Samples data for a prediction model with a specified AUC and prevalence.
Source:R/get_sample.R
get_sample.RdSamples data for a prediction model with a specified AUC and prevalence.
Arguments
- auc
The Area Under the (receiver operating characteristic) Curve.
- n_samples
Number of samples to draw.
- prevalence
Prevalence or event rate of the binary outcome as a proportion (0.1 = 10%).
- min_events
Minimum number of events required in the sample.
Examples
get_sample(0.7, 1000, 0.1)
#> x actual
#> 1 -0.8416833722 0
#> 2 0.0765382119 0
#> 3 -0.1922890419 0
#> 4 0.3570301790 0
#> 5 -1.0747851799 0
#> 6 -0.7412112881 0
#> 7 -1.1228880099 0
#> 8 -0.8640324497 0
#> 9 0.4151569276 0
#> 10 -1.1281922187 0
#> 11 -0.4775184838 0
#> 12 -0.4547828540 0
#> 13 1.0091338791 0
#> 14 0.8396342719 0
#> 15 -1.1193198384 0
#> 16 -0.3068668509 0
#> 17 0.1994008299 0
#> 18 2.3647743516 0
#> 19 -0.4523329259 0
#> 20 -0.9664538927 0
#> 21 -0.1048319138 0
#> 22 0.5510409941 0
#> 23 0.1562973543 0
#> 24 -1.5560664748 0
#> 25 0.4620669578 0
#> 26 3.1118371525 0
#> 27 0.6255521376 0
#> 28 1.5427920308 0
#> 29 -0.9633823185 0
#> 30 -0.4740360710 0
#> 31 0.6635689746 0
#> 32 -0.6558185045 0
#> 33 0.3058048837 0
#> 34 -0.2300694075 0
#> 35 -0.5430605908 0
#> 36 1.8003554495 0
#> 37 -0.4940561235 0
#> 38 -1.6588393613 0
#> 39 0.6044759828 0
#> 40 -2.0862850159 0
#> 41 -1.6124623978 0
#> 42 0.0500710574 0
#> 43 -1.5830687417 0
#> 44 2.6930765854 0
#> 45 -1.1780632944 0
#> 46 -0.7605706115 0
#> 47 -0.4923782928 0
#> 48 -0.4927736131 0
#> 49 -1.2142034082 0
#> 50 1.3178532184 0
#> 51 -0.2297807118 0
#> 52 -0.0461914559 0
#> 53 1.2181408683 0
#> 54 -0.8356613330 0
#> 55 -0.0392245825 0
#> 56 -0.0041015226 0
#> 57 -2.0339241316 0
#> 58 -0.1694682771 0
#> 59 -0.4796797146 0
#> 60 0.1417237725 0
#> 61 1.6946214378 0
#> 62 0.4763721728 0
#> 63 1.1752021638 0
#> 64 1.0749103640 0
#> 65 -0.4241797385 0
#> 66 -1.6279232187 0
#> 67 0.1825888533 0
#> 68 1.5331525901 0
#> 69 -2.1118486089 0
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#> 71 1.1345998030 0
#> 72 -0.9218252767 0
#> 73 2.0366095283 0
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#> 75 -0.6494022004 0
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#> 86 1.1465959487 0
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#> 89 -0.2036879876 0
#> 90 -0.5086738004 0
#> 91 0.7953198281 0
#> 92 -0.8310482310 0
#> 93 0.1466828879 0
#> 94 -0.2248750106 0
#> 95 1.0320637452 0
#> 96 0.6353220497 0
#> 97 -0.0130435560 0
#> 98 0.0006224796 0
#> 99 -0.8977431005 0
#> 100 0.4838340167 0
#> 101 1.2148066624 0
#> 102 0.1983320444 0
#> 103 0.7156145831 0
#> 104 -0.7657996159 0
#> 105 0.3307051322 0
#> 106 -1.4824811779 0
#> 107 0.4086735795 0
#> 108 0.1492451115 0
#> 109 -0.3556104752 0
#> 110 0.1477563481 0
#> 111 0.0892449840 0
#> 112 -1.4697562020 0
#> 113 -2.0567040155 0
#> 114 0.3330872428 0
#> 115 -1.1831485862 0
#> 116 -0.0821895607 0
#> 117 0.4197473801 0
#> 118 1.9513777478 0
#> 119 -0.3994991123 0
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#> 124 -0.9445780136 0
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#> 130 1.5700207964 0
#> 131 -0.7557195320 0
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#> 133 1.2493584364 0
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