Build a subset connectivity report (preferred alias)
Source:R/api-reports.R
subset_connectivity_report.RdBuild a subset connectivity report (preferred alias)
Usage
subset_connectivity_report(
fit,
diagnostics = NULL,
top_n_subsets = NULL,
min_observations = 0
)Arguments
- fit
Output from
fit_mfrm().- diagnostics
Optional output from
diagnose_mfrm().- top_n_subsets
Optional maximum number of subset rows to keep.
- min_observations
Minimum observations required to keep a subset row.
Details
summary(out) is supported through summary().
plot(out) is dispatched through plot() for class
mfrm_subset_connectivity (type = "subset_observations",
"facet_levels", or "linking_matrix" / "coverage_matrix" /
"design_matrix" / "network"). The network route returns reusable node
and edge tables with draw = FALSE; drawing uses igraph when available.
Interpreting output
summary: number and size of connected subsets.subset table: whether data are fragmented into disconnected components.
facet-level columns: where connectivity bottlenecks occur.
Typical workflow
Run
subset_connectivity_report(fit).Confirm near-single-subset structure when possible.
Use results to justify linking/anchoring strategy.
Examples
# \donttest{
toy <- load_mfrmr_data("example_core")
fit <- fit_mfrm(toy, "Person", c("Rater", "Criterion"), "Score", method = "JML", maxit = 30)
#> Warning: Optimization convergence review did not produce an inference-ready numerical solution (code = 1, status = iteration_limit). Optimizer reached the iteration limit before the terminal gradient became small enough for review-only acceptance. Inspect the model specification, data support, and starting values. Do not interpret estimates until the review is resolved.
out <- subset_connectivity_report(fit)
summary(out)
#> mfrmr Subset Connectivity Summary
#> Class: mfrm_subset_connectivity
#> Components: 5
#>
#> Subset overview
#> Subset Criterion Rater Observations ObservationPercent
#> 1 4 4 768 100
#>
#> Subset/node rows: listing
#> Subset Facet LevelsN
#> 1 Criterion 4
#> 1 Person 48
#> 1 Rater 4
#> Levels
#> Accuracy, Content, Language, Organization
#> P001, P002, P003, P004, P005, P006, P007, P008, P009, P010, P011, P012, P013, P014, P015, P016, P017, P018, P019, P020, P021, P022, P023, P024, P025, P026, P027, P028, P029, P030, P031, P032, P033, P034, P035, P036, P037, P038, P039, P040, P041, P042, P043, P044, P045, P046, P047, P048
#> R01, R02, R03, R04
#> Observations ObservationPercent Ruler
#> 768 100 [====================]
#> 768 100 [====================]
#> 768 100 [====================]
#>
#> Settings
#> Setting Value
#> top_n_subsets NA
#> min_observations 0
#> is_disjoint FALSE
#>
#> Notes
#> - Legacy-compatible Table 6 subset/connectivity report with subset and node
#> listings.
#> - Person identifiers are suppressed in this summary. Use `include_person =
#> TRUE` only under appropriate privacy controls.
p_sub <- plot(out, draw = FALSE)
p_design <- plot(out, type = "design_matrix", draw = FALSE)
p_net <- plot(out, type = "network", draw = FALSE)
p_sub$data$plot
#> [1] "subset_observations"
p_design$data$plot
#> [1] "coverage_matrix"
p_net$data$edges
#> Subset From To FromFacet FromLevel ToFacet
#> 1 1 Criterion:Accuracy Rater:R01 Criterion Accuracy Rater
#> 2 1 Criterion:Accuracy Rater:R02 Criterion Accuracy Rater
#> 3 1 Criterion:Accuracy Rater:R03 Criterion Accuracy Rater
#> 4 1 Criterion:Accuracy Rater:R04 Criterion Accuracy Rater
#> 5 1 Criterion:Content Rater:R01 Criterion Content Rater
#> 6 1 Criterion:Content Rater:R02 Criterion Content Rater
#> 7 1 Criterion:Content Rater:R03 Criterion Content Rater
#> 8 1 Criterion:Content Rater:R04 Criterion Content Rater
#> 9 1 Criterion:Language Rater:R01 Criterion Language Rater
#> 10 1 Criterion:Language Rater:R02 Criterion Language Rater
#> 11 1 Criterion:Language Rater:R03 Criterion Language Rater
#> 12 1 Criterion:Language Rater:R04 Criterion Language Rater
#> 13 1 Criterion:Organization Rater:R01 Criterion Organization Rater
#> 14 1 Criterion:Organization Rater:R02 Criterion Organization Rater
#> 15 1 Criterion:Organization Rater:R03 Criterion Organization Rater
#> 16 1 Criterion:Organization Rater:R04 Criterion Organization Rater
#> 17 1 Criterion:Accuracy Person:P001 Criterion Accuracy Person
#> 18 1 Criterion:Accuracy Person:P002 Criterion Accuracy Person
#> 19 1 Criterion:Accuracy Person:P003 Criterion Accuracy Person
#> 20 1 Criterion:Accuracy Person:P004 Criterion Accuracy Person
#> 21 1 Criterion:Accuracy Person:P005 Criterion Accuracy Person
#> 22 1 Criterion:Accuracy Person:P006 Criterion Accuracy Person
#> 23 1 Criterion:Accuracy Person:P007 Criterion Accuracy Person
#> 24 1 Criterion:Accuracy Person:P008 Criterion Accuracy Person
#> 25 1 Criterion:Accuracy Person:P009 Criterion Accuracy Person
#> 26 1 Criterion:Accuracy Person:P010 Criterion Accuracy Person
#> 27 1 Criterion:Accuracy Person:P011 Criterion Accuracy Person
#> 28 1 Criterion:Accuracy Person:P012 Criterion Accuracy Person
#> 29 1 Criterion:Accuracy Person:P013 Criterion Accuracy Person
#> 30 1 Criterion:Accuracy Person:P014 Criterion Accuracy Person
#> 31 1 Criterion:Accuracy Person:P015 Criterion Accuracy Person
#> 32 1 Criterion:Accuracy Person:P016 Criterion Accuracy Person
#> 33 1 Criterion:Accuracy Person:P017 Criterion Accuracy Person
#> 34 1 Criterion:Accuracy Person:P018 Criterion Accuracy Person
#> 35 1 Criterion:Accuracy Person:P019 Criterion Accuracy Person
#> 36 1 Criterion:Accuracy Person:P020 Criterion Accuracy Person
#> 37 1 Criterion:Accuracy Person:P021 Criterion Accuracy Person
#> 38 1 Criterion:Accuracy Person:P022 Criterion Accuracy Person
#> 39 1 Criterion:Accuracy Person:P023 Criterion Accuracy Person
#> 40 1 Criterion:Accuracy Person:P024 Criterion Accuracy Person
#> 41 1 Criterion:Accuracy Person:P025 Criterion Accuracy Person
#> 42 1 Criterion:Accuracy Person:P026 Criterion Accuracy Person
#> 43 1 Criterion:Accuracy Person:P027 Criterion Accuracy Person
#> 44 1 Criterion:Accuracy Person:P028 Criterion Accuracy Person
#> 45 1 Criterion:Accuracy Person:P029 Criterion Accuracy Person
#> 46 1 Criterion:Accuracy Person:P030 Criterion Accuracy Person
#> 47 1 Criterion:Accuracy Person:P031 Criterion Accuracy Person
#> 48 1 Criterion:Accuracy Person:P032 Criterion Accuracy Person
#> 49 1 Criterion:Accuracy Person:P033 Criterion Accuracy Person
#> 50 1 Criterion:Accuracy Person:P034 Criterion Accuracy Person
#> 51 1 Criterion:Accuracy Person:P035 Criterion Accuracy Person
#> 52 1 Criterion:Accuracy Person:P036 Criterion Accuracy Person
#> 53 1 Criterion:Accuracy Person:P037 Criterion Accuracy Person
#> 54 1 Criterion:Accuracy Person:P038 Criterion Accuracy Person
#> 55 1 Criterion:Accuracy Person:P039 Criterion Accuracy Person
#> 56 1 Criterion:Accuracy Person:P040 Criterion Accuracy Person
#> 57 1 Criterion:Accuracy Person:P041 Criterion Accuracy Person
#> 58 1 Criterion:Accuracy Person:P042 Criterion Accuracy Person
#> 59 1 Criterion:Accuracy Person:P043 Criterion Accuracy Person
#> 60 1 Criterion:Accuracy Person:P044 Criterion Accuracy Person
#> 61 1 Criterion:Accuracy Person:P045 Criterion Accuracy Person
#> 62 1 Criterion:Accuracy Person:P046 Criterion Accuracy Person
#> 63 1 Criterion:Accuracy Person:P047 Criterion Accuracy Person
#> 64 1 Criterion:Accuracy Person:P048 Criterion Accuracy Person
#> 65 1 Criterion:Content Person:P001 Criterion Content Person
#> 66 1 Criterion:Content Person:P002 Criterion Content Person
#> 67 1 Criterion:Content Person:P003 Criterion Content Person
#> 68 1 Criterion:Content Person:P004 Criterion Content Person
#> 69 1 Criterion:Content Person:P005 Criterion Content Person
#> 70 1 Criterion:Content Person:P006 Criterion Content Person
#> 71 1 Criterion:Content Person:P007 Criterion Content Person
#> 72 1 Criterion:Content Person:P008 Criterion Content Person
#> 73 1 Criterion:Content Person:P009 Criterion Content Person
#> 74 1 Criterion:Content Person:P010 Criterion Content Person
#> 75 1 Criterion:Content Person:P011 Criterion Content Person
#> 76 1 Criterion:Content Person:P012 Criterion Content Person
#> 77 1 Criterion:Content Person:P013 Criterion Content Person
#> 78 1 Criterion:Content Person:P014 Criterion Content Person
#> 79 1 Criterion:Content Person:P015 Criterion Content Person
#> 80 1 Criterion:Content Person:P016 Criterion Content Person
#> 81 1 Criterion:Content Person:P017 Criterion Content Person
#> 82 1 Criterion:Content Person:P018 Criterion Content Person
#> 83 1 Criterion:Content Person:P019 Criterion Content Person
#> 84 1 Criterion:Content Person:P020 Criterion Content Person
#> 85 1 Criterion:Content Person:P021 Criterion Content Person
#> 86 1 Criterion:Content Person:P022 Criterion Content Person
#> 87 1 Criterion:Content Person:P023 Criterion Content Person
#> 88 1 Criterion:Content Person:P024 Criterion Content Person
#> 89 1 Criterion:Content Person:P025 Criterion Content Person
#> 90 1 Criterion:Content Person:P026 Criterion Content Person
#> 91 1 Criterion:Content Person:P027 Criterion Content Person
#> 92 1 Criterion:Content Person:P028 Criterion Content Person
#> 93 1 Criterion:Content Person:P029 Criterion Content Person
#> 94 1 Criterion:Content Person:P030 Criterion Content Person
#> 95 1 Criterion:Content Person:P031 Criterion Content Person
#> 96 1 Criterion:Content Person:P032 Criterion Content Person
#> 97 1 Criterion:Content Person:P033 Criterion Content Person
#> 98 1 Criterion:Content Person:P034 Criterion Content Person
#> 99 1 Criterion:Content Person:P035 Criterion Content Person
#> 100 1 Criterion:Content Person:P036 Criterion Content Person
#> 101 1 Criterion:Content Person:P037 Criterion Content Person
#> 102 1 Criterion:Content Person:P038 Criterion Content Person
#> 103 1 Criterion:Content Person:P039 Criterion Content Person
#> 104 1 Criterion:Content Person:P040 Criterion Content Person
#> 105 1 Criterion:Content Person:P041 Criterion Content Person
#> 106 1 Criterion:Content Person:P042 Criterion Content Person
#> 107 1 Criterion:Content Person:P043 Criterion Content Person
#> 108 1 Criterion:Content Person:P044 Criterion Content Person
#> 109 1 Criterion:Content Person:P045 Criterion Content Person
#> 110 1 Criterion:Content Person:P046 Criterion Content Person
#> 111 1 Criterion:Content Person:P047 Criterion Content Person
#> 112 1 Criterion:Content Person:P048 Criterion Content Person
#> 113 1 Criterion:Language Person:P001 Criterion Language Person
#> 114 1 Criterion:Language Person:P002 Criterion Language Person
#> 115 1 Criterion:Language Person:P003 Criterion Language Person
#> 116 1 Criterion:Language Person:P004 Criterion Language Person
#> 117 1 Criterion:Language Person:P005 Criterion Language Person
#> 118 1 Criterion:Language Person:P006 Criterion Language Person
#> 119 1 Criterion:Language Person:P007 Criterion Language Person
#> 120 1 Criterion:Language Person:P008 Criterion Language Person
#> 121 1 Criterion:Language Person:P009 Criterion Language Person
#> 122 1 Criterion:Language Person:P010 Criterion Language Person
#> 123 1 Criterion:Language Person:P011 Criterion Language Person
#> 124 1 Criterion:Language Person:P012 Criterion Language Person
#> 125 1 Criterion:Language Person:P013 Criterion Language Person
#> 126 1 Criterion:Language Person:P014 Criterion Language Person
#> 127 1 Criterion:Language Person:P015 Criterion Language Person
#> 128 1 Criterion:Language Person:P016 Criterion Language Person
#> 129 1 Criterion:Language Person:P017 Criterion Language Person
#> 130 1 Criterion:Language Person:P018 Criterion Language Person
#> 131 1 Criterion:Language Person:P019 Criterion Language Person
#> 132 1 Criterion:Language Person:P020 Criterion Language Person
#> 133 1 Criterion:Language Person:P021 Criterion Language Person
#> 134 1 Criterion:Language Person:P022 Criterion Language Person
#> 135 1 Criterion:Language Person:P023 Criterion Language Person
#> 136 1 Criterion:Language Person:P024 Criterion Language Person
#> 137 1 Criterion:Language Person:P025 Criterion Language Person
#> 138 1 Criterion:Language Person:P026 Criterion Language Person
#> 139 1 Criterion:Language Person:P027 Criterion Language Person
#> 140 1 Criterion:Language Person:P028 Criterion Language Person
#> 141 1 Criterion:Language Person:P029 Criterion Language Person
#> 142 1 Criterion:Language Person:P030 Criterion Language Person
#> 143 1 Criterion:Language Person:P031 Criterion Language Person
#> 144 1 Criterion:Language Person:P032 Criterion Language Person
#> 145 1 Criterion:Language Person:P033 Criterion Language Person
#> 146 1 Criterion:Language Person:P034 Criterion Language Person
#> 147 1 Criterion:Language Person:P035 Criterion Language Person
#> 148 1 Criterion:Language Person:P036 Criterion Language Person
#> 149 1 Criterion:Language Person:P037 Criterion Language Person
#> 150 1 Criterion:Language Person:P038 Criterion Language Person
#> 151 1 Criterion:Language Person:P039 Criterion Language Person
#> 152 1 Criterion:Language Person:P040 Criterion Language Person
#> 153 1 Criterion:Language Person:P041 Criterion Language Person
#> 154 1 Criterion:Language Person:P042 Criterion Language Person
#> 155 1 Criterion:Language Person:P043 Criterion Language Person
#> 156 1 Criterion:Language Person:P044 Criterion Language Person
#> 157 1 Criterion:Language Person:P045 Criterion Language Person
#> 158 1 Criterion:Language Person:P046 Criterion Language Person
#> 159 1 Criterion:Language Person:P047 Criterion Language Person
#> 160 1 Criterion:Language Person:P048 Criterion Language Person
#> 161 1 Criterion:Organization Person:P001 Criterion Organization Person
#> 162 1 Criterion:Organization Person:P002 Criterion Organization Person
#> 163 1 Criterion:Organization Person:P003 Criterion Organization Person
#> 164 1 Criterion:Organization Person:P004 Criterion Organization Person
#> 165 1 Criterion:Organization Person:P005 Criterion Organization Person
#> 166 1 Criterion:Organization Person:P006 Criterion Organization Person
#> 167 1 Criterion:Organization Person:P007 Criterion Organization Person
#> 168 1 Criterion:Organization Person:P008 Criterion Organization Person
#> 169 1 Criterion:Organization Person:P009 Criterion Organization Person
#> 170 1 Criterion:Organization Person:P010 Criterion Organization Person
#> 171 1 Criterion:Organization Person:P011 Criterion Organization Person
#> 172 1 Criterion:Organization Person:P012 Criterion Organization Person
#> 173 1 Criterion:Organization Person:P013 Criterion Organization Person
#> 174 1 Criterion:Organization Person:P014 Criterion Organization Person
#> 175 1 Criterion:Organization Person:P015 Criterion Organization Person
#> 176 1 Criterion:Organization Person:P016 Criterion Organization Person
#> 177 1 Criterion:Organization Person:P017 Criterion Organization Person
#> 178 1 Criterion:Organization Person:P018 Criterion Organization Person
#> 179 1 Criterion:Organization Person:P019 Criterion Organization Person
#> 180 1 Criterion:Organization Person:P020 Criterion Organization Person
#> 181 1 Criterion:Organization Person:P021 Criterion Organization Person
#> 182 1 Criterion:Organization Person:P022 Criterion Organization Person
#> 183 1 Criterion:Organization Person:P023 Criterion Organization Person
#> 184 1 Criterion:Organization Person:P024 Criterion Organization Person
#> 185 1 Criterion:Organization Person:P025 Criterion Organization Person
#> 186 1 Criterion:Organization Person:P026 Criterion Organization Person
#> 187 1 Criterion:Organization Person:P027 Criterion Organization Person
#> 188 1 Criterion:Organization Person:P028 Criterion Organization Person
#> 189 1 Criterion:Organization Person:P029 Criterion Organization Person
#> 190 1 Criterion:Organization Person:P030 Criterion Organization Person
#> 191 1 Criterion:Organization Person:P031 Criterion Organization Person
#> 192 1 Criterion:Organization Person:P032 Criterion Organization Person
#> 193 1 Criterion:Organization Person:P033 Criterion Organization Person
#> 194 1 Criterion:Organization Person:P034 Criterion Organization Person
#> 195 1 Criterion:Organization Person:P035 Criterion Organization Person
#> 196 1 Criterion:Organization Person:P036 Criterion Organization Person
#> 197 1 Criterion:Organization Person:P037 Criterion Organization Person
#> 198 1 Criterion:Organization Person:P038 Criterion Organization Person
#> 199 1 Criterion:Organization Person:P039 Criterion Organization Person
#> 200 1 Criterion:Organization Person:P040 Criterion Organization Person
#> 201 1 Criterion:Organization Person:P041 Criterion Organization Person
#> 202 1 Criterion:Organization Person:P042 Criterion Organization Person
#> 203 1 Criterion:Organization Person:P043 Criterion Organization Person
#> 204 1 Criterion:Organization Person:P044 Criterion Organization Person
#> 205 1 Criterion:Organization Person:P045 Criterion Organization Person
#> 206 1 Criterion:Organization Person:P046 Criterion Organization Person
#> 207 1 Criterion:Organization Person:P047 Criterion Organization Person
#> 208 1 Criterion:Organization Person:P048 Criterion Organization Person
#> 209 1 Person:P001 Rater:R01 Person P001 Rater
#> 210 1 Person:P001 Rater:R02 Person P001 Rater
#> 211 1 Person:P001 Rater:R03 Person P001 Rater
#> 212 1 Person:P001 Rater:R04 Person P001 Rater
#> 213 1 Person:P002 Rater:R01 Person P002 Rater
#> 214 1 Person:P002 Rater:R02 Person P002 Rater
#> 215 1 Person:P002 Rater:R03 Person P002 Rater
#> 216 1 Person:P002 Rater:R04 Person P002 Rater
#> 217 1 Person:P003 Rater:R01 Person P003 Rater
#> 218 1 Person:P003 Rater:R02 Person P003 Rater
#> 219 1 Person:P003 Rater:R03 Person P003 Rater
#> 220 1 Person:P003 Rater:R04 Person P003 Rater
#> 221 1 Person:P004 Rater:R01 Person P004 Rater
#> 222 1 Person:P004 Rater:R02 Person P004 Rater
#> 223 1 Person:P004 Rater:R03 Person P004 Rater
#> 224 1 Person:P004 Rater:R04 Person P004 Rater
#> 225 1 Person:P005 Rater:R01 Person P005 Rater
#> 226 1 Person:P005 Rater:R02 Person P005 Rater
#> 227 1 Person:P005 Rater:R03 Person P005 Rater
#> 228 1 Person:P005 Rater:R04 Person P005 Rater
#> 229 1 Person:P006 Rater:R01 Person P006 Rater
#> 230 1 Person:P006 Rater:R02 Person P006 Rater
#> 231 1 Person:P006 Rater:R03 Person P006 Rater
#> 232 1 Person:P006 Rater:R04 Person P006 Rater
#> 233 1 Person:P007 Rater:R01 Person P007 Rater
#> 234 1 Person:P007 Rater:R02 Person P007 Rater
#> 235 1 Person:P007 Rater:R03 Person P007 Rater
#> 236 1 Person:P007 Rater:R04 Person P007 Rater
#> 237 1 Person:P008 Rater:R01 Person P008 Rater
#> 238 1 Person:P008 Rater:R02 Person P008 Rater
#> 239 1 Person:P008 Rater:R03 Person P008 Rater
#> 240 1 Person:P008 Rater:R04 Person P008 Rater
#> 241 1 Person:P009 Rater:R01 Person P009 Rater
#> 242 1 Person:P009 Rater:R02 Person P009 Rater
#> 243 1 Person:P009 Rater:R03 Person P009 Rater
#> 244 1 Person:P009 Rater:R04 Person P009 Rater
#> 245 1 Person:P010 Rater:R01 Person P010 Rater
#> 246 1 Person:P010 Rater:R02 Person P010 Rater
#> 247 1 Person:P010 Rater:R03 Person P010 Rater
#> 248 1 Person:P010 Rater:R04 Person P010 Rater
#> 249 1 Person:P011 Rater:R01 Person P011 Rater
#> 250 1 Person:P011 Rater:R02 Person P011 Rater
#> 251 1 Person:P011 Rater:R03 Person P011 Rater
#> 252 1 Person:P011 Rater:R04 Person P011 Rater
#> 253 1 Person:P012 Rater:R01 Person P012 Rater
#> 254 1 Person:P012 Rater:R02 Person P012 Rater
#> 255 1 Person:P012 Rater:R03 Person P012 Rater
#> 256 1 Person:P012 Rater:R04 Person P012 Rater
#> 257 1 Person:P013 Rater:R01 Person P013 Rater
#> 258 1 Person:P013 Rater:R02 Person P013 Rater
#> 259 1 Person:P013 Rater:R03 Person P013 Rater
#> 260 1 Person:P013 Rater:R04 Person P013 Rater
#> 261 1 Person:P014 Rater:R01 Person P014 Rater
#> 262 1 Person:P014 Rater:R02 Person P014 Rater
#> 263 1 Person:P014 Rater:R03 Person P014 Rater
#> 264 1 Person:P014 Rater:R04 Person P014 Rater
#> 265 1 Person:P015 Rater:R01 Person P015 Rater
#> 266 1 Person:P015 Rater:R02 Person P015 Rater
#> 267 1 Person:P015 Rater:R03 Person P015 Rater
#> 268 1 Person:P015 Rater:R04 Person P015 Rater
#> 269 1 Person:P016 Rater:R01 Person P016 Rater
#> 270 1 Person:P016 Rater:R02 Person P016 Rater
#> 271 1 Person:P016 Rater:R03 Person P016 Rater
#> 272 1 Person:P016 Rater:R04 Person P016 Rater
#> 273 1 Person:P017 Rater:R01 Person P017 Rater
#> 274 1 Person:P017 Rater:R02 Person P017 Rater
#> 275 1 Person:P017 Rater:R03 Person P017 Rater
#> 276 1 Person:P017 Rater:R04 Person P017 Rater
#> 277 1 Person:P018 Rater:R01 Person P018 Rater
#> 278 1 Person:P018 Rater:R02 Person P018 Rater
#> 279 1 Person:P018 Rater:R03 Person P018 Rater
#> 280 1 Person:P018 Rater:R04 Person P018 Rater
#> 281 1 Person:P019 Rater:R01 Person P019 Rater
#> 282 1 Person:P019 Rater:R02 Person P019 Rater
#> 283 1 Person:P019 Rater:R03 Person P019 Rater
#> 284 1 Person:P019 Rater:R04 Person P019 Rater
#> 285 1 Person:P020 Rater:R01 Person P020 Rater
#> 286 1 Person:P020 Rater:R02 Person P020 Rater
#> 287 1 Person:P020 Rater:R03 Person P020 Rater
#> 288 1 Person:P020 Rater:R04 Person P020 Rater
#> 289 1 Person:P021 Rater:R01 Person P021 Rater
#> 290 1 Person:P021 Rater:R02 Person P021 Rater
#> 291 1 Person:P021 Rater:R03 Person P021 Rater
#> 292 1 Person:P021 Rater:R04 Person P021 Rater
#> 293 1 Person:P022 Rater:R01 Person P022 Rater
#> 294 1 Person:P022 Rater:R02 Person P022 Rater
#> 295 1 Person:P022 Rater:R03 Person P022 Rater
#> 296 1 Person:P022 Rater:R04 Person P022 Rater
#> 297 1 Person:P023 Rater:R01 Person P023 Rater
#> 298 1 Person:P023 Rater:R02 Person P023 Rater
#> 299 1 Person:P023 Rater:R03 Person P023 Rater
#> 300 1 Person:P023 Rater:R04 Person P023 Rater
#> 301 1 Person:P024 Rater:R01 Person P024 Rater
#> 302 1 Person:P024 Rater:R02 Person P024 Rater
#> 303 1 Person:P024 Rater:R03 Person P024 Rater
#> 304 1 Person:P024 Rater:R04 Person P024 Rater
#> 305 1 Person:P025 Rater:R01 Person P025 Rater
#> 306 1 Person:P025 Rater:R02 Person P025 Rater
#> 307 1 Person:P025 Rater:R03 Person P025 Rater
#> 308 1 Person:P025 Rater:R04 Person P025 Rater
#> 309 1 Person:P026 Rater:R01 Person P026 Rater
#> 310 1 Person:P026 Rater:R02 Person P026 Rater
#> 311 1 Person:P026 Rater:R03 Person P026 Rater
#> 312 1 Person:P026 Rater:R04 Person P026 Rater
#> 313 1 Person:P027 Rater:R01 Person P027 Rater
#> 314 1 Person:P027 Rater:R02 Person P027 Rater
#> 315 1 Person:P027 Rater:R03 Person P027 Rater
#> 316 1 Person:P027 Rater:R04 Person P027 Rater
#> 317 1 Person:P028 Rater:R01 Person P028 Rater
#> 318 1 Person:P028 Rater:R02 Person P028 Rater
#> 319 1 Person:P028 Rater:R03 Person P028 Rater
#> 320 1 Person:P028 Rater:R04 Person P028 Rater
#> 321 1 Person:P029 Rater:R01 Person P029 Rater
#> 322 1 Person:P029 Rater:R02 Person P029 Rater
#> 323 1 Person:P029 Rater:R03 Person P029 Rater
#> 324 1 Person:P029 Rater:R04 Person P029 Rater
#> 325 1 Person:P030 Rater:R01 Person P030 Rater
#> 326 1 Person:P030 Rater:R02 Person P030 Rater
#> 327 1 Person:P030 Rater:R03 Person P030 Rater
#> 328 1 Person:P030 Rater:R04 Person P030 Rater
#> 329 1 Person:P031 Rater:R01 Person P031 Rater
#> 330 1 Person:P031 Rater:R02 Person P031 Rater
#> 331 1 Person:P031 Rater:R03 Person P031 Rater
#> 332 1 Person:P031 Rater:R04 Person P031 Rater
#> 333 1 Person:P032 Rater:R01 Person P032 Rater
#> 334 1 Person:P032 Rater:R02 Person P032 Rater
#> 335 1 Person:P032 Rater:R03 Person P032 Rater
#> 336 1 Person:P032 Rater:R04 Person P032 Rater
#> 337 1 Person:P033 Rater:R01 Person P033 Rater
#> 338 1 Person:P033 Rater:R02 Person P033 Rater
#> 339 1 Person:P033 Rater:R03 Person P033 Rater
#> 340 1 Person:P033 Rater:R04 Person P033 Rater
#> 341 1 Person:P034 Rater:R01 Person P034 Rater
#> 342 1 Person:P034 Rater:R02 Person P034 Rater
#> 343 1 Person:P034 Rater:R03 Person P034 Rater
#> 344 1 Person:P034 Rater:R04 Person P034 Rater
#> 345 1 Person:P035 Rater:R01 Person P035 Rater
#> 346 1 Person:P035 Rater:R02 Person P035 Rater
#> 347 1 Person:P035 Rater:R03 Person P035 Rater
#> 348 1 Person:P035 Rater:R04 Person P035 Rater
#> 349 1 Person:P036 Rater:R01 Person P036 Rater
#> 350 1 Person:P036 Rater:R02 Person P036 Rater
#> 351 1 Person:P036 Rater:R03 Person P036 Rater
#> 352 1 Person:P036 Rater:R04 Person P036 Rater
#> 353 1 Person:P037 Rater:R01 Person P037 Rater
#> 354 1 Person:P037 Rater:R02 Person P037 Rater
#> 355 1 Person:P037 Rater:R03 Person P037 Rater
#> 356 1 Person:P037 Rater:R04 Person P037 Rater
#> 357 1 Person:P038 Rater:R01 Person P038 Rater
#> 358 1 Person:P038 Rater:R02 Person P038 Rater
#> 359 1 Person:P038 Rater:R03 Person P038 Rater
#> 360 1 Person:P038 Rater:R04 Person P038 Rater
#> 361 1 Person:P039 Rater:R01 Person P039 Rater
#> 362 1 Person:P039 Rater:R02 Person P039 Rater
#> 363 1 Person:P039 Rater:R03 Person P039 Rater
#> 364 1 Person:P039 Rater:R04 Person P039 Rater
#> 365 1 Person:P040 Rater:R01 Person P040 Rater
#> 366 1 Person:P040 Rater:R02 Person P040 Rater
#> 367 1 Person:P040 Rater:R03 Person P040 Rater
#> 368 1 Person:P040 Rater:R04 Person P040 Rater
#> 369 1 Person:P041 Rater:R01 Person P041 Rater
#> 370 1 Person:P041 Rater:R02 Person P041 Rater
#> 371 1 Person:P041 Rater:R03 Person P041 Rater
#> 372 1 Person:P041 Rater:R04 Person P041 Rater
#> 373 1 Person:P042 Rater:R01 Person P042 Rater
#> 374 1 Person:P042 Rater:R02 Person P042 Rater
#> 375 1 Person:P042 Rater:R03 Person P042 Rater
#> 376 1 Person:P042 Rater:R04 Person P042 Rater
#> 377 1 Person:P043 Rater:R01 Person P043 Rater
#> 378 1 Person:P043 Rater:R02 Person P043 Rater
#> 379 1 Person:P043 Rater:R03 Person P043 Rater
#> 380 1 Person:P043 Rater:R04 Person P043 Rater
#> 381 1 Person:P044 Rater:R01 Person P044 Rater
#> 382 1 Person:P044 Rater:R02 Person P044 Rater
#> 383 1 Person:P044 Rater:R03 Person P044 Rater
#> 384 1 Person:P044 Rater:R04 Person P044 Rater
#> 385 1 Person:P045 Rater:R01 Person P045 Rater
#> 386 1 Person:P045 Rater:R02 Person P045 Rater
#> 387 1 Person:P045 Rater:R03 Person P045 Rater
#> 388 1 Person:P045 Rater:R04 Person P045 Rater
#> 389 1 Person:P046 Rater:R01 Person P046 Rater
#> 390 1 Person:P046 Rater:R02 Person P046 Rater
#> 391 1 Person:P046 Rater:R03 Person P046 Rater
#> 392 1 Person:P046 Rater:R04 Person P046 Rater
#> 393 1 Person:P047 Rater:R01 Person P047 Rater
#> 394 1 Person:P047 Rater:R02 Person P047 Rater
#> 395 1 Person:P047 Rater:R03 Person P047 Rater
#> 396 1 Person:P047 Rater:R04 Person P047 Rater
#> 397 1 Person:P048 Rater:R01 Person P048 Rater
#> 398 1 Person:P048 Rater:R02 Person P048 Rater
#> 399 1 Person:P048 Rater:R03 Person P048 Rater
#> 400 1 Person:P048 Rater:R04 Person P048 Rater
#> ToLevel Weight
#> 1 R01 48
#> 2 R02 48
#> 3 R03 48
#> 4 R04 48
#> 5 R01 48
#> 6 R02 48
#> 7 R03 48
#> 8 R04 48
#> 9 R01 48
#> 10 R02 48
#> 11 R03 48
#> 12 R04 48
#> 13 R01 48
#> 14 R02 48
#> 15 R03 48
#> 16 R04 48
#> 17 P001 4
#> 18 P002 4
#> 19 P003 4
#> 20 P004 4
#> 21 P005 4
#> 22 P006 4
#> 23 P007 4
#> 24 P008 4
#> 25 P009 4
#> 26 P010 4
#> 27 P011 4
#> 28 P012 4
#> 29 P013 4
#> 30 P014 4
#> 31 P015 4
#> 32 P016 4
#> 33 P017 4
#> 34 P018 4
#> 35 P019 4
#> 36 P020 4
#> 37 P021 4
#> 38 P022 4
#> 39 P023 4
#> 40 P024 4
#> 41 P025 4
#> 42 P026 4
#> 43 P027 4
#> 44 P028 4
#> 45 P029 4
#> 46 P030 4
#> 47 P031 4
#> 48 P032 4
#> 49 P033 4
#> 50 P034 4
#> 51 P035 4
#> 52 P036 4
#> 53 P037 4
#> 54 P038 4
#> 55 P039 4
#> 56 P040 4
#> 57 P041 4
#> 58 P042 4
#> 59 P043 4
#> 60 P044 4
#> 61 P045 4
#> 62 P046 4
#> 63 P047 4
#> 64 P048 4
#> 65 P001 4
#> 66 P002 4
#> 67 P003 4
#> 68 P004 4
#> 69 P005 4
#> 70 P006 4
#> 71 P007 4
#> 72 P008 4
#> 73 P009 4
#> 74 P010 4
#> 75 P011 4
#> 76 P012 4
#> 77 P013 4
#> 78 P014 4
#> 79 P015 4
#> 80 P016 4
#> 81 P017 4
#> 82 P018 4
#> 83 P019 4
#> 84 P020 4
#> 85 P021 4
#> 86 P022 4
#> 87 P023 4
#> 88 P024 4
#> 89 P025 4
#> 90 P026 4
#> 91 P027 4
#> 92 P028 4
#> 93 P029 4
#> 94 P030 4
#> 95 P031 4
#> 96 P032 4
#> 97 P033 4
#> 98 P034 4
#> 99 P035 4
#> 100 P036 4
#> 101 P037 4
#> 102 P038 4
#> 103 P039 4
#> 104 P040 4
#> 105 P041 4
#> 106 P042 4
#> 107 P043 4
#> 108 P044 4
#> 109 P045 4
#> 110 P046 4
#> 111 P047 4
#> 112 P048 4
#> 113 P001 4
#> 114 P002 4
#> 115 P003 4
#> 116 P004 4
#> 117 P005 4
#> 118 P006 4
#> 119 P007 4
#> 120 P008 4
#> 121 P009 4
#> 122 P010 4
#> 123 P011 4
#> 124 P012 4
#> 125 P013 4
#> 126 P014 4
#> 127 P015 4
#> 128 P016 4
#> 129 P017 4
#> 130 P018 4
#> 131 P019 4
#> 132 P020 4
#> 133 P021 4
#> 134 P022 4
#> 135 P023 4
#> 136 P024 4
#> 137 P025 4
#> 138 P026 4
#> 139 P027 4
#> 140 P028 4
#> 141 P029 4
#> 142 P030 4
#> 143 P031 4
#> 144 P032 4
#> 145 P033 4
#> 146 P034 4
#> 147 P035 4
#> 148 P036 4
#> 149 P037 4
#> 150 P038 4
#> 151 P039 4
#> 152 P040 4
#> 153 P041 4
#> 154 P042 4
#> 155 P043 4
#> 156 P044 4
#> 157 P045 4
#> 158 P046 4
#> 159 P047 4
#> 160 P048 4
#> 161 P001 4
#> 162 P002 4
#> 163 P003 4
#> 164 P004 4
#> 165 P005 4
#> 166 P006 4
#> 167 P007 4
#> 168 P008 4
#> 169 P009 4
#> 170 P010 4
#> 171 P011 4
#> 172 P012 4
#> 173 P013 4
#> 174 P014 4
#> 175 P015 4
#> 176 P016 4
#> 177 P017 4
#> 178 P018 4
#> 179 P019 4
#> 180 P020 4
#> 181 P021 4
#> 182 P022 4
#> 183 P023 4
#> 184 P024 4
#> 185 P025 4
#> 186 P026 4
#> 187 P027 4
#> 188 P028 4
#> 189 P029 4
#> 190 P030 4
#> 191 P031 4
#> 192 P032 4
#> 193 P033 4
#> 194 P034 4
#> 195 P035 4
#> 196 P036 4
#> 197 P037 4
#> 198 P038 4
#> 199 P039 4
#> 200 P040 4
#> 201 P041 4
#> 202 P042 4
#> 203 P043 4
#> 204 P044 4
#> 205 P045 4
#> 206 P046 4
#> 207 P047 4
#> 208 P048 4
#> 209 R01 4
#> 210 R02 4
#> 211 R03 4
#> 212 R04 4
#> 213 R01 4
#> 214 R02 4
#> 215 R03 4
#> 216 R04 4
#> 217 R01 4
#> 218 R02 4
#> 219 R03 4
#> 220 R04 4
#> 221 R01 4
#> 222 R02 4
#> 223 R03 4
#> 224 R04 4
#> 225 R01 4
#> 226 R02 4
#> 227 R03 4
#> 228 R04 4
#> 229 R01 4
#> 230 R02 4
#> 231 R03 4
#> 232 R04 4
#> 233 R01 4
#> 234 R02 4
#> 235 R03 4
#> 236 R04 4
#> 237 R01 4
#> 238 R02 4
#> 239 R03 4
#> 240 R04 4
#> 241 R01 4
#> 242 R02 4
#> 243 R03 4
#> 244 R04 4
#> 245 R01 4
#> 246 R02 4
#> 247 R03 4
#> 248 R04 4
#> 249 R01 4
#> 250 R02 4
#> 251 R03 4
#> 252 R04 4
#> 253 R01 4
#> 254 R02 4
#> 255 R03 4
#> 256 R04 4
#> 257 R01 4
#> 258 R02 4
#> 259 R03 4
#> 260 R04 4
#> 261 R01 4
#> 262 R02 4
#> 263 R03 4
#> 264 R04 4
#> 265 R01 4
#> 266 R02 4
#> 267 R03 4
#> 268 R04 4
#> 269 R01 4
#> 270 R02 4
#> 271 R03 4
#> 272 R04 4
#> 273 R01 4
#> 274 R02 4
#> 275 R03 4
#> 276 R04 4
#> 277 R01 4
#> 278 R02 4
#> 279 R03 4
#> 280 R04 4
#> 281 R01 4
#> 282 R02 4
#> 283 R03 4
#> 284 R04 4
#> 285 R01 4
#> 286 R02 4
#> 287 R03 4
#> 288 R04 4
#> 289 R01 4
#> 290 R02 4
#> 291 R03 4
#> 292 R04 4
#> 293 R01 4
#> 294 R02 4
#> 295 R03 4
#> 296 R04 4
#> 297 R01 4
#> 298 R02 4
#> 299 R03 4
#> 300 R04 4
#> 301 R01 4
#> 302 R02 4
#> 303 R03 4
#> 304 R04 4
#> 305 R01 4
#> 306 R02 4
#> 307 R03 4
#> 308 R04 4
#> 309 R01 4
#> 310 R02 4
#> 311 R03 4
#> 312 R04 4
#> 313 R01 4
#> 314 R02 4
#> 315 R03 4
#> 316 R04 4
#> 317 R01 4
#> 318 R02 4
#> 319 R03 4
#> 320 R04 4
#> 321 R01 4
#> 322 R02 4
#> 323 R03 4
#> 324 R04 4
#> 325 R01 4
#> 326 R02 4
#> 327 R03 4
#> 328 R04 4
#> 329 R01 4
#> 330 R02 4
#> 331 R03 4
#> 332 R04 4
#> 333 R01 4
#> 334 R02 4
#> 335 R03 4
#> 336 R04 4
#> 337 R01 4
#> 338 R02 4
#> 339 R03 4
#> 340 R04 4
#> 341 R01 4
#> 342 R02 4
#> 343 R03 4
#> 344 R04 4
#> 345 R01 4
#> 346 R02 4
#> 347 R03 4
#> 348 R04 4
#> 349 R01 4
#> 350 R02 4
#> 351 R03 4
#> 352 R04 4
#> 353 R01 4
#> 354 R02 4
#> 355 R03 4
#> 356 R04 4
#> 357 R01 4
#> 358 R02 4
#> 359 R03 4
#> 360 R04 4
#> 361 R01 4
#> 362 R02 4
#> 363 R03 4
#> 364 R04 4
#> 365 R01 4
#> 366 R02 4
#> 367 R03 4
#> 368 R04 4
#> 369 R01 4
#> 370 R02 4
#> 371 R03 4
#> 372 R04 4
#> 373 R01 4
#> 374 R02 4
#> 375 R03 4
#> 376 R04 4
#> 377 R01 4
#> 378 R02 4
#> 379 R03 4
#> 380 R04 4
#> 381 R01 4
#> 382 R02 4
#> 383 R03 4
#> 384 R04 4
#> 385 R01 4
#> 386 R02 4
#> 387 R03 4
#> 388 R04 4
#> 389 R01 4
#> 390 R02 4
#> 391 R03 4
#> 392 R04 4
#> 393 R01 4
#> 394 R02 4
#> 395 R03 4
#> 396 R04 4
#> 397 R01 4
#> 398 R02 4
#> 399 R03 4
#> 400 R04 4
out$summary[, c("Subset", "Observations", "ObservationPercent")]
#> Subset Observations ObservationPercent
#> 1 1 768 100
# }