CASO INTEGRADOR
“IMAGO: INNOVATE AND GROW CONSULTING GROUP”
2023-10-09
Actividad Integradora: Accidentes laborales
Clusters
1. Librerias
2. Crear base de datos con la base limpia
df<- read.csv("/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/df_clusters.csv")
muestra <- df[sample(nrow(df), nrow(df) * 0.3), ]
3. Limpieza extra de base de datos para poder correr un cluster
df <- select(df, Total_Incurred_Cost_Claim, tiempo_de_procesamiento_days)
df <- as.data.frame(scale(df))
df <- na.omit(df)
5. Realizar la clasificación
6. Revisar la asignación de grupos
asignación <- cbind(df,cluster=segmentos1$cluster)
asignación <- cbind(df,cluster=segmentos2$cluster)
8. Optimizar cantidad de grupos
#set.seed (123)
#optimización <- clusGap(muestra,FUN=kmeans, nstart=1, K.max=10)
#plot(optimización, xlab="Número de clusters")
NOTAS:
- De acuerdo a la función clusGap, la
cantidad de grupos para este análisis es 3, por lo que, en el sigueinte
paso se muestra el gráfico con 3 grupos.
- Debido a limitaciones de
capacidad del hadware, no se logró imprimir el gráfico con el tamaño
original de la base de datos, por lo que se optó por extraer una muestra
del 30% de los datos de la base original que fue lo máximo con lo que se
pudo alimentar este gráfico.
- El gráfico se presenta en captura de
pantalla para evitar problemas al usurio al moemnto de querer correr el
código, sin embargo, dicho código se presenta completo y correcto a
manera de comentario en el chunk.
9. Clusters optimizados
NOTAS:
- Después de obtener el número óptimo de
grupos o clusters con la función clusGap, obtuvimos que la cantidad
adecuada de grupos para estos datos es 3, tal como se muestra en la
grafica “CLUSTERS DESPUES DE LA OPTIMIZACION”.
- Se realizéo el
análisis con 3 y 4 grupos para ver que tanto variaban los resultados a
manera de comprativa.
Árbol de decisiones
1. Librerías e importar
2. Entender
## ClaimID TotalPaid TotalReserves TotalRecovery
## Min. : 633915 Min. : 0 Min. : 0 Min. : 0.00
## 1st Qu.: 810280 1st Qu.: 60 1st Qu.: 0 1st Qu.: 0.00
## Median : 856982 Median : 235 Median : 0 Median : 0.00
## Mean :12353268 Mean : 6750 Mean : 2236 Mean : 66.83
## 3rd Qu.:22716452 3rd Qu.: 937 3rd Qu.: 0 3rd Qu.: 0.00
## Max. :62246496 Max. :4527291 Max. :2069575 Max. :130541.03
## NA's :52662 NA's :52662 NA's :52662
## IndemnityPaid OtherPaid ClaimStatus IncidentDate
## Min. : 0 Min. : 0 Length:186456 Length:186456
## 1st Qu.: 0 1st Qu.: 58 Class :character Class :character
## Median : 0 Median : 230 Mode :character Mode :character
## Mean : 3062 Mean : 3687
## 3rd Qu.: 0 3rd Qu.: 855
## Max. :640732 Max. :4129915
## NA's :52662 NA's :52662
## IncidentDescription ReturnToWorkDate AverageWeeklyWage ClaimantOpenedDate
## Length:186456 Length:186456 Min. : 0.0 Length:186456
## Class :character Class :character 1st Qu.: 300.0 Class :character
## Mode :character Mode :character Median : 491.8 Mode :character
## Mean : 587.5
## 3rd Qu.: 660.4
## Max. :2024000.0
## NA's :137466
## ClaimantClosedDate EmployerNotificationDate ReceivedDate IsDenied
## Length:186456 Length:186456 Length:186456 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 :52662
## ClaimantAge_at_DOI Gender ClaimantType InjuryNature
## Min. : 0.00 Length:186456 Length:186456 Length:186456
## 1st Qu.:33.00 Class :character Class :character Class :character
## Median :42.00 Mode :character Mode :character Mode :character
## Mean :42.05
## 3rd Qu.:51.00
## Max. :94.00
## NA's :97688
## BodyPartRegion BodyPart BillReviewALE Hospital
## Length:186456 Length:186456 Min. : 0.0 Min. : 0.0
## Class :character Class :character 1st Qu.: 16.0 1st Qu.: 194.0
## Mode :character Mode :character Median : 32.0 Median : 559.1
## Mean : 191.1 Mean : 4392.8
## 3rd Qu.: 80.0 3rd Qu.: 2252.6
## Max. :56475.3 Max. :2759604.0
## NA's :139699 NA's :145110
## PhysicianOutpatient Rx Total_Incurred_Cost_Claim
## Min. : 0.0 Min. : 0.0 Min. : 0
## 1st Qu.: 107.6 1st Qu.: 23.3 1st Qu.: 59
## Median : 221.6 Median : 58.3 Median : 235
## Mean : 1751.1 Mean : 1138.3 Mean : 8919
## 3rd Qu.: 710.3 3rd Qu.: 174.4 3rd Qu.: 968
## Max. :1481468.5 Max. :631635.5 Max. :5054823
## NA's :84883 NA's :145590 NA's :52662
## Total_Paid_calc tiempo_de_procesamiento_days
## Min. : 0 Min. : 0
## 1st Qu.: 60 1st Qu.: 161
## Median : 235 Median : 991
## Mean : 6750 Mean : 1317
## 3rd Qu.: 937 3rd Qu.: 2142
## Max. :4527291 Max. :19177
## NA's :52662 NA's :57339#count(bd, ClaimID, sort = TRUE)
#count(bd, TotalReserves, sort = TRUE)
#count(bd, TotalRecovery, sort = TRUE)
#count(bd, IndemnityPaid, sort = TRUE)
#count(bd, OtherPaid, sort = TRUE)
#count(bd, IncidentDescription, sort = TRUE)
#count(bd, ReturnToWorkDate, sort = TRUE)
#count(bd, AverageWeeklyWage, sort = TRUE)
#count(bd, ClaimantOpenedDate, sort = TRUE)
#count(bd, ClaimantClosedDate, sort = TRUE)
#count(bd, EmployerNotificationDate, sort = TRUE)
#count(bd, ReceivedDate, sort = TRUE)
#count(bd, IsDenied, sort = TRUE)
#count(bd, ClaimantAge_at_DOI, sort = TRUE)
#count(bd, Gender, sort = TRUE)
#count(bd, ClaimantType, sort = TRUE)
#count(bd, InjuryNature, sort = TRUE)
#count(bd, BodyPartRegion, sort = TRUE)
#count(bd, BodyPart, sort = TRUE)
#count(bd, Hospital, sort = TRUE)
#count(bd, PhysicianOutpatient, sort = TRUE)
#count(bd, Total_Incurred_Cost_Claim, sort = TRUE)
#count(bd, Total_Paid_calc, sort = TRUE)
#count(bd, tiempo_de_procesamiento_days, sort = TRUE)3. Limpiar BD
# Extraer las variables de interés
db <- bd[,c("BodyPartRegion", "Gender", "Total_Paid_calc", "tiempo_de_procesamiento_days")]
# ¿Cuántos NA tengo por variable?
sapply(db, function(x) sum(is.na(x)))## BodyPartRegion Gender
## 52662 52662
## Total_Paid_calc tiempo_de_procesamiento_days
## 52662 57339# Eliminar NA
db <- na.omit(db)
# Reducir db
db2 <- db %>% sample_frac(0.2)
# Convertir las variables categóricas en factores
db2$BodyPartRegion <- as.factor(db2$BodyPartRegion)
db2$Gender <- as.factor(db2$Gender)
str(db2)## 'data.frame': 25823 obs. of 4 variables:
## $ BodyPartRegion : Factor w/ 8 levels "Head","Lower Extremities",..: 7 7 2 3 7 1 8 7 8 8 ...
## $ Gender : Factor w/ 3 levels "Female","Male",..: 1 2 1 1 1 2 1 2 1 2 ...
## $ Total_Paid_calc : num 32195 194 744 373 0 ...
## $ tiempo_de_procesamiento_days: int 3235 2260 118 2122 1248 133 1441 130 2711 841 ...
## - attr(*, "na.action")= 'omit' Named int [1:57339] 1 2 3 4 5 6 15 16 17 18 ...
## ..- attr(*, "names")= chr [1:57339] "1" "2" "3" "4" ...4. Crear árbol de decisión
## n= 25823
##
## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 25823 41413410000 1314.477
## 2) BodyPartRegion=Head,Lower Extremities,Multiple Body Parts,Neck,Not Available,Trunk,Upper Extremities 23279 29478010000 1146.795
## 4) Total_Paid_calc>=93.125 16061 16628690000 1053.643 *
## 5) Total_Paid_calc< 93.125 7218 12399850000 1354.072 *
## 3) BodyPartRegion=Non-Standard Code 2544 5291475000 2848.856 *
Regresión Lineal
1.Instalar Paquetes y base de datos
2.Entender la base de datos
OBSERVACIONES
1.En promedio el TotalPaid es de $6750 por atenderlos(IndemnityPaid +
OtherPaid”.
2.En promedio se hacen 22236 reservas totales.
3.En promedio el seguro le paga a sus empleados por accidente 3062.
5.En promedio los accidentados pagan 3687 adicional por su
consulta.
3.Generar la regregión lineal
Costs of Claims
modelo_regresion <- lm(Total_Paid_calc ~ AverageWeeklyWage + ClaimantAge_at_DOI + InjuryNature + BodyPartRegion + BodyPart + ClaimStatus + Gender + ClaimantType, data = completa)
summary(modelo_regresion)##
## Call:
## lm(formula = Total_Paid_calc ~ AverageWeeklyWage + ClaimantAge_at_DOI +
## InjuryNature + BodyPartRegion + BodyPart + ClaimStatus +
## Gender + ClaimantType, data = completa)
##
## Residuals:
## Min 1Q Median 3Q Max
## -168282 -15064 -1924 6845 4399680
##
## Coefficients: (7 not defined because of singularities)
## Estimate
## (Intercept) -7.667e+03
## AverageWeeklyWage 6.136e-03
## ClaimantAge_at_DOI 9.607e+01
## InjuryNatureAll Other Cumulative Injury, NOC -6.215e+03
## InjuryNatureAll Other Occupational Disease Injury, NOC 7.174e+04
## InjuryNatureAll Other Specific Injuries, Noc 1.717e+04
## InjuryNatureAmputation 1.483e+04
## InjuryNatureAngina Pectoris 1.204e+04
## InjuryNatureAsbestosis 1.694e+04
## InjuryNatureAsphyxiation 1.455e+04
## InjuryNatureBurn 1.790e+04
## InjuryNatureCancer 1.813e+04
## InjuryNatureCarpal Tunnel Syndrome 8.181e+03
## InjuryNatureConcussion 2.354e+04
## InjuryNatureContagious Disease 1.663e+04
## InjuryNatureContusion 1.121e+04
## InjuryNatureCrushing 1.040e+04
## InjuryNatureDermatitis 7.460e+03
## InjuryNatureDislocation 8.042e+03
## InjuryNatureDust Disease, NOC 7.958e+03
## InjuryNatureElectric Shock 1.113e+04
## InjuryNatureForeign Body 1.315e+04
## InjuryNatureFracture 1.322e+04
## InjuryNatureFreezing -9.928e+03
## InjuryNatureHearing Loss Or Impairment 9.858e+03
## InjuryNatureHeat Prostration 9.352e+02
## InjuryNatureHernia 4.436e+03
## InjuryNatureInfection 4.678e+03
## InjuryNatureInflammation 1.402e+04
## InjuryNatureLaceration 1.330e+04
## InjuryNatureLoss of Hearing 1.342e+04
## InjuryNatureMental Disorder 1.121e+04
## InjuryNatureMental Stress 5.681e+03
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 6.992e+04
## InjuryNatureMultiple Physical Injuries Only 7.932e+03
## InjuryNatureMyocardial Infarction 1.036e+04
## InjuryNatureNo Physical Injury 7.689e+03
## InjuryNatureNon-Standard Code 1.294e+03
## InjuryNatureNot Available 1.141e+04
## InjuryNaturePoisoning?Chemical (Other Than Metals) 8.868e+03
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 3.713e+03
## InjuryNaturePuncture 1.341e+04
## InjuryNatureRadiation 3.173e+04
## InjuryNatureRespiratory Disorders 1.218e+04
## InjuryNatureRupture 1.342e+04
## InjuryNatureSeverance 3.988e+04
## InjuryNatureSilicosis 1.015e+04
## InjuryNatureSprain 6.342e+03
## InjuryNatureStrain 7.129e+03
## InjuryNatureSyncope 6.481e+03
## InjuryNatureVascular 8.138e+03
## InjuryNatureVDT-Related Disease 5.415e+03
## InjuryNatureVision Loss 1.297e+04
## BodyPartRegionLower Extremities 1.512e+04
## BodyPartRegionMultiple Body Parts 3.812e+04
## BodyPartRegionNeck 9.589e+03
## BodyPartRegionNon-Standard Code 9.752e+03
## BodyPartRegionNot Available 1.955e+04
## BodyPartRegionTrunk 6.329e+03
## BodyPartRegionUpper Extremities 1.229e+04
## BodyPartAnkle -5.272e+03
## BodyPartArtificial Appliance -2.825e+04
## BodyPartBody Systems and Multiple Body Systems -2.734e+04
## BodyPartBrain 4.265e+04
## BodyPartButtocks 1.280e+03
## BodyPartChest 2.294e+03
## BodyPartDisc-Trunk 2.275e+04
## BodyPartEar(S) 6.019e+03
## BodyPartElbow -3.086e+03
## BodyPartEyes 8.497e+03
## BodyPartFacial Bones 9.606e+03
## BodyPartFinger(S) -6.139e+03
## BodyPartFoot -6.975e+03
## BodyPartGreat Toe -7.583e+03
## BodyPartHand -5.351e+03
## BodyPartHeart -5.802e+03
## BodyPartHip -7.785e+02
## BodyPartInsufficient Info to Properly Identify?Unclassified -2.627e+04
## BodyPartInternal Organs 1.087e+04
## BodyPartKnee -2.093e+03
## BodyPartLarynx -4.706e+03
## BodyPartLower Arm -2.536e+03
## BodyPartLower Back Area 2.169e+04
## BodyPartLower Leg 9.356e+01
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 1.974e+04
## BodyPartLungs 8.563e+01
## BodyPartMouth 9.067e+03
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) -1.369e+04
## BodyPartMultiple Head Injury 1.506e+04
## BodyPartMultiple Lower Extremities 7.356e+03
## BodyPartMultiple Neck Injury 1.226e+04
## BodyPartMultiple Trunk 1.130e+04
## BodyPartMultiple Upper Extremities 4.449e+03
## BodyPartNo Physical Injury -2.381e+04
## BodyPartNon-Standard Code NA
## BodyPartNose 4.087e+03
## BodyPartNot Available NA
## BodyPartPelvis 1.939e+03
## BodyPartSacrum And Coccyx 5.297e+03
## BodyPartShoulder(S) 4.055e+03
## BodyPartSkull 1.076e+04
## BodyPartSoft Tissue-Head -5.751e+03
## BodyPartSoft Tissue-Neck -8.373e+03
## BodyPartSpinal Cord-Trunk 6.451e+04
## BodyPartTeeth NA
## BodyPartThumb -5.582e+03
## BodyPartToes -8.808e+03
## BodyPartTrachea -3.326e+03
## BodyPartUpper Arm 2.374e+03
## BodyPartUpper Back Area 1.441e+04
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## ClaimStatusO 7.454e+04
## ClaimStatusR 9.709e+04
## GenderMale 2.055e+03
## GenderNot Available 1.892e+04
## ClaimantTypeMedical Only -2.287e+04
## ClaimantTypeReport Only -2.100e+04
## Std. Error
## (Intercept) 3.516e+04
## AverageWeeklyWage 2.437e-02
## ClaimantAge_at_DOI 2.641e+01
## InjuryNatureAll Other Cumulative Injury, NOC 3.624e+04
## InjuryNatureAll Other Occupational Disease Injury, NOC 4.067e+04
## InjuryNatureAll Other Specific Injuries, Noc 3.468e+04
## InjuryNatureAmputation 3.611e+04
## InjuryNatureAngina Pectoris 3.770e+04
## InjuryNatureAsbestosis 3.621e+04
## InjuryNatureAsphyxiation 4.382e+04
## InjuryNatureBurn 3.479e+04
## InjuryNatureCancer 4.587e+04
## InjuryNatureCarpal Tunnel Syndrome 3.480e+04
## InjuryNatureConcussion 3.490e+04
## InjuryNatureContagious Disease 3.517e+04
## InjuryNatureContusion 3.466e+04
## InjuryNatureCrushing 3.486e+04
## InjuryNatureDermatitis 3.475e+04
## InjuryNatureDislocation 3.486e+04
## InjuryNatureDust Disease, NOC 3.819e+04
## InjuryNatureElectric Shock 3.557e+04
## InjuryNatureForeign Body 3.479e+04
## InjuryNatureFracture 3.468e+04
## InjuryNatureFreezing 4.901e+04
## InjuryNatureHearing Loss Or Impairment 3.749e+04
## InjuryNatureHeat Prostration 3.523e+04
## InjuryNatureHernia 3.512e+04
## InjuryNatureInfection 3.495e+04
## InjuryNatureInflammation 3.473e+04
## InjuryNatureLaceration 3.468e+04
## InjuryNatureLoss of Hearing 3.761e+04
## InjuryNatureMental Disorder 4.150e+04
## InjuryNatureMental Stress 3.502e+04
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 3.570e+04
## InjuryNatureMultiple Physical Injuries Only 3.469e+04
## InjuryNatureMyocardial Infarction 3.906e+04
## InjuryNatureNo Physical Injury 3.474e+04
## InjuryNatureNon-Standard Code 3.490e+04
## InjuryNatureNot Available 3.500e+04
## InjuryNaturePoisoning?Chemical (Other Than Metals) 3.538e+04
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 3.715e+04
## InjuryNaturePuncture 3.471e+04
## InjuryNatureRadiation 4.245e+04
## InjuryNatureRespiratory Disorders 3.488e+04
## InjuryNatureRupture 3.509e+04
## InjuryNatureSeverance 3.874e+04
## InjuryNatureSilicosis 4.900e+04
## InjuryNatureSprain 3.467e+04
## InjuryNatureStrain 3.466e+04
## InjuryNatureSyncope 3.534e+04
## InjuryNatureVascular 4.245e+04
## InjuryNatureVDT-Related Disease 5.478e+04
## InjuryNatureVision Loss 3.765e+04
## BodyPartRegionLower Extremities 6.873e+03
## BodyPartRegionMultiple Body Parts 1.004e+04
## BodyPartRegionNeck 1.764e+04
## BodyPartRegionNon-Standard Code 7.207e+03
## BodyPartRegionNot Available 6.042e+04
## BodyPartRegionTrunk 6.583e+03
## BodyPartRegionUpper Extremities 6.065e+03
## BodyPartAnkle 3.871e+03
## BodyPartArtificial Appliance 4.319e+04
## BodyPartBody Systems and Multiple Body Systems 9.312e+03
## BodyPartBrain 1.238e+04
## BodyPartButtocks 5.350e+03
## BodyPartChest 3.787e+03
## BodyPartDisc-Trunk 4.799e+03
## BodyPartEar(S) 8.243e+03
## BodyPartElbow 2.754e+03
## BodyPartEyes 6.325e+03
## BodyPartFacial Bones 7.018e+03
## BodyPartFinger(S) 2.116e+03
## BodyPartFoot 3.982e+03
## BodyPartGreat Toe 7.804e+03
## BodyPartHand 2.055e+03
## BodyPartHeart 1.465e+04
## BodyPartHip 4.439e+03
## BodyPartInsufficient Info to Properly Identify?Unclassified 9.107e+03
## BodyPartInternal Organs 7.100e+03
## BodyPartKnee 3.698e+03
## BodyPartLarynx 2.460e+04
## BodyPartLower Arm 2.582e+03
## BodyPartLower Back Area 3.110e+03
## BodyPartLower Leg 4.112e+03
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 4.020e+03
## BodyPartLungs 5.897e+03
## BodyPartMouth 7.650e+03
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 8.208e+03
## BodyPartMultiple Head Injury 6.256e+03
## BodyPartMultiple Lower Extremities 4.858e+03
## BodyPartMultiple Neck Injury 1.680e+04
## BodyPartMultiple Trunk 7.456e+03
## BodyPartMultiple Upper Extremities 3.480e+03
## BodyPartNo Physical Injury 8.933e+03
## BodyPartNon-Standard Code NA
## BodyPartNose 7.574e+03
## BodyPartNot Available NA
## BodyPartPelvis 7.563e+03
## BodyPartSacrum And Coccyx 1.135e+04
## BodyPartShoulder(S) 1.997e+03
## BodyPartSkull 7.250e+03
## BodyPartSoft Tissue-Head 6.670e+03
## BodyPartSoft Tissue-Neck 1.673e+04
## BodyPartSpinal Cord-Trunk 9.333e+03
## BodyPartTeeth NA
## BodyPartThumb 2.916e+03
## BodyPartToes 5.702e+03
## BodyPartTrachea 2.968e+04
## BodyPartUpper Arm 3.008e+03
## BodyPartUpper Back Area 4.378e+03
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## ClaimStatusO 1.216e+03
## ClaimStatusR 2.137e+03
## GenderMale 6.289e+02
## GenderNot Available 3.776e+03
## ClaimantTypeMedical Only 6.745e+02
## ClaimantTypeReport Only 2.000e+03
## t value
## (Intercept) -0.218
## AverageWeeklyWage 0.252
## ClaimantAge_at_DOI 3.637
## InjuryNatureAll Other Cumulative Injury, NOC -0.171
## InjuryNatureAll Other Occupational Disease Injury, NOC 1.764
## InjuryNatureAll Other Specific Injuries, Noc 0.495
## InjuryNatureAmputation 0.411
## InjuryNatureAngina Pectoris 0.319
## InjuryNatureAsbestosis 0.468
## InjuryNatureAsphyxiation 0.332
## InjuryNatureBurn 0.515
## InjuryNatureCancer 0.395
## InjuryNatureCarpal Tunnel Syndrome 0.235
## InjuryNatureConcussion 0.674
## InjuryNatureContagious Disease 0.473
## InjuryNatureContusion 0.323
## InjuryNatureCrushing 0.298
## InjuryNatureDermatitis 0.215
## InjuryNatureDislocation 0.231
## InjuryNatureDust Disease, NOC 0.208
## InjuryNatureElectric Shock 0.313
## InjuryNatureForeign Body 0.378
## InjuryNatureFracture 0.381
## InjuryNatureFreezing -0.203
## InjuryNatureHearing Loss Or Impairment 0.263
## InjuryNatureHeat Prostration 0.027
## InjuryNatureHernia 0.126
## InjuryNatureInfection 0.134
## InjuryNatureInflammation 0.404
## InjuryNatureLaceration 0.384
## InjuryNatureLoss of Hearing 0.357
## InjuryNatureMental Disorder 0.270
## InjuryNatureMental Stress 0.162
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 1.959
## InjuryNatureMultiple Physical Injuries Only 0.229
## InjuryNatureMyocardial Infarction 0.265
## InjuryNatureNo Physical Injury 0.221
## InjuryNatureNon-Standard Code 0.037
## InjuryNatureNot Available 0.326
## InjuryNaturePoisoning?Chemical (Other Than Metals) 0.251
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 0.100
## InjuryNaturePuncture 0.387
## InjuryNatureRadiation 0.748
## InjuryNatureRespiratory Disorders 0.349
## InjuryNatureRupture 0.383
## InjuryNatureSeverance 1.029
## InjuryNatureSilicosis 0.207
## InjuryNatureSprain 0.183
## InjuryNatureStrain 0.206
## InjuryNatureSyncope 0.183
## InjuryNatureVascular 0.192
## InjuryNatureVDT-Related Disease 0.099
## InjuryNatureVision Loss 0.344
## BodyPartRegionLower Extremities 2.200
## BodyPartRegionMultiple Body Parts 3.797
## BodyPartRegionNeck 0.544
## BodyPartRegionNon-Standard Code 1.353
## BodyPartRegionNot Available 0.324
## BodyPartRegionTrunk 0.962
## BodyPartRegionUpper Extremities 2.026
## BodyPartAnkle -1.362
## BodyPartArtificial Appliance -0.654
## BodyPartBody Systems and Multiple Body Systems -2.936
## BodyPartBrain 3.445
## BodyPartButtocks 0.239
## BodyPartChest 0.606
## BodyPartDisc-Trunk 4.741
## BodyPartEar(S) 0.730
## BodyPartElbow -1.120
## BodyPartEyes 1.343
## BodyPartFacial Bones 1.369
## BodyPartFinger(S) -2.901
## BodyPartFoot -1.752
## BodyPartGreat Toe -0.972
## BodyPartHand -2.604
## BodyPartHeart -0.396
## BodyPartHip -0.175
## BodyPartInsufficient Info to Properly Identify?Unclassified -2.884
## BodyPartInternal Organs 1.530
## BodyPartKnee -0.566
## BodyPartLarynx -0.191
## BodyPartLower Arm -0.982
## BodyPartLower Back Area 6.975
## BodyPartLower Leg 0.023
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 4.910
## BodyPartLungs 0.015
## BodyPartMouth 1.185
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) -1.668
## BodyPartMultiple Head Injury 2.408
## BodyPartMultiple Lower Extremities 1.514
## BodyPartMultiple Neck Injury 0.730
## BodyPartMultiple Trunk 1.515
## BodyPartMultiple Upper Extremities 1.279
## BodyPartNo Physical Injury -2.665
## BodyPartNon-Standard Code NA
## BodyPartNose 0.540
## BodyPartNot Available NA
## BodyPartPelvis 0.256
## BodyPartSacrum And Coccyx 0.467
## BodyPartShoulder(S) 2.031
## BodyPartSkull 1.484
## BodyPartSoft Tissue-Head -0.862
## BodyPartSoft Tissue-Neck -0.500
## BodyPartSpinal Cord-Trunk 6.913
## BodyPartTeeth NA
## BodyPartThumb -1.914
## BodyPartToes -1.545
## BodyPartTrachea -0.112
## BodyPartUpper Arm 0.789
## BodyPartUpper Back Area 3.292
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## ClaimStatusO 61.291
## ClaimStatusR 45.441
## GenderMale 3.267
## GenderNot Available 5.011
## ClaimantTypeMedical Only -33.911
## ClaimantTypeReport Only -10.500
## Pr(>|t|)
## (Intercept) 0.827374
## AverageWeeklyWage 0.801184
## ClaimantAge_at_DOI 0.000276
## InjuryNatureAll Other Cumulative Injury, NOC 0.863849
## InjuryNatureAll Other Occupational Disease Injury, NOC 0.077737
## InjuryNatureAll Other Specific Injuries, Noc 0.620623
## InjuryNatureAmputation 0.681407
## InjuryNatureAngina Pectoris 0.749517
## InjuryNatureAsbestosis 0.639859
## InjuryNatureAsphyxiation 0.739916
## InjuryNatureBurn 0.606819
## InjuryNatureCancer 0.692732
## InjuryNatureCarpal Tunnel Syndrome 0.814158
## InjuryNatureConcussion 0.500007
## InjuryNatureContagious Disease 0.636253
## InjuryNatureContusion 0.746399
## InjuryNatureCrushing 0.765462
## InjuryNatureDermatitis 0.830017
## InjuryNatureDislocation 0.817543
## InjuryNatureDust Disease, NOC 0.834934
## InjuryNatureElectric Shock 0.754233
## InjuryNatureForeign Body 0.705444
## InjuryNatureFracture 0.703123
## InjuryNatureFreezing 0.839458
## InjuryNatureHearing Loss Or Impairment 0.792597
## InjuryNatureHeat Prostration 0.978820
## InjuryNatureHernia 0.899485
## InjuryNatureInfection 0.893537
## InjuryNatureInflammation 0.686506
## InjuryNatureLaceration 0.701309
## InjuryNatureLoss of Hearing 0.721143
## InjuryNatureMental Disorder 0.787087
## InjuryNatureMental Stress 0.871135
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 0.050174
## InjuryNatureMultiple Physical Injuries Only 0.819149
## InjuryNatureMyocardial Infarction 0.790808
## InjuryNatureNo Physical Injury 0.824834
## InjuryNatureNon-Standard Code 0.970415
## InjuryNatureNot Available 0.744518
## InjuryNaturePoisoning?Chemical (Other Than Metals) 0.802076
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 0.920389
## InjuryNaturePuncture 0.699098
## InjuryNatureRadiation 0.454728
## InjuryNatureRespiratory Disorders 0.727052
## InjuryNatureRupture 0.702056
## InjuryNatureSeverance 0.303262
## InjuryNatureSilicosis 0.835946
## InjuryNatureSprain 0.854840
## InjuryNatureStrain 0.837021
## InjuryNatureSyncope 0.854480
## InjuryNatureVascular 0.847981
## InjuryNatureVDT-Related Disease 0.921257
## InjuryNatureVision Loss 0.730547
## BodyPartRegionLower Extremities 0.027794
## BodyPartRegionMultiple Body Parts 0.000147
## BodyPartRegionNeck 0.586759
## BodyPartRegionNon-Standard Code 0.176028
## BodyPartRegionNot Available 0.746219
## BodyPartRegionTrunk 0.336293
## BodyPartRegionUpper Extremities 0.042823
## BodyPartAnkle 0.173283
## BodyPartArtificial Appliance 0.513133
## BodyPartBody Systems and Multiple Body Systems 0.003332
## BodyPartBrain 0.000571
## BodyPartButtocks 0.810917
## BodyPartChest 0.544778
## BodyPartDisc-Trunk 2.13e-06
## BodyPartEar(S) 0.465270
## BodyPartElbow 0.262557
## BodyPartEyes 0.179143
## BodyPartFacial Bones 0.171074
## BodyPartFinger(S) 0.003718
## BodyPartFoot 0.079817
## BodyPartGreat Toe 0.331249
## BodyPartHand 0.009218
## BodyPartHeart 0.692161
## BodyPartHip 0.860786
## BodyPartInsufficient Info to Properly Identify?Unclassified 0.003926
## BodyPartInternal Organs 0.125934
## BodyPartKnee 0.571387
## BodyPartLarynx 0.848317
## BodyPartLower Arm 0.326047
## BodyPartLower Back Area 3.11e-12
## BodyPartLower Leg 0.981850
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 9.17e-07
## BodyPartLungs 0.988413
## BodyPartMouth 0.235985
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 0.095313
## BodyPartMultiple Head Injury 0.016057
## BodyPartMultiple Lower Extremities 0.129933
## BodyPartMultiple Neck Injury 0.465392
## BodyPartMultiple Trunk 0.129681
## BodyPartMultiple Upper Extremities 0.201078
## BodyPartNo Physical Injury 0.007695
## BodyPartNon-Standard Code NA
## BodyPartNose 0.589507
## BodyPartNot Available NA
## BodyPartPelvis 0.797626
## BodyPartSacrum And Coccyx 0.640793
## BodyPartShoulder(S) 0.042271
## BodyPartSkull 0.137894
## BodyPartSoft Tissue-Head 0.388586
## BodyPartSoft Tissue-Neck 0.616753
## BodyPartSpinal Cord-Trunk 4.82e-12
## BodyPartTeeth NA
## BodyPartThumb 0.055575
## BodyPartToes 0.122401
## BodyPartTrachea 0.910770
## BodyPartUpper Arm 0.429971
## BodyPartUpper Back Area 0.000995
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## ClaimStatusO < 2e-16
## ClaimStatusR < 2e-16
## GenderMale 0.001088
## GenderNot Available 5.44e-07
## ClaimantTypeMedical Only < 2e-16
## ClaimantTypeReport Only < 2e-16
##
## (Intercept)
## AverageWeeklyWage
## ClaimantAge_at_DOI ***
## 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
## BodyPartRegionLower Extremities *
## BodyPartRegionMultiple Body Parts ***
## BodyPartRegionNeck
## BodyPartRegionNon-Standard Code
## BodyPartRegionNot Available
## 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
## 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
## ClaimStatusO ***
## ClaimStatusR ***
## GenderMale **
## GenderNot Available ***
## ClaimantTypeMedical Only ***
## ClaimantTypeReport Only ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 59970 on 38203 degrees of freedom
## (148140 observations deleted due to missingness)
## Multiple R-squared: 0.2045, Adjusted R-squared: 0.2022
## F-statistic: 87.7 on 112 and 38203 DF, p-value: < 2.2e-16Time To Process Claims
modelo_regresion2 <- lm(tiempo_de_procesamiento_days ~ BodyPart + BodyPartRegion + InjuryNature + ClaimantType + ClaimantAge_at_DOI, data = completa)
summary(modelo_regresion2)##
## Call:
## lm(formula = tiempo_de_procesamiento_days ~ BodyPart + BodyPartRegion +
## InjuryNature + ClaimantType + ClaimantAge_at_DOI, data = completa)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3044.8 -540.7 -265.9 365.0 15550.5
##
## Coefficients: (7 not defined because of singularities)
## Estimate
## (Intercept) 1421.2395
## BodyPartAnkle 287.5393
## BodyPartArtificial Appliance 160.2746
## BodyPartBody Systems and Multiple Body Systems 100.8179
## BodyPartBrain 98.9147
## BodyPartButtocks 17.2942
## BodyPartChest 268.0926
## BodyPartDisc-Trunk 684.0048
## BodyPartEar(S) 87.2217
## BodyPartElbow 188.0967
## BodyPartEyes 108.0302
## BodyPartFacial Bones 165.7703
## BodyPartFinger(S) 278.5418
## BodyPartFoot 221.7562
## BodyPartGreat Toe 42.3028
## BodyPartHand 198.2752
## BodyPartHeart -70.4868
## BodyPartHip 238.3993
## BodyPartInsufficient Info to Properly Identify?Unclassified 94.7922
## BodyPartInternal Organs 723.9379
## BodyPartKnee 252.8470
## BodyPartLarynx -34.8740
## BodyPartLower Arm 31.8411
## BodyPartLower Back Area 372.1787
## BodyPartLower Leg 170.6203
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 275.4583
## BodyPartLungs -79.5051
## BodyPartMouth 232.7530
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 538.8373
## BodyPartMultiple Head Injury 379.0680
## BodyPartMultiple Lower Extremities 570.2529
## BodyPartMultiple Neck Injury 424.1944
## BodyPartMultiple Trunk 577.5065
## BodyPartMultiple Upper Extremities 764.0842
## BodyPartNo Physical Injury 272.1650
## BodyPartNon-Standard Code 1635.4109
## BodyPartNose 197.0453
## BodyPartNot Available -114.9313
## BodyPartPelvis 217.7858
## BodyPartSacrum And Coccyx 82.3275
## BodyPartShoulder(S) 137.1203
## BodyPartSkull -42.8122
## BodyPartSoft Tissue-Head -305.1435
## BodyPartSoft Tissue-Neck -111.5493
## BodyPartSpinal Cord-Trunk 282.3982
## BodyPartTeeth -244.0964
## BodyPartThumb 208.7945
## BodyPartToes 102.8798
## BodyPartTrachea 107.1487
## BodyPartUpper Arm 575.4461
## BodyPartUpper Back Area 199.1654
## BodyPartUpper Leg 115.4029
## BodyPartVertebrae 532.0350
## BodyPartWhole Body -32.4244
## BodyPartWrist 276.2520
## BodyPartRegionLower Extremities NA
## BodyPartRegionMultiple Body Parts NA
## BodyPartRegionNeck NA
## BodyPartRegionNon-Standard Code NA
## BodyPartRegionNot Available NA
## BodyPartRegionTrunk NA
## BodyPartRegionUpper Extremities NA
## InjuryNatureAll Other Cumulative Injury, NOC -949.2913
## InjuryNatureAll Other Occupational Disease Injury, NOC -686.4685
## InjuryNatureAll Other Specific Injuries, Noc 504.2598
## InjuryNatureAmputation -148.3662
## InjuryNatureAngina Pectoris -949.5286
## InjuryNatureAsbestosis 26.1773
## InjuryNatureAsphyxiation -526.3144
## InjuryNatureBlack Lung -270.4743
## InjuryNatureBurn -466.7250
## InjuryNatureCancer 417.8899
## InjuryNatureCarpal Tunnel Syndrome -407.3270
## InjuryNatureConcussion -421.6922
## InjuryNatureContagious Disease -250.1432
## InjuryNatureContusion -384.8437
## InjuryNatureCrushing -438.4410
## InjuryNatureDermatitis -597.5724
## InjuryNatureDislocation -425.3347
## InjuryNatureDust Disease, NOC -822.1871
## InjuryNatureElectric Shock -341.6996
## InjuryNatureForeign Body -165.4627
## InjuryNatureFracture -463.9997
## InjuryNatureFreezing 632.9201
## InjuryNatureHearing Loss Or Impairment -215.4369
## InjuryNatureHeat Prostration -691.0929
## InjuryNatureHernia -484.1576
## InjuryNatureInfection -621.9498
## InjuryNatureInflammation -571.6166
## InjuryNatureLaceration -405.6768
## InjuryNatureLoss of Hearing -254.5894
## InjuryNatureMental Disorder 204.4346
## InjuryNatureMental Stress -676.3126
## InjuryNatureMultiple Injuries Including Both Physical and Psychological -1009.9163
## InjuryNatureMultiple Physical Injuries Only -874.3814
## InjuryNatureMyocardial Infarction -534.8598
## InjuryNatureNo Physical Injury -699.1226
## InjuryNatureNon-Standard Code -216.3118
## InjuryNatureNot Available -923.3807
## InjuryNaturePoisoning?Chemical (Other Than Metals) -256.3541
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) -627.6408
## InjuryNaturePuncture -387.7447
## InjuryNatureRadiation 274.1813
## InjuryNatureRespiratory Disorders -354.8989
## InjuryNatureRupture -538.1883
## InjuryNatureSeverance 553.0571
## InjuryNatureSilicosis -771.2150
## InjuryNatureSprain -570.1602
## InjuryNatureStrain -453.5838
## InjuryNatureSyncope -582.9483
## InjuryNatureVascular -465.2955
## InjuryNatureVDT-Related Disease -494.5093
## InjuryNatureVision Loss -714.5404
## ClaimantTypeMedical Only -278.5314
## ClaimantTypeReport Only -327.3681
## ClaimantAge_at_DOI -8.1170
## Std. Error
## (Intercept) 390.7621
## BodyPartAnkle 32.5914
## BodyPartArtificial Appliance 356.8161
## BodyPartBody Systems and Multiple Body Systems 55.8781
## BodyPartBrain 160.5164
## BodyPartButtocks 56.8060
## BodyPartChest 36.3784
## BodyPartDisc-Trunk 51.0194
## BodyPartEar(S) 59.0686
## BodyPartElbow 36.2596
## BodyPartEyes 34.4200
## BodyPartFacial Bones 43.5540
## BodyPartFinger(S) 31.3049
## BodyPartFoot 33.7524
## BodyPartGreat Toe 73.7881
## BodyPartHand 31.4631
## BodyPartHeart 190.2387
## BodyPartHip 39.9591
## BodyPartInsufficient Info to Properly Identify?Unclassified 50.4512
## BodyPartInternal Organs 76.4269
## BodyPartKnee 30.4202
## BodyPartLarynx 253.2507
## BodyPartLower Arm 33.9724
## BodyPartLower Back Area 30.3633
## BodyPartLower Leg 34.5587
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 41.5684
## BodyPartLungs 59.3007
## BodyPartMouth 53.1895
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 30.4151
## BodyPartMultiple Head Injury 35.8079
## BodyPartMultiple Lower Extremities 44.2695
## BodyPartMultiple Neck Injury 38.2236
## BodyPartMultiple Trunk 80.8457
## BodyPartMultiple Upper Extremities 40.5788
## BodyPartNo Physical Injury 46.1078
## BodyPartNon-Standard Code 38.6550
## BodyPartNose 53.6375
## BodyPartNot Available 331.1945
## BodyPartPelvis 80.8872
## BodyPartSacrum And Coccyx 114.3174
## BodyPartShoulder(S) 31.7603
## BodyPartSkull 44.6002
## BodyPartSoft Tissue-Head 42.4777
## BodyPartSoft Tissue-Neck 35.1670
## BodyPartSpinal Cord-Trunk 57.7574
## BodyPartTeeth 65.5789
## BodyPartThumb 35.6821
## BodyPartToes 50.6330
## BodyPartTrachea 254.1715
## BodyPartUpper Arm 37.6825
## BodyPartUpper Back Area 43.0757
## BodyPartUpper Leg 44.2065
## BodyPartVertebrae 196.9411
## BodyPartWhole Body 99.8154
## BodyPartWrist 32.3147
## BodyPartRegionLower Extremities NA
## BodyPartRegionMultiple Body Parts NA
## BodyPartRegionNeck NA
## BodyPartRegionNon-Standard Code NA
## BodyPartRegionNot Available NA
## BodyPartRegionTrunk NA
## BodyPartRegionUpper Extremities NA
## InjuryNatureAll Other Cumulative Injury, NOC 415.7548
## InjuryNatureAll Other Occupational Disease Injury, NOC 446.4981
## InjuryNatureAll Other Specific Injuries, Noc 389.7940
## InjuryNatureAmputation 408.6423
## InjuryNatureAngina Pectoris 444.6949
## InjuryNatureAsbestosis 407.7118
## InjuryNatureAsphyxiation 469.8491
## InjuryNatureBlack Lung 636.5688
## InjuryNatureBurn 390.6318
## InjuryNatureCancer 527.7465
## InjuryNatureCarpal Tunnel Syndrome 391.6752
## InjuryNatureConcussion 391.5670
## InjuryNatureContagious Disease 393.5568
## InjuryNatureContusion 389.6459
## InjuryNatureCrushing 391.3363
## InjuryNatureDermatitis 390.4199
## InjuryNatureDislocation 392.6655
## InjuryNatureDust Disease, NOC 435.7569
## InjuryNatureElectric Shock 399.7118
## InjuryNatureForeign Body 390.2999
## InjuryNatureFracture 390.0295
## InjuryNatureFreezing 584.3044
## InjuryNatureHearing Loss Or Impairment 406.8476
## InjuryNatureHeat Prostration 396.3403
## InjuryNatureHernia 395.1347
## InjuryNatureInfection 392.8502
## InjuryNatureInflammation 390.4858
## InjuryNatureLaceration 389.7277
## InjuryNatureLoss of Hearing 415.8735
## InjuryNatureMental Disorder 479.5370
## InjuryNatureMental Stress 396.2062
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 410.7491
## InjuryNatureMultiple Physical Injuries Only 390.1487
## InjuryNatureMyocardial Infarction 447.8161
## InjuryNatureNo Physical Injury 390.2234
## InjuryNatureNon-Standard Code 390.2147
## InjuryNatureNot Available 392.5219
## InjuryNaturePoisoning?Chemical (Other Than Metals) 395.7951
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 398.5130
## InjuryNaturePuncture 389.9041
## InjuryNatureRadiation 433.4877
## InjuryNatureRespiratory Disorders 391.9360
## InjuryNatureRupture 400.0920
## InjuryNatureSeverance 429.9817
## InjuryNatureSilicosis 636.2369
## InjuryNatureSprain 389.7416
## InjuryNatureStrain 389.6399
## InjuryNatureSyncope 397.8653
## InjuryNatureVascular 477.2126
## InjuryNatureVDT-Related Disease 728.8181
## InjuryNatureVision Loss 420.2030
## ClaimantTypeMedical Only 7.5490
## ClaimantTypeReport Only 13.4507
## ClaimantAge_at_DOI 0.2565
## t value
## (Intercept) 3.637
## BodyPartAnkle 8.823
## BodyPartArtificial Appliance 0.449
## BodyPartBody Systems and Multiple Body Systems 1.804
## BodyPartBrain 0.616
## BodyPartButtocks 0.304
## BodyPartChest 7.370
## BodyPartDisc-Trunk 13.407
## BodyPartEar(S) 1.477
## BodyPartElbow 5.188
## BodyPartEyes 3.139
## BodyPartFacial Bones 3.806
## BodyPartFinger(S) 8.898
## BodyPartFoot 6.570
## BodyPartGreat Toe 0.573
## BodyPartHand 6.302
## BodyPartHeart -0.371
## BodyPartHip 5.966
## BodyPartInsufficient Info to Properly Identify?Unclassified 1.879
## BodyPartInternal Organs 9.472
## BodyPartKnee 8.312
## BodyPartLarynx -0.138
## BodyPartLower Arm 0.937
## BodyPartLower Back Area 12.258
## BodyPartLower Leg 4.937
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 6.627
## BodyPartLungs -1.341
## BodyPartMouth 4.376
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 17.716
## BodyPartMultiple Head Injury 10.586
## BodyPartMultiple Lower Extremities 12.881
## BodyPartMultiple Neck Injury 11.098
## BodyPartMultiple Trunk 7.143
## BodyPartMultiple Upper Extremities 18.830
## BodyPartNo Physical Injury 5.903
## BodyPartNon-Standard Code 42.308
## BodyPartNose 3.674
## BodyPartNot Available -0.347
## BodyPartPelvis 2.692
## BodyPartSacrum And Coccyx 0.720
## BodyPartShoulder(S) 4.317
## BodyPartSkull -0.960
## BodyPartSoft Tissue-Head -7.184
## BodyPartSoft Tissue-Neck -3.172
## BodyPartSpinal Cord-Trunk 4.889
## BodyPartTeeth -3.722
## BodyPartThumb 5.852
## BodyPartToes 2.032
## BodyPartTrachea 0.422
## BodyPartUpper Arm 15.271
## BodyPartUpper Back Area 4.624
## BodyPartUpper Leg 2.611
## BodyPartVertebrae 2.701
## BodyPartWhole Body -0.325
## BodyPartWrist 8.549
## BodyPartRegionLower Extremities NA
## BodyPartRegionMultiple Body Parts NA
## BodyPartRegionNeck NA
## BodyPartRegionNon-Standard Code NA
## BodyPartRegionNot Available NA
## BodyPartRegionTrunk NA
## BodyPartRegionUpper Extremities NA
## InjuryNatureAll Other Cumulative Injury, NOC -2.283
## InjuryNatureAll Other Occupational Disease Injury, NOC -1.537
## InjuryNatureAll Other Specific Injuries, Noc 1.294
## InjuryNatureAmputation -0.363
## InjuryNatureAngina Pectoris -2.135
## InjuryNatureAsbestosis 0.064
## InjuryNatureAsphyxiation -1.120
## InjuryNatureBlack Lung -0.425
## InjuryNatureBurn -1.195
## InjuryNatureCancer 0.792
## InjuryNatureCarpal Tunnel Syndrome -1.040
## InjuryNatureConcussion -1.077
## InjuryNatureContagious Disease -0.636
## InjuryNatureContusion -0.988
## InjuryNatureCrushing -1.120
## InjuryNatureDermatitis -1.531
## InjuryNatureDislocation -1.083
## InjuryNatureDust Disease, NOC -1.887
## InjuryNatureElectric Shock -0.855
## InjuryNatureForeign Body -0.424
## InjuryNatureFracture -1.190
## InjuryNatureFreezing 1.083
## InjuryNatureHearing Loss Or Impairment -0.530
## InjuryNatureHeat Prostration -1.744
## InjuryNatureHernia -1.225
## InjuryNatureInfection -1.583
## InjuryNatureInflammation -1.464
## InjuryNatureLaceration -1.041
## InjuryNatureLoss of Hearing -0.612
## InjuryNatureMental Disorder 0.426
## InjuryNatureMental Stress -1.707
## InjuryNatureMultiple Injuries Including Both Physical and Psychological -2.459
## InjuryNatureMultiple Physical Injuries Only -2.241
## InjuryNatureMyocardial Infarction -1.194
## InjuryNatureNo Physical Injury -1.792
## InjuryNatureNon-Standard Code -0.554
## InjuryNatureNot Available -2.352
## InjuryNaturePoisoning?Chemical (Other Than Metals) -0.648
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) -1.575
## InjuryNaturePuncture -0.994
## InjuryNatureRadiation 0.633
## InjuryNatureRespiratory Disorders -0.906
## InjuryNatureRupture -1.345
## InjuryNatureSeverance 1.286
## InjuryNatureSilicosis -1.212
## InjuryNatureSprain -1.463
## InjuryNatureStrain -1.164
## InjuryNatureSyncope -1.465
## InjuryNatureVascular -0.975
## InjuryNatureVDT-Related Disease -0.679
## InjuryNatureVision Loss -1.700
## ClaimantTypeMedical Only -36.897
## ClaimantTypeReport Only -24.338
## ClaimantAge_at_DOI -31.646
## Pr(>|t|)
## (Intercept) 0.000276
## BodyPartAnkle < 2e-16
## BodyPartArtificial Appliance 0.653303
## BodyPartBody Systems and Multiple Body Systems 0.071196
## BodyPartBrain 0.537746
## BodyPartButtocks 0.760791
## BodyPartChest 1.73e-13
## BodyPartDisc-Trunk < 2e-16
## BodyPartEar(S) 0.139782
## BodyPartElbow 2.14e-07
## BodyPartEyes 0.001698
## BodyPartFacial Bones 0.000141
## BodyPartFinger(S) < 2e-16
## BodyPartFoot 5.06e-11
## BodyPartGreat Toe 0.566442
## BodyPartHand 2.96e-10
## BodyPartHeart 0.710998
## BodyPartHip 2.44e-09
## BodyPartInsufficient Info to Properly Identify?Unclassified 0.060263
## BodyPartInternal Organs < 2e-16
## BodyPartKnee < 2e-16
## BodyPartLarynx 0.890474
## BodyPartLower Arm 0.348626
## BodyPartLower Back Area < 2e-16
## BodyPartLower Leg 7.94e-07
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 3.45e-11
## BodyPartLungs 0.180017
## BodyPartMouth 1.21e-05
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) < 2e-16
## BodyPartMultiple Head Injury < 2e-16
## BodyPartMultiple Lower Extremities < 2e-16
## BodyPartMultiple Neck Injury < 2e-16
## BodyPartMultiple Trunk 9.18e-13
## BodyPartMultiple Upper Extremities < 2e-16
## BodyPartNo Physical Injury 3.59e-09
## BodyPartNon-Standard Code < 2e-16
## BodyPartNose 0.000239
## BodyPartNot Available 0.728577
## BodyPartPelvis 0.007094
## BodyPartSacrum And Coccyx 0.471425
## BodyPartShoulder(S) 1.58e-05
## BodyPartSkull 0.337103
## BodyPartSoft Tissue-Head 6.85e-13
## BodyPartSoft Tissue-Neck 0.001515
## BodyPartSpinal Cord-Trunk 1.01e-06
## BodyPartTeeth 0.000198
## BodyPartThumb 4.89e-09
## BodyPartToes 0.042170
## BodyPartTrachea 0.673347
## BodyPartUpper Arm < 2e-16
## BodyPartUpper Back Area 3.78e-06
## BodyPartUpper Leg 0.009041
## BodyPartVertebrae 0.006904
## BodyPartWhole Body 0.745300
## BodyPartWrist < 2e-16
## BodyPartRegionLower Extremities NA
## BodyPartRegionMultiple Body Parts NA
## BodyPartRegionNeck NA
## BodyPartRegionNon-Standard Code NA
## BodyPartRegionNot Available NA
## BodyPartRegionTrunk NA
## BodyPartRegionUpper Extremities NA
## InjuryNatureAll Other Cumulative Injury, NOC 0.022415
## InjuryNatureAll Other Occupational Disease Injury, NOC 0.124187
## InjuryNatureAll Other Specific Injuries, Noc 0.195787
## InjuryNatureAmputation 0.716553
## InjuryNatureAngina Pectoris 0.032745
## InjuryNatureAsbestosis 0.948807
## InjuryNatureAsphyxiation 0.262641
## InjuryNatureBlack Lung 0.670915
## InjuryNatureBurn 0.232170
## InjuryNatureCancer 0.428457
## InjuryNatureCarpal Tunnel Syndrome 0.298361
## InjuryNatureConcussion 0.281512
## InjuryNatureContagious Disease 0.525041
## InjuryNatureContusion 0.323314
## InjuryNatureCrushing 0.262560
## InjuryNatureDermatitis 0.125875
## InjuryNatureDislocation 0.278723
## InjuryNatureDust Disease, NOC 0.059190
## InjuryNatureElectric Shock 0.392628
## InjuryNatureForeign Body 0.671613
## InjuryNatureFracture 0.234186
## InjuryNatureFreezing 0.278722
## InjuryNatureHearing Loss Or Impairment 0.596441
## InjuryNatureHeat Prostration 0.081218
## InjuryNatureHernia 0.220466
## InjuryNatureInfection 0.113386
## InjuryNatureInflammation 0.143236
## InjuryNatureLaceration 0.297914
## InjuryNatureLoss of Hearing 0.540420
## InjuryNatureMental Disorder 0.669878
## InjuryNatureMental Stress 0.087831
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 0.013945
## InjuryNatureMultiple Physical Injuries Only 0.025019
## InjuryNatureMyocardial Infarction 0.232335
## InjuryNatureNo Physical Injury 0.073201
## InjuryNatureNon-Standard Code 0.579347
## InjuryNatureNot Available 0.018653
## InjuryNaturePoisoning?Chemical (Other Than Metals) 0.517185
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 0.115270
## InjuryNaturePuncture 0.320001
## InjuryNatureRadiation 0.527061
## InjuryNatureRespiratory Disorders 0.365202
## InjuryNatureRupture 0.178577
## InjuryNatureSeverance 0.198365
## InjuryNatureSilicosis 0.225458
## InjuryNatureSprain 0.143493
## InjuryNatureStrain 0.244383
## InjuryNatureSyncope 0.142873
## InjuryNatureVascular 0.329549
## InjuryNatureVDT-Related Disease 0.497451
## InjuryNatureVision Loss 0.089047
## ClaimantTypeMedical Only < 2e-16
## ClaimantTypeReport Only < 2e-16
## ClaimantAge_at_DOI < 2e-16
##
## (Intercept) ***
## 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 ***
## BodyPartRegionLower Extremities
## BodyPartRegionMultiple Body Parts
## BodyPartRegionNeck
## BodyPartRegionNon-Standard Code
## BodyPartRegionNot Available
## BodyPartRegionTrunk
## BodyPartRegionUpper Extremities
## InjuryNatureAll Other Cumulative Injury, NOC *
## InjuryNatureAll Other Occupational Disease Injury, NOC
## 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
## InjuryNatureSilicosis
## InjuryNatureSprain
## InjuryNatureStrain
## InjuryNatureSyncope
## InjuryNatureVascular
## InjuryNatureVDT-Related Disease
## InjuryNatureVision Loss .
## ClaimantTypeMedical Only ***
## ClaimantTypeReport Only ***
## ClaimantAge_at_DOI ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 870.9 on 84023 degrees of freedom
## (102324 observations deleted due to missingness)
## Multiple R-squared: 0.2033, Adjusted R-squared: 0.2023
## F-statistic: 198.5 on 108 and 84023 DF, p-value: < 2.2e-164.Ajustar el Modelo
Costs of Claims
# Ajustar un modelo de regresión lineal
#modelo_regresion <- lm(Total_Paid_calc ~ AverageWeeklyWage + ClaimantAge_at_DOI + InjuryNature + BodyPartRegion + BodyPart + ClaimStatus + Gender + ClaimantType, data = base_act_4_6)
#summary(modelo_regresion)NOTAS:
- Se mantiene igual esta regresión
lineal, ya que no es necesario hacer ajuste.
- El R-cuadrado
múltiple es 0.09633, lo que significa que aproximadamente el 9.63% de la
variabilidad en la variable dependiente es explicada por las variables
predictoras incluidas en el modelo.
- El valor p asociado es “<
2.2e-16”, lo que indica que el modelo en su conjunto es significativo en
relación.
Time To Process Claims
#Se ajuta el modelo con las variables que si tienen relación.
modelo_regresion2 <- lm(tiempo_de_procesamiento_days ~ BodyPart + ClaimantType, data = completa)
summary(modelo_regresion2)##
## Call:
## lm(formula = tiempo_de_procesamiento_days ~ BodyPart + ClaimantType,
## data = completa)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2929.2 -910.0 -258.6 840.8 16247.8
##
## Coefficients:
## Estimate
## (Intercept) 747.280
## BodyPartAnkle 449.751
## BodyPartArtificial Appliance 306.695
## BodyPartBody Systems and Multiple Body Systems 331.196
## BodyPartBrain 212.495
## BodyPartButtocks -47.021
## BodyPartChest 500.923
## BodyPartDisc-Trunk 940.498
## BodyPartEar(S) 433.492
## BodyPartElbow 275.940
## BodyPartEyes 550.974
## BodyPartFacial Bones 459.064
## BodyPartFinger(S) 654.123
## BodyPartFoot 454.386
## BodyPartGreat Toe -30.318
## BodyPartHand 516.558
## BodyPartHeart 60.604
## BodyPartHip 472.856
## BodyPartInsufficient Info to Properly Identify?Unclassified 554.963
## BodyPartInternal Organs 1321.751
## BodyPartKnee 425.944
## BodyPartLarynx -140.343
## BodyPartLower Arm 110.598
## BodyPartLower Back Area 626.630
## BodyPartLower Leg 314.399
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 306.091
## BodyPartLungs 32.154
## BodyPartMouth 752.596
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 988.430
## BodyPartMultiple Head Injury 797.134
## BodyPartMultiple Lower Extremities 1060.606
## BodyPartMultiple Neck Injury 664.797
## BodyPartMultiple Trunk 1021.560
## BodyPartMultiple Upper Extremities 1414.735
## BodyPartNo Physical Injury 240.880
## BodyPartNon-Standard Code 2077.732
## BodyPartNose 532.410
## BodyPartNot Available -808.658
## BodyPartPelvis 280.557
## BodyPartSacrum And Coccyx 343.713
## BodyPartShoulder(S) 43.383
## BodyPartSkull -162.644
## BodyPartSoft Tissue-Head -545.083
## BodyPartSoft Tissue-Neck -220.582
## BodyPartSpinal Cord-Trunk 229.280
## BodyPartTeeth 205.781
## BodyPartThumb 457.872
## BodyPartToes 462.064
## BodyPartTrachea 483.725
## BodyPartUpper Arm 1042.198
## BodyPartUpper Back Area 344.011
## BodyPartUpper Leg 329.035
## BodyPartVertebrae 535.554
## BodyPartWhole Body -316.772
## BodyPartWrist 491.997
## ClaimantTypeMedical Only -194.273
## ClaimantTypeReport Only 104.153
## Std. Error
## (Intercept) 32.862
## BodyPartAnkle 35.854
## BodyPartArtificial Appliance 340.358
## BodyPartBody Systems and Multiple Body Systems 59.799
## BodyPartBrain 185.154
## BodyPartButtocks 66.493
## BodyPartChest 40.579
## BodyPartDisc-Trunk 48.698
## BodyPartEar(S) 58.390
## BodyPartElbow 41.014
## BodyPartEyes 36.198
## BodyPartFacial Bones 47.497
## BodyPartFinger(S) 34.554
## BodyPartFoot 37.542
## BodyPartGreat Toe 88.359
## BodyPartHand 35.097
## BodyPartHeart 168.847
## BodyPartHip 44.382
## BodyPartInsufficient Info to Properly Identify?Unclassified 53.578
## BodyPartInternal Organs 71.876
## BodyPartKnee 34.268
## BodyPartLarynx 313.338
## BodyPartLower Arm 38.663
## BodyPartLower Back Area 34.062
## BodyPartLower Leg 39.080
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 46.528
## BodyPartLungs 57.488
## BodyPartMouth 55.809
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 33.862
## BodyPartMultiple Head Injury 38.677
## BodyPartMultiple Lower Extremities 46.843
## BodyPartMultiple Neck Injury 41.890
## BodyPartMultiple Trunk 83.063
## BodyPartMultiple Upper Extremities 41.791
## BodyPartNo Physical Injury 46.359
## BodyPartNon-Standard Code 34.230
## BodyPartNose 58.431
## BodyPartNot Available 426.046
## BodyPartPelvis 92.090
## BodyPartSacrum And Coccyx 126.128
## BodyPartShoulder(S) 36.298
## BodyPartSkull 53.172
## BodyPartSoft Tissue-Head 51.220
## BodyPartSoft Tissue-Neck 41.087
## BodyPartSpinal Cord-Trunk 70.569
## BodyPartTeeth 73.843
## BodyPartThumb 39.255
## BodyPartToes 54.807
## BodyPartTrachea 274.463
## BodyPartUpper Arm 39.809
## BodyPartUpper Back Area 48.768
## BodyPartUpper Leg 49.363
## BodyPartVertebrae 227.071
## BodyPartWhole Body 125.449
## BodyPartWrist 36.176
## ClaimantTypeMedical Only 7.812
## ClaimantTypeReport Only 12.386
## t value
## (Intercept) 22.740
## BodyPartAnkle 12.544
## BodyPartArtificial Appliance 0.901
## BodyPartBody Systems and Multiple Body Systems 5.538
## BodyPartBrain 1.148
## BodyPartButtocks -0.707
## BodyPartChest 12.344
## BodyPartDisc-Trunk 19.313
## BodyPartEar(S) 7.424
## BodyPartElbow 6.728
## BodyPartEyes 15.221
## BodyPartFacial Bones 9.665
## BodyPartFinger(S) 18.930
## BodyPartFoot 12.104
## BodyPartGreat Toe -0.343
## BodyPartHand 14.718
## BodyPartHeart 0.359
## BodyPartHip 10.654
## BodyPartInsufficient Info to Properly Identify?Unclassified 10.358
## BodyPartInternal Organs 18.389
## BodyPartKnee 12.430
## BodyPartLarynx -0.448
## BodyPartLower Arm 2.861
## BodyPartLower Back Area 18.397
## BodyPartLower Leg 8.045
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 6.579
## BodyPartLungs 0.559
## BodyPartMouth 13.485
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 29.190
## BodyPartMultiple Head Injury 20.610
## BodyPartMultiple Lower Extremities 22.642
## BodyPartMultiple Neck Injury 15.870
## BodyPartMultiple Trunk 12.299
## BodyPartMultiple Upper Extremities 33.853
## BodyPartNo Physical Injury 5.196
## BodyPartNon-Standard Code 60.700
## BodyPartNose 9.112
## BodyPartNot Available -1.898
## BodyPartPelvis 3.047
## BodyPartSacrum And Coccyx 2.725
## BodyPartShoulder(S) 1.195
## BodyPartSkull -3.059
## BodyPartSoft Tissue-Head -10.642
## BodyPartSoft Tissue-Neck -5.369
## BodyPartSpinal Cord-Trunk 3.249
## BodyPartTeeth 2.787
## BodyPartThumb 11.664
## BodyPartToes 8.431
## BodyPartTrachea 1.762
## BodyPartUpper Arm 26.180
## BodyPartUpper Back Area 7.054
## BodyPartUpper Leg 6.666
## BodyPartVertebrae 2.359
## BodyPartWhole Body -2.525
## BodyPartWrist 13.600
## ClaimantTypeMedical Only -24.867
## ClaimantTypeReport Only 8.409
## Pr(>|t|)
## (Intercept) < 2e-16
## BodyPartAnkle < 2e-16
## BodyPartArtificial Appliance 0.36754
## BodyPartBody Systems and Multiple Body Systems 3.06e-08
## BodyPartBrain 0.25111
## BodyPartButtocks 0.47947
## BodyPartChest < 2e-16
## BodyPartDisc-Trunk < 2e-16
## BodyPartEar(S) 1.14e-13
## BodyPartElbow 1.73e-11
## BodyPartEyes < 2e-16
## BodyPartFacial Bones < 2e-16
## BodyPartFinger(S) < 2e-16
## BodyPartFoot < 2e-16
## BodyPartGreat Toe 0.73151
## BodyPartHand < 2e-16
## BodyPartHeart 0.71965
## BodyPartHip < 2e-16
## BodyPartInsufficient Info to Properly Identify?Unclassified < 2e-16
## BodyPartInternal Organs < 2e-16
## BodyPartKnee < 2e-16
## BodyPartLarynx 0.65423
## BodyPartLower Arm 0.00423
## BodyPartLower Back Area < 2e-16
## BodyPartLower Leg 8.69e-16
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 4.77e-11
## BodyPartLungs 0.57595
## BodyPartMouth < 2e-16
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) < 2e-16
## BodyPartMultiple Head Injury < 2e-16
## BodyPartMultiple Lower Extremities < 2e-16
## BodyPartMultiple Neck Injury < 2e-16
## BodyPartMultiple Trunk < 2e-16
## BodyPartMultiple Upper Extremities < 2e-16
## BodyPartNo Physical Injury 2.04e-07
## BodyPartNon-Standard Code < 2e-16
## BodyPartNose < 2e-16
## BodyPartNot Available 0.05769
## BodyPartPelvis 0.00232
## BodyPartSacrum And Coccyx 0.00643
## BodyPartShoulder(S) 0.23202
## BodyPartSkull 0.00222
## BodyPartSoft Tissue-Head < 2e-16
## BodyPartSoft Tissue-Neck 7.94e-08
## BodyPartSpinal Cord-Trunk 0.00116
## BodyPartTeeth 0.00532
## BodyPartThumb < 2e-16
## BodyPartToes < 2e-16
## BodyPartTrachea 0.07800
## BodyPartUpper Arm < 2e-16
## BodyPartUpper Back Area 1.75e-12
## BodyPartUpper Leg 2.65e-11
## BodyPartVertebrae 0.01835
## BodyPartWhole Body 0.01157
## BodyPartWrist < 2e-16
## ClaimantTypeMedical Only < 2e-16
## ClaimantTypeReport Only < 2e-16
##
## (Intercept) ***
## 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 ***
## ClaimantTypeMedical Only ***
## ClaimantTypeReport Only ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1124 on 129060 degrees of freedom
## (57339 observations deleted due to missingness)
## Multiple R-squared: 0.2155, Adjusted R-squared: 0.2152
## F-statistic: 633.1 on 56 and 129060 DF, p-value: < 2.2e-16NOTAS:
- El modeo ajustado solo contiene estas
variables porque son las más significativas. -
5.Construir el modelo predictivo
Costs of Claims
# Crear un nuevo DataFrame con los datos de entrada que deseas predecir
datos <- data.frame(
InjuryNature = "Fracture",
AverageWeeklyWage = 1649.00,
ClaimantAge_at_DOI = 47,
BodyPartRegion = "Upper Extremities",
BodyPart = "Hand",
ClaimStatus = "C",
Gender = "Male",
ClaimantType = "Indemnity",
Total_Paid_calc = 9295.89,
stringsAsFactors = FALSE
)
# Realizar la predicción
prediccion <- predict(modelo_regresion, datos)
# Mostrar el resultado de la predicción
print(prediccion)## 1
## 19065.456.Visualización de las regresiones lineales
Costs of Claims
NOTA: No se puede crear una gráfica para visualizar
estos datos debido a los resultados obtenidos derivados de la baja R2.
Time To Process Claims
library(ggplot2)
ggplot(completa, aes(x = BodyPart, y =tiempo_de_procesamiento_days)) +
geom_point() + # Puntos de dispersión
geom_smooth(method = "lm", se = FALSE, color = "blue") + # Línea de regresión
labs(title = "Gráfico de Regresión Lineal",
x = "BodyPart",
y = "tiempo_de_procesamiento_days") +
geom_point(data = completa, aes(x = BodyPart, y = tiempo_de_procesamiento_days), color = "red")
Shiny App
https://ooclsa-luisa0f-beltr0n0r.shinyapps.io/SHINYLESIONES/
bd <- read.csv("/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/completa.csv")
regresion.2 <- lm(tiempo_de_procesamiento_days ~ Gender + ClaimantType + InjuryNature + BodyPartRegion + BodyPart, data = bd)
summary(regresion.2)##
## Call:
## lm(formula = tiempo_de_procesamiento_days ~ Gender + ClaimantType +
## InjuryNature + BodyPartRegion + BodyPart, data = bd)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3998.1 -799.2 -170.5 695.9 16200.2
##
## Coefficients: (7 not defined because of singularities)
## Estimate
## (Intercept) 1396.028
## GenderMale 53.507
## GenderNot Available 399.141
## ClaimantTypeMedical Only -194.421
## ClaimantTypeReport Only 14.142
## InjuryNatureAll Other Cumulative Injury, NOC -1757.323
## InjuryNatureAll Other Occupational Disease Injury, NOC -1283.636
## InjuryNatureAll Other Specific Injuries, Noc 363.522
## InjuryNatureAmputation -658.038
## InjuryNatureAngina Pectoris -1528.356
## InjuryNatureAsbestosis -566.120
## InjuryNatureAsphyxiation -1050.700
## InjuryNatureBlack Lung -816.771
## InjuryNatureBurn -844.804
## InjuryNatureCancer 477.830
## InjuryNatureCarpal Tunnel Syndrome -715.231
## InjuryNatureConcussion -1044.206
## InjuryNatureContagious Disease -370.573
## InjuryNatureContusion -919.735
## InjuryNatureCrushing -848.023
## InjuryNatureDermatitis -985.327
## InjuryNatureDislocation -805.014
## InjuryNatureDust Disease, NOC -1532.028
## InjuryNatureElectric Shock -817.685
## InjuryNatureForeign Body -467.020
## InjuryNatureFracture -927.343
## InjuryNatureFreezing 179.014
## InjuryNatureHearing Loss Or Impairment -801.958
## InjuryNatureHeat Prostration -1179.130
## InjuryNatureHernia -934.915
## InjuryNatureInfection -1048.374
## InjuryNatureInflammation -989.171
## InjuryNatureLaceration -807.864
## InjuryNatureLoss of Hearing -478.840
## InjuryNatureMental Disorder -30.178
## InjuryNatureMental Stress -1002.871
## InjuryNatureMultiple Injuries Including Both Physical and Psychological -1611.430
## InjuryNatureMultiple Physical Injuries Only -1626.060
## InjuryNatureMyocardial Infarction -1022.552
## InjuryNatureNo Physical Injury -1333.622
## InjuryNatureNon-Standard Code -924.340
## InjuryNatureNot Available -1824.367
## InjuryNaturePoisoning?Chemical (Other Than Metals) -244.949
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) -1389.909
## InjuryNaturePoisoning?Metal 221.826
## InjuryNaturePuncture -798.831
## InjuryNatureRadiation 13.499
## InjuryNatureRespiratory Disorders -657.442
## InjuryNatureRupture -1031.378
## InjuryNatureSeverance -121.866
## InjuryNatureSilicosis -1163.703
## InjuryNatureSprain -1068.874
## InjuryNatureStrain -961.357
## InjuryNatureSyncope -1209.338
## InjuryNatureVascular -1189.629
## InjuryNatureVDT-Related Disease -660.089
## InjuryNatureVision Loss -1219.466
## BodyPartRegionLower Extremities 445.298
## BodyPartRegionMultiple Body Parts 21.241
## BodyPartRegionNeck 775.430
## BodyPartRegionNon-Standard Code 2091.860
## BodyPartRegionNot Available -42.932
## BodyPartRegionTrunk 169.123
## BodyPartRegionUpper Extremities 647.586
## BodyPartAnkle 288.932
## BodyPartArtificial Appliance 651.245
## BodyPartBody Systems and Multiple Body Systems 357.615
## BodyPartBrain 455.551
## BodyPartButtocks 53.718
## BodyPartChest 454.701
## BodyPartDisc-Trunk 1035.850
## BodyPartEar(S) 412.340
## BodyPartElbow -184.908
## BodyPartEyes 423.595
## BodyPartFacial Bones 546.831
## BodyPartFinger(S) 118.068
## BodyPartFoot 206.047
## BodyPartGreat Toe -236.344
## BodyPartHand -11.159
## BodyPartHeart 116.888
## BodyPartHip 192.427
## BodyPartInsufficient Info to Properly Identify?Unclassified 421.822
## BodyPartInternal Organs 1130.521
## BodyPartKnee 176.176
## BodyPartLarynx -854.272
## BodyPartLower Arm -421.122
## BodyPartLower Back Area 632.550
## BodyPartLower Leg 1.878
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 411.586
## BodyPartLungs -157.789
## BodyPartMouth 736.771
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 959.665
## BodyPartMultiple Head Injury 883.118
## BodyPartMultiple Lower Extremities 705.655
## BodyPartMultiple Neck Injury 68.933
## BodyPartMultiple Trunk 880.279
## BodyPartMultiple Upper Extremities 816.932
## BodyPartNo Physical Injury 634.123
## BodyPartNon-Standard Code NA
## BodyPartNose 655.095
## BodyPartNot Available NA
## BodyPartPelvis 329.749
## BodyPartSacrum And Coccyx 309.338
## BodyPartShoulder(S) -336.154
## BodyPartSkull 23.954
## BodyPartSoft Tissue-Head -302.301
## BodyPartSoft Tissue-Neck -771.228
## BodyPartSpinal Cord-Trunk 211.040
## BodyPartTeeth NA
## BodyPartThumb -56.411
## BodyPartToes 160.444
## BodyPartTrachea -372.271
## BodyPartUpper Arm 442.090
## BodyPartUpper Back Area 351.885
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## Std. Error
## (Intercept) 322.556
## GenderMale 6.245
## GenderNot Available 19.343
## ClaimantTypeMedical Only 7.488
## ClaimantTypeReport Only 11.743
## InjuryNatureAll Other Cumulative Injury, NOC 361.510
## InjuryNatureAll Other Occupational Disease Injury, NOC 411.279
## InjuryNatureAll Other Specific Injuries, Noc 316.521
## InjuryNatureAmputation 341.435
## InjuryNatureAngina Pectoris 403.941
## InjuryNatureAsbestosis 343.180
## InjuryNatureAsphyxiation 422.836
## InjuryNatureBlack Lung 613.296
## InjuryNatureBurn 317.691
## InjuryNatureCancer 430.075
## InjuryNatureCarpal Tunnel Syndrome 318.565
## InjuryNatureConcussion 319.199
## InjuryNatureContagious Disease 320.285
## InjuryNatureContusion 316.445
## InjuryNatureCrushing 318.576
## InjuryNatureDermatitis 317.424
## InjuryNatureDislocation 320.346
## InjuryNatureDust Disease, NOC 394.141
## InjuryNatureElectric Shock 328.768
## InjuryNatureForeign Body 317.207
## InjuryNatureFracture 316.969
## InjuryNatureFreezing 507.295
## InjuryNatureHearing Loss Or Impairment 341.501
## InjuryNatureHeat Prostration 325.516
## InjuryNatureHernia 324.616
## InjuryNatureInfection 321.004
## InjuryNatureInflammation 317.628
## InjuryNatureLaceration 316.562
## InjuryNatureLoss of Hearing 345.359
## InjuryNatureMental Disorder 407.287
## InjuryNatureMental Stress 324.611
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 347.746
## InjuryNatureMultiple Physical Injuries Only 317.223
## InjuryNatureMyocardial Infarction 384.477
## InjuryNatureNo Physical Injury 317.485
## InjuryNatureNon-Standard Code 317.391
## InjuryNatureNot Available 321.232
## InjuryNaturePoisoning?Chemical (Other Than Metals) 322.440
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 328.278
## InjuryNaturePoisoning?Metal 807.097
## InjuryNaturePuncture 316.745
## InjuryNatureRadiation 368.277
## InjuryNatureRespiratory Disorders 319.015
## InjuryNatureRupture 331.235
## InjuryNatureSeverance 335.028
## InjuryNatureSilicosis 532.664
## InjuryNatureSprain 316.588
## InjuryNatureStrain 316.460
## InjuryNatureSyncope 327.413
## InjuryNatureVascular 429.914
## InjuryNatureVDT-Related Disease 532.537
## InjuryNatureVision Loss 360.744
## BodyPartRegionLower Extremities 71.517
## BodyPartRegionMultiple Body Parts 129.791
## BodyPartRegionNeck 218.930
## BodyPartRegionNon-Standard Code 68.545
## BodyPartRegionNot Available 402.295
## BodyPartRegionTrunk 70.140
## BodyPartRegionUpper Extremities 64.247
## BodyPartAnkle 38.186
## BodyPartArtificial Appliance 336.182
## BodyPartBody Systems and Multiple Body Systems 123.052
## BodyPartBrain 184.051
## BodyPartButtocks 62.804
## BodyPartChest 39.141
## BodyPartDisc-Trunk 46.463
## BodyPartEar(S) 82.033
## BodyPartElbow 27.992
## BodyPartEyes 65.143
## BodyPartFacial Bones 70.351
## BodyPartFinger(S) 19.398
## BodyPartFoot 39.058
## BodyPartGreat Toe 84.345
## BodyPartHand 19.758
## BodyPartHeart 186.824
## BodyPartHip 44.863
## BodyPartInsufficient Info to Properly Identify?Unclassified 120.311
## BodyPartInternal Organs 67.861
## BodyPartKnee 36.364
## BodyPartLarynx 358.974
## BodyPartLower Arm 24.983
## BodyPartLower Back Area 33.270
## BodyPartLower Leg 40.237
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 44.550
## BodyPartLungs 62.456
## BodyPartMouth 75.508
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 114.074
## BodyPartMultiple Head Injury 65.568
## BodyPartMultiple Lower Extremities 46.936
## BodyPartMultiple Neck Injury 211.434
## BodyPartMultiple Trunk 77.881
## BodyPartMultiple Upper Extremities 28.965
## BodyPartNo Physical Injury 118.450
## BodyPartNon-Standard Code NA
## BodyPartNose 77.000
## BodyPartNot Available NA
## BodyPartPelvis 86.060
## BodyPartSacrum And Coccyx 118.204
## BodyPartShoulder(S) 21.732
## BodyPartSkull 74.141
## BodyPartSoft Tissue-Head 72.774
## BodyPartSoft Tissue-Neck 211.302
## BodyPartSpinal Cord-Trunk 66.613
## BodyPartTeeth NA
## BodyPartThumb 25.883
## BodyPartToes 54.097
## BodyPartTrachea 330.258
## BodyPartUpper Arm 26.437
## BodyPartUpper Back Area 46.533
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## t value
## (Intercept) 4.328
## GenderMale 8.568
## GenderNot Available 20.635
## ClaimantTypeMedical Only -25.966
## ClaimantTypeReport Only 1.204
## InjuryNatureAll Other Cumulative Injury, NOC -4.861
## InjuryNatureAll Other Occupational Disease Injury, NOC -3.121
## InjuryNatureAll Other Specific Injuries, Noc 1.148
## InjuryNatureAmputation -1.927
## InjuryNatureAngina Pectoris -3.784
## InjuryNatureAsbestosis -1.650
## InjuryNatureAsphyxiation -2.485
## InjuryNatureBlack Lung -1.332
## InjuryNatureBurn -2.659
## InjuryNatureCancer 1.111
## InjuryNatureCarpal Tunnel Syndrome -2.245
## InjuryNatureConcussion -3.271
## InjuryNatureContagious Disease -1.157
## InjuryNatureContusion -2.906
## InjuryNatureCrushing -2.662
## InjuryNatureDermatitis -3.104
## InjuryNatureDislocation -2.513
## InjuryNatureDust Disease, NOC -3.887
## InjuryNatureElectric Shock -2.487
## InjuryNatureForeign Body -1.472
## InjuryNatureFracture -2.926
## InjuryNatureFreezing 0.353
## InjuryNatureHearing Loss Or Impairment -2.348
## InjuryNatureHeat Prostration -3.622
## InjuryNatureHernia -2.880
## InjuryNatureInfection -3.266
## InjuryNatureInflammation -3.114
## InjuryNatureLaceration -2.552
## InjuryNatureLoss of Hearing -1.387
## InjuryNatureMental Disorder -0.074
## InjuryNatureMental Stress -3.089
## InjuryNatureMultiple Injuries Including Both Physical and Psychological -4.634
## InjuryNatureMultiple Physical Injuries Only -5.126
## InjuryNatureMyocardial Infarction -2.660
## InjuryNatureNo Physical Injury -4.201
## InjuryNatureNon-Standard Code -2.912
## InjuryNatureNot Available -5.679
## InjuryNaturePoisoning?Chemical (Other Than Metals) -0.760
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) -4.234
## InjuryNaturePoisoning?Metal 0.275
## InjuryNaturePuncture -2.522
## InjuryNatureRadiation 0.037
## InjuryNatureRespiratory Disorders -2.061
## InjuryNatureRupture -3.114
## InjuryNatureSeverance -0.364
## InjuryNatureSilicosis -2.185
## InjuryNatureSprain -3.376
## InjuryNatureStrain -3.038
## InjuryNatureSyncope -3.694
## InjuryNatureVascular -2.767
## InjuryNatureVDT-Related Disease -1.240
## InjuryNatureVision Loss -3.380
## BodyPartRegionLower Extremities 6.226
## BodyPartRegionMultiple Body Parts 0.164
## BodyPartRegionNeck 3.542
## BodyPartRegionNon-Standard Code 30.518
## BodyPartRegionNot Available -0.107
## BodyPartRegionTrunk 2.411
## BodyPartRegionUpper Extremities 10.080
## BodyPartAnkle 7.566
## BodyPartArtificial Appliance 1.937
## BodyPartBody Systems and Multiple Body Systems 2.906
## BodyPartBrain 2.475
## BodyPartButtocks 0.855
## BodyPartChest 11.617
## BodyPartDisc-Trunk 22.294
## BodyPartEar(S) 5.027
## BodyPartElbow -6.606
## BodyPartEyes 6.503
## BodyPartFacial Bones 7.773
## BodyPartFinger(S) 6.086
## BodyPartFoot 5.275
## BodyPartGreat Toe -2.802
## BodyPartHand -0.565
## BodyPartHeart 0.626
## BodyPartHip 4.289
## BodyPartInsufficient Info to Properly Identify?Unclassified 3.506
## BodyPartInternal Organs 16.659
## BodyPartKnee 4.845
## BodyPartLarynx -2.380
## BodyPartLower Arm -16.857
## BodyPartLower Back Area 19.013
## BodyPartLower Leg 0.047
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) 9.239
## BodyPartLungs -2.526
## BodyPartMouth 9.758
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) 8.413
## BodyPartMultiple Head Injury 13.469
## BodyPartMultiple Lower Extremities 15.035
## BodyPartMultiple Neck Injury 0.326
## BodyPartMultiple Trunk 11.303
## BodyPartMultiple Upper Extremities 28.205
## BodyPartNo Physical Injury 5.354
## BodyPartNon-Standard Code NA
## BodyPartNose 8.508
## BodyPartNot Available NA
## BodyPartPelvis 3.832
## BodyPartSacrum And Coccyx 2.617
## BodyPartShoulder(S) -15.468
## BodyPartSkull 0.323
## BodyPartSoft Tissue-Head -4.154
## BodyPartSoft Tissue-Neck -3.650
## BodyPartSpinal Cord-Trunk 3.168
## BodyPartTeeth NA
## BodyPartThumb -2.180
## BodyPartToes 2.966
## BodyPartTrachea -1.127
## BodyPartUpper Arm 16.722
## BodyPartUpper Back Area 7.562
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
## Pr(>|t|)
## (Intercept) 1.51e-05
## GenderMale < 2e-16
## GenderNot Available < 2e-16
## ClaimantTypeMedical Only < 2e-16
## ClaimantTypeReport Only 0.228498
## InjuryNatureAll Other Cumulative Injury, NOC 1.17e-06
## InjuryNatureAll Other Occupational Disease Injury, NOC 0.001802
## InjuryNatureAll Other Specific Injuries, Noc 0.250767
## InjuryNatureAmputation 0.053948
## InjuryNatureAngina Pectoris 0.000155
## InjuryNatureAsbestosis 0.099021
## InjuryNatureAsphyxiation 0.012960
## InjuryNatureBlack Lung 0.182937
## InjuryNatureBurn 0.007834
## InjuryNatureCancer 0.266554
## InjuryNatureCarpal Tunnel Syndrome 0.024759
## InjuryNatureConcussion 0.001071
## InjuryNatureContagious Disease 0.247270
## InjuryNatureContusion 0.003656
## InjuryNatureCrushing 0.007771
## InjuryNatureDermatitis 0.001909
## InjuryNatureDislocation 0.011974
## InjuryNatureDust Disease, NOC 0.000102
## InjuryNatureElectric Shock 0.012880
## InjuryNatureForeign Body 0.140945
## InjuryNatureFracture 0.003438
## InjuryNatureFreezing 0.724179
## InjuryNatureHearing Loss Or Impairment 0.018859
## InjuryNatureHeat Prostration 0.000292
## InjuryNatureHernia 0.003977
## InjuryNatureInfection 0.001091
## InjuryNatureInflammation 0.001845
## InjuryNatureLaceration 0.010712
## InjuryNatureLoss of Hearing 0.165596
## InjuryNatureMental Disorder 0.940935
## InjuryNatureMental Stress 0.002006
## InjuryNatureMultiple Injuries Including Both Physical and Psychological 3.59e-06
## InjuryNatureMultiple Physical Injuries Only 2.97e-07
## InjuryNatureMyocardial Infarction 0.007825
## InjuryNatureNo Physical Injury 2.66e-05
## InjuryNatureNon-Standard Code 0.003588
## InjuryNatureNot Available 1.36e-08
## InjuryNaturePoisoning?Chemical (Other Than Metals) 0.447452
## InjuryNaturePoisoning?General (NOT OD or Cumulative Injury) 2.30e-05
## InjuryNaturePoisoning?Metal 0.783436
## InjuryNaturePuncture 0.011670
## InjuryNatureRadiation 0.970761
## InjuryNatureRespiratory Disorders 0.039319
## InjuryNatureRupture 0.001848
## InjuryNatureSeverance 0.716047
## InjuryNatureSilicosis 0.028914
## InjuryNatureSprain 0.000735
## InjuryNatureStrain 0.002383
## InjuryNatureSyncope 0.000221
## InjuryNatureVascular 0.005656
## InjuryNatureVDT-Related Disease 0.215156
## InjuryNatureVision Loss 0.000724
## BodyPartRegionLower Extremities 4.79e-10
## BodyPartRegionMultiple Body Parts 0.870003
## BodyPartRegionNeck 0.000397
## BodyPartRegionNon-Standard Code < 2e-16
## BodyPartRegionNot Available 0.915014
## BodyPartRegionTrunk 0.015900
## BodyPartRegionUpper Extremities < 2e-16
## BodyPartAnkle 3.86e-14
## BodyPartArtificial Appliance 0.052726
## BodyPartBody Systems and Multiple Body Systems 0.003659
## BodyPartBrain 0.013320
## BodyPartButtocks 0.392368
## BodyPartChest < 2e-16
## BodyPartDisc-Trunk < 2e-16
## BodyPartEar(S) 5.00e-07
## BodyPartElbow 3.97e-11
## BodyPartEyes 7.93e-11
## BodyPartFacial Bones 7.73e-15
## BodyPartFinger(S) 1.16e-09
## BodyPartFoot 1.33e-07
## BodyPartGreat Toe 0.005078
## BodyPartHand 0.572225
## BodyPartHeart 0.531541
## BodyPartHip 1.79e-05
## BodyPartInsufficient Info to Properly Identify?Unclassified 0.000455
## BodyPartInternal Organs < 2e-16
## BodyPartKnee 1.27e-06
## BodyPartLarynx 0.017325
## BodyPartLower Arm < 2e-16
## BodyPartLower Back Area < 2e-16
## BodyPartLower Leg 0.962773
## BodyPartLumbar and/or Sacral Vertebrae (Vertebra NOC Trunk) < 2e-16
## BodyPartLungs 0.011525
## BodyPartMouth < 2e-16
## BodyPartMultiple Body Parts (Including Body Systems and Body Parts) < 2e-16
## BodyPartMultiple Head Injury < 2e-16
## BodyPartMultiple Lower Extremities < 2e-16
## BodyPartMultiple Neck Injury 0.744404
## BodyPartMultiple Trunk < 2e-16
## BodyPartMultiple Upper Extremities < 2e-16
## BodyPartNo Physical Injury 8.64e-08
## BodyPartNon-Standard Code NA
## BodyPartNose < 2e-16
## BodyPartNot Available NA
## BodyPartPelvis 0.000127
## BodyPartSacrum And Coccyx 0.008872
## BodyPartShoulder(S) < 2e-16
## BodyPartSkull 0.746632
## BodyPartSoft Tissue-Head 3.27e-05
## BodyPartSoft Tissue-Neck 0.000262
## BodyPartSpinal Cord-Trunk 0.001534
## BodyPartTeeth NA
## BodyPartThumb 0.029296
## BodyPartToes 0.003019
## BodyPartTrachea 0.259655
## BodyPartUpper Arm < 2e-16
## BodyPartUpper Back Area 4.00e-14
## BodyPartUpper Leg NA
## BodyPartVertebrae NA
## BodyPartWhole Body NA
## BodyPartWrist NA
##
## (Intercept) ***
## GenderMale ***
## GenderNot Available ***
## 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 *
## 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) ***
## InjuryNaturePoisoning?Metal
## InjuryNaturePuncture *
## InjuryNatureRadiation
## InjuryNatureRespiratory Disorders *
## InjuryNatureRupture **
## InjuryNatureSeverance
## InjuryNatureSilicosis *
## InjuryNatureSprain ***
## InjuryNatureStrain **
## InjuryNatureSyncope ***
## InjuryNatureVascular **
## InjuryNatureVDT-Related Disease
## InjuryNatureVision Loss ***
## BodyPartRegionLower Extremities ***
## BodyPartRegionMultiple Body Parts
## BodyPartRegionNeck ***
## BodyPartRegionNon-Standard Code ***
## BodyPartRegionNot Available
## 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 ***
## 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: 1049 on 129006 degrees of freedom
## (57339 observations deleted due to missingness)
## Multiple R-squared: 0.3164, Adjusted R-squared: 0.3158
## F-statistic: 542.9 on 110 and 129006 DF, p-value: < 2.2e-16
Observaciones:
- Tenemos una R^2 de .31
- El intercepto es de 1396.028
---
title: "CASO INTEGRADOR"
author: '"IMAGO: INNOVATE AND GROW CONSULTING GROUP"'
date: "2023-10-09"
output:  
    html_document:
      toc: TRUE
      toc_float: TRUE
      code_download: TRUE
      theme: "simplex"
      highlight: "monochrome"

---

# <span style="color: blue;"> Actividad Integradora: Accidentes laborales </span>

![](/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/delito-lesiones.jpg)

# <span style="color: blue;"> Clusters </span>

## 1. Librerias 
```{r, warning=FALSE, message=FALSE}
library(dplyr)
library (ggplot2)
library(factoextra)
library (cluster)
library (data.table)

```

<br>
<br>

## 2. Crear base de datos con la base limpia

```{r, warning=FALSE, message=FALSE}
df<- read.csv("/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/df_clusters.csv")

muestra <- df[sample(nrow(df), nrow(df) * 0.3), ]
```

<br>
<br>

## 3. Limpieza extra de base de datos para poder correr un cluster
```{r, warning=FALSE, message=FALSE}
df <- select(df, Total_Incurred_Cost_Claim, tiempo_de_procesamiento_days)
df <- as.data.frame(scale(df))
df <- na.omit(df)
```

<br>
<br>

## 4. Determinar el número de grupos
```{r, warning=FALSE, message=FALSE}
grupos_sin_OPTIM <- 4 
grupos_OPTIM <- 3

```

<br>
<br>

## 5. Realizar la clasificación
```{r, warning=FALSE, message=FALSE}
segmentos1 <- kmeans(df,grupos_sin_OPTIM)
segmentos2 <- kmeans(df,grupos_OPTIM)
```
<br>
<br>


## 6.  Revisar la asignación de grupos
```{r, warning=FALSE, message=FALSE}
asignación <- cbind(df,cluster=segmentos1$cluster)
asignación <- cbind(df,cluster=segmentos2$cluster)
```
<br>
<br>


## 7. Graficar resultados
```{r, warning=FALSE, message=FALSE}

fviz_cluster(segmentos1,data=df, main = "CLUSTERS ANTES DE LA OPTIMIZACION")
```
<br>
<br>


## 8. Optimizar cantidad de grupos
```{r, warning=FALSE, message=FALSE}
#set.seed (123)
#optimización <- clusGap(muestra,FUN=kmeans, nstart=1, K.max=10)
#plot(optimización, xlab="Número de clusters")
```

![](/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/clusters1.jpeg){width=700px height=500px}
![](/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/clusters2.jpeg){width=500px height=150px}


**NOTAS:** <br>
- De acuerdo a la función clusGap, la cantidad de grupos para este análisis es 3, por lo que, en el sigueinte paso se muestra el gráfico con 3 grupos. <br>
- Debido a limitaciones de capacidad del hadware, no se logró imprimir el gráfico con el tamaño original de la base de datos, por lo que se optó por extraer una muestra del 30% de los datos de la base original que fue lo máximo con lo que se pudo alimentar este gráfico. <br>
- El gráfico se presenta en captura de pantalla para evitar problemas al usurio al moemnto de querer correr el código, sin embargo, dicho código se presenta completo y correcto a manera de comentario en el chunk. 

<br>
<br>


## 9. Clusters optimizados 
```{r, warning=FALSE, message=FALSE}
fviz_cluster(segmentos2,data=df, main = "CLUSTERS DESPUES DE LA OPTIMIZACION")
```
<br>

**NOTAS:** <br>
- Después de obtener el número óptimo de grupos o clusters con la función clusGap, obtuvimos que la cantidad adecuada de grupos para estos datos es 3, tal como se muestra en la grafica "CLUSTERS DESPUES DE LA OPTIMIZACION". <br>
- Se realizéo el análisis con 3 y 4 grupos para ver que tanto variaban los resultados a manera de comprativa. 

# <span style="color: blue;"> Árbol de decisiones </span>

## 1. Librerías e importar
```{r}
library(dplyr)
library(rpart)
library(rpart.plot)
bd <- read.csv("/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/completa.csv")

```

## 2. Entender
```{r}
summary(bd)
#count(bd, ClaimID, sort = TRUE)
#count(bd, TotalReserves, sort = TRUE)
#count(bd, TotalRecovery, sort = TRUE)
#count(bd, IndemnityPaid, sort = TRUE)
#count(bd, OtherPaid, sort = TRUE)
#count(bd, IncidentDescription, sort = TRUE)
#count(bd, ReturnToWorkDate, sort = TRUE)
#count(bd, AverageWeeklyWage, sort = TRUE)
#count(bd, ClaimantOpenedDate, sort = TRUE)
#count(bd, ClaimantClosedDate, sort = TRUE)
#count(bd, EmployerNotificationDate, sort = TRUE)
#count(bd, ReceivedDate, sort = TRUE)
#count(bd, IsDenied, sort = TRUE)
#count(bd, ClaimantAge_at_DOI, sort = TRUE)
#count(bd, Gender, sort = TRUE)
#count(bd, ClaimantType, sort = TRUE)
#count(bd, InjuryNature, sort = TRUE)
#count(bd, BodyPartRegion, sort = TRUE)
#count(bd, BodyPart, sort = TRUE)
#count(bd, Hospital, sort = TRUE)
#count(bd, PhysicianOutpatient, sort = TRUE)
#count(bd, Total_Incurred_Cost_Claim, sort = TRUE)
#count(bd, Total_Paid_calc, sort = TRUE)
#count(bd, tiempo_de_procesamiento_days, sort = TRUE)

```
## 3. Limpiar BD
```{r}
# Extraer las variables de interés
db <- bd[,c("BodyPartRegion", "Gender", "Total_Paid_calc", "tiempo_de_procesamiento_days")]

# ¿Cuántos NA tengo por variable?
sapply(db, function(x) sum(is.na(x)))

# Eliminar NA
db <- na.omit(db)

# Reducir db
db2 <- db %>% sample_frac(0.2)

# Convertir las variables categóricas en factores
db2$BodyPartRegion <- as.factor(db2$BodyPartRegion)
db2$Gender <- as.factor(db2$Gender)

str(db2)

```

## 4. Crear árbol de decisión
```{r}
arbol <- rpart(formula = tiempo_de_procesamiento_days ~ ., data=db2)
arbol
rpart.plot(arbol)


```

# <span style="color: blue;"> Regresión Lineal </span>

## <span style ="color:blue;">**1.Instalar Paquetes y base de datos**</span>
```{r, warning=FALSE, message=FALSE}
library(dplyr)
library(readr)
library(readr)

completa <- read_csv("/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/completa.csv")

```


## <span style ="color:blue;">**2.Entender la base de datos**</span>
```{r, warning=FALSE, message=FALSE}
# summary(completa)
```

**OBSERVACIONES** <br>

1.En promedio el TotalPaid es de  $6750 por atenderlos(IndemnityPaid + OtherPaid". <br>

2.En promedio se hacen  22236 reservas totales. <br>

3.En promedio el seguro le paga a sus empleados por accidente 3062. <br>

5.En promedio los accidentados pagan 3687 adicional por su consulta.<br>



## <span style ="color:blue;">**3.Generar la regregión lineal**</span>

### <span style ="color:purple;">Costs of Claims</span>
```{r, warning=FALSE, message=FALSE}

modelo_regresion <- lm(Total_Paid_calc ~ AverageWeeklyWage + ClaimantAge_at_DOI + InjuryNature + BodyPartRegion + BodyPart + ClaimStatus + Gender + ClaimantType, data = completa)


summary(modelo_regresion)
```


### <span style ="color:purple;">Time To Process Claims</span>

```{r, warning=FALSE, message=FALSE}

modelo_regresion2 <- lm(tiempo_de_procesamiento_days ~ BodyPart + BodyPartRegion + InjuryNature + ClaimantType + ClaimantAge_at_DOI, data = completa)


summary(modelo_regresion2)
```


## <span style ="color:blue;">**4.Ajustar el Modelo**</span>


### <span style ="color:purple;">Costs of Claims</span>

```{r, warning=FALSE, message=FALSE}
# Ajustar un modelo de regresión lineal
#modelo_regresion <- lm(Total_Paid_calc ~ AverageWeeklyWage + ClaimantAge_at_DOI + InjuryNature + BodyPartRegion + BodyPart + ClaimStatus + Gender + ClaimantType, data = base_act_4_6)


#summary(modelo_regresion)

```
**NOTAS:** <br>
- Se mantiene igual esta regresión lineal, ya que no es necesario hacer ajuste. <br>
- El R-cuadrado múltiple es 0.09633, lo que significa que aproximadamente el 9.63% de la variabilidad en la variable dependiente es explicada por las variables predictoras incluidas en el modelo. <br>
-  El valor p asociado es "< 2.2e-16", lo que indica que el modelo en su conjunto es significativo en relación.

<br>


### <span style ="color:purple;">Time To Process Claims</span>
```{r, warning=FALSE, message=FALSE}
#Se ajuta el modelo con las variables que si tienen relación.
modelo_regresion2 <- lm(tiempo_de_procesamiento_days ~ BodyPart + ClaimantType, data = completa)
summary(modelo_regresion2)
```
**NOTAS:** <br>
- El modeo ajustado solo contiene estas variables porque son las más significativas. 
- 

## <span style ="color:blue;">**5.Construir el modelo predictivo**</span>

### <span style ="color:purple;">Costs of Claims</span>
```{r, warning=FALSE, message=FALSE}
# Crear un nuevo DataFrame con los datos de entrada que deseas predecir
datos <- data.frame(
  InjuryNature = "Fracture",
  AverageWeeklyWage = 1649.00,
  ClaimantAge_at_DOI = 47,
  BodyPartRegion = "Upper Extremities",
  BodyPart = "Hand",
  ClaimStatus = "C",  
  Gender = "Male",
  ClaimantType = "Indemnity",
  Total_Paid_calc = 9295.89,
  stringsAsFactors = FALSE  
)

# Realizar la predicción
prediccion <- predict(modelo_regresion, datos)

# Mostrar el resultado de la predicción
print(prediccion)

```




### <span style ="color:purple;">Time To Process Claims</span>
```{r, warning=FALSE, message=FALSE}
datos2 <- data.frame(BodyPart="Shoulder(S)",ClaimantType="Indemnity",tiempo_de_procesamiento_days=2080)
predict(modelo_regresion2,datos2)
datos2
```

## <span style ="color:blue;">**6.Visualización de las regresiones lineales**</span>

### <span style ="color:purple;">Costs of Claims</span>
**NOTA:** No se puede crear una gráfica para visualizar estos datos debido a los resultados obtenidos derivados de la baja R2.
<br>

### <span style ="color:purple;">Time To Process Claims</span>
```{r, warning=FALSE, message=FALSE}
library(ggplot2)
ggplot(completa, aes(x = BodyPart, y =tiempo_de_procesamiento_days)) +
  geom_point() +  # Puntos de dispersión
  geom_smooth(method = "lm", se = FALSE, color = "blue") +  # Línea de regresión
  labs(title = "Gráfico de Regresión Lineal",
       x = "BodyPart",
       y = "tiempo_de_procesamiento_days") +
  geom_point(data = completa, aes(x = BodyPart, y = tiempo_de_procesamiento_days), color = "red")
```

# <span style="color: blue;"> Shiny App </span>

https://ooclsa-luisa0f-beltr0n0r.shinyapps.io/SHINYLESIONES/


```{r}
bd <- read.csv("/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/completa.csv")

regresion.2 <- lm(tiempo_de_procesamiento_days ~ Gender + ClaimantType + InjuryNature + BodyPartRegion + BodyPart, data = bd)

summary(regresion.2)

```

![](/Users/oscarcamilo/Documents/Tec MTY/ANALÍTICA PARA NEGOCIOS/MODULO 4/ACT 4.1/shinyss.png)


Observaciones:  

* Tenemos una R^2 de .31
* El intercepto es de 1396.028






