Análisis de la Tasa de Homicidios y sus Determinantes Socioeconómicos

Introducción

Este proyecto tiene como objetivo analizar las tasas de homicidios globales utilizando datos socioeconómicos recopilados de diversas fuentes internacionales como el Banco Mundial (World Bank), World Population Review y World Justice Project. Dada la limitación de la disponibilidad de datos recientes, nuestro análisis se centrará en 66 países seleccionados, los cuales están distribuidos en todos los continentes y presentan una amplia diversidad en sus indicadores socioeconómicos.

Objetivos del Proyecto

El principal objetivo de este análisis es identificar clusters de países basados en diversos indicadores socioeconómicos y desarrollar un modelo explicativo que ilustre las influencias de estas variables en la tasa de homicidios. Este modelo podría ser una herramienta para ayudar a las autoridades para que puedan tomar decisiones informadas con el fin de mitigar las tasas de homicidios a nivel nacional e internacional.

Indicadores Utilizados

Los siguientes indicadores serán empleados para el análisis:

• PIB per cápita: Indica el promedio de la producción económica por persona y se usa para evaluar la riqueza y bienestar económico.
• Índice Gini: Mide la desigualdad en la distribución del ingreso dentro de una población.
• Alfabetización: Porcentaje de personas que pueden leer y escribir.
• Desempleo: Porcentaje de la población económicamente activa que busca activamente trabajo.
• Pobreza: Medida de si una persona o grupo puede satisfacer las necesidades básicas de vida.
• Justicia (WPJ): Índice que evalúa el respeto al Estado de derecho en distintos países.
• Índice de Desarrollo Humano (IDH): Evalúa el desarrollo de los países basándose en la esperanza de vida, educación e ingreso per cápita.
• Inflación: Tasa a la que aumentan los precios de bienes y servicios.
• Libertad: Capacidad de actuar según la propia voluntad, incluyendo derechos civiles y políticos.
• Desplazamiento interno: Personas forzadas a abandonar sus hogares pero que permanecen dentro de su país.
• PIB asociado a agricultura, pesca y ganadería: Contribución de estas actividades al PIB total.
• PIB asociado a manufactura: Contribución de la manufactura al PIB total.
• Ingesta de alcohol: Cantidad promedio de alcohol consumido por persona.
• Religión dominante: Religión con mayor número de adherentes en un país.
• Densidad poblacional: Número de personas por unidad de superficie.
• Tasa de homicidios por 100,000 habitantes: Mide la incidencia de homicidios en la sociedad.

Cada uno de estos indicadores será evaluado por su capacidad de explicar las variaciones en las tasas de homicidios a través de técnicas las estadísticas estudiadas en el curso de Análisis Cuantitativo. En particular, Análisis por Componentes Principales, Clustering y Regresión Líneal.

Descripción de las Columnas del Dataframe DatabaseHomicide

Las columnas del dataframe DatabaseHomicide son nombradas y descritas a continuación para facilitar el análisis de los datos relacionados con los homicidios y otros indicadores socioeconómicos:

• Country Name: Nombre del país.
• Country Code: Código del país conforme a la normativa internacional (ISO, por ejemplo).
• free: Indica el nivel de libertad en el país, posiblemente basado en evaluaciones de derechos civiles y políticos.
• rel: Religión dominante del país.
• Const_Gov_Pow: Poder gubernamental constituido, refleja la estructura y estabilidad del gobierno.
• Abs_Corr: Absorción de corrupción, posiblemente indica el nivel de corrupción percibido dentro del país.
• Open_Gov: Gobierno abierto, indicador de la transparencia y accesibilidad de las operaciones gubernamentales.
• Fun_Rig: Funcionamiento riguroso del gobierno, posiblemente relacionado con la eficacia gubernamental.
• Ord_Sec: Orden y seguridad, medidas de cómo el gobierno mantiene el orden y la seguridad pública.
• Reg_Enf: Cumplimiento regulatorio, grado en que el gobierno aplica las regulaciones.
• Civ_Jus: Justicia civil, evalúa la efectividad de la infraestructura legal civil.
• Crim_Jus: Justicia criminal, evalúa la efectividad de la infraestructura legal criminal.
• Alcohol: Consumo de alcohol, medido como la cantidad promedio consumida por persona.
• inf: Tasa de inflación, el aumento porcentual de los precios dentro del país.
• IDP: Desplazados internos, número de personas desplazadas dentro de sus propios países.
• HDI: Índice de Desarrollo Humano, combinación de expectativa de vida, educación e ingreso.
• GDPPC: PIB per cápita, indica el promedio de la producción económica por persona.
• GDPAFF: PIB asociado a agricultura, pesca y ganadería.
• PD: Densidad poblacional, número de personas por unidad de superficie.
• GDPM: PIB asociado a manufactura.
• UnEmp: Tasa de desempleo, porcentaje de la población económicamente activa que busca activamente trabajo.
• Lit: Tasa de alfabetización, porcentaje de personas que pueden leer y escribir.
• Gini: Índice Gini, mide la desigualdad en la distribución del ingreso.
• U2.15: Proporción de la población que vive con menos de 2.15 unidades monetarias (como dólares) por día. Este umbral puede indicar una medida de pobreza extrema, similar al umbral internacional de pobreza de $1.90 al día establecido por el Banco Mundial.
• U3.65: Similar al anterior, proporción de la población que vive con menos de 3.65 unidades monetarias por día. Este umbral podría representar un nivel de pobreza menos severo pero aún significativo, abarcando aquellos que están por encima de la pobreza extrema pero que aún enfrentan dificultades económicas considerables.
• U6.85: proporción de la población que vive con menos de 6.85 unidades monetarias por día, sugiriendo otro nivel de pobreza que, aunque superior a los umbrales anteriores, sigue significando una vida con restricciones económicas considerables.
• hom: Tasa de homicidios por 100,000 habitantes.

Esta estructura de datos permite realizar análisis multidimensionales para identificar correlaciones y tendencias entre las tasas de homicidios y una variedad de factores socioeconómicos y de gobernabilidad.

A continuacion se realiza un analisis descriptivo de la base de datos.

Análisis exploratorio de los datos relectados

Estructura de la base de datos

## 'data.frame':    66 obs. of  27 variables:
##  $ Country Name : chr  "Albania" "Argentina" "Australia" "Bulgaria" ...
##  $ Country Code : chr  "ALB" "ARG" "AUS" "BGR" ...
##  $ free         : num  7.88 7.08 8.66 7.89 7.42 ...
##  $ rel          : Factor w/ 4 levels "Buddhism","Christianity",..: 4 2 2 2 2 2 2 2 2 2 ...
##  $ Const_Gov_Pow: num  0.431 0.564 0.814 0.497 0.46 ...
##  $ Abs_Corr     : num  0.363 0.459 0.81 0.443 0.423 ...
##  $ Open_Gov     : num  0.46 0.613 0.799 0.559 0.473 ...
##  $ Fun_Rig      : num  0.585 0.683 0.781 0.596 0.599 ...
##  $ Ord_Sec      : num  0.78 0.613 0.873 0.775 0.774 ...
##  $ Reg_Enf      : num  0.423 0.499 0.807 0.526 0.49 ...
##  $ Civ_Jus      : num  0.457 0.549 0.743 0.539 0.468 ...
##  $ Crim_Jus     : num  0.4 0.409 0.725 0.439 0.476 ...
##  $ Alcohol      : num  7.5 9.8 10.6 12.7 6.4 4.8 7.8 8.9 9.3 5.8 ...
##  $ inf          : num  1.73 52.34 1.74 2.03 5.33 ...
##  $ IDP          : num  0 0 0 0 91000 ...
##  $ HDI          : num  0.789 0.849 0.946 0.799 0.779 0.698 0.76 0.935 0.86 0.758 ...
##  $ GDPPC        : num  13944 23364 51696 24200 15377 ...
##  $ GDPAFF       : num  18.88 5.84 2.33 3.76 5.62 ...
##  $ PD           : num  103.45 16.58 3.32 63.83 64.78 ...
##  $ GDPM         : num  6.09 14.05 5.73 23.4 12.7 ...
##  $ UnEmp        : num  12.3 10.01 5.58 4.87 15.49 ...
##  $ Lit          : num  99 99 99 98 98 94 94 99 97 96 ...
##  $ Gini         : num  30.8 42.3 34.3 40.3 33 43.6 48.9 33.3 44.9 54.2 ...
##  $ U2.15        : num  0 9.6 0.5 0.7 0.1 2 0.3 0.2 0.4 6 ...
##  $ U3.65        : num  1.5 17.5 0.7 2 0.8 5.4 1.4 0.5 0.9 14 ...
##  $ U6.85        : num  13.7 57.9 1 5.8 5.8 65.2 19.5 0.7 6.7 34.8 ...
##  $ hom          : num  2.234 5.048 0.831 1.148 1.175 ...

Resumen de las columnas observadas

##       free                 rel     Const_Gov_Pow       Abs_Corr     
##  Min.   :5.127   Buddhism    : 4   Min.   :0.2324   Min.   :0.2465  
##  1st Qu.:6.718   Christianity:52   1st Qu.:0.4744   1st Qu.:0.3676  
##  Median :7.297   Hinduism    : 2   Median :0.5344   Median :0.4442  
##  Mean   :7.322   Islam       : 8   Mean   :0.5687   Mean   :0.5144  
##  3rd Qu.:8.101                     3rd Qu.:0.6950   3rd Qu.:0.6712  
##  Max.   :8.753                     Max.   :0.9451   Max.   :0.9557  
##     Open_Gov         Fun_Rig          Ord_Sec          Reg_Enf      
##  Min.   :0.3109   Min.   :0.2232   Min.   :0.3572   Min.   :0.3108  
##  1st Qu.:0.4563   1st Qu.:0.4704   1st Qu.:0.6380   1st Qu.:0.4361  
##  Median :0.5581   Median :0.5829   Median :0.7143   Median :0.5021  
##  Mean   :0.5665   Mean   :0.5883   Mean   :0.7188   Mean   :0.5525  
##  3rd Qu.:0.6495   3rd Qu.:0.7267   3rd Qu.:0.8068   3rd Qu.:0.6455  
##  Max.   :0.8724   Max.   :0.9198   Max.   :0.9354   Max.   :0.8952  
##     Civ_Jus          Crim_Jus         Alcohol            inf          
##  Min.   :0.3097   Min.   :0.2104   Min.   : 0.300   Min.   :  0.1917  
##  1st Qu.:0.4560   1st Qu.:0.3439   1st Qu.: 4.800   1st Qu.:  1.3254  
##  Median :0.5341   Median :0.4148   Median : 7.650   Median :  2.8930  
##  Mean   :0.5486   Mean   :0.4713   Mean   : 7.541   Mean   :  7.2378  
##  3rd Qu.:0.6446   3rd Qu.:0.5713   3rd Qu.:10.350   3rd Qu.:  4.9642  
##  Max.   :0.8718   Max.   :0.8379   Max.   :13.400   Max.   :153.5037  
##       IDP               HDI             GDPPC           GDPAFF       
##  Min.   :      0   Min.   :0.5320   Min.   : 2208   Min.   : 0.6197  
##  1st Qu.:      0   1st Qu.:0.6987   1st Qu.: 8775   1st Qu.: 2.5966  
##  Median :      0   Median :0.7850   Median :18537   Median : 5.7266  
##  Mean   : 299272   Mean   :0.7758   Mean   :23780   Mean   : 8.2548  
##  3rd Qu.:  46500   3rd Qu.:0.8788   3rd Qu.:31580   3rd Qu.:11.9242  
##  Max.   :5914000   Max.   :0.9660   Max.   :89438   Max.   :26.7840  
##        PD               GDPM            UnEmp             Lit        
##  Min.   :  2.113   Min.   : 4.475   Min.   : 2.077   Min.   : 58.00  
##  1st Qu.: 37.236   1st Qu.: 9.990   1st Qu.: 4.851   1st Qu.: 90.00  
##  Median : 82.028   Median :12.493   Median : 6.804   Median : 96.50  
##  Mean   :138.704   Mean   :13.328   Mean   : 7.972   Mean   : 92.14  
##  3rd Qu.:154.446   3rd Qu.:15.504   3rd Qu.:10.244   3rd Qu.: 99.00  
##  Max.   :634.006   Max.   :33.066   Max.   :26.217   Max.   :100.00  
##       Gini           U2.15           U3.65           U6.85       
##  Min.   :23.20   Min.   : 0.00   Min.   : 0.00   Min.   : 0.100  
##  1st Qu.:32.73   1st Qu.: 0.20   1st Qu.: 0.55   1st Qu.: 1.825  
##  Median :36.40   Median : 0.75   Median : 2.75   Median :13.900  
##  Mean   :38.05   Mean   : 6.63   Mean   :14.43   Mean   :30.247  
##  3rd Qu.:43.30   3rd Qu.: 5.35   3rd Qu.:17.73   3rd Qu.:55.400  
##  Max.   :63.00   Max.   :52.00   Max.   :78.00   Max.   :92.300  
##       hom         
##  Min.   : 0.2454  
##  1st Qu.: 1.1545  
##  Median : 3.3717  
##  Mean   : 6.8329  
##  3rd Qu.: 9.5090  
##  Max.   :38.4154

Distribución de valores por religión

Es claro que lo datos están desbalanceados, habiendo mucho más observaciones de paises principalmente critianos. Por tanto se descarta esta variable del análisis de componentes principales.

Se deja aparte la variable de tasas de homicidios, pues es la variable objetivo que queremos estudiar.

## 'data.frame':    66 obs. of  23 variables:
##  $ free         : num  7.88 7.08 8.66 7.89 7.42 ...
##  $ Const_Gov_Pow: num  0.431 0.564 0.814 0.497 0.46 ...
##  $ Abs_Corr     : num  0.363 0.459 0.81 0.443 0.423 ...
##  $ Open_Gov     : num  0.46 0.613 0.799 0.559 0.473 ...
##  $ Fun_Rig      : num  0.585 0.683 0.781 0.596 0.599 ...
##  $ Ord_Sec      : num  0.78 0.613 0.873 0.775 0.774 ...
##  $ Reg_Enf      : num  0.423 0.499 0.807 0.526 0.49 ...
##  $ Civ_Jus      : num  0.457 0.549 0.743 0.539 0.468 ...
##  $ Crim_Jus     : num  0.4 0.409 0.725 0.439 0.476 ...
##  $ Alcohol      : num  7.5 9.8 10.6 12.7 6.4 4.8 7.8 8.9 9.3 5.8 ...
##  $ inf          : num  1.73 52.34 1.74 2.03 5.33 ...
##  $ IDP          : num  0 0 0 0 91000 ...
##  $ HDI          : num  0.789 0.849 0.946 0.799 0.779 0.698 0.76 0.935 0.86 0.758 ...
##  $ GDPPC        : num  13944 23364 51696 24200 15377 ...
##  $ GDPAFF       : num  18.88 5.84 2.33 3.76 5.62 ...
##  $ PD           : num  103.45 16.58 3.32 63.83 64.78 ...
##  $ GDPM         : num  6.09 14.05 5.73 23.4 12.7 ...
##  $ UnEmp        : num  12.3 10.01 5.58 4.87 15.49 ...
##  $ Lit          : num  99 99 99 98 98 94 94 99 97 96 ...
##  $ Gini         : num  30.8 42.3 34.3 40.3 33 43.6 48.9 33.3 44.9 54.2 ...
##  $ U2.15        : num  0 9.6 0.5 0.7 0.1 2 0.3 0.2 0.4 6 ...
##  $ U3.65        : num  1.5 17.5 0.7 2 0.8 5.4 1.4 0.5 0.9 14 ...
##  $ U6.85        : num  13.7 57.9 1 5.8 5.8 65.2 19.5 0.7 6.7 34.8 ...

Análisis Bivariado

Puedo observar varios outliers que podrían estar ocultando correlaciones o influenciando valores de correlación. Eliminamos los paises atipicos por inflacion:

## [1] "ZWE" "ARG" "LBN"

Eliminamos los paises atipicos por tasa de desempleados

## [1] "ZAF"

Eliminamos outliers por Desplazamiento Interno de Personas (IDP)

## [1] "UKR" "COL" "NGA"

Verificamos de nuevo las graficas de dispersion a continuación

- Existen varias correlaciones significativas aunque no sean altas, mostrando la aplicabilidad del metodo de reducción de dimensiónes PCA (análisis por componentes principales).

Análisis por Componentes Principales

Hago el cálculo de PCA y verífico la variabilidad explicada de las variables predictivas

De aquí se puede observar que con las 3 primeras componentes se puede explicar la mayoría de la variabilidad de las variables predictorias (X), el 73.58%.

Ahora mostramos las constantes del PCA1

Análisis del Primer Componente Principal

Interpretación General

El primer componente principal muestra una división clara en los factores que contribuyen positiva y negativamente al score del PCA:

• Contribuciones Negativas: Cuando aumentan el desarrollo humano, la eficacia del gobierno, la transparencia gubernamental, la absorción de la corrupción, el nivel de justicia criminal y civil, el PIB per cápita, el nivel de libertad, la estabilidad gubernamental, el orden, la seguridad y la alfabetización, el score tiende hacia la izquierda.
• Contribuciones Positivas: El score tiende hacia la derecha cuando aumentan los niveles de pobreza, el PIB por el sector primario, la inflación, la desigualdad, el desplazamiento de personas y la densidad poblacional.

Implicaciones

Esta orientación sugiere que los países con un score más hacia la izquierda en este componente son generalmente más desarrollados y estables, indicando que este componente puede ser un buen indicador del nivel de desarrollo de un país.

Caso Especial: Consumo de Alcohol

• Observación Inicial: Contrario a la expectativa inicial, el consumo de alcohol contribuye hacia el lado izquierdo del componente, sugiriendo una asociación con un mayor desarrollo.
• Posibles Hipótesis:
  1. Integración Cultural
  2. Acceso y Regulación
  3. Datos Agregados

Gráfica de contraste entre paises PCA1

En esta gráfica de contraste podemos ver que, de acuerdo al score de nuestro primer componente principal, entre los 2 primeros países con mejor índice de desarrollo se encuentran Noruega y Dinamarca, mientras que el país con peor índice de desarrollo es Zimbabue, seguido de lejos por Nigeria y Haití.

Correlación entre PC1 y Tasa de Homicidios

• Observación general: Existe una correlación positiva entre el score del primer componente (PC1) y la tasa de homicidios.
• Naturaleza de la relación: La relación observada entre estas dos variables no es lineal.
• Tendencia específica: Cuando el score de PC1 disminuye, también tiende a disminuir la tasa de homicidios. Esto sugiere que a medida que un país es más desarrollado (mayor score en PC1), menor es su tasa de homicidios.
• Papel de la religión: La religión, como variable, no parece influir significativamente en la relación entre el índice de desarrollo y la tasa de homicidios. La mayoría de las observaciones disponibles corresponden a países predominantemente cristianos.
  • Necesidad de más datos: Sería beneficioso tener más observaciones de países con religiones distintas a la cristiana para poder evaluar más robustamente el impacto de la religión en esta relación.
• Conclusiones preliminares: Los resultados preliminares indican que el desarrollo de un país puede estar inversamente relacionado con su tasa de homicidios, independientemente de la religión dominante.

Análisis de la Segunda Componente Principal

Observaciones del Componente

• Influencia Negativa: Variables relacionadas con condiciones de vida básicas y problemas estructurales.
• Influencia Positiva: Variables asociadas con desarrollo y bienestar social avanzado.

Interpretación del Componente

El PC2 parece funcionar como un eje de transición económica y social, distinguiendo entre países con economías basadas en la agricultura y problemas sociales, y aquellos con economías industrializadas y mejor infraestructura social.

Hipótesis Propuesta

El segundo componente principal puede interpretarse como un indicador de la transición de un país desde una economía y sociedad menos desarrollada hacia una más avanzada y industrializada.

A pesar de la expectativa inicial, algunos indicadores tradicionalmente vistos como positivos (como la estabilidad del gobierno y la justicia civil) empujan el PC2 hacia un lado que preliminarmente asociamos con menor desarrollo. Simultáneamente, indicadores problemáticos como desplazamiento y desempleo parecen asociarse con el otro extremo, posiblemente indicativo de crecimiento o desarrollo.

El segundo componente principal podría estar capturando un fenómeno de “desarrollo desigual” o “crecimiento inestable”, donde algunos aspectos tradicionalmente vistos como positivos coexisten con desafíos significativos. Esto sugiere que mientras algunos países pueden mostrar signos de estructuras gubernamentales fuertes y sistemas de justicia activos, aún enfrentan desafíos sustanciales como el desempleo, la desigualdad y el desplazamiento interno.

Gráfica de contraste entre paises PCA2

Observación de Condiciones de Vida Básicas

En el extremo negativo del segundo componente, podemos identificar países que enfrentan serios problemas en sus condiciones de vida básicas: - Ruanda: Clasificado como el país con las condiciones más desafiantes. - Zimbabue: Sigue a Ruanda en términos de desafíos significativos. - Tanzania: También muestra problemas serios, aunque en menor medida que Zimbabue.

Países con Transición Económica

En cuanto a la transición económica, que podría reflejar un crecimiento económico inestable o desigual, destacan los siguientes países: - Ucrania: Mostrando el mayor grado de transición o cambio económico. - Colombia: También experimenta una transición económica significativa, aunque no tan pronunciada como en Ucrania.

Tendencia Central en el Segundo Componente

Los países que previamente lideraban en el primer componente principal tienden a ubicarse cerca del centro (tendencia hacia 0) en este componente, indicando una posición más equilibrada o neutral en cuanto a los problemas y transiciones identificados en el PC2.

Implicaciones del Análisis

Este análisis sugiere una variabilidad significativa en cómo diferentes países enfrentan desafíos y cambios económicos. Mientras algunos luchan con problemas básicos de supervivencia, otros están navegando por las complejidades de una economía en transición. Estas observaciones pueden ser cruciales para desarrollar políticas específicas que aborden las necesidades particulares de cada grupo de países.

Correlación entre PC2 y Tasa de Homicidios

• No se observa una relación entre la segunda componente (el indice de tranción economico - social) y la tasa de homicidios.

Análisis de la tecer Componente Principal

Observaciones del Componente

• Influencia Negativa: Variables relacionadas el desempleo, la desigualdad, la libertad, la alfabetización, eficacia del gobierno
• Influencia Positiva: Variables asociadas con PIB relacionado con manofactura, dezplazamiento interno de personas, densidad de población y en menor medida el PIB per capita, la inflación y el orden y la seguridad.

Interpretación del Componente

La tercer componente principal revela un eje de contraste dinámico entre crecimiento desigual y desarrollo urbano avanzado, ofreciendo una perspectiva diferenciada sobre las características socioeconómicas y urbanas de los países analizados.

Crecimiento Desigual (Lado Izquierdo)

• Características Principales: Los países que se inclinan hacia este lado del componente enfrentan desafíos significativos relacionados con la desigualdad y el desempleo.
• Aspectos Positivos: A pesar de estos desafíos, estos países exhiben buenos niveles de alfabetización, libertad y eficacia del gobierno.
• Implicaciones Sociales: La combinación de problemas económicos con una estructura social y gubernamental relativamente robusta sugiere que estos países están en una transición complicada, donde el crecimiento económico no se ha traducido necesariamente en mejoras uniformes para toda la población.

Desarrollo Urbano Avanzado (Lado Derecho)

• Características Principales: En contraste, el lado derecho del PC3 está dominado por países más industrializados.
• Desafíos Urbanos: Estos países experimentan problemas de desplazamiento interno hacia metrópolis y centros de industrialización, lo que ha llevado a una mayor densidad poblacional.
• Contexto Urbano: El desplazamiento y la concentración poblacional en áreas urbanas pueden ser indicativos de la búsqueda de oportunidades económicas, pero también plantean desafíos en términos de vivienda, servicios públicos y calidad de vida.

Gráfica de contraste entre paises PCA3

Lado Izquierdo: Desafíos con Beneficios Sociales

Los países que destacan hacia el lado izquierdo de la gráfica incluyen: - Sudáfrica, seguido por Guyana y Panamá.

Características Comunes:

• Desafíos: Estos países enfrentan problemas significativos de desempleo y desigualdad.
• Aspectos Positivos: A pesar de estos desafíos, exhiben buenos niveles de alfabetización, libertad y eficacia gubernamental.

Lado Derecho: Industrialización con Desafíos Urbanos

Los países que destacan hacia el lado derecho de la gráfica incluyen: - Uruguay, seguido por Nigeria y Colombia.

Características Comunes:

• Industrialización: Estos países son altamente industrializados.
• Problemas Urbanos: Enfrentan desafíos debido al desplazamiento interno, lo que conduce a una alta densidad poblacional.

Conclusiones del Análisis de Contraste

Este análisis de la gráfica de contraste nos permite ver cómo diferentes países manejan el equilibrio entre desarrollo económico y desafíos sociales. Por un lado, algunos países logran mantener estándares sociales positivos a pesar de las dificultades económicas. Por otro lado, países con avances industriales enfrentan nuevos desafíos derivados de una rápida urbanización y densidad poblacional.

Correlación entre PC3 y Tasa de Homicidios

• No se observa una relación entre la tercer componente (el contraste de desarrollo social y desarrollo industrial) y la tasa de homicidios.

Análisis Bivariado de los Componentes Principales

Análisis de Cuadrantes entre el Primer y Segundo Componente PCA

El análisis de los cuadrantes formados por el cruce del primer y segundo componente PCA revela diferencias significativas en términos de características socioeconómicas y de gobernabilidad entre los países. A continuación se detalla lo observado en cada cuadrante:

Cuadrante Superior Izquierdo: Alta Alfabetización y Desarrollo Humano

• Características Principales:
  • Países con altos niveles de alfabetización.
  • Altos índices de desarrollo humano.

Cuadrante Inferior Izquierdo: Gobernabilidad y Libertad

• Características Principales:
  • Mejor eficacia de gobierno.
  • Avanzada justicia civil y criminal.
  • Mayor libertad y estabilidad gubernamental.

Cuadrante Superior Derecho: Desafíos Sociales y Económicos

• Características Principales:
  • Notable desplazamiento interno.
  • Significativa desigualdad y desempleo.
  • Elevado PIB generado por manufactura.
  • Ukrania y Colombia (outliers de desplazamiento) son representativos de este cuadrante

Cuadrante Inferior Derecho: Problemas Económicos y Densidad

• Características Principales:
  • Alta inflación.
  • Mayor densidad poblacional.
  • Incrementada pobreza.
  • Predominante PIB del sector primario.
  • Zimbabue es el principal representante de este cuadrante (outlier de la inflación). Tambien se encuentra Argentina, Nigeria y Zudafrica (este ultimo era outlier de nivel de desempleo)

Implicaciones del Análisis de Cuadrantes

Este análisis proporciona una visión clara de cómo las características económicas, sociales y de gobernabilidad pueden ser agrupadas para diferenciar los países en un contexto multidimensional. La segmentación en cuadrantes ayuda a identificar áreas de fortaleza y desafío que pueden informar políticas específicas y estrategias de desarrollo.

Análisis de Cuadrantes entre el Primer y Tercer Componente PCA

Cuadrante Superior Izquierdo: Desarrollo y Gobernanza

• Indicadores Dominantes:
  • PIB per cápita
  • Orden y seguridad
  • Justicia civil y criminal
  • Absorción de la corrupción
• Países Representativos:
  • Irlanda
  • Corea
  • Japón
  • Eslovenia

Cuadrante Inferior Izquierdo: Libertad y Educación

• Indicadores Dominantes:
  • Libertad
  • Eficacia del gobierno
  • Alfabetización
  • Niveles de consumo de alcohol
• Países Representativos:
  • España
  • Uruguay
  • Costa Rica
  • China

Cuadrante Superior Derecho: Desafíos Sociales y Demográficos

• Indicadores Dominantes:
  • Inflación
  • Pobreza
  • Desplazamiento interno
  • Densidad de población
• Países Representativos:
  • Birmania
  • Turquía
  • India
• Outliers:
  • Zimbabue (el más distante)
  • Nigeria
  • Colombia
  • Líbano
  • Argentina
  • Ucrania

Cuadrante Inferior Derecho: Desigualdad y Extrema Pobreza

• Indicadores Dominantes:
  • Desigualdad
  • Extrema pobreza (U2.15)
• Países Representativos:
  • Guyana
  • Brasil
  • Bolivia
  • Albania
  • Perú
  • Ecuador
• Outlier:
  • Sudáfrica (Zudafrica), principalmente en la dirección de la desigualdad

Conclusiones

Este análisis de los cuadrantes del PCA revela cómo distintos indicadores económicos y sociales agrupan a los países en términos de sus desafíos y logros. Mientras que algunos cuadrantes reflejan un alto grado de desarrollo y eficacia en la gobernanza, otros destacan las luchas continuas con la pobreza, la desigualdad y los problemas demográficos.

Análisis de Cuadrantes entre el Segundo y Tercer Componente PCA

Análisis de agrupación por Componentes Principales

Agrupación por K = 3

Revisamos un primer caso de agrupación por K=3 clusters.

El coeficiente promedio de silueta es de

## [1] 0.4277454

Optimizar el Valor de K

El mejor K es de 5 grupos. Ahora análicemos las siluetas.

El coeficiente promedio de silueta es de

## [1] 0.4458378

En promedio el indicador de silueta también mejora cuando K = 5, pero el cluster 1 solo tiene elementos con muy bajita silueta. Se prueba con k = 4:

El coeficiente promedio de silueta es de

## [1] 0.4496408

La silueta es un poco mejor y todos los grupos tienen observaciones con siluetas grandes. Seleccionamos entonces k=4 como el más optimo.

Representacion bivariada de los clusters

PC1 vs PC2

El cluster 1 está sobre el pc2_score = 0, indicando países desarrollados sin los problemas que atrae el desarrollo, como el desplazamiento y el aumento en la densidad poblacional. Países como Francia, Estados Unidos, Noruega, Australia, Japón, Finlandia, e Irlanda.

El cluster 2 está en el cuadrante de los países en vía de desarrollo pero con problemas sociales causados por este desarrollo económico. Países como Colombia, Ucrania y Birmania.

El cluster 3 está en el cuadrante de los países con problemas sociales y estructurales, con bajo desarrollo económico. Países como Pakistán, Zimbabue, Tanzania, Ruanda, Kenia, Haití e India.

El cluster 4 agrupa los países más balanceados en cuanto desarrollo económico y problemas sociales. Países como Ecuador, Albania, Sudáfrica, México y Brasil.

PC1 vs PC3

En esta vista podemos observar:

• Grupo 1: Países más desarrollados con tendencia al centro en PC3, que es el contraste entre crecimiento desigual y desarrollo industrial y urbano (estar en PC3=0 implica un balance entre estas 2 fuerzas).
• Grupo 2: Países menos desarrollados que además tienen un buen desarrollo industrial y urbano.
• Grupo 3: Más cerca al eje PC3=0, significando países no desarrollados que no tienen tampoco desarrollo industrial ni urbano.
• Grupo 4: Otra vez países equilibrando fuerzas, desarrollo medio y un balance entre el crecimiento desigual y el desarrollo industrial.

PC2 vs PC3

En esta vista los grupos se ven principalmente mezclados, excepto por el grupo 2, que está en el cuadrante de los países con desarrollo urbano pero con problemas de desplazamiento interno.

Distribución de Tasa de Homicidios por 4 Clusters

Observaciones:

• Cluster 1: El grupo con menos tasa de homicidios.
• Cluster 2: Tiene en promedio y en variabilidad la tasa de homicidios más alta.
• Cluster 3: Es el siguiente con menos tasa de homicidio.
• Cluster 4: Es el segundo con más variabilidad de tasa de homicidio, pero en promedio es el segundo con más tasa de homicidios.

Conclusiones

• En la comparación de PC1 vs PC2, se identificaron claramente los países desarrollados sin los problemas asociados al desarrollo, tales como desplazamiento y densidad poblacional alta, destacando países como Francia y Noruega. Por otro lado, los países en vías de desarrollo como Colombia y Ucrania exhiben problemas sociales derivados de su desarrollo económico.

• La vista PC1 vs PC3 reveló una distinción entre países con un alto grado de desarrollo industrial y urbano frente a aquellos que luchan con desafíos tanto en desarrollo económico como industrial.

• En PC2 vs PC3, los grupos estuvieron más mezclados, señalando que la relación entre desarrollo urbano y problemas sociales como el desplazamiento interno es compleja y varía significativamente entre los países.

• Los análisis mostraron una correlación entre el desarrollo económico y social de los clusters y sus tasas de homicidios. El cluster 1, que incluye países altamente desarrollados, registra las menores tasas de homicidios, sugiriendo que la estabilidad y la prosperidad pueden contribuir a la seguridad.

• Contrariamente, el cluster 2, que agrupa a países con problemas sociales activos, exhibe las tasas más altas de homicidios, lo que resalta los desafíos de la inseguridad asociados con transiciones económicas rápidas y posiblemente mal gestionadas.

Paises Cluster 1	Paises Cluster 2	Paises Cluster 3	Paises Cluster 4
Australia	Colombia	Ghana	Albania
Canada	Myanmar	Haiti	Argentina
Chile	Nigeria	India	Bulgaria
Costa Rica	Ukraine	Kenya	Bosnia and Herzegovina
Cyprus		Pakistan	Bolivia
Denmark		Rwanda	Brazil
Spain		Tanzania	Dominican Republic
Finland		Uganda	Algeria
France		Zimbabwe	Ecuador
United Kingdom			Georgia
Greece			Guatemala
Croatia			Guyana
Ireland			Honduras
Italy			Kyrgyz Republic
Japan			Lebanon
Korea, Rep.			Sri Lanka
Latvia			Morocco
Norway			Mexico
Portugal			Mongolia
Romania			Mauritius
Slovenia			Malaysia
Uruguay			Nicaragua
United States			Panama
			Peru
			Philippines
			Russian Federation
			El Salvador
			Serbia
			Turkiye
			South Africa

Como se puede evidenciar en la tabla de clusters, en el primer cluster se encuentran paises con medios a altos niveles de ingresos per capita, y altos indices de desarrollo humano, altos niveles de justicia y gobiernos con alta estructura y fundamentos. Estos paises tienen una desigualdad que no es tan marcada, y tienen una puntuacion negativa en el primer componente principal, y puntuaciones cercanas al 0 en el segundo y tercer componentes. Dentro de estos paises estan principalmente los paises del primer mundo y paises en via de desarrollo con buenos indicadores socioeconomicos. Ejemplos: Chile, Dinamarca, Espana, Croacia, Costa Rica, Finlandia, entre otros.

En el segundo cluster estan paises con niveles de desarrollo socioeconomico medios/bajo, pero con conflictos que generan fuertes indices de desplazamiento interno. Estos paises en los indicadores de justicia y estabilidad del gobierno tienen niveles medios. Estos paises presentan en terminos generales las tasas de homicidios mas altas. Adicionalmente tienen un porcentaje de participacion alta de las actividades primarias en su PIB. Los paises de este cluster presentan valores positivos en los tres componentes.En este cluster estan paises como Colombia, Nigeria, Ucrania.

En el tercer cluster encontramos paises con los niveles de desarrollo mas bajos, menor fortaleza del estado, bajos ingresos economicos, gran participacion de las actividades primarias como porcentahje del PIB, alto coeficiente Gini, bajos nivbbeles de PIB per capita, bajos niveles de alfabetizacion, sin embargo bajas tasas de homicidios. Presentan valores positivos en la primera componente principal, negativos en la segunda, y cercanos a cero en la tercera. En este cluster se encuentran paises como Kenia, Pakistan, Tanzania.

El ultimo cluster agrupa a los paises con un nivel de desarrollo medio/bajo, pero con indicadores de desarrollo humano ligeramente superiores a los del cluster 2.Estos paises presentan estados mas fuertes y estables, con mejores indicadores de justicia. Estos paises presentan mas altos niveles en el indice de desarrollo humano, un PIB per capita ligeramente superior, una participacion de actividades primarias en el PIB, mucho menor que los del cluster 2, y niveles de desplazamiento sumamente bajos. A pesar de tener indices de pobreza ligeramente superiores a los del cluster 2 su tasas de homicidios son considerablemente mas bajas. Los valores obtenidos en los tres componentes son cercanos a cero. En este cluster encontramos paises como Argentina, Brasil, ALbania, Mexico, Rusia, entre otros.

## 
## Call:
## lm(formula = hom ~ ., data = DatabaseHomicide[, -c(1, 2, 4, 28:31)])
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -11.1372  -3.4938  -0.8351   2.5831  17.6402 
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)   
## (Intercept)    5.708e+01  2.920e+01   1.955  0.05728 . 
## free           2.676e+00  3.495e+00   0.766  0.44807   
## Const_Gov_Pow -3.388e+01  2.288e+01  -1.480  0.14623   
## Abs_Corr       1.454e+01  1.775e+01   0.819  0.41741   
## Open_Gov       2.547e+01  2.317e+01   1.099  0.27800   
## Fun_Rig       -2.129e+00  2.944e+01  -0.072  0.94269   
## Ord_Sec       -3.802e+01  1.599e+01  -2.378  0.02206 * 
## Reg_Enf       -1.151e+00  3.367e+01  -0.034  0.97289   
## Civ_Jus        2.208e+01  2.314e+01   0.955  0.34528   
## Crim_Jus      -6.108e+00  2.411e+01  -0.253  0.80124   
## Alcohol       -1.710e-01  3.874e-01  -0.441  0.66126   
## inf           -1.300e-01  5.892e-02  -2.207  0.03284 * 
## IDP            8.696e-07  9.260e-07   0.939  0.35301   
## HDI           -8.680e+01  2.952e+01  -2.941  0.00531 **
## GDPPC          1.530e-04  1.314e-04   1.164  0.25084   
## GDPAFF        -6.860e-01  3.364e-01  -2.039  0.04776 * 
## PD            -8.139e-03  6.565e-03  -1.240  0.22192   
## GDPM           1.165e-01  1.761e-01   0.661  0.51199   
## UnEmp          3.336e-01  2.355e-01   1.417  0.16396   
## Lit            4.112e-02  1.638e-01   0.251  0.80302   
## Gini           3.036e-01  1.970e-01   1.541  0.13077   
## U2.15          3.677e-01  4.280e-01   0.859  0.39509   
## U3.65         -3.211e-01  3.401e-01  -0.944  0.35053   
## U6.85          8.604e-02  1.070e-01   0.804  0.42602   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.108 on 42 degrees of freedom
## Multiple R-squared:  0.6956, Adjusted R-squared:  0.5288 
## F-statistic: 4.172 on 23 and 42 DF,  p-value: 3.007e-05

## Start:  AIC=257.04
## hom ~ free + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - Reg_Enf        1      0.04 1567.0 255.04
## - Fun_Rig        1      0.20 1567.1 255.04
## - Lit            1      2.35 1569.3 255.13
## - Crim_Jus       1      2.39 1569.3 255.14
## - Alcohol        1      7.27 1574.2 255.34
## - GDPM           1     16.32 1583.2 255.72
## - free           1     21.88 1588.8 255.95
## - U6.85          1     24.11 1591.0 256.04
## - Abs_Corr       1     25.02 1592.0 256.08
## - U2.15          1     27.54 1594.5 256.19
## - IDP            1     32.91 1599.8 256.41
## - U3.65          1     33.25 1600.2 256.42
## - Civ_Jus        1     33.99 1600.9 256.45
## - Open_Gov       1     45.07 1612.0 256.91
## <none>                       1566.9 257.04
## - GDPPC          1     50.58 1617.5 257.13
## - PD             1     57.35 1624.3 257.41
## - UnEmp          1     74.87 1641.8 258.12
## - Const_Gov_Pow  1     81.76 1648.7 258.39
## - Gini           1     88.62 1655.5 258.67
## - GDPAFF         1    155.14 1722.1 261.27
## - inf            1    181.71 1748.6 262.28
## - Ord_Sec        1    210.89 1777.8 263.37
## - HDI            1    322.64 1889.6 267.39
## 
## Step:  AIC=255.04
## hom ~ free + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Civ_Jus + Crim_Jus + Alcohol + inf + IDP + HDI + 
##     GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + U2.15 + 
##     U3.65 + U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - Fun_Rig        1      0.18 1567.2 253.05
## - Lit            1      2.32 1569.3 253.14
## - Crim_Jus       1      2.86 1569.8 253.16
## - Alcohol        1      7.24 1574.2 253.34
## - GDPM           1     16.28 1583.2 253.72
## - free           1     21.96 1588.9 253.96
## - U6.85          1     24.49 1591.5 254.06
## - U2.15          1     27.82 1594.8 254.20
## - Abs_Corr       1     28.85 1595.8 254.24
## - IDP            1     32.86 1599.8 254.41
## - U3.65          1     34.05 1601.0 254.46
## - Civ_Jus        1     36.36 1603.3 254.55
## <none>                       1567.0 255.04
## - Open_Gov       1     51.06 1618.0 255.16
## - GDPPC          1     53.38 1620.3 255.25
## - PD             1     57.83 1624.8 255.43
## - UnEmp          1     83.02 1650.0 256.44
## - Const_Gov_Pow  1     83.64 1650.6 256.47
## - Gini           1     89.78 1656.8 256.71
## - GDPAFF         1    155.30 1722.3 259.27
## - inf            1    195.52 1762.5 260.80
## - Ord_Sec        1    212.39 1779.4 261.43
## - HDI            1    328.24 1895.2 265.59
## 
## Step:  AIC=253.05
## hom ~ free + Const_Gov_Pow + Abs_Corr + Open_Gov + Ord_Sec + 
##     Civ_Jus + Crim_Jus + Alcohol + inf + IDP + HDI + GDPPC + 
##     GDPAFF + PD + GDPM + UnEmp + Lit + Gini + U2.15 + U3.65 + 
##     U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - Lit            1      2.79 1570.0 251.16
## - Crim_Jus       1      2.98 1570.1 251.17
## - Alcohol        1      7.14 1574.3 251.35
## - GDPM           1     16.12 1583.3 251.72
## - U6.85          1     24.76 1591.9 252.08
## - U2.15          1     30.00 1597.2 252.30
## - Abs_Corr       1     32.28 1599.4 252.39
## - IDP            1     32.68 1599.8 252.41
## - U3.65          1     36.70 1603.9 252.57
## - Civ_Jus        1     37.13 1604.3 252.59
## - free           1     39.14 1606.3 252.67
## <none>                       1567.2 253.05
## - Open_Gov       1     52.01 1619.2 253.20
## - PD             1     58.61 1625.8 253.47
## - GDPPC          1     59.06 1626.2 253.49
## - UnEmp          1     94.10 1661.3 254.90
## - Gini           1    108.37 1675.5 255.46
## - Const_Gov_Pow  1    120.88 1688.0 255.95
## - GDPAFF         1    156.00 1723.2 257.31
## - inf            1    207.11 1774.3 259.24
## - Ord_Sec        1    212.98 1780.1 259.46
## - HDI            1    343.13 1910.3 264.11
## 
## Step:  AIC=251.16
## hom ~ free + Const_Gov_Pow + Abs_Corr + Open_Gov + Ord_Sec + 
##     Civ_Jus + Crim_Jus + Alcohol + inf + IDP + HDI + GDPPC + 
##     GDPAFF + PD + GDPM + UnEmp + Gini + U2.15 + U3.65 + U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - Crim_Jus       1      3.87 1573.8 249.33
## - Alcohol        1      7.25 1577.2 249.47
## - GDPM           1     16.15 1586.1 249.84
## - U6.85          1     24.48 1594.4 250.18
## - Abs_Corr       1     32.05 1602.0 250.50
## - U2.15          1     35.74 1605.7 250.65
## - IDP            1     36.06 1606.0 250.66
## - Civ_Jus        1     38.54 1608.5 250.76
## - U3.65          1     42.72 1612.7 250.94
## <none>                       1570.0 251.16
## - free           1     48.46 1618.4 251.17
## - Open_Gov       1     54.89 1624.8 251.43
## - GDPPC          1     56.27 1626.2 251.49
## - PD             1     72.39 1642.3 252.14
## - UnEmp          1     92.05 1662.0 252.92
## - Gini           1    108.86 1678.8 253.59
## - Const_Gov_Pow  1    126.63 1696.6 254.28
## - GDPAFF         1    156.97 1726.9 255.45
## - inf            1    207.11 1777.1 257.34
## - Ord_Sec        1    212.76 1782.7 257.55
## - HDI            1    343.98 1913.9 262.24
## 
## Step:  AIC=249.33
## hom ~ free + Const_Gov_Pow + Abs_Corr + Open_Gov + Ord_Sec + 
##     Civ_Jus + Alcohol + inf + IDP + HDI + GDPPC + GDPAFF + PD + 
##     GDPM + UnEmp + Gini + U2.15 + U3.65 + U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - Alcohol        1      5.46 1579.3 247.55
## - GDPM           1     15.59 1589.4 247.98
## - U6.85          1     28.20 1602.0 248.50
## - Abs_Corr       1     28.21 1602.0 248.50
## - IDP            1     33.95 1607.8 248.74
## - Civ_Jus        1     34.95 1608.8 248.78
## - U2.15          1     42.14 1616.0 249.07
## - free           1     44.61 1618.4 249.17
## <none>                       1573.8 249.33
## - GDPPC          1     55.70 1629.5 249.62
## - U3.65          1     58.62 1632.4 249.74
## - Open_Gov       1     63.62 1637.4 249.94
## - PD             1     72.81 1646.6 250.31
## - UnEmp          1     88.84 1662.7 250.95
## - Gini           1    123.89 1697.7 252.33
## - Const_Gov_Pow  1    152.57 1726.4 253.43
## - GDPAFF         1    157.04 1730.9 253.60
## - inf            1    222.00 1795.8 256.04
## - Ord_Sec        1    224.38 1798.2 256.12
## - HDI            1    402.08 1975.9 262.34
## 
## Step:  AIC=247.55
## hom ~ free + Const_Gov_Pow + Abs_Corr + Open_Gov + Ord_Sec + 
##     Civ_Jus + inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + 
##     UnEmp + Gini + U2.15 + U3.65 + U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - GDPM           1     13.19 1592.5 246.10
## - Abs_Corr       1     24.33 1603.6 246.56
## - U6.85          1     29.13 1608.4 246.76
## - IDP            1     31.76 1611.0 246.87
## - Civ_Jus        1     33.11 1612.4 246.92
## - U2.15          1     36.97 1616.2 247.08
## - free           1     39.44 1618.7 247.18
## <none>                       1579.3 247.55
## - U3.65          1     56.80 1636.1 247.89
## - Open_Gov       1     58.23 1637.5 247.94
## - GDPPC          1     60.82 1640.1 248.05
## - PD             1     67.42 1646.7 248.31
## - UnEmp          1     86.95 1666.2 249.09
## - GDPAFF         1    152.92 1732.2 251.65
## - Const_Gov_Pow  1    156.62 1735.9 251.79
## - Gini           1    176.99 1756.3 252.56
## - inf            1    217.16 1796.4 254.06
## - Ord_Sec        1    225.38 1804.7 254.36
## - HDI            1    416.70 1996.0 261.01
## 
## Step:  AIC=246.1
## hom ~ free + Const_Gov_Pow + Abs_Corr + Open_Gov + Ord_Sec + 
##     Civ_Jus + inf + IDP + HDI + GDPPC + GDPAFF + PD + UnEmp + 
##     Gini + U2.15 + U3.65 + U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - Abs_Corr       1     20.26 1612.7 244.94
## - U2.15          1     32.84 1625.3 245.45
## - free           1     33.78 1626.2 245.49
## - IDP            1     34.29 1626.8 245.51
## - U6.85          1     39.49 1632.0 245.72
## - Civ_Jus        1     45.51 1638.0 245.96
## <none>                       1592.5 246.10
## - Open_Gov       1     51.99 1644.5 246.22
## - U3.65          1     55.84 1648.3 246.38
## - PD             1     60.32 1652.8 246.56
## - UnEmp          1     76.26 1668.7 247.19
## - GDPPC          1     92.02 1684.5 247.81
## - Const_Gov_Pow  1    171.84 1764.3 250.87
## - GDPAFF         1    176.74 1769.2 251.05
## - Gini           1    188.42 1780.9 251.48
## - Ord_Sec        1    214.36 1806.8 252.44
## - inf            1    246.52 1839.0 253.60
## - HDI            1    427.48 2020.0 259.80
## 
## Step:  AIC=244.94
## hom ~ free + Const_Gov_Pow + Open_Gov + Ord_Sec + Civ_Jus + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + UnEmp + Gini + U2.15 + 
##     U3.65 + U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - U2.15          1     23.58 1636.3 243.90
## - free           1     26.29 1639.0 244.00
## - IDP            1     31.14 1643.9 244.20
## - U6.85          1     36.88 1649.6 244.43
## - U3.65          1     45.59 1658.3 244.78
## <none>                       1612.7 244.94
## - PD             1     50.34 1663.1 244.97
## - Open_Gov       1     57.29 1670.0 245.24
## - Civ_Jus        1     75.38 1688.1 245.95
## - UnEmp          1     79.03 1691.8 246.09
## - GDPPC          1    109.77 1722.5 247.28
## - Const_Gov_Pow  1    152.22 1765.0 248.89
## - GDPAFF         1    159.89 1772.6 249.18
## - Ord_Sec        1    195.52 1808.2 250.49
## - Gini           1    217.55 1830.3 251.29
## - inf            1    236.99 1849.7 251.99
## - HDI            1    408.69 2021.4 257.85
## 
## Step:  AIC=243.9
## hom ~ free + Const_Gov_Pow + Open_Gov + Ord_Sec + Civ_Jus + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + UnEmp + Gini + U3.65 + 
##     U6.85
## 
##                 Df Sum of Sq    RSS    AIC
## - U6.85          1     19.46 1655.8 242.68
## - free           1     27.18 1663.5 242.98
## - U3.65          1     31.10 1667.4 243.14
## - IDP            1     36.35 1672.7 243.35
## <none>                       1636.3 243.90
## - Open_Gov       1     53.05 1689.4 244.00
## - PD             1     59.40 1695.7 244.25
## - UnEmp          1     77.95 1714.3 244.97
## - Civ_Jus        1     83.40 1719.7 245.18
## - GDPPC          1     98.25 1734.6 245.74
## - GDPAFF         1    155.18 1791.5 247.88
## - Const_Gov_Pow  1    163.56 1799.9 248.18
## - Ord_Sec        1    171.94 1808.2 248.49
## - inf            1    218.68 1855.0 250.18
## - Gini           1    309.03 1945.3 253.31
## - HDI            1    389.04 2025.3 255.97
## 
## Step:  AIC=242.68
## hom ~ free + Const_Gov_Pow + Open_Gov + Ord_Sec + Civ_Jus + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + UnEmp + Gini + U3.65
## 
##                 Df Sum of Sq    RSS    AIC
## - U3.65          1     13.14 1668.9 241.20
## - free           1     14.74 1670.5 241.26
## - IDP            1     25.22 1681.0 241.67
## <none>                       1655.8 242.68
## - PD             1     65.03 1720.8 243.22
## - Civ_Jus        1     66.23 1722.0 243.26
## - UnEmp          1     67.27 1723.0 243.31
## - GDPPC          1     81.96 1737.7 243.87
## - Open_Gov       1     85.90 1741.7 244.01
## - GDPAFF         1    136.82 1792.6 245.92
## - Const_Gov_Pow  1    154.22 1810.0 246.55
## - Ord_Sec        1    186.75 1842.5 247.73
## - inf            1    207.99 1863.8 248.49
## - Gini           1    309.71 1965.5 251.99
## - HDI            1    383.64 2039.4 254.43
## 
## Step:  AIC=241.2
## hom ~ free + Const_Gov_Pow + Open_Gov + Ord_Sec + Civ_Jus + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + UnEmp + Gini
## 
##                 Df Sum of Sq    RSS    AIC
## - free           1     12.77 1681.7 239.70
## - IDP            1     31.63 1700.5 240.44
## <none>                       1668.9 241.20
## - Civ_Jus        1     56.81 1725.7 241.41
## - UnEmp          1     61.31 1730.2 241.58
## - GDPPC          1     69.82 1738.7 241.90
## - Open_Gov       1     74.94 1743.8 242.10
## - PD             1     81.89 1750.8 242.36
## - Const_Gov_Pow  1    147.11 1816.0 244.77
## - Ord_Sec        1    179.00 1847.9 245.92
## - GDPAFF         1    261.62 1930.5 248.81
## - Gini           1    299.74 1968.6 250.10
## - inf            1    305.66 1974.6 250.30
## - HDI            1    419.28 2088.2 253.99
## 
## Step:  AIC=239.7
## hom ~ Const_Gov_Pow + Open_Gov + Ord_Sec + Civ_Jus + inf + IDP + 
##     HDI + GDPPC + GDPAFF + PD + UnEmp + Gini
## 
##                 Df Sum of Sq    RSS    AIC
## - IDP            1     27.06 1708.7 238.75
## - Civ_Jus        1     48.91 1730.6 239.59
## <none>                       1681.7 239.70
## - UnEmp          1     56.10 1737.8 239.87
## - GDPPC          1     66.57 1748.2 240.26
## - PD             1     83.25 1764.9 240.89
## - Open_Gov       1    101.26 1782.9 241.56
## - Const_Gov_Pow  1    135.26 1816.9 242.81
## - Ord_Sec        1    166.25 1847.9 243.92
## - GDPAFF         1    265.55 1947.2 247.38
## - Gini           1    313.01 1994.7 248.97
## - inf            1    336.30 2018.0 249.73
## - HDI            1    406.76 2088.4 252.00
## 
## Step:  AIC=238.75
## hom ~ Const_Gov_Pow + Open_Gov + Ord_Sec + Civ_Jus + inf + HDI + 
##     GDPPC + GDPAFF + PD + UnEmp + Gini
## 
##                 Df Sum of Sq    RSS    AIC
## <none>                       1708.7 238.75
## - Civ_Jus        1     64.25 1773.0 239.19
## - UnEmp          1     67.09 1775.8 239.30
## - GDPPC          1     67.87 1776.6 239.32
## - PD             1     91.88 1800.6 240.21
## - Open_Gov       1    146.30 1855.0 242.18
## - Const_Gov_Pow  1    194.53 1903.3 243.87
## - Ord_Sec        1    244.34 1953.1 245.57
## - GDPAFF         1    261.30 1970.0 246.15
## - Gini           1    286.21 1994.9 246.97
## - inf            1    338.87 2047.6 248.69
## - HDI            1    423.37 2132.1 251.36

## 
## Call:
## lm(formula = hom ~ Const_Gov_Pow + Open_Gov + Ord_Sec + Civ_Jus + 
##     inf + HDI + GDPPC + GDPAFF + PD + UnEmp + Gini, data = DatabaseHomicide[, 
##     -c(1, 2, 4, 28:31)])
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -8.8389 -2.8961 -0.8261  2.2484 18.8005 
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)    
## (Intercept)    6.153e+01  1.815e+01   3.390 0.001313 ** 
## Const_Gov_Pow -3.323e+01  1.340e+01  -2.479 0.016312 *  
## Open_Gov       3.258e+01  1.515e+01   2.150 0.036035 *  
## Ord_Sec       -2.875e+01  1.035e+01  -2.779 0.007491 ** 
## Civ_Jus        2.120e+01  1.488e+01   1.425 0.159924    
## inf           -1.373e-01  4.196e-02  -3.272 0.001862 ** 
## HDI           -7.327e+01  2.003e+01  -3.658 0.000578 ***
## GDPPC          1.354e-04  9.245e-05   1.465 0.148853    
## GDPAFF        -6.851e-01  2.384e-01  -2.874 0.005791 ** 
## PD            -8.657e-03  5.080e-03  -1.704 0.094132 .  
## UnEmp          2.588e-01  1.777e-01   1.456 0.151154    
## Gini           3.727e-01  1.239e-01   3.007 0.003994 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.625 on 54 degrees of freedom
## Multiple R-squared:  0.668,  Adjusted R-squared:  0.6004 
## F-statistic: 9.878 on 11 and 54 DF,  p-value: 1.688e-09

## 
## Call:
## lm(formula = hom ~ Ord_Sec + inf + HDI + GDPAFF + Gini, data = DatabaseHomicide[, 
##     -c(1, 2, 4, 31)])
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -9.421 -3.775 -1.232  2.974 21.361 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  37.10453   16.14367   2.298 0.025039 *  
## Ord_Sec     -21.38950    9.16200  -2.335 0.022930 *  
## inf          -0.11426    0.04241  -2.694 0.009132 ** 
## HDI         -35.90022   16.60656  -2.162 0.034632 *  
## GDPAFF       -0.62185    0.23629  -2.632 0.010783 *  
## Gini          0.49705    0.12023   4.134 0.000112 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.016 on 60 degrees of freedom
## Multiple R-squared:  0.5781, Adjusted R-squared:  0.543 
## F-statistic: 16.44 on 5 and 60 DF,  p-value: 3.409e-10

## Start:  AIC=289.53
## hom ~ 1
## 
##                 Df Sum of Sq    RSS    AIC
## + Gini           1   2195.25 2951.7 254.83
## + Ord_Sec        1   1596.72 3550.2 267.02
## + Crim_Jus       1   1120.33 4026.6 275.33
## + Abs_Corr       1    932.92 4214.0 278.33
## + Civ_Jus        1    801.54 4345.4 280.36
## + HDI            1    790.33 4356.6 280.53
## + Reg_Enf        1    718.54 4428.4 281.61
## + GDPPC          1    690.36 4456.5 282.02
## + Fun_Rig        1    555.27 4591.6 283.99
## + U6.85          1    552.77 4594.1 284.03
## + Const_Gov_Pow  1    536.38 4610.5 284.26
## + free           1    400.01 4746.9 286.19
## + U3.65          1    337.55 4809.4 287.05
## + UnEmp          1    305.36 4841.5 287.49
## + IDP            1    299.87 4847.0 287.57
## + U2.15          1    256.92 4890.0 288.15
## + Open_Gov       1    238.39 4908.5 288.40
## + Lit            1    236.49 4910.4 288.42
## <none>                       5146.9 289.53
## + Alcohol        1    146.68 5000.2 289.62
## + GDPAFF         1     98.19 5048.7 290.26
## + PD             1     47.16 5099.7 290.92
## + inf            1      0.03 5146.9 291.53
## + GDPM           1      0.01 5146.9 291.53
## 
## Step:  AIC=254.83
## hom ~ Gini
## 
##                 Df Sum of Sq    RSS    AIC
## + Ord_Sec        1    397.85 2553.8 247.28
## + IDP            1    333.85 2617.8 248.91
## + Crim_Jus       1    210.61 2741.0 251.94
## + Abs_Corr       1    167.37 2784.3 252.98
## + Civ_Jus        1    120.43 2831.2 254.08
## + HDI            1    118.34 2833.3 254.13
## + Reg_Enf        1    107.90 2843.8 254.37
## + inf            1     93.63 2858.0 254.70
## + Const_Gov_Pow  1     88.78 2862.9 254.81
## <none>                       2951.7 254.83
## + Fun_Rig        1     69.32 2882.3 255.26
## + GDPPC          1     60.57 2891.1 255.46
## + free           1     57.56 2894.1 255.53
## + Lit            1     47.59 2904.1 255.76
## + U6.85          1     35.38 2916.3 256.04
## + GDPM           1     21.84 2929.8 256.34
## + Open_Gov       1     15.89 2935.8 256.48
## + GDPAFF         1     15.49 2936.2 256.48
## + UnEmp          1     12.33 2939.3 256.56
## + PD             1      5.14 2946.5 256.72
## + U3.65          1      3.62 2948.0 256.75
## + U2.15          1      1.98 2949.7 256.79
## + Alcohol        1      0.20 2951.5 256.83
## 
## Step:  AIC=247.28
## hom ~ Gini + Ord_Sec
## 
##                 Df Sum of Sq    RSS    AIC
## + IDP            1   139.621 2414.2 245.56
## + inf            1   131.332 2422.5 245.79
## + Open_Gov       1    94.627 2459.2 246.78
## + GDPAFF         1    76.567 2477.2 247.27
## <none>                       2553.8 247.28
## + Alcohol        1    61.429 2492.4 247.67
## + U6.85          1    57.048 2496.8 247.78
## + free           1    48.477 2505.3 248.01
## + U3.65          1    48.461 2505.3 248.01
## + Lit            1    46.468 2507.3 248.06
## + GDPPC          1    45.911 2507.9 248.08
## + U2.15          1    38.027 2515.8 248.28
## + Reg_Enf        1    33.846 2520.0 248.40
## + Fun_Rig        1    31.094 2522.7 248.47
## + PD             1    28.403 2525.4 248.54
## + GDPM           1    27.113 2526.7 248.57
## + Civ_Jus        1    24.082 2529.7 248.65
## + UnEmp          1    21.874 2531.9 248.71
## + HDI            1    10.938 2542.9 248.99
## + Abs_Corr       1     7.963 2545.8 249.07
## + Const_Gov_Pow  1     3.852 2550.0 249.18
## + Crim_Jus       1     0.159 2553.7 249.27
## 
## Step:  AIC=245.56
## hom ~ Gini + Ord_Sec + IDP
## 
##                 Df Sum of Sq    RSS    AIC
## + inf            1   128.873 2285.3 243.94
## <none>                       2414.2 245.56
## + GDPAFF         1    67.374 2346.8 245.70
## + Open_Gov       1    66.369 2347.8 245.72
## + free           1    54.884 2359.3 246.05
## + U3.65          1    37.424 2376.8 246.53
## + GDPPC          1    37.394 2376.8 246.53
## + Alcohol        1    34.857 2379.3 246.60
## + U6.85          1    34.075 2380.1 246.63
## + U2.15          1    33.944 2380.2 246.63
## + GDPM           1    28.208 2386.0 246.79
## + Fun_Rig        1    26.265 2387.9 246.84
## + Reg_Enf        1    25.020 2389.2 246.88
## + Lit            1    22.089 2392.1 246.96
## + PD             1    16.995 2397.2 247.10
## + Civ_Jus        1    13.189 2401.0 247.20
## + UnEmp          1    12.282 2401.9 247.23
## + Abs_Corr       1     6.949 2407.2 247.37
## + HDI            1     6.640 2407.6 247.38
## + Const_Gov_Pow  1     3.789 2410.4 247.46
## + Crim_Jus       1     0.419 2413.8 247.55
## 
## Step:  AIC=243.94
## hom ~ Gini + Ord_Sec + IDP + inf
## 
##                 Df Sum of Sq    RSS    AIC
## + GDPAFF         1    72.465 2212.8 243.82
## <none>                       2285.3 243.94
## + Open_Gov       1    31.289 2254.0 245.03
## + GDPM           1    26.400 2258.9 245.18
## + Alcohol        1    25.208 2260.1 245.21
## + Lit            1    23.625 2261.7 245.26
## + GDPPC          1    23.011 2262.3 245.28
## + PD             1    16.882 2268.4 245.46
## + free           1    15.069 2270.2 245.51
## + UnEmp          1    14.817 2270.5 245.51
## + U6.85          1    11.527 2273.8 245.61
## + U3.65          1    10.472 2274.8 245.64
## + Fun_Rig        1     8.577 2276.7 245.70
## + Civ_Jus        1     8.168 2277.2 245.71
## + U2.15          1     6.205 2279.1 245.76
## + Reg_Enf        1     5.579 2279.7 245.78
## + Crim_Jus       1     2.004 2283.3 245.89
## + Abs_Corr       1     0.738 2284.6 245.92
## + Const_Gov_Pow  1     0.105 2285.2 245.94
## + HDI            1     0.005 2285.3 245.94
## 
## Step:  AIC=243.82
## hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF
## 
##                 Df Sum of Sq    RSS    AIC
## + HDI            1   181.858 2031.0 240.16
## <none>                       2212.8 243.82
## + U6.85          1    37.104 2175.8 244.70
## + U2.15          1    33.180 2179.7 244.82
## + U3.65          1    29.603 2183.2 244.93
## + GDPM           1    20.554 2192.3 245.20
## + Alcohol        1    13.223 2199.6 245.42
## + Crim_Jus       1    13.096 2199.8 245.43
## + PD             1    11.986 2200.9 245.46
## + Const_Gov_Pow  1     8.922 2203.9 245.55
## + UnEmp          1     8.295 2204.6 245.57
## + Abs_Corr       1     3.472 2209.4 245.71
## + Fun_Rig        1     2.181 2210.7 245.75
## + Open_Gov       1     1.874 2211.0 245.76
## + Civ_Jus        1     0.985 2211.9 245.79
## + Reg_Enf        1     0.722 2212.1 245.80
## + Lit            1     0.142 2212.7 245.81
## + GDPPC          1     0.124 2212.7 245.81
## + free           1     0.104 2212.8 245.81
## 
## Step:  AIC=240.16
## hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF + HDI
## 
##                 Df Sum of Sq    RSS    AIC
## + PD             1    76.686 1954.3 239.62
## + GDPPC          1    61.884 1969.1 240.12
## <none>                       2031.0 240.16
## + Alcohol        1    51.626 1979.4 240.46
## + Open_Gov       1    44.271 1986.7 240.70
## + Civ_Jus        1    28.835 2002.2 241.21
## + Abs_Corr       1    20.125 2010.9 241.50
## + Reg_Enf        1    19.334 2011.7 241.53
## + UnEmp          1    18.666 2012.3 241.55
## + free           1    17.793 2013.2 241.58
## + Fun_Rig        1    15.869 2015.1 241.64
## + Lit            1    14.970 2016.0 241.67
## + U2.15          1    11.676 2019.3 241.78
## + U6.85          1     6.489 2024.5 241.95
## + U3.65          1     5.587 2025.4 241.97
## + GDPM           1     5.104 2025.9 241.99
## + Crim_Jus       1     3.414 2027.6 242.05
## + Const_Gov_Pow  1     1.606 2029.4 242.10
## 
## Step:  AIC=239.62
## hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF + HDI + PD
## 
##                 Df Sum of Sq    RSS    AIC
## + GDPPC          1    72.599 1881.7 239.12
## + Open_Gov       1    60.756 1893.5 239.53
## <none>                       1954.3 239.62
## + Civ_Jus        1    51.210 1903.1 239.86
## + Abs_Corr       1    49.356 1905.0 239.93
## + Reg_Enf        1    43.687 1910.6 240.12
## + Alcohol        1    40.024 1914.3 240.25
## + U2.15          1    29.883 1924.4 240.60
## + U3.65          1    22.636 1931.7 240.85
## + free           1    22.433 1931.9 240.85
## + Fun_Rig        1    22.276 1932.0 240.86
## + Crim_Jus       1    18.730 1935.6 240.98
## + UnEmp          1    18.682 1935.6 240.98
## + U6.85          1    12.055 1942.2 241.21
## + GDPM           1     8.155 1946.2 241.34
## + Const_Gov_Pow  1     8.101 1946.2 241.34
## + Lit            1     0.374 1953.9 241.60
## 
## Step:  AIC=239.12
## hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF + HDI + PD + GDPPC
## 
##                 Df Sum of Sq    RSS    AIC
## <none>                       1881.7 239.12
## + UnEmp          1    44.036 1837.7 239.56
## + Alcohol        1    23.187 1858.5 240.30
## + Open_Gov       1    19.798 1861.9 240.42
## + Civ_Jus        1    19.264 1862.4 240.44
## + Lit            1    14.546 1867.2 240.61
## + Abs_Corr       1    12.700 1869.0 240.67
## + free           1     7.117 1874.6 240.87
## + Fun_Rig        1     6.518 1875.2 240.89
## + Reg_Enf        1     5.200 1876.5 240.94
## + U2.15          1     5.137 1876.6 240.94
## + U6.85          1     4.119 1877.6 240.97
## + GDPM           1     2.060 1879.7 241.05
## + Const_Gov_Pow  1     1.061 1880.7 241.08
## + U3.65          1     0.882 1880.8 241.09
## + Crim_Jus       1     0.259 1881.5 241.11

## 
## Call:
## lm(formula = hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF + HDI + 
##     PD + GDPPC, data = DatabaseHomicide[, -c(1, 2, 4, 28:31)])
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.3204 -3.3205 -0.7861  2.2800 19.9565 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  5.275e+01  1.849e+01   2.853 0.006024 ** 
## Gini         5.002e-01  1.214e-01   4.121 0.000124 ***
## Ord_Sec     -1.712e+01  9.397e+00  -1.822 0.073658 .  
## IDP          1.401e-06  7.454e-07   1.880 0.065227 .  
## inf         -1.311e-01  4.124e-02  -3.179 0.002386 ** 
## GDPAFF      -7.428e-01  2.344e-01  -3.169 0.002459 ** 
## HDI         -6.147e+01  1.979e+01  -3.106 0.002952 ** 
## PD          -8.323e-03  5.115e-03  -1.627 0.109227    
## GDPPC        1.202e-04  8.102e-05   1.483 0.143597    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.746 on 57 degrees of freedom
## Multiple R-squared:  0.6344, Adjusted R-squared:  0.5831 
## F-statistic: 12.36 on 8 and 57 DF,  p-value: 4.495e-10

## 
## Call:
## lm(formula = hom ~ Gini + IDP + inf + GDPAFF + HDI, data = DatabaseHomicide[, 
##     -c(1, 2, 4, 31)])
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -8.962 -3.877 -0.629  2.248 20.063 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  2.790e+01  1.601e+01   1.743  0.08642 .  
## Gini         5.987e-01  1.155e-01   5.186 2.67e-06 ***
## IDP          1.920e-06  7.293e-07   2.633  0.01074 *  
## inf         -1.235e-01  4.161e-02  -2.968  0.00431 ** 
## GDPAFF      -6.682e-01  2.322e-01  -2.878  0.00554 ** 
## HDI         -4.900e+01  1.474e+01  -3.325  0.00151 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.949 on 60 degrees of freedom
## Multiple R-squared:  0.5875, Adjusted R-squared:  0.5531 
## F-statistic: 17.09 on 5 and 60 DF,  p-value: 1.78e-10

## Start:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + rel.Buddhism:(free + rel.Buddhism + 
##     rel.Christianity + rel.Hinduism + rel.Islam + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + 
##     Crim_Jus + Alcohol + inf + IDP + HDI + GDPPC + GDPAFF + PD + 
##     GDPM + UnEmp + Lit + Gini + U2.15 + U3.65 + U6.85) + rel.Christianity:(free + 
##     rel.Buddhism + rel.Christianity + rel.Hinduism + rel.Islam + 
##     Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + 
##     Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + IDP + HDI + 
##     GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + U2.15 + 
##     U3.65 + U6.85) + rel.Islam:(free + rel.Buddhism + rel.Christianity + 
##     rel.Hinduism + rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + 
##     Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + 
##     Gini + U2.15 + U3.65 + U6.85) + rel.Hinduism:(free + rel.Buddhism + 
##     rel.Christianity + rel.Hinduism + rel.Islam + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + 
##     Crim_Jus + Alcohol + inf + IDP + HDI + GDPPC + GDPAFF + PD + 
##     GDPM + UnEmp + Lit + Gini + U2.15 + U3.65 + U6.85)
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC + 
##     rel.Hinduism:GDPAFF + rel.Hinduism:PD + rel.Hinduism:GDPM + 
##     rel.Hinduism:UnEmp + rel.Hinduism:Lit + rel.Hinduism:Gini + 
##     rel.Hinduism:U2.15 + rel.Hinduism:U3.65
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC + 
##     rel.Hinduism:GDPAFF + rel.Hinduism:PD + rel.Hinduism:GDPM + 
##     rel.Hinduism:UnEmp + rel.Hinduism:Lit + rel.Hinduism:Gini + 
##     rel.Hinduism:U2.15
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC + 
##     rel.Hinduism:GDPAFF + rel.Hinduism:PD + rel.Hinduism:GDPM + 
##     rel.Hinduism:UnEmp + rel.Hinduism:Lit + rel.Hinduism:Gini
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC + 
##     rel.Hinduism:GDPAFF + rel.Hinduism:PD + rel.Hinduism:GDPM + 
##     rel.Hinduism:UnEmp + rel.Hinduism:Lit
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC + 
##     rel.Hinduism:GDPAFF + rel.Hinduism:PD + rel.Hinduism:GDPM + 
##     rel.Hinduism:UnEmp
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC + 
##     rel.Hinduism:GDPAFF + rel.Hinduism:PD + rel.Hinduism:GDPM
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC + 
##     rel.Hinduism:GDPAFF + rel.Hinduism:PD
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC + 
##     rel.Hinduism:GDPAFF
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI + rel.Hinduism:GDPPC
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP + rel.Hinduism:HDI
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf + 
##     rel.Hinduism:IDP
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol + rel.Hinduism:inf
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus + rel.Hinduism:Alcohol
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus + 
##     rel.Hinduism:Crim_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf + rel.Hinduism:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec + rel.Hinduism:Reg_Enf
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig + 
##     rel.Hinduism:Ord_Sec
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr + rel.Hinduism:Open_Gov
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow + 
##     rel.Hinduism:Abs_Corr
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism + rel.Hinduism:Const_Gov_Pow
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85 + free:rel.Hinduism
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65 + rel.Islam:U6.85
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15 + 
##     rel.Islam:U3.65
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini + rel.Islam:U2.15
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit + rel.Islam:Gini
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp + rel.Islam:Lit
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM + 
##     rel.Islam:UnEmp
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD + rel.Islam:GDPM
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF + rel.Islam:PD
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC + rel.Islam:GDPAFF
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI + 
##     rel.Islam:GDPPC
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP + rel.Islam:HDI
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf + rel.Islam:IDP
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol + rel.Islam:inf
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus + 
##     rel.Islam:Alcohol
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus + rel.Islam:Crim_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf + rel.Islam:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec + 
##     rel.Islam:Reg_Enf
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig + rel.Islam:Ord_Sec
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov + rel.Islam:Fun_Rig
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + 
##     rel.Islam:Open_Gov
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam + rel.Islam:Const_Gov_Pow
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam + 
##     rel.Hinduism:rel.Islam
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85 + free:rel.Islam
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65 + rel.Christianity:U6.85
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15 + 
##     rel.Christianity:U3.65
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini + rel.Christianity:U2.15
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit + rel.Christianity:Gini
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp + 
##     rel.Christianity:Lit
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM + rel.Christianity:UnEmp
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD + rel.Christianity:GDPM
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF + 
##     rel.Christianity:PD
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC + rel.Christianity:GDPAFF
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI + rel.Christianity:GDPPC
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP + 
##     rel.Christianity:HDI
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf + rel.Christianity:IDP
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus + rel.Christianity:Crim_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:rel.Islam + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:rel.Hinduism + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + rel.Buddhism:U6.85 + 
##     free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + rel.Buddhism:U3.65 + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     rel.Buddhism:U2.15 + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + rel.Buddhism:Gini + 
##     free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + rel.Buddhism:Lit + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     rel.Buddhism:UnEmp + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + rel.Buddhism:GDPM + 
##     free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + rel.Buddhism:PD + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     rel.Buddhism:GDPAFF + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + rel.Buddhism:GDPPC + 
##     free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + rel.Buddhism:HDI + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     rel.Buddhism:IDP + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + rel.Buddhism:inf + 
##     free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + rel.Buddhism:Alcohol + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     rel.Buddhism:Crim_Jus + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + rel.Buddhism:Civ_Jus + 
##     free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + rel.Buddhism:Reg_Enf + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     rel.Buddhism:Ord_Sec + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + rel.Buddhism:Fun_Rig + 
##     free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Buddhism:Open_Gov + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:rel.Islam + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:rel.Hinduism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:rel.Christianity + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     rel.Islam + Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + 
##     Ord_Sec + Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
## 
## Step:  AIC=258.74
## hom ~ free + rel.Buddhism + rel.Christianity + rel.Hinduism + 
##     Const_Gov_Pow + Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + 
##     Reg_Enf + Civ_Jus + Crim_Jus + Alcohol + inf + IDP + HDI + 
##     GDPPC + GDPAFF + PD + GDPM + UnEmp + Lit + Gini + U2.15 + 
##     U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Hinduism                    1      0.01 1052.0 256.74
## - rel.Christianity:Open_Gov       1      0.01 1052.0 256.74
## - free:rel.Christianity           1      0.12 1052.1 256.75
## - UnEmp                           1      0.23 1052.2 256.75
## - rel.Christianity:Abs_Corr       1      0.25 1052.2 256.75
## - Crim_Jus                        1      0.47 1052.4 256.77
## - rel.Christianity:Const_Gov_Pow  1      1.28 1053.2 256.82
## - rel.Christianity:Fun_Rig        1      1.34 1053.3 256.82
## - free:rel.Buddhism               1      2.22 1054.2 256.88
## - rel.Buddhism:Const_Gov_Pow      1      2.59 1054.5 256.90
## - rel.Christianity:Civ_Jus        1      3.55 1055.5 256.96
## - GDPPC                           1      9.82 1061.8 257.35
## - rel.Buddhism:Abs_Corr           1     11.33 1063.3 257.44
## - U3.65                           1     11.97 1063.9 257.48
## - U2.15                           1     18.01 1070.0 257.86
## - rel.Christianity:Ord_Sec        1     18.53 1070.5 257.89
## - U6.85                           1     27.40 1079.3 258.44
## <none>                                        1052.0 258.74
## - GDPM                            1     32.94 1084.9 258.77
## - rel.Christianity:Reg_Enf        1     37.49 1089.5 259.05
## - Lit                             1     40.66 1092.6 259.24
## - IDP                             1     41.61 1093.6 259.30
## - Gini                            1     69.24 1121.2 260.94
## - Alcohol                         1     83.31 1135.3 261.77
## - HDI                             1     88.69 1140.7 262.08
## - PD                              1    120.48 1172.4 263.89
## - GDPAFF                          1    388.71 1440.7 277.49
## - inf                             1    414.11 1466.1 278.64
## 
## Step:  AIC=256.74
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + 
##     Crim_Jus + Alcohol + inf + IDP + HDI + GDPPC + GDPAFF + PD + 
##     GDPM + UnEmp + Lit + Gini + U2.15 + U3.65 + U6.85 + free:rel.Buddhism + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Open_Gov       1      0.00 1052.0 254.74
## - UnEmp                           1      0.24 1052.2 254.75
## - Crim_Jus                        1      0.48 1052.5 254.77
## - free:rel.Christianity           1      2.33 1054.3 254.88
## - GDPPC                           1     11.15 1063.1 255.43
## - U3.65                           1     12.16 1064.1 255.50
## - rel.Christianity:Const_Gov_Pow  1     14.45 1066.4 255.64
## - rel.Christianity:Abs_Corr       1     15.43 1067.4 255.70
## - U2.15                           1     18.27 1070.2 255.88
## - U6.85                           1     27.83 1079.8 256.46
## - rel.Christianity:Civ_Jus        1     32.29 1084.3 256.73
## <none>                                        1052.0 256.74
## - GDPM                            1     35.34 1087.3 256.92
## - rel.Christianity:Reg_Enf        1     40.58 1092.5 257.24
## - IDP                             1     41.67 1093.6 257.30
## - Lit                             1     48.99 1101.0 257.74
## - Gini                            1     73.13 1125.1 259.17
## - rel.Christianity:Fun_Rig        1     74.20 1126.2 259.24
## - rel.Christianity:Ord_Sec        1     83.28 1135.2 259.77
## - Alcohol                         1     83.31 1135.3 259.77
## - HDI                             1    105.67 1157.6 261.06
## - free:rel.Buddhism               1    110.43 1162.4 261.33
## - rel.Buddhism:Abs_Corr           1    117.49 1169.5 261.73
## - PD                              1    134.90 1186.9 262.70
## - rel.Buddhism:Const_Gov_Pow      1    152.62 1204.6 263.68
## - GDPAFF                          1    408.95 1460.9 276.41
## - inf                             1    414.56 1466.5 276.67
## 
## Step:  AIC=254.74
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + 
##     Crim_Jus + Alcohol + inf + IDP + HDI + GDPPC + GDPAFF + PD + 
##     GDPM + UnEmp + Lit + Gini + U2.15 + U3.65 + U6.85 + free:rel.Buddhism + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + 
##     rel.Christianity:Civ_Jus
## 
##                                  Df Sum of Sq    RSS    AIC
## - UnEmp                           1      0.25 1052.2 252.75
## - Open_Gov                        1      0.26 1052.2 252.75
## - Crim_Jus                        1      0.49 1052.5 252.77
## - free:rel.Christianity           1      2.92 1054.9 252.92
## - GDPPC                           1     11.21 1063.2 253.44
## - U3.65                           1     13.80 1065.8 253.60
## - rel.Christianity:Const_Gov_Pow  1     15.34 1067.3 253.69
## - rel.Christianity:Abs_Corr       1     16.00 1068.0 253.74
## - U2.15                           1     21.62 1073.6 254.08
## - U6.85                           1     27.86 1079.8 254.46
## <none>                                        1052.0 254.74
## - GDPM                            1     35.35 1087.3 254.92
## - rel.Christianity:Civ_Jus        1     38.71 1090.7 255.12
## - IDP                             1     42.07 1094.0 255.33
## - Lit                             1     48.99 1101.0 255.74
## - rel.Christianity:Reg_Enf        1     53.14 1105.1 255.99
## - Gini                            1     73.60 1125.6 257.20
## - rel.Christianity:Fun_Rig        1     83.11 1135.1 257.76
## - rel.Christianity:Ord_Sec        1     87.35 1139.3 258.00
## - Alcohol                         1     88.78 1140.8 258.09
## - HDI                             1    106.18 1158.2 259.08
## - free:rel.Buddhism               1    112.23 1164.2 259.43
## - rel.Buddhism:Abs_Corr           1    129.12 1181.1 260.38
## - PD                              1    135.20 1187.2 260.72
## - rel.Buddhism:Const_Gov_Pow      1    185.43 1237.4 263.45
## - GDPAFF                          1    411.37 1463.3 274.52
## - inf                             1    414.73 1466.7 274.67
## 
## Step:  AIC=252.75
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + 
##     Crim_Jus + Alcohol + inf + IDP + HDI + GDPPC + GDPAFF + PD + 
##     GDPM + Lit + Gini + U2.15 + U3.65 + U6.85 + free:rel.Buddhism + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + 
##     rel.Christianity:Civ_Jus
## 
##                                  Df Sum of Sq    RSS    AIC
## - Crim_Jus                        1      0.36 1052.6 250.78
## - Open_Gov                        1      0.40 1052.6 250.78
## - free:rel.Christianity           1      2.76 1055.0 250.93
## - GDPPC                           1     10.96 1063.2 251.44
## - U3.65                           1     13.95 1066.2 251.62
## - rel.Christianity:Const_Gov_Pow  1     15.14 1067.4 251.70
## - rel.Christianity:Abs_Corr       1     15.81 1068.0 251.74
## - U2.15                           1     22.41 1074.6 252.15
## - U6.85                           1     27.96 1080.2 252.49
## <none>                                        1052.2 252.75
## - GDPM                            1     35.28 1087.5 252.93
## - rel.Christianity:Civ_Jus        1     42.95 1095.2 253.40
## - IDP                             1     47.19 1099.4 253.65
## - rel.Christianity:Reg_Enf        1     52.92 1105.2 253.99
## - Lit                             1     54.38 1106.6 254.08
## - rel.Christianity:Ord_Sec        1     90.06 1142.3 256.18
## - Alcohol                         1     90.97 1143.2 256.23
## - rel.Christianity:Fun_Rig        1     91.02 1143.2 256.23
## - HDI                             1    108.30 1160.5 257.22
## - Gini                            1    111.27 1163.5 257.39
## - PD                              1    137.52 1189.8 258.86
## - rel.Buddhism:Abs_Corr           1    145.23 1197.5 259.29
## - free:rel.Buddhism               1    151.15 1203.4 259.61
## - rel.Buddhism:Const_Gov_Pow      1    238.87 1291.1 264.26
## - GDPAFF                          1    454.21 1506.4 274.44
## - inf                             1    491.77 1544.0 276.06
## 
## Step:  AIC=250.78
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + 
##     Alcohol + inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + 
##     Lit + Gini + U2.15 + U3.65 + U6.85 + free:rel.Buddhism + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + 
##     rel.Christianity:Civ_Jus
## 
##                                  Df Sum of Sq    RSS    AIC
## - Open_Gov                        1      0.23 1052.8 248.79
## - free:rel.Christianity           1      2.48 1055.1 248.93
## - GDPPC                           1     11.72 1064.3 249.51
## - rel.Christianity:Const_Gov_Pow  1     14.79 1067.4 249.70
## - rel.Christianity:Abs_Corr       1     15.65 1068.2 249.75
## - U3.65                           1     16.66 1069.2 249.81
## - U2.15                           1     23.28 1075.9 250.22
## - U6.85                           1     30.38 1083.0 250.66
## <none>                                        1052.6 250.78
## - GDPM                            1     35.24 1087.8 250.95
## - IDP                             1     47.12 1099.7 251.67
## - rel.Christianity:Civ_Jus        1     48.85 1101.4 251.77
## - Lit                             1     54.15 1106.7 252.09
## - rel.Christianity:Reg_Enf        1     54.29 1106.9 252.10
## - Alcohol                         1     90.73 1143.3 254.23
## - rel.Christianity:Ord_Sec        1     93.88 1146.5 254.42
## - rel.Christianity:Fun_Rig        1     94.63 1147.2 254.46
## - Gini                            1    114.05 1166.6 255.57
## - HDI                             1    124.03 1176.6 256.13
## - PD                              1    137.77 1190.3 256.89
## - rel.Buddhism:Abs_Corr           1    145.08 1197.7 257.30
## - free:rel.Buddhism               1    152.48 1205.1 257.71
## - rel.Buddhism:Const_Gov_Pow      1    238.91 1291.5 262.28
## - GDPAFF                          1    456.79 1509.4 272.57
## - inf                             1    506.53 1559.1 274.71
## 
## Step:  AIC=248.79
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
##                                  Df Sum of Sq    RSS    AIC
## - free:rel.Christianity           1      2.27 1055.1 246.93
## - GDPPC                           1     12.04 1064.8 247.54
## - rel.Christianity:Const_Gov_Pow  1     14.72 1067.5 247.71
## - rel.Christianity:Abs_Corr       1     15.56 1068.4 247.76
## - U3.65                           1     16.47 1069.3 247.82
## - U2.15                           1     23.11 1075.9 248.22
## <none>                                        1052.8 248.79
## - U6.85                           1     32.92 1085.7 248.82
## - GDPM                            1     35.69 1088.5 248.99
## - rel.Christianity:Civ_Jus        1     51.64 1104.5 249.95
## - Lit                             1     53.92 1106.7 250.09
## - IDP                             1     53.98 1106.8 250.09
## - rel.Christianity:Reg_Enf        1     54.12 1106.9 250.10
## - Alcohol                         1     90.56 1143.4 252.24
## - rel.Christianity:Ord_Sec        1     93.79 1146.6 252.42
## - rel.Christianity:Fun_Rig        1     94.50 1147.3 252.46
## - Gini                            1    114.19 1167.0 253.59
## - HDI                             1    127.07 1179.9 254.31
## - PD                              1    142.29 1195.1 255.16
## - rel.Buddhism:Abs_Corr           1    146.49 1199.3 255.39
## - free:rel.Buddhism               1    153.72 1206.5 255.79
## - rel.Buddhism:Const_Gov_Pow      1    239.02 1291.8 260.29
## - GDPAFF                          1    547.84 1600.7 274.44
## - inf                             1    575.87 1628.7 275.59
## 
## Step:  AIC=246.93
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Const_Gov_Pow  1     13.08 1068.2 245.75
## - GDPPC                           1     15.60 1070.7 245.90
## - U3.65                           1     16.59 1071.7 245.96
## - rel.Christianity:Abs_Corr       1     16.94 1072.0 245.99
## - U2.15                           1     23.45 1078.5 246.38
## <none>                                        1055.1 246.93
## - GDPM                            1     33.81 1088.9 247.02
## - U6.85                           1     34.35 1089.4 247.05
## - rel.Christianity:Reg_Enf        1     52.52 1107.6 248.14
## - Lit                             1     56.41 1111.5 248.37
## - IDP                             1     58.93 1114.0 248.52
## - rel.Christianity:Civ_Jus        1     60.47 1115.5 248.61
## - Alcohol                         1     89.67 1144.8 250.32
## - rel.Christianity:Ord_Sec        1     95.89 1151.0 250.68
## - Gini                            1    120.37 1175.5 252.06
## - HDI                             1    138.30 1193.4 253.06
## - PD                              1    140.10 1195.2 253.16
## - rel.Buddhism:Abs_Corr           1    144.22 1199.3 253.39
## - free:rel.Buddhism               1    158.37 1213.5 254.16
## - rel.Christianity:Fun_Rig        1    212.53 1267.6 257.05
## - rel.Buddhism:Const_Gov_Pow      1    240.64 1295.7 258.49
## - GDPAFF                          1    550.64 1605.7 272.65
## - inf                             1    573.64 1628.7 273.59
## 
## Step:  AIC=245.75
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     U2.15 + U3.65 + U6.85 + free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Christianity:Abs_Corr + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## - U3.65                       1      9.64 1077.8 244.34
## - rel.Christianity:Abs_Corr   1      9.80 1078.0 244.35
## - GDPPC                       1     14.38 1082.5 244.63
## - U2.15                       1     14.97 1083.1 244.66
## - U6.85                       1     26.36 1094.5 245.35
## <none>                                    1068.2 245.75
## - GDPM                        1     39.13 1107.3 246.12
## - rel.Christianity:Reg_Enf    1     40.26 1108.4 246.19
## - IDP                         1     54.00 1122.2 247.00
## - Lit                         1     57.03 1125.2 247.18
## - rel.Christianity:Civ_Jus    1     64.79 1133.0 247.63
## - Alcohol                     1     81.51 1149.7 248.60
## - rel.Christianity:Ord_Sec    1     82.95 1151.1 248.68
## - Gini                        1    128.41 1196.6 251.24
## - rel.Buddhism:Abs_Corr       1    131.63 1199.8 251.42
## - HDI                         1    134.79 1203.0 251.59
## - PD                          1    137.68 1205.8 251.75
## - free:rel.Buddhism           1    170.77 1238.9 253.53
## - rel.Buddhism:Const_Gov_Pow  1    231.85 1300.0 256.71
## - rel.Christianity:Fun_Rig    1    288.90 1357.1 259.55
## - GDPAFF                      1    538.67 1606.8 270.70
## - inf                         1    561.66 1629.8 271.63
## 
## Step:  AIC=244.34
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     U2.15 + U6.85 + free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Christianity:Abs_Corr + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## - rel.Christianity:Abs_Corr   1      6.17 1084.0 242.72
## - U2.15                       1      6.47 1084.3 242.73
## - U6.85                       1     17.65 1095.5 243.41
## - GDPPC                       1     18.00 1095.8 243.43
## <none>                                    1077.8 244.34
## - GDPM                        1     34.68 1112.5 244.43
## - rel.Christianity:Reg_Enf    1     39.10 1116.9 244.69
## - IDP                         1     46.44 1124.2 245.12
## - Lit                         1     47.91 1125.7 245.21
## - rel.Christianity:Civ_Jus    1     56.19 1134.0 245.69
## - Alcohol                     1     76.81 1154.6 246.88
## - rel.Buddhism:Abs_Corr       1    123.85 1201.7 249.52
## - PD                          1    128.04 1205.8 249.75
## - rel.Christianity:Ord_Sec    1    129.92 1207.7 249.85
## - HDI                         1    134.60 1212.4 250.11
## - Gini                        1    158.80 1236.6 251.41
## - free:rel.Buddhism           1    161.46 1239.3 251.55
## - rel.Buddhism:Const_Gov_Pow  1    222.89 1300.7 254.75
## - rel.Christianity:Fun_Rig    1    279.34 1357.1 257.55
## - GDPAFF                      1    533.90 1611.7 268.90
## - inf                         1    552.02 1629.8 269.63
## 
## Step:  AIC=242.72
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     U2.15 + U6.85 + free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## - U2.15                       1     12.32 1096.3 241.46
## - U6.85                       1     12.44 1096.4 241.47
## - GDPPC                       1     20.11 1104.1 241.93
## <none>                                    1084.0 242.72
## - rel.Christianity:Reg_Enf    1     35.16 1119.1 242.82
## - GDPM                        1     41.74 1125.7 243.21
## - Lit                         1     45.92 1129.9 243.46
## - rel.Christianity:Civ_Jus    1     51.23 1135.2 243.76
## - IDP                         1     56.36 1140.3 244.06
## - Alcohol                     1     91.80 1175.8 246.08
## - PD                          1    122.05 1206.0 247.76
## - rel.Buddhism:Abs_Corr       1    125.19 1209.2 247.93
## - rel.Christianity:Ord_Sec    1    128.02 1212.0 248.08
## - HDI                         1    128.54 1212.5 248.11
## - free:rel.Buddhism           1    155.39 1239.4 249.56
## - Gini                        1    192.33 1276.3 251.50
## - rel.Buddhism:Const_Gov_Pow  1    216.93 1300.9 252.76
## - rel.Christianity:Fun_Rig    1    282.68 1366.7 256.01
## - inf                         1    546.47 1630.4 267.66
## - GDPAFF                      1    552.74 1636.7 267.91
## 
## Step:  AIC=241.46
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     U6.85 + free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + 
##     rel.Buddhism:Abs_Corr + rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + 
##     rel.Christianity:Reg_Enf + rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## - U6.85                       1     26.67 1123.0 241.05
## - GDPM                        1     31.32 1127.6 241.32
## - rel.Christianity:Reg_Enf    1     32.94 1129.2 241.42
## <none>                                    1096.3 241.46
## - GDPPC                       1     41.17 1137.5 241.90
## - Lit                         1     42.56 1138.8 241.98
## - rel.Christianity:Civ_Jus    1     47.55 1143.8 242.26
## - IDP                         1     48.31 1144.6 242.31
## - Alcohol                     1     79.65 1175.9 244.09
## - PD                          1    111.22 1207.5 245.84
## - rel.Buddhism:Abs_Corr       1    115.93 1212.2 246.10
## - free:rel.Buddhism           1    144.71 1241.0 247.65
## - rel.Christianity:Ord_Sec    1    176.63 1272.9 249.32
## - HDI                         1    187.45 1283.7 249.88
## - rel.Buddhism:Const_Gov_Pow  1    204.62 1300.9 250.76
## - Gini                        1    249.45 1345.7 252.99
## - rel.Christianity:Fun_Rig    1    276.79 1373.1 254.32
## - inf                         1    574.70 1671.0 267.28
## - GDPAFF                      1    594.65 1690.9 268.06
## 
## Step:  AIC=241.05
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + 
##     rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + 
##     rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## - rel.Christianity:Reg_Enf    1     30.43 1153.4 240.81
## - IDP                         1     34.35 1157.3 241.04
## <none>                                    1123.0 241.05
## - GDPPC                       1     35.28 1158.2 241.09
## - GDPM                        1     39.70 1162.7 241.34
## - Lit                         1     44.06 1167.0 241.59
## - rel.Christianity:Civ_Jus    1     47.98 1170.9 241.81
## - Alcohol                     1     64.95 1187.9 242.76
## - rel.Buddhism:Abs_Corr       1    106.42 1229.4 245.03
## - PD                          1    110.54 1233.5 245.25
## - free:rel.Buddhism           1    132.63 1255.6 246.42
## - rel.Christianity:Ord_Sec    1    187.04 1310.0 249.22
## - rel.Buddhism:Const_Gov_Pow  1    187.66 1310.6 249.25
## - HDI                         1    233.29 1356.2 251.51
## - rel.Christianity:Fun_Rig    1    263.58 1386.5 252.97
## - Gini                        1    276.57 1399.5 253.58
## - inf                         1    558.22 1681.2 265.68
## - GDPAFF                      1    618.16 1741.1 267.99
## 
## Step:  AIC=240.81
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Reg_Enf + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     free:rel.Buddhism + rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + 
##     rel.Christianity:Fun_Rig + rel.Christianity:Ord_Sec + rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## - Reg_Enf                     1      3.78 1157.2 239.03
## - IDP                         1     26.98 1180.4 240.34
## - Lit                         1     31.79 1185.2 240.61
## <none>                                    1153.4 240.81
## - GDPPC                       1     41.48 1194.9 241.15
## - GDPM                        1     58.17 1211.6 242.06
## - rel.Buddhism:Abs_Corr       1     80.03 1233.4 243.24
## - Alcohol                     1     84.64 1238.0 243.49
## - free:rel.Buddhism           1    145.05 1298.4 246.63
## - rel.Buddhism:Const_Gov_Pow  1    160.44 1313.8 247.41
## - PD                          1    196.88 1350.3 249.22
## - rel.Christianity:Ord_Sec    1    209.51 1362.9 249.83
## - rel.Christianity:Fun_Rig    1    236.98 1390.4 251.15
## - HDI                         1    246.07 1399.5 251.58
## - Gini                        1    251.97 1405.4 251.85
## - rel.Christianity:Civ_Jus    1    403.12 1556.5 258.60
## - inf                         1    581.39 1734.8 265.75
## - GDPAFF                      1    588.27 1741.7 266.01
## 
## Step:  AIC=239.03
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + 
##     IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + free:rel.Buddhism + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## - IDP                         1     24.88 1182.0 238.43
## - Lit                         1     31.37 1188.5 238.79
## <none>                                    1157.2 239.03
## - GDPPC                       1     37.89 1195.1 239.16
## - GDPM                        1     55.90 1213.1 240.14
## - rel.Buddhism:Abs_Corr       1     76.30 1233.5 241.24
## - Alcohol                     1     80.88 1238.0 241.49
## - free:rel.Buddhism           1    143.06 1300.2 244.72
## - rel.Buddhism:Const_Gov_Pow  1    156.69 1313.9 245.41
## - PD                          1    195.36 1352.5 247.32
## - rel.Christianity:Ord_Sec    1    218.05 1375.2 248.42
## - rel.Christianity:Fun_Rig    1    235.22 1392.4 249.24
## - Gini                        1    248.31 1405.5 249.86
## - HDI                         1    249.99 1407.2 249.94
## - rel.Christianity:Civ_Jus    1    399.49 1556.7 256.60
## - GDPAFF                      1    584.60 1741.8 264.02
## - inf                         1    596.39 1753.6 264.46
## 
## Step:  AIC=238.43
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + 
##     HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + free:rel.Buddhism + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## - Lit                         1     23.01 1205.1 237.71
## <none>                                    1182.0 238.43
## - GDPM                        1     47.40 1229.5 239.03
## - GDPPC                       1     52.43 1234.5 239.30
## - Alcohol                     1     73.17 1255.2 240.40
## - rel.Buddhism:Abs_Corr       1     75.15 1257.2 240.50
## - free:rel.Buddhism           1    134.05 1316.1 243.52
## - rel.Buddhism:Const_Gov_Pow  1    149.49 1331.5 244.29
## - PD                          1    186.52 1368.6 246.10
## - rel.Christianity:Fun_Rig    1    222.50 1404.6 247.82
## - Gini                        1    227.06 1409.1 248.03
## - rel.Christianity:Ord_Sec    1    263.67 1445.7 249.72
## - HDI                         1    282.98 1465.0 250.60
## - rel.Christianity:Civ_Jus    1    399.07 1581.1 255.63
## - GDPAFF                      1    596.35 1778.4 263.39
## - inf                         1    653.39 1835.4 265.48
## 
## Step:  AIC=237.71
## hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + 
##     HDI + GDPPC + GDPAFF + PD + GDPM + Gini + free:rel.Buddhism + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Civ_Jus
## 
##                              Df Sum of Sq    RSS    AIC
## <none>                                    1205.1 237.71
## - GDPM                        1     46.87 1251.9 238.22
## - rel.Buddhism:Abs_Corr       1     52.29 1257.3 238.51
## - Alcohol                     1     66.62 1271.7 239.26
## - GDPPC                       1     90.95 1296.0 240.51
## - free:rel.Buddhism           1    125.52 1330.6 242.25
## - rel.Buddhism:Const_Gov_Pow  1    154.45 1359.5 243.66
## - PD                          1    164.93 1370.0 244.17
## - rel.Christianity:Fun_Rig    1    199.81 1404.9 245.83
## - Gini                        1    216.89 1422.0 246.63
## - rel.Christianity:Ord_Sec    1    242.47 1447.5 247.81
## - rel.Christianity:Civ_Jus    1    378.03 1583.1 253.71
## - HDI                         1    466.95 1672.0 257.32
## - GDPAFF                      1    579.76 1784.8 261.63
## - inf                         1    681.76 1886.8 265.30

## 
## Call:
## lm(formula = hom ~ free + rel.Buddhism + rel.Christianity + Const_Gov_Pow + 
##     Abs_Corr + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + 
##     HDI + GDPPC + GDPAFF + PD + GDPM + Gini + free:rel.Buddhism + 
##     rel.Buddhism:Const_Gov_Pow + rel.Buddhism:Abs_Corr + rel.Christianity:Fun_Rig + 
##     rel.Christianity:Ord_Sec + rel.Christianity:Civ_Jus, data = trans_Homicide[, 
##     -c(1, 2, 31:33)])
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -8.461 -2.009  0.000  2.097 16.241 
## 
## Coefficients:
##                              Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                 9.868e+01  2.416e+01   4.084 0.000189 ***
## free                       -4.287e+00  2.738e+00  -1.566 0.124683    
## rel.Buddhism               -5.642e+01  3.860e+01  -1.462 0.151127    
## rel.Christianity            2.309e+01  1.539e+01   1.500 0.140903    
## Const_Gov_Pow              -4.570e+01  1.875e+01  -2.438 0.018999 *  
## Abs_Corr                    3.060e+01  1.591e+01   1.924 0.061011 .  
## Fun_Rig                     1.313e+02  3.994e+01   3.287 0.002022 ** 
## Ord_Sec                     9.752e+00  2.002e+01   0.487 0.628632    
## Civ_Jus                    -1.130e+02  3.979e+01  -2.840 0.006865 ** 
## Alcohol                    -5.446e-01  3.533e-01  -1.542 0.130453    
## inf                        -2.204e-01  4.469e-02  -4.932 1.26e-05 ***
## HDI                        -9.831e+01  2.408e+01  -4.082 0.000190 ***
## GDPPC                       1.826e-04  1.014e-04   1.801 0.078641 .  
## GDPAFF                     -1.122e+00  2.467e-01  -4.548 4.38e-05 ***
## PD                         -1.530e-02  6.308e-03  -2.426 0.019540 *  
## GDPM                        2.210e-01  1.709e-01   1.293 0.202851    
## Gini                        3.942e-01  1.417e-01   2.782 0.007991 ** 
## free:rel.Buddhism           2.062e+01  9.745e+00   2.116 0.040142 *  
## rel.Buddhism:Const_Gov_Pow -2.212e+02  9.424e+01  -2.348 0.023569 *  
## rel.Buddhism:Abs_Corr       5.068e+01  3.711e+01   1.366 0.179054    
## rel.Christianity:Fun_Rig   -1.001e+02  3.747e+01  -2.670 0.010657 *  
## rel.Christianity:Ord_Sec   -6.798e+01  2.311e+01  -2.941 0.005243 ** 
## rel.Christianity:Civ_Jus    1.528e+02  4.160e+01   3.673 0.000660 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.294 on 43 degrees of freedom
## Multiple R-squared:  0.7659, Adjusted R-squared:  0.6461 
## F-statistic: 6.393 on 22 and 43 DF,  p-value: 1.191e-07

## 
## Call:
## lm(formula = hom ~ Const_Gov_Pow + inf + HDI + GDPAFF + PD + 
##     Gini + rel.Christianity:Ord_Sec + rel.Christianity:Civ_Jus, 
##     data = trans_Homicide[, -c(1, 2, 31:33)])
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.9373 -3.1463 -0.3636  2.8570 19.8154 
## 
## Coefficients:
##                            Estimate Std. Error t value Pr(>|t|)    
## (Intercept)               64.562501  17.274782   3.737 0.000433 ***
## Const_Gov_Pow            -20.241009   8.253879  -2.452 0.017280 *  
## inf                       -0.170236   0.040357  -4.218 8.91e-05 ***
## HDI                      -69.820617  16.642193  -4.195 9.63e-05 ***
## GDPAFF                    -0.980481   0.235460  -4.164 0.000107 ***
## PD                        -0.009459   0.005236  -1.807 0.076119 .  
## Gini                       0.431718   0.115206   3.747 0.000419 ***
## rel.Christianity:Ord_Sec -36.658065   9.896875  -3.704 0.000481 ***
## rel.Christianity:Civ_Jus  52.000787  13.490491   3.855 0.000297 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.59 on 57 degrees of freedom
## Multiple R-squared:  0.6539, Adjusted R-squared:  0.6053 
## F-statistic: 13.46 on 8 and 57 DF,  p-value: 1.026e-10

## Start:  AIC=289.53
## hom ~ 1
## 
##                    Df Sum of Sq    RSS    AIC
## + Gini              1   2195.25 2951.7 254.83
## + Ord_Sec           1   1596.72 3550.2 267.02
## + Crim_Jus          1   1120.33 4026.6 275.33
## + Abs_Corr          1    932.92 4214.0 278.33
## + Civ_Jus           1    801.54 4345.4 280.36
## + HDI               1    790.33 4356.6 280.53
## + Reg_Enf           1    718.54 4428.4 281.61
## + GDPPC             1    690.36 4456.5 282.02
## + Fun_Rig           1    555.27 4591.6 283.99
## + U6.85             1    552.77 4594.1 284.03
## + Const_Gov_Pow     1    536.38 4610.5 284.26
## + free              1    400.01 4746.9 286.19
## + U3.65             1    337.55 4809.4 287.05
## + UnEmp             1    305.36 4841.5 287.49
## + IDP               1    299.87 4847.0 287.57
## + U2.15             1    256.92 4890.0 288.15
## + rel.Christianity  1    244.07 4902.8 288.32
## + Open_Gov          1    238.39 4908.5 288.40
## + Lit               1    236.49 4910.4 288.42
## + rel.Islam         1    201.15 4945.8 288.90
## <none>                          5146.9 289.53
## + Alcohol           1    146.68 5000.2 289.62
## + GDPAFF            1     98.19 5048.7 290.26
## + PD                1     47.16 5099.7 290.92
## + rel.Hinduism      1     35.31 5111.6 291.07
## + rel.Buddhism      1      9.60 5137.3 291.41
## + inf               1      0.03 5146.9 291.53
## + GDPM              1      0.01 5146.9 291.53
## 
## Step:  AIC=254.83
## hom ~ Gini
## 
##                    Df Sum of Sq    RSS    AIC
## + Ord_Sec           1    397.85 2553.8 247.28
## + IDP               1    333.85 2617.8 248.91
## + Crim_Jus          1    210.61 2741.0 251.94
## + Abs_Corr          1    167.37 2784.3 252.98
## + Civ_Jus           1    120.43 2831.2 254.08
## + HDI               1    118.34 2833.3 254.13
## + Reg_Enf           1    107.90 2843.8 254.37
## + inf               1     93.63 2858.0 254.70
## + Const_Gov_Pow     1     88.78 2862.9 254.81
## <none>                          2951.7 254.83
## + Fun_Rig           1     69.32 2882.3 255.26
## + GDPPC             1     60.57 2891.1 255.46
## + free              1     57.56 2894.1 255.53
## + Lit               1     47.59 2904.1 255.76
## + U6.85             1     35.38 2916.3 256.04
## + rel.Islam         1     23.12 2928.5 256.31
## + GDPM              1     21.84 2929.8 256.34
## + Open_Gov          1     15.89 2935.8 256.48
## + rel.Hinduism      1     15.86 2935.8 256.48
## + GDPAFF            1     15.49 2936.2 256.48
## + rel.Christianity  1     12.71 2938.9 256.55
## + UnEmp             1     12.33 2939.3 256.56
## + rel.Buddhism      1     11.79 2939.9 256.57
## + PD                1      5.14 2946.5 256.72
## + U3.65             1      3.62 2948.0 256.75
## + U2.15             1      1.98 2949.7 256.79
## + Alcohol           1      0.20 2951.5 256.83
## 
## Step:  AIC=247.28
## hom ~ Gini + Ord_Sec
## 
##                    Df Sum of Sq    RSS    AIC
## + IDP               1   139.621 2414.2 245.56
## + inf               1   131.332 2422.5 245.79
## + Open_Gov          1    94.627 2459.2 246.78
## + rel.Islam         1    89.501 2464.3 246.92
## + GDPAFF            1    76.567 2477.2 247.27
## <none>                          2553.8 247.28
## + rel.Christianity  1    64.266 2489.5 247.59
## + Alcohol           1    61.429 2492.4 247.67
## + U6.85             1    57.048 2496.8 247.78
## + free              1    48.477 2505.3 248.01
## + U3.65             1    48.461 2505.3 248.01
## + Lit               1    46.468 2507.3 248.06
## + GDPPC             1    45.911 2507.9 248.08
## + U2.15             1    38.027 2515.8 248.28
## + Reg_Enf           1    33.846 2520.0 248.40
## + Fun_Rig           1    31.094 2522.7 248.47
## + PD                1    28.403 2525.4 248.54
## + GDPM              1    27.113 2526.7 248.57
## + rel.Hinduism      1    25.930 2527.9 248.60
## + Civ_Jus           1    24.082 2529.7 248.65
## + UnEmp             1    21.874 2531.9 248.71
## + HDI               1    10.938 2542.9 248.99
## + rel.Buddhism      1     9.500 2544.3 249.03
## + Abs_Corr          1     7.963 2545.8 249.07
## + Const_Gov_Pow     1     3.852 2550.0 249.18
## + Crim_Jus          1     0.159 2553.7 249.27
## 
## Step:  AIC=245.56
## hom ~ Gini + Ord_Sec + IDP
## 
##                    Df Sum of Sq    RSS    AIC
## + inf               1   128.873 2285.3 243.94
## <none>                          2414.2 245.56
## + GDPAFF            1    67.374 2346.8 245.70
## + Open_Gov          1    66.369 2347.8 245.72
## + rel.Islam         1    59.117 2355.1 245.93
## + free              1    54.884 2359.3 246.05
## + rel.Christianity  1    42.760 2371.4 246.38
## + U3.65             1    37.424 2376.8 246.53
## + GDPPC             1    37.394 2376.8 246.53
## + Alcohol           1    34.857 2379.3 246.60
## + U6.85             1    34.075 2380.1 246.63
## + U2.15             1    33.944 2380.2 246.63
## + GDPM              1    28.208 2386.0 246.79
## + Fun_Rig           1    26.265 2387.9 246.84
## + Reg_Enf           1    25.020 2389.2 246.88
## + rel.Hinduism      1    23.640 2390.6 246.91
## + Lit               1    22.089 2392.1 246.96
## + PD                1    16.995 2397.2 247.10
## + Civ_Jus           1    13.189 2401.0 247.20
## + UnEmp             1    12.282 2401.9 247.23
## + rel.Buddhism      1     8.714 2405.5 247.33
## + Abs_Corr          1     6.949 2407.2 247.37
## + HDI               1     6.640 2407.6 247.38
## + Const_Gov_Pow     1     3.789 2410.4 247.46
## + Crim_Jus          1     0.419 2413.8 247.55
## 
## Step:  AIC=243.94
## hom ~ Gini + Ord_Sec + IDP + inf
## 
##                    Df Sum of Sq    RSS    AIC
## + GDPAFF            1    72.465 2212.8 243.82
## <none>                          2285.3 243.94
## + rel.Islam         1    48.119 2237.2 244.54
## + rel.Christianity  1    37.943 2247.4 244.84
## + Open_Gov          1    31.289 2254.0 245.03
## + rel.Hinduism      1    27.108 2258.2 245.16
## + GDPM              1    26.400 2258.9 245.18
## + Alcohol           1    25.208 2260.1 245.21
## + Lit               1    23.625 2261.7 245.26
## + GDPPC             1    23.011 2262.3 245.28
## + PD                1    16.882 2268.4 245.46
## + free              1    15.069 2270.2 245.51
## + UnEmp             1    14.817 2270.5 245.51
## + U6.85             1    11.527 2273.8 245.61
## + U3.65             1    10.472 2274.8 245.64
## + Fun_Rig           1     8.577 2276.7 245.70
## + Civ_Jus           1     8.168 2277.2 245.71
## + rel.Buddhism      1     7.946 2277.4 245.71
## + U2.15             1     6.205 2279.1 245.76
## + Reg_Enf           1     5.579 2279.7 245.78
## + Crim_Jus          1     2.004 2283.3 245.89
## + Abs_Corr          1     0.738 2284.6 245.92
## + Const_Gov_Pow     1     0.105 2285.2 245.94
## + HDI               1     0.005 2285.3 245.94
## 
## Step:  AIC=243.82
## hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF
## 
##                    Df Sum of Sq    RSS    AIC
## + HDI               1   181.858 2031.0 240.16
## <none>                          2212.8 243.82
## + rel.Islam         1    37.238 2175.6 244.70
## + U6.85             1    37.104 2175.8 244.70
## + U2.15             1    33.180 2179.7 244.82
## + U3.65             1    29.603 2183.2 244.93
## + rel.Hinduism      1    25.455 2187.4 245.05
## + rel.Christianity  1    22.858 2190.0 245.13
## + GDPM              1    20.554 2192.3 245.20
## + rel.Buddhism      1    15.618 2197.2 245.35
## + Alcohol           1    13.223 2199.6 245.42
## + Crim_Jus          1    13.096 2199.8 245.43
## + PD                1    11.986 2200.9 245.46
## + Const_Gov_Pow     1     8.922 2203.9 245.55
## + UnEmp             1     8.295 2204.6 245.57
## + Abs_Corr          1     3.472 2209.4 245.71
## + Fun_Rig           1     2.181 2210.7 245.75
## + Open_Gov          1     1.874 2211.0 245.76
## + Civ_Jus           1     0.985 2211.9 245.79
## + Reg_Enf           1     0.722 2212.1 245.80
## + Lit               1     0.142 2212.7 245.81
## + GDPPC             1     0.124 2212.7 245.81
## + free              1     0.104 2212.8 245.81
## 
## Step:  AIC=240.16
## hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF + HDI
## 
##                    Df Sum of Sq    RSS    AIC
## + PD                1    76.686 1954.3 239.62
## + GDPPC             1    61.884 1969.1 240.12
## <none>                          2031.0 240.16
## + rel.Hinduism      1    51.764 1979.2 240.45
## + Alcohol           1    51.626 1979.4 240.46
## + Open_Gov          1    44.271 1986.7 240.70
## + rel.Islam         1    39.056 1991.9 240.88
## + rel.Christianity  1    34.506 1996.5 241.03
## + Civ_Jus           1    28.835 2002.2 241.21
## + Abs_Corr          1    20.125 2010.9 241.50
## + Reg_Enf           1    19.334 2011.7 241.53
## + UnEmp             1    18.666 2012.3 241.55
## + free              1    17.793 2013.2 241.58
## + Fun_Rig           1    15.869 2015.1 241.64
## + rel.Buddhism      1    15.382 2015.6 241.66
## + Lit               1    14.970 2016.0 241.67
## + U2.15             1    11.676 2019.3 241.78
## + U6.85             1     6.489 2024.5 241.95
## + U3.65             1     5.587 2025.4 241.97
## + GDPM              1     5.104 2025.9 241.99
## + Crim_Jus          1     3.414 2027.6 242.05
## + Const_Gov_Pow     1     1.606 2029.4 242.10
## 
## Step:  AIC=239.62
## hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF + HDI + PD
## 
##                    Df Sum of Sq    RSS    AIC
## + GDPPC             1    72.599 1881.7 239.12
## + Open_Gov          1    60.756 1893.5 239.53
## <none>                          1954.3 239.62
## + Civ_Jus           1    51.210 1903.1 239.86
## + Abs_Corr          1    49.356 1905.0 239.93
## + Reg_Enf           1    43.687 1910.6 240.12
## + rel.Islam         1    41.832 1912.5 240.19
## + Alcohol           1    40.024 1914.3 240.25
## + U2.15             1    29.883 1924.4 240.60
## + U3.65             1    22.636 1931.7 240.85
## + free              1    22.433 1931.9 240.85
## + Fun_Rig           1    22.276 1932.0 240.86
## + rel.Buddhism      1    21.419 1932.9 240.89
## + Crim_Jus          1    18.730 1935.6 240.98
## + UnEmp             1    18.682 1935.6 240.98
## + rel.Christianity  1    15.375 1938.9 241.10
## + rel.Hinduism      1    12.772 1941.5 241.18
## + U6.85             1    12.055 1942.2 241.21
## + GDPM              1     8.155 1946.2 241.34
## + Const_Gov_Pow     1     8.101 1946.2 241.34
## + Lit               1     0.374 1953.9 241.60
## 
## Step:  AIC=239.12
## hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF + HDI + PD + GDPPC
## 
##                    Df Sum of Sq    RSS    AIC
## <none>                          1881.7 239.12
## + UnEmp             1    44.036 1837.7 239.56
## + rel.Buddhism      1    35.774 1845.9 239.85
## + rel.Islam         1    25.628 1856.1 240.21
## + Alcohol           1    23.187 1858.5 240.30
## + Open_Gov          1    19.798 1861.9 240.42
## + Civ_Jus           1    19.264 1862.4 240.44
## + Lit               1    14.546 1867.2 240.61
## + Abs_Corr          1    12.700 1869.0 240.67
## + rel.Hinduism      1     8.055 1873.7 240.84
## + free              1     7.117 1874.6 240.87
## + Fun_Rig           1     6.518 1875.2 240.89
## + Reg_Enf           1     5.200 1876.5 240.94
## + U2.15             1     5.137 1876.6 240.94
## + U6.85             1     4.119 1877.6 240.97
## + rel.Christianity  1     2.606 1879.1 241.03
## + GDPM              1     2.060 1879.7 241.05
## + Const_Gov_Pow     1     1.061 1880.7 241.08
## + U3.65             1     0.882 1880.8 241.09
## + Crim_Jus          1     0.259 1881.5 241.11

## 
## Call:
## lm(formula = hom ~ Gini + Ord_Sec + IDP + inf + GDPAFF + HDI + 
##     PD + GDPPC, data = trans_Homicide[, -c(1, 2, 31:33)])
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.3204 -3.3205 -0.7861  2.2800 19.9565 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  5.275e+01  1.849e+01   2.853 0.006024 ** 
## Gini         5.002e-01  1.214e-01   4.121 0.000124 ***
## Ord_Sec     -1.712e+01  9.397e+00  -1.822 0.073658 .  
## IDP          1.401e-06  7.454e-07   1.880 0.065227 .  
## inf         -1.311e-01  4.124e-02  -3.179 0.002386 ** 
## GDPAFF      -7.428e-01  2.344e-01  -3.169 0.002459 ** 
## HDI         -6.147e+01  1.979e+01  -3.106 0.002952 ** 
## PD          -8.323e-03  5.115e-03  -1.627 0.109227    
## GDPPC        1.202e-04  8.102e-05   1.483 0.143597    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.746 on 57 degrees of freedom
## Multiple R-squared:  0.6344, Adjusted R-squared:  0.5831 
## F-statistic: 12.36 on 8 and 57 DF,  p-value: 4.495e-10

## 
## Call:
## lm(formula = hom ~ Gini + IDP + inf + GDPAFF + HDI, data = trans_Homicide[, 
##     -c(1, 2, 31:33)])
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -8.962 -3.877 -0.629  2.248 20.063 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  2.790e+01  1.601e+01   1.743  0.08642 .  
## Gini         5.987e-01  1.155e-01   5.186 2.67e-06 ***
## IDP          1.920e-06  7.293e-07   2.633  0.01074 *  
## inf         -1.235e-01  4.161e-02  -2.968  0.00431 ** 
## GDPAFF      -6.682e-01  2.322e-01  -2.878  0.00554 ** 
## HDI         -4.900e+01  1.474e+01  -3.325  0.00151 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.949 on 60 degrees of freedom
## Multiple R-squared:  0.5875, Adjusted R-squared:  0.5531 
## F-statistic: 17.09 on 5 and 60 DF,  p-value: 1.78e-10

## Start:  AIC=219.81
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 + PC10 + 
##     PC11 + PC12 + PC13 + PC14 + PC15 + PC16 + PC17 + PC18 + PC19 + 
##     PC20 + PC21 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC21  1      0.09 1085.4 217.82
## - PC13  1      1.84 1087.2 217.91
## - PC12  1      4.72 1090.0 218.07
## - PC15  1      5.75 1091.1 218.12
## - PC8   1      7.04 1092.4 218.19
## - PC7   1      8.60 1093.9 218.28
## - PC11  1      9.84 1095.2 218.35
## - PC14  1     14.45 1099.8 218.59
## - PC9   1     15.94 1101.2 218.67
## - PC5   1     17.72 1103.0 218.77
## - PC19  1     27.88 1113.2 219.31
## <none>              1085.3 219.81
## - PC18  1     47.28 1132.6 220.33
## - PC10  1     59.02 1144.3 220.94
## - PC20  1     62.82 1148.1 221.13
## - PC22  1     71.55 1156.9 221.58
## - PC23  1     86.81 1172.1 222.35
## - PC4   1     89.85 1175.2 222.51
## - PC3   1    122.64 1208.0 224.13
## - PC2   1    132.83 1218.2 224.63
## - PC16  1    210.37 1295.7 228.27
## - PC17  1    215.58 1300.9 228.50
## - PC6   1    592.17 1677.5 243.50
## - PC1   1    651.76 1737.1 245.56
## 
## Step:  AIC=217.82
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 + PC10 + 
##     PC11 + PC12 + PC13 + PC14 + PC15 + PC16 + PC17 + PC18 + PC19 + 
##     PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC13  1      1.84 1087.2 215.92
## - PC12  1      4.72 1090.1 216.07
## - PC15  1      5.75 1091.2 216.13
## - PC8   1      7.04 1092.5 216.20
## - PC7   1      8.60 1094.0 216.28
## - PC11  1      9.84 1095.2 216.35
## - PC14  1     14.45 1099.9 216.60
## - PC9   1     15.94 1101.3 216.68
## - PC5   1     17.72 1103.1 216.77
## - PC19  1     27.88 1113.3 217.31
## <none>              1085.4 217.82
## - PC18  1     47.28 1132.7 218.33
## - PC10  1     59.02 1144.4 218.94
## - PC20  1     62.82 1148.2 219.14
## - PC22  1     71.55 1157.0 219.59
## - PC23  1     86.81 1172.2 220.36
## - PC4   1     89.85 1175.3 220.51
## - PC3   1    122.64 1208.0 222.13
## - PC2   1    132.83 1218.2 222.63
## - PC16  1    210.37 1295.8 226.27
## - PC17  1    215.58 1301.0 226.51
## - PC6   1    592.17 1677.6 241.51
## - PC1   1    651.76 1737.2 243.57
## 
## Step:  AIC=215.92
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 + PC10 + 
##     PC11 + PC12 + PC14 + PC15 + PC16 + PC17 + PC18 + PC19 + PC20 + 
##     PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC12  1      4.72 1092.0 214.17
## - PC15  1      5.75 1093.0 214.23
## - PC8   1      7.04 1094.3 214.30
## - PC7   1      8.60 1095.8 214.38
## - PC11  1      9.84 1097.1 214.45
## - PC14  1     14.45 1101.7 214.70
## - PC9   1     15.94 1103.2 214.78
## - PC5   1     17.72 1105.0 214.87
## - PC19  1     27.88 1115.1 215.41
## <none>              1087.2 215.92
## - PC18  1     47.28 1134.5 216.43
## - PC10  1     59.02 1146.3 217.04
## - PC20  1     62.82 1150.1 217.23
## - PC22  1     71.55 1158.8 217.68
## - PC23  1     86.81 1174.1 218.45
## - PC4   1     89.85 1177.1 218.60
## - PC3   1    122.64 1209.9 220.22
## - PC2   1    132.83 1220.1 220.72
## - PC16  1    210.37 1297.6 224.35
## - PC17  1    215.58 1302.8 224.59
## - PC6   1    592.17 1679.4 239.57
## - PC1   1    651.76 1739.0 241.63
## 
## Step:  AIC=214.17
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 + PC10 + 
##     PC11 + PC14 + PC15 + PC16 + PC17 + PC18 + PC19 + PC20 + PC22 + 
##     PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC15  1      5.75 1097.7 212.48
## - PC8   1      7.04 1099.0 212.55
## - PC7   1      8.60 1100.6 212.64
## - PC11  1      9.84 1101.8 212.70
## - PC14  1     14.45 1106.4 212.95
## - PC9   1     15.94 1107.9 213.03
## - PC5   1     17.72 1109.7 213.12
## - PC19  1     27.88 1119.8 213.66
## <none>              1092.0 214.17
## - PC18  1     47.28 1139.2 214.68
## - PC10  1     59.02 1151.0 215.28
## - PC20  1     62.82 1154.8 215.47
## - PC22  1     71.55 1163.5 215.92
## - PC23  1     86.81 1178.8 216.69
## - PC4   1     89.85 1181.8 216.84
## - PC3   1    122.64 1214.6 218.45
## - PC2   1    132.83 1224.8 218.95
## - PC16  1    210.37 1302.3 222.57
## - PC17  1    215.58 1307.5 222.80
## - PC6   1    592.17 1684.1 237.74
## - PC1   1    651.76 1743.7 239.79
## 
## Step:  AIC=212.48
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 + PC10 + 
##     PC11 + PC14 + PC16 + PC17 + PC18 + PC19 + PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC8   1      7.04 1104.8 210.86
## - PC7   1      8.60 1106.3 210.94
## - PC11  1      9.84 1107.6 211.01
## - PC14  1     14.45 1112.2 211.25
## - PC9   1     15.94 1113.7 211.33
## - PC5   1     17.72 1115.4 211.43
## - PC19  1     27.88 1125.6 211.96
## <none>              1097.7 212.48
## - PC18  1     47.28 1145.0 212.97
## - PC10  1     59.02 1156.7 213.57
## - PC20  1     62.82 1160.5 213.77
## - PC22  1     71.55 1169.3 214.21
## - PC23  1     86.81 1184.5 214.97
## - PC4   1     89.85 1187.6 215.12
## - PC3   1    122.64 1220.4 216.73
## - PC2   1    132.83 1230.6 217.22
## - PC16  1    210.37 1308.1 220.83
## - PC17  1    215.58 1313.3 221.06
## - PC6   1    592.17 1689.9 235.94
## - PC1   1    651.76 1749.5 237.98
## 
## Step:  AIC=210.86
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC9 + PC10 + 
##     PC11 + PC14 + PC16 + PC17 + PC18 + PC19 + PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC7   1      8.60 1113.4 209.32
## - PC11  1      9.84 1114.6 209.38
## - PC14  1     14.45 1119.2 209.63
## - PC9   1     15.94 1120.7 209.71
## - PC5   1     17.72 1122.5 209.80
## - PC19  1     27.88 1132.7 210.33
## <none>              1104.8 210.86
## - PC18  1     47.28 1152.0 211.33
## - PC10  1     59.02 1163.8 211.93
## - PC20  1     62.82 1167.6 212.12
## - PC22  1     71.55 1176.3 212.56
## - PC23  1     86.81 1191.6 213.32
## - PC4   1     89.85 1194.6 213.47
## - PC3   1    122.64 1227.4 215.07
## - PC2   1    132.83 1237.6 215.56
## - PC16  1    210.37 1315.1 219.15
## - PC17  1    215.58 1320.3 219.38
## - PC6   1    592.17 1696.9 234.18
## - PC1   1    651.76 1756.5 236.22
## 
## Step:  AIC=209.32
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC9 + PC10 + PC11 + 
##     PC14 + PC16 + PC17 + PC18 + PC19 + PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC11  1      9.84 1123.2 207.84
## - PC14  1     14.45 1127.8 208.08
## - PC9   1     15.94 1129.3 208.16
## - PC5   1     17.72 1131.1 208.25
## - PC19  1     27.88 1141.2 208.78
## <none>              1113.4 209.32
## - PC18  1     47.28 1160.6 209.77
## - PC10  1     59.02 1172.4 210.37
## - PC20  1     62.82 1176.2 210.56
## - PC22  1     71.55 1184.9 210.99
## - PC23  1     86.81 1200.2 211.75
## - PC4   1     89.85 1203.2 211.90
## - PC3   1    122.64 1236.0 213.48
## - PC2   1    132.83 1246.2 213.97
## - PC16  1    210.37 1323.7 217.53
## - PC17  1    215.58 1328.9 217.76
## - PC6   1    592.17 1705.5 232.48
## - PC1   1    651.76 1765.1 234.51
## 
## Step:  AIC=207.84
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC9 + PC10 + PC14 + 
##     PC16 + PC17 + PC18 + PC19 + PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC14  1     14.45 1137.7 206.59
## - PC9   1     15.94 1139.1 206.67
## - PC5   1     17.72 1140.9 206.76
## - PC19  1     27.88 1151.1 207.28
## <none>              1123.2 207.84
## - PC18  1     47.28 1170.5 208.27
## - PC10  1     59.02 1182.2 208.86
## - PC20  1     62.82 1186.0 209.05
## - PC22  1     71.55 1194.8 209.48
## - PC23  1     86.81 1210.0 210.23
## - PC4   1     89.85 1213.0 210.38
## - PC3   1    122.64 1245.8 211.95
## - PC2   1    132.83 1256.0 212.43
## - PC16  1    210.37 1333.6 215.97
## - PC17  1    215.58 1338.8 216.20
## - PC6   1    592.17 1715.4 230.82
## - PC1   1    651.76 1775.0 232.84
## 
## Step:  AIC=206.59
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC9 + PC10 + PC16 + 
##     PC17 + PC18 + PC19 + PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC9   1     15.94 1153.6 205.41
## - PC5   1     17.72 1155.4 205.50
## - PC19  1     27.88 1165.5 206.02
## <none>              1137.7 206.59
## - PC18  1     47.28 1184.9 206.99
## - PC10  1     59.02 1196.7 207.58
## - PC20  1     62.82 1200.5 207.76
## - PC22  1     71.55 1209.2 208.19
## - PC23  1     86.81 1224.5 208.93
## - PC4   1     89.85 1227.5 209.08
## - PC3   1    122.64 1260.3 210.63
## - PC2   1    132.83 1270.5 211.11
## - PC16  1    210.37 1348.0 214.60
## - PC17  1    215.58 1353.2 214.83
## - PC6   1    592.17 1729.8 229.32
## - PC1   1    651.76 1789.4 231.31
## 
## Step:  AIC=205.41
## hom ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC10 + PC16 + PC17 + 
##     PC18 + PC19 + PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC5   1     17.72 1171.3 204.31
## - PC19  1     27.88 1181.5 204.82
## <none>              1153.6 205.41
## - PC18  1     47.28 1200.9 205.78
## - PC10  1     59.02 1212.6 206.36
## - PC20  1     62.82 1216.4 206.54
## - PC22  1     71.55 1225.1 206.96
## - PC23  1     86.81 1240.4 207.69
## - PC4   1     89.85 1243.4 207.84
## - PC3   1    122.64 1276.2 209.37
## - PC2   1    132.83 1286.4 209.84
## - PC16  1    210.37 1364.0 213.30
## - PC17  1    215.58 1369.2 213.52
## - PC6   1    592.17 1745.8 227.86
## - PC1   1    651.76 1805.3 229.84
## 
## Step:  AIC=204.31
## hom ~ PC1 + PC2 + PC3 + PC4 + PC6 + PC10 + PC16 + PC17 + PC18 + 
##     PC19 + PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## - PC19  1     27.88 1199.2 203.70
## <none>              1171.3 204.31
## - PC18  1     47.28 1218.6 204.65
## - PC10  1     59.02 1230.3 205.21
## - PC20  1     62.82 1234.1 205.39
## - PC22  1     71.55 1242.9 205.81
## - PC23  1     86.81 1258.1 206.53
## - PC4   1     89.85 1261.2 206.67
## - PC3   1    122.64 1293.9 208.19
## - PC2   1    132.83 1304.1 208.65
## - PC16  1    210.37 1381.7 212.06
## - PC17  1    215.58 1386.9 212.28
## - PC6   1    592.17 1763.5 226.45
## - PC1   1    651.76 1823.1 228.41
## 
## Step:  AIC=203.7
## hom ~ PC1 + PC2 + PC3 + PC4 + PC6 + PC10 + PC16 + PC17 + PC18 + 
##     PC20 + PC22 + PC23
## 
##        Df Sum of Sq    RSS    AIC
## <none>              1199.2 203.70
## - PC18  1     47.28 1246.5 203.98
## - PC10  1     59.02 1258.2 204.53
## - PC20  1     62.82 1262.0 204.71
## - PC22  1     71.55 1270.7 205.12
## - PC23  1     86.81 1286.0 205.82
## - PC4   1     89.85 1289.0 205.96
## - PC3   1    122.64 1321.8 207.44
## - PC2   1    132.83 1332.0 207.90
## - PC16  1    210.37 1409.5 211.24
## - PC17  1    215.58 1414.8 211.45
## - PC6   1    592.17 1791.4 225.38
## - PC1   1    651.76 1851.0 227.31

## 
## Call:
## lm(formula = hom ~ PC1 + PC2 + PC3 + PC4 + PC6 + PC10 + PC16 + 
##     PC17 + PC18 + PC20 + PC22 + PC23, data = Database_componentes[, 
##     -c(24)])
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -11.0507  -2.7423  -0.3276   2.0093  16.4793 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   5.9115     0.6647   8.893 1.48e-11 ***
## PC1           0.9448     0.1890   5.000 8.79e-06 ***
## PC2           0.9261     0.4103   2.257  0.02878 *  
## PC3          -1.1292     0.5206  -2.169  0.03529 *  
## PC4           1.1485     0.6187   1.856  0.06980 .  
## PC6          -3.5559     0.7461  -4.766 1.92e-05 ***
## PC10          1.6841     1.1193   1.505  0.13925    
## PC16         -8.4932     2.9899  -2.841  0.00669 ** 
## PC17         -9.7615     3.3946  -2.876  0.00609 ** 
## PC18          4.9216     3.6545   1.347  0.18467    
## PC20          7.0678     4.5530   1.552  0.12743    
## PC22         10.0584     6.0713   1.657  0.10438    
## PC23        -15.3610     8.4177  -1.825  0.07452 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.106 on 46 degrees of freedom
## Multiple R-squared:  0.6614, Adjusted R-squared:  0.5731 
## F-statistic: 7.489 on 12 and 46 DF,  p-value: 2.111e-07

## 
## Call:
## lm(formula = hom ~ PC1 + PC2 + PC3 + PC6 + PC16 + PC17, data = Database_componentes[, 
##     -c(24)])
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -11.4105  -3.2182  -0.8787   1.3441  19.7919 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   5.9115     0.7259   8.144 7.55e-11 ***
## PC1           0.9448     0.2063   4.579 2.95e-05 ***
## PC2           0.9261     0.4480   2.067   0.0437 *  
## PC3          -1.1292     0.5685  -1.986   0.0523 .  
## PC6          -3.5559     0.8147  -4.365 6.07e-05 ***
## PC16         -8.4932     3.2649  -2.601   0.0121 *  
## PC17         -9.7615     3.7069  -2.633   0.0111 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.576 on 52 degrees of freedom
## Multiple R-squared:  0.5436, Adjusted R-squared:  0.4909 
## F-statistic: 10.32 on 6 and 52 DF,  p-value: 1.652e-07

Completo	Back SIN Rel	Back Ajust SIN Rel	Forw SIN Rel	Forw Ajust SIN Rel	Back CON Rel	Back Ajust CON Rel	Forw CON Rel	Forw Ajust CON Rel	Back PCA	Back PCA Ajust
0.5288	0.6004	0.543	0.5831	0.5531	0.6461	0.6053	0.5831	0.5531	0.5731	0.4909
23	11	5	8	5	22	8	8	5	5	6

## 
##  One Sample t-test
## 
## data:  residuos
## t = 0.12665, df = 65, p-value = 0.8996
## alternative hypothesis: true mean is not equal to 0
## 95 percent confidence interval:
##  -0.2394964  0.2719292
## sample estimates:
##  mean of x 
## 0.01621641

## 
##  studentized Breusch-Pagan test
## 
## data:  Model_adj_bw_rel
## BP = 10.12, df = 8, p-value = 0.2567

## 
##  Durbin-Watson test
## 
## data:  Model_adj_bw_rel
## DW = 1.6643, p-value = 0.07106
## alternative hypothesis: true autocorrelation is greater than 0

## 
##  Shapiro-Wilk normality test
## 
## data:  residuos
## W = 0.93475, p-value = 0.001806

Teniendo en cuenta los resultados observados en el analisis de componentes principales y clusters resulta interesanta crear un modelo que ayude a entender de mejor manera la influencia de las diferentes variables sobre la tasa de homicidios. Es decir cuales aumentan la tasa y culaes la reducen y si existe alguna interaccion entre la variables. Este modelo pretende ser un modelo explicativo mas no predictivo, y pretende ayudar a entes nacionales a identificar acciones que al largo plazo ayuden a reducir esta tasas de homicidios en nuestro pais.

En ese orden de ideas se contruyen 11 modelos, y de cada uno de ellos se extrae el r cuadrado, y el numero de variables de los mismos. Cabe aclarar que la funcion automatica step, terminaba de iterar y aun dejaba algunas variables que no se marcaban como significativas, por lo cual siempre debieron realizarse modelos ajustados, en los cuales se continuaba iterando manualmente, eliminando en cada paso la variable con el p-valor mas alto. De esta manera se compararan los modelos ajustados, teniendo en cuenta el r cuadrado de los mismos y el numero de variables, teniendo en cuenta que se desea tener modelos parsimoniosos.

Los modelos son: ModeloCompleto : En este se relacion la tasa de homicidios con todalas variables. No se elimina ninguna.

ModeloBwSinRel: En este modelo se usa la funcion step() para realizar una eliminacion hacia atras sin incluir la variable religion.

ModeloBwSinRelAdj: Se toma el modelo anterior y se ajusta manualmente.

ModeloFwSinRel: En este modelo se usa la funcion step() para realizar una eliminacion hacia adelante sin incluir la variable religion.

ModeloFwSinRelAdj: Se toma el modelo anterior y se ajusta manualmente.

ModeloBwConRel: En este modelo se usa la funcion step() para realizar una eliminacion hacia atras incluyendo la variable religion.

ModeloBwConRelAdj: Se toma el modelo anterior y se ajusta manualmente.

ModeloFwConRel: En este modelo se usa la funcion step() para realizar una eliminacion hacia adelante incluyendo la variable religion.

ModeloFwConRelAdj: Se toma el modelo anterior y se ajusta manualmente.

ModeloBwPCA: En este modelo se usa la funcion step() para realizar una eliminacion hacia atras utilizando todos los PC.

ModeloBwPCAAdj: Se toma el modelo anterior y se ajusta manualmente.

Se observa que el modelo arrojado por la funcion step() es el modelo ModeloBwConRelAdj, el cual se describe a continuacion:

Call: lm(formula = hom ~ Const_Gov_Pow + inf + HDI + GDPAFF + PD + Gini + rel.Christianity:Ord_Sec + rel.Christianity:Civ_Jus, data = trans_Homicide[, -c(1, 2, 31:33)])

Residuals: Min 1Q Median 3Q Max -9.9373 -3.1463 -0.3636 2.8570 19.8154

Coefficients: Estimate Std. Error t value Pr(>|t|)
(Intercept) 64.562501 17.274782 3.737 0.000433 Const_Gov_Pow -20.241009 8.253879 -2.452 0.017280
inf -0.170236 0.040357 -4.218 8.91e-05 HDI -69.820617 16.642193 -4.195 9.63e-05 GDPAFF -0.980481 0.235460 -4.164 0.000107 PD -0.009459 0.005236 -1.807 0.076119 .
Gini 0.431718 0.115206 3.747 0.000419 rel.Christianity:Ord_Sec -36.658065 9.896875 -3.704 0.000481 rel.Christianity:Civ_Jus 52.000787 13.490491 3.855 0.000297 ** — Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 5.59 on 57 degrees of freedom Multiple R-squared: 0.6539, Adjusted R-squared: 0.6053 F-statistic: 13.46 on 8 and 57 DF, p-value: 1.026e-10

Este modelo explica el 60,53% de la variabilidad de la tasa de homicidios pero se tiene una mayor certeza de la significancia de cada una de las variables. En ese sentido se puede observar que el orden y la seguridad se muestran como aspectos necesarios para reducir la tasa de homicidios especialmente en paises cristianos.De igual manera un mejor PIB tambien ayuda en esta reduccion siempre y cuendo la participacion de las actividades primarias como ganaderia, agricultura y pesca tengan una particicpacion importante en este PIB. Tambien es importante que el gobierno tenga restricciones en el poder es decir evitar autoritarismos.El indice de desarrollo humano tambien tiene un efecto importante en la reduccion de este indicador de homicidios. La desiguualdad se muestra como un aspecto importante para reducir la tasa de homicidios a mayor indice Gini mayor tasa de homicidios. El modelo aunque no cumple los supuestos plenamente especialmente el de normalidad con la ayuda del diagrama qq y de un histograma se puede observar que la distorsion es basicamente en la cola superior pero se decide mantener las observaciones ya que no se considera critica dicha distorsion. La distancia de cook muetra una alerta sobre la observacion por la observacion 45 (Nigeria) pero que igualmente cumple con el umbral de la distancia de Cook.

Aun que en terminos generales se cumplen los supuestos es muy importante buscar transformaciones de variables ya que se observa