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CHAPTER 17 Bray-Curtis (Polar) Ordination From: McCune, B. & J. B. Grace. 2002. Analysis of Ecological Communities. MjM Software Design, Gleneden Beach,

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Presentation on theme: "CHAPTER 17 Bray-Curtis (Polar) Ordination From: McCune, B. & J. B. Grace. 2002. Analysis of Ecological Communities. MjM Software Design, Gleneden Beach,"— Presentation transcript:

1 CHAPTER 17 Bray-Curtis (Polar) Ordination From: McCune, B. & J. B. Grace. 2002. Analysis of Ecological Communities. MjM Software Design, Gleneden Beach, Oregon http://www.pcord.comhttp://www.pcord.com Tables, Figures, and Equations

2 Table 17.1. Development and implementation of the most important refinements of Bray-Curtis ordination (from McCune & Beals 1993). Stage of DevelopmentImplementation Basic method (Bray's thesis 1955, Bray & Curtis 1957) Ordination scores found mechanically (with compass) Algebraic method for finding ordination scores (Beals 1960) BCORD, the Wisconsin computer program for Bray-Curtis ordination, ORDIFLEX (Gauch 1977), and several less widely used programs developed by various individuals Calculation of matrix of residual distances (since 1970 at Wisconsin; published by Beals 1973), which also perpendicularizes the axes; given this step, the methods for perpendicularizing axes by Beals (1965) and Orloci (1966) are unnecessary. BCORD Variance-regression method of reference point selection (in use since 1973, first published in Beals 1984) BCORD

3 How it works 1. Select a distance measure (usually Sørensen distance) and calculate a matrix of distances (D) between all pairs of N points. 2. Calculate sum of squares of distances for later use in calculating variance represented by each axis.

4 3. Select two points, A and B, as reference points for first axis. 4. Calculate position (x gi ) of each point i on the axis g. Point i is projected onto axis g between two reference points A and B (Fig. 17.1). The equation for projection onto the axis is: Eqn. 1

5 The basis for the above equation can be seen as follows. By definition, By the law of cosines, Then substitute cos(A) from Equation 2 into Equation 3. Eqn. 3 Eqn. 2

6 5. Calculate residual distances R gih (Fig. 17.2) between points i and h where f indexes the g preceding axes.

7 6. Calculate variance represented by axis k as a percentage of the original variance (V k %). The residual sum of squares has the same form as the original sum of squares and represents the amount of variation from the original distance matrix that remains.

8 7. Substitute the matrix R for matrix D to construct successive axes. 8. Repeat steps 3, 4, 5, and 6 for successive axes (generally 2-3 axes total).

9 Figure 17.3. Example of the geometry of variance- regression endpoint selection in a two-dimensional species space.

10 Table 17.2. Basis for the regression used in the variance-regression technique. Distances are tabulated between each point i and the first endpoint D 1i and between each point and the trial second endpoint D 2i *. point iD1iD1i D 2i * 10.340.88 20.550.63...... n0.280.83

11 Figure 17.4. Using Bray-Curtis ordination with subjective endpoints to map changes in species composition through time, relative to reference conditions (points A and B). Arrows trace the movement of individual SUs in the ordination space.

12 Figure 17.5. Use of Bray- Curtis ordination to describe an outlier (arrow). Radiating lines are species vectors. The alignment of Sp3 and Sp6 with Axis 1 suggests their contribution to the unusual nature of the outlier. SP6

13 Table 17.3. Comparison of Euclidean and city-block methods for calculating ordination scores and residual distances in Bray-Curtis ordination. OperationEuclidean (usual) methodCity-block method Calculate scores x i for item i on new axis between points A and B. Calculate residual distances R ij between points i and j.


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