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.


[Package priorityelasticnet version 0.1.0 Index]