Prints design evaluation information below the data.frame of power values
Note: If options("skpr.ANSI") is `NULL` or `TRUE`, ANSI codes will be used during printing to prettify the output. If this is `FALSE`, only ASCII will be used.
Usage
# S3 method for skpr_power_curve_output
print(x, ...)Examples
#Generate/evaluate a design and print its information
factorialcoffee = expand.grid(cost = c(1, 2),
type = as.factor(c("Kona",
"Colombian",
"Ethiopian",
"Sumatra")),
size = as.factor(c("Short",
"Grande",
"Venti")))
coffee_curves = calculate_power_curves(candidateset = factorialcoffee,
model = ~(cost + size + type)^2,
trials = 30:40, plot_results = FALSE)
coffee_curves
#> parameter type power trials effectsize random_seed
#> 1 (Intercept) effect.power 0.6799517 30 1 123
#> 2 cost effect.power 0.6799517 30 1 123
#> 3 size effect.power 0.3767867 30 1 123
#> 4 type effect.power 0.4478528 30 1 123
#> 5 cost:size effect.power 0.3767867 30 1 123
#> 6 cost:type effect.power 0.4478528 30 1 123
#> 7 size:type effect.power 0.5799045 30 1 123
#> 8 (Intercept) parameter.power 0.6799517 30 1 123
#> 9 cost parameter.power 0.6799517 30 1 123
#> 10 size1 parameter.power 0.4020228 30 1 123
#> 11 size2 parameter.power 0.4020228 30 1 123
#> 12 type1 parameter.power 0.2809834 30 1 123
#> 13 type2 parameter.power 0.2809834 30 1 123
#> 14 type3 parameter.power 0.2961708 30 1 123
#> 15 cost:size1 parameter.power 0.4020228 30 1 123
#> 16 cost:size2 parameter.power 0.4020228 30 1 123
#> 17 cost:type1 parameter.power 0.2809834 30 1 123
#> 18 cost:type2 parameter.power 0.2809834 30 1 123
#> 19 cost:type3 parameter.power 0.2961708 30 1 123
#> 20 size1:type1 parameter.power 0.1750731 30 1 123
#> 21 size2:type1 parameter.power 0.1605014 30 1 123
#> 22 size1:type2 parameter.power 0.1605014 30 1 123
#> 23 size2:type2 parameter.power 0.1750731 30 1 123
#> 24 size1:type3 parameter.power 0.1645291 30 1 123
#> 25 size2:type3 parameter.power 0.1820507 30 1 123
#> 26 (Intercept) effect.power 0.6957588 31 1 123
#> 27 cost effect.power 0.6957588 31 1 123
#> 28 size effect.power 0.3857370 31 1 123
#> 29 type effect.power 0.4638559 31 1 123
#> 30 cost:size effect.power 0.3857370 31 1 123
#> 31 cost:type effect.power 0.4638559 31 1 123
#> 32 size:type effect.power 0.6014444 31 1 123
#> 33 (Intercept) parameter.power 0.6957588 31 1 123
#> 34 cost parameter.power 0.6957588 31 1 123
#> 35 size1 parameter.power 0.4115382 31 1 123
#> 36 size2 parameter.power 0.4115382 31 1 123
#> 37 type1 parameter.power 0.2864825 31 1 123
#> 38 type2 parameter.power 0.3006589 31 1 123
#> 39 type3 parameter.power 0.3017406 31 1 123
#> 40 cost:size1 parameter.power 0.4115382 31 1 123
#> 41 cost:size2 parameter.power 0.4115382 31 1 123
#> 42 cost:type1 parameter.power 0.2864825 31 1 123
#> 43 cost:type2 parameter.power 0.3006589 31 1 123
#> 44 cost:type3 parameter.power 0.3017406 31 1 123
#> 45 size1:type1 parameter.power 0.1627166 31 1 123
#> 46 size2:type1 parameter.power 0.1627166 31 1 123
#> 47 size1:type2 parameter.power 0.1847808 31 1 123
#> 48 size2:type2 parameter.power 0.1847808 31 1 123
#> 49 size1:type3 parameter.power 0.1852767 31 1 123
#> 50 size2:type3 parameter.power 0.1667419 31 1 123
#> 51 (Intercept) effect.power 0.7217557 32 1 123
#> 52 cost effect.power 0.7114742 32 1 123
#> 53 size effect.power 0.4056223 32 1 123
#> 54 type effect.power 0.4940241 32 1 123
#> 55 cost:size effect.power 0.4026865 32 1 123
#> 56 cost:type effect.power 0.4843502 32 1 123
#> 57 size:type effect.power 0.6174756 32 1 123
#> 58 (Intercept) parameter.power 0.7217557 32 1 123
#> 59 cost parameter.power 0.7114742 32 1 123
#> 60 size1 parameter.power 0.4220396 32 1 123
#> 61 size2 parameter.power 0.4380334 32 1 123
#> 62 type1 parameter.power 0.3134382 32 1 123
#> 63 type2 parameter.power 0.3087049 32 1 123
#> 64 type3 parameter.power 0.3073138 32 1 123
#> 65 cost:size1 parameter.power 0.4184315 32 1 123
#> 66 cost:size2 parameter.power 0.4313056 32 1 123
#> 67 cost:type1 parameter.power 0.3059611 32 1 123
#> 68 cost:type2 parameter.power 0.3059611 32 1 123
#> 69 cost:type3 parameter.power 0.3069861 32 1 123
#> 70 size1:type1 parameter.power 0.1828776 32 1 123
#> 71 size2:type1 parameter.power 0.1820009 32 1 123
#> 72 size1:type2 parameter.power 0.1863350 32 1 123
#> 73 size2:type2 parameter.power 0.1699729 32 1 123
#> 74 size1:type3 parameter.power 0.1685079 32 1 123
#> 75 size2:type3 parameter.power 0.1875840 32 1 123
#> 76 (Intercept) effect.power 0.7438833 33 1 123
#> 77 cost effect.power 0.7252330 33 1 123
#> 78 size effect.power 0.4284742 33 1 123
#> 79 type effect.power 0.5178300 33 1 123
#> 80 cost:size effect.power 0.4213750 33 1 123
#> 81 cost:type effect.power 0.5011963 33 1 123
#> 82 size:type effect.power 0.6881126 33 1 123
#> 83 (Intercept) parameter.power 0.7438833 33 1 123
#> 84 cost parameter.power 0.7252330 33 1 123
#> 85 size1 parameter.power 0.4489231 33 1 123
#> 86 size2 parameter.power 0.4475224 33 1 123
#> 87 type1 parameter.power 0.3211385 33 1 123
#> 88 type2 parameter.power 0.3151385 33 1 123
#> 89 type3 parameter.power 0.3159419 33 1 123
#> 90 cost:size1 parameter.power 0.4392456 33 1 123
#> 91 cost:size2 parameter.power 0.4392456 33 1 123
#> 92 cost:type1 parameter.power 0.3106586 33 1 123
#> 93 cost:type2 parameter.power 0.3106586 33 1 123
#> 94 cost:type3 parameter.power 0.3106586 33 1 123
#> 95 size1:type1 parameter.power 0.1858696 33 1 123
#> 96 size2:type1 parameter.power 0.1728170 33 1 123
#> 97 size1:type2 parameter.power 0.1849216 33 1 123
#> 98 size2:type2 parameter.power 0.1840955 33 1 123
#> 99 size1:type3 parameter.power 0.1710522 33 1 123
#> 100 size2:type3 parameter.power 0.1895420 33 1 123
#> 101 (Intercept) effect.power 0.7569160 34 1 123
#> 102 cost effect.power 0.7376450 34 1 123
#> 103 size effect.power 0.4313363 34 1 123
#> 104 type effect.power 0.5390681 34 1 123
#> 105 cost:size effect.power 0.4260546 34 1 123
#> 106 cost:type effect.power 0.5185534 34 1 123
#> 107 size:type effect.power 0.6984918 34 1 123
#> 108 (Intercept) parameter.power 0.7569160 34 1 123
#> 109 cost parameter.power 0.7376450 34 1 123
#> 110 size1 parameter.power 0.4515893 34 1 123
#> 111 size2 parameter.power 0.4545162 34 1 123
#> 112 type1 parameter.power 0.3273055 34 1 123
#> 113 type2 parameter.power 0.3308352 34 1 123
#> 114 type3 parameter.power 0.3553993 34 1 123
#> 115 cost:size1 parameter.power 0.4464771 34 1 123
#> 116 cost:size2 parameter.power 0.4464771 34 1 123
#> 117 cost:type1 parameter.power 0.3149170 34 1 123
#> 118 cost:type2 parameter.power 0.3149170 34 1 123
#> 119 cost:type3 parameter.power 0.3315543 34 1 123
#> 120 size1:type1 parameter.power 0.1883277 34 1 123
#> 121 size2:type1 parameter.power 0.1744749 34 1 123
#> 122 size1:type2 parameter.power 0.1748534 34 1 123
#> 123 size2:type2 parameter.power 0.1896316 34 1 123
#> 124 size1:type3 parameter.power 0.1979767 34 1 123
#> 125 size2:type3 parameter.power 0.1994969 34 1 123
#> 126 (Intercept) effect.power 0.7565659 35 1 123
#> 127 cost effect.power 0.7500965 35 1 123
#> 128 size effect.power 0.4717278 35 1 123
#> 129 type effect.power 0.5434100 35 1 123
#> 130 cost:size effect.power 0.4438808 35 1 123
#> 131 cost:type effect.power 0.5352030 35 1 123
#> 132 size:type effect.power 0.7488180 35 1 123
#> 133 (Intercept) parameter.power 0.7565659 35 1 123
#> 134 cost parameter.power 0.7500965 35 1 123
#> 135 size1 parameter.power 0.4720082 35 1 123
#> 136 size2 parameter.power 0.4891384 35 1 123
#> 137 type1 parameter.power 0.3212784 35 1 123
#> 138 type2 parameter.power 0.3371426 35 1 123
#> 139 type3 parameter.power 0.3525940 35 1 123
#> 140 cost:size1 parameter.power 0.4536851 35 1 123
#> 141 cost:size2 parameter.power 0.4664493 35 1 123
#> 142 cost:type1 parameter.power 0.3190901 35 1 123
#> 143 cost:type2 parameter.power 0.3356799 35 1 123
#> 144 cost:type3 parameter.power 0.3356799 35 1 123
#> 145 size1:type1 parameter.power 0.1759507 35 1 123
#> 146 size2:type1 parameter.power 0.2003241 35 1 123
#> 147 size1:type2 parameter.power 0.2039876 35 1 123
#> 148 size2:type2 parameter.power 0.2082862 35 1 123
#> 149 size1:type3 parameter.power 0.1955240 35 1 123
#> 150 size2:type3 parameter.power 0.1972935 35 1 123
#> 151 (Intercept) effect.power 0.7964338 36 1 123
#> 152 cost effect.power 0.7627026 36 1 123
#> 153 size effect.power 0.4884360 36 1 123
#> 154 type effect.power 0.5903243 36 1 123
#> 155 cost:size effect.power 0.4613127 36 1 123
#> 156 cost:type effect.power 0.5512069 36 1 123
#> 157 size:type effect.power 0.7469902 36 1 123
#> 158 (Intercept) parameter.power 0.7964338 36 1 123
#> 159 cost parameter.power 0.7627026 36 1 123
#> 160 size1 parameter.power 0.4964549 36 1 123
#> 161 size2 parameter.power 0.4964549 36 1 123
#> 162 type1 parameter.power 0.3655058 36 1 123
#> 163 type2 parameter.power 0.3575345 36 1 123
#> 164 type3 parameter.power 0.3655058 36 1 123
#> 165 cost:size1 parameter.power 0.4733657 36 1 123
#> 166 cost:size2 parameter.power 0.4733657 36 1 123
#> 167 cost:type1 parameter.power 0.3397409 36 1 123
#> 168 cost:type2 parameter.power 0.3397409 36 1 123
#> 169 cost:type3 parameter.power 0.3397409 36 1 123
#> 170 size1:type1 parameter.power 0.1988701 36 1 123
#> 171 size2:type1 parameter.power 0.2049134 36 1 123
#> 172 size1:type2 parameter.power 0.2008327 36 1 123
#> 173 size2:type2 parameter.power 0.2028465 36 1 123
#> 174 size1:type3 parameter.power 0.2049134 36 1 123
#> 175 size2:type3 parameter.power 0.1988701 36 1 123
#> 176 (Intercept) effect.power 0.7852947 37 1 123
#> 177 cost effect.power 0.7790389 37 1 123
#> 178 size effect.power 0.5006448 37 1 123
#> 179 type effect.power 0.5849562 37 1 123
#> 180 cost:size effect.power 0.4648473 37 1 123
#> 181 cost:type effect.power 0.5733489 37 1 123
#> 182 size:type effect.power 0.7687754 37 1 123
#> 183 (Intercept) parameter.power 0.7852947 37 1 123
#> 184 cost parameter.power 0.7790389 37 1 123
#> 185 size1 parameter.power 0.5095474 37 1 123
#> 186 size2 parameter.power 0.5200584 37 1 123
#> 187 type1 parameter.power 0.3460287 37 1 123
#> 188 type2 parameter.power 0.3460287 37 1 123
#> 189 type3 parameter.power 0.3628078 37 1 123
#> 190 cost:size1 parameter.power 0.4819740 37 1 123
#> 191 cost:size2 parameter.power 0.4819740 37 1 123
#> 192 cost:type1 parameter.power 0.3445838 37 1 123
#> 193 cost:type2 parameter.power 0.3445838 37 1 123
#> 194 cost:type3 parameter.power 0.3445838 37 1 123
#> 195 size1:type1 parameter.power 0.2020064 37 1 123
#> 196 size2:type1 parameter.power 0.2063288 37 1 123
#> 197 size1:type2 parameter.power 0.2094348 37 1 123
#> 198 size2:type2 parameter.power 0.2076826 37 1 123
#> 199 size1:type3 parameter.power 0.2012961 37 1 123
#> 200 size2:type3 parameter.power 0.2067776 37 1 123
#> 201 (Intercept) effect.power 0.8175931 38 1 123
#> 202 cost effect.power 0.7962184 38 1 123
#> 203 size effect.power 0.4993165 38 1 123
#> 204 type effect.power 0.6185299 38 1 123
#> 205 cost:size effect.power 0.4893051 38 1 123
#> 206 cost:type effect.power 0.5947261 38 1 123
#> 207 size:type effect.power 0.8156383 38 1 123
#> 208 (Intercept) parameter.power 0.8175931 38 1 123
#> 209 cost parameter.power 0.7962184 38 1 123
#> 210 size1 parameter.power 0.5131751 38 1 123
#> 211 size2 parameter.power 0.5140269 38 1 123
#> 212 type1 parameter.power 0.3590781 38 1 123
#> 213 type2 parameter.power 0.3730207 38 1 123
#> 214 type3 parameter.power 0.3956758 38 1 123
#> 215 cost:size1 parameter.power 0.4910267 38 1 123
#> 216 cost:size2 parameter.power 0.5103905 38 1 123
#> 217 cost:type1 parameter.power 0.3495862 38 1 123
#> 218 cost:type2 parameter.power 0.3495862 38 1 123
#> 219 cost:type3 parameter.power 0.3773299 38 1 123
#> 220 size1:type1 parameter.power 0.2015990 38 1 123
#> 221 size2:type1 parameter.power 0.2011486 38 1 123
#> 222 size1:type2 parameter.power 0.2095112 38 1 123
#> 223 size2:type2 parameter.power 0.2013861 38 1 123
#> 224 size1:type3 parameter.power 0.2121892 38 1 123
#> 225 size2:type3 parameter.power 0.2097445 38 1 123
#> 226 (Intercept) effect.power 0.8187401 39 1 123
#> 227 cost effect.power 0.8143658 39 1 123
#> 228 size effect.power 0.5398129 39 1 123
#> 229 type effect.power 0.6225871 39 1 123
#> 230 cost:size effect.power 0.5131909 39 1 123
#> 231 cost:type effect.power 0.6153382 39 1 123
#> 232 size:type effect.power 0.8380883 39 1 123
#> 233 (Intercept) parameter.power 0.8187401 39 1 123
#> 234 cost parameter.power 0.8143658 39 1 123
#> 235 size1 parameter.power 0.5387913 39 1 123
#> 236 size2 parameter.power 0.5474098 39 1 123
#> 237 type1 parameter.power 0.3558576 39 1 123
#> 238 type2 parameter.power 0.3842160 39 1 123
#> 239 type3 parameter.power 0.3842160 39 1 123
#> 240 cost:size1 parameter.power 0.5191018 39 1 123
#> 241 cost:size2 parameter.power 0.5191018 39 1 123
#> 242 cost:type1 parameter.power 0.3548121 39 1 123
#> 243 cost:type2 parameter.power 0.3822490 39 1 123
#> 244 cost:type3 parameter.power 0.3822490 39 1 123
#> 245 size1:type1 parameter.power 0.2145179 39 1 123
#> 246 size2:type1 parameter.power 0.2151937 39 1 123
#> 247 size1:type2 parameter.power 0.2358854 39 1 123
#> 248 size2:type2 parameter.power 0.2201143 39 1 123
#> 249 size1:type3 parameter.power 0.2129932 39 1 123
#> 250 size2:type3 parameter.power 0.2145500 39 1 123
#> 251 (Intercept) effect.power 0.8309356 40 1 123
#> 252 cost effect.power 0.8303912 40 1 123
#> 253 size effect.power 0.5461875 40 1 123
#> 254 type effect.power 0.6403903 40 1 123
#> 255 cost:size effect.power 0.5160100 40 1 123
#> 256 cost:type effect.power 0.6390699 40 1 123
#> 257 size:type effect.power 0.8390432 40 1 123
#> 258 (Intercept) parameter.power 0.8309356 40 1 123
#> 259 cost parameter.power 0.8303912 40 1 123
#> 260 size1 parameter.power 0.5478595 40 1 123
#> 261 size2 parameter.power 0.5521027 40 1 123
#> 262 type1 parameter.power 0.3916939 40 1 123
#> 263 type2 parameter.power 0.3846057 40 1 123
#> 264 type3 parameter.power 0.4018997 40 1 123
#> 265 cost:size1 parameter.power 0.5269844 40 1 123
#> 266 cost:size2 parameter.power 0.5269844 40 1 123
#> 267 cost:type1 parameter.power 0.3900963 40 1 123
#> 268 cost:type2 parameter.power 0.3900963 40 1 123
#> 269 cost:type3 parameter.power 0.3866960 40 1 123
#> 270 size1:type1 parameter.power 0.2186679 40 1 123
#> 271 size2:type1 parameter.power 0.2168117 40 1 123
#> 272 size1:type2 parameter.power 0.2171821 40 1 123
#> 273 size2:type2 parameter.power 0.2201919 40 1 123
#> 274 size1:type3 parameter.power 0.2152208 40 1 123
#> 275 size2:type3 parameter.power 0.2407802 40 1 123
#> No errors or warnings encountered during power curve generation!