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Last data update: 2014.03.03

R: Plot empirical operating characteristic

EmpiricalOpCharac

R Documentation

Plot empirical operating characteristic

Description

Plot emprirical operating characteristics (operating points connected by straight lines) for specified trts and rdrs in the dataset.

Usage

EmpiricalOpCharac(dataset, trts, rdrs, lgdPos, opChType = "ROC")

Arguments

`dataset`	Dataset to be used for plotting.
`trts`	List or vector: indices of modalities to be plotted. See "Details".
`rdrs`	List or vector. indices of readers to be plotted. See "Details".
`lgdPos`	The positioning of the legend: `"right"`(the default), `"left"`, `"top"` or `"bottom"`.
`opChType`	Type of operating characteristic to be plotted. Available choices are `"ROC"`(the default), `"AFROC"` and `"FROC"`.

Details

Note that trts and rdrs are the vectors or list of indices not IDs. For example, if the ID of the first reader is "0". The corresponding value in trts should be 1 not 0.

If both of trts and rdrs are vectors, all possible combinations will be plotted.

If both of trts and rdrs are lists, they must have same length. Only the combination of modality and reader at same position will be plotted. If some elements of the lists are vectors, the averaged operating characteristic over them will be plotted. See "Examples".

Value

A ggplot2 object of the plotted operating characteristics and a data frame containing the points of the operating characteristics are returned. Following are the returned objects of "ROC" operating characteristics.

`ROCPlot`	ggplot2 object: Use `print` function to display the saved object.
`ROCPoints`	Data frame with four columns: abscissa, ordinate, class (coding modality and reader) and type, which can be "individual" or "averaged".

Examples

plotM <- c(1:2)
plotR <- c(1:3)
EmpiricalOpCharac(dataset = rocData, trts = plotM, rdrs = plotR,
                  lgdPos = "bottom", opChType = "ROC")
## Above is the example of plotting individual ROC operating characteristics of modalities
## 1 and 2 and readers 1 to 3. Six operating characteristics will be plotted, which are
## operating characteristics of reader 1 modality 1, reader 1 modality 2, reader 2 modality
## 1, reader 2 modality 2, reader 3 modality 1 and reader 3 modality 2.

plotM <- list(1, 2, c(1:2))
plotR <- list(2, c(2:3), c(1:3))
EmpiricalOpCharac(dataset = rocData, trts = plotM, rdrs = plotR,
                  lgdPos = "bottom", opChType = "ROC")
EmpiricalOpCharac(dataset = frocData, trts = plotM, rdrs = plotR,
                  lgdPos = "bottom", opChType = "AFROC")
EmpiricalOpCharac(dataset = frocData, trts = plotM, rdrs = plotR,
                  lgdPos = "bottom", opChType = "FROC")
## Above is the example of plotting three ROC, AFROC and FROC operating characteristics.
## They are the individual operating characteristic of modality 1 reader 2, the
## averaged operating characteristic of modality 2 and reader 2 and 3 and the averaged
## operating characteristic of modality 1 and 2 and reader 1 to 3.

Results


R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> library(RJafroc)
Loading required package: tools
Loading required package: xlsx
Loading required package: rJava
Loading required package: xlsxjars
Loading required package: ggplot2
Loading required package: stringr
Loading required package: shiny
> png(filename="/home/ddbj/snapshot/RGM3/R_CC/result/RJafroc/EmpiricalOpCharac.Rd_%03d_medium.png", width=480, height=480)
> ### Name: EmpiricalOpCharac
> ### Title: Plot empirical operating characteristic
> ### Aliases: EmpiricalOpCharac
> 
> ### ** Examples
> 
> plotM <- c(1:2)
> plotR <- c(1:3)
> EmpiricalOpCharac(dataset = rocData, trts = plotM, rdrs = plotR,
+                   lgdPos = "bottom", opChType = "ROC")
$ROCPlot

$ROCPoints
          FPF       TPF    class       type
1  0.00000000 0.0000000 M-0\nR-0 individual
2  0.01449275 0.6222222 M-0\nR-0 individual
3  0.04347826 0.8444444 M-0\nR-0 individual
4  0.18840580 0.8888889 M-0\nR-0 individual
5  0.31884058 0.9111111 M-0\nR-0 individual
6  1.00000000 1.0000000 M-0\nR-0 individual
7  0.00000000 0.0000000 M-0\nR-1 individual
8  0.01449275 0.5555556 M-0\nR-1 individual
9  0.04347826 0.6888889 M-0\nR-1 individual
10 0.13043478 0.7777778 M-0\nR-1 individual
11 1.00000000 1.0000000 M-0\nR-1 individual
12 0.00000000 0.0000000 M-0\nR-2 individual
13 0.02898551 0.7555556 M-0\nR-2 individual
14 0.11594203 0.8000000 M-0\nR-2 individual
15 0.18840580 0.8222222 M-0\nR-2 individual
16 0.69565217 1.0000000 M-0\nR-2 individual
17 1.00000000 1.0000000 M-0\nR-2 individual
18 0.00000000 0.0000000 M-1\nR-0 individual
19 0.00000000 0.7333333 M-1\nR-0 individual
20 0.10144928 0.8444444 M-1\nR-0 individual
21 0.31884058 0.9777778 M-1\nR-0 individual
22 0.66666667 0.9777778 M-1\nR-0 individual
23 1.00000000 1.0000000 M-1\nR-0 individual
24 0.00000000 0.0000000 M-1\nR-1 individual
25 0.00000000 0.6000000 M-1\nR-1 individual
26 0.00000000 0.7333333 M-1\nR-1 individual
27 0.10144928 0.8222222 M-1\nR-1 individual
28 0.91304348 1.0000000 M-1\nR-1 individual
29 1.00000000 1.0000000 M-1\nR-1 individual
30 0.00000000 0.0000000 M-1\nR-2 individual
31 0.01449275 0.7111111 M-1\nR-2 individual
32 0.07246377 0.8000000 M-1\nR-2 individual
33 0.18840580 0.9111111 M-1\nR-2 individual
34 0.63768116 0.9555556 M-1\nR-2 individual
35 1.00000000 1.0000000 M-1\nR-2 individual

> ## Above is the example of plotting individual ROC operating characteristics of modalities
> ## 1 and 2 and readers 1 to 3. Six operating characteristics will be plotted, which are
> ## operating characteristics of reader 1 modality 1, reader 1 modality 2, reader 2 modality
> ## 1, reader 2 modality 2, reader 3 modality 1 and reader 3 modality 2.
> 
> plotM <- list(1, 2, c(1:2))
> plotR <- list(2, c(2:3), c(1:3))
> EmpiricalOpCharac(dataset = rocData, trts = plotM, rdrs = plotR,
+                   lgdPos = "bottom", opChType = "ROC")
$ROCPlot

$ROCPoints
           FPF       TPF          class       type
1   0.00000000 0.0000000       M-0\nR-1 individual
2   0.01449275 0.5555556       M-0\nR-1 individual
3   0.04347826 0.6888889       M-0\nR-1 individual
4   0.13043478 0.7777778       M-0\nR-1 individual
5   1.00000000 1.0000000       M-0\nR-1 individual
6   0.00000000 0.0000000     M-1\nR-1 2   averaged
7   0.00500000 0.5444444     M-1\nR-1 2   averaged
8   0.01000000 0.7245614     M-1\nR-1 2   averaged
9   0.01500000 0.7269006     M-1\nR-1 2   averaged
10  0.02000000 0.7332802     M-1\nR-1 2   averaged
11  0.02500000 0.7396598     M-1\nR-1 2   averaged
12  0.03000000 0.7460393     M-1\nR-1 2   averaged
13  0.03500000 0.7524189     M-1\nR-1 2   averaged
14  0.04000000 0.7587985     M-1\nR-1 2   averaged
15  0.04500000 0.7651781     M-1\nR-1 2   averaged
16  0.05000000 0.7715577     M-1\nR-1 2   averaged
17  0.05500000 0.7779373     M-1\nR-1 2   averaged
18  0.06000000 0.7843169     M-1\nR-1 2   averaged
19  0.06500000 0.7906964     M-1\nR-1 2   averaged
20  0.07000000 0.7970760     M-1\nR-1 2   averaged
21  0.07500000 0.7994152     M-1\nR-1 2   averaged
22  0.08000000 0.8042796     M-1\nR-1 2   averaged
23  0.08500000 0.8091441     M-1\nR-1 2   averaged
24  0.09000000 0.8140085     M-1\nR-1 2   averaged
25  0.09500000 0.8188729     M-1\nR-1 2   averaged
26  0.10000000 0.8237374     M-1\nR-1 2   averaged
27  0.10500000 0.8262626     M-1\nR-1 2   averaged
28  0.11000000 0.8293400     M-1\nR-1 2   averaged
29  0.11500000 0.8324173     M-1\nR-1 2   averaged
30  0.12000000 0.8354947     M-1\nR-1 2   averaged
31  0.12500000 0.8385721     M-1\nR-1 2   averaged
32  0.13000000 0.8416494     M-1\nR-1 2   averaged
33  0.13500000 0.8447268     M-1\nR-1 2   averaged
34  0.14000000 0.8478041     M-1\nR-1 2   averaged
35  0.14500000 0.8508815     M-1\nR-1 2   averaged
36  0.15000000 0.8539588     M-1\nR-1 2   averaged
37  0.15500000 0.8570362     M-1\nR-1 2   averaged
38  0.16000000 0.8601136     M-1\nR-1 2   averaged
39  0.16500000 0.8631909     M-1\nR-1 2   averaged
40  0.17000000 0.8662683     M-1\nR-1 2   averaged
41  0.17500000 0.8693456     M-1\nR-1 2   averaged
42  0.18000000 0.8724230     M-1\nR-1 2   averaged
43  0.18500000 0.8755003     M-1\nR-1 2   averaged
44  0.19000000 0.8760524     M-1\nR-1 2   averaged
45  0.19500000 0.8768542     M-1\nR-1 2   averaged
46  0.20000000 0.8776560     M-1\nR-1 2   averaged
47  0.20500000 0.8784578     M-1\nR-1 2   averaged
48  0.21000000 0.8792596     M-1\nR-1 2   averaged
49  0.21500000 0.8800614     M-1\nR-1 2   averaged
50  0.22000000 0.8808632     M-1\nR-1 2   averaged
51  0.22500000 0.8816650     M-1\nR-1 2   averaged
52  0.23000000 0.8824668     M-1\nR-1 2   averaged
53  0.23500000 0.8832686     M-1\nR-1 2   averaged
54  0.24000000 0.8840704     M-1\nR-1 2   averaged
55  0.24500000 0.8848722     M-1\nR-1 2   averaged
56  0.25000000 0.8856740     M-1\nR-1 2   averaged
57  0.25500000 0.8864758     M-1\nR-1 2   averaged
58  0.26000000 0.8872775     M-1\nR-1 2   averaged
59  0.26500000 0.8880793     M-1\nR-1 2   averaged
60  0.27000000 0.8888811     M-1\nR-1 2   averaged
61  0.27500000 0.8896829     M-1\nR-1 2   averaged
62  0.28000000 0.8904847     M-1\nR-1 2   averaged
63  0.28500000 0.8912865     M-1\nR-1 2   averaged
64  0.29000000 0.8920883     M-1\nR-1 2   averaged
65  0.29500000 0.8928901     M-1\nR-1 2   averaged
66  0.30000000 0.8936919     M-1\nR-1 2   averaged
67  0.30500000 0.8944937     M-1\nR-1 2   averaged
68  0.31000000 0.8952955     M-1\nR-1 2   averaged
69  0.31500000 0.8960973     M-1\nR-1 2   averaged
70  0.32000000 0.8968991     M-1\nR-1 2   averaged
71  0.32500000 0.8977009     M-1\nR-1 2   averaged
72  0.33000000 0.8985026     M-1\nR-1 2   averaged
73  0.33500000 0.8993044     M-1\nR-1 2   averaged
74  0.34000000 0.9001062     M-1\nR-1 2   averaged
75  0.34500000 0.9009080     M-1\nR-1 2   averaged
76  0.35000000 0.9017098     M-1\nR-1 2   averaged
77  0.35500000 0.9025116     M-1\nR-1 2   averaged
78  0.36000000 0.9033134     M-1\nR-1 2   averaged
79  0.36500000 0.9041152     M-1\nR-1 2   averaged
80  0.37000000 0.9049170     M-1\nR-1 2   averaged
81  0.37500000 0.9057188     M-1\nR-1 2   averaged
82  0.38000000 0.9065206     M-1\nR-1 2   averaged
83  0.38500000 0.9073224     M-1\nR-1 2   averaged
84  0.39000000 0.9081242     M-1\nR-1 2   averaged
85  0.39500000 0.9089260     M-1\nR-1 2   averaged
86  0.40000000 0.9097277     M-1\nR-1 2   averaged
87  0.40500000 0.9105295     M-1\nR-1 2   averaged
88  0.41000000 0.9113313     M-1\nR-1 2   averaged
89  0.41500000 0.9121331     M-1\nR-1 2   averaged
90  0.42000000 0.9129349     M-1\nR-1 2   averaged
91  0.42500000 0.9137367     M-1\nR-1 2   averaged
92  0.43000000 0.9145385     M-1\nR-1 2   averaged
93  0.43500000 0.9153403     M-1\nR-1 2   averaged
94  0.44000000 0.9161421     M-1\nR-1 2   averaged
95  0.44500000 0.9169439     M-1\nR-1 2   averaged
96  0.45000000 0.9177457     M-1\nR-1 2   averaged
97  0.45500000 0.9185475     M-1\nR-1 2   averaged
98  0.46000000 0.9193493     M-1\nR-1 2   averaged
99  0.46500000 0.9201511     M-1\nR-1 2   averaged
100 0.47000000 0.9209528     M-1\nR-1 2   averaged
101 0.47500000 0.9217546     M-1\nR-1 2   averaged
102 0.48000000 0.9225564     M-1\nR-1 2   averaged
103 0.48500000 0.9233582     M-1\nR-1 2   averaged
104 0.49000000 0.9241600     M-1\nR-1 2   averaged
105 0.49500000 0.9249618     M-1\nR-1 2   averaged
106 0.50000000 0.9257636     M-1\nR-1 2   averaged
107 0.50500000 0.9265654     M-1\nR-1 2   averaged
108 0.51000000 0.9273672     M-1\nR-1 2   averaged
109 0.51500000 0.9281690     M-1\nR-1 2   averaged
110 0.52000000 0.9289708     M-1\nR-1 2   averaged
111 0.52500000 0.9297726     M-1\nR-1 2   averaged
112 0.53000000 0.9305744     M-1\nR-1 2   averaged
113 0.53500000 0.9313762     M-1\nR-1 2   averaged
114 0.54000000 0.9321779     M-1\nR-1 2   averaged
115 0.54500000 0.9329797     M-1\nR-1 2   averaged
116 0.55000000 0.9337815     M-1\nR-1 2   averaged
117 0.55500000 0.9345833     M-1\nR-1 2   averaged
118 0.56000000 0.9353851     M-1\nR-1 2   averaged
119 0.56500000 0.9361869     M-1\nR-1 2   averaged
120 0.57000000 0.9369887     M-1\nR-1 2   averaged
121 0.57500000 0.9377905     M-1\nR-1 2   averaged
122 0.58000000 0.9385923     M-1\nR-1 2   averaged
123 0.58500000 0.9393941     M-1\nR-1 2   averaged
124 0.59000000 0.9401959     M-1\nR-1 2   averaged
125 0.59500000 0.9409977     M-1\nR-1 2   averaged
126 0.60000000 0.9417995     M-1\nR-1 2   averaged
127 0.60500000 0.9426013     M-1\nR-1 2   averaged
128 0.61000000 0.9434030     M-1\nR-1 2   averaged
129 0.61500000 0.9442048     M-1\nR-1 2   averaged
130 0.62000000 0.9450066     M-1\nR-1 2   averaged
131 0.62500000 0.9458084     M-1\nR-1 2   averaged
132 0.63000000 0.9466102     M-1\nR-1 2   averaged
133 0.63500000 0.9474120     M-1\nR-1 2   averaged
134 0.64000000 0.9479641     M-1\nR-1 2   averaged
135 0.64500000 0.9488292     M-1\nR-1 2   averaged
136 0.65000000 0.9496943     M-1\nR-1 2   averaged
137 0.65500000 0.9505594     M-1\nR-1 2   averaged
138 0.66000000 0.9514245     M-1\nR-1 2   averaged
139 0.66500000 0.9522896     M-1\nR-1 2   averaged
140 0.67000000 0.9531547     M-1\nR-1 2   averaged
141 0.67500000 0.9540198     M-1\nR-1 2   averaged
142 0.68000000 0.9548849     M-1\nR-1 2   averaged
143 0.68500000 0.9557500     M-1\nR-1 2   averaged
144 0.69000000 0.9566151     M-1\nR-1 2   averaged
145 0.69500000 0.9574801     M-1\nR-1 2   averaged
146 0.70000000 0.9583452     M-1\nR-1 2   averaged
147 0.70500000 0.9592103     M-1\nR-1 2   averaged
148 0.71000000 0.9600754     M-1\nR-1 2   averaged
149 0.71500000 0.9609405     M-1\nR-1 2   averaged
150 0.72000000 0.9618056     M-1\nR-1 2   averaged
151 0.72500000 0.9626707     M-1\nR-1 2   averaged
152 0.73000000 0.9635358     M-1\nR-1 2   averaged
153 0.73500000 0.9644009     M-1\nR-1 2   averaged
154 0.74000000 0.9652660     M-1\nR-1 2   averaged
155 0.74500000 0.9661311     M-1\nR-1 2   averaged
156 0.75000000 0.9669962     M-1\nR-1 2   averaged
157 0.75500000 0.9678613     M-1\nR-1 2   averaged
158 0.76000000 0.9687264     M-1\nR-1 2   averaged
159 0.76500000 0.9695915     M-1\nR-1 2   averaged
160 0.77000000 0.9704566     M-1\nR-1 2   averaged
161 0.77500000 0.9713216     M-1\nR-1 2   averaged
162 0.78000000 0.9721867     M-1\nR-1 2   averaged
163 0.78500000 0.9730518     M-1\nR-1 2   averaged
164 0.79000000 0.9739169     M-1\nR-1 2   averaged
165 0.79500000 0.9747820     M-1\nR-1 2   averaged
166 0.80000000 0.9756471     M-1\nR-1 2   averaged
167 0.80500000 0.9765122     M-1\nR-1 2   averaged
168 0.81000000 0.9773773     M-1\nR-1 2   averaged
169 0.81500000 0.9782424     M-1\nR-1 2   averaged
170 0.82000000 0.9791075     M-1\nR-1 2   averaged
171 0.82500000 0.9799726     M-1\nR-1 2   averaged
172 0.83000000 0.9808377     M-1\nR-1 2   averaged
173 0.83500000 0.9817028     M-1\nR-1 2   averaged
174 0.84000000 0.9825679     M-1\nR-1 2   averaged
175 0.84500000 0.9834330     M-1\nR-1 2   averaged
176 0.85000000 0.9842981     M-1\nR-1 2   averaged
177 0.85500000 0.9851632     M-1\nR-1 2   averaged
178 0.86000000 0.9860282     M-1\nR-1 2   averaged
179 0.86500000 0.9868933     M-1\nR-1 2   averaged
180 0.87000000 0.9877584     M-1\nR-1 2   averaged
181 0.87500000 0.9886235     M-1\nR-1 2   averaged
182 0.88000000 0.9894886     M-1\nR-1 2   averaged
183 0.88500000 0.9903537     M-1\nR-1 2   averaged
184 0.89000000 0.9912188     M-1\nR-1 2   averaged
185 0.89500000 0.9920839     M-1\nR-1 2   averaged
186 0.90000000 0.9929490     M-1\nR-1 2   averaged
187 0.90500000 0.9938141     M-1\nR-1 2   averaged
188 0.91000000 0.9946792     M-1\nR-1 2   averaged
189 0.91500000 0.9949922     M-1\nR-1 2   averaged
190 0.92000000 0.9953052     M-1\nR-1 2   averaged
191 0.92500000 0.9956182     M-1\nR-1 2   averaged
192 0.93000000 0.9959311     M-1\nR-1 2   averaged
193 0.93500000 0.9962441     M-1\nR-1 2   averaged
194 0.94000000 0.9965571     M-1\nR-1 2   averaged
195 0.94500000 0.9968701     M-1\nR-1 2   averaged
196 0.95000000 0.9971831     M-1\nR-1 2   averaged
197 0.95500000 0.9974961     M-1\nR-1 2   averaged
198 0.96000000 0.9978091     M-1\nR-1 2   averaged
199 0.96500000 0.9981221     M-1\nR-1 2   averaged
200 0.97000000 0.9984351     M-1\nR-1 2   averaged
201 0.97500000 0.9987480     M-1\nR-1 2   averaged
202 0.98000000 0.9990610     M-1\nR-1 2   averaged
203 0.98500000 0.9993740     M-1\nR-1 2   averaged
204 0.99000000 0.9996870     M-1\nR-1 2   averaged
205 0.99500000 1.0000000     M-1\nR-1 2   averaged
206 1.00000000 1.0000000     M-1\nR-1 2   averaged
207 0.00000000 0.0000000 M-0 1\nR-0 1 2   averaged
208 0.00500000 0.4270370 M-0 1\nR-0 1 2   averaged
209 0.01000000 0.6113840 M-0 1\nR-0 1 2   averaged
210 0.01500000 0.6383236 M-0 1\nR-0 1 2   averaged
211 0.02000000 0.6784618 M-0 1\nR-0 1 2   averaged
212 0.02500000 0.7186000 M-0 1\nR-0 1 2   averaged
213 0.03000000 0.7335531 M-0 1\nR-0 1 2   averaged
214 0.03500000 0.7489418 M-0 1\nR-0 1 2   averaged
215 0.04000000 0.7643306 M-0 1\nR-0 1 2   averaged
216 0.04500000 0.7678675 M-0 1\nR-0 1 2   averaged
217 0.05000000 0.7725405 M-0 1\nR-0 1 2   averaged
218 0.05500000 0.7772134 M-0 1\nR-0 1 2   averaged
219 0.06000000 0.7818863 M-0 1\nR-0 1 2   averaged
220 0.06500000 0.7865592 M-0 1\nR-0 1 2   averaged
221 0.07000000 0.7912322 M-0 1\nR-0 1 2   averaged
222 0.07500000 0.7945583 M-0 1\nR-0 1 2   averaged
223 0.08000000 0.7987262 M-0 1\nR-0 1 2   averaged
224 0.08500000 0.8028940 M-0 1\nR-0 1 2   averaged
225 0.09000000 0.8070619 M-0 1\nR-0 1 2   averaged
226 0.09500000 0.8112298 M-0 1\nR-0 1 2   averaged
227 0.10000000 0.8153977 M-0 1\nR-0 1 2   averaged
228 0.10500000 0.8178112 M-0 1\nR-0 1 2   averaged
229 0.11000000 0.8209378 M-0 1\nR-0 1 2   averaged
230 0.11500000 0.8240644 M-0 1\nR-0 1 2   averaged
231 0.12000000 0.8267553 M-0 1\nR-0 1 2   averaged
232 0.12500000 0.8297311 M-0 1\nR-0 1 2   averaged
233 0.13000000 0.8327069 M-0 1\nR-0 1 2   averaged
234 0.13500000 0.8348112 M-0 1\nR-0 1 2   averaged
235 0.14000000 0.8371309 M-0 1\nR-0 1 2   averaged
236 0.14500000 0.8394506 M-0 1\nR-0 1 2   averaged
237 0.15000000 0.8417702 M-0 1\nR-0 1 2   averaged
238 0.15500000 0.8440899 M-0 1\nR-0 1 2   averaged
239 0.16000000 0.8464096 M-0 1\nR-0 1 2   averaged
240 0.16500000 0.8487293 M-0 1\nR-0 1 2   averaged
241 0.17000000 0.8510489 M-0 1\nR-0 1 2   averaged
242 0.17500000 0.8533686 M-0 1\nR-0 1 2   averaged
243 0.18000000 0.8556883 M-0 1\nR-0 1 2   averaged
244 0.18500000 0.8580079 M-0 1\nR-0 1 2   averaged
245 0.19000000 0.8589364 M-0 1\nR-0 1 2   averaged
246 0.19500000 0.8603896 M-0 1\nR-0 1 2   averaged
247 0.20000000 0.8618428 M-0 1\nR-0 1 2   averaged
248 0.20500000 0.8632960 M-0 1\nR-0 1 2   averaged
249 0.21000000 0.8647492 M-0 1\nR-0 1 2   averaged
250 0.21500000 0.8662024 M-0 1\nR-0 1 2   averaged
251 0.22000000 0.8676556 M-0 1\nR-0 1 2   averaged
252 0.22500000 0.8691088 M-0 1\nR-0 1 2   averaged
253 0.23000000 0.8705621 M-0 1\nR-0 1 2   averaged
254 0.23500000 0.8720153 M-0 1\nR-0 1 2   averaged
255 0.24000000 0.8734685 M-0 1\nR-0 1 2   averaged
256 0.24500000 0.8749217 M-0 1\nR-0 1 2   averaged
257 0.25000000 0.8763749 M-0 1\nR-0 1 2   averaged
258 0.25500000 0.8778281 M-0 1\nR-0 1 2   averaged
259 0.26000000 0.8792813 M-0 1\nR-0 1 2   averaged
260 0.26500000 0.8807345 M-0 1\nR-0 1 2   averaged
261 0.27000000 0.8821877 M-0 1\nR-0 1 2   averaged
262 0.27500000 0.8836409 M-0 1\nR-0 1 2   averaged
263 0.28000000 0.8850941 M-0 1\nR-0 1 2   averaged
264 0.28500000 0.8865473 M-0 1\nR-0 1 2   averaged
265 0.29000000 0.8880005 M-0 1\nR-0 1 2   averaged
266 0.29500000 0.8894537 M-0 1\nR-0 1 2   averaged
267 0.30000000 0.8909070 M-0 1\nR-0 1 2   averaged
268 0.30500000 0.8923602 M-0 1\nR-0 1 2   averaged
269 0.31000000 0.8938134 M-0 1\nR-0 1 2   averaged
270 0.31500000 0.8952666 M-0 1\nR-0 1 2   averaged
271 0.32000000 0.8960425 M-0 1\nR-0 1 2   averaged
272 0.32500000 0.8969282 M-0 1\nR-0 1 2   averaged
273 0.33000000 0.8978139 M-0 1\nR-0 1 2   averaged
274 0.33500000 0.8986996 M-0 1\nR-0 1 2   averaged
275 0.34000000 0.8995853 M-0 1\nR-0 1 2   averaged
276 0.34500000 0.9004710 M-0 1\nR-0 1 2   averaged
277 0.35000000 0.9013567 M-0 1\nR-0 1 2   averaged
278 0.35500000 0.9022424 M-0 1\nR-0 1 2   averaged
279 0.36000000 0.9031281 M-0 1\nR-0 1 2   averaged
280 0.36500000 0.9040138 M-0 1\nR-0 1 2   averaged
281 0.37000000 0.9048995 M-0 1\nR-0 1 2   averaged
282 0.37500000 0.9057852 M-0 1\nR-0 1 2   averaged
283 0.38000000 0.9066709 M-0 1\nR-0 1 2   averaged
284 0.38500000 0.9075566 M-0 1\nR-0 1 2   averaged
285 0.39000000 0.9084423 M-0 1\nR-0 1 2   averaged
286 0.39500000 0.9093280 M-0 1\nR-0 1 2   averaged
287 0.40000000 0.9102137 M-0 1\nR-0 1 2   averaged
288 0.40500000 0.9110994 M-0 1\nR-0 1 2   averaged
289 0.41000000 0.9119851 M-0 1\nR-0 1 2   averaged
290 0.41500000 0.9128708 M-0 1\nR-0 1 2   averaged
291 0.42000000 0.9137565 M-0 1\nR-0 1 2   averaged
292 0.42500000 0.9146422 M-0 1\nR-0 1 2   averaged
293 0.43000000 0.9155279 M-0 1\nR-0 1 2   averaged
294 0.43500000 0.9164136 M-0 1\nR-0 1 2   averaged
295 0.44000000 0.9172993 M-0 1\nR-0 1 2   averaged
296 0.44500000 0.9181850 M-0 1\nR-0 1 2   averaged
297 0.45000000 0.9190707 M-0 1\nR-0 1 2   averaged
298 0.45500000 0.9199564 M-0 1\nR-0 1 2   averaged
299 0.46000000 0.9208421 M-0 1\nR-0 1 2   averaged
300 0.46500000 0.9217278 M-0 1\nR-0 1 2   averaged
301 0.47000000 0.9226135 M-0 1\nR-0 1 2   averaged
302 0.47500000 0.9234992 M-0 1\nR-0 1 2   averaged
303 0.48000000 0.9243849 M-0 1\nR-0 1 2   averaged
304 0.48500000 0.9252706 M-0 1\nR-0 1 2   averaged
305 0.49000000 0.9261563 M-0 1\nR-0 1 2   averaged
306 0.49500000 0.9270420 M-0 1\nR-0 1 2   averaged
307 0.50000000 0.9279277 M-0 1\nR-0 1 2   averaged
308 0.50500000 0.9288134 M-0 1\nR-0 1 2   averaged
309 0.51000000 0.9296991 M-0 1\nR-0 1 2   averaged
310 0.51500000 0.9305848 M-0 1\nR-0 1 2   averaged
311 0.52000000 0.9314705 M-0 1\nR-0 1 2   averaged
312 0.52500000 0.9323561 M-0 1\nR-0 1 2   averaged
313 0.53000000 0.9332418 M-0 1\nR-0 1 2   averaged
314 0.53500000 0.9341275 M-0 1\nR-0 1 2   averaged
315 0.54000000 0.9350132 M-0 1\nR-0 1 2   averaged
316 0.54500000 0.9358989 M-0 1\nR-0 1 2   averaged
317 0.55000000 0.9367846 M-0 1\nR-0 1 2   averaged
318 0.55500000 0.9376703 M-0 1\nR-0 1 2   averaged
319 0.56000000 0.9385560 M-0 1\nR-0 1 2   averaged
320 0.56500000 0.9394417 M-0 1\nR-0 1 2   averaged
321 0.57000000 0.9403274 M-0 1\nR-0 1 2   averaged
322 0.57500000 0.9412131 M-0 1\nR-0 1 2   averaged
323 0.58000000 0.9420988 M-0 1\nR-0 1 2   averaged
324 0.58500000 0.9429845 M-0 1\nR-0 1 2   averaged
325 0.59000000 0.9438702 M-0 1\nR-0 1 2   averaged
326 0.59500000 0.9447559 M-0 1\nR-0 1 2   averaged
327 0.60000000 0.9456416 M-0 1\nR-0 1 2   averaged
328 0.60500000 0.9465273 M-0 1\nR-0 1 2   averaged
329 0.61000000 0.9474130 M-0 1\nR-0 1 2   averaged
330 0.61500000 0.9482987 M-0 1\nR-0 1 2   averaged
331 0.62000000 0.9491844 M-0 1\nR-0 1 2   averaged
332 0.62500000 0.9500701 M-0 1\nR-0 1 2   averaged
333 0.63000000 0.9509558 M-0 1\nR-0 1 2   averaged
334 0.63500000 0.9518415 M-0 1\nR-0 1 2   averaged
335 0.64000000 0.9526440 M-0 1\nR-0 1 2   averaged
336 0.64500000 0.9535508 M-0 1\nR-0 1 2   averaged
337 0.65000000 0.9544576 M-0 1\nR-0 1 2   averaged
338 0.65500000 0.9553644 M-0 1\nR-0 1 2   averaged
339 0.66000000 0.9562712 M-0 1\nR-0 1 2   averaged
340 0.66500000 0.9571780 M-0 1\nR-0 1 2   averaged
341 0.67000000 0.9580848 M-0 1\nR-0 1 2   averaged
342 0.67500000 0.9590485 M-0 1\nR-0 1 2   averaged
343 0.68000000 0.9600123 M-0 1\nR-0 1 2   averaged
344 0.68500000 0.9609761 M-0 1\nR-0 1 2   averaged
345 0.69000000 0.9619399 M-0 1\nR-0 1 2   averaged
346 0.69500000 0.9629037 M-0 1\nR-0 1 2   averaged
347 0.70000000 0.9635741 M-0 1\nR-0 1 2   averaged
348 0.70500000 0.9642445 M-0 1\nR-0 1 2   averaged
349 0.71000000 0.9649149 M-0 1\nR-0 1 2   averaged
350 0.71500000 0.9655853 M-0 1\nR-0 1 2   averaged
351 0.72000000 0.9662557 M-0 1\nR-0 1 2   averaged
352 0.72500000 0.9669261 M-0 1\nR-0 1 2   averaged
353 0.73000000 0.9675966 M-0 1\nR-0 1 2   averaged
354 0.73500000 0.9682670 M-0 1\nR-0 1 2   averaged
355 0.74000000 0.9689374 M-0 1\nR-0 1 2   averaged
356 0.74500000 0.9696078 M-0 1\nR-0 1 2   averaged
357 0.75000000 0.9702782 M-0 1\nR-0 1 2   averaged
358 0.75500000 0.9709486 M-0 1\nR-0 1 2   averaged
359 0.76000000 0.9716191 M-0 1\nR-0 1 2   averaged
360 0.76500000 0.9722895 M-0 1\nR-0 1 2   averaged
361 0.77000000 0.9729599 M-0 1\nR-0 1 2   averaged
362 0.77500000 0.9736303 M-0 1\nR-0 1 2   averaged
363 0.78000000 0.9743007 M-0 1\nR-0 1 2   averaged
364 0.78500000 0.9749711 M-0 1\nR-0 1 2   averaged
365 0.79000000 0.9756416 M-0 1\nR-0 1 2   averaged
366 0.79500000 0.9763120 M-0 1\nR-0 1 2   averaged
367 0.80000000 0.9769824 M-0 1\nR-0 1 2   averaged
368 0.80500000 0.9776528 M-0 1\nR-0 1 2   averaged
369 0.81000000 0.9783232 M-0 1\nR-0 1 2   averaged
370 0.81500000 0.9789936 M-0 1\nR-0 1 2   averaged
371 0.82000000 0.9796640 M-0 1\nR-0 1 2   averaged
372 0.82500000 0.9803345 M-0 1\nR-0 1 2   averaged
373 0.83000000 0.9810049 M-0 1\nR-0 1 2   averaged
374 0.83500000 0.9816753 M-0 1\nR-0 1 2   averaged
375 0.84000000 0.9823457 M-0 1\nR-0 1 2   averaged
376 0.84500000 0.9830161 M-0 1\nR-0 1 2   averaged
377 0.85000000 0.9836865 M-0 1\nR-0 1 2   averaged
378 0.85500000 0.9843570 M-0 1\nR-0 1 2   averaged
379 0.86000000 0.9850274 M-0 1\nR-0 1 2   averaged
380 0.86500000 0.9856978 M-0 1\nR-0 1 2   averaged
381 0.87000000 0.9863682 M-0 1\nR-0 1 2   averaged
382 0.87500000 0.9870386 M-0 1\nR-0 1 2   averaged
383 0.88000000 0.9877090 M-0 1\nR-0 1 2   averaged
384 0.88500000 0.9883794 M-0 1\nR-0 1 2   averaged
385 0.89000000 0.9890499 M-0 1\nR-0 1 2   averaged
386 0.89500000 0.9897203 M-0 1\nR-0 1 2   averaged
387 0.90000000 0.9903907 M-0 1\nR-0 1 2   averaged
388 0.90500000 0.9910611 M-0 1\nR-0 1 2   averaged
389 0.91000000 0.9917315 M-0 1\nR-0 1 2   averaged
390 0.91500000 0.9922179 M-0 1\nR-0 1 2   averaged
391 0.92000000 0.9927043 M-0 1\nR-0 1 2   averaged
392 0.92500000 0.9931907 M-0 1\nR-0 1 2   averaged
393 0.93000000 0.9936771 M-0 1\nR-0 1 2   averaged
394 0.93500000 0.9941634 M-0 1\nR-0 1 2   averaged
395 0.94000000 0.9946498 M-0 1\nR-0 1 2   averaged
396 0.94500000 0.9951362 M-0 1\nR-0 1 2   averaged
397 0.95000000 0.9956226 M-0 1\nR-0 1 2   averaged
398 0.95500000 0.9961090 M-0 1\nR-0 1 2   averaged
399 0.96000000 0.9965953 M-0 1\nR-0 1 2   averaged
400 0.96500000 0.9970817 M-0 1\nR-0 1 2   averaged
401 0.97000000 0.9975681 M-0 1\nR-0 1 2   averaged
402 0.97500000 0.9980545 M-0 1\nR-0 1 2   averaged
403 0.98000000 0.9985409 M-0 1\nR-0 1 2   averaged
404 0.98500000 0.9990272 M-0 1\nR-0 1 2   averaged
405 0.99000000 0.9995136 M-0 1\nR-0 1 2   averaged
406 0.99500000 1.0000000 M-0 1\nR-0 1 2   averaged
407 1.00000000 1.0000000 M-0 1\nR-0 1 2   averaged

> EmpiricalOpCharac(dataset = frocData, trts = plotM, rdrs = plotR,
+                   lgdPos = "bottom", opChType = "AFROC")
$AFROCPlot

$AFROCPoints
      FPF       LLF          class       type
1   0.000 0.0000000       M-4\nR-3 individual
2   0.000 0.1126761       M-4\nR-3 individual
3   0.010 0.3169014       M-4\nR-3 individual
4   0.010 0.5563380       M-4\nR-3 individual
5   0.060 0.5633803       M-4\nR-3 individual
6   0.250 0.5633803       M-4\nR-3 individual
7   1.000 1.0000000       M-4\nR-3 individual
8   0.000 0.0000000     M-5\nR-3 4   averaged
9   0.005 0.1197183     M-5\nR-3 4   averaged
10  0.010 0.2112676     M-5\nR-3 4   averaged
11  0.015 0.2429577     M-5\nR-3 4   averaged
12  0.020 0.2796999     M-5\nR-3 4   averaged
13  0.025 0.2847520     M-5\nR-3 4   averaged
14  0.030 0.3067055     M-5\nR-3 4   averaged
15  0.035 0.3286589     M-5\nR-3 4   averaged
16  0.040 0.3506124     M-5\nR-3 4   averaged
17  0.045 0.3725658     M-5\nR-3 4   averaged
18  0.050 0.3945193     M-5\nR-3 4   averaged
19  0.055 0.3995713     M-5\nR-3 4   averaged
20  0.060 0.4046234     M-5\nR-3 4   averaged
21  0.065 0.4096754     M-5\nR-3 4   averaged
22  0.070 0.4147275     M-5\nR-3 4   averaged
23  0.075 0.4197795     M-5\nR-3 4   averaged
24  0.080 0.4248316     M-5\nR-3 4   averaged
25  0.085 0.4298836     M-5\nR-3 4   averaged
26  0.090 0.4349357     M-5\nR-3 4   averaged
27  0.095 0.4399878     M-5\nR-3 4   averaged
28  0.100 0.4450398     M-5\nR-3 4   averaged
29  0.105 0.4500919     M-5\nR-3 4   averaged
30  0.110 0.4551439     M-5\nR-3 4   averaged
31  0.115 0.4601960     M-5\nR-3 4   averaged
32  0.120 0.4652480     M-5\nR-3 4   averaged
33  0.125 0.4703001     M-5\nR-3 4   averaged
34  0.130 0.4753521     M-5\nR-3 4   averaged
35  0.135 0.4753521     M-5\nR-3 4   averaged
36  0.140 0.4761472     M-5\nR-3 4   averaged
37  0.145 0.4769423     M-5\nR-3 4   averaged
38  0.150 0.4777374     M-5\nR-3 4   averaged
39  0.155 0.4785325     M-5\nR-3 4   averaged
40  0.160 0.4793276     M-5\nR-3 4   averaged
41  0.165 0.4801227     M-5\nR-3 4   averaged
42  0.170 0.4809178     M-5\nR-3 4   averaged
43  0.175 0.4817129     M-5\nR-3 4   averaged
44  0.180 0.4825080     M-5\nR-3 4   averaged
45  0.185 0.4833030     M-5\nR-3 4   averaged
46  0.190 0.4840981     M-5\nR-3 4   averaged
47  0.195 0.4848932     M-5\nR-3 4   averaged
48  0.200 0.4856883     M-5\nR-3 4   averaged
49  0.205 0.4864834     M-5\nR-3 4   averaged
50  0.210 0.4872785     M-5\nR-3 4   averaged
51  0.215 0.4880736     M-5\nR-3 4   averaged
52  0.220 0.4888687     M-5\nR-3 4   averaged
53  0.225 0.4896638     M-5\nR-3 4   averaged
54  0.230 0.4904589     M-5\nR-3 4   averaged
55  0.235 0.4912540     M-5\nR-3 4   averaged
56  0.240 0.4920491     M-5\nR-3 4   averaged
57  0.245 0.4928442     M-5\nR-3 4   averaged
58  0.250 0.4953763     M-5\nR-3 4   averaged
59  0.255 0.4979085     M-5\nR-3 4   averaged
60  0.260 0.5004407     M-5\nR-3 4   averaged
61  0.265 0.5029729     M-5\nR-3 4   averaged
62  0.270 0.5055051     M-5\nR-3 4   averaged
63  0.275 0.5080373     M-5\nR-3 4   averaged
64  0.280 0.5105694     M-5\nR-3 4   averaged
65  0.285 0.5131016     M-5\nR-3 4   averaged
66  0.290 0.5156338     M-5\nR-3 4   averaged
67  0.295 0.5173709     M-5\nR-3 4   averaged
68  0.300 0.5215172     M-5\nR-3 4   averaged
69  0.305 0.5256635     M-5\nR-3 4   averaged
70  0.310 0.5298097     M-5\nR-3 4   averaged
71  0.315 0.5339560     M-5\nR-3 4   averaged
72  0.320 0.5381023     M-5\nR-3 4   averaged
73  0.325 0.5422486     M-5\nR-3 4   averaged
74  0.330 0.5463949     M-5\nR-3 4   averaged
75  0.335 0.5505411     M-5\nR-3 4   averaged
76  0.340 0.5546874     M-5\nR-3 4   averaged
77  0.345 0.5588337     M-5\nR-3 4   averaged
78  0.350 0.5629800     M-5\nR-3 4   averaged
79  0.355 0.5671263     M-5\nR-3 4   averaged
80  0.360 0.5712725     M-5\nR-3 4   averaged
81  0.365 0.5754188     M-5\nR-3 4   averaged
82  0.370 0.5795651     M-5\nR-3 4   averaged
83  0.375 0.5837114     M-5\nR-3 4   averaged
84  0.380 0.5878577     M-5\nR-3 4   averaged
85  0.385 0.5920040     M-5\nR-3 4   averaged
86  0.390 0.5961502     M-5\nR-3 4   averaged
87  0.395 0.5978873     M-5\nR-3 4   averaged
88  0.400 0.6000387     M-5\nR-3 4   averaged
89  0.405 0.6021900     M-5\nR-3 4   averaged
90  0.410 0.6043413     M-5\nR-3 4   averaged
91  0.415 0.6064927     M-5\nR-3 4   averaged
92  0.420 0.6086440     M-5\nR-3 4   averaged
93  0.425 0.6107954     M-5\nR-3 4   averaged
94  0.430 0.6129467     M-5\nR-3 4   averaged
95  0.435 0.6150980     M-5\nR-3 4   averaged
96  0.440 0.6172494     M-5\nR-3 4   averaged
97  0.445 0.6194007     M-5\nR-3 4   averaged
98  0.450 0.6215521     M-5\nR-3 4   averaged
99  0.455 0.6237034     M-5\nR-3 4   averaged
100 0.460 0.6258547     M-5\nR-3 4   averaged
101 0.465 0.6280061     M-5\nR-3 4   averaged
102 0.470 0.6301574     M-5\nR-3 4   averaged
103 0.475 0.6323088     M-5\nR-3 4   averaged
104 0.480 0.6344601     M-5\nR-3 4   averaged
105 0.485 0.6361972     M-5\nR-3 4   averaged
106 0.490 0.6397639     M-5\nR-3 4   averaged
107 0.495 0.6433306     M-5\nR-3 4   averaged
108 0.500 0.6468973     M-5\nR-3 4   averaged
109 0.505 0.6504640     M-5\nR-3 4   averaged
110 0.510 0.6540307     M-5\nR-3 4   averaged
111 0.515 0.6575973     M-5\nR-3 4   averaged
112 0.520 0.6611640     M-5\nR-3 4   averaged
113 0.525 0.6647307     M-5\nR-3 4   averaged
114 0.530 0.6682974     M-5\nR-3 4   averaged
115 0.535 0.6718641     M-5\nR-3 4   averaged
116 0.540 0.6754308     M-5\nR-3 4   averaged
117 0.545 0.6789975     M-5\nR-3 4   averaged
118 0.550 0.6825642     M-5\nR-3 4   averaged
119 0.555 0.6861309     M-5\nR-3 4   averaged
120 0.560 0.6896976     M-5\nR-3 4   averaged