Pen_Data {priorityelasticnet} | R Documentation |
Simulated Patient Data for Binary Classification
Description
This dataset contains simulated data for a binary classification problem, representing patient data with clinical, proteomics, and RNA variables. The data is organized into three blocks of variables: clinical variables, proteomics variables, and RNA variables. The outcome is a binary variable generated based on a logistic function.
Usage
Pen_Data
Format
A data frame with 406 rows and 325 columns:
- Clinical_Var1
Numeric variable representing age.
- Clinical_Var2
Binary variable representing gender (0 = male, 1 = female).
- Clinical_Var3
Categorical variable representing race (values 0, 1, 2, or 3).
- Clinical_Var4
Binary variable representing ethnicity (0 or 1).
- Clinical_Var5
Binary variable representing radiation therapy status (0 or 1).
- Proteomic_Var1
Continuous variable representing a proteomic measurement.
- Proteomic_Var2
Continuous variable representing a proteomic measurement.
- Proteomic_Var3
Continuous variable representing a proteomic measurement.
- Proteomic_Var4
Continuous variable representing a proteomic measurement.
- Proteomic_Var5
Continuous variable representing a proteomic measurement.
- Proteomic_Var6
Continuous variable representing a proteomic measurement.
- Proteomic_Var7
Continuous variable representing a proteomic measurement.
- Proteomic_Var8
Continuous variable representing a proteomic measurement.
- Proteomic_Var9
Continuous variable representing a proteomic measurement.
- Proteomic_Var10
Continuous variable representing a proteomic measurement.
- Proteomic_Var11
Continuous variable representing a proteomic measurement.
- Proteomic_Var12
Continuous variable representing a proteomic measurement.
- Proteomic_Var13
Continuous variable representing a proteomic measurement.
- Proteomic_Var14
Continuous variable representing a proteomic measurement.
- Proteomic_Var15
Continuous variable representing a proteomic measurement.
- Proteomic_Var16
Continuous variable representing a proteomic measurement.
- Proteomic_Var17
Continuous variable representing a proteomic measurement.
- Proteomic_Var18
Continuous variable representing a proteomic measurement.
- Proteomic_Var19
Continuous variable representing a proteomic measurement.
- Proteomic_Var20
Continuous variable representing a proteomic measurement.
- Proteomic_Var21
Continuous variable representing a proteomic measurement.
- Proteomic_Var22
Continuous variable representing a proteomic measurement.
- Proteomic_Var23
Continuous variable representing a proteomic measurement.
- Proteomic_Var24
Continuous variable representing a proteomic measurement.
- Proteomic_Var25
Continuous variable representing a proteomic measurement.
- Proteomic_Var26
Continuous variable representing a proteomic measurement.
- Proteomic_Var27
Continuous variable representing a proteomic measurement.
- Proteomic_Var28
Continuous variable representing a proteomic measurement.
- Proteomic_Var29
Continuous variable representing a proteomic measurement.
- Proteomic_Var30
Continuous variable representing a proteomic measurement.
- Proteomic_Var31
Continuous variable representing a proteomic measurement.
- Proteomic_Var32
Continuous variable representing a proteomic measurement.
- Proteomic_Var33
Continuous variable representing a proteomic measurement.
- Proteomic_Var34
Continuous variable representing a proteomic measurement.
- Proteomic_Var35
Continuous variable representing a proteomic measurement.
- Proteomic_Var36
Continuous variable representing a proteomic measurement.
- Proteomic_Var37
Continuous variable representing a proteomic measurement.
- Proteomic_Var38
Continuous variable representing a proteomic measurement.
- Proteomic_Var39
Continuous variable representing a proteomic measurement.
- Proteomic_Var40
Continuous variable representing a proteomic measurement.
- Proteomic_Var41
Continuous variable representing a proteomic measurement.
- Proteomic_Var42
Continuous variable representing a proteomic measurement.
- Proteomic_Var43
Continuous variable representing a proteomic measurement.
- Proteomic_Var44
Continuous variable representing a proteomic measurement.
- Proteomic_Var45
Continuous variable representing a proteomic measurement.
- Proteomic_Var46
Continuous variable representing a proteomic measurement.
- Proteomic_Var47
Continuous variable representing a proteomic measurement.
- Proteomic_Var48
Continuous variable representing a proteomic measurement.
- Proteomic_Var49
Continuous variable representing a proteomic measurement.
- Proteomic_Var50
Continuous variable representing a proteomic measurement.
- Proteomic_Var51
Continuous variable representing a proteomic measurement.
- Proteomic_Var52
Continuous variable representing a proteomic measurement.
- Proteomic_Var53
Continuous variable representing a proteomic measurement.
- Proteomic_Var54
Continuous variable representing a proteomic measurement.
- Proteomic_Var55
Continuous variable representing a proteomic measurement.
- Proteomic_Var56
Continuous variable representing a proteomic measurement.
- Proteomic_Var57
Continuous variable representing a proteomic measurement.
- Proteomic_Var58
Continuous variable representing a proteomic measurement.
- Proteomic_Var59
Continuous variable representing a proteomic measurement.
- Proteomic_Var60
Continuous variable representing a proteomic measurement.
- Proteomic_Var61
Continuous variable representing a proteomic measurement.
- Proteomic_Var62
Continuous variable representing a proteomic measurement.
- Proteomic_Var63
Continuous variable representing a proteomic measurement.
- Proteomic_Var64
Continuous variable representing a proteomic measurement.
- Proteomic_Var65
Continuous variable representing a proteomic measurement.
- Proteomic_Var66
Continuous variable representing a proteomic measurement.
- Proteomic_Var67
Continuous variable representing a proteomic measurement.
- Proteomic_Var68
Continuous variable representing a proteomic measurement.
- Proteomic_Var69
Continuous variable representing a proteomic measurement.
- Proteomic_Var70
Continuous variable representing a proteomic measurement.
- Proteomic_Var71
Continuous variable representing a proteomic measurement.
- Proteomic_Var72
Continuous variable representing a proteomic measurement.
- Proteomic_Var73
Continuous variable representing a proteomic measurement.
- Proteomic_Var74
Continuous variable representing a proteomic measurement.
- Proteomic_Var75
Continuous variable representing a proteomic measurement.
- Proteomic_Var76
Continuous variable representing a proteomic measurement.
- Proteomic_Var77
Continuous variable representing a proteomic measurement.
- Proteomic_Var78
Continuous variable representing a proteomic measurement.
- Proteomic_Var79
Continuous variable representing a proteomic measurement.
- Proteomic_Var80
Continuous variable representing a proteomic measurement.
- Proteomic_Var81
Continuous variable representing a proteomic measurement.
- Proteomic_Var82
Continuous variable representing a proteomic measurement.
- Proteomic_Var83
Continuous variable representing a proteomic measurement.
- Proteomic_Var84
Continuous variable representing a proteomic measurement.
- Proteomic_Var85
Continuous variable representing a proteomic measurement.
- Proteomic_Var86
Continuous variable representing a proteomic measurement.
- Proteomic_Var87
Continuous variable representing a proteomic measurement.
- Proteomic_Var88
Continuous variable representing a proteomic measurement.
- Proteomic_Var89
Continuous variable representing a proteomic measurement.
- Proteomic_Var90
Continuous variable representing a proteomic measurement.
- Proteomic_Var91
Continuous variable representing a proteomic measurement.
- Proteomic_Var92
Continuous variable representing a proteomic measurement.
- Proteomic_Var93
Continuous variable representing a proteomic measurement.
- Proteomic_Var94
Continuous variable representing a proteomic measurement.
- Proteomic_Var95
Continuous variable representing a proteomic measurement.
- Proteomic_Var96
Continuous variable representing a proteomic measurement.
- Proteomic_Var97
Continuous variable representing a proteomic measurement.
- Proteomic_Var98
Continuous variable representing a proteomic measurement.
- Proteomic_Var99
Continuous variable representing a proteomic measurement.
- Proteomic_Var100
Continuous variable representing a proteomic measurement.
- Proteomic_Var101
Continuous variable representing a proteomic measurement.
- Proteomic_Var102
Continuous variable representing a proteomic measurement.
- Proteomic_Var103
Continuous variable representing a proteomic measurement.
- Proteomic_Var104
Continuous variable representing a proteomic measurement.
- Proteomic_Var105
Continuous variable representing a proteomic measurement.
- Proteomic_Var106
Continuous variable representing a proteomic measurement.
- Proteomic_Var107
Continuous variable representing a proteomic measurement.
- Proteomic_Var108
Continuous variable representing a proteomic measurement.
- Proteomic_Var109
Continuous variable representing a proteomic measurement.
- Proteomic_Var110
Continuous variable representing a proteomic measurement.
- Proteomic_Var111
Continuous variable representing a proteomic measurement.
- Proteomic_Var112
Continuous variable representing a proteomic measurement.
- Proteomic_Var113
Continuous variable representing a proteomic measurement.
- Proteomic_Var114
Continuous variable representing a proteomic measurement.
- Proteomic_Var115
Continuous variable representing a proteomic measurement.
- Proteomic_Var116
Continuous variable representing a proteomic measurement.
- Proteomic_Var117
Continuous variable representing a proteomic measurement.
- Proteomic_Var118
Continuous variable representing a proteomic measurement.
- Proteomic_Var119
Continuous variable representing a proteomic measurement.
- Proteomic_Var120
Continuous variable representing a proteomic measurement.
- Proteomic_Var121
Continuous variable representing a proteomic measurement.
- Proteomic_Var122
Continuous variable representing a proteomic measurement.
- Proteomic_Var123
Continuous variable representing a proteomic measurement.
- Proteomic_Var124
Continuous variable representing a proteomic measurement.
- Proteomic_Var125
Continuous variable representing a proteomic measurement.
- Proteomic_Var126
Continuous variable representing a proteomic measurement.
- Proteomic_Var127
Continuous variable representing a proteomic measurement.
- Proteomic_Var128
Continuous variable representing a proteomic measurement.
- Proteomic_Var129
Continuous variable representing a proteomic measurement.
- Proteomic_Var130
Continuous variable representing a proteomic measurement.
- Proteomic_Var131
Continuous variable representing a proteomic measurement.
- Proteomic_Var132
Continuous variable representing a proteomic measurement.
- Proteomic_Var133
Continuous variable representing a proteomic measurement.
- Proteomic_Var134
Continuous variable representing a proteomic measurement.
- Proteomic_Var135
Continuous variable representing a proteomic measurement.
- Proteomic_Var136
Continuous variable representing a proteomic measurement.
- Proteomic_Var137
Continuous variable representing a proteomic measurement.
- Proteomic_Var138
Continuous variable representing a proteomic measurement.
- Proteomic_Var139
Continuous variable representing a proteomic measurement.
- Proteomic_Var140
Continuous variable representing a proteomic measurement.
- Proteomic_Var141
Continuous variable representing a proteomic measurement.
- Proteomic_Var142
Continuous variable representing a proteomic measurement.
- Proteomic_Var143
Continuous variable representing a proteomic measurement.
- Proteomic_Var144
Continuous variable representing a proteomic measurement.
- Proteomic_Var145
Continuous variable representing a proteomic measurement.
- Proteomic_Var146
Continuous variable representing a proteomic measurement.
- Proteomic_Var147
Continuous variable representing a proteomic measurement.
- Proteomic_Var148
Continuous variable representing a proteomic measurement.
- Proteomic_Var149
Continuous variable representing a proteomic measurement.
- Proteomic_Var150
Continuous variable representing a proteomic measurement.
- Proteomic_Var151
Continuous variable representing a proteomic measurement.
- Proteomic_Var152
Continuous variable representing a proteomic measurement.
- Proteomic_Var153
Continuous variable representing a proteomic measurement.
- Proteomic_Var154
Continuous variable representing a proteomic measurement.
- Proteomic_Var155
Continuous variable representing a proteomic measurement.
- Proteomic_Var156
Continuous variable representing a proteomic measurement.
- Proteomic_Var157
Continuous variable representing a proteomic measurement.
- Proteomic_Var158
Continuous variable representing a proteomic measurement.
- Proteomic_Var159
Continuous variable representing a proteomic measurement.
- Proteomic_Var160
Continuous variable representing a proteomic measurement.
- Proteomic_Var161
Continuous variable representing a proteomic measurement.
- Proteomic_Var162
Continuous variable representing a proteomic measurement.
- Proteomic_Var163
Continuous variable representing a proteomic measurement.
- Proteomic_Var164
Continuous variable representing a proteomic measurement.
- Proteomic_Var165
Continuous variable representing a proteomic measurement.
- Proteomic_Var166
Continuous variable representing a proteomic measurement.
- Proteomic_Var167
Continuous variable representing a proteomic measurement.
- Proteomic_Var168
Continuous variable representing a proteomic measurement.
- Proteomic_Var169
Continuous variable representing a proteomic measurement.
- Proteomic_Var170
Continuous variable representing a proteomic measurement.
- Proteomic_Var171
Continuous variable representing a proteomic measurement.
- Proteomic_Var172
Continuous variable representing a proteomic measurement.
- Proteomic_Var173
Continuous variable representing a proteomic measurement.
- Proteomic_Var174
Continuous variable representing a proteomic measurement.
- RNA_Var1
Continuous variable representing an RNA measurement.
- RNA_Var2
Continuous variable representing an RNA measurement.
- RNA_Var3
Continuous variable representing an RNA measurement.
- RNA_Var4
Continuous variable representing an RNA measurement.
- RNA_Var5
Continuous variable representing an RNA measurement.
- RNA_Var6
Continuous variable representing an RNA measurement.
- RNA_Var7
Continuous variable representing an RNA measurement.
- RNA_Var8
Continuous variable representing an RNA measurement.
- RNA_Var9
Continuous variable representing an RNA measurement.
- RNA_Var10
Continuous variable representing an RNA measurement.
- RNA_Var11
Continuous variable representing an RNA measurement.
- RNA_Var12
Continuous variable representing an RNA measurement.
- RNA_Var13
Continuous variable representing an RNA measurement.
- RNA_Var14
Continuous variable representing an RNA measurement.
- RNA_Var15
Continuous variable representing an RNA measurement.
- RNA_Var16
Continuous variable representing an RNA measurement.
- RNA_Var17
Continuous variable representing an RNA measurement.
- RNA_Var18
Continuous variable representing an RNA measurement.
- RNA_Var19
Continuous variable representing an RNA measurement.
- RNA_Var20
Continuous variable representing an RNA measurement.
- RNA_Var21
Continuous variable representing an RNA measurement.
- RNA_Var22
Continuous variable representing an RNA measurement.
- RNA_Var23
Continuous variable representing an RNA measurement.
- RNA_Var24
Continuous variable representing an RNA measurement.
- RNA_Var25
Continuous variable representing an RNA measurement.
- RNA_Var26
Continuous variable representing an RNA measurement.
- RNA_Var27
Continuous variable representing an RNA measurement.
- RNA_Var28
Continuous variable representing an RNA measurement.
- RNA_Var29
Continuous variable representing an RNA measurement.
- RNA_Var30
Continuous variable representing an RNA measurement.
- RNA_Var31
Continuous variable representing an RNA measurement.
- RNA_Var32
Continuous variable representing an RNA measurement.
- RNA_Var33
Continuous variable representing an RNA measurement.
- RNA_Var34
Continuous variable representing an RNA measurement.
- RNA_Var35
Continuous variable representing an RNA measurement.
- RNA_Var36
Continuous variable representing an RNA measurement.
- RNA_Var37
Continuous variable representing an RNA measurement.
- RNA_Var38
Continuous variable representing an RNA measurement.
- RNA_Var39
Continuous variable representing an RNA measurement.
- RNA_Var40
Continuous variable representing an RNA measurement.
- RNA_Var41
Continuous variable representing an RNA measurement.
- RNA_Var42
Continuous variable representing an RNA measurement.
- RNA_Var43
Continuous variable representing an RNA measurement.
- RNA_Var44
Continuous variable representing an RNA measurement.
- RNA_Var45
Continuous variable representing an RNA measurement.
- RNA_Var46
Continuous variable representing an RNA measurement.
- RNA_Var47
Continuous variable representing an RNA measurement.
- RNA_Var48
Continuous variable representing an RNA measurement.
- RNA_Var49
Continuous variable representing an RNA measurement.
- RNA_Var50
Continuous variable representing an RNA measurement.
- RNA_Var51
Continuous variable representing an RNA measurement.
- RNA_Var52
Continuous variable representing an RNA measurement.
- RNA_Var53
Continuous variable representing an RNA measurement.
- RNA_Var54
Continuous variable representing an RNA measurement.
- RNA_Var55
Continuous variable representing an RNA measurement.
- RNA_Var56
Continuous variable representing an RNA measurement.
- RNA_Var57
Continuous variable representing an RNA measurement.
- RNA_Var58
Continuous variable representing an RNA measurement.
- RNA_Var59
Continuous variable representing an RNA measurement.
- RNA_Var60
Continuous variable representing an RNA measurement.
- RNA_Var61
Continuous variable representing an RNA measurement.
- RNA_Var62
Continuous variable representing an RNA measurement.
- RNA_Var63
Continuous variable representing an RNA measurement.
- RNA_Var64
Continuous variable representing an RNA measurement.
- RNA_Var65
Continuous variable representing an RNA measurement.
- RNA_Var66
Continuous variable representing an RNA measurement.
- RNA_Var67
Continuous variable representing an RNA measurement.
- RNA_Var68
Continuous variable representing an RNA measurement.
- RNA_Var69
Continuous variable representing an RNA measurement.
- RNA_Var70
Continuous variable representing an RNA measurement.
- RNA_Var71
Continuous variable representing an RNA measurement.
- RNA_Var72
Continuous variable representing an RNA measurement.
- RNA_Var73
Continuous variable representing an RNA measurement.
- RNA_Var74
Continuous variable representing an RNA measurement.
- RNA_Var75
Continuous variable representing an RNA measurement.
- RNA_Var76
Continuous variable representing an RNA measurement.
- RNA_Var77
Continuous variable representing an RNA measurement.
- RNA_Var78
Continuous variable representing an RNA measurement.
- RNA_Var79
Continuous variable representing an RNA measurement.
- RNA_Var80
Continuous variable representing an RNA measurement.
- RNA_Var81
Continuous variable representing an RNA measurement.
- RNA_Var82
Continuous variable representing an RNA measurement.
- RNA_Var83
Continuous variable representing an RNA measurement.
- RNA_Var84
Continuous variable representing an RNA measurement.
- RNA_Var85
Continuous variable representing an RNA measurement.
- RNA_Var86
Continuous variable representing an RNA measurement.
- RNA_Var87
Continuous variable representing an RNA measurement.
- RNA_Var88
Continuous variable representing an RNA measurement.
- RNA_Var89
Continuous variable representing an RNA measurement.
- RNA_Var90
Continuous variable representing an RNA measurement.
- RNA_Var91
Continuous variable representing an RNA measurement.
- RNA_Var92
Continuous variable representing an RNA measurement.
- RNA_Var93
Continuous variable representing an RNA measurement.
- RNA_Var94
Continuous variable representing an RNA measurement.
- RNA_Var95
Continuous variable representing an RNA measurement.
- RNA_Var96
Continuous variable representing an RNA measurement.
- RNA_Var97
Continuous variable representing an RNA measurement.
- RNA_Var98
Continuous variable representing an RNA measurement.
- RNA_Var99
Continuous variable representing an RNA measurement.
- RNA_Var100
Continuous variable representing an RNA measurement.
- RNA_Var101
Continuous variable representing an RNA measurement.
- RNA_Var102
Continuous variable representing an RNA measurement.
- RNA_Var103
Continuous variable representing an RNA measurement.
- RNA_Var104
Continuous variable representing an RNA measurement.
- RNA_Var105
Continuous variable representing an RNA measurement.
- RNA_Var106
Continuous variable representing an RNA measurement.
- RNA_Var107
Continuous variable representing an RNA measurement.
- RNA_Var108
Continuous variable representing an RNA measurement.
- RNA_Var109
Continuous variable representing an RNA measurement.
- RNA_Var110
Continuous variable representing an RNA measurement.
- RNA_Var111
Continuous variable representing an RNA measurement.
- RNA_Var112
Continuous variable representing an RNA measurement.
- RNA_Var113
Continuous variable representing an RNA measurement.
- RNA_Var114
Continuous variable representing an RNA measurement.
- RNA_Var115
Continuous variable representing an RNA measurement.
- RNA_Var116
Continuous variable representing an RNA measurement.
- RNA_Var117
Continuous variable representing an RNA measurement.
- RNA_Var118
Continuous variable representing an RNA measurement.
- RNA_Var119
Continuous variable representing an RNA measurement.
- RNA_Var120
Continuous variable representing an RNA measurement.
- RNA_Var121
Continuous variable representing an RNA measurement.
- RNA_Var122
Continuous variable representing an RNA measurement.
- RNA_Var123
Continuous variable representing an RNA measurement.
- RNA_Var124
Continuous variable representing an RNA measurement.
- RNA_Var125
Continuous variable representing an RNA measurement.
- RNA_Var126
Continuous variable representing an RNA measurement.
- RNA_Var127
Continuous variable representing an RNA measurement.
- RNA_Var128
Continuous variable representing an RNA measurement.
- RNA_Var129
Continuous variable representing an RNA measurement.
- RNA_Var130
Continuous variable representing an RNA measurement.
- RNA_Var131
Continuous variable representing an RNA measurement.
- RNA_Var132
Continuous variable representing an RNA measurement.
- RNA_Var133
Continuous variable representing an RNA measurement.
- RNA_Var134
Continuous variable representing an RNA measurement.
- RNA_Var135
Continuous variable representing an RNA measurement.
- RNA_Var136
Continuous variable representing an RNA measurement.
- RNA_Var137
Continuous variable representing an RNA measurement.
- RNA_Var138
Continuous variable representing an RNA measurement.
- RNA_Var139
Continuous variable representing an RNA measurement.
- RNA_Var140
Continuous variable representing an RNA measurement.
- RNA_Var141
Continuous variable representing an RNA measurement.
- RNA_Var142
Continuous variable representing an RNA measurement.
- RNA_Var143
Continuous variable representing an RNA measurement.
- RNA_Var144
Continuous variable representing an RNA measurement.
- RNA_Var145
Continuous variable representing an RNA measurement.
- Pen_out
Binary outcome variable generated using a logistic function applied to a linear predictor based on the combined variables.