A Quick Introduction to iNEXT.4steps via
Examples
Anne Chao and Kai-Hsiang Hu
2024-04-10
iNEXT.4steps
(Four-Step Biodiversity Analysis based on
iNEXT) expands iNEXT
(Chao et al. 2014) to include the
estimation of sample completeness and evenness under a unified framework
of Hill numbers. iNEXT.4steps
links sample completeness,
diversity estimation, interpolation and extrapolation
(iNEXT
), and evenness in a fully integrated approach. The
pertinent background for the four-step methodology is provided in Chao
et al. (2020). The four-step procedures are described in the
following:
- Step 1: Assessment of sample completeness
profile
Before performing biodiversity analysis, it is important to first
quantify the sample completeness of a biological survey. Chao et
al. (2020) generalized the conventional sample completeness to a class
of measures parametrized by an order q ≥ 0. When q = 0, sample
completeness reduces to the conventional measure of completeness, i.e.,
the ratio of the observed species richness to the true richness
(observed plus undetected). When q = 1, the measure reduces to the
sample coverage (the proportion of the total number of individuals in
the entire assemblage that belong to detected species), a concept
original developed by Alan Turing in his cryptographic analysis during
WWII. When q = 2, it represents a generalized sample coverage with each
species being proportionally weighted by its squared species abundance
(i.e., each individual being proportionally weighted by its species
abundance); this measure thus is disproportionally sensitive to highly
abundant species. For a general order q ≥ 0 (not necessarily to be an
integer) , the sample completeness of order q quantifies the proportion
of the assemblage’s individuals belonging to detected species, with each
individual being proportionally weighted by the (q-1)th power of its
abundance. Sample completeness profile depicts its estimate with respect
to order q ≥ 0; this profile fully characterizes the sample completeness
of a biological survey.
iNEXT.4steps
features the estimated profile for all
orders of q ≥ 0 based on the methodology developed in Chao et
al. (2020). All estimates are theoretically between 0 and 1. If the
estimated sample completeness profile is a horizontal line at the level
of unity for all orders of q ≥ 0, then the survey is complete, implying
there is no undetected diversity. In most applications, the estimated
profile increases with order q, revealing the existence of undetected
diversity. The sample completeness estimate for q = 0 provides an upper
bound for the proportion of observed species; its complement represents
a lower bound for the proportion of undetected species. This
interpretation is mainly because data typically do not contain
sufficient information to accurately estimate species richness and only
a lower bound of species richness can be well estimated. By contrast,
for q ≥ 1, when data are not sparse, the sample completeness value for q
≥ 1 can be very accurately estimated measures. The values for q ≥ 2
typically are very close to unity, signifying that almost all highly
abundant species (for abundance data) or highly frequent species (for
incidence data) had been detected in the reference sample.
- STEP 2. Analysis of the size-based rarefaction and
extrapolation sampling curves, and the asymptotic diversity profile for
0 ≤ q ≤ 2.
(STEP 2a). For each dataset, first examine the
pattern of the size-based rarefaction and extrapolation sampling curve
up to double the reference sample size for q = 0, 1 and 2. If the curve
stays at a fixed level (this often occurs for the measures of q = 1 and
2), then our asymptotic estimate presented in Step 2b can be used to
accurately infer the true diversity of the entire assemblage. Otherwise,
our asymptotic diversity estimate represents only a lower bound (this
often occurs for the measures of q = 0).
(STEP 2b). When the true diversity can be accurately
inferred, the extent of undetected diversity within each dataset is
obtained by comparing the estimated asymptotic diversity profile and
empirical profile; the difference in diversity between any two
assemblages can be evaluated and tested for significance.
- STEP 3. Analysis of non-asymptotic coverage-based
rarefaction and extrapolation analysis for orders q = 0, 1 and
2.
When sampling data do not contain sufficient information to
accurately infer true diversity, fair comparisons of diversity across
multiple assemblages should be made by standardizing the sample coverage
(i.e., comparing diversity for a standardized fraction of an
assemblage’s individuals). This comparison can be done based on seamless
integration of coverage-based rarefaction and extrapolation sampling
curves up to a maximum coverage (Cmax = the minimum sample coverage
among all samples extrapolated to double reference sizes).
- STEP 4. Assessment of evenness profiles
Chao and Ricotta (2019) developed five classes of evenness measures
parameterized by an order q > 0. (For q = 0, species abundances are
disregarded, so it is not meaningful to evaluate evenness among
abundances specifically for q = 0. As q tends to 0, all evenness values
tend to 1 as a limiting value.) All classes of evenness measures are
functions of diversity and species richness, and all are standardized to
the range of [0, 1] to adjust for the effect of differing species
richness. Evenness profile depicts evenness estimate with respect to
order q ≥ 0. Because true species richness typically cannot be
accurately estimated, evenness profile typically can only be accurately
measured when both diversity and richness are computed at a fixed level
of sample coverage up to a maximum coverage Cmax defined in Step 3.
iNEXT.4steps
shows, by default, the relevant statistics and
plot for only one class of evenness measure (based on the normalized
slope of a diversity profile), but all the five classes are
featured.
NOTE 1: Sufficient data are required
to perform the 4-step analysis. If there are only a few species in
users’ data, it is likely that data are too sparse to use
iNEXT.4steps.
NOTE 2: The analyses in STEPs 2a, 2b
and 3 are mainly based on package iNEXT
available from
CRAN. Thus, iNEXT.4steps
expands iNEXT
to
include the estimation of sample completeness and evenness.
NOTE 3: As with iNEXT
,
iNEXT.4steps
only deals with taxonomic/species diversity.
Researchers who are interested in phylogenetic diversity and functional
diversity should use package iNEXT.3D
available from CRAN
and see the relevant paper (Chao et al. 2021) for methodology.
NOTE 4: iNEXT.4steps
aims to compare within-assemblage diversity. If the goal is to assess
the extent of differentiation among assemblages or to infer species
compositional shift and abundance changes, users should use
iNEXT.beta3D
available from CRAN and see the relevant paper
(Chao et al. 2023) for methodology.
How to cite
If you publish your work based on results from iNEXT.4steps package,
you should make references to the following methodology paper and the
package:
Chao, A., Kubota, Y., Zelený, D., Chiu, C.-H., Li, C.-F.,
Kusumoto, B., Yasuhara, M., Thorn, S., Wei, C.-L., Costello, M. J. and
Colwell, R. K. (2020). Quantifying sample completeness and comparing
diversities among assemblages. Ecological Research, 35,
292-314.
Chao, A. and Hu, K.-H. (2024). The iNEXT.4steps package:
Four-Step Biodiversity Analysis based on iNEXT. R package available from
CRAN.
SOFTWARE NEEDED TO RUN iNEXT.4STEPS IN R
HOW TO RUN INEXT.4STEPS:
The iNEXT.4steps
package can be downloaded from CRAN or
Anne Chao’s iNEXT.4steps_github.
For a first-time installation, some additional packages must be
installed and loaded; see package manual.
## install iNEXT.4steps package from CRAN
install.packages("iNEXT.4steps")
## install the latest version from github
install.packages('devtools')
library(devtools)
install_github('AnneChao/iNEXT.4steps')
## import packages
library(iNEXT.4steps)
An online version of iNEXT.4steps (https://chao.shinyapps.io/iNEXT_4steps/) is also
available for users without an R background.
MAIN FUNCTION iNEXT4steps()
We first describe the main function iNEXT4steps()
with
default arguments:
iNEXT4steps(data, q = seq(0, 2, 0.2), datatype = "abundance",
nboot = 30, conf = 0.95, nT = NULL, details = FALSE)
The arguments of this function are briefly described below, and will
explain details by illustrative examples in later text.
data
|
- For
datatype = "abundance" , data can be input as a
vector of species abundances (for a single assemblage),
matrix/data.frame (species by assemblages), or a list of species
abundance vectors.
- For
datatype = "incidence_raw" , data can be input as a
list of matrix/data.frame (species by sampling units); data can also be
input as a matrix/data.frame by merging all sampling units across
assemblages based on species identity; in this case, the number of
sampling units (nT, see below) must be input.
|
q
|
a numerical vector specifying the orders of q that will be used to
compute sample completeness and evenness as well as plot the relevant
profiles. Default is seq(0, 2, by = 0.2) .
|
datatype
|
data type of input data: individual-based abundance data
(datatype = "abundance" ) or species by sampling-units
incidence matrix (datatype = "incidence_raw" ) with all
entries being 0 (non-detection) or 1 (detection)
|
nboot
|
a positive integer specifying the number of bootstrap replications when
assessing sampling uncertainty and constructing confidence intervals.
Enter 0 to skip the bootstrap procedures. Default is 30.
|
conf
|
a positive number < 1 specifying the level of confidence interval.
Default is 0.95.
|
nT
|
(required only when datatype = “incidence_raw” and input
data in a single matrix/data.frame) a vector of positive integers
specifying the number of sampling units in each assemblage. If
assemblage names are not specified (i.e., names(nT) =
NULL ), then assemblages are automatically named as “Assemblage1”,
“Assemblage2”,…, etc.
|
details
|
a logical variable to indicate whether the detailed numerical values for
each step are displayed. Default is FALSE .
|
The output of iNEXT4steps
will have three parts (if
details = TRUE
): $summary
,
$figure
, and $details
. It may take some time
to compute when data size is large or nboot
is large.
iNEXT.4steps VIA EXAMPLES
First, we use the data Data_spider
to illustrate the
complete 4-step analysis.
EXAMPLE 1: Complete 4 steps for abundance data
In the spider data, species abundances of epigeal spiders were
recorded in two forest stands (“closed” and “open”). In the open forest,
there were 1760 individuals representing 74 species, whereas in the
closed forest, there were 1411 individuals representing 44 species. In
the pooled habitat, a total of 3171 individuals belonging to 85 species
are recorded.
Run the following code to obtain the numerical output and six figures
including five individual figures (for STEPs 1, 2a, 2b, 3 and 4,
respectively) and a complete set of five plots. (Here only show the
complete set of five plot; all five individual plots are omitted.)
data(Data_spider)
Four_Steps_out1 <- iNEXT4steps(data = Data_spider, datatype = "abundance")
Four_Steps_out1$summary
$`STEP 1. Sample completeness profiles`
Assemblage q = 0 q = 1 q = 2
1 Closed 0.61 0.99 1
2 Open 0.77 0.99 1
$`STEP 2b. Observed diversity values and asymptotic estimates`
Assemblage qTD TD_obs TD_asy s.e. qTD.LCL qTD.UCL
1 Closed Species richness 44.00 72.11 15.51 41.70 102.51
2 Closed Shannon diversity 10.04 10.30 0.47 9.39 11.22
3 Closed Simpson diversity 5.71 5.73 0.26 5.22 6.24
4 Open Species richness 74.00 96.31 10.45 75.83 116.79
5 Open Shannon diversity 16.34 16.84 0.64 15.58 18.10
6 Open Simpson diversity 9.41 9.46 0.33 8.82 10.10
$`STEP 3. Non-asymptotic coverage-based rarefaction and extrapolation analysis`
Cmax = 0.994 q = 0 q = 1 q = 2
1 Closed 55.6 10.2 5.72
2 Open 86.5 16.6 9.43
$`STEP 4. Evenness among species abundances of orders q = 1 and 2 at Cmax based on the normalized slope of a diversity profile`
Cmax = 0.994 Pielou J' q = 1 q = 2
1 Closed 0.58 0.17 0.09
2 Open 0.63 0.18 0.10
Four_Steps_out1$figure[[6]]
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)
$summary
: numerical tables for STEPs 1, 2b, 3 and 4.
Assemblage
= the assemblage names.
qTD
= ‘Species richness’ represents the taxonomic
diversity of order q=0; ‘Shannon diversity’ represents the taxonomic
diversity of order q=1, ‘Simpson diversity’ represents the taxonomic
diversity of order q=2.
TD_obs
= the observed taxonomic diversity value of
order q.
TD_asy
= the estimated asymptotic diversity value of
order q.
s.e.
= the bootstrap standard error of the estimated
asymptotic diversity of order q.
qTD.LCL
, qTD.UCL
= the bootstrap lower and
upper confidence limits for the estimated asymptotic diversity of order
q at the specified level in the setting (with a default value of
0.95).
Pielou J'
= a widely used evenness measure based on
Shannon entropy.
$figure
: six figures including five individual figures
(for STEPS 1, 2a, 2b, 3 and 4 respectively) and a complete set of five
plots.
$details
: (only when details = TRUE
). The
numerical output for plotting all figures.
EXAMPLE 2: Complete 4 steps for incidence data
In the “Woody_plant” data, species incidence-raw data were recorded
in two forest vegetation types (“Monsoon” and “Upper_cloud” forest). In
the monsoon forest, 329 species and 6814 incidences were recorded in 191
plots. In the upper cloud forest, 239 species and 3371 incidences were
recorded in 153 plots (each 20×20-m plot is regarded as a sampling
unit). Because spatial clustering prevails in woody plants, individual
plants cannot be regarded as independent sampling units, violating the
basic sampling assumptions for the model based on abundance data. Thus,
it is statistically preferable to use incidence data to avoid this
violation.
Run the following code to obtain the numerical output and six figures
including five individual figures (for STEPs 1, 2a, 2b, 3 and 4,
respectively) and a complete set of five plots. (Here only show the
complete set of five plot; all five individual plots are omitted.)
data(Data_woody_plant)
Four_Steps_out2 <- iNEXT4steps(data = Data_woody_plant, datatype = "incidence_raw")
Four_Steps_out2$summary
$`STEP 1. Sample completeness profiles`
Assemblage q = 0 q = 1 q = 2
1 Monsoon 0.78 0.99 1
2 Upper_cloud 0.78 0.98 1
$`STEP 2b. Observed diversity values and asymptotic estimates`
Assemblage qTD TD_obs TD_asy s.e. qTD.LCL qTD.UCL
1 Monsoon Species richness 329.0 421.7 24.06 375 468.8
2 Monsoon Shannon diversity 145.7 150.2 1.89 146 153.9
3 Monsoon Simpson diversity 102.3 103.3 1.33 101 106.0
4 Upper_cloud Species richness 239.0 307.8 18.58 271 344.2
5 Upper_cloud Shannon diversity 105.5 110.5 2.19 106 114.8
6 Upper_cloud Simpson diversity 71.2 72.2 1.15 70 74.5
$`STEP 3. Non-asymptotic coverage-based rarefaction and extrapolation analysis`
Cmax = 0.993 q = 0 q = 1 q = 2
1 Monsoon 360 147 102.7
2 Upper_cloud 279 109 71.7
$`STEP 4. Evenness among species abundances of orders q = 1 and 2 at Cmax based on the normalized slope of a diversity profile`
Cmax = 0.993 Pielou J' q = 1 q = 2
1 Monsoon 0.85 0.41 0.28
2 Upper_cloud 0.83 0.39 0.25
Four_Steps_out2$figure[[6]]
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)
Completeness and ggCompleteness: MAIN
FUNCTIONS FOR STEP 1
Function Completeness()
computes sample completeness
estimates of orders q = 0 to q = 2 in increments of 0.2 (by default),
and function ggCompleteness
is used to plot the
corresponding sample completeness profiles. These two functions are
specifically for users who only require sample completeness estimates
and profiles. The two functions with arguments are described below:
Completeness(data, q = seq(0, 2, 0.2), datatype = "abundance", nboot = 30,
conf = 0.95, nT = NULL)
All the arguments in these two functions are the same as those in the
main fnction iNEXT4steps
for details.
Sample completeness estimates and profiles for abundance data
Run the following code to obtain sample completeness estimates based
on the abundance data Data_spider
:
data(Data_spider)
SC_out1 <- Completeness(data = Data_spider, datatype = "abundance")
SC_out1
Order.q Estimate.SC s.e. SC.LCL SC.UCL Assemblage
1 0.0 0.768 1.13e-01 0.547 0.990 Open
2 0.2 0.818 8.58e-02 0.650 0.986 Open
3 0.4 0.877 5.27e-02 0.774 0.980 Open
4 0.6 0.930 2.49e-02 0.881 0.979 Open
5 0.8 0.966 9.24e-03 0.948 0.985 Open
6 1.0 0.986 2.84e-03 0.980 0.991 Open
7 1.2 0.994 7.76e-04 0.993 0.996 Open
8 1.4 0.998 2.18e-04 0.998 0.998 Open
9 1.6 0.999 8.10e-05 0.999 0.999 Open
10 1.8 1.000 3.65e-05 1.000 1.000 Open
11 2.0 1.000 1.63e-05 1.000 1.000 Open
12 0.0 0.610 1.44e-01 0.328 0.892 Closed
13 0.2 0.718 1.15e-01 0.493 0.943 Closed
14 0.4 0.834 6.85e-02 0.700 0.968 Closed
15 0.6 0.922 2.71e-02 0.868 0.975 Closed
16 0.8 0.969 7.51e-03 0.955 0.984 Closed
17 1.0 0.989 1.80e-03 0.986 0.993 Closed
18 1.2 0.997 5.70e-04 0.996 0.998 Closed
19 1.4 0.999 2.36e-04 0.999 0.999 Closed
20 1.6 1.000 9.54e-05 1.000 1.000 Closed
21 1.8 1.000 3.57e-05 1.000 1.000 Closed
22 2.0 1.000 1.26e-05 1.000 1.000 Closed
Order.q
: the order of sample completeness.
Estimate.SC
: the estimated sample completeness of order
q.
s.e.
: standard error of sample completeness
estimate.
SC.LCL
, SC.UCL
: the bootstrap lower and
upper confidence limits for the sample completeness of order q at the
specified level (with a default value of 0.95).
Assemblage
: the assemblage name.
Run the following code to plot sample completeness profiles for q
between 0 to 2, along with confidence intervals.
![](data:image/png;base64,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)
Sample completeness estimates and profiles for incidence data
Similar procedures can be applied to incidence data
Data_woody_plant
to infer sample completeness.
data(Data_woody_plant)
SC_out2 <- Completeness(data = Data_woody_plant, datatype = "incidence_raw")
SC_out2
Order.q Estimate.SC s.e. SC.LCL SC.UCL Assemblage
1 0.0 0.780 5.69e-02 0.669 0.892 Monsoon
2 0.2 0.849 3.76e-02 0.775 0.923 Monsoon
3 0.4 0.909 2.05e-02 0.868 0.949 Monsoon
4 0.6 0.951 9.37e-03 0.932 0.969 Monsoon
5 0.8 0.976 3.70e-03 0.969 0.983 Monsoon
6 1.0 0.989 1.32e-03 0.986 0.991 Monsoon
7 1.2 0.995 4.63e-04 0.994 0.996 Monsoon
8 1.4 0.998 1.90e-04 0.998 0.998 Monsoon
9 1.6 0.999 9.62e-05 0.999 0.999 Monsoon
10 1.8 1.000 5.21e-05 1.000 1.000 Monsoon
11 2.0 1.000 2.74e-05 1.000 1.000 Monsoon
12 0.0 0.777 4.18e-02 0.695 0.858 Upper_cloud
13 0.2 0.836 2.97e-02 0.778 0.894 Upper_cloud
14 0.4 0.892 1.84e-02 0.855 0.928 Upper_cloud
15 0.6 0.935 9.93e-03 0.916 0.955 Upper_cloud
16 0.8 0.965 4.75e-03 0.956 0.974 Upper_cloud
17 1.0 0.982 2.09e-03 0.978 0.986 Upper_cloud
18 1.2 0.992 8.80e-04 0.990 0.993 Upper_cloud
19 1.4 0.996 3.83e-04 0.995 0.997 Upper_cloud
20 1.6 0.998 1.83e-04 0.998 0.999 Upper_cloud
21 1.8 0.999 9.45e-05 0.999 0.999 Upper_cloud
22 2.0 1.000 5.03e-05 1.000 1.000 Upper_cloud
Run the following code to plot sample completeness profiles for q
between 0 to 2, along with confidence intervals.
![](data:image/png;base64,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)
Evenness and ggevenness: MAIN FUNCTIONS FOR
STEP 4
Evenness()
computes standardized (or observed) evenness
of order q = 0 to q = 2 in increments of 0.2 (by default) based on five
classes of evenness measures, and function ggevenness
is
used to plot the corresponding evenness profiles. These two functions
are specifically for users who only require evenness estimates and
profiles. The two functions with arguments are described below:
Evenness(data, q = seq(0, 2, 0.2), datatype = "abundance", method = "Estimated",
nboot = 30, conf = 0.95, nT = NULL, E.class = 1:5, SC = NULL)
There are only three arguments that are not used in the main function
iNEXT4steps
; these three arguments are described below (see
iNEXT4steps
for other arguments)
method
|
a binary selection of method with “Estimated” (evenness is
computed under a standardized coverage value) or “Observed”
(evenness is computed for the observed data).
|
E.class
|
an integer vector between 1 to 5 specifying which class(es) of evenness
measures are selected; default is 1:5 (select all five classes).
|
SC
|
(required only when method = “Estimated” ) a standardized
coverage value for calculating estimated evenness. If
SC=NULL , then this function computes the diversity
estimates for the minimum sample coverage among all samples extrapolated
to double reference sizes (Cmax).
|
Two simple examples for demonstrating functions Evenness
and ggEvenness
are given below.
Evenness estimates and profiles for abundance data with default
standardized coverage value (Cmax)
The dataset Data_spider
is used to estimate evenness at
the default standardized sample coverage (SC = NULL
).
Evenness estimates of order q = 0 to q = 2 in increments of 0.2 (by
default) will be computed based on five classes of evenness measures.
(For q = 0, species abundances are disregarded, so it is not meaningful
to evaluate evenness among abundances specifically for q = 0. As q tends
to 0, all evenness values tend to 1 as a limiting value.) Function
ggevenness
is used to plot the corresponding evenness
profiles. Here only the evenness estimates are shown for the first class
of evenness measures. The corresponding numerical tables for the other
four classes of evenness measures are omitted. Users also can use
argument E.class
to specify which class (e.g.,
E.class= 3
) or classes are required.
data(Data_spider)
Even_out1_est <- Evenness(data = Data_spider, datatype = "abundance",
method = "Estimated", SC = NULL, E.class = 1:5)
Even_out1_est
$E1
Order.q Evenness s.e. Even.LCL Even.UCL Assemblage Method SC
1 0.0 1.000 0.00000 1.000 1.000 Open Estimated 0.994
2 0.2 0.728 0.01677 0.695 0.760 Open Estimated 0.994
3 0.4 0.601 0.02141 0.559 0.643 Open Estimated 0.994
4 0.6 0.563 0.02105 0.522 0.604 Open Estimated 0.994
5 0.8 0.580 0.01848 0.544 0.616 Open Estimated 0.994
6 1.0 0.630 0.01497 0.600 0.659 Open Estimated 0.994
7 1.2 0.694 0.01140 0.672 0.716 Open Estimated 0.994
8 1.4 0.760 0.00839 0.744 0.777 Open Estimated 0.994
9 1.6 0.819 0.00621 0.807 0.831 Open Estimated 0.994
10 1.8 0.867 0.00474 0.858 0.877 Open Estimated 0.994
11 2.0 0.904 0.00373 0.897 0.912 Open Estimated 0.994
12 0.0 1.000 0.00000 1.000 1.000 Closed Estimated 0.994
13 0.2 0.700 0.02775 0.645 0.754 Closed Estimated 0.994
14 0.4 0.567 0.03587 0.496 0.637 Closed Estimated 0.994
15 0.6 0.525 0.03561 0.456 0.595 Closed Estimated 0.994
16 0.8 0.537 0.03141 0.475 0.598 Closed Estimated 0.994
17 1.0 0.578 0.02550 0.528 0.628 Closed Estimated 0.994
18 1.2 0.633 0.01951 0.595 0.671 Closed Estimated 0.994
19 1.4 0.693 0.01471 0.664 0.721 Closed Estimated 0.994
20 1.6 0.749 0.01171 0.726 0.772 Closed Estimated 0.994
21 1.8 0.799 0.01022 0.779 0.819 Closed Estimated 0.994
22 2.0 0.840 0.00945 0.822 0.859 Closed Estimated 0.994
Order.q
: the order of evenness.
Evenness
: the computed evenness value of order q.
s.e.
: standard error of evenness value.
Even.LCL
, Even.UCL
: the bootstrap lower
and upper confidence limits for the evenness of order q at the specified
level (with a default value of 0.95
).
Assemblage
: the assemblage name.
Method
: "Estimated"
or
"Observed"
.
SC
: the standardized coverage value under which
evenness values are computed (only for
method = "Estimated"
)
The following commands plot the evenness profiles for all five
classes of even measures, along with their confidence intervals.
ggEvenness(Even_out1_est)
![](data:image/png;base64,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)
Evenness estimates and profiles for incidence data with user’s
specified coverage value of 0.98.
In the function Evenness
, users can specify a particular
sample coverage value under which all five classes of evenness measures
will be computed. For example, instead of using the default standardized
coverage value, if users want to compute evenness estimates for 0.98
based on the incidence dataset Data_woody_plant
, then the
argument SC=0.98
is used instead of SC=NULL
,
as shown below. Here only the evenness estimates are displayed for the
first class of evenness measures. The corresponding numerical tables for
the other four classes of evenness measures are omitted.
data(Data_woody_plant)
Even_out2_est <- Evenness(data = Data_woody_plant, datatype = "incidence_raw",
method = "Estimated", SC = 0.98, E.class = 1:5)
Even_out2_est
$E1
Order.q Evenness s.e. Even.LCL Even.UCL Assemblage Method SC
1 0.0 1.000 0.000000 1.000 1.000 Monsoon Estimated 0.98
2 0.2 0.876 0.004343 0.867 0.884 Monsoon Estimated 0.98
3 0.4 0.821 0.005923 0.809 0.832 Monsoon Estimated 0.98
4 0.6 0.814 0.005846 0.803 0.826 Monsoon Estimated 0.98
5 0.8 0.839 0.004820 0.830 0.849 Monsoon Estimated 0.98
6 1.0 0.880 0.003417 0.873 0.886 Monsoon Estimated 0.98
7 1.2 0.921 0.002108 0.916 0.925 Monsoon Estimated 0.98
8 1.4 0.953 0.001157 0.951 0.955 Monsoon Estimated 0.98
9 1.6 0.975 0.000584 0.973 0.976 Monsoon Estimated 0.98
10 1.8 0.987 0.000282 0.986 0.988 Monsoon Estimated 0.98
11 2.0 0.994 0.000134 0.993 0.994 Monsoon Estimated 0.98
12 0.0 1.000 0.000000 1.000 1.000 Upper_cloud Estimated 0.98
13 0.2 0.861 0.005119 0.851 0.871 Upper_cloud Estimated 0.98
14 0.4 0.797 0.006875 0.784 0.810 Upper_cloud Estimated 0.98
15 0.6 0.787 0.006749 0.774 0.800 Upper_cloud Estimated 0.98
16 0.8 0.812 0.005615 0.801 0.823 Upper_cloud Estimated 0.98
17 1.0 0.855 0.004093 0.847 0.863 Upper_cloud Estimated 0.98
18 1.2 0.901 0.002656 0.896 0.906 Upper_cloud Estimated 0.98
19 1.4 0.939 0.001571 0.935 0.942 Upper_cloud Estimated 0.98
20 1.6 0.965 0.000874 0.963 0.967 Upper_cloud Estimated 0.98
21 1.8 0.981 0.000472 0.980 0.982 Upper_cloud Estimated 0.98
22 2.0 0.990 0.000252 0.990 0.991 Upper_cloud Estimated 0.98
The following commands plot the evenness profiles for five classes,
along with their confidence intervals.
ggEvenness(Even_out2_est)
![](data:image/png;base64,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)
License
The iNEXT.4steps package is licensed under the GPLv3. To help refine
iNEXT.4steps
, your comments or feedback would be welcome
(please send them to Anne Chao or report an issue on the iNEXT.4steps
github iNEXT.4steps_github.
References
Chao, A., Gotelli, N. G., Hsieh, T. C., Sander, E. L., Ma, K. H.,
Colwell, R. K. and Ellison, A. M. (2014). Rarefaction and extrapolation
with Hill numbers: a framework for sampling and estimation in species
biodiversity studies. Ecological Monographs 84, 45-67.
Chao, A., Henderson, P. A., Chiu, C.-H., Moyes, F., Hu, K.-H.,
Dornelas, M and Magurran, A. E. (2021). Measuring temporal change in
alpha diversity: a framework integrating taxonomic, phylogenetic and
functional diversity and the iNEXT.3D standardization. Methods in
Ecology and Evolution, 12, 1926-1940.
Chao, A., Kubota, Y., Zelený, D., Chiu, C.-H., Li, C.-F.,
Kusumoto, B., Yasuhara, M., Thorn, S., Wei, C.-L., Costello, M. J. and
Colwell, R. K. (2020). Quantifying sample completeness and comparing
diversities among assemblages. Ecological Research, 35,
292-314.
Chao, A. and Ricotta, C. (2019). Quantifying evenness and linking
it to diversity, beta diversity, and similarity. Ecology, 100(12),
e02852.
Chao, A., Thorn, S., Chiu, C.-H., Moyes, F., Hu, K.-H., Chazdon,
R. L., Wu, J., Magnago, L. F. S., Dornelas, M., Zelený, D., Colwell, R.
K., and Magurran, A. E. (2023). Rarefaction and extrapolation with beta
diversity under a framework of Hill numbers: the iNEXT.beta3D
standardization. Ecological Monographs e1588.