Seguros
Gerardo Rodarte - A00834202
2022-09-16
Paso 1. Importar base de datos
El primer paso es siempre importar nuestra Base de Datos
bd <-read.csv("/Users/gerardorodarte/Desktop/ITESM/Tercer semestre/Bootcamp Programación/Actividad 3/seguros.csv")Paso 2. Entender la base de datos
Realizar un resumen para entender la BD.
resumen <- summary(bd)
resumen## ClaimID TotalPaid TotalReserves TotalRecovery
## Min. : 777632 Min. : 0 Min. : 0 Min. : 0.00
## 1st Qu.: 800748 1st Qu.: 83 1st Qu.: 0 1st Qu.: 0.00
## Median : 812128 Median : 271 Median : 0 Median : 0.00
## Mean : 1864676 Mean : 10404 Mean : 3368 Mean : 66.05
## 3rd Qu.: 824726 3rd Qu.: 1122 3rd Qu.: 0 3rd Qu.: 0.00
## Max. :62203364 Max. :4527291 Max. :1529053 Max. :100000.00
##
## IndemnityPaid OtherPaid TotalIncurredCost ClaimStatus
## Min. : 0 Min. : 0 Min. : -10400 Length:31619
## 1st Qu.: 0 1st Qu.: 80 1st Qu.: 80 Class :character
## Median : 0 Median : 265 Median : 266 Mode :character
## Mean : 4977 Mean : 5427 Mean : 13706
## 3rd Qu.: 0 3rd Qu.: 1023 3rd Qu.: 1098
## Max. :640732 Max. :4129915 Max. :4734750
##
## IncidentDate IncidentDescription ReturnToWorkDate ClaimantOpenedDate
## Length:31619 Length:31619 Length:31619 Length:31619
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## ClaimantClosedDate EmployerNotificationDate ReceivedDate
## Length:31619 Length:31619 Length:31619
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## IsDenied Transaction_Time Procesing_Time ClaimantAge_at_DOI
## Min. :0.00000 Min. : 0 Min. : 0.00 Min. :14.0
## 1st Qu.:0.00000 1st Qu.: 211 1st Qu.: 4.00 1st Qu.:33.0
## Median :0.00000 Median : 780 Median : 10.00 Median :42.0
## Mean :0.04463 Mean : 1004 Mean : 62.99 Mean :41.6
## 3rd Qu.:0.00000 3rd Qu.: 1440 3rd Qu.: 24.00 3rd Qu.:50.0
## Max. :1.00000 Max. :16428 Max. :11558.00 Max. :94.0
## NA's :614
## Gender ClaimantType InjuryNature BodyPartRegion
## Length:31619 Length:31619 Length:31619 Length:31619
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## BodyPart AverageWeeklyWage1 ClaimID1 BillReviewALE
## Length:31619 Min. : 100.0 Min. : 777632 Min. : -448.0
## Class :character 1st Qu.: 492.0 1st Qu.: 800748 1st Qu.: 16.0
## Mode :character Median : 492.0 Median : 812128 Median : 24.0
## Mean : 536.5 Mean : 1864676 Mean : 188.7
## 3rd Qu.: 492.0 3rd Qu.: 824726 3rd Qu.: 64.1
## Max. :8613.5 Max. :62203364 Max. :46055.3
## NA's :14912
## Hospital PhysicianOutpatient Rx
## Min. : -12570.4 Min. : -549.5 Min. : -160.7
## 1st Qu.: 210.5 1st Qu.: 105.8 1st Qu.: 22.9
## Median : 613.9 Median : 218.0 Median : 61.5
## Mean : 5113.2 Mean : 1813.2 Mean : 1695.2
## 3rd Qu.: 2349.1 3rd Qu.: 680.6 3rd Qu.: 189.0
## Max. :2759604.0 Max. :1219766.6 Max. :631635.5
## NA's :19655 NA's :2329 NA's :20730Paso 3. Conteo de respuestas por variable
Realizamos un conteo para visualizar las respuestas por variable
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union#count(bd,IncidentDescription, sort=TRUE)
count(bd,ClaimantType, sort=TRUE)## ClaimantType n
## 1 Medical Only 23073
## 2 Indemnity 7315
## 3 Report Only 1231count(bd,InjuryNature, sort=TRUE)## InjuryNature n
## 1 Contusion 9087
## 2 Strain 8999
## 3 Sprain 2419
## 4 Laceration 2291
## 5 Puncture 1435
## 6 All Other Specific Injuries, Noc 1365
## 7 Fracture 889
## 8 Foreign Body 867
## 9 Non-Standard Code 685
## 10 Multiple Physical Injuries Only 547
## 11 Dermatitis 424
## 12 Inflammation 350
## 13 No Physical Injury 339
## 14 Burn 337
## 15 Respiratory Disorders 267
## 16 Carpal Tunnel Syndrome 224
## 17 Dislocation 155
## 18 Crushing 148
## 19 Concussion 105
## 20 Infection 101
## 21 Contagious Disease 73
## 22 Hernia 63
## 23 Poisoning?Chemical (Other Than Metals) 59
## 24 Mental Stress 49
## 25 Syncope 48
## 26 Heat Prostration 42
## 27 Electric Shock 39
## 28 Rupture 39
## 29 Asbestosis 23
## 30 Hearing Loss Or Impairment 20
## 31 Loss of Hearing 16
## 32 Poisoning?General (NOT OD or Cumulative Injury) 16
## 33 Multiple Injuries Including Both Physical and Psychological 15
## 34 Radiation 14
## 35 Myocardial Infarction 13
## 36 Severance 13
## 37 Vision Loss 12
## 38 Amputation 8
## 39 Mental Disorder 5
## 40 Cancer 4
## 41 Dust Disease, NOC 3
## 42 Freezing 3
## 43 Angina Pectoris 2
## 44 AIDS 1
## 45 Asphyxiation 1
## 46 Black Lung 1
## 47 Not Available 1
## 48 Vascular 1
## 49 VDT-Related Disease 1count(bd,BodyPartRegion, sort=TRUE)## BodyPartRegion n
## 1 Upper Extremities 9927
## 2 Lower Extremities 7033
## 3 Trunk 5704
## 4 Multiple Body Parts 4237
## 5 Head 3120
## 6 Neck 971
## 7 Non-Standard Code 627count(bd,BodyPart, sort=TRUE)## BodyPart n
## 1 Multiple Body Parts (Including Body Systems and Body Parts) 3542
## 2 Lower Back Area 3359
## 3 Knee 2904
## 4 Finger(S) 2287
## 5 Hand 1874
## 6 Shoulder(S) 1555
## 7 Ankle 1361
## 8 Wrist 1287
## 9 Eyes 1267
## 10 Multiple Head Injury 1040
## 11 Foot 907
## 12 Lower Arm 759
## 13 Thumb 727
## 14 Lower Leg 675
## 15 Multiple Neck Injury 668
## 16 Non-Standard Code 627
## 17 Chest 531
## 18 Lumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 518
## 19 Elbow 508
## 20 Multiple Upper Extremities 498
## 21 Upper Arm 432
## 22 Multiple Lower Extremities 364
## 23 Hip 315
## 24 Abdomen 310
## 25 No Physical Injury 294
## 26 Soft Tissue-Neck 291
## 27 Insufficient Info to Properly Identify?Unclassified 260
## 28 Upper Leg 255
## 29 Upper Back Area 253
## 30 Facial Bones 249
## 31 Disc-Trunk 208
## 32 Lungs 189
## 33 Toes 182
## 34 Mouth 162
## 35 Nose 153
## 36 Body Systems and Multiple Body Systems 129
## 37 Ear(S) 118
## 38 Buttocks 102
## 39 Teeth 92
## 40 Great Toe 70
## 41 Pelvis 59
## 42 Multiple Trunk 54
## 43 Internal Organs 46
## 44 Spinal Cord-Trunk 36
## 45 Skull 33
## 46 Sacrum And Coccyx 27
## 47 Heart 12
## 48 Trachea 7
## 49 Whole Body 7
## 50 Artificial Appliance 5
## 51 Brain 5
## 52 Vertebrae 4
## 53 Larynx 1
## 54 Soft Tissue-Head 1Paso 4. Generar regresión
Generamos una regresion que fuera lo más ajustada posible para así realizar un modelo predictivo eficiente.
regresion<-lm(TotalIncurredCost~ClaimantAge_at_DOI + ClaimantType + Gender + InjuryNature + BodyPartRegion + BodyPart + AverageWeeklyWage1,data=bd)
summary(regresion)##
## Call:
## lm(formula = TotalIncurredCost ~ ClaimantAge_at_DOI + ClaimantType +
## Gender + InjuryNature + BodyPartRegion + BodyPart + AverageWeeklyWage1,
## data = bd)
##
## Residuals:
## Min 1Q Median 3Q Max
## -477362 -12697 -550 5168 4673472
##
## Coefficients: (6 not defined because of singularities)
## Estimate
## (Intercept) -2.378e+04
## ClaimantAge_at_DOI 1.562e+02
## ClaimantTypeMedical Only -5.558e+04
## ClaimantTypeReport Only -5.011e+04
## GenderMale 1.284e+03
## GenderNot Available 6.689e+04
## InjuryNatureAll Other Specific Injuries, Noc 5.673e+04
## InjuryNatureAmputation 3.981e+04
## InjuryNatureAngina Pectoris -3.435e+03
## InjuryNatureAsbestosis 6.414e+04
## InjuryNatureAsphyxiation 6.103e+04
## InjuryNatureBlack Lung 6.015e+04
## InjuryNatureBurn 5.822e+04
## InjuryNatureCancer 6.751e+04
## InjuryNatureCarpal Tunnel Syndrome 3.969e+04
## InjuryNatureConcussion 8.513e+04
## InjuryNatureContagious Disease 7.377e+04
## InjuryNatureContusion 5.310e+04
## InjuryNatureCrushing 5.680e+04
## InjuryNatureDermatitis 5.106e+04
## InjuryNatureDislocation 3.829e+04
## InjuryNatureDust Disease, NOC 5.988e+04
## InjuryNatureElectric Shock 6.393e+04
## InjuryNatureForeign Body 5.245e+04
## InjuryNatureFracture 5.006e+04
## InjuryNatureFreezing 4.739e+04
## InjuryNatureHearing Loss Or Impairment 4.654e+04
## InjuryNatureHeat Prostration 4.574e+04
## InjuryNatureHernia 2.304e+04
## InjuryNatureInfection 4.686e+04
## InjuryNatureInflammation 6.115e+04
## InjuryNatureLaceration 5.288e+04
## InjuryNatureLoss of Hearing 4.266e+04
## InjuryNatureMental Disorder -3.827e+04
## InjuryNatureMental Stress 5.016e+04
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 3.957e+04
## InjuryNatureMultiple Physical Injuries Only 5.938e+04
## InjuryNatureMyocardial Infarction 3.203e+04
## InjuryNatureNo Physical Injury 4.793e+04
## InjuryNatureNon-Standard Code 3.735e+04
## InjuryNatureNot Available 5.287e+04
## InjuryNaturePoisoning?Chemical (Other Than Metals) 5.778e+04
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 4.645e+04
## InjuryNaturePuncture 5.340e+04
## InjuryNatureRadiation 5.488e+04
## InjuryNatureRespiratory Disorders 5.089e+04
## InjuryNatureRupture 6.257e+04
## InjuryNatureSeverance 8.690e+04
## InjuryNatureSprain 5.235e+04
## InjuryNatureStrain 4.740e+04
## InjuryNatureSyncope 4.655e+04
## InjuryNatureVascular 2.162e+02
## InjuryNatureVDT-Related Disease 6.035e+02
## InjuryNatureVision Loss 5.446e+04
## BodyPartRegionLower Extremities 1.748e+04
## BodyPartRegionMultiple Body Parts 2.913e+05
## BodyPartRegionNeck 5.097e+04
## BodyPartRegionNon-Standard Code 5.759e+03
## BodyPartRegionTrunk 8.666e+03
## BodyPartRegionUpper Extremities 1.304e+04
## BodyPartAnkle -6.760e+03
## BodyPartArtificial Appliance -2.843e+05
## BodyPartBody Systems and Multiple Body Systems -2.765e+05
## BodyPartBrain 4.126e+05
## BodyPartButtocks 1.879e+04
## BodyPartChest 3.892e+03
## BodyPartDisc-Trunk 1.761e+04
## BodyPartEar(S) 1.043e+04
## BodyPartElbow -1.760e+02
## BodyPartEyes 1.369e+04
## BodyPartFacial Bones 1.372e+04
## BodyPartFinger(S) -2.799e+03
## BodyPartFoot -8.480e+03
## BodyPartGreat Toe -8.733e+03
## BodyPartHand -2.864e+03
## BodyPartHeart 6.144e+03
## BodyPartHip 6.854e+03
## BodyPartInsufficient Info to Properly Identify?Unclassified -2.826e+05
## BodyPartInternal Organs 1.228e+04
## BodyPartKnee -1.194e+03
## BodyPartLarynx -8.529e+04
## BodyPartLower Arm -2.674e+03
## BodyPartLower Back Area 2.532e+04
## BodyPartLower Leg -5.612e+01
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 1.772e+04
## BodyPartLungs -4.964e+02
## BodyPartMouth 1.350e+04
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) -2.711e+05
## BodyPartMultiple Head Injury 1.652e+04
## BodyPartMultiple Lower Extremities 1.911e+03
## BodyPartMultiple Neck Injury -3.185e+04
## BodyPartMultiple Trunk 6.008e+03
## BodyPartMultiple Upper Extremities 4.154e+03
## BodyPartNo Physical Injury -2.756e+05
## BodyPartNon-Standard Code NA
## BodyPartNose 9.839e+03
## BodyPartPelvis 7.507e+02
## BodyPartSacrum And Coccyx 1.936e+04
## BodyPartShoulder(S) 6.654e+03
## BodyPartSkull 4.699e+04
## BodyPartSoft Tissue-Head -1.759e+04
## BodyPartSoft Tissue-Neck -1.805e+04
## BodyPartSpinal Cord-Trunk 9.208e+04
## BodyPartTeeth NA
## BodyPartThumb -2.801e+03
## BodyPartToes -8.322e+03
## BodyPartTrachea -5.600e+04
## BodyPartUpper Arm 3.218e+03
## BodyPartUpper Back Area 6.851e+03
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## AverageWeeklyWage1 8.033e+00
## Std. Error
## (Intercept) 8.063e+04
## ClaimantAge_at_DOI 4.036e+01
## ClaimantTypeMedical Only 1.152e+03
## ClaimantTypeReport Only 2.596e+03
## GenderMale 9.244e+02
## GenderNot Available 8.412e+03
## InjuryNatureAll Other Specific Injuries, Noc 8.019e+04
## InjuryNatureAmputation 8.502e+04
## InjuryNatureAngina Pectoris 9.965e+04
## InjuryNatureAsbestosis 8.190e+04
## InjuryNatureAsphyxiation 1.134e+05
## InjuryNatureBlack Lung 1.134e+05
## InjuryNatureBurn 8.029e+04
## InjuryNatureCancer 8.962e+04
## InjuryNatureCarpal Tunnel Syndrome 8.036e+04
## InjuryNatureConcussion 8.056e+04
## InjuryNatureContagious Disease 8.067e+04
## InjuryNatureContusion 8.018e+04
## InjuryNatureCrushing 8.045e+04
## InjuryNatureDermatitis 8.026e+04
## InjuryNatureDislocation 8.043e+04
## InjuryNatureDust Disease, NOC 9.279e+04
## InjuryNatureElectric Shock 8.116e+04
## InjuryNatureForeign Body 8.024e+04
## InjuryNatureFracture 8.022e+04
## InjuryNatureFreezing 9.252e+04
## InjuryNatureHearing Loss Or Impairment 8.260e+04
## InjuryNatureHeat Prostration 8.102e+04
## InjuryNatureHernia 8.088e+04
## InjuryNatureInfection 8.057e+04
## InjuryNatureInflammation 8.029e+04
## InjuryNatureLaceration 8.019e+04
## InjuryNatureLoss of Hearing 8.309e+04
## InjuryNatureMental Disorder 8.799e+04
## InjuryNatureMental Stress 8.077e+04
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 8.279e+04
## InjuryNatureMultiple Physical Injuries Only 8.025e+04
## InjuryNatureMyocardial Infarction 8.664e+04
## InjuryNatureNo Physical Injury 8.011e+04
## InjuryNatureNon-Standard Code 8.082e+04
## InjuryNatureNot Available 1.133e+05
## InjuryNaturePoisoning?Chemical (Other Than Metals) 8.081e+04
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 8.261e+04
## InjuryNaturePuncture 8.020e+04
## InjuryNatureRadiation 8.297e+04
## InjuryNatureRespiratory Disorders 8.038e+04
## InjuryNatureRupture 8.119e+04
## InjuryNatureSeverance 8.321e+04
## InjuryNatureSprain 8.019e+04
## InjuryNatureStrain 8.018e+04
## InjuryNatureSyncope 8.093e+04
## InjuryNatureVascular 1.132e+05
## InjuryNatureVDT-Related Disease 1.133e+05
## InjuryNatureVision Loss 8.347e+04
## BodyPartRegionLower Extremities 9.834e+03
## BodyPartRegionMultiple Body Parts 3.140e+04
## BodyPartRegionNeck 4.088e+04
## BodyPartRegionNon-Standard Code 1.367e+04
## BodyPartRegionTrunk 9.718e+03
## BodyPartRegionUpper Extremities 8.743e+03
## BodyPartAnkle 5.588e+03
## BodyPartArtificial Appliance 4.685e+04
## BodyPartBody Systems and Multiple Body Systems 3.117e+04
## BodyPartBrain 3.768e+04
## BodyPartButtocks 9.258e+03
## BodyPartChest 5.913e+03
## BodyPartDisc-Trunk 7.302e+03
## BodyPartEar(S) 1.227e+04
## BodyPartElbow 4.234e+03
## BodyPartEyes 8.927e+03
## BodyPartFacial Bones 9.857e+03
## BodyPartFinger(S) 2.933e+03
## BodyPartFoot 5.699e+03
## BodyPartGreat Toe 1.081e+04
## BodyPartHand 2.960e+03
## BodyPartHeart 3.530e+04
## BodyPartHip 6.760e+03
## BodyPartInsufficient Info to Properly Identify?Unclassified 3.066e+04
## BodyPartInternal Organs 1.275e+04
## BodyPartKnee 5.259e+03
## BodyPartLarynx 8.940e+04
## BodyPartLower Arm 3.719e+03
## BodyPartLower Back Area 4.984e+03
## BodyPartLower Leg 5.884e+03
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 5.937e+03
## BodyPartLungs 9.118e+03
## BodyPartMouth 1.054e+04
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 3.026e+04
## BodyPartMultiple Head Injury 8.836e+03
## BodyPartMultiple Lower Extremities 6.542e+03
## BodyPartMultiple Neck Injury 4.016e+04
## BodyPartMultiple Trunk 1.184e+04
## BodyPartMultiple Upper Extremities 4.255e+03
## BodyPartNo Physical Injury 3.086e+04
## BodyPartNon-Standard Code NA
## BodyPartNose 1.060e+04
## BodyPartPelvis 1.139e+04
## BodyPartSacrum And Coccyx 1.612e+04
## BodyPartShoulder(S) 3.078e+03
## BodyPartSkull 1.638e+04
## BodyPartSoft Tissue-Head 8.066e+04
## BodyPartSoft Tissue-Neck 4.032e+04
## BodyPartSpinal Cord-Trunk 1.418e+04
## BodyPartTeeth NA
## BodyPartThumb 3.799e+03
## BodyPartToes 7.792e+03
## BodyPartTrachea 5.036e+04
## BodyPartUpper Arm 4.484e+03
## BodyPartUpper Back Area 6.937e+03
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## AverageWeeklyWage1 2.081e+00
## t value
## (Intercept) -0.295
## ClaimantAge_at_DOI 3.871
## ClaimantTypeMedical Only -48.261
## ClaimantTypeReport Only -19.300
## GenderMale 1.389
## GenderNot Available 7.952
## InjuryNatureAll Other Specific Injuries, Noc 0.707
## InjuryNatureAmputation 0.468
## InjuryNatureAngina Pectoris -0.034
## InjuryNatureAsbestosis 0.783
## InjuryNatureAsphyxiation 0.538
## InjuryNatureBlack Lung 0.530
## InjuryNatureBurn 0.725
## InjuryNatureCancer 0.753
## InjuryNatureCarpal Tunnel Syndrome 0.494
## InjuryNatureConcussion 1.057
## InjuryNatureContagious Disease 0.915
## InjuryNatureContusion 0.662
## InjuryNatureCrushing 0.706
## InjuryNatureDermatitis 0.636
## InjuryNatureDislocation 0.476
## InjuryNatureDust Disease, NOC 0.645
## InjuryNatureElectric Shock 0.788
## InjuryNatureForeign Body 0.654
## InjuryNatureFracture 0.624
## InjuryNatureFreezing 0.512
## InjuryNatureHearing Loss Or Impairment 0.563
## InjuryNatureHeat Prostration 0.565
## InjuryNatureHernia 0.285
## InjuryNatureInfection 0.582
## InjuryNatureInflammation 0.762
## InjuryNatureLaceration 0.659
## InjuryNatureLoss of Hearing 0.513
## InjuryNatureMental Disorder -0.435
## InjuryNatureMental Stress 0.621
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 0.478
## InjuryNatureMultiple Physical Injuries Only 0.740
## InjuryNatureMyocardial Infarction 0.370
## InjuryNatureNo Physical Injury 0.598
## InjuryNatureNon-Standard Code 0.462
## InjuryNatureNot Available 0.467
## InjuryNaturePoisoning?Chemical (Other Than Metals) 0.715
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 0.562
## InjuryNaturePuncture 0.666
## InjuryNatureRadiation 0.661
## InjuryNatureRespiratory Disorders 0.633
## InjuryNatureRupture 0.771
## InjuryNatureSeverance 1.044
## InjuryNatureSprain 0.653
## InjuryNatureStrain 0.591
## InjuryNatureSyncope 0.575
## InjuryNatureVascular 0.002
## InjuryNatureVDT-Related Disease 0.005
## InjuryNatureVision Loss 0.652
## BodyPartRegionLower Extremities 1.778
## BodyPartRegionMultiple Body Parts 9.277
## BodyPartRegionNeck 1.247
## BodyPartRegionNon-Standard Code 0.421
## BodyPartRegionTrunk 0.892
## BodyPartRegionUpper Extremities 1.491
## BodyPartAnkle -1.210
## BodyPartArtificial Appliance -6.068
## BodyPartBody Systems and Multiple Body Systems -8.871
## BodyPartBrain 10.951
## BodyPartButtocks 2.030
## BodyPartChest 0.658
## BodyPartDisc-Trunk 2.412
## BodyPartEar(S) 0.850
## BodyPartElbow -0.042
## BodyPartEyes 1.534
## BodyPartFacial Bones 1.392
## BodyPartFinger(S) -0.954
## BodyPartFoot -1.488
## BodyPartGreat Toe -0.808
## BodyPartHand -0.967
## BodyPartHeart 0.174
## BodyPartHip 1.014
## BodyPartInsufficient Info to Properly Identify?Unclassified -9.218
## BodyPartInternal Organs 0.964
## BodyPartKnee -0.227
## BodyPartLarynx -0.954
## BodyPartLower Arm -0.719
## BodyPartLower Back Area 5.080
## BodyPartLower Leg -0.010
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 2.985
## BodyPartLungs -0.054
## BodyPartMouth 1.281
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) -8.957
## BodyPartMultiple Head Injury 1.869
## BodyPartMultiple Lower Extremities 0.292
## BodyPartMultiple Neck Injury -0.793
## BodyPartMultiple Trunk 0.508
## BodyPartMultiple Upper Extremities 0.976
## BodyPartNo Physical Injury -8.930
## BodyPartNon-Standard Code NA
## BodyPartNose 0.929
## BodyPartPelvis 0.066
## BodyPartSacrum And Coccyx 1.201
## BodyPartShoulder(S) 2.162
## BodyPartSkull 2.868
## BodyPartSoft Tissue-Head -0.218
## BodyPartSoft Tissue-Neck -0.448
## BodyPartSpinal Cord-Trunk 6.495
## BodyPartTeeth NA
## BodyPartThumb -0.737
## BodyPartToes -1.068
## BodyPartTrachea -1.112
## BodyPartUpper Arm 0.718
## BodyPartUpper Back Area 0.988
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## AverageWeeklyWage1 3.860
## Pr(>|t|)
## (Intercept) 0.768018
## ClaimantAge_at_DOI 0.000109
## ClaimantTypeMedical Only < 2e-16
## ClaimantTypeReport Only < 2e-16
## GenderMale 0.164980
## GenderNot Available 1.90e-15
## InjuryNatureAll Other Specific Injuries, Noc 0.479316
## InjuryNatureAmputation 0.639614
## InjuryNatureAngina Pectoris 0.972499
## InjuryNatureAsbestosis 0.433548
## InjuryNatureAsphyxiation 0.590606
## InjuryNatureBlack Lung 0.595936
## InjuryNatureBurn 0.468425
## InjuryNatureCancer 0.451230
## InjuryNatureCarpal Tunnel Syndrome 0.621353
## InjuryNatureConcussion 0.290675
## InjuryNatureContagious Disease 0.360437
## InjuryNatureContusion 0.507791
## InjuryNatureCrushing 0.480165
## InjuryNatureDermatitis 0.524685
## InjuryNatureDislocation 0.634034
## InjuryNatureDust Disease, NOC 0.518712
## InjuryNatureElectric Shock 0.430906
## InjuryNatureForeign Body 0.513297
## InjuryNatureFracture 0.532576
## InjuryNatureFreezing 0.608538
## InjuryNatureHearing Loss Or Impairment 0.573195
## InjuryNatureHeat Prostration 0.572386
## InjuryNatureHernia 0.775742
## InjuryNatureInfection 0.560845
## InjuryNatureInflammation 0.446283
## InjuryNatureLaceration 0.509641
## InjuryNatureLoss of Hearing 0.607631
## InjuryNatureMental Disorder 0.663656
## InjuryNatureMental Stress 0.534599
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 0.632666
## InjuryNatureMultiple Physical Injuries Only 0.459316
## InjuryNatureMyocardial Infarction 0.711606
## InjuryNatureNo Physical Injury 0.549606
## InjuryNatureNon-Standard Code 0.643982
## InjuryNatureNot Available 0.640612
## InjuryNaturePoisoning?Chemical (Other Than Metals) 0.474557
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 0.573890
## InjuryNaturePuncture 0.505543
## InjuryNatureRadiation 0.508337
## InjuryNatureRespiratory Disorders 0.526623
## InjuryNatureRupture 0.440943
## InjuryNatureSeverance 0.296341
## InjuryNatureSprain 0.513860
## InjuryNatureStrain 0.554392
## InjuryNatureSyncope 0.565167
## InjuryNatureVascular 0.998477
## InjuryNatureVDT-Related Disease 0.995749
## InjuryNatureVision Loss 0.514091
## BodyPartRegionLower Extremities 0.075477
## BodyPartRegionMultiple Body Parts < 2e-16
## BodyPartRegionNeck 0.212527
## BodyPartRegionNon-Standard Code 0.673656
## BodyPartRegionTrunk 0.372556
## BodyPartRegionUpper Extremities 0.135999
## BodyPartAnkle 0.226456
## BodyPartArtificial Appliance 1.31e-09
## BodyPartBody Systems and Multiple Body Systems < 2e-16
## BodyPartBrain < 2e-16
## BodyPartButtocks 0.042366
## BodyPartChest 0.510385
## BodyPartDisc-Trunk 0.015884
## BodyPartEar(S) 0.395371
## BodyPartElbow 0.966846
## BodyPartEyes 0.125140
## BodyPartFacial Bones 0.164062
## BodyPartFinger(S) 0.339968
## BodyPartFoot 0.136747
## BodyPartGreat Toe 0.419364
## BodyPartHand 0.333304
## BodyPartHeart 0.861813
## BodyPartHip 0.310615
## BodyPartInsufficient Info to Properly Identify?Unclassified < 2e-16
## BodyPartInternal Organs 0.335180
## BodyPartKnee 0.820407
## BodyPartLarynx 0.340075
## BodyPartLower Arm 0.472158
## BodyPartLower Back Area 3.80e-07
## BodyPartLower Leg 0.992390
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 0.002835
## BodyPartLungs 0.956579
## BodyPartMouth 0.200318
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) < 2e-16
## BodyPartMultiple Head Injury 0.061608
## BodyPartMultiple Lower Extremities 0.770137
## BodyPartMultiple Neck Injury 0.427779
## BodyPartMultiple Trunk 0.611717
## BodyPartMultiple Upper Extremities 0.328914
## BodyPartNo Physical Injury < 2e-16
## BodyPartNon-Standard Code NA
## BodyPartNose 0.353155
## BodyPartPelvis 0.947456
## BodyPartSacrum And Coccyx 0.229765
## BodyPartShoulder(S) 0.030656
## BodyPartSkull 0.004132
## BodyPartSoft Tissue-Head 0.827415
## BodyPartSoft Tissue-Neck 0.654345
## BodyPartSpinal Cord-Trunk 8.40e-11
## BodyPartTeeth NA
## BodyPartThumb 0.460854
## BodyPartToes 0.285566
## BodyPartTrachea 0.266149
## BodyPartUpper Arm 0.472978
## BodyPartUpper Back Area 0.323337
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## AverageWeeklyWage1 0.000114
##
## (Intercept)
## ClaimantAge_at_DOI ***
## ClaimantTypeMedical Only ***
## ClaimantTypeReport Only ***
## GenderMale
## GenderNot Available ***
## InjuryNatureAll Other Specific Injuries, Noc
## InjuryNatureAmputation
## InjuryNatureAngina Pectoris
## InjuryNatureAsbestosis
## InjuryNatureAsphyxiation
## InjuryNatureBlack Lung
## InjuryNatureBurn
## InjuryNatureCancer
## InjuryNatureCarpal Tunnel Syndrome
## InjuryNatureConcussion
## InjuryNatureContagious Disease
## InjuryNatureContusion
## InjuryNatureCrushing
## InjuryNatureDermatitis
## InjuryNatureDislocation
## InjuryNatureDust Disease, NOC
## InjuryNatureElectric Shock
## InjuryNatureForeign Body
## InjuryNatureFracture
## InjuryNatureFreezing
## InjuryNatureHearing Loss Or Impairment
## InjuryNatureHeat Prostration
## InjuryNatureHernia
## InjuryNatureInfection
## InjuryNatureInflammation
## InjuryNatureLaceration
## InjuryNatureLoss of Hearing
## InjuryNatureMental Disorder
## InjuryNatureMental Stress
## InjuryNatureMultiple Injuries Including Both Physical and Psychological
## InjuryNatureMultiple Physical Injuries Only
## InjuryNatureMyocardial Infarction
## InjuryNatureNo Physical Injury
## InjuryNatureNon-Standard Code
## InjuryNatureNot Available
## InjuryNaturePoisoning?Chemical (Other Than Metals)
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury)
## InjuryNaturePuncture
## InjuryNatureRadiation
## InjuryNatureRespiratory Disorders
## InjuryNatureRupture
## InjuryNatureSeverance
## InjuryNatureSprain
## InjuryNatureStrain
## InjuryNatureSyncope
## InjuryNatureVascular
## InjuryNatureVDT-Related Disease
## InjuryNatureVision Loss
## BodyPartRegionLower Extremities .
## BodyPartRegionMultiple Body Parts ***
## BodyPartRegionNeck
## BodyPartRegionNon-Standard Code
## BodyPartRegionTrunk
## BodyPartRegionUpper Extremities
## BodyPartAnkle
## BodyPartArtificial Appliance ***
## BodyPartBody Systems and Multiple Body Systems ***
## BodyPartBrain ***
## BodyPartButtocks *
## BodyPartChest
## BodyPartDisc-Trunk *
## BodyPartEar(S)
## BodyPartElbow
## BodyPartEyes
## BodyPartFacial Bones
## BodyPartFinger(S)
## BodyPartFoot
## BodyPartGreat Toe
## BodyPartHand
## BodyPartHeart
## BodyPartHip
## BodyPartInsufficient Info to Properly Identify?Unclassified ***
## BodyPartInternal Organs
## BodyPartKnee
## BodyPartLarynx
## BodyPartLower Arm
## BodyPartLower Back Area ***
## BodyPartLower Leg
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) **
## BodyPartLungs
## BodyPartMouth
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) ***
## BodyPartMultiple Head Injury .
## BodyPartMultiple Lower Extremities
## BodyPartMultiple Neck Injury
## BodyPartMultiple Trunk
## BodyPartMultiple Upper Extremities
## BodyPartNo Physical Injury ***
## BodyPartNon-Standard Code
## BodyPartNose
## BodyPartPelvis
## BodyPartSacrum And Coccyx
## BodyPartShoulder(S) *
## BodyPartSkull **
## BodyPartSoft Tissue-Head
## BodyPartSoft Tissue-Neck
## BodyPartSpinal Cord-Trunk ***
## BodyPartTeeth
## BodyPartThumb
## BodyPartToes
## BodyPartTrachea
## BodyPartUpper Arm
## BodyPartUpper Back Area
## BodyPartUpper Leg
## BodyPartVertebrae
## BodyPartWhole Body
## BodyPartWrist
## AverageWeeklyWage1 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 79930 on 31511 degrees of freedom
## Multiple R-squared: 0.1034, Adjusted R-squared: 0.1004
## F-statistic: 33.98 on 107 and 31511 DF, p-value: < 2.2e-16Paso 5. Construir un modelo de prediccion
Tras haber analizado las variables en la regresión, se hizo un modelo predictivo con ellas
datos_nuevos <-data.frame(ClaimantAge_at_DOI=c(40), Gender="Male", ClaimantType="Medical Only", InjuryNature="Amputation", BodyPartRegion="Multiple Body Parts", BodyPart="Brain", AverageWeeklyWage1=537)
predict(regresion,datos_nuevos)## Warning in predict.lm(regresion, datos_nuevos): prediction from a rank-deficient
## fit may be misleading## 1
## 676239.3Conclusión
Tras haber realizado la regresión, se concluye que lo que más influye en el costo total es la edad del reclamante, el tipo de reclamo, el que el género sea femenino, la región del cuerpo dañada, la parte del cuerpo afectada (más cuando se trata de multiples partes del cuerpo, cerebro, prótesis, sistemas del cuerpo, espalda y heridas), la naturaleza de la lesión y el promedio de ingreso económico semanal.
Tras haber aplciado el modelo, se obtuvo que, muy probablemente, si un hombre de 40 años que haya sufrido una amputación debido a daños en multiples partes del cuerpo y en el cerebro, con un ingreso económico semanal de 537, reflejaría un costo de $ 676,239.3