3066:
596:
27:
2815:
4556:
1745:
84:
1511:
4173:, using the observed genotype frequencies obtained from the data and the expected genotype frequencies obtained using the HWP. For systems where there are large numbers of alleles, this may result in data with many empty possible genotypes and low genotype counts, because there are often not enough individuals present in the sample to adequately represent all genotype classes. If this is the case, then the
9286:
7252:
4886:
2810:{\displaystyle {\begin{aligned}&\left=\\&\qquad =f_{t}({\text{AA}})f_{t}({\text{AA}})\left+2f_{t}({\text{AA}})f_{t}({\text{Aa}})\left+2f_{t}({\text{AA}})f_{t}({\text{aa}})\left\\&\qquad \qquad +f_{t}({\text{Aa}})f_{t}({\text{Aa}})\left+2f_{t}({\text{Aa}})f_{t}({\text{aa}})\left+f_{t}({\text{aa}})f_{t}({\text{aa}})\left\\&\qquad =\left\\&\qquad =\left\end{aligned}}}
4279:
330:, where each organism produces male and female gametes at equal frequency, and has two alleles at each gene locus. We assume that the population is so large that it can be treated as infinite. Organisms reproduce by random union of gametes (the "gene pool" population model). A locus in this population has two alleles, A and a, that occur with initial frequencies
6182:
5118:
1171:
8273:
6841:
4653:
2926:. The HWP states the population will have the given genotypic frequencies (called Hardy–Weinberg proportions) after a single generation of random mating within the population. When the random mating assumption is violated, the population will not have Hardy–Weinberg proportions. A common cause of non-random mating is
5158:, the problem can be viewed as testing for the proper number of heterozygotes. In this way, the hypothesis of Hardy–Weinberg proportions is rejected if the number of heterozygotes is too large or too small. The conditional probabilities for the heterozygote, given the allele frequencies are given in Emigh (1980) as
8747:
4159:
4551:{\displaystyle {\begin{aligned}p&={2\times \mathrm {obs} ({\text{AA}})+\mathrm {obs} ({\text{Aa}}) \over 2\times (\mathrm {obs} ({\text{AA}})+\mathrm {obs} ({\text{Aa}})+\mathrm {obs} ({\text{aa}}))}\\\\&={2\times 1469+138 \over 2\times (1469+138+5)}\\\\&={3076 \over 3224}\\\\&=0.954\end{aligned}}}
8094:. It can be shown that the other two equilibrium conditions imply the same equation. Together, the solutions of the three equilibrium equations imply sufficiency of Hardy's condition for equilibrium. Since the condition always holds for the second generation, all succeeding generations have the same proportions.
6514:
To the Editor of
Science: I am reluctant to intrude in a discussion concerning matters of which I have no expert knowledge, and I should have expected the very simple point which I wish to make to have been familiar to biologists. However, some remarks of Mr. Udny Yule, to which Mr. R. C. Punnett has
2959:
will have a very subtle effect on allele frequencies through the introduction of new allele into a population. Mutation rates are of the order 10 to 10, and the change in allele frequency will be, at most, the same order. Recurrent mutation will maintain alleles in the population, even if there is
5613:
Using this table, one must look up the significance level of the test based on the observed number of heterozygotes. For example, if one observed 20 heterozygotes, the significance level for the test is 0.007. As is typical for Fisher's exact test for small samples, the gradation of significance
6537:
Finally, suppose that the numbers are fairly large, so that mating may be regarded as random, that the sexes are evenly distributed among the three varieties, and that all are equally fertile. A little mathematics of the multiplication-table type is enough to show that in the next generation the
3044:
If a population is brought together with males and females with a different allele frequency in each subpopulation (males or females), the allele frequency of the male population in the next generation will follow that of the female population because each son receives its X chromosome from its
8398:
6001:
4900:
5958:
can be rejected then the population is close to Hardy
Weinberg equilibrium with a high probability. The equivalence tests for the biallelic case are developed among others in Wellek (2004). The equivalence tests for the case of multiple alleles are proposed in Ostrovski (2020).
8014:
6729:
being homozygous dominant. Alleles are inherited independently from each parent. A dominant allele can be inherited from a homozygous dominant parent with probability 1, or from a heterozygous parent with probability 0.5. To represent this reasoning in an equation, let
1506:{\displaystyle {\begin{aligned}f_{1}({\text{A}})&=f_{1}({\text{AA}})+{\tfrac {1}{2}}f_{1}({\text{Aa}})=p^{2}+pq=p(p+q)=p=f_{0}({\text{A}})\\f_{1}({\text{a}})&=f_{1}({\text{aa}})+{\tfrac {1}{2}}f_{1}({\text{Aa}})=q^{2}+pq=q(p+q)=q=f_{0}({\text{a}})\end{aligned}}}
7625:
7247:{\displaystyle {\begin{aligned}p_{t}&=P(A_{t},A_{t})=P(A_{t})^{2}\\&=\left(P(A_{t}\mid AA_{t-1})P(AA_{t-1})+P(A_{t}\mid Aa_{t-1})P(Aa_{t-1})\right)^{2}\\&=\left((1)p_{t-1}+(0.5)2q_{t-1}\right)^{2}\\&=\left(p_{t-1}+q_{t-1}\right)^{2}\end{aligned}}}
4881:{\displaystyle {\begin{aligned}\mathrm {Exp} ({\text{AA}})&=p^{2}n=0.954^{2}\times 1612=1467.4\\\mathrm {Exp} ({\text{Aa}})&=2pqn=2\times 0.954\times 0.046\times 1612=141.2\\\mathrm {Exp} ({\text{aa}})&=q^{2}n=0.046^{2}\times 1612=3.4\end{aligned}}}
8122:
5340:
9087:
9305:) to represent the distribution of the three genotype frequencies in relation to each other. It differs from many other such plots in that the direction of one of the axes has been reversed. The curved line in the diagram is the Hardy–Weinberg
8537:
3920:
7257:
The same reasoning, applied to the other genotypes yields the two remaining recurrence relations. Equilibrium occurs when each proportion is constant between subsequent generations. More formally, a population is at equilibrium at generation
9240:
1697:
and constructs a
Punnett square for each, so as to calculate its contribution to the next generation's genotypes. These contributions are weighted according to the probability of each diploid-diploid combination, which follows a
577:
461:
8107:
An example computation of the genotype distribution given by Hardy's original equations is instructive. The phenotype distribution from Table 3 above will be used to compute Hardy's initial genotype distribution. Note that the
4638:
989:
8281:
6177:{\displaystyle F={\frac {\operatorname {E} {(f({\text{Aa}}))}-\operatorname {O} (f({\text{Aa}}))}{\operatorname {E} (f({\text{Aa}}))}}=1-{\frac {\operatorname {O} (f({\text{Aa}}))}{\operatorname {E} (f({\text{Aa}}))}},}
8542:
8968:, this is about the frequency of homozygous individuals observed in Northern European populations. We can use the Hardy–Weinberg equations to estimate the carrier frequency, the frequency of heterozygous individuals,
5113:{\displaystyle {\begin{aligned}\chi ^{2}&=\sum {(O-E)^{2} \over E}\\&={(1469-1467.4)^{2} \over 1467.4}+{(138-141.2)^{2} \over 141.2}+{(5-3.4)^{2} \over 3.4}\\&=0.001+0.073+0.756\\&=0.83\end{aligned}}}
5755:
8834:
1107:
These frequencies define the Hardy–Weinberg equilibrium. It should be mentioned that the genotype frequencies after the first generation need not equal the genotype frequencies from the initial generation, e.g.
2963:
Migration genetically links two or more populations together. In general, allele frequencies will become more homogeneous among the populations. Some models for migration inherently include nonrandom mating
9442:
9007:
8286:
310:
allele would automatically tend to increase in frequency (a view possibly based on a misinterpreted question at a lecture). Today, tests for Hardy–Weinberg genotype frequencies are used primarily to test for
7802:
5839:
1089:
855:
5903:
9171:
8127:
3223:
8464:
6244:
2949:
eventually leads to the loss of all alleles except the favored one (unless one allele is dominant, in which case recessive alleles can survive at low frequencies), some forms of selection, such as
8092:
8915:
7807:
7794:
7459:
6846:
4905:
4658:
4572:
4284:
2938:
If a population violates one of the following four assumptions, the population may continue to have Hardy–Weinberg proportions each generation, but the allele frequencies will change over time.
1750:
1176:
7454:
8268:{\displaystyle {\begin{aligned}{\text{sum}}&={\mathrm {obs} ({\text{AA}})+2\times \mathrm {obs} ({\text{Aa}})+\mathrm {obs} ({\text{aa}})}={1469+2\times 138+5}\\&=1750\end{aligned}}}
7448:
By solving these equations necessary and sufficient conditions for equilibrium to occur can be determined. Again, consider the frequency of homozygous dominant animals. Equilibrium implies
6522:
Suppose that Aa is a pair of
Mendelian characters, A being dominant, and that in any given generation the number of pure dominants (AA), heterozygotes (Aa), and pure recessives (aa) are as
9158:
8962:
6390:
6296:
5164:
2851:
organisms, either the allele or genotype proportions are initially unequal in either sex, it can be shown that constant proportions are obtained after one generation of random mating. If
3473:
3315:
9272:
9119:
7443:
7389:
7335:
8526:
3912:
3390:
6442:
9002:
7751:
7710:
7669:
5427:
6833:
6795:
5929:
9845:
Wellek, Stefan (September 2004). "Tests for establishing compatibility of an observed genotype distribution with Hardy–Weinberg equilibrium in the case of a biallelic locus".
6757:
8742:{\displaystyle {\begin{aligned}q&={0.15771 \over 2}=0.07886\\\\p_{1}&=(p+q)^{2}=0.84325\\2q_{1}&=2(p+q)(q+r)=0.15007\\r_{1}&=(q+r)^{2}=0.00668.\end{aligned}}}
8994:
5655:
4154:{\displaystyle (p_{1}+\cdots +p_{n})^{c}=\sum _{k_{1},\ldots ,k_{n}\ \in \mathbb {N} :k_{1}+\cdots +k_{n}=c}{c \choose k_{1},\ldots ,k_{n}}p_{1}^{k_{1}}\cdots p_{n}^{k_{n}}}
7278:
6727:
3724:
3578:
3532:
6602:
The interesting question is: in what circumstances will this distribution be the same as that in the generation before? It is easy to see that the condition for this is
1153:. This follows since the genotype frequencies of the next generation depend only on the allele frequencies of the current generation which, as calculated by equations (
138:
and genotype frequencies in a population will remain constant from generation to generation in the absence of other evolutionary influences. These influences include
3763:
3678:
10405:
Pearson, K. (1903). "Mathematical contributions to the theory of evolution. XI. On the influence of natural selection on the variability and correlation of organs".
1523:
that reproduce by random mating of individuals, it is necessary to calculate the genotype frequencies from the nine possible matings between each parental genotype (
5956:
3796:
3639:
1692:
9166:
8920:
which are the expected values. The reader may demonstrate that subsequent use of the second-generation values for a third generation will yield identical results.
2919:
Violations of the Hardy–Weinberg assumptions can cause deviations from expectation. How this affects the population depends on the assumptions that are violated.
6455:
were rediscovered in 1900. However, it remained somewhat controversial for several years as it was not then known how it could cause continuous characteristics.
6326:
770:
Summing the elements of the
Punnett square or the binomial expansion, we obtain the expected genotype proportions among the offspring after a single generation:
5985:
5775:
5675:
3849:
3829:
5633:
The equivalence tests are developed in order to establish sufficiently good agreement of the observed genotype frequencies and Hardy
Weinberg equilibrium. Let
1535:) in either sex, weighted by the expected genotype contributions of each such mating. Equivalently, one considers the six unique diploid-diploid combinations:
3803:
Whether the organism is a 'true' tetraploid or an amphidiploid will determine how long it will take for the population to reach Hardy–Weinberg equilibrium.
484:
368:
10700:
4567:
6675:
in 1903 also derived the ratios for the special case of equal allele frequencies, and it is sometimes (but rarely) called the Hardy–Weinberg–Castle Law.
8393:{\displaystyle {\begin{aligned}p&={1469 \over 1750}=0.83943\\2q&={2\times 138 \over 1750}=0.15771\\r&={5 \over 1750}=0.00286\end{aligned}}}
878:
10407:
9640:
Hosking, Louise; Lumsden, Sheena; Lewis, Karen; Yeo, Astrid; McCarthy, Linda; Bansal, Aruna; Riley, John; Purvis, Ian; Xu, Chun-Fang (May 2004).
5657:
denote the family of the genotype distributions under the assumption of Hardy
Weinberg equilibrium. The distance between a genotype distribution
360:
of the same generation according to the expected contribution from the homozygote and heterozygote genotypes, which are 1 and 1/2, respectively:
3487:
systems, that is, for organisms that have more than two copies of each chromosome. Consider again only two alleles. The diploid case is the
10657:
5680:
8758:
6331:
The inbreeding coefficient is unstable as the expected value approaches zero, and thus not useful for rare and very common alleles. For:
9365:
8009:{\displaystyle {\begin{aligned}0&=p_{t-1}(p_{t-1}+2q_{t-1}+q_{t-1}^{2}/p_{t-1}-1)\\&=q_{t-1}^{2}/p_{t-1}-r_{t-1}\end{aligned}}}
3069:
Punnett square for three-allele case (left) and four-allele case (right). White areas are homozygotes. Colored areas are heterozygotes.
6509:
in some contempt; his view of biologists' use of mathematics comes across in his 1908 paper where he describes this as "very simple":
632:, where the proportion of each genotype is equal to the product of the row and column allele frequencies from the current generation.
9297:
It is possible to represent the distribution of genotype frequencies for a bi-allelic locus within a population graphically using a
6302:
For two alleles, the chi-squared goodness of fit test for Hardy–Weinberg proportions is equivalent to the test for inbreeding,
5780:
1012:
778:
5844:
9447:
3107:
10950:
10808:
2833:, and so, are constant in time. Similarly, the genotype frequencies depend only on the allele frequencies, and so, after time
8409:
10705:
6194:
10630:
8022:
8845:
7756:
7620:{\displaystyle {\begin{aligned}0&=p_{t}-p_{t-1}\\&=p_{t-1}^{2}+2p_{t-1}q_{t-1}+q_{t-1}^{2}-p_{t-1}\end{aligned}}}
2998:, mammalian males; avian females) have only one copy of the gene (and are termed hemizygous), while the homogametic sex (
2885:
sex of the previous generation, until an equilibrium is reached at the weighted average of the two initial frequencies.
4218:
10650:
10175:
6700:
5335:{\displaystyle \operatorname {prob} ={\frac {\binom {n}{n_{11},n_{12},n_{22}}}{\binom {2n}{n_{1},n_{2}}}}2^{n_{12}},}
70:
48:
41:
5150:
can be applied to testing for Hardy–Weinberg proportions. Since the test is conditional on the allele frequencies,
10621:
9128:
8938:
6334:
6256:
10745:
5124:
3405:
3260:
356:, respectively. The allele frequencies at each generation are obtained by pooling together the alleles from each
9317:
and its effect on allele frequency on such graphs. The de
Finetti diagram was developed and used extensively by
9248:
9095:
7394:
7340:
7286:
5443: = 0.34. The possible observed heterozygotes and their exact significance level is given in Table 4.
10750:
8475:
6459:(1902) argued against Mendelism because he thought that dominant alleles would increase in the population. The
3858:
3330:
9082:{\displaystyle {\begin{aligned}&q^{2}={\frac {1}{2500}}\\&q={\frac {1}{50}}\\&p=1-q\end{aligned}}}
10981:
10103:
Castle, W. E. (1903). "The laws of Galton and Mendel and some laws governing race improvement by selection".
4891:
4170:
6395:
5994:), is one minus the observed frequency of heterozygotes over that expected from Hardy–Weinberg equilibrium.
5127:(degrees of freedom for test for Hardy–Weinberg proportions are # genotypes − # alleles). The 5%
10971:
10643:
3030:
2982:
In real world genotype data, deviations from Hardy–Weinberg
Equilibrium may be a sign of genotyping error.
9277:
This can be simplified to the carrier frequency being about twice the square root of the birth frequency.
7715:
7674:
7633:
5617:
However, a table like this has to be created for every experiment, since the tables are dependent on both
5376:
10976:
10725:
9487:
6800:
6762:
3851:-ploids, the genotype frequencies in the Hardy–Weinberg equilibrium are given by individual terms in the
9354:
8929:
5908:
6733:
10986:
10846:
10720:
10117:
9482:
312:
8971:
5636:
10898:
9359:
4193:
methods of testing for deviations from HWP have been proposed (Guo & Thompson, 1992; Wigginton
4190:
4178:
1699:
306:, who first demonstrated it mathematically. Hardy's paper was focused on debunking the view that a
35:
7261:
6710:
2974:
can cause a random change in allele frequencies. This is due to a sampling effect, and is called
10710:
10015:
6704:
6664:
3689:
3543:
3497:
10695:
6660:
5147:
4226:
4182:
3065:
210:
52:
10275:
9746:"Quantification of the Power of Hardy–Weinberg Equilibrium Testing to Detect Genotyping Error"
9613:
8019:
where the final equality holds because the allele proportions must sum to one. In both cases,
3033:
is an X-linked recessive trait. In western
European males, the trait affects about 1 in 12, (
595:
10937:
10831:
10826:
10730:
10599:
10226:
9477:
9467:
9235:{\displaystyle {\begin{aligned}2pq=2\cdot {\frac {1}{50}}\\2pq={\frac {1}{25}}\end{aligned}}}
3735:
3650:
2978:. Sampling effects are most important when the allele is present in a small number of copies.
2971:
2968:, for example). For those models, the Hardy–Weinberg proportions will normally not be valid.
2946:
194:
10229:(June 1992). "Performing the exact test of Hardy–Weinberg proportion for multiple alleles".
6667:
pointed out that it had first been formulated independently in 1908 by the German physician
287:. In the absence of selection, mutation, genetic drift, or other forces, allele frequencies
10783:
10447:
10416:
10290:
6699:. These recurrence relations follow from fundamental concepts in probability, specifically
6487:
5934:
3774:
3617:
1541:
307:
103:
10336:
Ineichen, Robert; Batschelet, Eduard (1975). "Genetic selection and de Finetti diagrams".
8928:
The Hardy–Weinberg principle can also be used to estimate the frequency of carriers of an
2863:, it can be shown that if the allele frequencies are initially unequal in the two sexes ,
8:
10927:
10803:
10690:
10666:
9452:
6684:
6506:
6467:
6305:
3852:
2950:
188:
111:
10451:
10420:
10294:
6650:
may be, the distribution will in any case continue unchanged after the second generation
10917:
10913:
10773:
10594:
10565:
10548:
10530:
10497:
10463:
10393:
10353:
10319:
10254:
10198:
10150:
10062:
10050:
9992:
9967:
9870:
9819:
9781:
9726:
9589:
9556:
9298:
9290:
6452:
5970:
5760:
5660:
5128:
4210:
3834:
3814:
152:
10037:
Cannings, C.; Edwards, A.W.F. (1968). "Natural selection and the de Finetti diagram".
9689:
Pompanon, François; Bonin, Aurélie; Bellemain, Eva; Taberlet, Pierre (November 2005).
572:{\displaystyle f_{t}({\text{a}})=f_{t}({\text{aa}})+{\tfrac {1}{2}}f_{t}({\text{Aa}})}
456:{\displaystyle f_{t}({\text{A}})=f_{t}({\text{AA}})+{\tfrac {1}{2}}f_{t}({\text{Aa}})}
10908:
10903:
10841:
10768:
10760:
10735:
10589:
10535:
10517:
10471:
10438:
10385:
10357:
10324:
10306:
10262:
10246:
10206:
10171:
10155:
10137:
10054:
9997:
9862:
9858:
9827:
9773:
9765:
9718:
9710:
9671:
9663:
9630:
Hartl DL, Clarke AG (2007) Principles of population genetics. Sunderland, MA: Sinauer
9594:
9576:
9497:
9492:
9457:
9314:
6672:
6463:
2942:
158:
10397:
9874:
9785:
9730:
4633:{\displaystyle {\begin{aligned}q&=1-p\\&=1-0.954\\&=0.046\end{aligned}}}
10867:
10778:
10560:
10525:
10509:
10455:
10424:
10377:
10345:
10314:
10298:
10238:
10190:
10145:
10129:
10066:
10046:
9987:
9979:
9904:
9854:
9811:
9757:
9702:
9653:
9584:
9568:
9318:
6668:
6502:
6483:
5366:
are the observed numbers of the three genotypes, AA, Aa, and aa, respectively, and
3488:
3078:
303:
164:
135:
92:
3037: = 0.083) whereas it affects about 1 in 200 females (0.005, compared to
10685:
10625:
10133:
9983:
8965:
5132:
4222:
10459:
10368:(2012). "Rethinking Hardy–Weinberg and genetic drift in undergraduate biology".
9745:
9525:
usually refers to a number or count, but in this context, it is synonymous with
984:{\displaystyle f_{1}({\text{Aa}})=pq+qp=2pq=2f_{0}({\text{A}})f_{0}({\text{a}})}
10932:
10922:
10836:
10715:
10604:
9572:
9462:
9349:
9344:
9339:
6491:
4644:
2965:
2945:, in general, causes allele frequencies to change, often quite rapidly. While
629:
628:
The different ways to form genotypes for the next generation can be shown in a
200:
10302:
9802:
Emigh, Ted H. (1980). "A Comparison of Tests for Hardy–Weinberg Equilibrium".
9313:
are in Hardy–Weinberg equilibrium. It is possible to represent the effects of
5131:
for 1 degree of freedom is 3.84, and since the χ value is less than this, the
10965:
10872:
10862:
10818:
10521:
10310:
10250:
10141:
9963:
9769:
9714:
9667:
9580:
9472:
6707:. For example, consider the probability of an offspring from the generation
6494:
6460:
3053:
The simple derivation above can be generalized for more than two alleles and
2975:
2923:
2871:
2856:
182:
140:
10181:
Emigh, T.H. (1980). "A comparison of tests for Hardy–Weinberg equilibrium".
9658:
9641:
5435:
Using one of the examples from Emigh (1980), we can consider the case where
2893:
The seven assumptions underlying Hardy–Weinberg equilibrium are as follows:
10888:
10740:
10539:
10475:
10428:
10389:
10381:
10365:
10328:
10210:
10159:
10001:
9893:"New equivalence tests for Hardy–Weinberg equilibrium and multiple alleles"
9866:
9831:
9777:
9722:
9675:
9598:
9502:
9334:
9302:
6759:
represent inheritance of a dominant allele from a parent. Furthermore, let
6471:
5988:
2860:
1739:
genotype: . Overall, the resulting genotype frequencies are calculated as:
284:
10619:
Online Hardy–Weinberg equilibrium tests and drawing of de Finetti diagrams
10581:
10266:
10058:
9690:
9274:, which is about the frequency observed in Northern European populations.
249:, respectively, the expected genotype frequencies under random mating are
9909:
9892:
2991:
2882:
299:
146:
10614:
Online de Finetti Diagram Generator and Hardy–Weinberg equilibrium tests
10618:
10467:
10349:
10258:
10202:
9915:
9879:
9823:
4206:
4174:
3054:
3006:
females) have two copies. The genotype frequencies at equilibrium are
2927:
2844:
324:
260:
206:
10635:
10483:
Weinberg, W. (1908). "Über den Nachweis der Vererbung beim Menschen".
9761:
9642:"Detection of genotyping errors by Hardy–Weinberg equilibrium testing"
10893:
9285:
6456:
6188:
where the expected value from Hardy–Weinberg equilibrium is given by
5750:{\displaystyle d(p,{\mathcal {M}})=\min _{q\in {\mathcal {M}}}d(p,q)}
4214:
3484:
2852:
2848:
1517:
176:
10549:"Mendel's laws and their probable relation to intra-racial heredity"
10485:
Jahreshefte des Vereins für vaterländische Naturkunde in Württemberg
10242:
10194:
9815:
9706:
9301:. This uses a triangular plot (also known as trilinear, triaxial or
8829:{\displaystyle p_{1}+2q_{1}+r_{1}=0.84325+0.15007+0.00668=1.00000\,}
6835:
represent potential parental genotypes in the preceding generation.
10513:
10495:
9306:
4186:
3396:
3321:
2956:
2931:
1520:
357:
327:
170:
10613:
2915:
there is no migration, gene flow, admixture, mutation or selection
9437:{\displaystyle (\theta ^{2},2\theta (1-\theta ),(1-\theta )^{2})}
6515:
called my attention, suggest that it may still be worth making...
6498:
4225:
is that the population is in Hardy–Weinberg proportions, and the
3089:), and thus the three-allele case is the trinomial expansion of (
83:
4181:, will no longer hold, and it may be necessary to use a form of
620:). Then area of rectangle represents genotype frequencies (thus
9362:(Hardy–Weinberg is a trinomial distribution with probabilities
9310:
3588:
3537:
and therefore the polyploid case is the binomial expansion of:
3045:
mother. The population converges on equilibrium very quickly.
3041: = 0.007), very close to Hardy–Weinberg proportions.
218:
88:
9688:
5834:{\displaystyle H_{0}=\{d(p,{\mathcal {M}})\geq \varepsilon \}}
1084:{\displaystyle f_{1}({\text{aa}})=q^{2}=f_{0}({\text{a}})^{2}}
850:{\displaystyle f_{1}({\text{AA}})=p^{2}=f_{0}({\text{A}})^{2}}
5898:{\displaystyle H_{1}=\{d(p,{\mathcal {M}})<\varepsilon \}}
4229:
is that the population is not in Hardy–Weinberg proportions.
3003:
2888:
295:
are constant between generations, so equilibrium is reached.
6486:, unable to counter Yule's point, introduced the problem to
4169:
Testing deviation from the HWP is generally performed using
2820:
As before, one can show that the allele frequencies at time
10036:
8116:
values used by Hardy are not the same as those used above.
5777:
is some distance. The equivalence test problem is given by
3218:{\displaystyle (p+q+r)^{2}=p^{2}+q^{2}+r^{2}+2pq+2pr+2qr\,}
3060:
10335:
5142:
4200:
1709:. For example, the probability of the mating combination
10105:
Proceedings of the American Academy of Arts and Sciences
8459:{\displaystyle p+2q+r=0.83943+0.15771+0.00286=1.00000\,}
5135:
that the population is in Hardy–Weinberg frequencies is
3483:
The Hardy–Weinberg principle may also be generalized to
10170:
Cambridge University Press, Cambridge (2nd ed., 2000).
9691:"Genotyping errors: causes, consequences and solutions"
3599:
Table 2: Expected genotype frequencies for tetraploidy
1129:
times will equal the Hardy–Weinberg frequencies, e.g.
9639:
9252:
9132:
9099:
8975:
8942:
8102:
8026:
7780:
7760:
7719:
7678:
7637:
7398:
7344:
7290:
7265:
6804:
6766:
6737:
6714:
6239:{\displaystyle \operatorname {E} (f({\text{Aa}}))=2pq}
4233:
Table 3: Example Hardy–Weinberg principle calculation
2627:
2556:
2489:
2410:
2277:
2262:
2186:
2171:
2156:
2001:
1986:
1394:
1232:
537:
421:
106:. Each line shows one of the three possible genotypes.
10498:"A Note on Exact Tests of Hardy–Weinberg Equilibrium"
9368:
9251:
9169:
9131:
9098:
9005:
8974:
8941:
8848:
8761:
8540:
8478:
8412:
8284:
8125:
8087:{\displaystyle \textstyle q_{t-1}^{2}=p_{t-1}r_{t-1}}
8025:
7805:
7759:
7718:
7677:
7636:
7457:
7397:
7343:
7289:
7264:
6844:
6803:
6765:
6736:
6713:
6474:(1903) found one equilibrium position with values of
6398:
6337:
6308:
6259:
6197:
6004:
5973:
5937:
5911:
5847:
5783:
5763:
5683:
5663:
5639:
5379:
5167:
4903:
4656:
4570:
4282:
3923:
3861:
3837:
3817:
3777:
3738:
3692:
3653:
3620:
3546:
3500:
3408:
3333:
3263:
3110:
1748:
1544:
1174:
1015:
881:
781:
622:
AA : Aa : aa = 0.36 : 0.48 : 0.16
487:
371:
10496:
Wigginton, Je; Cutler, Dj; Abecasis, Gr (May 2005).
8910:{\displaystyle E_{1}=q_{1}^{2}-p_{1}r_{1}=0.00000\,}
9557:"G. H. Hardy (1908) and Hardy–Weinberg Equilibrium"
9293:
representing a distribution of genotype frequencies
8932:in a population based on the frequency of suffers.
7789:{\displaystyle \textstyle p_{t-1}\neq \textstyle 0}
4164:
9436:
9266:
9234:
9152:
9113:
9081:
8988:
8956:
8923:
8909:
8828:
8741:
8520:
8458:
8392:
8267:
8086:
8008:
7788:
7745:
7704:
7663:
7619:
7437:
7383:
7329:
7272:
7246:
6827:
6789:
6751:
6721:
6678:
6436:
6384:
6320:
6290:
6238:
6176:
5979:
5950:
5923:
5897:
5833:
5769:
5749:
5669:
5649:
5421:
5334:
5112:
4880:
4632:
4550:
4153:
3906:
3843:
3823:
3790:
3757:
3718:
3672:
3633:
3572:
3526:
3467:
3384:
3309:
3217:
2809:
1686:
1505:
1083:
983:
849:
571:
455:
10600:HARDY C implementation of Guo & Thompson 1992
10408:Philosophical Transactions of the Royal Society A
4273:From this, allele frequencies can be calculated:
4098:
4057:
10963:
8531:For the next generation, Hardy's equations give
6470:, the genotype frequencies would remain stable.
5710:
3478:
217:In the simplest case of a single locus with two
10224:
729:, as the genotype frequencies must sum to one.
2953:, lead to equilibrium without loss of alleles.
1165:), are preserved from the initial generation:
10651:
10364:
10276:"Mendelian Proportions in a Mixed Population"
9245:We therefore estimate the carrier rate to be
8752:Again as checks on the distribution, compute
6405:
6344:
5677:and Hardy Weinberg equilibrium is defined by
5305:
5265:
5258:
5210:
4217:of a sample of the population were recorded.
1125:. However, the genotype frequencies for all
10605:Source code (C/C++/Fortran/R) for Wigginton
10436:Stern, C. (1943). "The Hardy–Weinberg law".
9797:
9795:
9153:{\displaystyle \textstyle 1-{\frac {1}{50}}}
8957:{\displaystyle \textstyle {\frac {1}{2500}}}
6385:{\displaystyle F{\big |}_{E=0,O=0}=-\infty }
6291:{\displaystyle F=1-{138 \over 141.2}=0.023.}
5931:is a tolerance parameter. If the hypothesis
5892:
5861:
5828:
5797:
5447:Table 4: Example of Fisher's exact test for
9280:
3468:{\displaystyle f(A_{i}A_{j})=2p_{i}p_{j}\,}
3310:{\displaystyle (p_{1}+\cdots +p_{n})^{2}\,}
636:Table 1: Punnett square for Hardy–Weinberg
10658:
10644:
10118:"Hardy, Weinberg and language impediments"
9968:"Hardy, Weinberg and language impediments"
9267:{\displaystyle \textstyle {\frac {1}{25}}}
9114:{\displaystyle \textstyle {\frac {1}{50}}}
7438:{\displaystyle \textstyle 0=r_{t}-r_{t-1}}
7384:{\displaystyle \textstyle 0=q_{t}-q_{t-1}}
7330:{\displaystyle \textstyle 0=p_{t}-p_{t-1}}
3806:
2889:Deviations from Hardy–Weinberg equilibrium
10564:
10529:
10318:
10149:
9991:
9908:
9890:
9880:Official web link (subscription required)
9792:
9657:
9588:
8906:
8825:
8521:{\displaystyle E_{0}=q^{2}-pr=0.00382.\,}
8517:
8455:
7753:. Now consider the remaining case, where
5962:
4010:
3907:{\displaystyle (p_{1}+\cdots +p_{n})^{c}}
3569:
3523:
3464:
3385:{\displaystyle f(A_{i}A_{i})=p_{i}^{2}\,}
3381:
3306:
3214:
3073:Consider an extra allele frequency,
2912:allele frequencies are equal in the sexes
102:and the vertical axis shows the expected
71:Learn how and when to remove this message
10482:
10115:
9743:
9624:
9284:
4221:is assumed to be negligibly small. The
3064:
3061:Generalization for more than two alleles
609:corresponds to allele frequencies (here
594:
82:
34:This article includes a list of general
10665:
10404:
10079:See e.g. Ineichen & Batschelet 1975
9614:"Hardy–Weinberg in dioecious organisms"
9554:
9448:Additive disequilibrium and z statistic
8403:As checks on the distribution, compute
10964:
10951:Index of evolutionary biology articles
10595:genetics Population Genetics Simulator
10102:
9844:
6437:{\displaystyle F{\big |}_{E=0,O>0}}
5143:Fisher's exact test (probability test)
4201:Example chi-squared test for deviation
3228:More generally, consider the alleles A
315:and other forms of non-random mating.
10639:
10631:Hardy–Weinberg Equilibrium Calculator
10590:Hardy–Weinberg Equilibrium Calculator
10435:
10273:
10180:
10168:Foundations of Mathematical Genetics.
10014:
10008:
9891:Ostrovski, Vladimir (February 2020).
9801:
4189:to solve. More recently a number of
2859:and the gene locus is located on the
640:
10546:
9962:
9956:
9744:Cox, David G.; Kraft, Peter (2006).
9323:Foundations of Mathematical Genetics
8097:
7746:{\displaystyle \textstyle r_{t-1}=1}
7705:{\displaystyle \textstyle q_{t-1}=0}
7664:{\displaystyle \textstyle p_{t-1}=0}
6249:For example, for Ford's data above:
5628:
5422:{\displaystyle n_{1}=2n_{11}+n_{12}}
1006:
872:
772:
478:
362:
91:: the horizontal axis shows the two
20:
8103:Estimation of genotype distribution
6828:{\displaystyle \textstyle Aa_{t-1}}
6790:{\displaystyle \textstyle AA_{t-1}}
2909:population size is infinitely large
87:Hardy–Weinberg proportions for two
13:
10566:10.1111/j.1469-8137.1902.tb07336.x
10502:American Journal of Human Genetics
10051:10.1111/j.1469-1809.1968.tb00575.x
9646:European Journal of Human Genetics
8206:
8203:
8200:
8181:
8178:
8175:
8150:
8147:
8144:
6379:
6198:
6142:
6114:
6073:
6045:
6014:
5878:
5814:
5722:
5698:
5642:
5373:is the number of A alleles, where
5269:
5214:
4814:
4811:
4808:
4739:
4736:
4733:
4668:
4665:
4662:
4421:
4418:
4415:
4396:
4393:
4390:
4371:
4368:
4365:
4338:
4335:
4332:
4313:
4310:
4307:
4061:
3048:
40:it lacks sufficient corresponding
14:
10998:
10575:
5924:{\displaystyle \varepsilon >0}
9859:10.1111/j.0006-341X.2004.00219.x
9611:
7671:, and note that it implies that
6752:{\displaystyle \textstyle A_{t}}
6683:Hardy's statement begins with a
6655:The principle was thus known as
4165:Significance tests for deviation
3238:given by the allele frequencies
25:
10338:Journal of Mathematical Biology
10082:
10073:
10030:
9947:
9938:
9929:
9920:
9884:
9309:and represents the state where
8924:Estimation of carrier frequency
7630:First consider the case, where
6679:Derivation of Hardy's equations
3591:, for example with tetraploid (
2900:only sexual reproduction occurs
2682:
2370:
2104:
2103:
1861:
10751:Constructive neutral evolution
9838:
9737:
9682:
9633:
9605:
9548:
9515:
9431:
9422:
9409:
9403:
9391:
9369:
8989:{\displaystyle \textstyle 2pq}
8720:
8707:
8677:
8665:
8662:
8650:
8608:
8595:
8218:
8210:
8193:
8185:
8162:
8154:
7928:
7836:
7145:
7139:
7117:
7111:
7081:
7059:
7053:
7018:
7009:
6987:
6981:
6946:
6918:
6904:
6895:
6869:
6221:
6218:
6210:
6204:
6165:
6162:
6154:
6148:
6137:
6134:
6126:
6120:
6096:
6093:
6085:
6079:
6068:
6065:
6057:
6051:
6038:
6035:
6027:
6021:
5883:
5867:
5819:
5803:
5744:
5732:
5703:
5687:
5650:{\displaystyle {\mathcal {M}}}
5200:
5174:
5053:
5040:
5019:
5006:
4985:
4972:
4944:
4931:
4826:
4818:
4751:
4743:
4680:
4672:
4499:
4481:
4436:
4433:
4425:
4408:
4400:
4383:
4375:
4361:
4350:
4342:
4325:
4317:
4219:Genotype–phenotype distinction
3957:
3924:
3895:
3862:
3560:
3547:
3514:
3501:
3435:
3412:
3360:
3337:
3297:
3264:
3130:
3111:
3077:. The two-allele case is the
3014:for the heterogametic sex but
2985:
2960:strong selection against them.
2930:, which causes an increase in
2903:generations are nonoverlapping
2789:
2780:
2764:
2756:
2743:
2735:
2710:
2701:
2656:
2648:
2620:
2612:
2585:
2577:
2549:
2541:
2518:
2510:
2482:
2474:
2439:
2431:
2403:
2395:
2335:
2327:
2314:
2306:
2247:
2239:
2226:
2218:
2147:
2139:
2126:
2118:
2068:
2060:
2047:
2039:
1977:
1969:
1956:
1948:
1904:
1896:
1883:
1875:
1843:
1835:
1813:
1805:
1783:
1775:
1735:and it can only result in the
1676:
1660:
1654:
1638:
1632:
1616:
1610:
1594:
1588:
1572:
1566:
1550:
1496:
1488:
1466:
1454:
1423:
1415:
1387:
1379:
1359:
1351:
1334:
1326:
1304:
1292:
1261:
1253:
1225:
1217:
1197:
1189:
1072:
1063:
1034:
1026:
978:
970:
957:
949:
900:
892:
838:
829:
800:
792:
767:gives the same relationships.
566:
558:
530:
522:
506:
498:
450:
442:
414:
406:
390:
382:
1:
9536:
8930:autosomal recessive condition
3479:Generalization for polyploidy
1516:For the more general case of
318:
298:The principle is named after
10701:Fisher's fundamental theorem
10018:(1962). "Wilhelm Weinberg".
9541:
7273:{\displaystyle \textstyle t}
6722:{\displaystyle \textstyle t}
5967:The inbreeding coefficient,
743:, the binomial expansion of
273:for the aa homozygotes, and
7:
10726:Coefficient of relationship
10460:10.1126/science.97.2510.137
9488:Coefficient of relationship
9328:
8935:Let us assume an estimated
6466:(1903) showed that without
3719:{\displaystyle 6p^{2}q^{2}}
3573:{\displaystyle (p+q)^{c}\,}
3527:{\displaystyle (p+q)^{2}\,}
2840:are also constant in time.
1161:
1155:
1097:
997:
863:
585:
469:
10:
11003:
10274:Hardy, G. H. (July 1908).
10134:10.1093/genetics/152.3.821
10095:
9984:10.1093/genetics/152.3.821
9573:10.1534/genetics.104.92940
9555:Edwards, A. W. F. (2008).
9355:Regression toward the mean
6447:
4892:Pearson's chi-squared test
4171:Pearson's chi-squared test
714:The sum of the entries is
120:Hardy–Weinberg equilibrium
10946:
10881:
10855:
10817:
10792:
10759:
10721:Coefficient of inbreeding
10673:
10303:10.1126/science.28.706.49
9483:Coefficient of inbreeding
3026:for the homogametic sex.
2994:, the heterogametic sex (
663:
642:
323:Consider a population of
313:population stratification
10899:Evolutionary game theory
10681:Hardy–Weinberg principle
10039:Annals of Human Genetics
9508:
9360:Multinomial distribution
9281:Graphical representation
5614:levels is quite coarse.
5460:Number of heterozygotes
4179:chi-squared distribution
3031:red–green colorblindness
1700:multinomial distribution
116:Hardy–Weinberg principle
10711:Shifting balance theory
9695:Nature Reviews Genetics
9659:10.1038/sj.ejhg.5201164
6705:conditional probability
3807:Complete generalization
3758:{\displaystyle 4pq^{3}}
3673:{\displaystyle 4p^{3}q}
3029:For example, in humans
55:more precise citations.
10696:Linkage disequilibrium
10429:10.1098/rsta.1903.0001
10382:10.1002/bies.201100178
10227:Thompson, Elizabeth A.
10166:Edwards, A.W.F. 1977.
10116:Crow, Jf (July 1999).
9438:
9294:
9268:
9236:
9154:
9115:
9083:
8990:
8958:
8911:
8830:
8743:
8522:
8460:
8394:
8269:
8088:
8010:
7790:
7747:
7706:
7665:
7621:
7439:
7385:
7331:
7274:
7248:
6829:
6791:
6753:
6723:
6661:English-speaking world
6633:whatever the values of
6497:, with whom he played
6438:
6386:
6322:
6292:
6240:
6178:
5981:
5963:Inbreeding coefficient
5952:
5925:
5899:
5835:
5771:
5751:
5671:
5651:
5439: = 100, and
5423:
5336:
5114:
4882:
4643:So the Hardy–Weinberg
4634:
4552:
4227:alternative hypothesis
4155:
3908:
3845:
3825:
3792:
3759:
3720:
3674:
3635:
3574:
3528:
3469:
3386:
3311:
3219:
3070:
2811:
1688:
1507:
1085:
985:
851:
625:
573:
457:
211:outbreeding depression
107:
10938:Quantitative genetics
10847:Balding–Nichols model
10832:Population bottleneck
10827:Small population size
10731:Selection coefficient
9478:Inbreeding depression
9468:Population bottleneck
9439:
9288:
9269:
9237:
9155:
9121:is small we can take
9116:
9084:
8991:
8964:babies are born with
8959:
8912:
8831:
8744:
8523:
8461:
8395:
8270:
8089:
8011:
7791:
7748:
7707:
7666:
7622:
7440:
7386:
7332:
7275:
7249:
6830:
6792:
6754:
6724:
6439:
6387:
6323:
6293:
6241:
6179:
5982:
5953:
5951:{\displaystyle H_{0}}
5926:
5900:
5836:
5772:
5752:
5672:
5652:
5424:
5337:
5115:
4883:
4635:
4553:
4247:Little spotting (aa)
4156:
3909:
3853:multinomial expansion
3846:
3826:
3793:
3791:{\displaystyle q^{4}}
3760:
3721:
3675:
3636:
3634:{\displaystyle p^{4}}
3575:
3529:
3470:
3387:
3312:
3220:
3068:
2972:Small population size
2947:directional selection
2897:organisms are diploid
2812:
1689:
1687:{\displaystyle \left}
1508:
1086:
986:
852:
598:
574:
458:
195:population bottleneck
86:
16:Principle in genetics
10982:Statistical genetics
10809:Background selection
10796:on genomic variation
10794:Effects of selection
10746:Population structure
10559:(193–207): 222–238.
10547:Yule, G. U. (1902).
9910:10.3390/stats3010004
9612:Carr, Dr. Steven M.
9366:
9249:
9167:
9129:
9096:
9003:
8972:
8939:
8846:
8759:
8538:
8476:
8410:
8282:
8123:
8023:
7803:
7757:
7716:
7675:
7634:
7455:
7395:
7341:
7287:
7262:
6842:
6801:
6763:
6734:
6711:
6687:for the frequencies
6396:
6335:
6306:
6257:
6195:
6002:
5971:
5935:
5909:
5845:
5781:
5761:
5681:
5661:
5637:
5377:
5165:
4901:
4654:
4568:
4280:
3921:
3859:
3835:
3831:distinct alleles in
3815:
3775:
3736:
3690:
3651:
3618:
3544:
3498:
3406:
3331:
3261:
3108:
2990:Where the A gene is
2827:equal those at time
1746:
1542:
1172:
1013:
879:
779:
485:
369:
118:, also known as the
104:genotype frequencies
10972:Population genetics
10928:Population genomics
10804:Genetic hitchhiking
10691:Identity by descent
10667:Population genetics
10624:26 May 2015 at the
10585:(at bottom of page)
10452:1943Sci....97..137S
10421:1903RSPTA.200....1P
10295:1908Sci....28...49H
10219:Ecological Genetics
10217:Ford, E.B. (1971).
9453:Population genetics
8876:
8047:
7961:
7900:
7593:
7531:
6685:recurrence relation
6507:applied mathematics
6321:{\displaystyle F=0}
5463:Significance level
5456:
5455: = 0.34.
5148:Fisher's exact test
4241:White-spotted (AA)
4234:
4185:, which requires a
4183:Fisher's exact test
4150:
4125:
3600:
3380:
2951:balancing selection
732:Note again that as
637:
189:genetic hitchhiking
112:population genetics
10977:Classical genetics
10914:Landscape genetics
10350:10.1007/BF00276014
9434:
9299:de Finetti diagram
9295:
9291:de Finetti diagram
9264:
9263:
9232:
9230:
9150:
9149:
9111:
9110:
9079:
9077:
8986:
8985:
8954:
8953:
8907:
8862:
8826:
8739:
8737:
8518:
8456:
8390:
8388:
8265:
8263:
8084:
8083:
8027:
8006:
8004:
7941:
7880:
7786:
7785:
7784:
7743:
7742:
7702:
7701:
7661:
7660:
7617:
7615:
7573:
7511:
7435:
7434:
7381:
7380:
7327:
7326:
7270:
7269:
7244:
7242:
6825:
6824:
6787:
6786:
6749:
6748:
6719:
6718:
6538:numbers will be as
6503:pure mathematician
6482: = 0.5.
6453:Mendelian genetics
6434:
6382:
6318:
6288:
6236:
6174:
5977:
5948:
5921:
5895:
5831:
5767:
5747:
5728:
5667:
5647:
5451: = 100,
5446:
5419:
5332:
5129:significance level
5110:
5108:
4878:
4876:
4630:
4628:
4548:
4546:
4244:Intermediate (Aa)
4232:
4211:scarlet tiger moth
4205:This data is from
4177:assumption of the
4151:
4129:
4104:
4053:
3904:
3841:
3821:
3788:
3755:
3716:
3670:
3631:
3598:
3570:
3524:
3489:binomial expansion
3465:
3382:
3366:
3307:
3215:
3079:binomial expansion
3071:
2807:
2805:
2636:
2565:
2498:
2419:
2286:
2271:
2195:
2180:
2165:
2010:
1995:
1684:
1503:
1501:
1403:
1241:
1081:
981:
847:
635:
626:
569:
546:
453:
430:
153:assortative mating
108:
93:allele frequencies
10959:
10958:
10909:Genetic genealogy
10904:Fitness landscape
10583:EvolutionSolution
10446:(2510): 137–138.
10415:(321–330): 1–66.
9916:Official web link
9762:10.1159/000091787
9493:Natural selection
9458:Genetic diversity
9315:natural selection
9261:
9226:
9200:
9147:
9108:
9053:
9032:
8951:
8563:
8378:
8348:
8307:
8216:
8191:
8160:
8133:
8098:Numerical example
6663:until 1943, when
6464:William E. Castle
6280:
6216:
6169:
6160:
6132:
6100:
6091:
6063:
6033:
5980:{\displaystyle F}
5770:{\displaystyle d}
5709:
5670:{\displaystyle p}
5629:Equivalence tests
5611:
5610:
5310:
5303:
5256:
5125:degree of freedom
5066:
5032:
4998:
4957:
4824:
4749:
4678:
4526:
4503:
4440:
4431:
4406:
4381:
4348:
4323:
4271:
4270:
4096:
4005:
3969:
3844:{\displaystyle c}
3824:{\displaystyle n}
3801:
3800:
2786:
2762:
2741:
2707:
2654:
2635:
2618:
2583:
2564:
2547:
2516:
2497:
2480:
2437:
2418:
2401:
2333:
2312:
2285:
2270:
2245:
2224:
2194:
2179:
2164:
2145:
2124:
2066:
2045:
2009:
1994:
1975:
1954:
1902:
1881:
1841:
1811:
1781:
1674:
1666:
1652:
1644:
1630:
1622:
1608:
1600:
1586:
1578:
1564:
1556:
1494:
1421:
1402:
1385:
1357:
1332:
1259:
1240:
1223:
1195:
1105:
1104:
1069:
1032:
1005:
1004:
976:
955:
898:
871:
870:
835:
798:
712:
711:
593:
592:
564:
545:
528:
504:
477:
476:
448:
429:
412:
388:
229:with frequencies
159:natural selection
81:
80:
73:
10994:
10987:Sexual selection
10868:J. B. S. Haldane
10660:
10653:
10646:
10637:
10636:
10570:
10568:
10543:
10533:
10492:
10479:
10432:
10401:
10361:
10332:
10322:
10280:
10270:
10214:
10163:
10153:
10112:
10089:
10086:
10080:
10077:
10071:
10070:
10034:
10028:
10027:
10012:
10006:
10005:
9995:
9960:
9954:
9951:
9945:
9942:
9936:
9933:
9927:
9924:
9918:
9914:
9912:
9888:
9882:
9878:
9842:
9836:
9835:
9799:
9790:
9789:
9741:
9735:
9734:
9686:
9680:
9679:
9661:
9637:
9631:
9628:
9622:
9621:
9609:
9603:
9602:
9592:
9567:(3): 1143–1150.
9552:
9530:
9519:
9443:
9441:
9440:
9435:
9430:
9429:
9381:
9380:
9319:A. W. F. Edwards
9273:
9271:
9270:
9265:
9262:
9254:
9241:
9239:
9238:
9233:
9231:
9227:
9219:
9201:
9193:
9159:
9157:
9156:
9151:
9148:
9140:
9120:
9118:
9117:
9112:
9109:
9101:
9088:
9086:
9085:
9080:
9078:
9058:
9054:
9046:
9037:
9033:
9025:
9020:
9019:
9009:
8995:
8993:
8992:
8987:
8963:
8961:
8960:
8955:
8952:
8944:
8916:
8914:
8913:
8908:
8899:
8898:
8889:
8888:
8875:
8870:
8858:
8857:
8835:
8833:
8832:
8827:
8800:
8799:
8787:
8786:
8771:
8770:
8748:
8746:
8745:
8740:
8738:
8728:
8727:
8699:
8698:
8639:
8638:
8616:
8615:
8587:
8586:
8574:
8564:
8556:
8527:
8525:
8524:
8519:
8501:
8500:
8488:
8487:
8465:
8463:
8462:
8457:
8399:
8397:
8396:
8391:
8389:
8379:
8371:
8349:
8344:
8333:
8308:
8300:
8274:
8272:
8271:
8266:
8264:
8251:
8247:
8221:
8217:
8214:
8209:
8192:
8189:
8184:
8161:
8158:
8153:
8134:
8131:
8093:
8091:
8090:
8085:
8082:
8081:
8066:
8065:
8046:
8041:
8015:
8013:
8012:
8007:
8005:
8001:
8000:
7982:
7981:
7966:
7960:
7955:
7934:
7921:
7920:
7905:
7899:
7894:
7876:
7875:
7854:
7853:
7835:
7834:
7795:
7793:
7792:
7787:
7776:
7775:
7752:
7750:
7749:
7744:
7735:
7734:
7711:
7709:
7708:
7703:
7694:
7693:
7670:
7668:
7667:
7662:
7653:
7652:
7626:
7624:
7623:
7618:
7616:
7612:
7611:
7592:
7587:
7569:
7568:
7553:
7552:
7530:
7525:
7504:
7500:
7499:
7481:
7480:
7444:
7442:
7441:
7436:
7433:
7432:
7414:
7413:
7390:
7388:
7387:
7382:
7379:
7378:
7360:
7359:
7336:
7334:
7333:
7328:
7325:
7324:
7306:
7305:
7279:
7277:
7276:
7271:
7253:
7251:
7250:
7245:
7243:
7239:
7238:
7233:
7229:
7228:
7227:
7209:
7208:
7181:
7177:
7176:
7171:
7167:
7166:
7165:
7135:
7134:
7098:
7094:
7093:
7088:
7084:
7080:
7079:
7052:
7051:
7030:
7029:
7008:
7007:
6980:
6979:
6958:
6957:
6930:
6926:
6925:
6916:
6915:
6894:
6893:
6881:
6880:
6858:
6857:
6834:
6832:
6831:
6826:
6823:
6822:
6796:
6794:
6793:
6788:
6785:
6784:
6758:
6756:
6755:
6750:
6747:
6746:
6728:
6726:
6725:
6720:
6669:Wilhelm Weinberg
6484:Reginald Punnett
6443:
6441:
6440:
6435:
6433:
6432:
6409:
6408:
6391:
6389:
6388:
6383:
6372:
6371:
6348:
6347:
6327:
6325:
6324:
6319:
6298:
6297:
6295:
6294:
6289:
6281:
6273:
6245:
6243:
6242:
6237:
6217:
6214:
6184:
6183:
6181:
6180:
6175:
6170:
6168:
6161:
6158:
6140:
6133:
6130:
6112:
6101:
6099:
6092:
6089:
6071:
6064:
6061:
6041:
6034:
6031:
6012:
5986:
5984:
5983:
5978:
5957:
5955:
5954:
5949:
5947:
5946:
5930:
5928:
5927:
5922:
5904:
5902:
5901:
5896:
5882:
5881:
5857:
5856:
5840:
5838:
5837:
5832:
5818:
5817:
5793:
5792:
5776:
5774:
5773:
5768:
5756:
5754:
5753:
5748:
5727:
5726:
5725:
5702:
5701:
5676:
5674:
5673:
5668:
5656:
5654:
5653:
5648:
5646:
5645:
5457:
5445:
5428:
5426:
5425:
5420:
5418:
5417:
5405:
5404:
5389:
5388:
5341:
5339:
5338:
5333:
5328:
5327:
5326:
5325:
5311:
5309:
5308:
5302:
5301:
5300:
5288:
5287:
5277:
5268:
5262:
5261:
5255:
5254:
5253:
5241:
5240:
5228:
5227:
5213:
5207:
5199:
5198:
5186:
5185:
5119:
5117:
5116:
5111:
5109:
5096:
5071:
5067:
5062:
5061:
5060:
5038:
5033:
5028:
5027:
5026:
5004:
4999:
4994:
4993:
4992:
4970:
4962:
4958:
4953:
4952:
4951:
4929:
4917:
4916:
4887:
4885:
4884:
4879:
4877:
4861:
4860:
4845:
4844:
4825:
4822:
4817:
4750:
4747:
4742:
4715:
4714:
4699:
4698:
4679:
4676:
4671:
4639:
4637:
4636:
4631:
4629:
4616:
4597:
4557:
4555:
4554:
4549:
4547:
4534:
4531:
4527:
4519:
4511:
4508:
4504:
4502:
4473:
4456:
4448:
4445:
4441:
4439:
4432:
4429:
4424:
4407:
4404:
4399:
4382:
4379:
4374:
4353:
4349:
4346:
4341:
4324:
4321:
4316:
4298:
4235:
4231:
4213:, for which the
4160:
4158:
4157:
4152:
4149:
4148:
4147:
4137:
4124:
4123:
4122:
4112:
4103:
4102:
4101:
4095:
4094:
4093:
4075:
4074:
4060:
4052:
4045:
4044:
4026:
4025:
4013:
4003:
4002:
4001:
3983:
3982:
3965:
3964:
3955:
3954:
3936:
3935:
3913:
3911:
3910:
3905:
3903:
3902:
3893:
3892:
3874:
3873:
3850:
3848:
3847:
3842:
3830:
3828:
3827:
3822:
3797:
3795:
3794:
3789:
3787:
3786:
3764:
3762:
3761:
3756:
3754:
3753:
3725:
3723:
3722:
3717:
3715:
3714:
3705:
3704:
3679:
3677:
3676:
3671:
3666:
3665:
3640:
3638:
3637:
3632:
3630:
3629:
3601:
3597:
3579:
3577:
3576:
3571:
3568:
3567:
3533:
3531:
3530:
3525:
3522:
3521:
3474:
3472:
3471:
3466:
3463:
3462:
3453:
3452:
3434:
3433:
3424:
3423:
3391:
3389:
3388:
3383:
3379:
3374:
3359:
3358:
3349:
3348:
3316:
3314:
3313:
3308:
3305:
3304:
3295:
3294:
3276:
3275:
3224:
3222:
3221:
3216:
3177:
3176:
3164:
3163:
3151:
3150:
3138:
3137:
2906:mating is random
2880:
2869:
2839:
2832:
2826:
2816:
2814:
2813:
2808:
2806:
2802:
2798:
2797:
2796:
2787:
2784:
2779:
2778:
2763:
2760:
2755:
2754:
2742:
2739:
2734:
2733:
2718:
2717:
2708:
2705:
2700:
2699:
2678:
2674:
2670:
2669:
2668:
2663:
2659:
2655:
2652:
2647:
2646:
2637:
2628:
2619:
2616:
2611:
2610:
2592:
2588:
2584:
2581:
2576:
2575:
2566:
2557:
2548:
2545:
2540:
2539:
2525:
2521:
2517:
2514:
2509:
2508:
2499:
2490:
2481:
2478:
2473:
2472:
2452:
2451:
2446:
2442:
2438:
2435:
2430:
2429:
2420:
2411:
2402:
2399:
2394:
2393:
2366:
2362:
2358:
2334:
2331:
2326:
2325:
2313:
2310:
2305:
2304:
2292:
2288:
2287:
2278:
2272:
2263:
2246:
2243:
2238:
2237:
2225:
2222:
2217:
2216:
2201:
2197:
2196:
2187:
2181:
2172:
2166:
2157:
2146:
2143:
2138:
2137:
2125:
2122:
2117:
2116:
2099:
2095:
2091:
2067:
2064:
2059:
2058:
2046:
2043:
2038:
2037:
2022:
2018:
2011:
2002:
1996:
1987:
1976:
1973:
1968:
1967:
1955:
1952:
1947:
1946:
1931:
1927:
1903:
1900:
1895:
1894:
1882:
1879:
1874:
1873:
1857:
1850:
1846:
1842:
1839:
1834:
1833:
1812:
1809:
1804:
1803:
1782:
1779:
1774:
1773:
1752:
1738:
1734:
1712:
1708:
1693:
1691:
1690:
1685:
1683:
1679:
1675:
1672:
1667:
1664:
1653:
1650:
1645:
1642:
1631:
1628:
1623:
1620:
1609:
1606:
1601:
1598:
1587:
1584:
1579:
1576:
1565:
1562:
1557:
1554:
1512:
1510:
1509:
1504:
1502:
1495:
1492:
1487:
1486:
1438:
1437:
1422:
1419:
1414:
1413:
1404:
1395:
1386:
1383:
1378:
1377:
1358:
1355:
1350:
1349:
1333:
1330:
1325:
1324:
1276:
1275:
1260:
1257:
1252:
1251:
1242:
1233:
1224:
1221:
1216:
1215:
1196:
1193:
1188:
1187:
1152:
1145:
1124:
1099:
1090:
1088:
1087:
1082:
1080:
1079:
1070:
1067:
1062:
1061:
1049:
1048:
1033:
1030:
1025:
1024:
1007:
999:
990:
988:
987:
982:
977:
974:
969:
968:
956:
953:
948:
947:
899:
896:
891:
890:
873:
865:
856:
854:
853:
848:
846:
845:
836:
833:
828:
827:
815:
814:
799:
796:
791:
790:
773:
766:
742:
728:
638:
634:
623:
619:
608:
587:
578:
576:
575:
570:
565:
562:
557:
556:
547:
538:
529:
526:
521:
520:
505:
502:
497:
496:
479:
471:
462:
460:
459:
454:
449:
446:
441:
440:
431:
422:
413:
410:
405:
404:
389:
386:
381:
380:
363:
355:
342:
304:Wilhelm Weinberg
282:
272:
258:
248:
238:
165:sexual selection
76:
69:
65:
62:
56:
51:this article by
42:inline citations
29:
28:
21:
11002:
11001:
10997:
10996:
10995:
10993:
10992:
10991:
10962:
10961:
10960:
10955:
10942:
10877:
10851:
10813:
10797:
10795:
10788:
10755:
10686:Genetic linkage
10669:
10664:
10626:Wayback Machine
10578:
10573:
10278:
10243:10.2307/2532296
10195:10.2307/2556115
10098:
10093:
10092:
10087:
10083:
10078:
10074:
10035:
10031:
10013:
10009:
9961:
9957:
9952:
9948:
9943:
9939:
9934:
9930:
9925:
9921:
9889:
9885:
9843:
9839:
9816:10.2307/2556115
9800:
9793:
9742:
9738:
9707:10.1038/nrg1707
9701:(11): 847–859.
9687:
9683:
9638:
9634:
9629:
9625:
9610:
9606:
9553:
9549:
9544:
9539:
9534:
9533:
9520:
9516:
9511:
9425:
9421:
9376:
9372:
9367:
9364:
9363:
9331:
9283:
9253:
9250:
9247:
9246:
9229:
9228:
9218:
9203:
9202:
9192:
9170:
9168:
9165:
9164:
9139:
9130:
9127:
9126:
9100:
9097:
9094:
9093:
9076:
9075:
9056:
9055:
9045:
9035:
9034:
9024:
9015:
9011:
9006:
9004:
9001:
9000:
8973:
8970:
8969:
8966:cystic fibrosis
8943:
8940:
8937:
8936:
8926:
8894:
8890:
8884:
8880:
8871:
8866:
8853:
8849:
8847:
8844:
8843:
8795:
8791:
8782:
8778:
8766:
8762:
8760:
8757:
8756:
8736:
8735:
8723:
8719:
8700:
8694:
8690:
8687:
8686:
8640:
8634:
8630:
8624:
8623:
8611:
8607:
8588:
8582:
8578:
8575:
8572:
8571:
8555:
8548:
8541:
8539:
8536:
8535:
8496:
8492:
8483:
8479:
8477:
8474:
8473:
8411:
8408:
8407:
8387:
8386:
8370:
8363:
8357:
8356:
8334:
8332:
8325:
8316:
8315:
8299:
8292:
8285:
8283:
8280:
8279:
8262:
8261:
8249:
8248:
8225:
8213:
8199:
8188:
8174:
8157:
8143:
8142:
8135:
8130:
8126:
8124:
8121:
8120:
8105:
8100:
8071:
8067:
8055:
8051:
8042:
8031:
8024:
8021:
8020:
8003:
8002:
7990:
7986:
7971:
7967:
7962:
7956:
7945:
7932:
7931:
7910:
7906:
7901:
7895:
7884:
7865:
7861:
7843:
7839:
7824:
7820:
7813:
7806:
7804:
7801:
7800:
7765:
7761:
7758:
7755:
7754:
7724:
7720:
7717:
7714:
7713:
7683:
7679:
7676:
7673:
7672:
7642:
7638:
7635:
7632:
7631:
7614:
7613:
7601:
7597:
7588:
7577:
7558:
7554:
7542:
7538:
7526:
7515:
7502:
7501:
7489:
7485:
7476:
7472:
7465:
7458:
7456:
7453:
7452:
7422:
7418:
7409:
7405:
7396:
7393:
7392:
7368:
7364:
7355:
7351:
7342:
7339:
7338:
7314:
7310:
7301:
7297:
7288:
7285:
7284:
7263:
7260:
7259:
7241:
7240:
7234:
7217:
7213:
7198:
7194:
7193:
7189:
7188:
7179:
7178:
7172:
7155:
7151:
7124:
7120:
7110:
7106:
7105:
7096:
7095:
7089:
7069:
7065:
7041:
7037:
7025:
7021:
6997:
6993:
6969:
6965:
6953:
6949:
6942:
6938:
6937:
6928:
6927:
6921:
6917:
6911:
6907:
6889:
6885:
6876:
6872:
6859:
6853:
6849:
6845:
6843:
6840:
6839:
6812:
6808:
6802:
6799:
6798:
6774:
6770:
6764:
6761:
6760:
6742:
6738:
6735:
6732:
6731:
6712:
6709:
6708:
6681:
6630:
6624:
6617:
6592:
6585:
6578:
6501:. Hardy was a
6450:
6410:
6404:
6403:
6402:
6397:
6394:
6393:
6349:
6343:
6342:
6341:
6336:
6333:
6332:
6307:
6304:
6303:
6272:
6258:
6255:
6254:
6253:
6213:
6196:
6193:
6192:
6157:
6141:
6129:
6113:
6111:
6088:
6072:
6060:
6030:
6020:
6013:
6011:
6003:
6000:
5999:
5998:
5972:
5969:
5968:
5965:
5942:
5938:
5936:
5933:
5932:
5910:
5907:
5906:
5877:
5876:
5852:
5848:
5846:
5843:
5842:
5813:
5812:
5788:
5784:
5782:
5779:
5778:
5762:
5759:
5758:
5721:
5720:
5713:
5697:
5696:
5682:
5679:
5678:
5662:
5659:
5658:
5641:
5640:
5638:
5635:
5634:
5631:
5413:
5409:
5400:
5396:
5384:
5380:
5378:
5375:
5374:
5372:
5365:
5358:
5351:
5321:
5317:
5316:
5312:
5304:
5296:
5292:
5283:
5279:
5278:
5270:
5264:
5263:
5257:
5249:
5245:
5236:
5232:
5223:
5219:
5218:
5209:
5208:
5206:
5194:
5190:
5181:
5177:
5166:
5163:
5162:
5145:
5133:null hypothesis
5107:
5106:
5094:
5093:
5069:
5068:
5056:
5052:
5039:
5037:
5022:
5018:
5005:
5003:
4988:
4984:
4971:
4969:
4960:
4959:
4947:
4943:
4930:
4928:
4918:
4912:
4908:
4904:
4902:
4899:
4898:
4875:
4874:
4856:
4852:
4840:
4836:
4829:
4821:
4807:
4804:
4803:
4754:
4746:
4732:
4729:
4728:
4710:
4706:
4694:
4690:
4683:
4675:
4661:
4657:
4655:
4652:
4651:
4627:
4626:
4614:
4613:
4595:
4594:
4578:
4571:
4569:
4566:
4565:
4545:
4544:
4532:
4529:
4528:
4518:
4509:
4506:
4505:
4474:
4457:
4455:
4446:
4443:
4442:
4428:
4414:
4403:
4389:
4378:
4364:
4354:
4345:
4331:
4320:
4306:
4299:
4297:
4290:
4283:
4281:
4278:
4277:
4223:null hypothesis
4203:
4167:
4143:
4139:
4138:
4133:
4118:
4114:
4113:
4108:
4097:
4089:
4085:
4070:
4066:
4065:
4056:
4055:
4054:
4040:
4036:
4021:
4017:
4009:
3997:
3993:
3978:
3974:
3973:
3960:
3956:
3950:
3946:
3931:
3927:
3922:
3919:
3918:
3898:
3894:
3888:
3884:
3869:
3865:
3860:
3857:
3856:
3836:
3833:
3832:
3816:
3813:
3812:
3809:
3782:
3778:
3776:
3773:
3772:
3749:
3745:
3737:
3734:
3733:
3710:
3706:
3700:
3696:
3691:
3688:
3687:
3661:
3657:
3652:
3649:
3648:
3625:
3621:
3619:
3616:
3615:
3563:
3559:
3545:
3542:
3541:
3517:
3513:
3499:
3496:
3495:
3481:
3458:
3454:
3448:
3444:
3429:
3425:
3419:
3415:
3407:
3404:
3403:
3375:
3370:
3354:
3350:
3344:
3340:
3332:
3329:
3328:
3320:giving for all
3300:
3296:
3290:
3286:
3271:
3267:
3262:
3259:
3258:
3253:
3244:
3237:
3231:
3172:
3168:
3159:
3155:
3146:
3142:
3133:
3129:
3109:
3106:
3105:
3063:
3051:
3049:Generalizations
2988:
2891:
2878:
2875:
2867:
2864:
2834:
2828:
2821:
2804:
2803:
2792:
2788:
2783:
2774:
2770:
2759:
2750:
2746:
2738:
2729:
2725:
2713:
2709:
2704:
2695:
2691:
2690:
2686:
2676:
2675:
2664:
2651:
2642:
2638:
2626:
2615:
2606:
2602:
2601:
2597:
2596:
2580:
2571:
2567:
2555:
2544:
2535:
2531:
2530:
2526:
2513:
2504:
2500:
2488:
2477:
2468:
2464:
2463:
2459:
2447:
2434:
2425:
2421:
2409:
2398:
2389:
2385:
2384:
2380:
2379:
2378:
2374:
2364:
2363:
2342:
2338:
2330:
2321:
2317:
2309:
2300:
2296:
2276:
2261:
2254:
2250:
2242:
2233:
2229:
2221:
2212:
2208:
2185:
2170:
2155:
2154:
2150:
2142:
2133:
2129:
2121:
2112:
2108:
2097:
2096:
2075:
2071:
2063:
2054:
2050:
2042:
2033:
2029:
2000:
1985:
1984:
1980:
1972:
1963:
1959:
1951:
1942:
1938:
1911:
1907:
1899:
1890:
1886:
1878:
1869:
1865:
1855:
1854:
1838:
1823:
1819:
1808:
1793:
1789:
1778:
1763:
1759:
1758:
1754:
1749:
1747:
1744:
1743:
1736:
1732:
1723:
1714:
1710:
1703:
1671:
1663:
1649:
1641:
1627:
1619:
1605:
1597:
1583:
1575:
1561:
1553:
1549:
1545:
1543:
1540:
1539:
1500:
1499:
1491:
1482:
1478:
1433:
1429:
1418:
1409:
1405:
1393:
1382:
1373:
1369:
1362:
1354:
1345:
1341:
1338:
1337:
1329:
1320:
1316:
1271:
1267:
1256:
1247:
1243:
1231:
1220:
1211:
1207:
1200:
1192:
1183:
1179:
1175:
1173:
1170:
1169:
1147:
1143:
1135:
1130:
1122:
1115:
1109:
1075:
1071:
1066:
1057:
1053:
1044:
1040:
1029:
1020:
1016:
1014:
1011:
1010:
973:
964:
960:
952:
943:
939:
895:
886:
882:
880:
877:
876:
841:
837:
832:
823:
819:
810:
806:
795:
786:
782:
780:
777:
776:
744:
733:
715:
621:
610:
600:
561:
552:
548:
536:
525:
516:
512:
501:
492:
488:
486:
483:
482:
445:
436:
432:
420:
409:
400:
396:
385:
376:
372:
370:
367:
366:
350:
344:
337:
331:
321:
277:
274:
267:
264:
253:
250:
243:
240:
233:
230:
77:
66:
60:
57:
47:Please help to
46:
30:
26:
17:
12:
11:
5:
11000:
10990:
10989:
10984:
10979:
10974:
10957:
10956:
10954:
10953:
10947:
10944:
10943:
10941:
10940:
10935:
10933:Phylogeography
10930:
10925:
10923:Microevolution
10920:
10911:
10906:
10901:
10896:
10891:
10885:
10883:
10882:Related topics
10879:
10878:
10876:
10875:
10870:
10865:
10859:
10857:
10853:
10852:
10850:
10849:
10844:
10839:
10837:Founder effect
10834:
10829:
10823:
10821:
10815:
10814:
10812:
10811:
10806:
10800:
10798:
10793:
10790:
10789:
10787:
10786:
10781:
10776:
10771:
10765:
10763:
10757:
10756:
10754:
10753:
10748:
10743:
10738:
10733:
10728:
10723:
10718:
10716:Price equation
10713:
10708:
10706:Neutral theory
10703:
10698:
10693:
10688:
10683:
10677:
10675:
10671:
10670:
10663:
10662:
10655:
10648:
10640:
10634:
10633:
10628:
10616:
10611:
10602:
10597:
10592:
10587:
10577:
10576:External links
10574:
10572:
10571:
10544:
10514:10.1086/429864
10493:
10480:
10433:
10402:
10362:
10333:
10289:(706): 49–50.
10271:
10222:
10215:
10189:(4): 627–642.
10178:
10164:
10113:
10099:
10097:
10094:
10091:
10090:
10081:
10072:
10045:(4): 421–428.
10029:
10007:
9978:(3): 821–825.
9964:Crow, James F.
9955:
9946:
9937:
9928:
9919:
9883:
9853:(3): 694–703.
9837:
9810:(4): 627–642.
9791:
9750:Human Heredity
9736:
9681:
9652:(5): 395–399.
9632:
9623:
9604:
9546:
9545:
9543:
9540:
9538:
9535:
9532:
9531:
9513:
9512:
9510:
9507:
9506:
9505:
9500:
9495:
9490:
9485:
9480:
9475:
9470:
9465:
9463:Founder effect
9460:
9455:
9450:
9445:
9433:
9428:
9424:
9420:
9417:
9414:
9411:
9408:
9405:
9402:
9399:
9396:
9393:
9390:
9387:
9384:
9379:
9375:
9371:
9357:
9352:
9350:Wahlund effect
9347:
9345:QST_(genetics)
9342:
9340:Fixation index
9337:
9330:
9327:
9282:
9279:
9260:
9257:
9243:
9242:
9225:
9222:
9217:
9214:
9211:
9208:
9205:
9204:
9199:
9196:
9191:
9188:
9185:
9182:
9179:
9176:
9173:
9172:
9146:
9143:
9138:
9135:
9107:
9104:
9090:
9089:
9074:
9071:
9068:
9065:
9062:
9059:
9057:
9052:
9049:
9044:
9041:
9038:
9036:
9031:
9028:
9023:
9018:
9014:
9010:
9008:
8984:
8981:
8978:
8950:
8947:
8925:
8922:
8918:
8917:
8905:
8902:
8897:
8893:
8887:
8883:
8879:
8874:
8869:
8865:
8861:
8856:
8852:
8837:
8836:
8824:
8821:
8818:
8815:
8812:
8809:
8806:
8803:
8798:
8794:
8790:
8785:
8781:
8777:
8774:
8769:
8765:
8750:
8749:
8734:
8731:
8726:
8722:
8718:
8715:
8712:
8709:
8706:
8703:
8701:
8697:
8693:
8689:
8688:
8685:
8682:
8679:
8676:
8673:
8670:
8667:
8664:
8661:
8658:
8655:
8652:
8649:
8646:
8643:
8641:
8637:
8633:
8629:
8626:
8625:
8622:
8619:
8614:
8610:
8606:
8603:
8600:
8597:
8594:
8591:
8589:
8585:
8581:
8577:
8576:
8573:
8570:
8567:
8562:
8559:
8554:
8551:
8549:
8547:
8544:
8543:
8529:
8528:
8516:
8513:
8510:
8507:
8504:
8499:
8495:
8491:
8486:
8482:
8467:
8466:
8454:
8451:
8448:
8445:
8442:
8439:
8436:
8433:
8430:
8427:
8424:
8421:
8418:
8415:
8401:
8400:
8385:
8382:
8377:
8374:
8369:
8366:
8364:
8362:
8359:
8358:
8355:
8352:
8347:
8343:
8340:
8337:
8331:
8328:
8326:
8324:
8321:
8318:
8317:
8314:
8311:
8306:
8303:
8298:
8295:
8293:
8291:
8288:
8287:
8276:
8275:
8260:
8257:
8254:
8252:
8250:
8246:
8243:
8240:
8237:
8234:
8231:
8228:
8224:
8220:
8212:
8208:
8205:
8202:
8198:
8195:
8187:
8183:
8180:
8177:
8173:
8170:
8167:
8164:
8156:
8152:
8149:
8146:
8141:
8138:
8136:
8129:
8128:
8104:
8101:
8099:
8096:
8080:
8077:
8074:
8070:
8064:
8061:
8058:
8054:
8050:
8045:
8040:
8037:
8034:
8030:
8017:
8016:
7999:
7996:
7993:
7989:
7985:
7980:
7977:
7974:
7970:
7965:
7959:
7954:
7951:
7948:
7944:
7940:
7937:
7935:
7933:
7930:
7927:
7924:
7919:
7916:
7913:
7909:
7904:
7898:
7893:
7890:
7887:
7883:
7879:
7874:
7871:
7868:
7864:
7860:
7857:
7852:
7849:
7846:
7842:
7838:
7833:
7830:
7827:
7823:
7819:
7816:
7814:
7812:
7809:
7808:
7783:
7779:
7774:
7771:
7768:
7764:
7741:
7738:
7733:
7730:
7727:
7723:
7700:
7697:
7692:
7689:
7686:
7682:
7659:
7656:
7651:
7648:
7645:
7641:
7628:
7627:
7610:
7607:
7604:
7600:
7596:
7591:
7586:
7583:
7580:
7576:
7572:
7567:
7564:
7561:
7557:
7551:
7548:
7545:
7541:
7537:
7534:
7529:
7524:
7521:
7518:
7514:
7510:
7507:
7505:
7503:
7498:
7495:
7492:
7488:
7484:
7479:
7475:
7471:
7468:
7466:
7464:
7461:
7460:
7446:
7445:
7431:
7428:
7425:
7421:
7417:
7412:
7408:
7404:
7401:
7377:
7374:
7371:
7367:
7363:
7358:
7354:
7350:
7347:
7323:
7320:
7317:
7313:
7309:
7304:
7300:
7296:
7293:
7268:
7255:
7254:
7237:
7232:
7226:
7223:
7220:
7216:
7212:
7207:
7204:
7201:
7197:
7192:
7187:
7184:
7182:
7180:
7175:
7170:
7164:
7161:
7158:
7154:
7150:
7147:
7144:
7141:
7138:
7133:
7130:
7127:
7123:
7119:
7116:
7113:
7109:
7104:
7101:
7099:
7097:
7092:
7087:
7083:
7078:
7075:
7072:
7068:
7064:
7061:
7058:
7055:
7050:
7047:
7044:
7040:
7036:
7033:
7028:
7024:
7020:
7017:
7014:
7011:
7006:
7003:
7000:
6996:
6992:
6989:
6986:
6983:
6978:
6975:
6972:
6968:
6964:
6961:
6956:
6952:
6948:
6945:
6941:
6936:
6933:
6931:
6929:
6924:
6920:
6914:
6910:
6906:
6903:
6900:
6897:
6892:
6888:
6884:
6879:
6875:
6871:
6868:
6865:
6862:
6860:
6856:
6852:
6848:
6847:
6821:
6818:
6815:
6811:
6807:
6783:
6780:
6777:
6773:
6769:
6745:
6741:
6717:
6680:
6677:
6673:William Castle
6653:
6652:
6628:
6622:
6615:
6598:
6597:
6590:
6583:
6576:
6518:
6517:
6449:
6446:
6444:is undefined.
6431:
6428:
6425:
6422:
6419:
6416:
6413:
6407:
6401:
6381:
6378:
6375:
6370:
6367:
6364:
6361:
6358:
6355:
6352:
6346:
6340:
6317:
6314:
6311:
6300:
6299:
6287:
6284:
6279:
6276:
6271:
6268:
6265:
6262:
6247:
6246:
6235:
6232:
6229:
6226:
6223:
6220:
6212:
6209:
6206:
6203:
6200:
6186:
6185:
6173:
6167:
6164:
6156:
6153:
6150:
6147:
6144:
6139:
6136:
6128:
6125:
6122:
6119:
6116:
6110:
6107:
6104:
6098:
6095:
6087:
6084:
6081:
6078:
6075:
6070:
6067:
6059:
6056:
6053:
6050:
6047:
6044:
6040:
6037:
6029:
6026:
6023:
6019:
6016:
6010:
6007:
5976:
5964:
5961:
5945:
5941:
5920:
5917:
5914:
5894:
5891:
5888:
5885:
5880:
5875:
5872:
5869:
5866:
5863:
5860:
5855:
5851:
5830:
5827:
5824:
5821:
5816:
5811:
5808:
5805:
5802:
5799:
5796:
5791:
5787:
5766:
5746:
5743:
5740:
5737:
5734:
5731:
5724:
5719:
5716:
5712:
5708:
5705:
5700:
5695:
5692:
5689:
5686:
5666:
5644:
5630:
5627:
5609:
5608:
5605:
5601:
5600:
5597:
5593:
5592:
5589:
5585:
5584:
5581:
5577:
5576:
5573:
5569:
5568:
5565:
5561:
5560:
5557:
5553:
5552:
5549:
5545:
5544:
5541:
5537:
5536:
5533:
5529:
5528:
5525:
5521:
5520:
5517:
5513:
5512:
5509:
5505:
5504:
5501:
5497:
5496:
5493:
5489:
5488:
5485:
5481:
5480:
5477:
5473:
5472:
5469:
5465:
5464:
5461:
5416:
5412:
5408:
5403:
5399:
5395:
5392:
5387:
5383:
5370:
5363:
5356:
5349:
5343:
5342:
5331:
5324:
5320:
5315:
5307:
5299:
5295:
5291:
5286:
5282:
5276:
5273:
5267:
5260:
5252:
5248:
5244:
5239:
5235:
5231:
5226:
5222:
5217:
5212:
5205:
5202:
5197:
5193:
5189:
5184:
5180:
5176:
5173:
5170:
5144:
5141:
5121:
5120:
5105:
5102:
5099:
5097:
5095:
5092:
5089:
5086:
5083:
5080:
5077:
5074:
5072:
5070:
5065:
5059:
5055:
5051:
5048:
5045:
5042:
5036:
5031:
5025:
5021:
5017:
5014:
5011:
5008:
5002:
4997:
4991:
4987:
4983:
4980:
4977:
4974:
4968:
4965:
4963:
4961:
4956:
4950:
4946:
4942:
4939:
4936:
4933:
4927:
4924:
4921:
4919:
4915:
4911:
4907:
4906:
4889:
4888:
4873:
4870:
4867:
4864:
4859:
4855:
4851:
4848:
4843:
4839:
4835:
4832:
4830:
4828:
4820:
4816:
4813:
4810:
4806:
4805:
4802:
4799:
4796:
4793:
4790:
4787:
4784:
4781:
4778:
4775:
4772:
4769:
4766:
4763:
4760:
4757:
4755:
4753:
4745:
4741:
4738:
4735:
4731:
4730:
4727:
4724:
4721:
4718:
4713:
4709:
4705:
4702:
4697:
4693:
4689:
4686:
4684:
4682:
4674:
4670:
4667:
4664:
4660:
4659:
4641:
4640:
4625:
4622:
4619:
4617:
4615:
4612:
4609:
4606:
4603:
4600:
4598:
4596:
4593:
4590:
4587:
4584:
4581:
4579:
4577:
4574:
4573:
4559:
4558:
4543:
4540:
4537:
4535:
4533:
4530:
4525:
4522:
4517:
4514:
4512:
4510:
4507:
4501:
4498:
4495:
4492:
4489:
4486:
4483:
4480:
4477:
4472:
4469:
4466:
4463:
4460:
4454:
4451:
4449:
4447:
4444:
4438:
4435:
4427:
4423:
4420:
4417:
4413:
4410:
4402:
4398:
4395:
4392:
4388:
4385:
4377:
4373:
4370:
4367:
4363:
4360:
4357:
4352:
4344:
4340:
4337:
4334:
4330:
4327:
4319:
4315:
4312:
4309:
4305:
4302:
4296:
4293:
4291:
4289:
4286:
4285:
4269:
4268:
4265:
4262:
4259:
4256:
4252:
4251:
4248:
4245:
4242:
4239:
4209:(1971) on the
4202:
4199:
4166:
4163:
4162:
4161:
4146:
4142:
4136:
4132:
4128:
4121:
4117:
4111:
4107:
4100:
4092:
4088:
4084:
4081:
4078:
4073:
4069:
4064:
4059:
4051:
4048:
4043:
4039:
4035:
4032:
4029:
4024:
4020:
4016:
4012:
4008:
4000:
3996:
3992:
3989:
3986:
3981:
3977:
3972:
3968:
3963:
3959:
3953:
3949:
3945:
3942:
3939:
3934:
3930:
3926:
3901:
3897:
3891:
3887:
3883:
3880:
3877:
3872:
3868:
3864:
3840:
3820:
3808:
3805:
3799:
3798:
3785:
3781:
3770:
3766:
3765:
3752:
3748:
3744:
3741:
3731:
3727:
3726:
3713:
3709:
3703:
3699:
3695:
3685:
3681:
3680:
3669:
3664:
3660:
3656:
3646:
3642:
3641:
3628:
3624:
3613:
3609:
3608:
3605:
3581:
3580:
3566:
3562:
3558:
3555:
3552:
3549:
3535:
3534:
3520:
3516:
3512:
3509:
3506:
3503:
3480:
3477:
3476:
3475:
3461:
3457:
3451:
3447:
3443:
3440:
3437:
3432:
3428:
3422:
3418:
3414:
3411:
3393:
3392:
3378:
3373:
3369:
3365:
3362:
3357:
3353:
3347:
3343:
3339:
3336:
3318:
3317:
3303:
3299:
3293:
3289:
3285:
3282:
3279:
3274:
3270:
3266:
3249:
3242:
3233:
3229:
3226:
3225:
3213:
3210:
3207:
3204:
3201:
3198:
3195:
3192:
3189:
3186:
3183:
3180:
3175:
3171:
3167:
3162:
3158:
3154:
3149:
3145:
3141:
3136:
3132:
3128:
3125:
3122:
3119:
3116:
3113:
3062:
3059:
3050:
3047:
2987:
2984:
2980:
2979:
2969:
2966:Wahlund effect
2961:
2954:
2936:
2935:
2934:for all genes.
2917:
2916:
2913:
2910:
2907:
2904:
2901:
2898:
2890:
2887:
2876:
2865:
2855:organisms are
2838: = 1
2818:
2817:
2801:
2795:
2791:
2782:
2777:
2773:
2769:
2766:
2758:
2753:
2749:
2745:
2737:
2732:
2728:
2724:
2721:
2716:
2712:
2703:
2698:
2694:
2689:
2685:
2681:
2679:
2677:
2673:
2667:
2662:
2658:
2650:
2645:
2641:
2634:
2631:
2625:
2622:
2614:
2609:
2605:
2600:
2595:
2591:
2587:
2579:
2574:
2570:
2563:
2560:
2554:
2551:
2543:
2538:
2534:
2529:
2524:
2520:
2512:
2507:
2503:
2496:
2493:
2487:
2484:
2476:
2471:
2467:
2462:
2458:
2455:
2450:
2445:
2441:
2433:
2428:
2424:
2417:
2414:
2408:
2405:
2397:
2392:
2388:
2383:
2377:
2373:
2369:
2367:
2365:
2361:
2357:
2354:
2351:
2348:
2345:
2341:
2337:
2329:
2324:
2320:
2316:
2308:
2303:
2299:
2295:
2291:
2284:
2281:
2275:
2269:
2266:
2260:
2257:
2253:
2249:
2241:
2236:
2232:
2228:
2220:
2215:
2211:
2207:
2204:
2200:
2193:
2190:
2184:
2178:
2175:
2169:
2163:
2160:
2153:
2149:
2141:
2136:
2132:
2128:
2120:
2115:
2111:
2107:
2102:
2100:
2098:
2094:
2090:
2087:
2084:
2081:
2078:
2074:
2070:
2062:
2057:
2053:
2049:
2041:
2036:
2032:
2028:
2025:
2021:
2017:
2014:
2008:
2005:
1999:
1993:
1990:
1983:
1979:
1971:
1966:
1962:
1958:
1950:
1945:
1941:
1937:
1934:
1930:
1926:
1923:
1920:
1917:
1914:
1910:
1906:
1898:
1893:
1889:
1885:
1877:
1872:
1868:
1864:
1860:
1858:
1856:
1853:
1849:
1845:
1837:
1832:
1829:
1826:
1822:
1818:
1815:
1807:
1802:
1799:
1796:
1792:
1788:
1785:
1777:
1772:
1769:
1766:
1762:
1757:
1753:
1751:
1728:
1719:
1695:
1694:
1682:
1678:
1670:
1662:
1659:
1656:
1648:
1640:
1637:
1634:
1626:
1618:
1615:
1612:
1604:
1596:
1593:
1590:
1582:
1574:
1571:
1568:
1560:
1552:
1548:
1514:
1513:
1498:
1490:
1485:
1481:
1477:
1474:
1471:
1468:
1465:
1462:
1459:
1456:
1453:
1450:
1447:
1444:
1441:
1436:
1432:
1428:
1425:
1417:
1412:
1408:
1401:
1398:
1392:
1389:
1381:
1376:
1372:
1368:
1365:
1363:
1361:
1353:
1348:
1344:
1340:
1339:
1336:
1328:
1323:
1319:
1315:
1312:
1309:
1306:
1303:
1300:
1297:
1294:
1291:
1288:
1285:
1282:
1279:
1274:
1270:
1266:
1263:
1255:
1250:
1246:
1239:
1236:
1230:
1227:
1219:
1214:
1210:
1206:
1203:
1201:
1199:
1191:
1186:
1182:
1178:
1177:
1141:
1133:
1120:
1113:
1103:
1102:
1093:
1091:
1078:
1074:
1065:
1060:
1056:
1052:
1047:
1043:
1039:
1036:
1028:
1023:
1019:
1003:
1002:
993:
991:
980:
972:
967:
963:
959:
951:
946:
942:
938:
935:
932:
929:
926:
923:
920:
917:
914:
911:
908:
905:
902:
894:
889:
885:
869:
868:
859:
857:
844:
840:
831:
826:
822:
818:
813:
809:
805:
802:
794:
789:
785:
710:
709:
702:
695:
687:
686:
679:
672:
665:
661:
660:
653:
645:
644:
641:
630:Punnett square
591:
590:
581:
579:
568:
560:
555:
551:
544:
541:
535:
532:
524:
519:
515:
511:
508:
500:
495:
491:
475:
474:
465:
463:
452:
444:
439:
435:
428:
425:
419:
416:
408:
403:
399:
395:
392:
384:
379:
375:
348:
335:
320:
317:
275:
265:
251:
241:
231:
201:founder effect
134:, states that
79:
78:
33:
31:
24:
15:
9:
6:
4:
3:
2:
10999:
10988:
10985:
10983:
10980:
10978:
10975:
10973:
10970:
10969:
10967:
10952:
10949:
10948:
10945:
10939:
10936:
10934:
10931:
10929:
10926:
10924:
10921:
10919:
10915:
10912:
10910:
10907:
10905:
10902:
10900:
10897:
10895:
10892:
10890:
10887:
10886:
10884:
10880:
10874:
10873:Sewall Wright
10871:
10869:
10866:
10864:
10861:
10860:
10858:
10854:
10848:
10845:
10843:
10840:
10838:
10835:
10833:
10830:
10828:
10825:
10824:
10822:
10820:
10819:Genetic drift
10816:
10810:
10807:
10805:
10802:
10801:
10799:
10791:
10785:
10782:
10780:
10777:
10775:
10772:
10770:
10767:
10766:
10764:
10762:
10758:
10752:
10749:
10747:
10744:
10742:
10739:
10737:
10734:
10732:
10729:
10727:
10724:
10722:
10719:
10717:
10714:
10712:
10709:
10707:
10704:
10702:
10699:
10697:
10694:
10692:
10689:
10687:
10684:
10682:
10679:
10678:
10676:
10672:
10668:
10661:
10656:
10654:
10649:
10647:
10642:
10641:
10638:
10632:
10629:
10627:
10623:
10620:
10617:
10615:
10612:
10610:
10608:
10603:
10601:
10598:
10596:
10593:
10591:
10588:
10586:
10584:
10580:
10579:
10567:
10562:
10558:
10554:
10550:
10545:
10541:
10537:
10532:
10527:
10523:
10519:
10515:
10511:
10508:(5): 887–93.
10507:
10503:
10499:
10494:
10490:
10486:
10481:
10477:
10473:
10469:
10465:
10461:
10457:
10453:
10449:
10445:
10441:
10440:
10434:
10430:
10426:
10422:
10418:
10414:
10410:
10409:
10403:
10399:
10395:
10391:
10387:
10383:
10379:
10376:(8): 701–10.
10375:
10371:
10367:
10366:Masel, Joanna
10363:
10359:
10355:
10351:
10347:
10343:
10339:
10334:
10330:
10326:
10321:
10316:
10312:
10308:
10304:
10300:
10296:
10292:
10288:
10284:
10277:
10272:
10268:
10264:
10260:
10256:
10252:
10248:
10244:
10240:
10237:(2): 361–72.
10236:
10232:
10228:
10223:
10220:
10216:
10212:
10208:
10204:
10200:
10196:
10192:
10188:
10184:
10179:
10177:
10176:0-521-77544-2
10173:
10169:
10165:
10161:
10157:
10152:
10147:
10143:
10139:
10135:
10131:
10127:
10123:
10119:
10114:
10110:
10106:
10101:
10100:
10088:Edwards, 1977
10085:
10076:
10068:
10064:
10060:
10056:
10052:
10048:
10044:
10040:
10033:
10025:
10021:
10017:
10011:
10003:
9999:
9994:
9989:
9985:
9981:
9977:
9973:
9969:
9965:
9959:
9950:
9944:Pearson, 1903
9941:
9932:
9923:
9917:
9911:
9906:
9902:
9898:
9894:
9887:
9881:
9876:
9872:
9868:
9864:
9860:
9856:
9852:
9848:
9841:
9833:
9829:
9825:
9821:
9817:
9813:
9809:
9805:
9798:
9796:
9787:
9783:
9779:
9775:
9771:
9767:
9763:
9759:
9755:
9751:
9747:
9740:
9732:
9728:
9724:
9720:
9716:
9712:
9708:
9704:
9700:
9696:
9692:
9685:
9677:
9673:
9669:
9665:
9660:
9655:
9651:
9647:
9643:
9636:
9627:
9619:
9615:
9608:
9600:
9596:
9591:
9586:
9582:
9578:
9574:
9570:
9566:
9562:
9558:
9551:
9547:
9528:
9524:
9518:
9514:
9504:
9501:
9499:
9496:
9494:
9491:
9489:
9486:
9484:
9481:
9479:
9476:
9474:
9473:Genetic drift
9471:
9469:
9466:
9464:
9461:
9459:
9456:
9454:
9451:
9449:
9446:
9426:
9418:
9415:
9412:
9406:
9400:
9397:
9394:
9388:
9385:
9382:
9377:
9373:
9361:
9358:
9356:
9353:
9351:
9348:
9346:
9343:
9341:
9338:
9336:
9333:
9332:
9326:
9324:
9320:
9316:
9312:
9308:
9304:
9300:
9292:
9287:
9278:
9275:
9258:
9255:
9223:
9220:
9215:
9212:
9209:
9206:
9197:
9194:
9189:
9186:
9183:
9180:
9177:
9174:
9163:
9162:
9161:
9144:
9141:
9136:
9133:
9124:
9105:
9102:
9072:
9069:
9066:
9063:
9060:
9050:
9047:
9042:
9039:
9029:
9026:
9021:
9016:
9012:
8999:
8998:
8997:
8982:
8979:
8976:
8967:
8948:
8945:
8933:
8931:
8921:
8903:
8900:
8895:
8891:
8885:
8881:
8877:
8872:
8867:
8863:
8859:
8854:
8850:
8842:
8841:
8840:
8822:
8819:
8816:
8813:
8810:
8807:
8804:
8801:
8796:
8792:
8788:
8783:
8779:
8775:
8772:
8767:
8763:
8755:
8754:
8753:
8732:
8729:
8724:
8716:
8713:
8710:
8704:
8702:
8695:
8691:
8683:
8680:
8674:
8671:
8668:
8659:
8656:
8653:
8647:
8644:
8642:
8635:
8631:
8627:
8620:
8617:
8612:
8604:
8601:
8598:
8592:
8590:
8583:
8579:
8568:
8565:
8560:
8557:
8552:
8550:
8545:
8534:
8533:
8532:
8514:
8511:
8508:
8505:
8502:
8497:
8493:
8489:
8484:
8480:
8472:
8471:
8470:
8452:
8449:
8446:
8443:
8440:
8437:
8434:
8431:
8428:
8425:
8422:
8419:
8416:
8413:
8406:
8405:
8404:
8383:
8380:
8375:
8372:
8367:
8365:
8360:
8353:
8350:
8345:
8341:
8338:
8335:
8329:
8327:
8322:
8319:
8312:
8309:
8304:
8301:
8296:
8294:
8289:
8278:
8277:
8258:
8255:
8253:
8244:
8241:
8238:
8235:
8232:
8229:
8226:
8222:
8196:
8171:
8168:
8165:
8139:
8137:
8119:
8118:
8117:
8115:
8111:
8095:
8078:
8075:
8072:
8068:
8062:
8059:
8056:
8052:
8048:
8043:
8038:
8035:
8032:
8028:
7997:
7994:
7991:
7987:
7983:
7978:
7975:
7972:
7968:
7963:
7957:
7952:
7949:
7946:
7942:
7938:
7936:
7925:
7922:
7917:
7914:
7911:
7907:
7902:
7896:
7891:
7888:
7885:
7881:
7877:
7872:
7869:
7866:
7862:
7858:
7855:
7850:
7847:
7844:
7840:
7831:
7828:
7825:
7821:
7817:
7815:
7810:
7799:
7798:
7797:
7781:
7777:
7772:
7769:
7766:
7762:
7739:
7736:
7731:
7728:
7725:
7721:
7698:
7695:
7690:
7687:
7684:
7680:
7657:
7654:
7649:
7646:
7643:
7639:
7608:
7605:
7602:
7598:
7594:
7589:
7584:
7581:
7578:
7574:
7570:
7565:
7562:
7559:
7555:
7549:
7546:
7543:
7539:
7535:
7532:
7527:
7522:
7519:
7516:
7512:
7508:
7506:
7496:
7493:
7490:
7486:
7482:
7477:
7473:
7469:
7467:
7462:
7451:
7450:
7449:
7429:
7426:
7423:
7419:
7415:
7410:
7406:
7402:
7399:
7375:
7372:
7369:
7365:
7361:
7356:
7352:
7348:
7345:
7321:
7318:
7315:
7311:
7307:
7302:
7298:
7294:
7291:
7283:
7282:
7281:
7266:
7235:
7230:
7224:
7221:
7218:
7214:
7210:
7205:
7202:
7199:
7195:
7190:
7185:
7183:
7173:
7168:
7162:
7159:
7156:
7152:
7148:
7142:
7136:
7131:
7128:
7125:
7121:
7114:
7107:
7102:
7100:
7090:
7085:
7076:
7073:
7070:
7066:
7062:
7056:
7048:
7045:
7042:
7038:
7034:
7031:
7026:
7022:
7015:
7012:
7004:
7001:
6998:
6994:
6990:
6984:
6976:
6973:
6970:
6966:
6962:
6959:
6954:
6950:
6943:
6939:
6934:
6932:
6922:
6912:
6908:
6901:
6898:
6890:
6886:
6882:
6877:
6873:
6866:
6863:
6861:
6854:
6850:
6838:
6837:
6836:
6819:
6816:
6813:
6809:
6805:
6781:
6778:
6775:
6771:
6767:
6743:
6739:
6715:
6706:
6702:
6698:
6694:
6690:
6686:
6676:
6674:
6670:
6666:
6662:
6658:
6651:
6648:
6645:
6641:
6637:
6634:
6627:
6621:
6618: =
6614:
6610:
6607: =
6606:
6603:
6600:
6599:
6596:
6589:
6582:
6575:
6571:
6568: +
6567:
6563:
6560: +
6559:
6555:
6552: +
6551:
6547:
6544: +
6543:
6539:
6534:
6530:
6526:
6523:
6520:
6519:
6516:
6512:
6511:
6510:
6508:
6504:
6500:
6496:
6495:mathematician
6493:
6489:
6485:
6481:
6478: =
6477:
6473:
6469:
6465:
6462:
6458:
6454:
6445:
6429:
6426:
6423:
6420:
6417:
6414:
6411:
6399:
6376:
6373:
6368:
6365:
6362:
6359:
6356:
6353:
6350:
6338:
6329:
6315:
6312:
6309:
6285:
6282:
6277:
6274:
6269:
6266:
6263:
6260:
6252:
6251:
6250:
6233:
6230:
6227:
6224:
6207:
6201:
6191:
6190:
6189:
6171:
6151:
6145:
6123:
6117:
6108:
6105:
6102:
6082:
6076:
6054:
6048:
6042:
6024:
6017:
6008:
6005:
5997:
5996:
5995:
5993:
5991:
5974:
5960:
5943:
5939:
5918:
5915:
5912:
5889:
5886:
5873:
5870:
5864:
5858:
5853:
5849:
5825:
5822:
5809:
5806:
5800:
5794:
5789:
5785:
5764:
5741:
5738:
5735:
5729:
5717:
5714:
5706:
5693:
5690:
5684:
5664:
5626:
5624:
5620:
5615:
5606:
5603:
5602:
5598:
5595:
5594:
5590:
5587:
5586:
5582:
5579:
5578:
5574:
5571:
5570:
5566:
5563:
5562:
5558:
5555:
5554:
5550:
5547:
5546:
5542:
5539:
5538:
5534:
5531:
5530:
5526:
5523:
5522:
5518:
5515:
5514:
5510:
5507:
5506:
5502:
5499:
5498:
5494:
5491:
5490:
5486:
5483:
5482:
5478:
5475:
5474:
5470:
5467:
5466:
5462:
5459:
5458:
5454:
5450:
5444:
5442:
5438:
5434:
5430:
5414:
5410:
5406:
5401:
5397:
5393:
5390:
5385:
5381:
5369:
5362:
5355:
5348:
5329:
5322:
5318:
5313:
5297:
5293:
5289:
5284:
5280:
5274:
5271:
5250:
5246:
5242:
5237:
5233:
5229:
5224:
5220:
5215:
5203:
5195:
5191:
5187:
5182:
5178:
5171:
5168:
5161:
5160:
5159:
5157:
5153:
5149:
5140:
5138:
5134:
5130:
5126:
5103:
5100:
5098:
5090:
5087:
5084:
5081:
5078:
5075:
5073:
5063:
5057:
5049:
5046:
5043:
5034:
5029:
5023:
5015:
5012:
5009:
5000:
4995:
4989:
4981:
4978:
4975:
4966:
4964:
4954:
4948:
4940:
4937:
4934:
4925:
4922:
4920:
4913:
4909:
4897:
4896:
4895:
4893:
4871:
4868:
4865:
4862:
4857:
4853:
4849:
4846:
4841:
4837:
4833:
4831:
4800:
4797:
4794:
4791:
4788:
4785:
4782:
4779:
4776:
4773:
4770:
4767:
4764:
4761:
4758:
4756:
4725:
4722:
4719:
4716:
4711:
4707:
4703:
4700:
4695:
4691:
4687:
4685:
4650:
4649:
4648:
4646:
4623:
4620:
4618:
4610:
4607:
4604:
4601:
4599:
4591:
4588:
4585:
4582:
4580:
4575:
4564:
4563:
4562:
4541:
4538:
4536:
4523:
4520:
4515:
4513:
4496:
4493:
4490:
4487:
4484:
4478:
4475:
4470:
4467:
4464:
4461:
4458:
4452:
4450:
4411:
4386:
4358:
4355:
4328:
4303:
4300:
4294:
4292:
4287:
4276:
4275:
4274:
4266:
4263:
4260:
4257:
4254:
4253:
4249:
4246:
4243:
4240:
4237:
4236:
4230:
4228:
4224:
4220:
4216:
4212:
4208:
4198:
4196:
4192:
4188:
4184:
4180:
4176:
4172:
4144:
4140:
4134:
4130:
4126:
4119:
4115:
4109:
4105:
4090:
4086:
4082:
4079:
4076:
4071:
4067:
4062:
4049:
4046:
4041:
4037:
4033:
4030:
4027:
4022:
4018:
4014:
4006:
3998:
3994:
3990:
3987:
3984:
3979:
3975:
3970:
3966:
3961:
3951:
3947:
3943:
3940:
3937:
3932:
3928:
3917:
3916:
3915:
3899:
3889:
3885:
3881:
3878:
3875:
3870:
3866:
3854:
3838:
3818:
3804:
3783:
3779:
3771:
3768:
3767:
3750:
3746:
3742:
3739:
3732:
3729:
3728:
3711:
3707:
3701:
3697:
3693:
3686:
3683:
3682:
3667:
3662:
3658:
3654:
3647:
3644:
3643:
3626:
3622:
3614:
3611:
3610:
3606:
3603:
3602:
3596:
3594:
3590:
3586:
3564:
3556:
3553:
3550:
3540:
3539:
3538:
3518:
3510:
3507:
3504:
3494:
3493:
3492:
3490:
3486:
3459:
3455:
3449:
3445:
3441:
3438:
3430:
3426:
3420:
3416:
3409:
3402:
3401:
3400:
3398:
3397:heterozygotes
3376:
3371:
3367:
3363:
3355:
3351:
3345:
3341:
3334:
3327:
3326:
3325:
3323:
3301:
3291:
3287:
3283:
3280:
3277:
3272:
3268:
3257:
3256:
3255:
3252:
3248:
3241:
3236:
3211:
3208:
3205:
3202:
3199:
3196:
3193:
3190:
3187:
3184:
3181:
3178:
3173:
3169:
3165:
3160:
3156:
3152:
3147:
3143:
3139:
3134:
3126:
3123:
3120:
3117:
3114:
3104:
3103:
3102:
3100:
3097: +
3096:
3093: +
3092:
3088:
3085: +
3084:
3080:
3076:
3067:
3058:
3056:
3046:
3042:
3040:
3036:
3032:
3027:
3025:
3021:
3017:
3013:
3009:
3005:
3001:
2997:
2993:
2983:
2977:
2976:genetic drift
2973:
2970:
2967:
2962:
2958:
2955:
2952:
2948:
2944:
2941:
2940:
2939:
2933:
2929:
2925:
2924:Random mating
2922:
2921:
2920:
2914:
2911:
2908:
2905:
2902:
2899:
2896:
2895:
2894:
2886:
2884:
2874:sex 'chases'
2873:
2872:heterogametic
2862:
2858:
2857:heterogametic
2854:
2850:
2846:
2843:If in either
2841:
2837:
2831:
2824:
2799:
2793:
2775:
2771:
2767:
2751:
2747:
2730:
2726:
2722:
2719:
2714:
2696:
2692:
2687:
2683:
2680:
2671:
2665:
2660:
2643:
2639:
2632:
2629:
2623:
2607:
2603:
2598:
2593:
2589:
2572:
2568:
2561:
2558:
2552:
2536:
2532:
2527:
2522:
2505:
2501:
2494:
2491:
2485:
2469:
2465:
2460:
2456:
2453:
2448:
2443:
2426:
2422:
2415:
2412:
2406:
2390:
2386:
2381:
2375:
2371:
2368:
2359:
2355:
2352:
2349:
2346:
2343:
2339:
2322:
2318:
2301:
2297:
2293:
2289:
2282:
2279:
2273:
2267:
2264:
2258:
2255:
2251:
2234:
2230:
2213:
2209:
2205:
2202:
2198:
2191:
2188:
2182:
2176:
2173:
2167:
2161:
2158:
2151:
2134:
2130:
2113:
2109:
2105:
2101:
2092:
2088:
2085:
2082:
2079:
2076:
2072:
2055:
2051:
2034:
2030:
2026:
2023:
2019:
2015:
2012:
2006:
2003:
1997:
1991:
1988:
1981:
1964:
1960:
1943:
1939:
1935:
1932:
1928:
1924:
1921:
1918:
1915:
1912:
1908:
1891:
1887:
1870:
1866:
1862:
1859:
1851:
1847:
1830:
1827:
1824:
1820:
1816:
1800:
1797:
1794:
1790:
1786:
1770:
1767:
1764:
1760:
1755:
1742:
1741:
1740:
1731:
1727:
1722:
1718:
1706:
1701:
1680:
1668:
1657:
1646:
1635:
1624:
1613:
1602:
1591:
1580:
1569:
1558:
1546:
1538:
1537:
1536:
1534:
1530:
1526:
1522:
1519:
1483:
1479:
1475:
1472:
1469:
1463:
1460:
1457:
1451:
1448:
1445:
1442:
1439:
1434:
1430:
1426:
1410:
1406:
1399:
1396:
1390:
1374:
1370:
1366:
1364:
1346:
1342:
1321:
1317:
1313:
1310:
1307:
1301:
1298:
1295:
1289:
1286:
1283:
1280:
1277:
1272:
1268:
1264:
1248:
1244:
1237:
1234:
1228:
1212:
1208:
1204:
1202:
1184:
1180:
1168:
1167:
1166:
1164:
1163:
1158:
1157:
1150:
1140:
1136:
1128:
1119:
1112:
1101:
1094:
1092:
1076:
1058:
1054:
1050:
1045:
1041:
1037:
1021:
1017:
1009:
1008:
1001:
994:
992:
965:
961:
944:
940:
936:
933:
930:
927:
924:
921:
918:
915:
912:
909:
906:
903:
887:
883:
875:
874:
867:
860:
858:
842:
824:
820:
816:
811:
807:
803:
787:
783:
775:
774:
771:
768:
764:
760:
756:
752:
748:
740:
736:
730:
726:
722:
718:
707:
703:
700:
696:
693:
689:
688:
684:
680:
677:
673:
670:
666:
662:
658:
654:
651:
647:
646:
639:
633:
631:
617:
613:
607:
603:
597:
589:
582:
580:
553:
549:
542:
539:
533:
517:
513:
509:
493:
489:
481:
480:
473:
466:
464:
437:
433:
426:
423:
417:
401:
397:
393:
377:
373:
365:
364:
361:
359:
354:
347:
341:
334:
329:
326:
316:
314:
309:
305:
301:
296:
294:
290:
286:
285:heterozygotes
281:
271:
262:
257:
247:
237:
228:
224:
220:
215:
213:
212:
208:
204:
202:
197:
196:
191:
190:
185:
184:
183:meiotic drive
179:
178:
173:
172:
167:
166:
161:
160:
155:
154:
149:
148:
143:
142:
141:genetic drift
137:
133:
129:
125:
121:
117:
113:
105:
101:
97:
94:
90:
85:
75:
72:
64:
54:
50:
44:
43:
37:
32:
23:
22:
19:
10889:Biogeography
10863:R. A. Fisher
10741:Heritability
10680:
10674:Key concepts
10606:
10582:
10556:
10552:
10505:
10501:
10488:
10484:
10443:
10437:
10412:
10406:
10373:
10369:
10341:
10337:
10286:
10282:
10234:
10230:
10218:
10186:
10182:
10167:
10128:(3): 821–5.
10125:
10121:
10108:
10104:
10084:
10075:
10042:
10038:
10032:
10023:
10019:
10010:
9975:
9971:
9958:
9949:
9940:
9935:Castle, 1903
9931:
9922:
9900:
9896:
9886:
9850:
9846:
9840:
9807:
9803:
9756:(1): 10–14.
9753:
9749:
9739:
9698:
9694:
9684:
9649:
9645:
9635:
9626:
9617:
9607:
9564:
9560:
9550:
9526:
9522:
9517:
9503:Genetic load
9335:F-statistics
9322:
9321:in his book
9303:ternary plot
9296:
9276:
9244:
9122:
9091:
8934:
8927:
8919:
8838:
8751:
8530:
8468:
8402:
8113:
8109:
8106:
8018:
7629:
7447:
7256:
6701:independence
6696:
6692:
6688:
6682:
6656:
6654:
6649:
6646:
6643:
6639:
6635:
6632:
6625:
6619:
6612:
6611:. And since
6608:
6604:
6601:
6594:
6587:
6580:
6573:
6569:
6565:
6561:
6557:
6553:
6549:
6545:
6541:
6536:
6532:
6528:
6524:
6521:
6513:
6479:
6475:
6472:Karl Pearson
6451:
6330:
6301:
6248:
6187:
5989:
5966:
5632:
5622:
5618:
5616:
5612:
5452:
5448:
5440:
5436:
5432:
5431:
5367:
5360:
5353:
5346:
5344:
5155:
5151:
5146:
5136:
5122:
4890:
4642:
4560:
4272:
4204:
4194:
4168:
3810:
3802:
3592:
3584:
3582:
3536:
3482:
3395:and for all
3394:
3319:
3250:
3246:
3239:
3234:
3227:
3098:
3094:
3090:
3086:
3082:
3074:
3072:
3052:
3043:
3038:
3034:
3028:
3023:
3019:
3015:
3011:
3007:
2999:
2995:
2989:
2981:
2937:
2932:homozygosity
2918:
2892:
2861:X chromosome
2842:
2835:
2829:
2822:
2819:
1729:
1725:
1720:
1716:
1704:
1696:
1532:
1528:
1524:
1515:
1160:
1154:
1148:
1138:
1131:
1126:
1117:
1110:
1106:
1095:
995:
861:
769:
762:
758:
754:
750:
746:
738:
734:
731:
724:
720:
716:
713:
705:
698:
691:
682:
675:
668:
656:
649:
627:
615:
611:
605:
601:
583:
467:
352:
345:
339:
332:
322:
297:
292:
288:
279:
269:
255:
245:
235:
226:
222:
216:
205:
199:
193:
187:
181:
175:
169:
163:
157:
151:
145:
139:
131:
127:
123:
119:
115:
109:
99:
95:
67:
58:
39:
18:
10842:Coalescence
10016:Stern, Curt
9953:Hardy, 1908
9527:probability
9160:, to be 1.
6657:Hardy's law
6488:G. H. Hardy
5992:-statistics
5123:There is 1
4645:expectation
3322:homozygotes
2986:Sex linkage
2883:homogametic
300:G. H. Hardy
261:homozygotes
259:for the AA
147:mate choice
53:introducing
10966:Categories
10784:Ecological
10774:Artificial
10553:New Phytol
10491:: 368–382.
10231:Biometrics
10183:Biometrics
10111:: 233–242.
9926:Yule, 1902
9847:Biometrics
9804:Biometrics
9618:www.mun.ca
9537:References
6665:Curt Stern
5987:(see also
5433:An example
5139:rejected.
4238:Phenotype
4215:phenotypes
4207:E. B. Ford
4175:asymptotic
3607:Frequency
3055:polyploidy
2992:sex linked
2928:inbreeding
2845:monoecious
599:Length of
325:monoecious
319:Derivation
207:inbreeding
61:April 2020
36:references
10894:Evolution
10761:Selection
10522:0002-9297
10370:BioEssays
10358:123415153
10344:: 33–39.
10311:0036-8075
10251:0006-341X
10225:Guo, Sw;
10221:, London.
10142:0016-6731
9903:: 34–39.
9770:0001-5652
9715:1471-0064
9668:1018-4813
9581:0016-6731
9542:Citations
9523:frequency
9521:The term
9419:θ
9416:−
9401:θ
9398:−
9389:θ
9374:θ
9190:⋅
9137:−
9070:−
8878:−
8503:−
8339:×
8236:×
8172:×
8076:−
8060:−
8036:−
7995:−
7984:−
7976:−
7950:−
7923:−
7915:−
7889:−
7870:−
7848:−
7829:−
7778:≠
7770:−
7729:−
7688:−
7647:−
7606:−
7595:−
7582:−
7563:−
7547:−
7520:−
7494:−
7483:−
7427:−
7416:−
7373:−
7362:−
7319:−
7308:−
7222:−
7203:−
7160:−
7129:−
7074:−
7046:−
7032:∣
7002:−
6974:−
6960:∣
6817:−
6779:−
6572:), or as
6505:and held
6468:selection
6457:Udny Yule
6380:∞
6377:−
6270:−
6202:
6146:
6118:
6109:−
6077:
6049:
6043:−
6018:
5913:ε
5890:ε
5826:ε
5823:≥
5718:∈
5188:∣
5172:
5047:−
5013:−
4979:−
4938:−
4926:∑
4910:χ
4863:×
4792:×
4786:×
4780:×
4717:×
4608:−
4589:−
4479:×
4462:×
4359:×
4304:×
4127:⋯
4080:…
4031:⋯
4007:∈
3988:…
3971:∑
3941:⋯
3879:⋯
3604:Genotype
3485:polyploid
3281:⋯
2943:Selection
2853:dioecious
2849:dioecious
1518:dioecious
177:gene flow
10918:genomics
10856:Founders
10622:Archived
10540:15789306
10476:17788516
10398:28513167
10390:22576789
10329:17779291
10211:25856832
10160:10388804
10122:Genetics
10020:Genetics
10002:10388804
9972:Genetics
9966:(1999).
9875:12028776
9867:15339292
9832:25856832
9786:37599930
9778:16514241
9731:14031116
9723:16304600
9676:14872201
9599:18645201
9561:Genetics
9329:See also
9307:parabola
8733:0.00668.
8515:0.00382.
6461:American
5905:, where
5757:, where
4894:states:
4187:computer
3232:, ..., A
2957:Mutation
1521:diploids
643:Females
358:genotype
328:diploids
308:dominant
283:for the
278:(Aa) = 2
221:denoted
171:mutation
10769:Natural
10736:Fitness
10531:1199378
10468:1670409
10448:Bibcode
10439:Science
10417:Bibcode
10320:2582692
10291:Bibcode
10283:Science
10267:1637966
10259:2532296
10203:2556115
10151:1460671
10096:Sources
10067:8863631
10059:5673165
9993:1460671
9824:2556115
9590:2475721
9498:Fitness
9311:alleles
8904:0.00000
8823:1.00000
8817:0.00668
8811:0.15007
8805:0.84325
8684:0.15007
8621:0.84325
8569:0.07886
8558:0.15771
8453:1.00000
8447:0.00286
8441:0.15771
8435:0.83943
8384:0.00286
8354:0.15771
8313:0.83943
6659:in the
6499:cricket
6492:British
6448:History
4255:Number
3587:is the
2881:in the
2870:in the
1711:(AA,aa)
1159:) and (
1137:(AA) =
1116:(AA) ≠
614:= 0.6,
268:(aa) =
254:(AA) =
219:alleles
128:theorem
89:alleles
49:improve
10779:Sexual
10607:et al.
10538:
10528:
10520:
10474:
10466:
10396:
10388:
10356:
10327:
10317:
10309:
10265:
10257:
10249:
10209:
10201:
10174:
10158:
10148:
10140:
10065:
10057:
10026:: 1–5.
10000:
9990:
9873:
9865:
9830:
9822:
9784:
9776:
9768:
9729:
9721:
9713:
9674:
9666:
9597:
9587:
9579:
7391:, and
6703:, and
6695:, and
6286:0.023.
5607:1.000
5599:0.730
5591:0.474
5583:0.291
5575:0.151
5567:0.067
5559:0.034
5551:0.007
5543:0.001
5535:0.000
5527:0.000
5519:0.000
5511:0.000
5503:0.000
5495:0.000
5487:0.000
5479:0.000
5471:0.000
5345:where
4996:1467.4
4982:1467.4
4726:1467.4
4250:Total
4197:2005)
4195:et al.
4004:
3595:= 4):
3589:ploidy
3583:where
1531:, and
1151:> 1
1127:future
664:Males
351:(a) =
338:(A) =
244:(a) =
234:(A) =
136:allele
114:, the
38:, but
10464:JSTOR
10394:S2CID
10354:S2CID
10279:(PDF)
10255:JSTOR
10199:JSTOR
10063:S2CID
9897:Stats
9871:S2CID
9820:JSTOR
9782:S2CID
9727:S2CID
9509:Notes
7280:when
6278:141.2
5091:0.756
5085:0.073
5079:0.001
5030:141.2
5016:141.2
4854:0.046
4801:141.2
4789:0.046
4783:0.954
4708:0.954
4624:0.046
4611:0.954
4542:0.954
4267:1612
4258:1469
3769:aaaa
3730:Aaaa
3684:AAaa
3645:AAAa
3612:AAAA
3004:human
1702:with
618:= 0.4
130:, or
124:model
10916:and
10609:2005
10536:PMID
10518:ISSN
10472:PMID
10386:PMID
10325:PMID
10307:ISSN
10263:PMID
10247:ISSN
10207:PMID
10172:ISBN
10156:PMID
10138:ISSN
10055:PMID
9998:PMID
9863:PMID
9828:PMID
9774:PMID
9766:ISSN
9719:PMID
9711:ISSN
9672:PMID
9664:ISSN
9595:PMID
9577:ISSN
9030:2500
8949:2500
8839:and
8469:and
8376:1750
8346:1750
8305:1750
8302:1469
8259:1750
8227:1469
8112:and
7712:and
6797:and
6595:say.
6548:):2(
6490:, a
6427:>
5916:>
5887:<
5841:and
5621:and
5169:prob
5154:and
5104:0.83
4976:1469
4866:1612
4795:1612
4720:1612
4647:is:
4561:and
4524:3224
4521:3076
4485:1469
4465:1469
4261:138
4191:MCMC
3811:For
3491:of:
3081:of (
3022:and
3010:and
3000:e.g.
2996:e.g.
2868:′(a)
1733:(aa)
1724:(AA)
1146:for
1144:(AA)
1123:(AA)
753:) =
704:aa (
697:Aa (
681:Aa (
674:AA (
343:and
302:and
291:and
239:and
225:and
209:and
98:and
10561:doi
10526:PMC
10510:doi
10456:doi
10425:doi
10413:200
10378:doi
10346:doi
10315:PMC
10299:doi
10239:doi
10191:doi
10146:PMC
10130:doi
10126:152
10047:doi
9988:PMC
9980:doi
9976:152
9905:doi
9855:doi
9812:doi
9758:doi
9703:doi
9654:doi
9585:PMC
9569:doi
9565:179
9092:As
8342:138
8239:138
8132:sum
7143:0.5
6691:, 2
6644:and
6564:):(
6275:138
5711:min
5604:28
5596:30
5588:26
5580:32
5572:24
5564:34
5556:22
5548:20
5540:18
5532:16
5524:14
5516:12
5508:10
5137:not
5064:3.4
5050:3.4
5010:138
4872:3.4
4491:138
4471:138
3855:of
3245:to
3101:).
3018:, 2
2879:(a)
2847:or
2825:+ 1
1713:is
1707:= 3
765:= 1
757:+ 2
741:= 1
727:= 1
719:+ 2
690:a (
667:A (
655:a (
648:A (
132:law
110:In
10968::
10555:.
10551:.
10534:.
10524:.
10516:.
10506:76
10504:.
10500:.
10489:64
10487:.
10470:.
10462:.
10454:.
10444:97
10442:.
10423:.
10411:.
10392:.
10384:.
10374:34
10372:.
10352:.
10340:.
10323:.
10313:.
10305:.
10297:.
10287:28
10285:.
10281:.
10261:.
10253:.
10245:.
10235:48
10233:.
10205:.
10197:.
10187:36
10185:.
10154:.
10144:.
10136:.
10124:.
10120:.
10109:35
10107:.
10061:.
10053:.
10043:31
10041:.
10024:47
10022:.
9996:.
9986:.
9974:.
9970:.
9899:.
9895:.
9869:.
9861:.
9851:60
9849:.
9826:.
9818:.
9808:36
9806:.
9794:^
9780:.
9772:.
9764:.
9754:61
9752:.
9748:.
9725:.
9717:.
9709:.
9697:.
9693:.
9670:.
9662:.
9650:12
9648:.
9644:.
9616:.
9593:.
9583:.
9575:.
9563:.
9559:.
9325:.
9289:A
9259:25
9224:25
9198:50
9145:50
9125:,
9106:50
9051:50
8996:.
8215:aa
8190:Aa
8159:AA
7796::
7337:,
6671:.
6642:,
6638:,
6631:,
6609:pr
6593:,
6579::2
6556:)(
6535:.
6527::2
6392:;
6328:.
6215:Aa
6159:Aa
6131:Aa
6090:Aa
6062:Aa
6032:Aa
5625:.
5500:8
5492:6
5484:4
5476:2
5468:0
5429:.
5415:12
5402:11
5364:22
5359:,
5357:12
5352:,
5350:11
5323:12
5251:22
5238:12
5225:11
5183:12
4823:aa
4748:Aa
4677:AA
4430:aa
4405:Aa
4380:AA
4347:Aa
4322:AA
4264:5
3914::
3399::
3324::
3254:;
3057:.
3020:pq
3002:,
2653:Aa
2617:aa
2582:Aa
2546:aa
2515:Aa
2479:AA
2436:Aa
2400:AA
2332:aa
2311:aa
2244:aa
2223:Aa
2144:Aa
2123:Aa
2065:aa
2044:AA
1974:Aa
1953:AA
1901:AA
1880:AA
1840:aa
1810:Aa
1780:AA
1737:Aa
1715:2
1673:aa
1665:aa
1651:aa
1643:Aa
1629:Aa
1621:Aa
1607:aa
1599:AA
1585:Aa
1577:AA
1563:AA
1555:AA
1533:aa
1529:Aa
1527:,
1525:AA
1420:Aa
1384:aa
1258:Aa
1222:AA
1031:aa
897:Aa
797:AA
761:+
759:pq
749:+
737:+
723:+
721:pq
708:)
701:)
699:qp
694:)
685:)
683:pq
678:)
671:)
659:)
652:)
624:).
604:,
563:Aa
527:aa
447:Aa
411:AA
280:pq
263:,
214:.
198:,
192:,
186:,
180:,
174:,
168:,
162:,
156:,
150:,
144:,
126:,
122:,
10659:e
10652:t
10645:v
10569:.
10563::
10557:1
10542:.
10512::
10478:.
10458::
10450::
10431:.
10427::
10419::
10400:.
10380::
10360:.
10348::
10342:2
10331:.
10301::
10293::
10269:.
10241::
10213:.
10193::
10162:.
10132::
10069:.
10049::
10004:.
9982::
9913:.
9907::
9901:3
9877:.
9857::
9834:.
9814::
9788:.
9760::
9733:.
9705::
9699:6
9678:.
9656::
9620:.
9601:.
9571::
9529:.
9444:)
9432:)
9427:2
9423:)
9413:1
9410:(
9407:,
9404:)
9395:1
9392:(
9386:2
9383:,
9378:2
9370:(
9256:1
9221:1
9216:=
9213:q
9210:p
9207:2
9195:1
9187:2
9184:=
9181:q
9178:p
9175:2
9142:1
9134:1
9123:p
9103:1
9073:q
9067:1
9064:=
9061:p
9048:1
9043:=
9040:q
9027:1
9022:=
9017:2
9013:q
8983:q
8980:p
8977:2
8946:1
8901:=
8896:1
8892:r
8886:1
8882:p
8873:2
8868:1
8864:q
8860:=
8855:1
8851:E
8820:=
8814:+
8808:+
8802:=
8797:1
8793:r
8789:+
8784:1
8780:q
8776:2
8773:+
8768:1
8764:p
8730:=
8725:2
8721:)
8717:r
8714:+
8711:q
8708:(
8705:=
8696:1
8692:r
8681:=
8678:)
8675:r
8672:+
8669:q
8666:(
8663:)
8660:q
8657:+
8654:p
8651:(
8648:2
8645:=
8636:1
8632:q
8628:2
8618:=
8613:2
8609:)
8605:q
8602:+
8599:p
8596:(
8593:=
8584:1
8580:p
8566:=
8561:2
8553:=
8546:q
8512:=
8509:r
8506:p
8498:2
8494:q
8490:=
8485:0
8481:E
8450:=
8444:+
8438:+
8432:=
8429:r
8426:+
8423:q
8420:2
8417:+
8414:p
8381:=
8373:5
8368:=
8361:r
8351:=
8336:2
8330:=
8323:q
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8310:=
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7939:=
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7509:=
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6963:A
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6947:(
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6940:(
6935:=
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6905:(
6902:P
6899:=
6896:)
6891:t
6887:A
6883:,
6878:t
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6870:(
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6864:=
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6782:1
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6626:r
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6540:(
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6531::
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6525:p
6480:q
6476:p
6430:0
6424:O
6421:,
6418:0
6415:=
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6406:|
6400:F
6374:=
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6360:,
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6316:0
6313:=
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6225:=
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6219:)
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6172:,
6166:)
6163:)
6155:(
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6149:(
6143:E
6138:)
6135:)
6127:(
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6115:O
6106:1
6103:=
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6094:)
6086:(
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6080:(
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6069:)
6066:)
6058:(
6055:f
6052:(
6046:O
6039:)
6036:)
6028:(
6025:f
6022:(
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6009:=
6006:F
5990:F
5975:F
5944:0
5940:H
5919:0
5893:}
5884:)
5879:M
5874:,
5871:p
5868:(
5865:d
5862:{
5859:=
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5850:H
5829:}
5820:)
5815:M
5810:,
5807:p
5804:(
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5798:{
5795:=
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5786:H
5765:d
5745:)
5742:q
5739:,
5736:p
5733:(
5730:d
5723:M
5715:q
5707:=
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5699:M
5694:,
5691:p
5688:(
5685:d
5665:p
5643:M
5623:p
5619:n
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5441:p
5437:n
5411:n
5407:+
5398:n
5394:2
5391:=
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5382:n
5371:1
5368:n
5361:n
5354:n
5347:n
5330:,
5319:n
5314:2
5306:)
5298:2
5294:n
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5285:1
5281:n
5275:n
5272:2
5266:(
5259:)
5247:n
5243:,
5234:n
5230:,
5221:n
5216:n
5211:(
5204:=
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5196:1
5192:n
5179:n
5175:[
5156:q
5152:p
5101:=
5088:+
5082:+
5076:=
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5054:)
5044:5
5041:(
5035:+
5024:2
5020:)
5007:(
5001:+
4990:2
4986:)
4973:(
4967:=
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4949:2
4945:)
4941:E
4935:O
4932:(
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4869:=
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4850:=
4847:n
4842:2
4838:q
4834:=
4827:)
4819:(
4815:p
4812:x
4809:E
4798:=
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4774:=
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4768:q
4765:p
4762:2
4759:=
4752:)
4744:(
4740:p
4737:x
4734:E
4723:=
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4704:=
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4696:2
4692:p
4688:=
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4673:(
4669:p
4666:x
4663:E
4621:=
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4602:=
4592:p
4586:1
4583:=
4576:q
4539:=
4516:=
4500:)
4497:5
4494:+
4488:+
4482:(
4476:2
4468:+
4459:2
4453:=
4437:)
4434:)
4426:(
4422:s
4419:b
4416:o
4412:+
4409:)
4401:(
4397:s
4394:b
4391:o
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4362:(
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4351:)
4343:(
4339:s
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4326:)
4318:(
4314:s
4311:b
4308:o
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4120:1
4116:k
4110:1
4106:p
4099:)
4091:n
4087:k
4083:,
4077:,
4072:1
4068:k
4063:c
4058:(
4050:c
4047:=
4042:n
4038:k
4034:+
4028:+
4023:1
4019:k
4015::
4011:N
3999:n
3995:k
3991:,
3985:,
3980:1
3976:k
3967:=
3962:c
3958:)
3952:n
3948:p
3944:+
3938:+
3933:1
3929:p
3925:(
3900:c
3896:)
3890:n
3886:p
3882:+
3876:+
3871:1
3867:p
3863:(
3839:c
3819:n
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3780:q
3751:3
3747:q
3743:p
3740:4
3712:2
3708:q
3702:2
3698:p
3694:6
3668:q
3663:3
3659:p
3655:4
3627:4
3623:p
3593:c
3585:c
3565:c
3561:)
3557:q
3554:+
3551:p
3548:(
3519:2
3515:)
3511:q
3508:+
3505:p
3502:(
3460:j
3456:p
3450:i
3446:p
3442:2
3439:=
3436:)
3431:j
3427:A
3421:i
3417:A
3413:(
3410:f
3377:2
3372:i
3368:p
3364:=
3361:)
3356:i
3352:A
3346:i
3342:A
3338:(
3335:f
3302:2
3298:)
3292:n
3288:p
3284:+
3278:+
3273:1
3269:p
3265:(
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3243:1
3240:p
3235:n
3230:1
3212:r
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3206:2
3203:+
3200:r
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3194:2
3191:+
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3182:2
3179:+
3174:2
3170:r
3166:+
3161:2
3157:q
3153:+
3148:2
3144:p
3140:=
3135:2
3131:)
3127:r
3124:+
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3118:+
3115:p
3112:(
3099:r
3095:q
3091:p
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3083:p
3075:r
3039:q
3035:q
3024:q
3016:p
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3008:p
2964:(
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2836:t
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2823:t
2800:]
2794:2
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2785:a
2781:(
2776:t
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2768:,
2765:)
2761:a
2757:(
2752:t
2748:f
2744:)
2740:A
2736:(
2731:t
2727:f
2723:2
2720:,
2715:2
2711:)
2706:A
2702:(
2697:t
2693:f
2688:[
2684:=
2672:]
2666:2
2661:)
2657:)
2649:(
2644:t
2640:f
2633:2
2630:1
2624:+
2621:)
2613:(
2608:t
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2599:(
2594:,
2590:)
2586:)
2578:(
2573:t
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2562:2
2559:1
2553:+
2550:)
2542:(
2537:t
2533:f
2528:(
2523:)
2519:)
2511:(
2506:t
2502:f
2495:2
2492:1
2486:+
2483:)
2475:(
2470:t
2466:f
2461:(
2457:2
2454:,
2449:2
2444:)
2440:)
2432:(
2427:t
2423:f
2416:2
2413:1
2407:+
2404:)
2396:(
2391:t
2387:f
2382:(
2376:[
2372:=
2360:]
2356:1
2353:,
2350:0
2347:,
2344:0
2340:[
2336:)
2328:(
2323:t
2319:f
2315:)
2307:(
2302:t
2298:f
2294:+
2290:]
2283:2
2280:1
2274:,
2268:2
2265:1
2259:,
2256:0
2252:[
2248:)
2240:(
2235:t
2231:f
2227:)
2219:(
2214:t
2210:f
2206:2
2203:+
2199:]
2192:4
2189:1
2183:,
2177:2
2174:1
2168:,
2162:4
2159:1
2152:[
2148:)
2140:(
2135:t
2131:f
2127:)
2119:(
2114:t
2110:f
2106:+
2093:]
2089:0
2086:,
2083:1
2080:,
2077:0
2073:[
2069:)
2061:(
2056:t
2052:f
2048:)
2040:(
2035:t
2031:f
2027:2
2024:+
2020:]
2016:0
2013:,
2007:2
2004:1
1998:,
1992:2
1989:1
1982:[
1978:)
1970:(
1965:t
1961:f
1957:)
1949:(
1944:t
1940:f
1936:2
1933:+
1929:]
1925:0
1922:,
1919:0
1916:,
1913:1
1909:[
1905:)
1897:(
1892:t
1888:f
1884:)
1876:(
1871:t
1867:f
1863:=
1852:=
1848:]
1844:)
1836:(
1831:1
1828:+
1825:t
1821:f
1817:,
1814:)
1806:(
1801:1
1798:+
1795:t
1791:f
1787:,
1784:)
1776:(
1771:1
1768:+
1765:t
1761:f
1756:[
1730:t
1726:f
1721:t
1717:f
1705:k
1681:]
1677:)
1669:,
1661:(
1658:,
1655:)
1647:,
1639:(
1636:,
1633:)
1625:,
1617:(
1614:,
1611:)
1603:,
1595:(
1592:,
1589:)
1581:,
1573:(
1570:,
1567:)
1559:,
1551:(
1547:[
1497:)
1493:a
1489:(
1484:0
1480:f
1476:=
1473:q
1470:=
1467:)
1464:q
1461:+
1458:p
1455:(
1452:q
1449:=
1446:q
1443:p
1440:+
1435:2
1431:q
1427:=
1424:)
1416:(
1411:1
1407:f
1400:2
1397:1
1391:+
1388:)
1380:(
1375:1
1371:f
1367:=
1360:)
1356:a
1352:(
1347:1
1343:f
1335:)
1331:A
1327:(
1322:0
1318:f
1314:=
1311:p
1308:=
1305:)
1302:q
1299:+
1296:p
1293:(
1290:p
1287:=
1284:q
1281:p
1278:+
1273:2
1269:p
1265:=
1262:)
1254:(
1249:1
1245:f
1238:2
1235:1
1229:+
1226:)
1218:(
1213:1
1209:f
1205:=
1198:)
1194:A
1190:(
1185:1
1181:f
1162:2
1156:1
1149:t
1142:1
1139:f
1134:t
1132:f
1121:0
1118:f
1114:1
1111:f
1100:)
1098:5
1096:(
1077:2
1073:)
1068:a
1064:(
1059:0
1055:f
1051:=
1046:2
1042:q
1038:=
1035:)
1027:(
1022:1
1018:f
1000:)
998:4
996:(
979:)
975:a
971:(
966:0
962:f
958:)
954:A
950:(
945:0
941:f
937:2
934:=
931:q
928:p
925:2
922:=
919:p
916:q
913:+
910:q
907:p
904:=
901:)
893:(
888:1
884:f
866:)
864:3
862:(
843:2
839:)
834:A
830:(
825:0
821:f
817:=
812:2
808:p
804:=
801:)
793:(
788:1
784:f
763:q
755:p
751:q
747:p
745:(
739:q
735:p
725:q
717:p
706:q
692:q
676:p
669:p
657:q
650:p
616:q
612:p
606:q
602:p
588:)
586:2
584:(
567:)
559:(
554:t
550:f
543:2
540:1
534:+
531:)
523:(
518:t
514:f
510:=
507:)
503:a
499:(
494:t
490:f
472:)
470:1
468:(
451:)
443:(
438:t
434:f
427:2
424:1
418:+
415:)
407:(
402:t
398:f
394:=
391:)
387:A
383:(
378:t
374:f
353:q
349:0
346:f
340:p
336:0
333:f
293:q
289:p
276:f
270:q
266:f
256:p
252:f
246:q
242:f
236:p
232:f
227:a
223:A
203:,
100:q
96:p
74:)
68:(
63:)
59:(
45:.
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