Laboratorio Modelos Espaciales
Yasna Cortés
2024-12-06
Objetivos del Laboratorio
En este laboratorio, las/los estudiantes deberán utilizar sus conocimientos adquiridos en análisis exploratorio de datos espaciales, para implementar modelos de regresión lineales espaciales. De esta forma, los elementos que consideraremos para la realización de este laboratorio son:
- Exploración de datos espaciales.
- Modelos espaciales de regresión lineal.
Paquetes que se utilizarán
Antes de comenzar, debemos incluir los paquetes estadísticos necesarios para llevar a cabo el análisis exploratorio espacial, la construcción de matrices de peso espacial y medidas de autocorrelación. Preliminarmente, estos paquetes son: (Estos paquetes se incluyen de acuerdo al supuesto de que ya están instalados en R. En el caso de que no estén instalados, usar el comando install.package(“nombre del paquete”). También, es posible instalar los paquetes en el menú Herramientas (tools) –> instalar paquetes)
library(spdep) #spatial dependence
library(plyr) #Tools for Splitting, Applying and Combining Data
library(sp) #Classes and Methods for Spatial Data
library(raster) #Geographic Data Analysis and Modeling
library(ggplot2) #Create Elegant Data Visualisations Using the Grammar of Graphic
library(spatialreg) #Spatial Regression Analysis
library(data.table) #Extension of `data.frame`
library(RColorBrewer) #ColorBrewer Palettes
library(leaflet) #Create Interactive Web Maps
library(tmap) #Thematic Maps
library(sf) #Simple Features for R
library(dplyr) #Data Manipulation
library(car) #Companion to Applied Regression
library(classInt) #Choose Univariate Class Intervals
library(tmaptools) #Thematic Map Tools
library(OpenStreetMap) #Access to Open Street Map Raster Images
library(osmdata) #Import 'OpenStreetMap' Data as Simple Features or Spatial
library(MASS) #Support Functions and Datasets for Venables and Ripley's MASSDistribución de la elección escolar
El siguiente estudio tiene como objetivo analizar la elección escolar en la comuna de Antofagasta, Chile. En la actualidad, la elección de escuelas está regulada por el Sistema de Admisión Escolar (SAE). En este sistema, las familias declaran un ranking por sus preferencias escolares, revelando sus preferencias. En adición, las familias pueden ampliar su rango de elección de escuelas, considerando no solo escuelas públicas, sino también, escuelas semi-privadas.
De acuerdo a este nuevo escenario de elección escolar, el objetivo de este análisis es explorar si las familias escogen escuelas cercanas a sus residencias o aprovechan las ventajas del sistema escogiendo escuelas que antes no podían escoger, lejanas a sus lugares de residencia. También, el análisis busca explorar si las características de los lugares de residencia de las familias determina su elección escolar, determinando su disposición a salir o no de sus barrios en búsqueda de nuevas oportunidades educativas.
Para dar cuenta de la elección escolar, para este análisis se utiliza la distancia (en kilómetros) desde el hogar de la familia hasta la escuela escogida en primera preferencia en el ranking declarado en el SAE. La distancia representa el costo de oportunidad de conmutar dentro de la ciudad. La distribución espacial se representa en el siguiente mapa:
Cargamos el archivo shape:
data.poli<-st_read("CENSO2017_INFOUAI.shp")## Reading layer `CENSO2017_INFOUAI' from data source
## `/Users/yasnacortes/Dropbox/cursos/Cursos 2024/Econometría Espacial/Laboratorios en R/CENSO2017_INFOUAI.shp'
## using driver `ESRI Shapefile'
## Simple feature collection with 3268 features and 55 fields
## Geometry type: POLYGON
## Dimension: XY
## Bounding box: xmin: -70.4445 ymin: -23.74112 xmax: -70.36923 ymax: -23.49632
## Geodetic CRS: WGS 84data<-data.frame(data.poli)
attach(data)Análisis Exploratorio Preliminar de los Datos.
tm_shape(data.poli) +
tm_borders(alpha = 0.4, lwd = 1.5, col = "black") + # Ajustar transparencia, grosor y color de bordes
tm_polygons(col = "dist_pref1",
style = "quantile",
palette = "Blues",
title = "Distancia a Pref1",
border.alpha = 0.5) + # Agregar título a la leyenda y ajustar bordes
tm_layout(title = "Mapa de Distancias",
legend.outside = TRUE, # Ubicar la leyenda fuera del mapa
frame = TRUE, # Quitar el marco
legend.outside.position = "right") + # Posicionar la leyenda
tm_compass(position = c("left", "top"), size = 1.5) + # Agregar una brújula
tm_scale_bar(position = c("left", "bottom"), text.size = 0.8) # Agregar una escala## Warning: One tm layer group has duplicated layer types, which are omitted. To
## draw multiple layers of the same type, use multiple layer groups (i.e. specify
## tm_shape prior to each of them).
Autocorrelación Espacial Global: Distancia (KM)
Analizaremos espacialmente, de manera preliminar, la distancia entre el hogar y la primera preferencia del estudiante. Consideramos un número de vecinos igual a 50.
#Usamos las coordenadas, de acuerdo a las características del archivo
x_coord<-as.data.frame(data.poli)[,"x_coord"]
y_coord<-as.data.frame(data.poli)[,"y_coord"]
coords<-cbind(x_coord, y_coord)
knn5<-knn2nb(knearneigh(coords, k=50))
knn5.st<-nb2listw(knn5, style ="W", zero.policy = TRUE)
moran.mc(data.poli$dist_pref1, knn5.st, nsim=599, zero.policy = TRUE) ##
## Monte-Carlo simulation of Moran I
##
## data: data.poli$dist_pref1
## weights: knn5.st
## number of simulations + 1: 600
##
## statistic = 0.60475, observed rank = 600, p-value = 0.001667
## alternative hypothesis: greaterA través de este contraste de hipótesis podemos dar cuenta de la existencia de autocorrelación espacial.
Para considerar una estructura de vecindario más amplia, construimos un código para ampliar la estimación del índice de moran.
#checking for spatial autocorrelation across neighbors
n <- 8
res <- data.frame(k=2^(1:n), I=rep(NA,n))
# Second, run loop
for(i in 1:n){
w <- knn2nb(knearneigh(coords, k=2^i))
res$I[i] <- moran.test(data.poli$dist_pref1, nb2listw(w))$estimate[1]
} # End of loop
# Now, plot the dataframe, which will show number of neighbors (k) as a function of the calculated moran's estimate (I).
plot(res, type="b",
main="Moran's I by number of neighbors",
pch= 20,
cex= 1.5)
Para dar cuenta de la clusterización de la variable, calculamos el índice de moran local:
# Cálculo de Moran Local
lmoran <- localmoran(data.poli$dist_pref1, knn5.st, alternative = "two.sided")
head(lmoran)## Ii E.Ii Var.Ii Z.Ii Pr(z != E(Ii))
## 1 1.0416784 -5.430478e-04 0.034942104 5.575521 2.467898e-08
## 2 0.4978725 -1.310102e-04 0.008433256 5.422940 5.862669e-08
## 3 0.5161007 -8.130402e-05 0.005233878 7.134952 9.682082e-13
## 4 0.3872008 -1.578974e-04 0.010163732 3.842259 1.219069e-04
## 5 0.2138678 -5.325569e-05 0.003428387 3.653496 2.586938e-04
## 6 0.1734953 -2.464177e-05 0.001586384 4.356577 1.321125e-05# Asignar p-valores y estandarizar datos
data.poli$lmp <- lmoran[, "Pr(z != E(Ii))"] # Column name might differ, use correct name if needed
data.poli$zscore <- as.vector(scale(data.poli$dist_pref1))
# Generar Moran Plot
mp <- moran.plot(data.poli$zscore, knn5.st)
# Asignación de cuadrantes basados en clusters significativos
data.poli$quadrant <- NA
data.poli$quadrant[(mp$x >= 0 & mp$wx >= 0) & (data.poli$lmp <= 0.05)] <- 1 # High-High
data.poli$quadrant[(mp$x <= 0 & mp$wx <= 0) & (data.poli$lmp <= 0.05)] <- 2 # Low-Low
data.poli$quadrant[(mp$x >= 0 & mp$wx <= 0) & (data.poli$lmp <= 0.05)] <- 3 # High-Low
data.poli$quadrant[(mp$x <= 0 & mp$wx >= 0) & (data.poli$lmp <= 0.05)] <- 4 # Low-High
data.poli$quadrant[(data.poli$lmp > 0.05)] <- 5 # Not significant
# Verificar que la columna cuadrante esté correctamente asignada
table(data.poli$quadrant)##
## 1 2 3 4 5
## 509 1080 131 123 1425# Creación del mapa con clusters
plot_moran <- tm_shape(data.poli) +
tm_fill(col = "quadrant",
title = "Clusters de Moran",
breaks = c(1, 2, 3, 4, 5),
palette = c("red", "blue", "lightpink", "skyblue2", "white"),
labels = c("High-High", "Low-Low", "High-Low", "Low-High", "Not significant")) +
tm_borders(alpha = 0.5, col = "grey25") + # Ajuste de bordes
tm_layout(frame = FALSE,
title = "Clusters",
legend.outside = TRUE,
legend.text.size = 0.8) +
tm_compass(position = c("left", "top"), size = 1) + # Brújula para contexto
tm_scale_bar(position = c("left", "bottom"), text.size = 0.6) # Escala
# Mostrar mapa
plot_moran## Warning: number of legend labels should be 4
Regresión Lineal Estándar (SLM - OLS)
Para comenzar con el análisis, primero calcularemos un modelo de regresión lineal a través de OLS. De esta forma, el modelo que construiremos estará determinado por:
\[ \begin{align*} y=X \beta +\epsilon \end{align*} \] Donde la variable dependiente \(y\) será la distancia a la primera preferencia escolar, mientras que las variables explicativas representarán la información sobre las características socioeconómicas de las familias, e información sobre las características del barrio donde se ubican las familias. Estas últimas corresponden a la dotación del barrio en términos de servicios urbanos y características del mercado educativo del barrio (competencia escolar, provisión, calidad).
#Model
model1<- dist_pref1 ~ IEJ+DIM_SEG+pr_e4a18+pp_esc_pub+SEG+avaluo_ln+SIMCE+comp_3km+ac_buses+ac_parvula+ac_salud+ac_esc_prv+ac_ar_verd
#RUNNING OLS
mod.ols<-lm(model1, data = data)
summary(mod.ols)##
## Call:
## lm(formula = model1, data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1996.7 -390.1 -87.9 287.4 5325.8
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.468e+03 6.166e+02 -2.381 0.01732 *
## IEJ 1.667e+00 7.986e+00 0.209 0.83461
## DIM_SEG 2.721e+02 1.296e+02 2.100 0.03579 *
## pr_e4a18 3.788e+02 1.493e+02 2.537 0.01124 *
## pp_esc_pub -8.378e+02 1.221e+02 -6.864 8.00e-12 ***
## SEG 9.713e+00 1.357e+00 7.160 9.90e-13 ***
## avaluo_ln 1.566e+02 3.206e+01 4.885 1.09e-06 ***
## SIMCE 9.639e+00 1.420e+00 6.788 1.35e-11 ***
## comp_3km -8.133e-01 8.069e-02 -10.079 < 2e-16 ***
## ac_buses 1.420e-02 5.902e-03 2.406 0.01620 *
## ac_parvula -1.003e-02 3.219e-03 -3.116 0.00185 **
## ac_salud -5.070e-02 6.360e-03 -7.971 2.15e-15 ***
## ac_esc_prv -4.860e-02 2.062e-03 -23.572 < 2e-16 ***
## ac_ar_verd -7.584e-01 3.972e-02 -19.093 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 644.7 on 3254 degrees of freedom
## Multiple R-squared: 0.3845, Adjusted R-squared: 0.3821
## F-statistic: 156.4 on 13 and 3254 DF, p-value: < 2.2e-16Antes de verificar la existencia autocorrelación espacial, es necesario dar cuenta de si los supuestos de la regresión lineal se cumplen. Por ejemplo, es necesario comprobar si los errores se distribuyen normalmente, o si nuestros errores son homocedásticos. Recuerde que no cumplir con los supuestos, puede afectar las pruebas estadísticas entregando resultados poco confiables. Una consecuencia de este problema es malinterpretar los resultados obtenidos.
# Verificación de multicolinealidad
vif(mod.ols)## IEJ DIM_SEG pr_e4a18 pp_esc_pub SEG avaluo_ln SIMCE
## 2.207063 7.167215 1.169384 2.149436 2.885095 3.439586 2.501085
## comp_3km ac_buses ac_parvula ac_salud ac_esc_prv ac_ar_verd
## 1.900685 1.818032 3.962888 1.491222 1.714172 2.023319# QQ-plot para residuos
qqPlot(mod.ols, main = "QQ-Plot")
## [1] 2699 2705# Test de heterocedasticidad
ncvTest(mod.ols)## Non-constant Variance Score Test
## Variance formula: ~ fitted.values
## Chisquare = 1441.36, Df = 1, p = < 2.22e-16# Verificación de linealidad
crPlots(mod.ols)
Si el modelo estimado presenta heterocedasticidad, podemos usar errores estándar robustos a heterocedasticidad:
mod.ols.rob<-rlm(model1, data = data)
summary(mod.ols.rob)##
## Call: rlm(formula = model1, data = data)
## Residuals:
## Min 1Q Median 3Q Max
## -1630.61 -307.68 -30.01 299.35 5975.79
##
## Coefficients:
## Value Std. Error t value
## (Intercept) 523.3541 461.5068 1.1340
## IEJ -13.4468 5.9772 -2.2497
## DIM_SEG 119.9858 96.9827 1.2372
## pr_e4a18 344.6831 111.7717 3.0838
## pp_esc_pub -494.0418 91.3606 -5.4076
## SEG 4.8285 1.0154 4.7555
## avaluo_ln 124.0337 23.9979 5.1685
## SIMCE 3.1064 1.0630 2.9224
## comp_3km -0.6308 0.0604 -10.4442
## ac_buses 0.0088 0.0044 1.9807
## ac_parvula -0.0062 0.0024 -2.5760
## ac_salud -0.0380 0.0048 -7.9808
## ac_esc_prv -0.0391 0.0015 -25.3392
## ac_ar_verd -0.5106 0.0297 -17.1749
##
## Residual standard error: 449.8 on 3254 degrees of freedomAnálisis de los Residuos
Para verificar que la relación a estudiar no genera residuos que se encuentren correlacionados espacialmente, extraemos los errores del modelo OLS y aplicamos el contraste de hipótesis usual, usando el estadístico de Moran (ó Moran’s I):
Antes de aplicar el contraste de hipótesis, construimos la matriz de peso espacial \(W\). Usamos la estructura de vecindario definida por los autores de la base de datos.
#checking for spatial autocorrelation
#residuals
coords<-cbind(data$x_coord, data$y_coord)
data$res_ols<-mod.ols$residuals
knn5<-knn2nb(knearneigh(coords, k=30))
knn5.st<-nb2listw(knn5, style ="W", zero.policy = TRUE)
knn6<-knn2nb(knearneigh(coords, k=40))
knn6.st<-nb2listw(knn6, style ="W", zero.policy = TRUE)
knn7<-knn2nb(knearneigh(coords, k=50))
knn7.st<-nb2listw(knn7, style ="W", zero.policy = TRUE)
lm.morantest(mod.ols, listw = knn5.st)##
## Global Moran I for regression residuals
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn5.st
##
## Moran I statistic standard deviate = 110.43, p-value < 2.2e-16
## alternative hypothesis: greater
## sample estimates:
## Observed Moran I Expectation Variance
## 4.531358e-01 -3.002883e-03 1.706221e-05lm.morantest(mod.ols, listw = knn6.st)##
## Global Moran I for regression residuals
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn6.st
##
## Moran I statistic standard deviate = 118.12, p-value < 2.2e-16
## alternative hypothesis: greater
## sample estimates:
## Observed Moran I Expectation Variance
## 4.123582e-01 -2.881675e-03 1.235727e-05lm.morantest(mod.ols, listw = knn7.st)##
## Global Moran I for regression residuals
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn7.st
##
## Moran I statistic standard deviate = 123.2, p-value < 2.2e-16
## alternative hypothesis: greater
## sample estimates:
## Observed Moran I Expectation Variance
## 3.783003e-01 -2.776841e-03 9.566855e-06LM TEST
lm.LMtests(mod.ols, listw = knn5.st, test = "all" )##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn5.st
##
## LMerr = 10850, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn5.st
##
## LMlag = 9331.3, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn5.st
##
## RLMerr = 1696.1, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn5.st
##
## RLMlag = 177.51, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn5.st
##
## SARMA = 11027, df = 2, p-value < 2.2e-16lm.LMtests(mod.ols, listw = knn6.st, test = "all" )##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn6.st
##
## LMerr = 11998, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn6.st
##
## LMlag = 9481.3, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn6.st
##
## RLMerr = 2710.8, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn6.st
##
## RLMlag = 194.17, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn6.st
##
## SARMA = 12192, df = 2, p-value < 2.2e-16lm.LMtests(mod.ols, listw = knn7.st, test = "all" ) ##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn7.st
##
## LMerr = 12633, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn7.st
##
## LMlag = 9163.9, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn7.st
##
## RLMerr = 3673.1, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn7.st
##
## RLMlag = 204.52, df = 1, p-value < 2.2e-16
##
##
## Lagrange multiplier diagnostics for spatial dependence
##
## data:
## model: lm(formula = model1, data = data)
## weights: knn7.st
##
## SARMA = 12837, df = 2, p-value < 2.2e-16Heterogeneidad Espacial
Otra opción que debemos analizar es que el modelo presente heterogeneidad espacial. La heterogeneidad espacial se refiere a la variabilidad sistemática de las características, relaciones o procesos en función de la ubicación geográfica. En términos simples, implica que las relaciones entre las variables no son uniformes en el espacio, sino que cambian dependiendo de la región o área considerada.
Una forma de dar cuenta de la heterogeneidad espacial es a través de un contraste de hipótesis. Por ejemplo, el test de chow nos permite evaluar si un modelo con regiones combinadas es significativamente diferente de modelos separados por región. Es decir, para llevar a cabo este análisis es necesario dividir los datos en subregiones y estimar modelos separados para cada región. Diferencias significativas en los coeficientes pueden indicar heterogeneidad espacial.
#checking for spatial heterogeneity. Estimations by zone
mod.ols.regime<-lm(dist_pref1 ~ 0 +ZONA/(IEJ+DIM_SEG+pr_e4a18+pp_esc_pub+SEG+avaluo_ln+SIMCE+comp_3km+ac_buses+ac_parvula+ac_salud+ac_esc_prv+ac_ar_verd), data=data)
summary(mod.ols.regime)##
## Call:
## lm(formula = dist_pref1 ~ 0 + ZONA/(IEJ + DIM_SEG + pr_e4a18 +
## pp_esc_pub + SEG + avaluo_ln + SIMCE + comp_3km + ac_buses +
## ac_parvula + ac_salud + ac_esc_prv + ac_ar_verd), data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1325.45 -165.55 -3.69 135.23 2470.85
##
## Coefficients: (80 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## ZONA2101011001 1.816e+03 7.384e+03 0.246 0.805696
## ZONA2101011002 -2.124e+03 1.022e+04 -0.208 0.835303
## ZONA2101011003 2.271e+04 3.730e+04 0.609 0.542623
## ZONA2101011004 1.921e+05 1.030e+05 1.865 0.062360 .
## ZONA2101011005 1.033e+05 1.678e+05 0.616 0.538118
## ZONA2101011008 -2.783e+04 3.191e+04 -0.872 0.383314
## ZONA2101011009 -7.566e+01 2.067e+04 -0.004 0.997080
## ZONA2101011010 6.026e+03 3.256e+04 0.185 0.853191
## ZONA2101011011 2.477e+05 6.913e+05 0.358 0.720091
## ZONA2101011012 -2.622e+05 2.943e+05 -0.891 0.373143
## ZONA2101011013 -2.763e+06 1.440e+07 -0.192 0.847871
## ZONA2101011014 2.571e+04 2.087e+04 1.232 0.217971
## ZONA2101011015 2.178e+06 2.878e+06 0.757 0.449380
## ZONA2101011016 2.695e+04 7.352e+04 0.367 0.713922
## ZONA2101011017 -2.504e+06 5.814e+06 -0.431 0.666770
## ZONA2101011018 2.739e+05 7.319e+05 0.374 0.708227
## ZONA2101011019 7.272e+04 1.744e+05 0.417 0.676649
## ZONA2101011020 7.931e+03 4.027e+05 0.020 0.984288
## ZONA2101011021 1.850e+05 1.905e+05 0.971 0.331478
## ZONA2101011022 4.497e+01 1.198e+05 0.000 0.999701
## ZONA2101021001 1.516e+04 3.241e+04 0.468 0.640031
## ZONA2101021002 5.292e+03 3.081e+04 0.172 0.863633
## ZONA2101021003 -1.506e+04 1.572e+05 -0.096 0.923667
## ZONA2101021004 1.154e+04 2.569e+04 0.449 0.653372
## ZONA2101021005 4.928e+04 1.629e+05 0.303 0.762297
## ZONA2101031001 -1.358e+04 2.343e+04 -0.580 0.562155
## ZONA2101031002 -4.922e+04 6.515e+04 -0.755 0.450061
## ZONA2101031003 7.410e+03 9.397e+04 0.079 0.937155
## ZONA2101031004 6.558e+03 8.468e+03 0.774 0.438784
## ZONA2101031005 -1.838e+04 1.709e+04 -1.075 0.282352
## ZONA2101031006 -8.469e+02 2.315e+04 -0.037 0.970823
## ZONA2101041001 -3.090e+04 3.881e+04 -0.796 0.426006
## ZONA2101041002 -1.196e+04 3.193e+04 -0.375 0.707941
## ZONA2101041003 2.360e+03 5.473e+04 0.043 0.965614
## ZONA2101041004 -2.452e+05 1.584e+05 -1.548 0.121808
## ZONA2101041005 -3.444e+04 6.403e+04 -0.538 0.590756
## ZONA2101051001 7.096e+03 1.021e+04 0.695 0.487086
## ZONA2101051002 1.047e+04 1.559e+04 0.671 0.501984
## ZONA2101051003 2.196e+04 2.443e+04 0.899 0.368642
## ZONA2101061001 -8.758e+03 7.234e+03 -1.211 0.226166
## ZONA2101061002 -1.744e+06 2.577e+06 -0.677 0.498557
## ZONA2101061003 1.862e+03 3.507e+04 0.053 0.957651
## ZONA2101071001 -5.834e+03 2.794e+04 -0.209 0.834646
## ZONA2101071002 8.555e+03 2.743e+04 0.312 0.755185
## ZONA2101071003 2.555e+04 7.895e+03 3.237 0.001229 **
## ZONA2101071004 3.246e+04 1.097e+04 2.959 0.003122 **
## ZONA2101071005 -2.424e+04 3.073e+04 -0.789 0.430217
## ZONA2101081001 7.022e+05 4.643e+05 1.512 0.130631
## ZONA2101081002 -4.540e+04 2.140e+04 -2.121 0.034019 *
## ZONA2101081003 9.225e+04 9.173e+04 1.006 0.314677
## ZONA2101081004 -6.091e+04 8.404e+04 -0.725 0.468688
## ZONA2101091001 -3.817e+04 1.848e+04 -2.066 0.038974 *
## ZONA2101091002 3.435e+04 2.876e+04 1.194 0.232476
## ZONA2101091003 -3.691e+05 2.397e+06 -0.154 0.877646
## ZONA2101091004 -5.825e+04 9.211e+04 -0.632 0.527206
## ZONA2101091005 -6.476e+04 2.489e+04 -2.602 0.009329 **
## ZONA2101091006 4.571e+05 3.780e+05 1.209 0.226617
## ZONA2101091007 -8.309e+04 3.207e+05 -0.259 0.795618
## ZONA2101091008 1.217e+05 1.531e+06 0.080 0.936638
## ZONA2101091009 -1.995e+04 1.009e+05 -0.198 0.843315
## ZONA2101091010 1.969e+05 4.242e+05 0.464 0.642554
## ZONA2101101001 2.350e+05 5.587e+04 4.207 2.70e-05 ***
## ZONA2101101002 -2.198e+05 1.663e+05 -1.322 0.186447
## ZONA2101101003 2.447e+05 1.311e+05 1.867 0.062037 .
## ZONA2101141001 -2.011e+04 1.749e+04 -1.150 0.250422
## ZONA2101141002 -9.758e+03 1.355e+04 -0.720 0.471473
## ZONA2101141003 8.279e+03 3.030e+04 0.273 0.784721
## ZONA2101141004 -1.717e+04 1.594e+04 -1.077 0.281519
## ZONA2101141005 -3.130e+04 2.708e+04 -1.156 0.247800
## ZONA2101141006 -4.934e+02 1.070e+04 -0.046 0.963224
## ZONA2101141007 -1.157e+05 1.524e+05 -0.759 0.447703
## ZONA2101141008 1.190e+03 1.548e+04 0.077 0.938709
## ZONA2101141009 2.257e+01 1.422e+04 0.002 0.998734
## ZONA2101151001 -1.355e+06 3.917e+05 -3.460 0.000551 ***
## ZONA2101151002 -1.060e+04 2.009e+04 -0.527 0.597927
## ZONA2101151003 -7.092e+03 1.175e+04 -0.604 0.546159
## ZONA2101151004 1.378e+04 3.287e+04 0.419 0.675109
## ZONA2101161001 2.822e+04 1.913e+04 1.475 0.140239
## ZONA2101161002 -9.038e+03 3.084e+04 -0.293 0.769518
## ZONA2101161003 -1.464e+04 3.278e+04 -0.447 0.655154
## ZONA2101161004 5.307e+03 1.636e+04 0.324 0.745639
## ZONA2101161005 9.192e+05 9.215e+05 0.997 0.318648
## ZONA2101171001 1.507e+05 3.772e+05 0.400 0.689534
## ZONA2101171002 3.134e+04 3.666e+04 0.855 0.392802
## ZONA2101171003 1.762e+04 1.412e+04 1.249 0.211979
## ZONA2101171004 1.540e+04 1.077e+04 1.430 0.152850
## ZONA2101181001 4.497e+03 3.112e+04 0.145 0.885112
## ZONA2101181002 2.520e+03 9.225e+03 0.273 0.784712
## ZONA2101181003 -5.145e+03 7.948e+04 -0.065 0.948393
## ZONA2101181004 -4.794e+03 2.075e+04 -0.231 0.817320
## ZONA2101011001:IEJ 6.349e+01 5.588e+01 1.136 0.256026
## ZONA2101011002:IEJ -1.601e+01 4.952e+01 -0.323 0.746417
## ZONA2101011003:IEJ -1.055e+02 1.363e+02 -0.774 0.438864
## ZONA2101011004:IEJ -2.375e+01 5.303e+01 -0.448 0.654264
## ZONA2101011005:IEJ -3.789e+03 6.459e+03 -0.587 0.557525
## ZONA2101011008:IEJ 2.473e+01 8.130e+01 0.304 0.761006
## ZONA2101011009:IEJ 2.263e+01 7.851e+01 0.288 0.773184
## ZONA2101011010:IEJ -9.949e+01 9.988e+01 -0.996 0.319332
## ZONA2101011011:IEJ 3.196e+02 4.003e+02 0.799 0.424659
## ZONA2101011012:IEJ -4.173e+02 2.710e+02 -1.540 0.123774
## ZONA2101011013:IEJ 4.680e+03 2.376e+04 0.197 0.843906
## ZONA2101011014:IEJ 2.443e+01 4.648e+01 0.526 0.599207
## ZONA2101011015:IEJ 2.246e+02 3.006e+02 0.747 0.455042
## ZONA2101011016:IEJ -1.746e+02 7.960e+01 -2.194 0.028376 *
## ZONA2101011017:IEJ -9.162e+02 2.506e+03 -0.366 0.714696
## ZONA2101011018:IEJ -9.752e+02 1.175e+03 -0.830 0.406819
## ZONA2101011019:IEJ -2.471e+01 1.107e+02 -0.223 0.823387
## ZONA2101011020:IEJ 7.411e+02 6.595e+02 1.124 0.261302
## ZONA2101011021:IEJ -1.553e+02 8.596e+02 -0.181 0.856670
## ZONA2101011022:IEJ -2.049e+02 1.729e+02 -1.185 0.236151
## ZONA2101021001:IEJ -3.512e+01 8.838e+01 -0.397 0.691153
## ZONA2101021002:IEJ -9.046e+00 4.767e+01 -0.190 0.849494
## ZONA2101021003:IEJ 3.974e+01 5.123e+01 0.776 0.437985
## ZONA2101021004:IEJ 1.936e+01 7.104e+01 0.272 0.785278
## ZONA2101021005:IEJ 3.850e+01 5.722e+01 0.673 0.501201
## ZONA2101031001:IEJ 7.417e+01 6.084e+01 1.219 0.222934
## ZONA2101031002:IEJ -1.703e+02 1.593e+02 -1.069 0.285292
## ZONA2101031003:IEJ -2.555e+02 7.378e+02 -0.346 0.729177
## ZONA2101031004:IEJ 1.100e+02 1.409e+02 0.780 0.435407
## ZONA2101031005:IEJ 3.511e+01 7.008e+01 0.501 0.616422
## ZONA2101031006:IEJ 7.119e+02 4.548e+02 1.565 0.117662
## ZONA2101041001:IEJ -6.380e+01 6.103e+01 -1.045 0.295963
## ZONA2101041002:IEJ -2.686e+01 5.507e+01 -0.488 0.625714
## ZONA2101041003:IEJ 8.204e+01 1.877e+02 0.437 0.662191
## ZONA2101041004:IEJ 2.070e+01 9.611e+01 0.215 0.829513
## ZONA2101041005:IEJ -7.297e+00 8.453e+01 -0.086 0.931216
## ZONA2101051001:IEJ 1.792e+01 6.992e+01 0.256 0.797694
## ZONA2101051002:IEJ -1.939e+01 4.959e+01 -0.391 0.695803
## ZONA2101051003:IEJ -1.414e+01 4.842e+01 -0.292 0.770229
## ZONA2101061001:IEJ 5.235e+01 3.845e+01 1.361 0.173508
## ZONA2101061002:IEJ 2.779e+03 3.955e+03 0.703 0.482315
## ZONA2101061003:IEJ 3.548e+01 8.719e+01 0.407 0.684151
## ZONA2101071001:IEJ -4.953e+01 1.296e+02 -0.382 0.702395
## ZONA2101071002:IEJ -1.636e+02 1.230e+02 -1.330 0.183655
## ZONA2101071003:IEJ -5.058e+01 4.041e+01 -1.252 0.210842
## ZONA2101071004:IEJ -2.550e+00 8.375e+01 -0.030 0.975718
## ZONA2101071005:IEJ -7.270e+01 1.332e+02 -0.546 0.585330
## ZONA2101081001:IEJ -4.009e+03 2.212e+03 -1.813 0.070034 .
## ZONA2101081002:IEJ -3.071e+01 5.820e+01 -0.528 0.597741
## ZONA2101081003:IEJ 3.443e+02 3.073e+02 1.120 0.262646
## ZONA2101081004:IEJ 1.141e+02 5.714e+02 0.200 0.841804
## ZONA2101091001:IEJ -1.061e+02 5.485e+01 -1.935 0.053118 .
## ZONA2101091002:IEJ -1.507e+02 7.587e+01 -1.986 0.047114 *
## ZONA2101091003:IEJ -4.337e+01 1.979e+03 -0.022 0.982518
## ZONA2101091004:IEJ 3.771e+01 5.040e+01 0.748 0.454345
## ZONA2101091005:IEJ -7.793e+01 4.964e+01 -1.570 0.116581
## ZONA2101091006:IEJ -3.871e+03 2.767e+03 -1.399 0.161976
## ZONA2101091007:IEJ -6.658e+01 5.800e+02 -0.115 0.908624
## ZONA2101091008:IEJ -2.286e+01 6.271e+02 -0.036 0.970925
## ZONA2101091009:IEJ 2.557e+01 7.122e+01 0.359 0.719626
## ZONA2101091010:IEJ 1.294e+02 1.293e+02 1.001 0.316903
## ZONA2101101001:IEJ 4.633e+01 1.104e+02 0.420 0.674885
## ZONA2101101002:IEJ -1.883e+02 7.424e+01 -2.537 0.011267 *
## ZONA2101101003:IEJ -4.359e+00 3.884e+02 -0.011 0.991047
## ZONA2101141001:IEJ 2.375e+00 6.342e+01 0.037 0.970127
## ZONA2101141002:IEJ 3.346e+01 5.296e+01 0.632 0.527553
## ZONA2101141003:IEJ -1.390e+02 2.024e+02 -0.687 0.492095
## ZONA2101141004:IEJ 3.884e+01 3.744e+01 1.038 0.299581
## ZONA2101141005:IEJ -1.819e+01 1.054e+02 -0.172 0.863068
## ZONA2101141006:IEJ -3.589e+01 4.993e+01 -0.719 0.472324
## ZONA2101141007:IEJ 1.195e+02 1.476e+02 0.810 0.418003
## ZONA2101141008:IEJ 5.408e+01 9.185e+01 0.589 0.556088
## ZONA2101141009:IEJ -1.908e+01 5.616e+01 -0.340 0.734138
## ZONA2101151001:IEJ -1.084e+02 9.785e+01 -1.108 0.267899
## ZONA2101151002:IEJ -1.076e+01 4.583e+01 -0.235 0.814338
## ZONA2101151003:IEJ 5.074e+01 5.229e+01 0.970 0.331950
## ZONA2101151004:IEJ 1.090e+01 4.483e+01 0.243 0.807835
## ZONA2101161001:IEJ 6.042e+01 9.041e+01 0.668 0.504005
## ZONA2101161002:IEJ -1.978e+01 6.704e+01 -0.295 0.767958
## ZONA2101161003:IEJ -5.334e+01 7.371e+01 -0.724 0.469319
## ZONA2101161004:IEJ 1.045e+01 2.650e+01 0.394 0.693296
## ZONA2101161005:IEJ -1.222e+05 1.233e+05 -0.991 0.321860
## ZONA2101171001:IEJ 4.519e+01 1.350e+02 0.335 0.737791
## ZONA2101171002:IEJ -3.575e+00 4.396e+01 -0.081 0.935200
## ZONA2101171003:IEJ 2.178e+01 4.273e+01 0.510 0.610260
## ZONA2101171004:IEJ -1.982e+01 2.839e+01 -0.698 0.485105
## ZONA2101181001:IEJ -4.488e+01 4.995e+01 -0.899 0.368993
## ZONA2101181002:IEJ 6.748e+01 3.202e+01 2.107 0.035229 *
## ZONA2101181003:IEJ -5.194e+00 6.935e+01 -0.075 0.940303
## ZONA2101181004:IEJ 7.606e+01 4.878e+01 1.559 0.119073
## ZONA2101011001:DIM_SEG 1.963e+03 2.007e+03 0.978 0.328218
## ZONA2101011002:DIM_SEG -1.222e+03 2.072e+03 -0.590 0.555450
## ZONA2101011003:DIM_SEG 1.364e+03 5.067e+03 0.269 0.787730
## ZONA2101011004:DIM_SEG 7.572e+03 6.918e+03 1.095 0.273815
## ZONA2101011005:DIM_SEG -6.782e+04 1.142e+05 -0.594 0.552723
## ZONA2101011008:DIM_SEG -4.299e+03 2.836e+03 -1.516 0.129690
## ZONA2101011009:DIM_SEG 8.362e+01 3.385e+03 0.025 0.980297
## ZONA2101011010:DIM_SEG 2.466e+03 2.890e+03 0.853 0.393628
## ZONA2101011011:DIM_SEG 4.441e+03 8.479e+03 0.524 0.600537
## ZONA2101011012:DIM_SEG -2.529e+05 1.821e+05 -1.389 0.165014
## ZONA2101011013:DIM_SEG 2.514e+04 1.881e+05 0.134 0.893708
## ZONA2101011014:DIM_SEG -2.716e+02 2.397e+03 -0.113 0.909800
## ZONA2101011015:DIM_SEG 3.822e+04 4.392e+04 0.870 0.384269
## ZONA2101011016:DIM_SEG 7.916e+03 9.661e+03 0.819 0.412689
## ZONA2101011017:DIM_SEG 5.653e+04 1.936e+05 0.292 0.770304
## ZONA2101011018:DIM_SEG 4.795e+04 1.047e+05 0.458 0.647142
## ZONA2101011019:DIM_SEG 5.193e+04 6.410e+04 0.810 0.417958
## ZONA2101011020:DIM_SEG -2.369e+03 8.732e+04 -0.027 0.978361
## ZONA2101011021:DIM_SEG NA NA NA NA
## ZONA2101011022:DIM_SEG 8.238e+03 6.101e+03 1.350 0.177096
## ZONA2101021001:DIM_SEG 1.081e+03 1.999e+03 0.541 0.588539
## ZONA2101021002:DIM_SEG -6.153e+02 1.807e+03 -0.341 0.733510
## ZONA2101021003:DIM_SEG 3.820e+04 1.593e+04 2.397 0.016611 *
## ZONA2101021004:DIM_SEG 5.717e+02 2.582e+03 0.221 0.824772
## ZONA2101021005:DIM_SEG 4.516e+02 2.052e+03 0.220 0.825855
## ZONA2101031001:DIM_SEG 1.711e+04 1.539e+04 1.112 0.266372
## ZONA2101031002:DIM_SEG 1.412e+05 1.548e+05 0.912 0.361753
## ZONA2101031003:DIM_SEG -4.202e+03 2.854e+04 -0.147 0.882934
## ZONA2101031004:DIM_SEG 3.706e+03 1.732e+04 0.214 0.830621
## ZONA2101031005:DIM_SEG -3.134e+03 6.000e+03 -0.522 0.601499
## ZONA2101031006:DIM_SEG -2.560e+04 2.005e+04 -1.277 0.201852
## ZONA2101041001:DIM_SEG 5.760e+02 4.420e+03 0.130 0.896338
## ZONA2101041002:DIM_SEG 4.749e+03 4.579e+03 1.037 0.299821
## ZONA2101041003:DIM_SEG -4.289e+02 8.553e+03 -0.050 0.960013
## ZONA2101041004:DIM_SEG 3.024e+02 4.300e+03 0.070 0.943927
## ZONA2101041005:DIM_SEG 1.550e+02 3.472e+03 0.045 0.964399
## ZONA2101051001:DIM_SEG -2.743e+03 6.342e+03 -0.433 0.665340
## ZONA2101051002:DIM_SEG -4.015e+03 3.637e+03 -1.104 0.269818
## ZONA2101051003:DIM_SEG -1.828e+03 2.641e+03 -0.692 0.488982
## ZONA2101061001:DIM_SEG -3.937e+03 4.490e+03 -0.877 0.380675
## ZONA2101061002:DIM_SEG -1.530e+04 2.107e+04 -0.726 0.467624
## ZONA2101061003:DIM_SEG -9.104e+03 7.030e+03 -1.295 0.195492
## ZONA2101071001:DIM_SEG -5.962e+02 5.827e+03 -0.102 0.918504
## ZONA2101071002:DIM_SEG -3.578e+03 6.295e+03 -0.568 0.569816
## ZONA2101071003:DIM_SEG -3.750e+03 2.298e+03 -1.632 0.102870
## ZONA2101071004:DIM_SEG -1.048e+04 4.468e+03 -2.345 0.019098 *
## ZONA2101071005:DIM_SEG -8.120e+03 8.186e+03 -0.992 0.321345
## ZONA2101081001:DIM_SEG -4.455e+04 3.342e+04 -1.333 0.182740
## ZONA2101081002:DIM_SEG -7.753e+03 4.174e+03 -1.858 0.063371 .
## ZONA2101081003:DIM_SEG 1.565e+04 1.895e+04 0.826 0.409013
## ZONA2101081004:DIM_SEG 2.644e+03 1.488e+04 0.178 0.859043
## ZONA2101091001:DIM_SEG -2.249e+04 5.609e+03 -4.010 6.29e-05 ***
## ZONA2101091002:DIM_SEG -1.087e+04 7.308e+03 -1.488 0.136914
## ZONA2101091003:DIM_SEG 8.754e+03 8.387e+04 0.104 0.916879
## ZONA2101091004:DIM_SEG 7.138e+03 4.417e+03 1.616 0.106249
## ZONA2101091005:DIM_SEG -3.782e+03 4.111e+03 -0.920 0.357667
## ZONA2101091006:DIM_SEG -1.631e+05 1.604e+05 -1.016 0.309545
## ZONA2101091007:DIM_SEG 3.186e+03 1.097e+04 0.290 0.771482
## ZONA2101091008:DIM_SEG -2.043e+04 5.721e+05 -0.036 0.971514
## ZONA2101091009:DIM_SEG 1.972e+03 1.299e+04 0.152 0.879376
## ZONA2101091010:DIM_SEG 1.107e+04 2.937e+04 0.377 0.706384
## ZONA2101101001:DIM_SEG 2.498e+04 2.545e+04 0.981 0.326482
## ZONA2101101002:DIM_SEG 5.449e+04 1.001e+05 0.544 0.586164
## ZONA2101101003:DIM_SEG -3.298e+03 2.833e+04 -0.116 0.907340
## ZONA2101141001:DIM_SEG -1.718e+03 2.590e+03 -0.663 0.507156
## ZONA2101141002:DIM_SEG 1.057e+03 1.589e+03 0.665 0.506318
## ZONA2101141003:DIM_SEG 2.662e+03 3.987e+03 0.667 0.504534
## ZONA2101141004:DIM_SEG -9.716e+01 1.801e+03 -0.054 0.956980
## ZONA2101141005:DIM_SEG -2.652e+03 2.839e+03 -0.934 0.350400
## ZONA2101141006:DIM_SEG 1.363e+03 2.175e+03 0.627 0.530848
## ZONA2101141007:DIM_SEG 1.550e+03 6.153e+03 0.252 0.801140
## ZONA2101141008:DIM_SEG 1.658e+03 5.310e+03 0.312 0.754964
## ZONA2101141009:DIM_SEG -7.030e+02 1.371e+03 -0.513 0.608221
## ZONA2101151001:DIM_SEG 1.644e+03 2.758e+03 0.596 0.551147
## ZONA2101151002:DIM_SEG 5.674e+03 1.864e+03 3.045 0.002358 **
## ZONA2101151003:DIM_SEG -2.305e+03 1.852e+03 -1.245 0.213432
## ZONA2101151004:DIM_SEG -2.715e+03 1.090e+03 -2.489 0.012871 *
## ZONA2101161001:DIM_SEG 2.740e+03 3.678e+03 0.745 0.456342
## ZONA2101161002:DIM_SEG 5.542e+03 4.003e+03 1.384 0.166403
## ZONA2101161003:DIM_SEG -2.527e+03 5.188e+03 -0.487 0.626325
## ZONA2101161004:DIM_SEG 5.605e+02 3.061e+03 0.183 0.854740
## ZONA2101161005:DIM_SEG 9.901e+05 9.997e+05 0.990 0.322096
## ZONA2101171001:DIM_SEG 3.661e+02 3.049e+03 0.120 0.904428
## ZONA2101171002:DIM_SEG 7.651e+02 2.209e+03 0.346 0.729143
## ZONA2101171003:DIM_SEG -9.037e+02 5.662e+03 -0.160 0.873208
## ZONA2101171004:DIM_SEG -1.060e+03 1.231e+03 -0.862 0.389030
## ZONA2101181001:DIM_SEG 9.898e+03 7.038e+03 1.406 0.159768
## ZONA2101181002:DIM_SEG -5.439e+03 4.598e+03 -1.183 0.237063
## ZONA2101181003:DIM_SEG 2.502e+03 1.552e+04 0.161 0.871935
## ZONA2101181004:DIM_SEG -1.202e+03 2.882e+03 -0.417 0.676614
## ZONA2101011001:pr_e4a18 1.857e+03 1.006e+03 1.846 0.064972 .
## ZONA2101011002:pr_e4a18 -7.893e+02 8.112e+02 -0.973 0.330635
## ZONA2101011003:pr_e4a18 -9.120e+02 1.060e+03 -0.860 0.389759
## ZONA2101011004:pr_e4a18 -1.461e+03 7.817e+02 -1.869 0.061800 .
## ZONA2101011005:pr_e4a18 1.520e+04 4.156e+04 0.366 0.714526
## ZONA2101011008:pr_e4a18 9.371e+01 1.025e+03 0.091 0.927163
## ZONA2101011009:pr_e4a18 2.938e+02 1.128e+03 0.260 0.794561
## ZONA2101011010:pr_e4a18 -7.453e+02 1.292e+03 -0.577 0.563953
## ZONA2101011011:pr_e4a18 -2.017e+03 4.428e+03 -0.455 0.648835
## ZONA2101011012:pr_e4a18 -1.377e+03 3.718e+03 -0.370 0.711146
## ZONA2101011013:pr_e4a18 -6.285e+03 4.076e+04 -0.154 0.877470
## ZONA2101011014:pr_e4a18 -1.865e+02 9.202e+02 -0.203 0.839367
## ZONA2101011015:pr_e4a18 -2.101e+01 3.959e+03 -0.005 0.995767
## ZONA2101011016:pr_e4a18 2.726e+02 1.133e+03 0.241 0.809833
## ZONA2101011017:pr_e4a18 -1.203e+04 3.441e+04 -0.350 0.726664
## ZONA2101011018:pr_e4a18 -5.266e+03 1.698e+04 -0.310 0.756481
## ZONA2101011019:pr_e4a18 -3.445e+03 3.829e+03 -0.900 0.368427
## ZONA2101011020:pr_e4a18 -1.169e+04 2.937e+04 -0.398 0.690512
## ZONA2101011021:pr_e4a18 -4.042e+02 2.088e+03 -0.194 0.846506
## ZONA2101011022:pr_e4a18 -2.269e+02 1.458e+03 -0.156 0.876363
## ZONA2101021001:pr_e4a18 -1.010e+03 9.296e+02 -1.087 0.277328
## ZONA2101021002:pr_e4a18 6.604e+02 6.702e+02 0.985 0.324609
## ZONA2101021003:pr_e4a18 -1.929e+03 1.302e+03 -1.481 0.138705
## ZONA2101021004:pr_e4a18 -1.633e+03 1.149e+03 -1.422 0.155164
## ZONA2101021005:pr_e4a18 1.234e+02 9.508e+02 0.130 0.896719
## ZONA2101031001:pr_e4a18 -2.406e+03 1.341e+03 -1.794 0.072926 .
## ZONA2101031002:pr_e4a18 -1.750e+03 1.693e+03 -1.034 0.301214
## ZONA2101031003:pr_e4a18 4.600e+02 1.507e+04 0.031 0.975658
## ZONA2101031004:pr_e4a18 8.740e+02 1.728e+03 0.506 0.613084
## ZONA2101031005:pr_e4a18 6.527e+02 1.555e+03 0.420 0.674689
## ZONA2101031006:pr_e4a18 -1.631e+04 1.068e+04 -1.527 0.126904
## ZONA2101041001:pr_e4a18 2.795e+02 8.526e+02 0.328 0.743125
## ZONA2101041002:pr_e4a18 5.207e+02 1.381e+03 0.377 0.706168
## ZONA2101041003:pr_e4a18 -1.103e+03 3.132e+03 -0.352 0.724621
## ZONA2101041004:pr_e4a18 6.185e+02 2.996e+03 0.206 0.836455
## ZONA2101041005:pr_e4a18 1.969e+03 1.307e+03 1.506 0.132092
## ZONA2101051001:pr_e4a18 2.141e+02 8.781e+02 0.244 0.807395
## ZONA2101051002:pr_e4a18 6.388e+02 1.117e+03 0.572 0.567511
## ZONA2101051003:pr_e4a18 -6.356e+02 7.565e+02 -0.840 0.400893
## ZONA2101061001:pr_e4a18 1.016e+03 1.484e+03 0.684 0.493781
## ZONA2101061002:pr_e4a18 -3.517e+04 3.890e+04 -0.904 0.365951
## ZONA2101061003:pr_e4a18 3.356e+02 2.246e+03 0.149 0.881202
## ZONA2101071001:pr_e4a18 -1.338e+03 2.675e+03 -0.500 0.616990
## ZONA2101071002:pr_e4a18 9.190e+02 1.332e+03 0.690 0.490382
## ZONA2101071003:pr_e4a18 5.644e+02 6.281e+02 0.899 0.368954
## ZONA2101071004:pr_e4a18 -9.432e+02 9.352e+02 -1.009 0.313330
## ZONA2101071005:pr_e4a18 9.777e+02 1.347e+03 0.726 0.467950
## ZONA2101081001:pr_e4a18 -1.252e+04 1.055e+04 -1.187 0.235449
## ZONA2101081002:pr_e4a18 -4.643e+02 7.482e+02 -0.620 0.535025
## ZONA2101081003:pr_e4a18 -3.343e+03 2.428e+03 -1.377 0.168726
## ZONA2101081004:pr_e4a18 -1.485e+03 5.335e+03 -0.278 0.780797
## ZONA2101091001:pr_e4a18 -6.375e+02 7.527e+02 -0.847 0.397151
## ZONA2101091002:pr_e4a18 -4.861e+02 1.821e+03 -0.267 0.789504
## ZONA2101091003:pr_e4a18 4.461e+03 2.696e+04 0.165 0.868608
## ZONA2101091004:pr_e4a18 -6.464e+02 7.175e+02 -0.901 0.367733
## ZONA2101091005:pr_e4a18 -9.773e+02 7.295e+02 -1.340 0.180473
## ZONA2101091006:pr_e4a18 -2.817e+05 2.222e+05 -1.268 0.204908
## ZONA2101091007:pr_e4a18 9.871e+02 3.067e+03 0.322 0.747599
## ZONA2101091008:pr_e4a18 2.745e+03 6.973e+04 0.039 0.968606
## ZONA2101091009:pr_e4a18 -6.510e+02 2.436e+03 -0.267 0.789261
## ZONA2101091010:pr_e4a18 7.526e+01 9.858e+02 0.076 0.939152
## ZONA2101101001:pr_e4a18 -3.277e+03 9.341e+02 -3.508 0.000460 ***
## ZONA2101101002:pr_e4a18 1.634e+03 1.041e+03 1.569 0.116863
## ZONA2101101003:pr_e4a18 1.050e+04 5.234e+03 2.007 0.044889 *
## ZONA2101141001:pr_e4a18 8.818e+02 9.665e+02 0.912 0.361693
## ZONA2101141002:pr_e4a18 4.498e+01 7.019e+02 0.064 0.948912
## ZONA2101141003:pr_e4a18 3.664e+02 2.423e+03 0.151 0.879801
## ZONA2101141004:pr_e4a18 -4.980e+02 6.327e+02 -0.787 0.431282
## ZONA2101141005:pr_e4a18 -5.375e+02 1.209e+03 -0.445 0.656668
## ZONA2101141006:pr_e4a18 7.066e+02 7.114e+02 0.993 0.320723
## ZONA2101141007:pr_e4a18 -2.000e+03 2.032e+03 -0.984 0.325116
## ZONA2101141008:pr_e4a18 -5.625e+02 1.305e+03 -0.431 0.666365
## ZONA2101141009:pr_e4a18 3.676e+02 6.699e+02 0.549 0.583297
## ZONA2101151001:pr_e4a18 -2.690e+03 1.990e+03 -1.352 0.176656
## ZONA2101151002:pr_e4a18 4.269e+02 6.716e+02 0.636 0.525068
## ZONA2101151003:pr_e4a18 -4.071e+02 1.004e+03 -0.405 0.685321
## ZONA2101151004:pr_e4a18 8.975e+02 5.900e+02 1.521 0.128388
## ZONA2101161001:pr_e4a18 1.550e+03 2.638e+03 0.588 0.556798
## ZONA2101161002:pr_e4a18 -4.030e+00 8.555e+02 -0.005 0.996242
## ZONA2101161003:pr_e4a18 1.668e+03 2.076e+03 0.803 0.421818
## ZONA2101161004:pr_e4a18 -2.127e+02 1.018e+03 -0.209 0.834422
## ZONA2101161005:pr_e4a18 1.035e+06 1.063e+06 0.974 0.330123
## ZONA2101171001:pr_e4a18 -2.446e+02 1.553e+03 -0.158 0.874858
## ZONA2101171002:pr_e4a18 -8.175e+02 8.220e+02 -0.995 0.320054
## ZONA2101171003:pr_e4a18 1.163e+03 7.632e+02 1.524 0.127686
## ZONA2101171004:pr_e4a18 6.753e+01 5.456e+02 0.124 0.901499
## ZONA2101181001:pr_e4a18 9.820e+02 1.230e+03 0.798 0.424928
## ZONA2101181002:pr_e4a18 -1.636e+02 6.072e+02 -0.269 0.787691
## ZONA2101181003:pr_e4a18 -1.737e+03 1.695e+03 -1.025 0.305680
## ZONA2101181004:pr_e4a18 -5.205e+02 7.971e+02 -0.653 0.513815
## ZONA2101011001:pp_esc_pub 8.217e+02 9.217e+02 0.891 0.372783
## ZONA2101011002:pp_esc_pub 1.327e+03 1.225e+03 1.084 0.278708
## ZONA2101011003:pp_esc_pub -2.044e+03 2.219e+03 -0.921 0.356986
## ZONA2101011004:pp_esc_pub 4.039e+03 9.349e+02 4.320 1.63e-05 ***
## ZONA2101011005:pp_esc_pub NA NA NA NA
## ZONA2101011008:pp_esc_pub 2.306e+03 1.030e+03 2.238 0.025335 *
## ZONA2101011009:pp_esc_pub 3.343e+02 1.297e+03 0.258 0.796601
## ZONA2101011010:pp_esc_pub 3.150e+03 1.365e+03 2.307 0.021133 *
## ZONA2101011011:pp_esc_pub -1.818e+03 6.892e+03 -0.264 0.792009
## ZONA2101011012:pp_esc_pub -1.791e+03 4.650e+03 -0.385 0.700176
## ZONA2101011013:pp_esc_pub 7.754e+04 3.830e+05 0.202 0.839598
## ZONA2101011014:pp_esc_pub 3.108e+02 1.485e+03 0.209 0.834167
## ZONA2101011015:pp_esc_pub -2.548e+02 4.307e+03 -0.059 0.952817
## ZONA2101011016:pp_esc_pub 1.789e+03 1.089e+03 1.643 0.100516
## ZONA2101011017:pp_esc_pub -1.233e+04 3.055e+04 -0.403 0.686658
## ZONA2101011018:pp_esc_pub -1.686e+04 6.196e+04 -0.272 0.785593
## ZONA2101011019:pp_esc_pub -3.141e+03 1.499e+04 -0.210 0.834058
## ZONA2101011020:pp_esc_pub 6.776e+03 3.337e+04 0.203 0.839085
## ZONA2101011021:pp_esc_pub -3.566e+04 2.996e+04 -1.190 0.234091
## ZONA2101011022:pp_esc_pub -9.127e+01 2.719e+03 -0.034 0.973227
## ZONA2101021001:pp_esc_pub -1.901e+02 1.108e+03 -0.172 0.863797
## ZONA2101021002:pp_esc_pub -1.077e+03 7.400e+02 -1.456 0.145655
## ZONA2101021003:pp_esc_pub -2.099e+03 9.548e+02 -2.198 0.028062 *
## ZONA2101021004:pp_esc_pub 2.794e+02 9.978e+02 0.280 0.779469
## ZONA2101021005:pp_esc_pub -3.578e+03 9.916e+02 -3.608 0.000316 ***
## ZONA2101031001:pp_esc_pub -4.122e+03 1.827e+03 -2.256 0.024187 *
## ZONA2101031002:pp_esc_pub -3.222e+02 1.984e+03 -0.162 0.871049
## ZONA2101031003:pp_esc_pub 1.182e+03 1.444e+04 0.082 0.934793
## ZONA2101031004:pp_esc_pub 8.880e+02 3.198e+03 0.278 0.781325
## ZONA2101031005:pp_esc_pub -2.263e+03 1.162e+03 -1.947 0.051630 .
## ZONA2101031006:pp_esc_pub 1.347e+04 1.129e+04 1.193 0.232986
## ZONA2101041001:pp_esc_pub -1.142e+03 1.000e+03 -1.141 0.253873
## ZONA2101041002:pp_esc_pub -3.133e+03 9.948e+02 -3.149 0.001661 **
## ZONA2101041003:pp_esc_pub -2.310e+03 2.691e+03 -0.858 0.390856
## ZONA2101041004:pp_esc_pub -2.808e+03 2.344e+03 -1.198 0.230895
## ZONA2101041005:pp_esc_pub -3.208e+03 1.228e+03 -2.612 0.009074 **
## ZONA2101051001:pp_esc_pub -7.538e+02 1.401e+03 -0.538 0.590598
## ZONA2101051002:pp_esc_pub -4.495e+02 6.762e+02 -0.665 0.506309
## ZONA2101051003:pp_esc_pub -2.916e+02 7.375e+02 -0.395 0.692579
## ZONA2101061001:pp_esc_pub -2.932e+03 8.561e+02 -3.425 0.000627 ***
## ZONA2101061002:pp_esc_pub -2.453e+04 3.963e+04 -0.619 0.536077
## ZONA2101061003:pp_esc_pub 2.672e+02 2.006e+03 0.133 0.894046
## ZONA2101071001:pp_esc_pub 1.267e+03 1.920e+03 0.660 0.509280
## ZONA2101071002:pp_esc_pub 3.604e+02 2.647e+03 0.136 0.891712
## ZONA2101071003:pp_esc_pub 1.839e+03 6.167e+02 2.982 0.002896 **
## ZONA2101071004:pp_esc_pub 1.731e+03 2.012e+03 0.860 0.389656
## ZONA2101071005:pp_esc_pub 2.298e+02 1.544e+03 0.149 0.881712
## ZONA2101081001:pp_esc_pub 7.361e+04 4.968e+04 1.482 0.138549
## ZONA2101081002:pp_esc_pub -8.724e+00 9.856e+02 -0.009 0.992939
## ZONA2101081003:pp_esc_pub -2.038e+03 2.744e+03 -0.743 0.457794
## ZONA2101081004:pp_esc_pub 1.730e+02 5.380e+03 0.032 0.974342
## ZONA2101091001:pp_esc_pub 5.862e+02 8.363e+02 0.701 0.483378
## ZONA2101091002:pp_esc_pub -8.923e+02 1.270e+03 -0.703 0.482440
## ZONA2101091003:pp_esc_pub 9.550e+03 4.678e+04 0.204 0.838260
## ZONA2101091004:pp_esc_pub 2.862e+01 7.428e+02 0.039 0.969273
## ZONA2101091005:pp_esc_pub -2.004e+03 6.960e+02 -2.880 0.004021 **
## ZONA2101091006:pp_esc_pub -4.630e+05 3.640e+05 -1.272 0.203493
## ZONA2101091007:pp_esc_pub 5.393e+03 4.771e+03 1.130 0.258429
## ZONA2101091008:pp_esc_pub -8.156e+02 1.361e+04 -0.060 0.952235
## ZONA2101091009:pp_esc_pub -1.959e+03 2.250e+03 -0.870 0.384183
## ZONA2101091010:pp_esc_pub -3.687e+03 1.367e+03 -2.696 0.007068 **
## ZONA2101101001:pp_esc_pub -6.262e+03 9.714e+02 -6.447 1.41e-10 ***
## ZONA2101101002:pp_esc_pub -6.522e+03 1.372e+03 -4.754 2.13e-06 ***
## ZONA2101101003:pp_esc_pub -1.155e+03 1.370e+03 -0.843 0.399548
## ZONA2101141001:pp_esc_pub 2.655e+03 8.527e+02 3.114 0.001874 **
## ZONA2101141002:pp_esc_pub 8.036e+02 7.579e+02 1.060 0.289163
## ZONA2101141003:pp_esc_pub 4.163e+03 2.609e+03 1.596 0.110733
## ZONA2101141004:pp_esc_pub 1.135e+02 7.514e+02 0.151 0.879950
## ZONA2101141005:pp_esc_pub 8.337e+02 1.245e+03 0.670 0.503220
## ZONA2101141006:pp_esc_pub 2.157e+02 8.666e+02 0.249 0.803471
## ZONA2101141007:pp_esc_pub 3.033e+03 2.219e+03 1.367 0.171731
## ZONA2101141008:pp_esc_pub -1.179e+03 1.395e+03 -0.845 0.398364
## ZONA2101141009:pp_esc_pub -1.666e+02 9.938e+02 -0.168 0.866866
## ZONA2101151001:pp_esc_pub 2.368e+02 2.063e+03 0.115 0.908622
## ZONA2101151002:pp_esc_pub -6.366e+02 7.955e+02 -0.800 0.423621
## ZONA2101151003:pp_esc_pub -1.775e+03 1.159e+03 -1.531 0.125819
## ZONA2101151004:pp_esc_pub -2.956e+03 8.326e+02 -3.551 0.000393 ***
## ZONA2101161001:pp_esc_pub 4.201e+02 1.497e+03 0.281 0.779056
## ZONA2101161002:pp_esc_pub -2.641e+03 9.469e+02 -2.789 0.005334 **
## ZONA2101161003:pp_esc_pub -3.022e+03 1.577e+03 -1.917 0.055424 .
## ZONA2101161004:pp_esc_pub 4.711e+02 1.238e+03 0.381 0.703520
## ZONA2101161005:pp_esc_pub NA NA NA NA
## ZONA2101171001:pp_esc_pub -3.856e+03 1.449e+03 -2.662 0.007824 **
## ZONA2101171002:pp_esc_pub -3.248e+03 9.348e+02 -3.474 0.000523 ***
## ZONA2101171003:pp_esc_pub -2.224e+03 7.740e+02 -2.874 0.004098 **
## ZONA2101171004:pp_esc_pub -2.322e+03 4.749e+02 -4.889 1.09e-06 ***
## ZONA2101181001:pp_esc_pub -5.760e+02 9.437e+02 -0.610 0.541691
## ZONA2101181002:pp_esc_pub -1.460e+03 5.473e+02 -2.668 0.007681 **
## ZONA2101181003:pp_esc_pub -1.262e+03 1.660e+03 -0.760 0.447059
## ZONA2101181004:pp_esc_pub -5.573e+02 1.004e+03 -0.555 0.578904
## ZONA2101011001:SEG 4.175e+01 7.713e+01 0.541 0.588370
## ZONA2101011002:SEG 3.956e+01 5.269e+01 0.751 0.452778
## ZONA2101011003:SEG -6.935e+02 6.502e+02 -1.067 0.286280
## ZONA2101011004:SEG 3.056e+02 7.573e+01 4.036 5.64e-05 ***
## ZONA2101011005:SEG NA NA NA NA
## ZONA2101011008:SEG 4.274e+02 4.517e+02 0.946 0.344079
## ZONA2101011009:SEG 1.608e+01 4.447e+01 0.362 0.717668
## ZONA2101011010:SEG -1.061e+02 1.081e+02 -0.981 0.326524
## ZONA2101011011:SEG 4.084e+02 5.143e+02 0.794 0.427175
## ZONA2101011012:SEG -2.491e+02 1.717e+02 -1.450 0.147091
## ZONA2101011013:SEG 4.267e+03 2.277e+04 0.187 0.851337
## ZONA2101011014:SEG 3.584e+01 8.322e+01 0.431 0.666750
## ZONA2101011015:SEG -3.772e+02 2.403e+03 -0.157 0.875299
## ZONA2101011016:SEG -2.056e+02 1.834e+02 -1.121 0.262491
## ZONA2101011017:SEG 4.253e+02 2.539e+03 0.168 0.866985
## ZONA2101011018:SEG 6.630e+02 1.708e+03 0.388 0.697938
## ZONA2101011019:SEG -2.187e+02 1.631e+02 -1.341 0.180058
## ZONA2101011020:SEG 6.398e+01 4.139e+02 0.155 0.877167
## ZONA2101011021:SEG -2.258e+03 2.107e+03 -1.072 0.283925
## ZONA2101011022:SEG 1.952e+02 5.489e+02 0.356 0.722164
## ZONA2101021001:SEG 1.151e+02 1.696e+02 0.679 0.497210
## ZONA2101021002:SEG 3.850e+01 4.011e+01 0.960 0.337273
## ZONA2101021003:SEG -9.287e+01 4.327e+01 -2.146 0.031955 *
## ZONA2101021004:SEG -7.481e+01 6.165e+01 -1.213 0.225116
## ZONA2101021005:SEG -7.303e+00 1.803e+01 -0.405 0.685460
## ZONA2101031001:SEG -8.157e+00 6.529e+01 -0.125 0.900591
## ZONA2101031002:SEG 3.441e+01 7.973e+01 0.432 0.666111
## ZONA2101031003:SEG -5.165e+01 2.160e+02 -0.239 0.811036
## ZONA2101031004:SEG -3.783e+01 7.095e+01 -0.533 0.593908
## ZONA2101031005:SEG 2.767e+01 5.103e+01 0.542 0.587727
## ZONA2101031006:SEG 2.512e+01 4.619e+01 0.544 0.586596
## ZONA2101041001:SEG -1.759e+01 4.692e+01 -0.375 0.707830
## ZONA2101041002:SEG 1.522e+02 1.960e+02 0.776 0.437549
## ZONA2101041003:SEG -3.317e+01 3.128e+02 -0.106 0.915561
## ZONA2101041004:SEG 1.793e+02 2.228e+02 0.805 0.421132
## ZONA2101041005:SEG 5.219e+00 1.737e+01 0.301 0.763825
## ZONA2101051001:SEG 9.008e+01 9.883e+01 0.911 0.362165
## ZONA2101051002:SEG -4.043e+01 2.128e+01 -1.900 0.057633 .
## ZONA2101051003:SEG -2.025e+01 1.508e+01 -1.343 0.179427
## ZONA2101061001:SEG 5.629e+01 4.954e+01 1.136 0.256005
## ZONA2101061002:SEG 1.607e+04 2.416e+04 0.665 0.505971
## ZONA2101061003:SEG 8.442e+01 2.451e+02 0.344 0.730532
## ZONA2101071001:SEG 2.262e+01 4.201e+01 0.538 0.590368
## ZONA2101071002:SEG -3.437e+01 1.270e+02 -0.271 0.786718
## ZONA2101071003:SEG -8.573e+01 3.583e+01 -2.392 0.016823 *
## ZONA2101071004:SEG -4.172e+01 6.895e+01 -0.605 0.545177
## ZONA2101071005:SEG -5.929e+01 3.580e+01 -1.656 0.097795 .
## ZONA2101081001:SEG -3.607e+03 2.488e+03 -1.450 0.147243
## ZONA2101081002:SEG 9.353e+01 1.721e+01 5.434 6.15e-08 ***
## ZONA2101081003:SEG -1.363e+02 1.747e+02 -0.780 0.435367
## ZONA2101081004:SEG 9.386e+01 1.173e+02 0.800 0.423862
## ZONA2101091001:SEG -2.549e+02 1.084e+02 -2.351 0.018833 *
## ZONA2101091002:SEG 5.883e+01 7.723e+01 0.762 0.446301
## ZONA2101091003:SEG -5.345e+02 4.186e+03 -0.128 0.898411
## ZONA2101091004:SEG -1.688e+02 2.039e+02 -0.828 0.407883
## ZONA2101091005:SEG 9.364e+02 2.030e+02 4.613 4.22e-06 ***
## ZONA2101091006:SEG NA NA NA NA
## ZONA2101091007:SEG -1.358e+02 3.767e+02 -0.361 0.718491
## ZONA2101091008:SEG -1.763e+02 8.302e+03 -0.021 0.983062
## ZONA2101091009:SEG -5.342e+01 5.819e+02 -0.092 0.926858
## ZONA2101091010:SEG -1.448e+02 3.074e+02 -0.471 0.637637
## ZONA2101101001:SEG 3.496e+02 7.149e+01 4.890 1.08e-06 ***
## ZONA2101101002:SEG 1.398e+03 8.628e+02 1.621 0.105214
## ZONA2101101003:SEG -2.324e+03 7.396e+02 -3.142 0.001703 **
## ZONA2101141001:SEG 8.640e+00 9.570e+00 0.903 0.366751
## ZONA2101141002:SEG 6.272e+00 4.586e+01 0.137 0.891230
## ZONA2101141003:SEG -2.589e+02 3.574e+02 -0.724 0.468910
## ZONA2101141004:SEG 3.466e+01 8.976e+01 0.386 0.699435
## ZONA2101141005:SEG 6.165e+01 5.740e+01 1.074 0.282939
## ZONA2101141006:SEG -2.688e+01 2.135e+01 -1.259 0.208131
## ZONA2101141007:SEG 8.654e+02 8.409e+02 1.029 0.303510
## ZONA2101141008:SEG 1.749e+02 1.872e+02 0.934 0.350204
## ZONA2101141009:SEG -1.172e+02 5.558e+01 -2.109 0.035062 *
## ZONA2101151001:SEG -4.224e+01 6.565e+01 -0.644 0.519954
## ZONA2101151002:SEG 1.027e+01 2.194e+01 0.468 0.639765
## ZONA2101151003:SEG -4.229e+00 1.599e+01 -0.264 0.791466
## ZONA2101151004:SEG -4.744e+01 3.822e+01 -1.241 0.214680
## ZONA2101161001:SEG -1.453e+02 7.928e+01 -1.833 0.066898 .
## ZONA2101161002:SEG 9.538e+00 5.991e+01 0.159 0.873532
## ZONA2101161003:SEG -8.187e+01 9.392e+01 -0.872 0.383469
## ZONA2101161004:SEG -1.694e+01 4.205e+01 -0.403 0.687184
## ZONA2101161005:SEG NA NA NA NA
## ZONA2101171001:SEG -7.745e+00 6.111e+01 -0.127 0.899148
## ZONA2101171002:SEG -1.277e+01 4.415e+01 -0.289 0.772403
## ZONA2101171003:SEG 1.888e+02 8.529e+01 2.213 0.026991 *
## ZONA2101171004:SEG -6.358e+01 3.358e+01 -1.893 0.058478 .
## ZONA2101181001:SEG -2.386e+01 4.558e+01 -0.523 0.600758
## ZONA2101181002:SEG 1.514e+00 2.053e+01 0.074 0.941225
## ZONA2101181003:SEG 2.292e+01 3.917e+01 0.585 0.558586
## ZONA2101181004:SEG -5.628e+00 1.082e+01 -0.520 0.603106
## ZONA2101011001:avaluo_ln -5.937e+02 5.081e+02 -1.168 0.242753
## ZONA2101011002:avaluo_ln 4.943e+01 1.756e+02 0.282 0.778349
## ZONA2101011003:avaluo_ln -6.698e+02 1.142e+03 -0.587 0.557455
## ZONA2101011004:avaluo_ln -4.596e+02 3.135e+02 -1.466 0.142852
## ZONA2101011005:avaluo_ln NA NA NA NA
## ZONA2101011008:avaluo_ln 5.143e+01 5.598e+02 0.092 0.926807
## ZONA2101011009:avaluo_ln -1.051e+02 1.154e+03 -0.091 0.927444
## ZONA2101011010:avaluo_ln 5.271e+02 1.015e+03 0.519 0.603481
## ZONA2101011011:avaluo_ln 2.491e+03 3.951e+03 0.631 0.528375
## ZONA2101011012:avaluo_ln 5.619e+03 7.850e+03 0.716 0.474214
## ZONA2101011013:avaluo_ln 8.098e+04 4.170e+05 0.194 0.846043
## ZONA2101011014:avaluo_ln 2.288e+02 4.837e+02 0.473 0.636211
## ZONA2101011015:avaluo_ln -7.088e+03 6.588e+03 -1.076 0.282086
## ZONA2101011016:avaluo_ln -2.069e+03 7.891e+02 -2.622 0.008814 **
## ZONA2101011017:avaluo_ln 5.535e+03 7.265e+03 0.762 0.446217
## ZONA2101011018:avaluo_ln -3.485e+03 9.919e+03 -0.351 0.725364
## ZONA2101011019:avaluo_ln 6.067e+02 2.774e+03 0.219 0.826897
## ZONA2101011020:avaluo_ln -8.480e+02 2.021e+04 -0.042 0.966533
## ZONA2101011021:avaluo_ln -1.204e+04 1.072e+04 -1.123 0.261427
## ZONA2101011022:avaluo_ln 6.114e+03 4.818e+03 1.269 0.204618
## ZONA2101021001:avaluo_ln -8.747e+00 1.735e+03 -0.005 0.995977
## ZONA2101021002:avaluo_ln -4.042e+01 8.323e+02 -0.049 0.961269
## ZONA2101021003:avaluo_ln 4.880e+02 9.524e+02 0.512 0.608446
## ZONA2101021004:avaluo_ln 4.617e+01 1.518e+03 0.030 0.975739
## ZONA2101021005:avaluo_ln 1.737e+01 1.498e+03 0.012 0.990748
## ZONA2101031001:avaluo_ln 1.299e+03 1.622e+03 0.801 0.423270
## ZONA2101031002:avaluo_ln -5.707e+02 9.748e+02 -0.585 0.558306
## ZONA2101031003:avaluo_ln -2.818e+02 4.024e+03 -0.070 0.944170
## ZONA2101031004:avaluo_ln -5.208e+02 6.569e+02 -0.793 0.427989
## ZONA2101031005:avaluo_ln 8.781e+01 2.161e+02 0.406 0.684502
## ZONA2101031006:avaluo_ln -2.155e+02 5.498e+02 -0.392 0.695157
## ZONA2101041001:avaluo_ln 1.330e+03 1.083e+03 1.228 0.219584
## ZONA2101041002:avaluo_ln 5.003e+02 1.252e+03 0.400 0.689498
## ZONA2101041003:avaluo_ln 8.979e+02 1.634e+03 0.549 0.582785
## ZONA2101041004:avaluo_ln 9.221e+03 5.526e+03 1.669 0.095341 .
## ZONA2101041005:avaluo_ln 1.418e+03 1.238e+03 1.146 0.252093
## ZONA2101051001:avaluo_ln -1.056e+02 3.434e+02 -0.308 0.758458
## ZONA2101051002:avaluo_ln -7.479e+02 4.096e+02 -1.826 0.067991 .
## ZONA2101051003:avaluo_ln -5.713e+02 4.524e+02 -1.263 0.206809
## ZONA2101061001:avaluo_ln 7.083e+02 2.171e+02 3.262 0.001123 **
## ZONA2101061002:avaluo_ln -2.746e+03 3.837e+03 -0.716 0.474294
## ZONA2101061003:avaluo_ln -4.924e+02 1.243e+03 -0.396 0.692045
## ZONA2101071001:avaluo_ln -5.357e+02 1.910e+03 -0.280 0.779179
## ZONA2101071002:avaluo_ln 6.688e+02 6.536e+02 1.023 0.306343
## ZONA2101071003:avaluo_ln -5.426e+02 3.246e+02 -1.671 0.094779 .
## ZONA2101071004:avaluo_ln -2.282e+03 7.297e+02 -3.127 0.001787 **
## ZONA2101071005:avaluo_ln -3.513e+02 1.462e+03 -0.240 0.810063
## ZONA2101081001:avaluo_ln 1.722e+04 9.830e+03 1.752 0.079873 .
## ZONA2101081002:avaluo_ln 1.055e+02 3.768e+02 0.280 0.779597
## ZONA2101081003:avaluo_ln -4.692e+03 5.006e+03 -0.937 0.348768
## ZONA2101081004:avaluo_ln 3.199e+03 5.401e+03 0.592 0.553736
## ZONA2101091001:avaluo_ln -5.266e+02 3.455e+02 -1.524 0.127623
## ZONA2101091002:avaluo_ln 6.291e+00 1.047e+03 0.006 0.995205
## ZONA2101091003:avaluo_ln 1.955e+03 2.597e+03 0.753 0.451571
## ZONA2101091004:avaluo_ln -2.987e+03 6.784e+02 -4.403 1.12e-05 ***
## ZONA2101091005:avaluo_ln 8.825e+02 7.869e+02 1.121 0.262222
## ZONA2101091006:avaluo_ln NA NA NA NA
## ZONA2101091007:avaluo_ln -9.526e+01 1.905e+03 -0.050 0.960128
## ZONA2101091008:avaluo_ln -2.777e+03 6.853e+04 -0.041 0.967676
## ZONA2101091009:avaluo_ln 9.789e+02 1.131e+03 0.865 0.387019
## ZONA2101091010:avaluo_ln 2.969e+03 2.869e+03 1.035 0.300947
## ZONA2101101001:avaluo_ln -1.528e+03 3.344e+02 -4.570 5.17e-06 ***
## ZONA2101101002:avaluo_ln 5.098e+01 5.304e+02 0.096 0.923427
## ZONA2101101003:avaluo_ln 3.230e+02 1.293e+03 0.250 0.802813
## ZONA2101141001:avaluo_ln 1.180e+03 1.179e+03 1.001 0.317047
## ZONA2101141002:avaluo_ln 7.896e+02 6.958e+02 1.135 0.256530
## ZONA2101141003:avaluo_ln 2.761e+02 1.203e+03 0.229 0.818558
## ZONA2101141004:avaluo_ln 5.241e+02 7.019e+02 0.747 0.455321
## ZONA2101141005:avaluo_ln -1.531e+03 1.729e+03 -0.885 0.376014
## ZONA2101141006:avaluo_ln 9.754e+01 6.631e+02 0.147 0.883072
## ZONA2101141007:avaluo_ln 5.945e+02 5.051e+03 0.118 0.906310
## ZONA2101141008:avaluo_ln -2.425e+02 6.892e+02 -0.352 0.725012
## ZONA2101141009:avaluo_ln -8.031e+02 4.156e+02 -1.932 0.053434 .
## ZONA2101151001:avaluo_ln 1.582e+02 2.294e+03 0.069 0.945021
## ZONA2101151002:avaluo_ln 1.233e+03 1.086e+03 1.135 0.256504
## ZONA2101151003:avaluo_ln -3.024e+02 6.593e+02 -0.459 0.646547
## ZONA2101151004:avaluo_ln 2.964e+02 4.158e+02 0.713 0.475979
## ZONA2101161001:avaluo_ln -1.304e+02 1.057e+03 -0.123 0.901788
## ZONA2101161002:avaluo_ln 5.224e+01 6.247e+02 0.084 0.933356
## ZONA2101161003:avaluo_ln 2.475e+02 1.219e+03 0.203 0.839071
## ZONA2101161004:avaluo_ln -2.633e+02 3.791e+02 -0.695 0.487420
## ZONA2101161005:avaluo_ln NA NA NA NA
## ZONA2101171001:avaluo_ln 4.247e+01 1.569e+03 0.027 0.978414
## ZONA2101171002:avaluo_ln -7.389e+02 5.928e+02 -1.246 0.212749
## ZONA2101171003:avaluo_ln -1.701e+03 1.127e+03 -1.509 0.131534
## ZONA2101171004:avaluo_ln -1.167e+02 4.752e+02 -0.246 0.806062
## ZONA2101181001:avaluo_ln 5.062e+01 6.632e+02 0.076 0.939164
## ZONA2101181002:avaluo_ln -1.154e+02 3.367e+02 -0.343 0.731835
## ZONA2101181003:avaluo_ln 9.634e+02 1.058e+03 0.910 0.362832
## ZONA2101181004:avaluo_ln 1.699e+01 3.741e+02 0.045 0.963783
## ZONA2101011001:SIMCE 6.556e+01 3.860e+01 1.698 0.089575 .
## ZONA2101011002:SIMCE 4.103e+01 4.180e+01 0.982 0.326415
## ZONA2101011003:SIMCE -4.588e+01 8.914e+01 -0.515 0.606810
## ZONA2101011004:SIMCE -7.567e+02 4.008e+02 -1.888 0.059142 .
## ZONA2101011005:SIMCE NA NA NA NA
## ZONA2101011008:SIMCE 7.046e+00 1.649e+01 0.427 0.669182
## ZONA2101011009:SIMCE -4.874e+01 2.837e+01 -1.718 0.085943 .
## ZONA2101011010:SIMCE -3.104e+01 6.863e+01 -0.452 0.651111
## ZONA2101011011:SIMCE -1.149e+03 1.730e+03 -0.664 0.506887
## ZONA2101011012:SIMCE 1.062e+03 1.423e+03 0.747 0.455424
## ZONA2101011013:SIMCE 1.254e+03 7.384e+03 0.170 0.865116
## ZONA2101011014:SIMCE -1.137e+02 6.930e+01 -1.641 0.100895
## ZONA2101011015:SIMCE -9.643e+03 1.363e+04 -0.708 0.479263
## ZONA2101011016:SIMCE 1.064e+02 3.766e+02 0.282 0.777637
## ZONA2101011017:SIMCE 9.563e+03 2.265e+04 0.422 0.672940
## ZONA2101011018:SIMCE -1.123e+03 2.895e+03 -0.388 0.698259
## ZONA2101011019:SIMCE -5.253e+02 1.017e+03 -0.516 0.605595
## ZONA2101011020:SIMCE NA NA NA NA
## ZONA2101011021:SIMCE 1.638e+02 1.320e+02 1.241 0.214719
## ZONA2101011022:SIMCE -5.158e+02 5.385e+02 -0.958 0.338270
## ZONA2101021001:SIMCE -1.005e+02 7.031e+01 -1.429 0.153250
## ZONA2101021002:SIMCE 1.087e+01 9.362e+01 0.116 0.907563
## ZONA2101021003:SIMCE 4.194e+01 5.748e+02 0.073 0.941839
## ZONA2101021004:SIMCE -4.281e+00 6.648e+01 -0.064 0.948664
## ZONA2101021005:SIMCE -1.734e+02 5.791e+02 -0.299 0.764606
## ZONA2101031001:SIMCE -4.022e+01 3.283e+01 -1.225 0.220685
## ZONA2101031002:SIMCE 4.997e+00 1.020e+02 0.049 0.960931
## ZONA2101031003:SIMCE 2.085e+01 1.660e+02 0.126 0.900089
## ZONA2101031004:SIMCE 1.291e+01 1.788e+01 0.722 0.470342
## ZONA2101031005:SIMCE 8.564e+01 5.128e+01 1.670 0.095032 .
## ZONA2101031006:SIMCE 4.018e+01 9.946e+01 0.404 0.686284
## ZONA2101041001:SIMCE 3.556e+01 8.650e+01 0.411 0.681096
## ZONA2101041002:SIMCE 2.698e+01 6.388e+01 0.422 0.672772
## ZONA2101041003:SIMCE -4.767e+01 1.724e+02 -0.276 0.782223
## ZONA2101041004:SIMCE 3.873e+02 2.940e+02 1.317 0.187889
## ZONA2101041005:SIMCE 7.567e+01 3.028e+02 0.250 0.802695
## ZONA2101051001:SIMCE -1.998e+01 3.525e+01 -0.567 0.571001
## ZONA2101051002:SIMCE 4.483e+01 5.645e+01 0.794 0.427217
## ZONA2101051003:SIMCE -6.098e+01 9.094e+01 -0.671 0.502555
## ZONA2101061001:SIMCE 1.723e+01 1.246e+01 1.383 0.166711
## ZONA2101061002:SIMCE 1.810e+03 2.439e+03 0.742 0.458008
## ZONA2101061003:SIMCE 6.913e+00 1.882e+01 0.367 0.713390
## ZONA2101071001:SIMCE 4.211e+01 5.617e+01 0.750 0.453515
## ZONA2101071002:SIMCE -3.200e+01 9.246e+01 -0.346 0.729257
## ZONA2101071003:SIMCE -2.979e+01 1.477e+01 -2.017 0.043784 *
## ZONA2101071004:SIMCE 5.536e+01 2.992e+01 1.850 0.064423 .
## ZONA2101071005:SIMCE 8.899e+01 3.955e+01 2.250 0.024539 *
## ZONA2101081001:SIMCE -3.254e+03 2.009e+03 -1.620 0.105428
## ZONA2101081002:SIMCE 2.226e+02 8.093e+01 2.751 0.005994 **
## ZONA2101081003:SIMCE -4.638e+01 6.663e+01 -0.696 0.486475
## ZONA2101081004:SIMCE 1.337e+01 5.554e+01 0.241 0.809866
## ZONA2101091001:SIMCE -1.693e+01 1.045e+01 -1.619 0.105620
## ZONA2101091002:SIMCE -8.890e+01 4.379e+01 -2.030 0.042457 *
## ZONA2101091003:SIMCE 9.102e+02 6.156e+03 0.148 0.882475
## ZONA2101091004:SIMCE 4.481e+02 3.641e+02 1.231 0.218484
## ZONA2101091005:SIMCE 8.468e+01 7.789e+01 1.087 0.277110
## ZONA2101091006:SIMCE NA NA NA NA
## ZONA2101091007:SIMCE 2.306e+02 1.216e+03 0.190 0.849567
## ZONA2101091008:SIMCE -2.253e+02 1.111e+03 -0.203 0.839356
## ZONA2101091009:SIMCE 3.830e+01 2.562e+02 0.149 0.881204
## ZONA2101091010:SIMCE -1.000e+03 1.789e+03 -0.559 0.576126
## ZONA2101101001:SIMCE -1.457e+02 5.468e+01 -2.665 0.007748 **
## ZONA2101101002:SIMCE -3.401e+02 1.851e+02 -1.838 0.066248 .
## ZONA2101101003:SIMCE -7.423e+02 3.485e+02 -2.130 0.033303 *
## ZONA2101141001:SIMCE -5.484e+00 3.262e+01 -0.168 0.866505
## ZONA2101141002:SIMCE -4.343e-01 1.407e+01 -0.031 0.975386
## ZONA2101141003:SIMCE 1.750e+02 9.059e+01 1.932 0.053533 .
## ZONA2101141004:SIMCE 1.983e+01 2.112e+01 0.939 0.347948
## ZONA2101141005:SIMCE 7.637e+01 4.275e+01 1.786 0.074185 .
## ZONA2101141006:SIMCE 2.907e+01 3.073e+01 0.946 0.344191
## ZONA2101141007:SIMCE 1.902e+02 2.848e+02 0.668 0.504370
## ZONA2101141008:SIMCE -1.527e+01 4.869e+01 -0.314 0.753783
## ZONA2101141009:SIMCE 6.048e+01 3.477e+01 1.739 0.082122 .
## ZONA2101151001:SIMCE 5.783e+03 1.605e+03 3.603 0.000322 ***
## ZONA2101151002:SIMCE -5.580e+00 8.295e+00 -0.673 0.501228
## ZONA2101151003:SIMCE -1.615e+01 2.952e+01 -0.547 0.584338
## ZONA2101151004:SIMCE -8.219e+01 1.243e+02 -0.661 0.508579
## ZONA2101161001:SIMCE -6.680e+00 6.155e+01 -0.109 0.913583
## ZONA2101161002:SIMCE 4.917e+01 1.319e+02 0.373 0.709450
## ZONA2101161003:SIMCE 8.128e+01 8.810e+01 0.923 0.356321
## ZONA2101161004:SIMCE -4.826e+00 4.908e+01 -0.098 0.921680
## ZONA2101161005:SIMCE NA NA NA NA
## ZONA2101171001:SIMCE -7.418e+02 1.904e+03 -0.390 0.696931
## ZONA2101171002:SIMCE -7.761e+01 1.674e+02 -0.464 0.642968
## ZONA2101171003:SIMCE 8.734e+00 3.270e+01 0.267 0.789402
## ZONA2101171004:SIMCE -7.214e+00 2.657e+01 -0.272 0.786033
## ZONA2101181001:SIMCE -2.135e+01 1.241e+02 -0.172 0.863361
## ZONA2101181002:SIMCE 2.864e+01 4.143e+01 0.691 0.489460
## ZONA2101181003:SIMCE -1.047e+02 3.556e+02 -0.294 0.768425
## ZONA2101181004:SIMCE 2.784e+01 8.330e+01 0.334 0.738275
## ZONA2101011001:comp_3km -1.923e+02 1.166e+02 -1.649 0.099281 .
## ZONA2101011002:comp_3km -1.511e+02 1.419e+02 -1.065 0.287037
## ZONA2101011003:comp_3km 3.943e+02 2.951e+02 1.336 0.181591
## ZONA2101011004:comp_3km -8.275e+01 3.670e+01 -2.254 0.024270 *
## ZONA2101011005:comp_3km NA NA NA NA
## ZONA2101011008:comp_3km -3.248e+01 6.261e+01 -0.519 0.603999
## ZONA2101011009:comp_3km 1.927e+02 1.607e+02 1.199 0.230591
## ZONA2101011010:comp_3km 1.098e+02 1.881e+02 0.584 0.559470
## ZONA2101011011:comp_3km -3.808e+02 1.152e+04 -0.033 0.973641
## ZONA2101011012:comp_3km -3.807e+03 2.923e+03 -1.302 0.192889
## ZONA2101011013:comp_3km 1.424e+04 7.084e+04 0.201 0.840684
## ZONA2101011014:comp_3km -1.484e+02 1.118e+02 -1.328 0.184263
## ZONA2101011015:comp_3km 8.326e+03 1.430e+04 0.582 0.560452
## ZONA2101011016:comp_3km -1.682e+02 3.370e+02 -0.499 0.617742
## ZONA2101011017:comp_3km -1.363e+03 5.196e+03 -0.262 0.793042
## ZONA2101011018:comp_3km 5.964e+02 1.518e+03 0.393 0.694338
## ZONA2101011019:comp_3km 3.031e+02 3.267e+02 0.928 0.353755
## ZONA2101011020:comp_3km NA NA NA NA
## ZONA2101011021:comp_3km 1.376e+03 1.316e+03 1.046 0.295826
## ZONA2101011022:comp_3km 4.542e+02 6.472e+02 0.702 0.482894
## ZONA2101021001:comp_3km 1.185e+02 1.177e+02 1.007 0.314232
## ZONA2101021002:comp_3km -1.613e+01 3.412e+01 -0.473 0.636461
## ZONA2101021003:comp_3km 4.375e+01 1.562e+02 0.280 0.779397
## ZONA2101021004:comp_3km -1.205e+02 6.847e+01 -1.760 0.078585 .
## ZONA2101021005:comp_3km -3.651e+01 1.869e+02 -0.195 0.845165
## ZONA2101031001:comp_3km 3.673e+00 5.411e+01 0.068 0.945894
## ZONA2101031002:comp_3km 7.693e+01 7.238e+01 1.063 0.288009
## ZONA2101031003:comp_3km NA NA NA NA
## ZONA2101031004:comp_3km -7.370e-01 1.549e+00 -0.476 0.634228
## ZONA2101031005:comp_3km -5.544e+00 3.971e+00 -1.396 0.162876
## ZONA2101031006:comp_3km -1.381e+01 2.190e+01 -0.631 0.528234
## ZONA2101041001:comp_3km 2.193e+01 1.969e+01 1.114 0.265542
## ZONA2101041002:comp_3km 6.290e+00 3.691e+01 0.170 0.864723
## ZONA2101041003:comp_3km -3.377e+01 1.197e+02 -0.282 0.777865
## ZONA2101041004:comp_3km -2.725e+01 1.446e+02 -0.188 0.850536
## ZONA2101041005:comp_3km -5.021e+01 2.332e+02 -0.215 0.829500
## ZONA2101051001:comp_3km -4.159e+00 1.350e+01 -0.308 0.758027
## ZONA2101051002:comp_3km -3.186e+00 2.941e+00 -1.083 0.278737
## ZONA2101051003:comp_3km 2.414e-01 1.902e+00 0.127 0.898997
## ZONA2101061001:comp_3km -6.299e+00 2.086e+00 -3.019 0.002564 **
## ZONA2101061002:comp_3km -4.187e-01 6.937e+01 -0.006 0.995185
## ZONA2101061003:comp_3km -3.979e-01 1.954e+00 -0.204 0.838648
## ZONA2101071001:comp_3km 3.225e-01 6.493e-01 0.497 0.619418
## ZONA2101071002:comp_3km 4.800e+00 6.571e+00 0.730 0.465178
## ZONA2101071003:comp_3km -1.856e+00 1.195e+00 -1.553 0.120480
## ZONA2101071004:comp_3km -5.381e-01 8.112e-01 -0.663 0.507136
## ZONA2101071005:comp_3km -2.197e+00 5.755e+00 -0.382 0.702628
## ZONA2101081001:comp_3km 4.610e+01 2.921e+01 1.578 0.114651
## ZONA2101081002:comp_3km -4.462e+00 1.497e+00 -2.981 0.002905 **
## ZONA2101081003:comp_3km -3.897e-02 1.575e+00 -0.025 0.980257
## ZONA2101081004:comp_3km 3.280e-01 1.279e+00 0.256 0.797668
## ZONA2101091001:comp_3km 3.258e+01 6.534e+00 4.986 6.68e-07 ***
## ZONA2101091002:comp_3km -8.731e+00 9.658e+00 -0.904 0.366064
## ZONA2101091003:comp_3km 1.467e+02 1.082e+03 0.136 0.892169
## ZONA2101091004:comp_3km -1.122e+01 1.058e+01 -1.060 0.289096
## ZONA2101091005:comp_3km 2.961e+01 1.075e+01 2.755 0.005918 **
## ZONA2101091006:comp_3km NA NA NA NA
## ZONA2101091007:comp_3km 4.732e+01 1.144e+02 0.414 0.679188
## ZONA2101091008:comp_3km 2.189e+01 1.375e+02 0.159 0.873544
## ZONA2101091009:comp_3km 5.830e+00 2.542e+01 0.229 0.818633
## ZONA2101091010:comp_3km 4.742e+01 6.792e+01 0.698 0.485178
## ZONA2101101001:comp_3km -5.933e+02 1.500e+02 -3.954 7.94e-05 ***
## ZONA2101101002:comp_3km 9.920e+02 5.098e+02 1.946 0.051793 .
## ZONA2101101003:comp_3km 3.467e+01 7.423e+01 0.467 0.640459
## ZONA2101141001:comp_3km 1.218e+02 4.913e+01 2.478 0.013281 *
## ZONA2101141002:comp_3km -3.857e+01 5.120e+01 -0.753 0.451419
## ZONA2101141003:comp_3km -8.077e+02 6.153e+02 -1.313 0.189402
## ZONA2101141004:comp_3km 2.768e+01 7.095e+01 0.390 0.696425
## ZONA2101141005:comp_3km -1.407e+02 1.049e+02 -1.342 0.179840
## ZONA2101141006:comp_3km 2.488e+01 1.490e+02 0.167 0.867367
## ZONA2101141007:comp_3km 1.651e+02 2.330e+02 0.709 0.478640
## ZONA2101141008:comp_3km 9.517e+01 7.388e+01 1.288 0.197802
## ZONA2101141009:comp_3km 5.207e+01 4.418e+01 1.179 0.238721
## ZONA2101151001:comp_3km 1.900e+03 6.817e+02 2.787 0.005360 **
## ZONA2101151002:comp_3km -6.514e+01 3.613e+01 -1.803 0.071568 .
## ZONA2101151003:comp_3km 2.506e+02 1.012e+02 2.477 0.013316 *
## ZONA2101151004:comp_3km 1.420e+02 6.969e+01 2.038 0.041659 *
## ZONA2101161001:comp_3km -2.465e+02 1.197e+02 -2.059 0.039660 *
## ZONA2101161002:comp_3km -2.356e+00 3.929e+01 -0.060 0.952197
## ZONA2101161003:comp_3km -1.808e+00 6.898e+01 -0.026 0.979092
## ZONA2101161004:comp_3km 4.589e+01 4.536e+01 1.012 0.311804
## ZONA2101161005:comp_3km NA NA NA NA
## ZONA2101171001:comp_3km 5.032e+02 1.411e+03 0.357 0.721342
## ZONA2101171002:comp_3km 6.147e+01 1.055e+02 0.583 0.560013
## ZONA2101171003:comp_3km -3.564e+01 2.959e+01 -1.205 0.228429
## ZONA2101171004:comp_3km 6.134e+01 3.910e+01 1.569 0.116869
## ZONA2101181001:comp_3km 8.636e+00 1.816e+01 0.476 0.634355
## ZONA2101181002:comp_3km -2.635e+01 2.256e+01 -1.168 0.242967
## ZONA2101181003:comp_3km 1.878e+00 3.338e+01 0.056 0.955132
## ZONA2101181004:comp_3km 1.078e+00 2.132e+01 0.051 0.959680
## ZONA2101011001:ac_buses -1.293e-01 9.141e-02 -1.415 0.157358
## ZONA2101011002:ac_buses -2.331e-02 9.212e-02 -0.253 0.800236
## ZONA2101011003:ac_buses 9.111e-02 2.778e-01 0.328 0.742976
## ZONA2101011004:ac_buses -2.817e-01 1.282e-01 -2.197 0.028111 *
## ZONA2101011005:ac_buses NA NA NA NA
## ZONA2101011008:ac_buses 2.664e-03 1.567e-01 0.017 0.986437
## ZONA2101011009:ac_buses 1.003e-01 1.529e-01 0.656 0.512062
## ZONA2101011010:ac_buses -9.275e-02 3.008e-01 -0.308 0.757831
## ZONA2101011011:ac_buses 2.479e-01 2.062e-01 1.202 0.229409
## ZONA2101011012:ac_buses 3.139e-01 4.544e-01 0.691 0.489745
## ZONA2101011013:ac_buses NA NA NA NA
## ZONA2101011014:ac_buses -8.380e-02 1.061e-01 -0.790 0.429683
## ZONA2101011015:ac_buses 7.398e-01 6.582e-01 1.124 0.261196
## ZONA2101011016:ac_buses -7.184e-02 2.501e-01 -0.287 0.773986
## ZONA2101011017:ac_buses NA NA NA NA
## ZONA2101011018:ac_buses 1.675e+00 2.822e+00 0.593 0.553018
## ZONA2101011019:ac_buses NA NA NA NA
## ZONA2101011020:ac_buses NA NA NA NA
## ZONA2101011021:ac_buses 1.295e-01 3.177e-01 0.408 0.683572
## ZONA2101011022:ac_buses 1.502e-01 3.967e-01 0.379 0.705049
## ZONA2101021001:ac_buses -7.047e-03 9.076e-02 -0.078 0.938117
## ZONA2101021002:ac_buses 2.071e-01 1.321e-01 1.567 0.117158
## ZONA2101021003:ac_buses 1.816e-01 1.895e-01 0.958 0.338052
## ZONA2101021004:ac_buses 9.131e-02 6.196e-02 1.474 0.140698
## ZONA2101021005:ac_buses -2.320e-02 1.333e-01 -0.174 0.861838
## ZONA2101031001:ac_buses -3.680e-01 2.185e-01 -1.684 0.092289 .
## ZONA2101031002:ac_buses -6.600e-02 2.989e-01 -0.221 0.825256
## ZONA2101031003:ac_buses NA NA NA NA
## ZONA2101031004:ac_buses 7.953e-03 2.063e-01 0.039 0.969259
## ZONA2101031005:ac_buses -8.174e-02 9.162e-02 -0.892 0.372383
## ZONA2101031006:ac_buses -2.020e-01 3.734e-01 -0.541 0.588650
## ZONA2101041001:ac_buses -2.918e-02 6.989e-02 -0.418 0.676351
## ZONA2101041002:ac_buses 6.665e-02 1.080e-01 0.617 0.537110
## ZONA2101041003:ac_buses -1.180e-02 4.217e-01 -0.028 0.977689
## ZONA2101041004:ac_buses 8.516e-02 2.292e-01 0.372 0.710197
## ZONA2101041005:ac_buses -1.066e-01 1.039e-01 -1.026 0.305049
## ZONA2101051001:ac_buses 1.999e-01 2.062e-01 0.969 0.332493
## ZONA2101051002:ac_buses -1.558e-02 1.738e-01 -0.090 0.928570
## ZONA2101051003:ac_buses -1.827e-02 1.981e-01 -0.092 0.926513
## ZONA2101061001:ac_buses 1.412e-01 4.657e-02 3.031 0.002467 **
## ZONA2101061002:ac_buses -4.752e+00 6.977e+00 -0.681 0.495850
## ZONA2101061003:ac_buses 1.475e-01 1.413e-01 1.044 0.296792
## ZONA2101071001:ac_buses 5.782e-03 8.777e-02 0.066 0.947481
## ZONA2101071002:ac_buses 3.841e-03 1.491e-01 0.026 0.979456
## ZONA2101071003:ac_buses 7.717e-02 5.957e-02 1.295 0.195294
## ZONA2101071004:ac_buses -8.691e-02 1.038e-01 -0.837 0.402687
## ZONA2101071005:ac_buses 3.753e-02 2.271e-01 0.165 0.868777
## ZONA2101081001:ac_buses -1.851e+00 1.700e+00 -1.089 0.276384
## ZONA2101081002:ac_buses -3.007e-01 8.267e-02 -3.638 0.000282 ***
## ZONA2101081003:ac_buses -1.030e-01 1.404e-01 -0.734 0.463140
## ZONA2101081004:ac_buses -6.426e-02 3.017e-01 -0.213 0.831327
## ZONA2101091001:ac_buses -3.572e-01 1.222e-01 -2.922 0.003513 **
## ZONA2101091002:ac_buses -4.758e-01 1.373e-01 -3.464 0.000543 ***
## ZONA2101091003:ac_buses -7.693e-02 4.871e+00 -0.016 0.987402
## ZONA2101091004:ac_buses -3.094e-01 1.405e-01 -2.202 0.027770 *
## ZONA2101091005:ac_buses 7.027e-02 1.264e-01 0.556 0.578355
## ZONA2101091006:ac_buses NA NA NA NA
## ZONA2101091007:ac_buses 5.654e-02 7.074e-01 0.080 0.936302
## ZONA2101091008:ac_buses 1.050e+00 7.557e+00 0.139 0.889464
## ZONA2101091009:ac_buses 2.395e-01 4.246e-01 0.564 0.572798
## ZONA2101091010:ac_buses -1.828e-01 2.350e-01 -0.778 0.436806
## ZONA2101101001:ac_buses -1.035e-01 1.197e-01 -0.864 0.387460
## ZONA2101101002:ac_buses 7.085e-01 1.922e-01 3.687 0.000233 ***
## ZONA2101101003:ac_buses -5.945e-01 4.910e-01 -1.211 0.226128
## ZONA2101141001:ac_buses 3.496e-01 1.140e-01 3.068 0.002185 **
## ZONA2101141002:ac_buses 9.263e-02 9.639e-02 0.961 0.336664
## ZONA2101141003:ac_buses -6.301e-02 2.264e-01 -0.278 0.780793
## ZONA2101141004:ac_buses -1.451e-01 8.513e-02 -1.705 0.088415 .
## ZONA2101141005:ac_buses -3.195e-01 2.417e-01 -1.322 0.186285
## ZONA2101141006:ac_buses 2.036e-01 1.117e-01 1.823 0.068512 .
## ZONA2101141007:ac_buses 3.153e-01 3.166e-01 0.996 0.319391
## ZONA2101141008:ac_buses -1.660e-01 2.588e-01 -0.641 0.521450
## ZONA2101141009:ac_buses -1.538e-02 1.283e-01 -0.120 0.904612
## ZONA2101151001:ac_buses -4.972e-02 2.125e-01 -0.234 0.815062
## ZONA2101151002:ac_buses -9.936e-02 7.391e-02 -1.344 0.179013
## ZONA2101151003:ac_buses -7.115e-03 5.594e-02 -0.127 0.898803
## ZONA2101151004:ac_buses -6.842e-03 8.390e-02 -0.082 0.935020
## ZONA2101161001:ac_buses 6.873e-02 1.504e-01 0.457 0.647704
## ZONA2101161002:ac_buses -9.566e-02 8.070e-02 -1.185 0.236004
## ZONA2101161003:ac_buses -2.607e-02 1.294e-01 -0.202 0.840309
## ZONA2101161004:ac_buses 2.795e-01 1.965e-01 1.423 0.155017
## ZONA2101161005:ac_buses NA NA NA NA
## ZONA2101171001:ac_buses -6.653e-03 2.664e-01 -0.025 0.980074
## ZONA2101171002:ac_buses -4.544e-02 8.928e-02 -0.509 0.610816
## ZONA2101171003:ac_buses 4.991e-02 1.193e-01 0.418 0.675838
## ZONA2101171004:ac_buses 1.121e-01 1.242e-01 0.903 0.366860
## ZONA2101181001:ac_buses -4.913e-02 7.655e-02 -0.642 0.521114
## ZONA2101181002:ac_buses 2.121e-01 8.368e-02 2.535 0.011327 *
## ZONA2101181003:ac_buses -5.325e-02 1.817e-01 -0.293 0.769454
## ZONA2101181004:ac_buses -1.148e-01 1.993e-01 -0.576 0.564693
## ZONA2101011001:ac_parvula 5.041e-02 5.809e-02 0.868 0.385644
## ZONA2101011002:ac_parvula -3.724e-02 5.420e-02 -0.687 0.492184
## ZONA2101011003:ac_parvula 7.184e-02 6.553e-02 1.096 0.273069
## ZONA2101011004:ac_parvula -5.257e-01 2.246e-01 -2.341 0.019342 *
## ZONA2101011005:ac_parvula NA NA NA NA
## ZONA2101011008:ac_parvula 1.452e-02 1.121e-01 0.130 0.896950
## ZONA2101011009:ac_parvula -2.227e-02 1.034e-01 -0.215 0.829529
## ZONA2101011010:ac_parvula 3.767e-02 1.308e-01 0.288 0.773475
## ZONA2101011011:ac_parvula -1.235e+00 1.575e+00 -0.784 0.433148
## ZONA2101011012:ac_parvula 6.710e+00 4.840e+00 1.386 0.165761
## ZONA2101011013:ac_parvula NA NA NA NA
## ZONA2101011014:ac_parvula 2.486e-02 6.528e-02 0.381 0.703392
## ZONA2101011015:ac_parvula -7.870e+01 1.552e+02 -0.507 0.612069
## ZONA2101011016:ac_parvula 2.117e-02 9.941e-02 0.213 0.831387
## ZONA2101011017:ac_parvula NA NA NA NA
## ZONA2101011018:ac_parvula 3.717e-01 3.718e-01 1.000 0.317654
## ZONA2101011019:ac_parvula NA NA NA NA
## ZONA2101011020:ac_parvula NA NA NA NA
## ZONA2101011021:ac_parvula NA NA NA NA
## ZONA2101011022:ac_parvula -1.162e-02 1.441e-01 -0.081 0.935738
## ZONA2101021001:ac_parvula 9.589e-03 1.112e-01 0.086 0.931317
## ZONA2101021002:ac_parvula -9.366e-03 7.269e-02 -0.129 0.897501
## ZONA2101021003:ac_parvula 4.996e-02 5.802e-02 0.861 0.389288
## ZONA2101021004:ac_parvula -1.114e-02 6.929e-02 -0.161 0.872264
## ZONA2101021005:ac_parvula -5.346e-03 4.952e-02 -0.108 0.914041
## ZONA2101031001:ac_parvula -4.523e-02 1.143e-01 -0.396 0.692498
## ZONA2101031002:ac_parvula 1.707e-01 2.464e-01 0.693 0.488424
## ZONA2101031003:ac_parvula NA NA NA NA
## ZONA2101031004:ac_parvula -1.393e-01 2.781e-01 -0.501 0.616556
## ZONA2101031005:ac_parvula -6.613e-02 1.212e-01 -0.546 0.585351
## ZONA2101031006:ac_parvula -1.170e-01 2.995e-01 -0.391 0.695982
## ZONA2101041001:ac_parvula 5.105e-02 6.144e-02 0.831 0.406086
## ZONA2101041002:ac_parvula -5.271e-03 1.098e-01 -0.048 0.961707
## ZONA2101041003:ac_parvula 3.396e-01 3.798e-01 0.894 0.371224
## ZONA2101041004:ac_parvula 2.818e-02 1.481e-01 0.190 0.849126
## ZONA2101041005:ac_parvula 1.260e-02 9.047e-02 0.139 0.889275
## ZONA2101051001:ac_parvula -1.185e-02 1.587e-01 -0.075 0.940472
## ZONA2101051002:ac_parvula 5.003e-02 6.695e-02 0.747 0.455027
## ZONA2101051003:ac_parvula 8.490e-02 8.763e-02 0.969 0.332778
## ZONA2101061001:ac_parvula -4.545e-02 7.457e-02 -0.609 0.542266
## ZONA2101061002:ac_parvula -9.683e+00 1.382e+01 -0.701 0.483683
## ZONA2101061003:ac_parvula 9.589e-02 9.585e-02 1.000 0.317238
## ZONA2101071001:ac_parvula 3.679e-02 1.086e-01 0.339 0.734710
## ZONA2101071002:ac_parvula -9.089e-02 2.188e-01 -0.415 0.677829
## ZONA2101071003:ac_parvula 1.257e-02 7.331e-02 0.171 0.863925
## ZONA2101071004:ac_parvula -6.500e-02 1.117e-01 -0.582 0.560705
## ZONA2101071005:ac_parvula -1.029e-05 1.244e-01 0.000 0.999934
## ZONA2101081001:ac_parvula 4.731e-01 3.182e+00 0.149 0.881826
## ZONA2101081002:ac_parvula 5.193e-01 5.536e-01 0.938 0.348352
## ZONA2101081003:ac_parvula -1.951e-01 4.299e-01 -0.454 0.650066
## ZONA2101081004:ac_parvula -1.865e-01 5.599e-01 -0.333 0.739165
## ZONA2101091001:ac_parvula -5.587e-01 1.623e-01 -3.441 0.000590 ***
## ZONA2101091002:ac_parvula 2.530e-01 1.663e-01 1.521 0.128311
## ZONA2101091003:ac_parvula -6.693e-01 2.324e+00 -0.288 0.773365
## ZONA2101091004:ac_parvula 3.996e-02 9.731e-02 0.411 0.681355
## ZONA2101091005:ac_parvula 1.530e-01 9.437e-02 1.622 0.105024
## ZONA2101091006:ac_parvula NA NA NA NA
## ZONA2101091007:ac_parvula -3.407e+00 8.292e+00 -0.411 0.681188
## ZONA2101091008:ac_parvula NA NA NA NA
## ZONA2101091009:ac_parvula 4.314e-02 2.242e-01 0.192 0.847429
## ZONA2101091010:ac_parvula 5.126e-02 1.627e-01 0.315 0.752801
## ZONA2101101001:ac_parvula -1.106e-01 2.794e-01 -0.396 0.692129
## ZONA2101101002:ac_parvula NA NA NA NA
## ZONA2101101003:ac_parvula -9.418e+00 5.463e+00 -1.724 0.084840 .
## ZONA2101141001:ac_parvula 4.654e-03 4.894e-02 0.095 0.924235
## ZONA2101141002:ac_parvula -5.040e-02 6.223e-02 -0.810 0.418092
## ZONA2101141003:ac_parvula 5.224e-03 2.442e-01 0.021 0.982931
## ZONA2101141004:ac_parvula -2.812e-02 6.967e-02 -0.404 0.686519
## ZONA2101141005:ac_parvula 1.020e-01 6.996e-02 1.458 0.144907
## ZONA2101141006:ac_parvula -3.994e-02 1.176e-01 -0.340 0.734138
## ZONA2101141007:ac_parvula 2.728e-01 1.626e-01 1.677 0.093608 .
## ZONA2101141008:ac_parvula 1.814e-01 1.569e-01 1.156 0.247765
## ZONA2101141009:ac_parvula -2.277e-02 5.736e-02 -0.397 0.691512
## ZONA2101151001:ac_parvula 5.629e-02 1.456e-01 0.387 0.699039
## ZONA2101151002:ac_parvula 6.590e-03 3.593e-02 0.183 0.854491
## ZONA2101151003:ac_parvula -4.472e-02 5.700e-02 -0.785 0.432767
## ZONA2101151004:ac_parvula -3.260e-02 4.162e-02 -0.783 0.433567
## ZONA2101161001:ac_parvula 1.424e-01 6.723e-02 2.118 0.034296 *
## ZONA2101161002:ac_parvula 1.104e-02 8.276e-02 0.133 0.893907
## ZONA2101161003:ac_parvula -6.505e-02 1.032e-01 -0.630 0.528499
## ZONA2101161004:ac_parvula 3.933e-02 6.387e-02 0.616 0.538106
## ZONA2101161005:ac_parvula NA NA NA NA
## ZONA2101171001:ac_parvula 7.834e-03 9.026e-02 0.087 0.930844
## ZONA2101171002:ac_parvula 1.091e-01 7.617e-02 1.432 0.152312
## ZONA2101171003:ac_parvula -2.389e-01 8.253e-02 -2.894 0.003842 **
## ZONA2101171004:ac_parvula 9.742e-02 5.433e-02 1.793 0.073120 .
## ZONA2101181001:ac_parvula 2.030e-02 3.831e-02 0.530 0.596293
## ZONA2101181002:ac_parvula -4.531e-03 7.163e-02 -0.063 0.949562
## ZONA2101181003:ac_parvula -9.209e-02 1.081e-01 -0.852 0.394205
## ZONA2101181004:ac_parvula 6.089e-02 5.792e-02 1.051 0.293228
## ZONA2101011001:ac_salud -7.082e-02 3.520e-01 -0.201 0.840552
## ZONA2101011002:ac_salud -8.074e-02 4.706e-01 -0.172 0.863791
## ZONA2101011003:ac_salud -7.859e-03 1.344e-01 -0.058 0.953373
## ZONA2101011004:ac_salud 2.880e-02 3.994e-01 0.072 0.942521
## ZONA2101011005:ac_salud NA NA NA NA
## ZONA2101011008:ac_salud 2.587e+00 1.969e+00 1.314 0.188890
## ZONA2101011009:ac_salud 2.005e+00 1.881e+00 1.066 0.286425
## ZONA2101011010:ac_salud -2.322e+00 4.860e+00 -0.478 0.632854
## ZONA2101011011:ac_salud 7.224e+00 4.518e+01 0.160 0.872977
## ZONA2101011012:ac_salud -7.701e+00 5.128e+00 -1.502 0.133298
## ZONA2101011013:ac_salud NA NA NA NA
## ZONA2101011014:ac_salud 1.138e+00 6.522e-01 1.745 0.081094 .
## ZONA2101011015:ac_salud 1.683e+02 3.785e+02 0.445 0.656654
## ZONA2101011016:ac_salud -4.129e-01 3.556e-01 -1.161 0.245753
## ZONA2101011017:ac_salud NA NA NA NA
## ZONA2101011018:ac_salud 5.574e-02 1.169e+00 0.048 0.961976
## ZONA2101011019:ac_salud NA NA NA NA
## ZONA2101011020:ac_salud NA NA NA NA
## ZONA2101011021:ac_salud NA NA NA NA
## ZONA2101011022:ac_salud -7.135e-01 9.126e+00 -0.078 0.937689
## ZONA2101021001:ac_salud -5.100e-01 1.114e+00 -0.458 0.647168
## ZONA2101021002:ac_salud -5.185e-01 9.433e-01 -0.550 0.582621
## ZONA2101021003:ac_salud -4.210e-02 7.270e-02 -0.579 0.562568
## ZONA2101021004:ac_salud 3.480e-02 3.357e-02 1.036 0.300091
## ZONA2101021005:ac_salud 1.447e-02 5.171e-02 0.280 0.779599
## ZONA2101031001:ac_salud -9.366e-02 1.002e-01 -0.935 0.350013
## ZONA2101031002:ac_salud -3.364e-01 2.778e-01 -1.211 0.226012
## ZONA2101031003:ac_salud NA NA NA NA
## ZONA2101031004:ac_salud 3.299e+00 3.691e+00 0.894 0.371572
## ZONA2101031005:ac_salud -1.489e-02 7.995e-02 -0.186 0.852305
## ZONA2101031006:ac_salud -3.963e-01 3.860e-01 -1.027 0.304660
## ZONA2101041001:ac_salud -3.159e-01 2.986e-01 -1.058 0.290200
## ZONA2101041002:ac_salud -5.865e-01 4.662e-01 -1.258 0.208554
## ZONA2101041003:ac_salud 5.172e-02 3.372e+00 0.015 0.987765
## ZONA2101041004:ac_salud 1.259e+00 2.504e+00 0.503 0.615259
## ZONA2101041005:ac_salud 4.738e-02 9.670e-02 0.490 0.624217
## ZONA2101051001:ac_salud -6.016e-02 1.677e-01 -0.359 0.719794
## ZONA2101051002:ac_salud -5.250e-02 1.051e-01 -0.499 0.617593
## ZONA2101051003:ac_salud -9.827e-02 7.902e-02 -1.244 0.213758
## ZONA2101061001:ac_salud 3.270e-02 7.292e-02 0.448 0.653864
## ZONA2101061002:ac_salud -1.332e+01 1.994e+01 -0.668 0.504266
## ZONA2101061003:ac_salud 3.011e-01 2.169e-01 1.388 0.165146
## ZONA2101071001:ac_salud 1.404e-01 1.386e-01 1.012 0.311417
## ZONA2101071002:ac_salud -1.842e-01 2.403e-01 -0.767 0.443420
## ZONA2101071003:ac_salud -1.175e-01 5.225e-02 -2.248 0.024664 *
## ZONA2101071004:ac_salud -2.003e-02 1.042e-01 -0.192 0.847600
## ZONA2101071005:ac_salud 2.756e+00 2.555e+00 1.079 0.280881
## ZONA2101081001:ac_salud 7.125e+00 5.143e+00 1.385 0.166101
## ZONA2101081002:ac_salud -4.410e+00 1.476e+00 -2.989 0.002834 **
## ZONA2101081003:ac_salud 2.938e-01 2.889e-01 1.017 0.309262
## ZONA2101081004:ac_salud 4.095e-02 1.637e-01 0.250 0.802543
## ZONA2101091001:ac_salud 1.127e+01 2.746e+00 4.107 4.17e-05 ***
## ZONA2101091002:ac_salud 8.238e-01 1.990e+00 0.414 0.678992
## ZONA2101091003:ac_salud 7.730e+00 5.958e+01 0.130 0.896779
## ZONA2101091004:ac_salud -3.255e-01 4.240e-01 -0.768 0.442815
## ZONA2101091005:ac_salud NA NA NA NA
## ZONA2101091006:ac_salud NA NA NA NA
## ZONA2101091007:ac_salud 8.903e+00 2.367e+01 0.376 0.706883
## ZONA2101091008:ac_salud NA NA NA NA
## ZONA2101091009:ac_salud -1.720e+00 8.772e+00 -0.196 0.844525
## ZONA2101091010:ac_salud NA NA NA NA
## ZONA2101101001:ac_salud NA NA NA NA
## ZONA2101101002:ac_salud NA NA NA NA
## ZONA2101101003:ac_salud NA NA NA NA
## ZONA2101141001:ac_salud -8.543e-02 1.246e-01 -0.686 0.492903
## ZONA2101141002:ac_salud 5.980e-02 1.144e-01 0.523 0.601068
## ZONA2101141003:ac_salud 6.997e-01 4.599e-01 1.521 0.128328
## ZONA2101141004:ac_salud 2.969e-01 1.318e+00 0.225 0.821870
## ZONA2101141005:ac_salud 1.091e+01 5.076e+00 2.149 0.031760 *
## ZONA2101141006:ac_salud -1.733e-01 1.286e-01 -1.347 0.178085
## ZONA2101141007:ac_salud -1.421e-01 2.571e-01 -0.553 0.580421
## ZONA2101141008:ac_salud 4.138e-02 2.035e-01 0.203 0.838906
## ZONA2101141009:ac_salud 1.819e-01 1.950e-01 0.933 0.351141
## ZONA2101151001:ac_salud -3.368e+01 1.194e+01 -2.822 0.004823 **
## ZONA2101151002:ac_salud 1.190e-01 6.981e-02 1.705 0.088340 .
## ZONA2101151003:ac_salud 2.398e-02 1.429e-01 0.168 0.866807
## ZONA2101151004:ac_salud 7.462e-02 2.416e-01 0.309 0.757466
## ZONA2101161001:ac_salud -1.078e-01 8.217e-02 -1.312 0.189514
## ZONA2101161002:ac_salud -3.954e-01 5.714e-01 -0.692 0.488976
## ZONA2101161003:ac_salud 1.505e-01 1.374e-01 1.095 0.273521
## ZONA2101161004:ac_salud -1.024e-01 9.162e-02 -1.118 0.263892
## ZONA2101161005:ac_salud NA NA NA NA
## ZONA2101171001:ac_salud 3.274e-01 6.352e-01 0.515 0.606281
## ZONA2101171002:ac_salud 4.666e-02 5.318e-01 0.088 0.930090
## ZONA2101171003:ac_salud 1.089e+00 1.104e+00 0.987 0.323793
## ZONA2101171004:ac_salud -1.132e+00 1.055e+00 -1.073 0.283574
## ZONA2101181001:ac_salud -5.699e-02 7.658e-02 -0.744 0.456801
## ZONA2101181002:ac_salud 8.205e-02 6.092e-02 1.347 0.178215
## ZONA2101181003:ac_salud 3.342e+00 2.198e+00 1.520 0.128551
## ZONA2101181004:ac_salud -6.681e-02 4.283e-02 -1.560 0.118949
## ZONA2101011001:ac_esc_prv -3.529e-02 8.777e-02 -0.402 0.687697
## ZONA2101011002:ac_esc_prv 1.001e-01 7.425e-02 1.348 0.177657
## ZONA2101011003:ac_esc_prv 3.844e-02 1.719e-01 0.224 0.823088
## ZONA2101011004:ac_esc_prv -6.203e-01 2.208e-01 -2.809 0.005022 **
## ZONA2101011005:ac_esc_prv NA NA NA NA
## ZONA2101011008:ac_esc_prv 3.487e-04 8.443e-02 0.004 0.996705
## ZONA2101011009:ac_esc_prv 9.046e-02 1.576e-01 0.574 0.565913
## ZONA2101011010:ac_esc_prv 1.229e-01 1.251e-01 0.982 0.325979
## ZONA2101011011:ac_esc_prv 1.036e+00 1.351e+00 0.767 0.443296
## ZONA2101011012:ac_esc_prv 7.124e+00 5.032e+00 1.416 0.157027
## ZONA2101011013:ac_esc_prv NA NA NA NA
## ZONA2101011014:ac_esc_prv 2.937e-02 8.509e-02 0.345 0.729996
## ZONA2101011015:ac_esc_prv 4.457e-01 4.590e-01 0.971 0.331704
## ZONA2101011016:ac_esc_prv -7.993e-02 1.593e-01 -0.502 0.615794
## ZONA2101011017:ac_esc_prv NA NA NA NA
## ZONA2101011018:ac_esc_prv NA NA NA NA
## ZONA2101011019:ac_esc_prv NA NA NA NA
## ZONA2101011020:ac_esc_prv NA NA NA NA
## ZONA2101011021:ac_esc_prv NA NA NA NA
## ZONA2101011022:ac_esc_prv -1.899e-01 1.532e-01 -1.239 0.215363
## ZONA2101021001:ac_esc_prv -2.446e-02 8.447e-02 -0.290 0.772204
## ZONA2101021002:ac_esc_prv -1.109e-01 7.163e-02 -1.549 0.121572
## ZONA2101021003:ac_esc_prv 2.800e-01 1.704e-01 1.643 0.100542
## ZONA2101021004:ac_esc_prv -2.181e-01 1.441e-01 -1.513 0.130327
## ZONA2101021005:ac_esc_prv 9.202e-02 9.243e-02 0.996 0.319582
## ZONA2101031001:ac_esc_prv 9.367e-02 1.184e-01 0.791 0.429072
## ZONA2101031002:ac_esc_prv 1.053e-01 1.196e-01 0.881 0.378615
## ZONA2101031003:ac_esc_prv NA NA NA NA
## ZONA2101031004:ac_esc_prv 6.088e-02 1.920e-01 0.317 0.751212
## ZONA2101031005:ac_esc_prv 4.250e-02 9.631e-02 0.441 0.659044
## ZONA2101031006:ac_esc_prv NA NA NA NA
## ZONA2101041001:ac_esc_prv 1.010e-01 1.039e-01 0.972 0.331317
## ZONA2101041002:ac_esc_prv -1.050e-01 1.205e-01 -0.871 0.383670
## ZONA2101041003:ac_esc_prv -2.435e-01 3.154e-01 -0.772 0.440206
## ZONA2101041004:ac_esc_prv -3.145e-01 2.576e-01 -1.221 0.222216
## ZONA2101041005:ac_esc_prv -1.679e-01 1.713e-01 -0.980 0.327063
## ZONA2101051001:ac_esc_prv 5.838e-04 3.584e-02 0.016 0.987006
## ZONA2101051002:ac_esc_prv -6.295e-02 6.389e-02 -0.985 0.324622
## ZONA2101051003:ac_esc_prv 1.890e-01 1.035e-01 1.826 0.068010 .
## ZONA2101061001:ac_esc_prv -1.594e-01 6.054e-02 -2.634 0.008510 **
## ZONA2101061002:ac_esc_prv 6.494e+00 9.109e+00 0.713 0.475963
## ZONA2101061003:ac_esc_prv 2.490e-01 2.384e-01 1.045 0.296368
## ZONA2101071001:ac_esc_prv 6.601e-02 1.587e-01 0.416 0.677389
## ZONA2101071002:ac_esc_prv -9.651e-02 1.984e-01 -0.487 0.626651
## ZONA2101071003:ac_esc_prv 3.661e-02 3.929e-02 0.932 0.351547
## ZONA2101071004:ac_esc_prv 9.745e-02 9.084e-02 1.073 0.283513
## ZONA2101071005:ac_esc_prv -1.173e-01 1.408e-01 -0.833 0.405041
## ZONA2101081001:ac_esc_prv -8.881e-01 3.901e-01 -2.277 0.022898 *
## ZONA2101081002:ac_esc_prv 9.272e-03 5.462e-02 0.170 0.865221
## ZONA2101081003:ac_esc_prv 1.664e-01 1.738e-01 0.957 0.338566
## ZONA2101081004:ac_esc_prv -1.222e-01 2.339e-01 -0.523 0.601357
## ZONA2101091001:ac_esc_prv 8.923e-02 7.656e-02 1.165 0.243965
## ZONA2101091002:ac_esc_prv 2.344e-01 7.953e-02 2.948 0.003238 **
## ZONA2101091003:ac_esc_prv -6.755e-02 3.250e-01 -0.208 0.835383
## ZONA2101091004:ac_esc_prv 2.958e-01 1.419e-01 2.084 0.037239 *
## ZONA2101091005:ac_esc_prv -6.609e-02 1.087e-01 -0.608 0.543117
## ZONA2101091006:ac_esc_prv NA NA NA NA
## ZONA2101091007:ac_esc_prv -9.088e-02 3.099e-01 -0.293 0.769332
## ZONA2101091008:ac_esc_prv NA NA NA NA
## ZONA2101091009:ac_esc_prv -1.907e-02 2.451e-01 -0.078 0.937984
## ZONA2101091010:ac_esc_prv 1.771e-01 3.019e-01 0.587 0.557389
## ZONA2101101001:ac_esc_prv -1.764e+01 4.738e+00 -3.724 0.000202 ***
## ZONA2101101002:ac_esc_prv 1.351e-01 2.463e-01 0.548 0.583447
## ZONA2101101003:ac_esc_prv -6.609e-01 3.867e-01 -1.709 0.087583 .
## ZONA2101141001:ac_esc_prv -4.710e-02 4.438e-02 -1.061 0.288743
## ZONA2101141002:ac_esc_prv 1.089e-01 6.464e-02 1.684 0.092244 .
## ZONA2101141003:ac_esc_prv -1.118e-01 3.591e-01 -0.311 0.755469
## ZONA2101141004:ac_esc_prv 1.119e-02 9.474e-02 0.118 0.906015
## ZONA2101141005:ac_esc_prv 2.008e-02 1.616e-01 0.124 0.901105
## ZONA2101141006:ac_esc_prv -4.713e-02 6.406e-02 -0.736 0.461974
## ZONA2101141007:ac_esc_prv 1.884e-01 1.457e-01 1.293 0.196233
## ZONA2101141008:ac_esc_prv -5.087e-02 1.933e-01 -0.263 0.792493
## ZONA2101141009:ac_esc_prv -5.901e-02 7.377e-02 -0.800 0.423859
## ZONA2101151001:ac_esc_prv 2.364e-01 1.899e-01 1.245 0.213237
## ZONA2101151002:ac_esc_prv 2.383e-01 9.384e-02 2.539 0.011174 *
## ZONA2101151003:ac_esc_prv -6.487e-02 9.684e-02 -0.670 0.503023
## ZONA2101151004:ac_esc_prv -7.422e-02 4.675e-02 -1.588 0.112481
## ZONA2101161001:ac_esc_prv 7.328e-02 1.626e-01 0.451 0.652216
## ZONA2101161002:ac_esc_prv 8.989e-03 9.719e-02 0.092 0.926314
## ZONA2101161003:ac_esc_prv 6.285e-03 1.680e-01 0.037 0.970168
## ZONA2101161004:ac_esc_prv -1.339e-01 1.353e-01 -0.989 0.322727
## ZONA2101161005:ac_esc_prv NA NA NA NA
## ZONA2101171001:ac_esc_prv NA NA NA NA
## ZONA2101171002:ac_esc_prv NA NA NA NA
## ZONA2101171003:ac_esc_prv 6.585e-02 4.946e-02 1.331 0.183212
## ZONA2101171004:ac_esc_prv -4.001e-02 5.051e-02 -0.792 0.428456
## ZONA2101181001:ac_esc_prv -4.824e-02 7.115e-02 -0.678 0.497818
## ZONA2101181002:ac_esc_prv 2.826e-02 3.614e-02 0.782 0.434304
## ZONA2101181003:ac_esc_prv -6.125e-02 1.022e-01 -0.600 0.548814
## ZONA2101181004:ac_esc_prv 3.863e-02 4.422e-02 0.874 0.382404
## ZONA2101011001:ac_ar_verd -9.594e-01 1.568e+00 -0.612 0.540574
## ZONA2101011002:ac_ar_verd -1.190e+00 3.648e+00 -0.326 0.744281
## ZONA2101011003:ac_ar_verd 6.692e+00 7.345e+00 0.911 0.362361
## ZONA2101011004:ac_ar_verd 1.073e+01 1.566e+00 6.852 9.57e-12 ***
## ZONA2101011005:ac_ar_verd NA NA NA NA
## ZONA2101011008:ac_ar_verd -1.819e-01 9.597e-01 -0.190 0.849659
## ZONA2101011009:ac_ar_verd -9.301e-02 6.190e+00 -0.015 0.988014
## ZONA2101011010:ac_ar_verd -2.587e-01 2.930e+00 -0.088 0.929662
## ZONA2101011011:ac_ar_verd -1.962e+00 3.768e+01 -0.052 0.958466
## ZONA2101011012:ac_ar_verd 1.402e+01 2.567e+01 0.546 0.585121
## ZONA2101011013:ac_ar_verd NA NA NA NA
## ZONA2101011014:ac_ar_verd 2.197e+00 1.315e+00 1.670 0.095033 .
## ZONA2101011015:ac_ar_verd 5.730e+01 4.538e+01 1.263 0.206836
## ZONA2101011016:ac_ar_verd -2.051e+00 5.083e+00 -0.403 0.686647
## ZONA2101011017:ac_ar_verd NA NA NA NA
## ZONA2101011018:ac_ar_verd NA NA NA NA
## ZONA2101011019:ac_ar_verd NA NA NA NA
## ZONA2101011020:ac_ar_verd NA NA NA NA
## ZONA2101011021:ac_ar_verd NA NA NA NA
## ZONA2101011022:ac_ar_verd 1.720e+00 1.400e+01 0.123 0.902206
## ZONA2101021001:ac_ar_verd 3.618e+00 3.356e+00 1.078 0.281059
## ZONA2101021002:ac_ar_verd -4.993e+00 2.922e+00 -1.709 0.087593 .
## ZONA2101021003:ac_ar_verd -1.765e+00 3.153e+00 -0.560 0.575763
## ZONA2101021004:ac_ar_verd 1.198e+00 9.708e-01 1.235 0.217154
## ZONA2101021005:ac_ar_verd -1.578e+00 5.318e+00 -0.297 0.766680
## ZONA2101031001:ac_ar_verd 2.445e-01 1.528e+01 0.016 0.987236
## ZONA2101031002:ac_ar_verd 4.713e+00 1.922e+01 0.245 0.806284
## ZONA2101031003:ac_ar_verd NA NA NA NA
## ZONA2101031004:ac_ar_verd -1.399e+01 1.185e+01 -1.181 0.237883
## ZONA2101031005:ac_ar_verd -1.316e+00 6.863e+00 -0.192 0.847931
## ZONA2101031006:ac_ar_verd NA NA NA NA
## ZONA2101041001:ac_ar_verd 4.679e+00 1.590e+01 0.294 0.768591
## ZONA2101041002:ac_ar_verd -6.725e+00 5.284e+00 -1.273 0.203215
## ZONA2101041003:ac_ar_verd -6.209e+00 1.100e+01 -0.564 0.572541
## ZONA2101041004:ac_ar_verd -1.296e+01 5.636e+00 -2.300 0.021549 *
## ZONA2101041005:ac_ar_verd -5.596e-01 1.939e+00 -0.289 0.772926
## ZONA2101051001:ac_ar_verd -2.686e+00 3.018e+00 -0.890 0.373535
## ZONA2101051002:ac_ar_verd -1.189e+00 3.573e+00 -0.333 0.739301
## ZONA2101051003:ac_ar_verd 6.103e+00 3.748e+00 1.629 0.103567
## ZONA2101061001:ac_ar_verd -2.900e+00 1.874e+00 -1.547 0.122043
## ZONA2101061002:ac_ar_verd 8.295e+02 1.222e+03 0.679 0.497367
## ZONA2101061003:ac_ar_verd -6.709e-01 4.248e+00 -0.158 0.874518
## ZONA2101071001:ac_ar_verd 3.901e+00 6.211e+00 0.628 0.529970
## ZONA2101071002:ac_ar_verd -3.231e+00 6.375e+00 -0.507 0.612283
## ZONA2101071003:ac_ar_verd -2.453e+00 1.030e+00 -2.380 0.017390 *
## ZONA2101071004:ac_ar_verd 4.067e-01 2.895e+00 0.140 0.888295
## ZONA2101071005:ac_ar_verd 2.409e+00 8.556e+00 0.282 0.778279
## ZONA2101081001:ac_ar_verd NA NA NA NA
## ZONA2101081002:ac_ar_verd -3.244e+00 2.571e+00 -1.262 0.207113
## ZONA2101081003:ac_ar_verd -8.268e+00 1.084e+01 -0.763 0.445674
## ZONA2101081004:ac_ar_verd NA NA NA NA
## ZONA2101091001:ac_ar_verd 4.865e+01 1.135e+01 4.286 1.90e-05 ***
## ZONA2101091002:ac_ar_verd 1.812e+00 9.637e+00 0.188 0.850865
## ZONA2101091003:ac_ar_verd 3.402e+01 3.216e+02 0.106 0.915761
## ZONA2101091004:ac_ar_verd -6.887e+00 5.329e+00 -1.292 0.196352
## ZONA2101091005:ac_ar_verd 2.455e+01 5.421e+00 4.528 6.28e-06 ***
## ZONA2101091006:ac_ar_verd NA NA NA NA
## ZONA2101091007:ac_ar_verd 2.058e+00 2.317e+01 0.089 0.929210
## ZONA2101091008:ac_ar_verd NA NA NA NA
## ZONA2101091009:ac_ar_verd -2.708e+00 1.984e+01 -0.137 0.891431
## ZONA2101091010:ac_ar_verd -2.253e-01 5.315e+00 -0.042 0.966196
## ZONA2101101001:ac_ar_verd 1.311e+00 6.778e+00 0.193 0.846670
## ZONA2101101002:ac_ar_verd 3.584e+01 1.580e+01 2.268 0.023414 *
## ZONA2101101003:ac_ar_verd 1.805e+01 2.364e+01 0.764 0.445200
## ZONA2101141001:ac_ar_verd -1.921e+00 1.628e+00 -1.180 0.238066
## ZONA2101141002:ac_ar_verd -1.688e+00 9.875e-01 -1.709 0.087598 .
## ZONA2101141003:ac_ar_verd -7.707e+00 8.006e+00 -0.963 0.335822
## ZONA2101141004:ac_ar_verd 2.843e+00 3.542e+00 0.803 0.422162
## ZONA2101141005:ac_ar_verd 1.391e+01 7.348e+00 1.893 0.058535 .
## ZONA2101141006:ac_ar_verd -3.193e+00 1.380e+00 -2.314 0.020789 *
## ZONA2101141007:ac_ar_verd -6.056e-01 3.261e+00 -0.186 0.852684
## ZONA2101141008:ac_ar_verd -5.534e+00 6.958e+00 -0.795 0.426559
## ZONA2101141009:ac_ar_verd 4.359e+00 1.900e+00 2.294 0.021886 *
## ZONA2101151001:ac_ar_verd -4.575e+01 1.574e+01 -2.907 0.003685 **
## ZONA2101151002:ac_ar_verd -4.659e+00 3.589e+00 -1.298 0.194441
## ZONA2101151003:ac_ar_verd 8.623e+00 4.433e+00 1.945 0.051866 .
## ZONA2101151004:ac_ar_verd 2.386e+00 1.966e+00 1.214 0.224860
## ZONA2101161001:ac_ar_verd -9.223e+00 3.840e+00 -2.402 0.016397 *
## ZONA2101161002:ac_ar_verd 7.276e-01 9.876e+00 0.074 0.941280
## ZONA2101161003:ac_ar_verd 7.287e-01 1.479e+00 0.493 0.622179
## ZONA2101161004:ac_ar_verd 9.233e-02 9.755e-01 0.095 0.924605
## ZONA2101161005:ac_ar_verd NA NA NA NA
## ZONA2101171001:ac_ar_verd 7.014e+00 6.643e+00 1.056 0.291137
## ZONA2101171002:ac_ar_verd -5.451e-01 2.547e+00 -0.214 0.830544
## ZONA2101171003:ac_ar_verd 8.737e+00 6.937e+00 1.260 0.207973
## ZONA2101171004:ac_ar_verd -9.467e+00 7.691e+00 -1.231 0.218483
## ZONA2101181001:ac_ar_verd 8.165e-01 4.751e+00 0.172 0.863563
## ZONA2101181002:ac_ar_verd -5.854e+00 4.274e+00 -1.370 0.170926
## ZONA2101181003:ac_ar_verd -2.008e+01 1.336e+01 -1.502 0.133127
## ZONA2101181004:ac_ar_verd -9.186e-01 2.506e+00 -0.367 0.714028
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 379.8 on 2088 degrees of freedom
## Multiple R-squared: 0.9846, Adjusted R-squared: 0.9759
## F-statistic: 113.1 on 1180 and 2088 DF, p-value: < 2.2e-16#create a function that runs the spatial chow test (Anselin, 2007)
chow.test <- function(rest,unrest) {
#extracts residuals from the regime and regular regression models
er <- residuals(rest)
eu <- residuals(unrest)
#sum of squared errors
er2 <- sum(er^2)
eu2 <- sum(eu^2)
#calculates degrees of freedom
k <- rest$rank
n2k <- rest$df.residual - k
#calculates chow statistic
c <- ((er2 - eu2)/k) / (eu2 / n2k)
#pvalue from F distribution
pc <- pf(c,k,n2k,lower.tail=FALSE)
#returns chow stat, pvalue, rank (number of estimated parameters) and degrees of freedom
list(c,pc,k,n2k)
}
chow.test(mod.ols, mod.ols.regime)## [[1]]
## [1] 807.9304
##
## [[2]]
## [1] 0
##
## [[3]]
## [1] 14
##
## [[4]]
## [1] 3240Modelos Espaciales
Este modelo está definido como:
\[ y=\rho W y +X\beta+\epsilon \] Donde la variable dependiente es una combinación lineal de las variables explicativas \(X\) y el rezago espacial de la variable dependiente. En este caso, \(\rho\) mide la fuerza de la relación líneal entre la variable dependiente y su rezago espacial.
Estimaciones Vía ML
mod.sar<-lagsarlm(model1, listw=knn5.st, data=data)
summary(mod.sar)##
## Call:lagsarlm(formula = model1, data = data, listw = knn5.st)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1687.141 -267.524 -56.811 196.232 3960.193
##
## Type: lag
## Coefficients: (asymptotic standard errors)
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 5.7148e+02 4.3720e+02 1.3071 0.19117
## IEJ -7.3043e+00 5.6619e+00 -1.2901 0.19702
## DIM_SEG -1.1005e+02 9.2070e+01 -1.1952 0.23200
## pr_e4a18 6.3990e+01 1.0593e+02 0.6041 0.54580
## pp_esc_pub -7.0545e+02 8.8720e+01 -7.9514 1.776e-15
## SEG 1.0612e+00 9.6537e-01 1.0993 0.27164
## avaluo_ln -1.4018e+01 2.2733e+01 -0.6167 0.53747
## SIMCE 2.1998e+00 1.0163e+00 2.1646 0.03042
## comp_3km -1.6787e-01 5.8309e-02 -2.8789 0.00399
## ac_buses 1.6995e-03 4.1909e-03 0.4055 0.68510
## ac_parvula -2.6125e-03 2.2848e-03 -1.1434 0.25286
## ac_salud -1.6399e-03 4.5128e-03 -0.3634 0.71631
## ac_esc_prv -6.4946e-03 1.5462e-03 -4.2003 2.666e-05
## ac_ar_verd -1.5964e-01 3.0242e-02 -5.2788 1.301e-07
##
## Rho: 0.90865, LR test value: 2066.6, p-value: < 2.22e-16
## Asymptotic standard error: 0.012001
## z-value: 75.712, p-value: < 2.22e-16
## Wald statistic: 5732.3, p-value: < 2.22e-16
##
## Log likelihood: -24736.88 for lag model
## ML residual variance (sigma squared): 208950, (sigma: 457.11)
## Number of observations: 3268
## Number of parameters estimated: 16
## AIC: 49506, (AIC for lm: 51570)
## LM test for residual autocorrelation
## test value: 3.9855, p-value: 0.045893Nuevamente, se realiza un análisis de autocorrelación de los residuos para comprobar si persiste o no la autocorrelación espacial.
res.sar<-residuals(mod.sar)
moran.test(res.sar, listw = knn5.st, randomisation = FALSE)##
## Moran I test under normality
##
## data: res.sar
## weights: knn5.st
##
## Moran I statistic standard deviate = 1.4328, p-value = 0.07595
## alternative hypothesis: greater
## sample estimates:
## Moran I statistic Expectation Variance
## 0.0058953857 -0.0003060912 0.0000187325Modelo del Error Espacial (SEM)
A pesar de que nuestro modelo goza de las características ideales asociadas a un modelo de regresión líneal estándar, hemos comprobado que los residuos de la regresión presentan autocorrelación espacial. Por tanto, para reconocer la existencia de esta estructura espacial en los errores, usamos el Modelo del Error Espacial. Este modelo se define como:
\[ \begin{align*} y&=\beta_{0}+X_{1}\beta_{1}+\mu \\ \mu&=\lambda W \mu + \epsilon \end{align*} \] ### Estimación vía ML
mod.sem<-errorsarlm(model1, listw=knn5.st, data=data)
summary(mod.sem)##
## Call:errorsarlm(formula = model1, data = data, listw = knn5.st)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1597.371 -276.225 -61.563 195.642 3940.558
##
## Type: error
## Coefficients: (asymptotic standard errors)
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 3.7781e+03 8.7739e+02 4.3061 1.662e-05
## IEJ -4.9667e+00 6.2522e+00 -0.7944 0.426966
## DIM_SEG 1.3232e+02 2.5750e+02 0.5139 0.607346
## pr_e4a18 7.1139e+01 1.0865e+02 0.6547 0.512634
## pp_esc_pub -1.1374e+03 1.0806e+02 -10.5262 < 2.2e-16
## SEG 5.6875e+00 2.8733e+00 1.9794 0.047766
## avaluo_ln -1.1132e+02 3.8266e+01 -2.9090 0.003626
## SIMCE 3.7803e+00 2.1439e+00 1.7633 0.077849
## comp_3km -2.5160e-01 1.3847e-01 -1.8169 0.069228
## ac_buses -1.7088e-03 9.1998e-03 -0.1857 0.852644
## ac_parvula 6.1290e-03 6.8183e-03 0.8989 0.368704
## ac_salud 6.9327e-03 1.0834e-02 0.6399 0.522237
## ac_esc_prv -6.9645e-03 6.9243e-03 -1.0058 0.314515
## ac_ar_verd -3.1709e-01 1.4014e-01 -2.2627 0.023653
##
## Lambda: 0.94265, LR test value: 2096.7, p-value: < 2.22e-16
## Asymptotic standard error: 0.0092813
## z-value: 101.56, p-value: < 2.22e-16
## Wald statistic: 10315, p-value: < 2.22e-16
##
## Log likelihood: -24721.84 for error model
## ML residual variance (sigma squared): 205190, (sigma: 452.98)
## Number of observations: 3268
## Number of parameters estimated: 16
## AIC: NA (not available for weighted model), (AIC for lm: 51570)Analizamos los residuos
res.sem<-residuals(mod.sem)
moran.test(res.sem, listw = knn5.st, randomisation = FALSE)##
## Moran I test under normality
##
## data: res.sem
## weights: knn5.st
##
## Moran I statistic standard deviate = -1.0336, p-value = 0.8493
## alternative hypothesis: greater
## sample estimates:
## Moran I statistic Expectation Variance
## -0.0047797412 -0.0003060912 0.0000187325