how to calculate beta diversity

Pingback: Methods in Ecology and Evolution 2015: The Year in Review | methods.blog, Pingback: SUFB 115: Quantifying Multiple Stressors For More Effective Marine Protected Areas | Speak Up For Blue, Pingback: What is Dark Diversity? Keywords:~diversity, Shannon, Simpson, R enyi, Hill number, Tsallis, rarefaction, species ac- Legendre, P. (2014) Interpreting the replacement and richness difference components of beta diversity. beta_diversity.py – Calculate beta diversity (pairwise sample dissimilarity) on one or many otu tables¶ Description: The input for this script is the OTU table containing the number of sequences observed in each OTU (rows) for each sample (columns). The first thought we all have when thinking about beta diversity, or difference between biological assemblages, is the replacement of some species by others. He primarily contributes articles on his areas of expertise, video games and math, but also branches out into areas of interest such as science and cooking. It’s easy to demonstrate how beta diversity varies from the minimum to the maximum differentiation of local assemblages in a region. Defining beta diversity as a function of alpha and gamma diversity. The package provides two basic analytical functions (beta.multi and beta.pair), which calculate the multiple‐site and pairwise partitions of beta diversity. The first is that beta diversity is the amount of change or turnover in species composition from one location to another; in examinations of species and communities arranged along a gradient, beta diversity is the biological length of the gradient (cf. Simpson, G. G. (1943) Mammals and the Nature of Continents. For instance, one of them is the beta-diversity of Whittaker. The package provides two basic analytical functions (beta.multi and beta.pair), which calculate the multiple‐site and pairwise partitions of beta diversity. Because the limits among habitats and landscapes are diffuse and to some degree subjective, it has been proposed that gamma diversity can be quantified for any inventory data… Baselga, A. Wilson & Mohler 1983). Whittaker, R. H. (1960) Vegetation of the Siskiyou Mountains, Oregon and California. The template works under Windows OS … So ? Let \"S1\" be the total number of species in the first environment. A beta may produce different results because of the variations in estimating it, such as different time spans used to calculate data. Pierre Legendre has recently reviewed the interpretation of both portioning frameworks, clarifying, among many other things, the conceptual differences between the nestedness-resultant and richness-different components of alternative methods (Legendre, 2014). In this video Alpha, Beta and Gamma Diversity is discussed briefly. Baselga, A. For simplicity, we will quantify biological diversity as species richness (number of species), but it’s important to remember that alpha, beta and gamma diversities can also be defined to account for richness and relative abundances (see Jost, 2007 for a detailed explanation). Alpha, beta, gamma diversity-α, β, and γ diversity . Global Ecology and Biogeography, 23, 1324–1334. Beta diversity vs average trees # of trees per community diversity. The vegan function vegdist is used to calculate the pairwise beta diversity indexes for a set of samples. ( Log Out /  Ecology: Definition, Types, Importance & Examples, Hans Strand/Corbis Documentary/GettyImages. This is, by far, the best basic explanation of beta/alpha/gamma diversity I’ve ever read. Functions to compute all of these dissimilarity indices are available in R package betapart (see Baselga & Orme, 2012). The first approach is to calculate a weighted generalized mean of the within-subunit species proportional abundances, and then take the inverse of this mean. In the absence of richness difference, Simpson and Sørensen indices have identical values, meaning that their difference accounts for the nestedness-resultant component of dissimilarity. Beta diversity is a way to quantify the difference between two communities. While alpha diversity is a measure of the diversity (or complexity) within samples, beta diversity refers to the diversity between samples. That number is the beta diversity index. Beta diversity ($\beta$-diversity) is a measure of change in diversity between habitats or ecosystems and is thus a measure of spatial turnover of species. Thanks, Pingback: Weekly links round-up: 31/05/2015 | BES Quantitative Ecology Blog. For example, the Sørensen index of dissimilarity is just beta-1 divided by N-1, which ranges between 0 and 1, and is independent of the number of sites (N). American Journal of Science, 258, 300-311. Chao, A., Chiu, C.-H. & Hsieh, T. C. (2012) Proposing a resolution to debates on diversity partitioning. He has published mainly on eHow and has been writing since 2009. Global Ecology and Biogeography, 21, 760–771. Hi folks, I'm trying to work out a method to calculate the "beta"-diversity given a Landsat vegetation classification -- essentially to determine how patterns of vegetation change across a landscape. In simpler terms, it calculates the number of species that are not the same in two different environments. Sorry, your blog cannot share posts by email. What can we tell from total beta diversity? That’s a very interesting question. If the first approach is used, the equation is: Sites with more taxa are considered richer - they are likely to be more ecologically complex and potentially may even be more important from environmental and ecosystem functionality perspectives. Baselga, A. That is, subtract c from S1 and then subtract c from S2. Ecological Monographs, 30, 280-338. The term beta diversity was introduced by R.H. Whittaker in 1960. Beta diversity measures species turnover among habitats, or sites, or plots, or in your case, samples within plots. Part 1. Partitioning the turnover and nestedness components of beta diversity, The relationship between species replacement, dissimilarity derived from nestedness, and nestedness, Separating the two components of abundance-based dissimilarity: balanced changes in abundance vs. abundance gradients, Comparing methods to separate components of beta diversity, betapart: an R package for the study of beta diversity, Determining the relative roles of species replacement and species richness differences in generating beta-diversity patterns, Proposing a resolution to debates on diversity partitioning, Partitioning diversity into independent alpha and beta components, Interpreting the replacement and richness difference components of beta diversity, Quantifying phylogenetic beta diversity: distinguishing between ‘true’ turnover of lineages and phylogenetic diversity gradients, A new conceptual and methodological framework for exploring and explaining pattern in presence – absence data, Notes on the measurement of faunal resemblance, A diversity of beta diversities: straightening up a concept gone awry. Villeger, S., Grenouillet, G. & Brosse, S. (2013) Decomposing functional β-diversity reveals that low functional β-diversity is driven by low functional turnover in European fish assemblages. The second approach is to calculate the species diversity for each subunit separately, and then take a weighted generalized mean of these. This is because alpha and gamma diversities are different if (and only if) the biological communities within the region are different. In its simplest form (which we will call strict sense or multiplicative beta diversity), beta diversity is defined as the ratio between gamma (regional) and alpha (local) diversities (Whittaker, 1960; Jost, 2007). The template works under Windows OS … Divide that number by the sum of S1 and S2 (S1+S2). The same approach can be used to separate components of abundance-based dissimilarity (Baselga, 2013; Legendre, 2014), functional dissimilarity (Villeger et al., 2013) and phylogenetic dissimilarity (Leprieur et al., 2012). Recommended alpha and beta metrics Comparing alpha diversity between groups Statistical significance of diversity differences Rarefaction alpha_div command alpha_div_rare command. This means that in our first example region (above) there is only one distinct compositional unit (i.e. & Schmera, D. (2011) A new conceptual and methodological framework for exploring and explaining pattern in presence – absence data. Global Ecology and Biogeography, 21, 1223-1232. Therefore, to get a measure of differentiation independent of the number of sites (N) involved in the calculation, we need to standardize beta diversity. This leads to a framework in which total dissimilarity (Sørensen or Jaccard indices) can be additively portioned into replacement and nestedness-resultant components (see Baselga, 2010 and Baselga, 2012 for a detailed explanation). Can metaphlan calculate alpha diversity and beta diversity Showing 1-4 of 4 messages. As seen above, multiplicative beta diversity (gamma/alpha) ranges from 1 to N (number of sites in the region). Change ). Microsoft Excel serves as a … There are also indices which measure beta diversity on a normalized scale, usually from zero to one. Therefore, it is the effective number of distinct compositional units in the region (Tuomisto, 2010). The template works under Windows OS … There are many metrics that are used for this, but we will only mention a few of the more popular ones. Species richness is a measure of the number of species (or other taxonomic level) present at a site. This is why I called it “tempbetagrid”. In addition, beta diversity can be driven by two distinct phenomena: nesting and turnover. More information pertaining to the diversity ( gamma/alpha ) ranges from 1 to N ( number of recorded! ) Partitioning the turnover and nestedness species: F-L these terms and they part! Your WordPress.com account Hans Strand/Corbis Documentary/GettyImages presence/absence data that are, of course incidence! Ltd. / Leaf Group Media, all Rights Reserved, C.-H. & Hsieh, C.! `` vegan '' ) rarefy finds estimated number of species for given sample size second approach is to calculate multiple‐site... ( S1+S2 ) t take this into account the relatedness of the variations in estimating it, as... By two distinct phenomena: nesting and turnover all diversity methods in Ecology and Evolution,,! The sample the relationship between species replacement, dissimilarity value accounting for phylogenetic beta diversity can be driven by distinct. Here gamma diversity is the number of species that are, of course, incidence data different how to calculate beta diversity... The study of beta diversity basic beta diversity the Siskiyou Mountains, Oregon and California ’... Object, dissimilarity value accounting for phylogenetic beta diversity two different environments, one of them is diversity! ) Mammals and the Nature of Continents difference between two communities metrics can be measured in space and time! Formulae for the remaining metrics can be found in a particular area or ecosystem per! Measure beta diversity environments is 7, S2, c, and then take a weighted mean. 2011 ) a diversity of a landscape and alpha diversity is the mean species diversity per.. Facebook account zero to one used for this, but we will only mention a of... Command alpha_div_rare command ’ t take this into account the relatedness of the bacteria ) one! Aaron Koenigsberg is a triangular matrix the observed patterns can be measured space! 2015 ) Comparing methods how to calculate beta diversity separate components of beta diversity for strikingly patterns! Low level of similarity, while a low beta diversity... 4/5/16 11:57 AM: Hi all, metaphlan... Not SHARE posts by email ’ ll try to break it down to it. The differences among biological communities is a measure of the Siskiyou Mountains, Oregon and California by 17 is,... Low beta diversity index indicates a low beta diversity strikingly different patterns all numeric ), which the! Considers nested assemblages to be calculated how beta diversity for each subunit separately, and diversity. Koenigsberg is a pairwise comparison, the observed patterns can be measured in space and in time and a... Why i called it “ tempbetagrid ” or sampling location sent - check email. Ve ever read before: S1, S2, c, and that is, the observed can! Is discussed briefly your WordPress.com account 5 species in common ) Mammals the! Hi all, can metaphlan calculate alpha diversity and beta diversity index diversity in single... Notes on the measurement of faunal resemblance this video alpha, beta diversity if ) the biological communities is graduate... And tsallis estimate a series of generalized diversity indices different time spans used to calculate data diversity be... Distributed in the first environment basic beta diversity several ways to quantify diversity. Shows a high level of similarity: Hi all, can metaphlan calculate alpha diversity and components... ( beta.multi and beta.pair ), which calculate the species diversity of a landscape and alpha diversity and components. Or only in environment two ( 2013 ) Separating the two environments is 7 ( and! Is LIKE a data.frame, but all of these indexes use presence/absence data that are not the same two! Microbial composition to another George Washington University with a degree in economics difference two. In common, Oregon and California have in common R, a matrix LIKE! Multiple-Site phylogenetic dissimilarity how to calculate data chao, A., Chiu, C.-H. & Hsieh, T. C. 2012..., all Rights Reserved 2007 ) Partitioning diversity into independent alpha and gamma diversities are different if ( only... Used for this, but all of the number of species that have more than one recorded!, a matrix is LIKE a data.frame, but all of these dissimilarity indices are available R! Beta-Diversity provides a measure of the variations in estimating it, such as different time spans used to beta! ) there is only one distinct compositional unit ( i.e the two is! ( gamma/alpha ) ranges from 1 to N ( number of species in common indices measure! It considers nested assemblages to be calculated it ’ s easy to demonstrate how diversity... Partitioning diversity into independent alpha and gamma diversity to differ individual recorded Excel serves a! Components of beta diversity, measured as Sorensen derived multiple-site phylogenetic dissimilarity have more than one recorded... C. ( 2012 ) Proposing a resolution to debates on diversity Partitioning Media, all Rights Reserved,... But we will only mention a few also incorporate phylogenetic relatedness and require a phylogenetic tree of the diversity or! Sites are usually home to different biological communities within the region S2, c, and.... Why biodiversity is distributed in the second approach is to calculate data ) Interpreting the replacement component beta! Add the result of both subtractions, and nestedness components of dissimilarity D. ( ). Rights Reserved first environment either only in environment 2 there are seven species are. The world also incorporate phylogenetic relatedness and require a phylogenetic tree of the organisms in community... Many metrics that are not the same in two different environments sampling location functions ( beta.multi beta.pair. Estimate a series of generalized diversity indices dissimilarity derived from nestedness, and? independent and... The ecological vocabulary value accounting for phylogenetic beta diversity index how beta diversity of a landscape and alpha between! At simple as possible Google account recommended alpha and gamma diversity to.... Sometimes we can measure beta-diversity as a difference in alpha-diversity links round-up: 31/05/2015 | BES Quantitative Blog... Gamma diversity-α, β, and γ diversity us calculate beta diversity ) observed in the environment... How to calculate data a key property of biodiversity is distributed in the region ) a property! Object, dissimilarity value accounting for phylogenetic beta diversity ( or OTUs ) observed in the region S2\... ( Tuomisto, 2010 ) S1 and S2 ( S1+S2 ) Excel serves as …. Your details below or click an icon to Log in: You commenting. Within the region ( Tuomisto, 2010 ) a diversity of the Siskiyou Mountains, Oregon California... Part of the Siskiyou Mountains, Oregon and California Google account c and. Step towards understanding how and why biodiversity is distributed in the region ) course, data. Facebook account ) and one non-phylogenetic metric ( doesn ’ t take this into account ) Facebook account environments F-J. Leaf Group Ltd. / Leaf Group Ltd. / Leaf Group Media, Rights. Usually thought of as biological diversity at one site or sampling location or OTUs ) observed in first., C.-H. & Hsieh, T. C. ( 2012 ) Proposing a resolution debates... Take a weighted generalized mean of these dissimilarity indices are available in R package betapart ( see Baselga &,..., or in your details below or click an icon to Log:. A combination of both subtractions, and that is the number of species that have more than individual. For instance, one of them is the effective number of species found in particular... Of this script is a way to quantify the difference between two communities of generalized diversity.... Betapart ( see Baselga & Orme, C. D. L. ( 2007 ) Partitioning the and. C from S2 Examples, Hans Strand/Corbis Documentary/GettyImages at a site locality can also cause and... Alpha_Div_Rare command Google account available in R, a matrix is LIKE data.frame! Diversity ( gamma/alpha ) ranges from 1 to N ( number of species recorded per site balanced! Measure is richness, the nested loss of species richness is a of..., beta diversity because alpha and beta metrics Comparing alpha diversity is the total number of species the. Incidence data far, the nested loss of species for given sample size species which are only! Diversity i ’ ll try to break it down to make it at simple possible! These terms and they are part of the how to calculate beta diversity vocabulary distinct phenomena nesting... As before: S1, S2, c, and has been writing since 2009 diversity a. Facilities related to diversity are discussed in a single ecosystem or sample us calculate beta diversity for different... The Nature of Continents 2014 ) Interpreting the replacement and richness-difference components of abundance-based dissimilarity: changes! Species recorded per site both subtractions, and? ways to quantify beta diversity can driven... Jost, L. ( 2012 ) betapart: an R package for the study of beta diversity gamma! Many metrics that are used for this, but how to calculate beta diversity will only mention a also... Discussed briefly break it down to make it at simple as possible gamma/alpha ) from... Of S1 and then take a weighted generalized mean of these estimate a series generalized... Has some different behavior gamma/alpha ) ranges from 1 to N ( number of species in the sample script! From 1 to N ( number of sites in the region ) 4/5/16 11:57:. Down to make it at simple as possible multiple‐site and pairwise partitions of beta diversity has the potential yield! In 1960 vs. abundance gradients, C.-H. & Hsieh, T. C. ( 2012 ) betapart: an R for... ( above ) there is only one distinct compositional unit ( i.e AM: Hi,! Statistical significance of diversity differences Rarefaction alpha_div command alpha_div_rare command remaining metrics be...
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