 5,802 5,613 5,467 5,351 5,257 5,178 5,111 5,055 5,005 4,962 4,924 4,890 4,860 4,833 4,808 4,786 4,765 4,746 4,729
10 10,04 7,559 6,552 5,994 5,636 5,386 5,200 5,057 4,942 4,849 4,772 4,706 4,650 4,601 4,558 4,520 4,487 4,457 4,430 4,405 4,383 4,363 4,344 4,327
11 9,646 7,206 6,217 5,668 5,316 5,069 4,886 4,744 4,632 4,539 4,462 4,397 4,342 4,293 4,251 4,213 4,180 4,150 4,123 4,099 4,077 4,057 4,038 4,021
12 9,330 6,927 5,953 5,412 5,064 4,821 4,640 4,499 4,388 4,296 4,220 4,155 4,100 4,052 4,010 3,972 3,939 3,909 3,883 3,858 3,836 3,816 3,798 3,780
13 9,074 6,701 5,739 5,205 4,862 4,620 4,441 4,302 4,191 4,100 4,025 3,960 3,905 3,857 3,815 3,778 3,745 3,716 3,689 3,665 3,643 3,622 3,604 3,587
14 8,862 6,515 5,564 5,035 4,695 4,456 4,278 4,140 4,030 3,939 3,864 3,800 3,745 3,698 3,656 3,619 3,586 3,556 3,529 3,505 3,483 3,463 3,444 3,427
15 8,683 6,359 5,417 4,893 4,556 4,318 4,142 4,004 3,895 3,805 3,730 3,666 3,612 3,564 3,522 3,485 3,452 3,423 3,396 3,372 3,350 3,330 3,311 3,294
16 8,531 6,226 5,292 4,773 4,437 4,202 4,026 3,890 3,780 3,691 3,616 3,553 3,498 3,451 3,409 3,372 3,339 3,310 3,283 3,259 3,237 3,216 3,198 3,181
17 8,400 6,112 5,185 4,669 4,336 4,102 3,927 3,791 3,682 3,593 3,519 3,455 3,401 3,353 3,312 3,275 3,242 3,212 3,186 3,162 3,139 3,119 3,101 3,084
18 8,285 6,013 5,092 4,579 4,248 4,015 3,841 3,705 3,597 3,508 3,434 3,371 3,316 3,269 3,227 3,190 3,158 3,128 3,101 3,077 3,055 3,035 3,016 2,999
19 8,185 5,926 5,010 4,500 4,171 3,939 3,765 3,631 3,523 3,434 3,360 3,297 3,242 3,195 3,153 3,116 3,084 3,054 3,027 3,003 2,981 2,961 2,942 2,925
20 8,096 5,849 4,938 4,431 4,103 3,871 3,699 3,564 3,457 3,368 3,294 3,231 3,177 3,130 3,088 3,051 3,018 2,989 2,962 2,938 2,916 2,895 2,877 2,859
21 8,017 5,780 4,874 4,369 4,042 3,812 3,640 3,506 3,398 3,310 3,236 3,173 3,119 3,072 3,030 2,993 2,960 2,931 2,904 2,880 2,857 2,837 2,818 2,801
22 7,945 5,719 4,817 4,313 3,988 3,758 3,587 3,453 3,346 3,258 3,184 3,121 3,067 3,019 2,978 2,941 2,908 2,879 2,852 2,827 2,805 2,785 2,766 2,749
23 7,881 5,664 4,765 4,264 3,939 3,710 3,539 3,406 3,299 3,211 3,137 3,074 3,020 2,973 2,931 2,894 2,861 2,832 2,805 2,781 2,758 2,738 2,719 2,702
24 7,823 5,614 4,718 4,218 3,895 3,667 3,496 3,363 3,256 3,168 3,094 3,032 2,977 2,930 2,889 2,852 2,819 2,789 2,762 2,738 2,716 2,695 2,676 2,659
25 7,770 5,568 4,675 4,177 3,855 3,627 3,457 3,324 3,217 3,129 3,056 2,993 2,939 2,892 2,850 2,813 2,780 2,751 2,724 2,699 2,677 2,657 2,638 2,620
26 7,721 5,526 4,637 4,140 3,818 3,591 3,421 3,288 3,182 3,094 3,021 2,958 2,904 2,857 2,815 2,778 2,745 2,715 2,688 2,664 2,642 2,621 2,602 2,585
27 7,677 5,488 4,601 4,106 3,785 3,558 3,388 3,256 3,149 3,062 2,988 2,926 2,871 2,824 2,783 2,746 2,713 2,683 2,656 2,632 2,609 2,589 2,570 2,552
28 7,636 5,453 4,568 4,074 3,754 3,528 3,358 3,226 3,120 3,032 2,959 2,896 2,842 2,795 2,753 2,716 2,683 2,653 2,626 2,602 2,579 2,559 2,540 2,522
29 7,598 5,420 4,538 4,045 3,725 3,499 3,330 3,198 3,092 3,005 2,931 2,868 2,814 2,767 2,726 2,689 2,656 2,626 2,599 2,574 2,552 2,531 2,512 2,495
30 7,562 5,390 4,510 4,018 3,699 3,473 3,304 3,173 3,067 2,979 2,906 2,843 2,789 2,742 2,700 2,663 2,630 2,600 2,573 2,549 2,526 2,506 2,487 2,469
31 7,530 5,362 4,484 3,993 3,675 3,449 3,281 3,149 3,043 2,955 2,882 2,820 2,765 2,718 2,677 2,640 2,606 2,577 2,550 2,525 2,502 2,482 2,463 2,445
32 7,499 5,336 4,459 3,969 3,652 3,427 3,258 3,127 3,021 2,934 2,860 2,798 2,744 2,696 2,655 2,618 2,584 2,555 2,527 2,503 2,480 2,460 2,441 2,423
33 7,471 5,312 4,437 3,948 3,630 3,406 3,238 3,106 3,000 2,913 2,840 2,777 2,723 2,676 2,634 2,597 2,564 2,534 2,507 2,482 2,460 2,439 2,420 2,402
34 7,444 5,289 4,416 3,927 3,611 3,386 3,218 3,087 2,981 2,894 2,821 2,758 2,704 2,657 2,615 2,578 2,545 2,515 2,488 2,463 2,440 2,420 2,400 2,383
35 7,419 5,268 4,396 3,908 3,592 3,368 3,200 3,069 2,963 2,876 2,803 2,740 2,686 2,639 2,597 2,560 2,527 2,497 2,470 2,445 2,422 2,401 2,382 2,364
40 7,396 5,248 4,377 3,890 3,574 3,351 3,183 3,052 2,946 2,859 2,786 2,723 2,669 2,622 2,580 2,543 2,510 2,480 2,453 2,428 2,405 2,384 2,365 2,347
45 7,373 5,229 4,360 3,873 3,558 3,334 3,167 3,036 2,930 2,843 2,770 2,707 2,653 2,606 2,564 2,527 2,494 2,464 2,437 2,412 2,389 2,368 2,349 2,331
50 7,353 5,211 4,343 3,858 3,542 3,319 3,152 3,021 2,915 2,828 2,755 2,692 2,638 2,591 2,549 2,512 2,479 2,449 2,421 2,397 2,374 2,353 2,334 2,316
55 7,333 5,194 4,327 3,843 3,528 3,305 3,137 3,006 2,901 2,814 2,741 2,678 2,624 2,577 2,535 2,498 2,465 2,434 2,407 2,382 2,360 2,339 2,319 2,302
60 7,314 5,179 4,313 3,828 3,514 3,291 3,124 2,993 2,888 2,801 2,727 2,665 2,611 2,563 2,522 2,484 2,451 2,421 2,394 2,369 2,346 2,325 2,306 2,288
70 7,296 5,163 4,299 3,815 3,501 3,278 3,111 2,980 2,875 2,788 2,715 2,652 2,598 2,551 2,509 2,472 2,438 2,408 2,381 2,356 2,333 2,312 2,293 2,275
80 7,280 5,149 4,285 3,802 3,488 3,266 3,099 2,968 2,863 2,776 2,703 2,640 2,586 2,539 2,497 2,460 2,426 2,396 2,369 2,344 2,321 2,300 2,281 2,263
90 7,264 5,136 4,273 3,790 3,476 3,254 3,087 2,957 2,851 2,764 2,691 2,629 2,575 2,527 2,485 2,448 2,415 2,385 2,357 2,332 2,310 2,289 2,269 2,251
100 7,248 5,123 4,261 3,778 3,465 3,243 3,076 2,946 2,840 2,754 2,680 2,618 2,564 2,516 2,475 2,437 2,404 2,374 2,346 2,321 2,299 2,278 2,258 2,240
120 7,234 5,110 4,249 3,767 3,454 3,232 3,066 2,935 2,830 2,743 2,670 2,608 2,553 2,506 2,464 2,427 2,393 2,363 2,336 2,311 2,288 2,267 2,248 2,230
150 7,220 5,099 4,238 3,757 3,444 3,222 3,056 2,925 2,820 2,733 2,660 2,598 2,544 2,496 2,454 2,417 2,384 2,353 2,326 2,301 2,278 2,257 2,238 2,220
200 7,207 5,087 4,228 3,747 3,434 3,213 3,046 2,916 2,811 2,724 2,651 2,588 2,534 2,487 2,445 2,408 2,374 2,344 2,316 2,291 2,268 2,247 2,228 2,210
300 7,194 5,077 4,218 3,737 3,425 3,204 3,037 2,907 2,802 2,715 2,642 2,579 2,525 2,478 2,436 2,399 2,365 2,335 2,307 2,282 2,259 2,238 2,219 2,201
400 7,182 5,066 4,208 3,728 3,416 3,195 3,028 2,898 2,793 2,706 2,633 2,571 2,517 2,469 2,427 2,390 2,356 2,326 2,299 2,274 2,251 2,229 2,210 2,192
500 7,171 5,057 4,199 3,720 3,408 3,186 3,020 2,890 2,785 2,698 2,625 2,562 2,508 2,461 2,419 2,382 2,348 2,318 2,290 2,265 2,242 2,221 2,202 2,183
100000 7,159 5,047 4,191 3,711 3,400 3,178 3,012 2,882 2,777 2,690 2,617 2,555 2,500 2,453 2,411 2,374 2,340 2,310 2,282 2,257 2,234 2,213 2,194 2,175

Einzelnachweise

  1. Hans-Otto Georgii: Stochastik. Einführung in die Wahrscheinlichkeitstheorie und Statistik. 4. Auflage. Walter de Gruyter, Berlin 2009, ISBN 978-3-11-021526-7, S. 383–388, doi:10.1515/9783110215274.
  2. Ulrich Krengel: Einführung in die Wahrscheinlichkeitstheorie und Statistik. Für Studium, Berufspraxis und Lehramt. 8. Auflage. Vieweg, Wiesbaden 2005, ISBN 3-8348-0063-5, S. 246–250, doi:10.1007/978-3-663-09885-0.
  3. David Meintrup, Stefan Schäffler: Stochastik. Theorie und Anwendungen. Springer-Verlag, Berlin Heidelberg New York 2005, ISBN 3-540-21676-6, S. 577–579, doi:10.1007/b137972.

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Georg Detlev von Flemming (Polish: Jerzy Detloff Fleming) (3 March 1699 – 10 December 1771) was a General in Polish-Saxon service, Grand Treasurer of Lithuania in 1746–1764 and Voivode of Pomerelia in 1766. Von Flemming was born on 3 March 1699 in Iven, a town in Swedish Pomerania, then part of the Holy Roman Empire.[1] His family was a renowned magnate family from Pomerania, with long traditions of military service. His father was a Prussian privy councillor, Count Felix Friedri...

 

For similarly named synagogues, see Beth-El. Congregation Beth ElReligionAffiliationConservative JudaismEcclesiastical or organizational statusSynagogueLeadershipRabbi David EnglanderRabbi Aaron Krupnick (Emeritus)StatusActiveLocationLocation8000 Main Street, Voorhees, Camden County, New JerseyCountryUnited StatesLocation in Camden County, New JerseyGeographic coordinates39°52′03″N 74°56′44″W / 39.867637°N 74.945447°W / 39.867637; -74.945447ArchitectureDate...

Brazilian footballer (born 1986) Flávio Caça-Rato Personal informationFull name Flávio Augusto do NascimentoDate of birth (1986-06-29) 29 June 1986 (age 38)Place of birth Recife, BrazilHeight 1.76 m (5 ft 9 in)Position(s) ForwardTeam informationCurrent team São PauloNumber 7Youth career2005 Sport RecifeSenior career*Years Team Apps (Gls)2005–2008 Sport Recife 2006 → Salgueiro (loan) 2007 → SEV (loan) 2008–2009 Omiš 2009–2011 Cabense 2010 → América de Nata...

 

Basilika Tubuh TuhanBasilika Minor Tubuh Tuhanbahasa Italia: Basilica del Corpus DominiBasilika Tubuh TuhanWikipedia | Kode sumber | Tata penggunaan Koordinat: 45°28′29.07836″N 9°10′12.78228″E / 45.4747439889°N 9.1702173000°E / 45.4747439889; 9.1702173000LokasiMilanNegara ItaliaDenominasiGereja Katolik RomaArsitekturStatusBasilika minorStatus fungsionalAktifAdministrasiKeuskupan AgungKeuskupan Agung Milan Basilika Tubuh Tuhan (bahasa Italia: Ba...