title: “Regresion Lineal” author: “Equipo 4- Mariana Magaña, Rogeiro Ramirez, David Cavazos, Lynette Solis, Rogelio Gomez” date: “2023-08-25” output: html_document: toc: TRUE toc_float: TRUE code_download: TRUE theme: “yeti” —
#Actividad 4.6
claims <- read.csv("/Users/davidcavazos/Desktop/ClaimsData2018.csv")
trans <- read.csv("/Users/davidcavazos/Desktop/TransactionsSummary2018.csv")df <- merge(claims,trans,by = "ClaimID", all = TRUE)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, uniondf1 <- df
# View(df1)summary(df1)## ClaimID TotalPaid TotalReserves TotalRecovery
## Min. : 633915 Min. : -270 Min. : 0 Min. : 0.00
## 1st Qu.: 810246 1st Qu.: 60 1st Qu.: 0 1st Qu.: 0.00
## Median : 856915 Median : 235 Median : 0 Median : 0.00
## Mean :12344572 Mean : 6746 Mean : 2233 Mean : 68.88
## 3rd Qu.:22716420 3rd Qu.: 938 3rd Qu.: 0 3rd Qu.: 0.00
## Max. :62246496 Max. :4527291 Max. :2069575 Max. :130541.03
## NA's :52673 NA's :52673 NA's :52673
## IndemnityPaid OtherPaid ClaimStatus IncidentDate
## Min. : -475 Min. : -7820 Length:186677 Length:186677
## 1st Qu.: 0 1st Qu.: 58 Class :character Class :character
## Median : 0 Median : 230 Mode :character Mode :character
## Mean : 3061 Mean : 3685
## 3rd Qu.: 0 3rd Qu.: 855
## Max. :640732 Max. :4129915
## NA's :52673 NA's :52673
## IncidentDescription ReturnToWorkDate AverageWeeklyWage ClaimantOpenedDate
## Length:186677 Length:186677 Length:186677 Length:186677
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## ClaimantClosedDate EmployerNotificationDate ReceivedDate IsDenied
## Length:186677 Length:186677 Length:186677 Min. :0.00
## Class :character Class :character Class :character 1st Qu.:0.00
## Mode :character Mode :character Mode :character Median :0.00
## Mean :0.04
## 3rd Qu.:0.00
## Max. :1.00
## NA's :52673
## ClaimantAge_at_DOI Gender ClaimantType InjuryNature
## Length:186677 Length:186677 Length:186677 Length:186677
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## BodyPartRegion BodyPart X X.1
## Length:186677 Length:186677 Mode:logical Mode:logical
## Class :character Class :character NA's:186677 NA's:186677
## Mode :character Mode :character
##
##
##
##
## X.2 X.3 X.4 X.5 X.6
## Mode:logical Mode:logical Mode:logical Mode:logical Mode:logical
## NA's:186677 NA's:186677 NA's:186677 NA's:186677 NA's:186677
##
##
##
##
##
## X.7 X.8 X.9 X.10 X.11
## Mode:logical Mode:logical Mode:logical Mode:logical Mode:logical
## NA's:186677 NA's:186677 NA's:186677 NA's:186677 NA's:186677
##
##
##
##
##
## X.12 X.13 X.14 X.15 X.16
## Mode:logical Mode:logical Mode:logical Mode:logical Mode:logical
## NA's:186677 NA's:186677 NA's:186677 NA's:186677 NA's:186677
##
##
##
##
##
## X.17 X.18 X.19 X.20 X.21
## Mode:logical Mode:logical Mode:logical Mode:logical Mode:logical
## NA's:186677 NA's:186677 NA's:186677 NA's:186677 NA's:186677
##
##
##
##
##
## X.22 BillReviewALE Hospital PhysicianOutpatient
## Mode:logical Min. : -456.0 Min. : -12570.4 Min. : -4655.7
## NA's:186677 1st Qu.: 16.0 1st Qu.: 193.9 1st Qu.: 107.6
## Median : 32.0 Median : 559.1 Median : 221.6
## Mean : 191.2 Mean : 4394.7 Mean : 1752.3
## 3rd Qu.: 80.0 3rd Qu.: 2253.4 3rd Qu.: 710.5
## Max. :56475.3 Max. :2759604.0 Max. :1481468.5
## NA's :139865 NA's :145262 NA's :84986
## Rx
## Min. : -469.5
## 1st Qu.: 23.3
## Median : 58.3
## Mean : 1140.4
## 3rd Qu.: 174.5
## Max. :631635.5
## NA's :145752df1$OtherPaid <- as.numeric(df1$OtherPaid)
df1$TotalPaid <- as.numeric(df1$TotalPaid)
df1$AverageWeeklyWage <- as.numeric(df1$AverageWeeklyWage)## Warning: NAs introduced by coerciondf1$TIC <- df1$TotalReserves + df1$TotalPaid - df1$TotalRecoveryregresion <- lm(TIC ~ Gender + AverageWeeklyWage + ClaimantType + InjuryNature + BodyPart, data = df1)
summary(regresion)##
## Call:
## lm(formula = TIC ~ Gender + AverageWeeklyWage + ClaimantType +
## InjuryNature + BodyPart, data = df1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -193460 -30725 -6662 5919 4909321
##
## Coefficients:
## Estimate
## (Intercept) 4.477e+03
## GenderMale 2.427e+03
## GenderNot Available 3.737e+04
## AverageWeeklyWage 2.360e-02
## ClaimantTypeMedical Only -4.052e+04
## ClaimantTypeReport Only -4.200e+04
## InjuryNatureAll Other Cumulative Injury, NOC 1.422e+04
## InjuryNatureAll Other Occupational Disease Injury, NOC 1.308e+05
## InjuryNatureAll Other Specific Injuries, Noc 1.538e+04
## InjuryNatureAmputation 1.956e+04
## InjuryNatureAngina Pectoris 1.667e+04
## InjuryNatureAsbestosis 2.896e+04
## InjuryNatureAsphyxiation 6.909e+04
## InjuryNatureBurn 2.512e+04
## InjuryNatureCancer 2.140e+04
## InjuryNatureCarpal Tunnel Syndrome 1.442e+04
## InjuryNatureConcussion 5.174e+04
## InjuryNatureContagious Disease 2.993e+04
## InjuryNatureContusion 2.425e+04
## InjuryNatureCrushing 2.126e+04
## InjuryNatureDermatitis 1.758e+04
## InjuryNatureDislocation 1.523e+04
## InjuryNatureDust Disease, NOC 1.486e+04
## InjuryNatureElectric Shock 3.536e+04
## InjuryNatureForeign Body 2.122e+04
## InjuryNatureFracture 2.509e+04
## InjuryNatureFreezing 8.147e+04
## InjuryNatureHearing Loss Or Impairment 2.498e+04
## InjuryNatureHeat Prostration 6.914e+03
## InjuryNatureHernia 1.221e+04
## InjuryNatureInfection 1.712e+04
## InjuryNatureInflammation 2.909e+04
## InjuryNatureLaceration 2.463e+04
## InjuryNatureLoss of Hearing 1.856e+04
## InjuryNatureMental Disorder 1.012e+04
## InjuryNatureMental Stress 1.447e+04
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 1.223e+05
## InjuryNatureMultiple Physical Injuries Only 3.299e+04
## InjuryNatureMyocardial Infarction 7.040e+03
## InjuryNatureNo Physical Injury 1.332e+04
## InjuryNatureNon-Standard Code 1.227e+04
## InjuryNatureNot Available 1.710e+04
## InjuryNaturePoisoning?Chemical (Other Than Metals) 2.698e+04
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 1.860e+04
## InjuryNaturePuncture 2.493e+04
## InjuryNatureRadiation 1.667e+04
## InjuryNatureRespiratory Disorders 2.600e+04
## InjuryNatureRupture 4.913e+04
## InjuryNatureSeverance 4.378e+04
## InjuryNatureSilicosis 2.649e+04
## InjuryNatureSprain 2.056e+04
## InjuryNatureStrain 1.876e+04
## InjuryNatureSyncope 7.501e+03
## InjuryNatureVascular 4.578e+03
## InjuryNatureVDT-Related Disease 1.016e+04
## InjuryNatureVision Loss 1.178e+04
## BodyPartAnkle 7.639e+03
## BodyPartArtificial Appliance -4.637e+03
## BodyPartBody Systems and Multiple Body Systems 8.627e+03
## BodyPartBrain 8.487e+04
## BodyPartButtocks 1.535e+04
## BodyPartChest 6.938e+03
## BodyPartDisc-Trunk 2.165e+04
## BodyPartEar(S) 3.061e+03
## BodyPartElbow 7.798e+03
## BodyPartEyes 1.072e+04
## BodyPartFacial Bones 9.971e+03
## BodyPartFinger(S) 1.487e+03
## BodyPartFoot 4.460e+03
## BodyPartGreat Toe 1.445e+03
## BodyPartHand 3.938e+03
## BodyPartHeart -5.005e+03
## BodyPartHip 1.776e+04
## BodyPartInsufficient Info to Properly Identify?Unclassified 1.240e+04
## BodyPartInternal Organs 1.039e+04
## BodyPartKnee 1.547e+04
## BodyPartLarynx -5.540e+03
## BodyPartLower Arm 7.272e+03
## BodyPartLower Back Area 3.480e+04
## BodyPartLower Leg 1.269e+04
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 2.876e+04
## BodyPartLungs -6.949e+02
## BodyPartMouth 1.833e+03
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 1.868e+04
## BodyPartMultiple Head Injury 9.975e+03
## BodyPartMultiple Lower Extremities 1.293e+04
## BodyPartMultiple Neck Injury 1.708e+04
## BodyPartMultiple Trunk 1.369e+04
## BodyPartMultiple Upper Extremities 1.044e+04
## BodyPartNo Physical Injury 1.673e+04
## BodyPartNon-Standard Code 1.364e+04
## BodyPartNose 2.200e+03
## BodyPartNot Available 2.281e+04
## BodyPartPelvis -2.351e+02
## BodyPartSacrum And Coccyx 2.664e+04
## BodyPartShoulder(S) 2.444e+04
## BodyPartSkull 1.576e+04
## BodyPartSoft Tissue-Head 1.114e+04
## BodyPartSoft Tissue-Neck 2.191e+04
## BodyPartSpinal Cord-Trunk 1.415e+05
## BodyPartTeeth -7.676e+03
## BodyPartThumb 1.327e+03
## BodyPartToes 1.666e+03
## BodyPartTrachea -3.432e+02
## BodyPartUpper Arm 1.170e+04
## BodyPartUpper Back Area 2.040e+04
## BodyPartUpper Leg 1.490e+04
## BodyPartVertebrae 3.253e+04
## BodyPartWhole Body 7.809e+04
## BodyPartWrist 9.015e+03
## Std. Error
## (Intercept) 3.852e+04
## GenderMale 8.659e+02
## GenderNot Available 5.618e+03
## AverageWeeklyWage 3.804e-02
## ClaimantTypeMedical Only 9.068e+02
## ClaimantTypeReport Only 2.898e+03
## InjuryNatureAll Other Cumulative Injury, NOC 4.172e+04
## InjuryNatureAll Other Occupational Disease Injury, NOC 5.071e+04
## InjuryNatureAll Other Specific Injuries, Noc 3.830e+04
## InjuryNatureAmputation 4.072e+04
## InjuryNatureAngina Pectoris 4.447e+04
## InjuryNatureAsbestosis 4.119e+04
## InjuryNatureAsphyxiation 5.680e+04
## InjuryNatureBurn 3.852e+04
## InjuryNatureCancer 5.067e+04
## InjuryNatureCarpal Tunnel Syndrome 3.850e+04
## InjuryNatureConcussion 3.877e+04
## InjuryNatureContagious Disease 3.912e+04
## InjuryNatureContusion 3.829e+04
## InjuryNatureCrushing 3.866e+04
## InjuryNatureDermatitis 3.846e+04
## InjuryNatureDislocation 3.865e+04
## InjuryNatureDust Disease, NOC 4.578e+04
## InjuryNatureElectric Shock 4.012e+04
## InjuryNatureForeign Body 3.852e+04
## InjuryNatureFracture 3.833e+04
## InjuryNatureFreezing 6.052e+04
## InjuryNatureHearing Loss Or Impairment 4.372e+04
## InjuryNatureHeat Prostration 3.950e+04
## InjuryNatureHernia 3.912e+04
## InjuryNatureInfection 3.889e+04
## InjuryNatureInflammation 3.844e+04
## InjuryNatureLaceration 3.833e+04
## InjuryNatureLoss of Hearing 4.294e+04
## InjuryNatureMental Disorder 4.694e+04
## InjuryNatureMental Stress 3.893e+04
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 4.035e+04
## InjuryNatureMultiple Physical Injuries Only 3.835e+04
## InjuryNatureMyocardial Infarction 4.481e+04
## InjuryNatureNo Physical Injury 3.851e+04
## InjuryNatureNon-Standard Code 3.880e+04
## InjuryNatureNot Available 3.904e+04
## InjuryNaturePoisoning?Chemical (Other Than Metals) 3.932e+04
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 4.365e+04
## InjuryNaturePuncture 3.838e+04
## InjuryNatureRadiation 4.688e+04
## InjuryNatureRespiratory Disorders 3.868e+04
## InjuryNatureRupture 3.913e+04
## InjuryNatureSeverance 4.172e+04
## InjuryNatureSilicosis 5.679e+04
## InjuryNatureSprain 3.831e+04
## InjuryNatureStrain 3.829e+04
## InjuryNatureSyncope 3.960e+04
## InjuryNatureVascular 5.065e+04
## InjuryNatureVDT-Related Disease 6.629e+04
## InjuryNatureVision Loss 4.327e+04
## BodyPartAnkle 4.792e+03
## BodyPartArtificial Appliance 6.642e+04
## BodyPartBody Systems and Multiple Body Systems 8.318e+03
## BodyPartBrain 1.652e+04
## BodyPartButtocks 8.038e+03
## BodyPartChest 5.403e+03
## BodyPartDisc-Trunk 6.322e+03
## BodyPartEar(S) 9.115e+03
## BodyPartElbow 5.401e+03
## BodyPartEyes 5.381e+03
## BodyPartFacial Bones 6.877e+03
## BodyPartFinger(S) 4.742e+03
## BodyPartFoot 4.970e+03
## BodyPartGreat Toe 1.148e+04
## BodyPartHand 4.708e+03
## BodyPartHeart 2.031e+04
## BodyPartHip 5.621e+03
## BodyPartInsufficient Info to Properly Identify?Unclassified 7.184e+03
## BodyPartInternal Organs 9.085e+03
## BodyPartKnee 4.496e+03
## BodyPartLarynx 2.743e+04
## BodyPartLower Arm 5.253e+03
## BodyPartLower Back Area 4.479e+03
## BodyPartLower Leg 5.205e+03
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 5.790e+03
## BodyPartLungs 8.509e+03
## BodyPartMouth 7.857e+03
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 4.504e+03
## BodyPartMultiple Head Injury 5.264e+03
## BodyPartMultiple Lower Extremities 6.068e+03
## BodyPartMultiple Neck Injury 5.312e+03
## BodyPartMultiple Trunk 1.005e+04
## BodyPartMultiple Upper Extremities 5.642e+03
## BodyPartNo Physical Injury 7.126e+03
## BodyPartNon-Standard Code 7.760e+03
## BodyPartNose 7.872e+03
## BodyPartNot Available 9.406e+04
## BodyPartPelvis 1.107e+04
## BodyPartSacrum And Coccyx 1.601e+04
## BodyPartShoulder(S) 4.659e+03
## BodyPartSkull 7.871e+03
## BodyPartSoft Tissue-Head 6.534e+03
## BodyPartSoft Tissue-Neck 5.052e+03
## BodyPartSpinal Cord-Trunk 1.370e+04
## BodyPartTeeth 9.332e+03
## BodyPartThumb 5.487e+03
## BodyPartToes 7.385e+03
## BodyPartTrachea 3.861e+04
## BodyPartUpper Arm 5.321e+03
## BodyPartUpper Back Area 6.276e+03
## BodyPartUpper Leg 6.671e+03
## BodyPartVertebrae 2.459e+04
## BodyPartWhole Body 1.331e+04
## BodyPartWrist 4.826e+03
## t value
## (Intercept) 0.116
## GenderMale 2.803
## GenderNot Available 6.652
## AverageWeeklyWage 0.620
## ClaimantTypeMedical Only -44.685
## ClaimantTypeReport Only -14.493
## InjuryNatureAll Other Cumulative Injury, NOC 0.341
## InjuryNatureAll Other Occupational Disease Injury, NOC 2.579
## InjuryNatureAll Other Specific Injuries, Noc 0.401
## InjuryNatureAmputation 0.480
## InjuryNatureAngina Pectoris 0.375
## InjuryNatureAsbestosis 0.703
## InjuryNatureAsphyxiation 1.216
## InjuryNatureBurn 0.652
## InjuryNatureCancer 0.422
## InjuryNatureCarpal Tunnel Syndrome 0.374
## InjuryNatureConcussion 1.334
## InjuryNatureContagious Disease 0.765
## InjuryNatureContusion 0.633
## InjuryNatureCrushing 0.550
## InjuryNatureDermatitis 0.457
## InjuryNatureDislocation 0.394
## InjuryNatureDust Disease, NOC 0.325
## InjuryNatureElectric Shock 0.881
## InjuryNatureForeign Body 0.551
## InjuryNatureFracture 0.655
## InjuryNatureFreezing 1.346
## InjuryNatureHearing Loss Or Impairment 0.571
## InjuryNatureHeat Prostration 0.175
## InjuryNatureHernia 0.312
## InjuryNatureInfection 0.440
## InjuryNatureInflammation 0.757
## InjuryNatureLaceration 0.643
## InjuryNatureLoss of Hearing 0.432
## InjuryNatureMental Disorder 0.216
## InjuryNatureMental Stress 0.372
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 3.032
## InjuryNatureMultiple Physical Injuries Only 0.860
## InjuryNatureMyocardial Infarction 0.157
## InjuryNatureNo Physical Injury 0.346
## InjuryNatureNon-Standard Code 0.316
## InjuryNatureNot Available 0.438
## InjuryNaturePoisoning?Chemical (Other Than Metals) 0.686
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 0.426
## InjuryNaturePuncture 0.650
## InjuryNatureRadiation 0.356
## InjuryNatureRespiratory Disorders 0.672
## InjuryNatureRupture 1.256
## InjuryNatureSeverance 1.049
## InjuryNatureSilicosis 0.466
## InjuryNatureSprain 0.537
## InjuryNatureStrain 0.490
## InjuryNatureSyncope 0.189
## InjuryNatureVascular 0.090
## InjuryNatureVDT-Related Disease 0.153
## InjuryNatureVision Loss 0.272
## BodyPartAnkle 1.594
## BodyPartArtificial Appliance -0.070
## BodyPartBody Systems and Multiple Body Systems 1.037
## BodyPartBrain 5.138
## BodyPartButtocks 1.910
## BodyPartChest 1.284
## BodyPartDisc-Trunk 3.424
## BodyPartEar(S) 0.336
## BodyPartElbow 1.444
## BodyPartEyes 1.993
## BodyPartFacial Bones 1.450
## BodyPartFinger(S) 0.314
## BodyPartFoot 0.898
## BodyPartGreat Toe 0.126
## BodyPartHand 0.836
## BodyPartHeart -0.246
## BodyPartHip 3.160
## BodyPartInsufficient Info to Properly Identify?Unclassified 1.726
## BodyPartInternal Organs 1.144
## BodyPartKnee 3.440
## BodyPartLarynx -0.202
## BodyPartLower Arm 1.384
## BodyPartLower Back Area 7.771
## BodyPartLower Leg 2.437
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 4.967
## BodyPartLungs -0.082
## BodyPartMouth 0.233
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 4.147
## BodyPartMultiple Head Injury 1.895
## BodyPartMultiple Lower Extremities 2.131
## BodyPartMultiple Neck Injury 3.215
## BodyPartMultiple Trunk 1.362
## BodyPartMultiple Upper Extremities 1.850
## BodyPartNo Physical Injury 2.347
## BodyPartNon-Standard Code 1.757
## BodyPartNose 0.279
## BodyPartNot Available 0.243
## BodyPartPelvis -0.021
## BodyPartSacrum And Coccyx 1.664
## BodyPartShoulder(S) 5.246
## BodyPartSkull 2.002
## BodyPartSoft Tissue-Head 1.705
## BodyPartSoft Tissue-Neck 4.337
## BodyPartSpinal Cord-Trunk 10.328
## BodyPartTeeth -0.823
## BodyPartThumb 0.242
## BodyPartToes 0.226
## BodyPartTrachea -0.009
## BodyPartUpper Arm 2.199
## BodyPartUpper Back Area 3.251
## BodyPartUpper Leg 2.233
## BodyPartVertebrae 1.323
## BodyPartWhole Body 5.867
## BodyPartWrist 1.868
## Pr(>|t|)
## (Intercept) 0.907479
## GenderMale 0.005058
## GenderNot Available 2.92e-11
## AverageWeeklyWage 0.535002
## ClaimantTypeMedical Only < 2e-16
## ClaimantTypeReport Only < 2e-16
## InjuryNatureAll Other Cumulative Injury, NOC 0.733237
## InjuryNatureAll Other Occupational Disease Injury, NOC 0.009919
## InjuryNatureAll Other Specific Injuries, Noc 0.688105
## InjuryNatureAmputation 0.630913
## InjuryNatureAngina Pectoris 0.707836
## InjuryNatureAsbestosis 0.481955
## InjuryNatureAsphyxiation 0.223845
## InjuryNatureBurn 0.514361
## InjuryNatureCancer 0.672812
## InjuryNatureCarpal Tunnel Syndrome 0.708064
## InjuryNatureConcussion 0.182072
## InjuryNatureContagious Disease 0.444107
## InjuryNatureContusion 0.526495
## InjuryNatureCrushing 0.582350
## InjuryNatureDermatitis 0.647486
## InjuryNatureDislocation 0.693638
## InjuryNatureDust Disease, NOC 0.745401
## InjuryNatureElectric Shock 0.378162
## InjuryNatureForeign Body 0.581727
## InjuryNatureFracture 0.512763
## InjuryNatureFreezing 0.178266
## InjuryNatureHearing Loss Or Impairment 0.567852
## InjuryNatureHeat Prostration 0.861050
## InjuryNatureHernia 0.754923
## InjuryNatureInfection 0.659789
## InjuryNatureInflammation 0.449218
## InjuryNatureLaceration 0.520399
## InjuryNatureLoss of Hearing 0.665578
## InjuryNatureMental Disorder 0.829241
## InjuryNatureMental Stress 0.710191
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 0.002433
## InjuryNatureMultiple Physical Injuries Only 0.389673
## InjuryNatureMyocardial Infarction 0.875166
## InjuryNatureNo Physical Injury 0.729365
## InjuryNatureNon-Standard Code 0.751846
## InjuryNatureNot Available 0.661341
## InjuryNaturePoisoning?Chemical (Other Than Metals) 0.492500
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 0.670002
## InjuryNaturePuncture 0.515915
## InjuryNatureRadiation 0.722115
## InjuryNatureRespiratory Disorders 0.501495
## InjuryNatureRupture 0.209260
## InjuryNatureSeverance 0.293968
## InjuryNatureSilicosis 0.640876
## InjuryNatureSprain 0.591411
## InjuryNatureStrain 0.624190
## InjuryNatureSyncope 0.849745
## InjuryNatureVascular 0.927981
## InjuryNatureVDT-Related Disease 0.878158
## InjuryNatureVision Loss 0.785471
## BodyPartAnkle 0.110889
## BodyPartArtificial Appliance 0.944349
## BodyPartBody Systems and Multiple Body Systems 0.299668
## BodyPartBrain 2.78e-07
## BodyPartButtocks 0.056109
## BodyPartChest 0.199114
## BodyPartDisc-Trunk 0.000617
## BodyPartEar(S) 0.737024
## BodyPartElbow 0.148760
## BodyPartEyes 0.046268
## BodyPartFacial Bones 0.147126
## BodyPartFinger(S) 0.753841
## BodyPartFoot 0.369453
## BodyPartGreat Toe 0.899821
## BodyPartHand 0.402920
## BodyPartHeart 0.805327
## BodyPartHip 0.001580
## BodyPartInsufficient Info to Properly Identify?Unclassified 0.084415
## BodyPartInternal Organs 0.252655
## BodyPartKnee 0.000581
## BodyPartLarynx 0.839946
## BodyPartLower Arm 0.166258
## BodyPartLower Back Area 7.95e-15
## BodyPartLower Leg 0.014804
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 6.81e-07
## BodyPartLungs 0.934909
## BodyPartMouth 0.815554
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 3.38e-05
## BodyPartMultiple Head Injury 0.058117
## BodyPartMultiple Lower Extremities 0.033116
## BodyPartMultiple Neck Injury 0.001304
## BodyPartMultiple Trunk 0.173321
## BodyPartMultiple Upper Extremities 0.064318
## BodyPartNo Physical Injury 0.018912
## BodyPartNon-Standard Code 0.078874
## BodyPartNose 0.779945
## BodyPartNot Available 0.808393
## BodyPartPelvis 0.983055
## BodyPartSacrum And Coccyx 0.096046
## BodyPartShoulder(S) 1.56e-07
## BodyPartSkull 0.045257
## BodyPartSoft Tissue-Head 0.088198
## BodyPartSoft Tissue-Neck 1.45e-05
## BodyPartSpinal Cord-Trunk < 2e-16
## BodyPartTeeth 0.410762
## BodyPartThumb 0.808864
## BodyPartToes 0.821559
## BodyPartTrachea 0.992907
## BodyPartUpper Arm 0.027868
## BodyPartUpper Back Area 0.001152
## BodyPartUpper Leg 0.025522
## BodyPartVertebrae 0.185826
## BodyPartWhole Body 4.48e-09
## BodyPartWrist 0.061735
##
## (Intercept)
## GenderMale **
## GenderNot Available ***
## AverageWeeklyWage
## ClaimantTypeMedical Only ***
## ClaimantTypeReport Only ***
## InjuryNatureAll Other Cumulative Injury, NOC
## InjuryNatureAll Other Occupational Disease Injury, NOC **
## InjuryNatureAll Other Specific Injuries, Noc
## InjuryNatureAmputation
## InjuryNatureAngina Pectoris
## InjuryNatureAsbestosis
## InjuryNatureAsphyxiation
## 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
## InjuryNatureSilicosis
## InjuryNatureSprain
## InjuryNatureStrain
## InjuryNatureSyncope
## InjuryNatureVascular
## InjuryNatureVDT-Related Disease
## InjuryNatureVision Loss
## 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
## BodyPartNot Available
## 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 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 93720 on 48970 degrees of freedom
## (137597 observations deleted due to missingness)
## Multiple R-squared: 0.06575, Adjusted R-squared: 0.06367
## F-statistic: 31.62 on 109 and 48970 DF, p-value: < 2.2e-16datos <- data.frame(Gender = "Male", AverageWeeklyWage = 3333 , ClaimantType = "Medical Only" , InjuryNature = "Strain" , BodyPart = "Lower Back Area")
predict(regresion,datos)## 1
## 20027.24datos <- data.frame(Gender = "Male", AverageWeeklyWage = 3333 , ClaimantType = "Medical Only" , InjuryNature = "Contusion" , BodyPart = "Skull")
predict(regresion,datos)## 1
## 6475.381