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KEYWORDS FOR DATASET: Birds, Diversity, Vegetation Structure, Density
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ACCOMPANYING DATA PROVIDED BY: Martin Cody, PhD
                               UCLA, Department of OBEE
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GENERAL EXPLANATION OF THE STUDY
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The accompanying data set is from a study on the diversity patterns of 
bird communities in North American oak woodlands and Australian eucalyptus 
woodlands. Because the study's entire data set is very large, the only data 
included here are from sites in Californian oak woodlands. Very roughly, the
data provide information about the location, vegetation structure, and 
number of species of breeding bird pairs at various sites throughout 
California's woodlands. The term "woodlands" refers to moderately thick 
forests with uneven canopy cover, and the numerical indexes of vegetation 
structure provided by the data can be thought of as a kind of scientific
description of the overall look of a forest--the height of its trees, 
the density of its foliage, the variation from forest floor to forest 
ceiling. 

Although the study itself was primarily concerned with somewhat complex 
comparisons between the bird diversity patterns in North America and Australia, 
these data can be used to study ecological aspects of the bird diversity 
problem--a subject emphasized in much of the earlier literature on species 
diversity. These ecological aspects focus on predicting the number and density 
of different bird species from information about the vegetation structure 
and location of a site, particularly its latitude. Thus the data can be 
used to answer the following kinds of questions: Are there more species of 
birds in denser forests? Are birds concentrated more densely in areas 
where vegetation is more dense? In general, is there more diversity in 
locations at higher latitudes, or lower latitudes?  And, perhaps most 
importantly, which technical measure of vegetation structure is the best 
predictor of the number of bird species in a forest. Many other, more 
subtle questions can be explored using these data as well. 

Explanations of the measures of vegetation structure and other variables 
are given below. It should be noted, finally, that the natural logarithms 
of variables, rather than the raw variables as given in the data, are 
generally used when examining relationships or identifying good predictors. 
Thus the correlation between the log of the "Profile Area" and the number 
of bird species in a forest--to take a concrete example--is stronger than 
the correlation between the "Profile Area" and the number of species.

This study has not yet been published (12/09/99).
 
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BRIEF DESCRIPTION OF THE DATA          
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Data were gathered at 40 different California oak woodland sites. Most of 
the data were collected in spring, during the bird breeding season, in 
1994.

The sites were around 5 hectares in size--the equivalent of about 12 
acres, or .019 square miles--and were situated in relatively homogeneous 
habitat. At least three visits were made to each site, and the number of 
breeding pairs of each bird species were counted by sight and by analyzing 
sound recordings. 

Measurements of vegetation structure were also made during the visits.
 
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HOW TO USE THE DATA FILES
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The data file is a comma delimited text file. Missing data are indicated by 
periods ("."). The following list explains each of the seven variables. To
understand the measurements of vegetation structure, you'll need the concept of 
a forest's vegetation density at a particular height. Roughly, this is just
a measure of how thick the foliage is at a given cross-sectional height. 
To attach a number to this thickness, two researchers position themselves at
the height whose vegetation density they wish to measure and one holds a 
flat wooden board and moves away from the other. The stationary researcher
then notes the distance to "semi-obscurity": how far away his partner is 
when the view of the board is half obscured by foliage. Since this distance
will be smaller in thicker foliage, its reciprocal is taken as the measure
of vegetation density. Thus higher numbers will correspond to thicker 
foliage.  

ELEVATION..................The height of the site above sea level. Given in 
			   meters.

PROFILE AREA...............Roughly, a measure of the total amount of 
			   foliage at a site. Technically, this number is
			   obtained by plotting vegetation density versus height
                           above ground and taking the total area under 
                           the graph. The units, however, are not 
                           typical area units, as vegetation density is the 
                           reciprocal of a distance; the units are 
                           specially designed to measure profile area, and 
                           are called f.p. units (foliage profile units).
                       
HEIGHT.....................Roughly, the height of the top of the forest 
			   canopy. Technically, the height above which 
   			   horizontal distance to semi-obscurity exceeds
     			   30 meters. Given in meters.  

HALF-HEIGHT................Roughly, the height that divides total foliage  
			   in two: half the forest is above it, and half below. 
                           Technically, the median of the graph of vegetation 
			   density versus height. Given in meters. 

LATITUDE...................The latitude of the site. Given in degrees.

LONGITUDE..................The longitude of the site. Given in degrees.

NO. SPECIES................The number of different species of breeding bird 
			   pairs. 

TOTAL DENSITY..............A measure of the bird population density. It is 
			   simply the number of pairs of birds per hectare.   
			   
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STATISTICAL TESTS AND ANALYSES USED IN THE STUDY
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1) Two-sample t-test for difference in mean.
2) Jacknife estimation.
3) Linear regression.