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Zipf's law
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==Related laws== A generalization of Zipf's law is the [[Zipf–Mandelbrot law]], proposed by [[Benoit Mandelbrot]], whose frequencies are: <math display="block">f(k;N,q,s) = \frac{1}{\ C\ }\ \frac{ 1 }{\ \left( k + q\right)^s} ~.</math>{{Clarify|date=September 2023|reason=denominator missing from equation}} The constant {{mvar|C}} is the [[Hurwitz zeta function]] evaluated at {{mvar|s}}. Zipfian distributions can be obtained from [[Pareto distribution]]s by an exchange of variables.<ref name=adam2000/> The Zipf distribution is sometimes called the '''discrete Pareto distribution'''<ref name=john1992/> because it is analogous to the continuous [[Pareto distribution]] in the same way that the [[Uniform distribution (discrete)|discrete uniform distribution]] is analogous to the [[Uniform distribution (continuous)|continuous uniform distribution]]. The tail frequencies of the [[Yule–Simon distribution]] are approximately <math display="block">f(k;\rho) \approx \frac{\ [\mathsf{constant}]\ }{ k^{(\rho + 1)} }</math> for any choice of {{nobr|{{math| ''ρ'' > 0}} .}} In the [[parabolic fractal distribution]], the logarithm of the frequency is a quadratic polynomial of the logarithm of the rank. This can markedly improve the fit over a simple power-law relationship.<ref name=Galien/> Like fractal dimension, it is possible to calculate Zipf dimension, which is a useful parameter in the analysis of texts.<ref name=efte2006/> It has been argued that [[Benford's law]] is a special bounded case of Zipf's law,<ref name="Galien"/> with the connection between these two laws being explained by their both originating from scale invariant functional relations from statistical physics and critical phenomena.<ref name=piet2001/> The ratios of probabilities in Benford's law are not constant. The leading digits of data satisfying Zipf's law with {{nobr| {{math|s {{=}} 1}} ,}} satisfy Benford's law. {| class="wikitable" style="text-align: center;" |- !<math>n</math> !Benford's law: <math>P(n) = </math><br/><math>\log_{10}(n+1)-\log_{10}(n)</math> !<math>\frac{\log(P(n)/P(n-1))}{\log(n/(n-1))}</math> |- | 1 | 0.30103000 | |- | 2 | 0.17609126 | −0.7735840 |- | 3 | 0.12493874 | −0.8463832 |- | 4 | 0.09691001 | −0.8830605 |- | 5 | 0.07918125 | −0.9054412 |- | 6 | 0.06694679 | −0.9205788 |- | 7 | 0.05799195 | −0.9315169 |- | 8 | 0.05115252 | −0.9397966 |- | 9 | 0.04575749 | −0.9462848 |}
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