Analisis de la tasa de Homicidios

Se consolida la informacion relacionada con los diferentes paises del mundo de la siguiente manera. Se descargan varias variables socioeconomicas de los diferentes paises de bases de datos como World Bank, World Population Review y World Justice Project. Para algunos paises no se cuenta con datos recientes por lo cual finalmente se termina con 66 paises, repartidos en todos los continentes y diversos en los diferentes indicadores, es decir con bajos y altos desempenos en los indicadores. Lo que se pretende es con base en estos indicadores crear clusters de paises y crear un modelo explicativo de la tasa de homicidios que permita asistir a las autoridades en la toma de decisiones para disminuir este indicador.

Los indicadores que se consideran son: PIB per capita Gini Alfabetizacion Desempleo Pobreza Justicia (WPJ) Indice de desarrollo humano Inflacion Libertad Desplazamiento interno PIB asociado a agricultura pesca y ganaderia PIB asociado a manufactura Ingesta de alcohol Religion dominante Densidad poblacional

Definiciones: PIB per cápita: Medida económica que representa el valor total de todos los bienes y servicios producidos en un país durante un año, dividido por su población total; indica el promedio de la producción económica por persona y se usa para evaluar la riqueza y bienestar económico.

Gini: Índice que mide la desigualdad en la distribución del ingreso dentro de una población; varía de 0 (igualdad perfecta) a 1 (desigualdad máxima).

Alfabetización: Porcentaje de personas mayores de una cierta edad (usualmente 15 años) que pueden leer y escribir.

Desempleo: Porcentaje de la población económicamente activa que no tiene empleo pero busca activamente trabajo.

Pobreza: Condición económica en la que una persona o grupo carece de los recursos necesarios para satisfacer las necesidades básicas de vida, como alimentos, vivienda y educación.

Justicia (WPJ): Índice del World Justice Project que evalúa el respeto al Estado de derecho en distintos países, considerando factores como la corrupción, los derechos fundamentales y la justicia civil y penal.

Índice de Desarrollo Humano (IDH): Medida compuesta que evalúa el desarrollo de los países considerando la esperanza de vida, el nivel de educación y el ingreso per cápita.

Inflación: Tasa a la que aumenta el nivel general de precios de bienes y servicios en una economía durante un período determinado.

Libertad: Estado en el cual las personas tienen la capacidad de actuar según su propia voluntad, sin restricciones indebidas; puede referirse a derechos civiles, políticos y económicos.

Desplazamiento interno: Situación en la que personas son forzadas a abandonar sus hogares pero permanecen dentro de las fronteras de su propio país, generalmente debido a conflictos, violencia o desastres naturales.

PIB asociado a agricultura, pesca y ganadería: Porcentaje del Producto Interno Bruto generado por las actividades económicas relacionadas con la agricultura, la pesca y la ganadería.

PIB asociado a manufactura: Porcentaje del Producto Interno Bruto generado por las actividades económicas relacionadas con la producción industrial y manufacturera.

Ingesta de alcohol: Cantidad promedio de alcohol consumido por persona en un determinado período, generalmente medido en litros per cápita por año.

Religión dominante: Religión con mayor número de adherentes en un país o región, influyendo significativamente en su cultura y sociedad.

Densidad poblacional: Número de personas que habitan por unidad de superficie, generalmente expresado en habitantes por kilómetro cuadrado.

Tasa de homicidios por 100,000 habitantes: Número de homicidios en un país por cada 100,000 personas en un año; mide la incidencia de homicidios y se utiliza para evaluar la seguridad y violencia en la sociedad.

##              Country Name Country Code     free          rel
## 1                 Albania          ALB 7.883333        Islam
## 2               Argentina          ARG 7.076667 Christianity
## 3               Australia          AUS 8.656667 Christianity
## 4                Bulgaria          BGR 7.893333 Christianity
## 5  Bosnia and Herzegovina          BIH 7.420000 Christianity
## 6                 Bolivia          BOL 6.716667 Christianity
## 7                  Brazil          BRA 6.853333 Christianity
## 8                  Canada          CAN 8.656667 Christianity
## 9                   Chile          CHL 8.216667 Christianity
## 10               Colombia          COL 6.863333 Christianity
## 11             Costa Rica          CRI 7.976667 Christianity
## 12                 Cyprus          CYP 8.160000 Christianity
## 13                Denmark          DNK 8.753333 Christianity
## 14     Dominican Republic          DOM 7.480000 Christianity
## 15                Algeria          DZA 5.126667        Islam
## 16                Ecuador          ECU 7.123333 Christianity
## 17                  Spain          ESP 8.253333 Christianity
## 18                Finland          FIN 8.666667 Christianity
## 19                 France          FRA 8.053333 Christianity
## 20         United Kingdom          GBR 8.506667 Christianity
## 21                Georgia          GEO 7.883333 Christianity
## 22                  Ghana          GHA 7.230000 Christianity
## 23                 Greece          GRC 7.563333 Christianity
## 24              Guatemala          GTM 7.260000 Christianity
## 25                 Guyana          GUY 7.043333 Christianity
## 26               Honduras          HND 6.856667 Christianity
## 27                Croatia          HRV 7.960000 Christianity
## 28                  Haiti          HTI 6.900000 Christianity
## 29                  India          IND 6.443333     Hinduism
## 30                Ireland          IRL 8.706667 Christianity
## 31                  Italy          ITA 8.183333 Christianity
## 32                  Japan          JPN 8.466667     Buddhism
## 33                  Kenya          KEN 6.720000 Christianity
## 34        Kyrgyz Republic          KGZ 6.953333        Islam
## 35            Korea, Rep.          KOR 8.233333 Christianity
## 36                Lebanon          LBN 6.493333        Islam
## 37              Sri Lanka          LKA 6.440000     Buddhism
## 38                 Latvia          LVA 8.460000 Christianity
## 39                Morocco          MAR 5.876667        Islam
## 40                 Mexico          MEX 6.723333 Christianity
## 41                Myanmar          MMR 5.593333     Buddhism
## 42               Mongolia          MNG 7.743333     Buddhism
## 43              Mauritius          MUS 7.740000     Hinduism
## 44               Malaysia          MYS 6.823333        Islam
## 45                Nigeria          NGA 6.196667 Christianity
## 46              Nicaragua          NIC 6.353333 Christianity
## 47                 Norway          NOR 8.570000 Christianity
## 48               Pakistan          PAK 5.586667        Islam
## 49                 Panama          PAN 7.776667 Christianity
## 50                   Peru          PER 7.663333 Christianity
## 51            Philippines          PHL 6.743333 Christianity
## 52               Portugal          PRT 8.386667 Christianity
## 53                Romania          ROU 8.110000 Christianity
## 54     Russian Federation          RUS 6.193333 Christianity
## 55                 Rwanda          RWA 6.370000 Christianity
## 56            El Salvador          SLV 6.976667 Christianity
## 57                 Serbia          SRB 7.333333 Christianity
## 58               Slovenia          SVN 8.073333 Christianity
## 59                Turkiye          TUR 5.903333        Islam
## 60               Tanzania          TZA 6.326667 Christianity
## 61                 Uganda          UGA 6.353333 Christianity
## 62                Ukraine          UKR 6.600000 Christianity
## 63                Uruguay          URY 8.023333 Christianity
## 64          United States          USA 8.473333 Christianity
## 65           South Africa          ZAF 7.103333 Christianity
## 66               Zimbabwe          ZWE 5.500000 Christianity
##          Const_Gov_Pow            Abs_Corr            Open_Gov
## 1  0.43070757210905491 0.36331237181817461 0.45985549988142593
## 2  0.56429482245963014 0.45949794482318829 0.61297208262333436
## 3  0.81365406055938749 0.81005880009125442 0.79894327459283521
## 4   0.4971711075306538 0.44296797639573265 0.55930616445917014
## 5     0.46011287468056 0.42283007573916137 0.47252666141063637
## 6  0.35872571874297193 0.24658332496621979 0.42822791197261051
## 7  0.50607894871114789 0.43232170158915129 0.59600920586849326
## 8  0.82634772244982513 0.82467980364191817 0.79133286543906589
## 9  0.71435711934960378  0.6894562460030732 0.70065948078308915
## 10 0.51047392800895119 0.38037224571583933 0.61868839299085843
## 11 0.77819584612233461 0.63238165530726365 0.69403992484883714
## 12 0.66367893841735615 0.67708010026932586 0.60380990268657742
## 13 0.94508954623451535 0.95574034732753821 0.86712309572063551
## 14 0.49821055784244345 0.39010066278978478 0.55109397570581642
## 15 0.47008014909411466 0.44549443221731033 0.35436143752861193
## 16 0.49128754492189386 0.40519510430181982 0.51447036498577448
## 17 0.72834072494997992  0.7328629174782384 0.70242811852565246
## 18 0.91179849432594384 0.88652327336977033  0.8587935270642193
## 19  0.7308113310009432 0.74614209730584669 0.76273859294147006
## 20 0.82219359538845882 0.82843563150169475 0.80101946289758352
## 21 0.53201609360624191 0.67836544654648723 0.58669145012387802
## 22  0.6539724903241747  0.3846705115236797 0.51031325472205391
## 23 0.67529494417316782 0.57405868714478903 0.60113913915629769
## 24   0.507773795508769 0.33368187126811683 0.51487934481793662
## 25 0.53918984774011358 0.44647561824152399 0.44379809773916479
## 26 0.35923194563288741 0.31970147350850947 0.44162939444311855
## 27 0.56505289031731254  0.5722459509040565 0.60767227410474622
## 28 0.35829098705958834 0.24654474320349901 0.36586482507034829
## 29 0.57874433830513838 0.40437077308097347 0.59286532224155875
## 30 0.83452282043747461  0.8051004740626031 0.79785182186275627
## 31 0.71796380715341879 0.64503292026687786 0.63396664826202276
## 32 0.72926610641239809  0.8198824336806847 0.70061243173879117
## 33 0.49281781444295314 0.27472210729177288 0.48755154726023331
## 34 0.43736830860153297 0.29604182807044982 0.51770970491658452
## 35 0.69662934825350853 0.66302548331757838 0.70706345924984904
## 36  0.4807815987411182 0.36203715511858903 0.42537246341161816
## 37 0.50149865370728142 0.47335917797100369 0.50622125119286554
## 38 0.70435933428081243 0.67234347884987844 0.72107242517536041
## 39 0.50934187950405729 0.41529560121520909 0.43360068453402445
## 40 0.44198995738424607 0.26439436471755345 0.58889242112760087
## 41 0.30945604497791879 0.43449857064382802 0.31085239996097402
## 42 0.53677270032385782 0.43109537171194434 0.49200279514546419
## 43 0.59258776063352825  0.5796299009597724 0.53068424221483679
## 44 0.54683189266851073 0.55714071203177384 0.42007292319158562
## 45 0.49119806339188998  0.3121652795216972  0.4153551328860407
## 46 0.23241951211794218 0.31209404021185405 0.35023366282492957
## 47 0.92645385736326347 0.93298652322833242 0.87240114548448811
## 48 0.47928119801650143 0.31812286891076397 0.41703382082953167
## 49 0.53147272053530614 0.40048670243599843 0.55691027153868489
## 50 0.58764373754377108 0.32743170183732406 0.53411570863186464
## 51  0.4830591668054498 0.44232172309116025 0.49761842706489023
## 52 0.76422638829915879 0.71718632528930826 0.65010484940825963
## 53  0.6158433748630916 0.55420800126280245 0.62909112569205783
## 54 0.33223045294154446 0.41499354775629538  0.4685476494254957
## 55 0.61104219997665898 0.66757098645689794 0.56107461513133727
## 56 0.42026094136955594 0.35512236629442462 0.47853971673534179
## 57 0.37118536922961959  0.4222710961077315  0.4551468816239933
## 58 0.63880392964874766 0.64654994749275196 0.64765977834621336
## 59 0.27784459086936669 0.45269682451872906 0.39715906865954437
## 60 0.50513891144377598   0.409633945712852 0.37416463912199488
## 61 0.38079310891451645 0.26539778106340534 0.38396552820347063
## 62 0.47273710845549205 0.32632285112240977 0.56316273389035776
## 63 0.74820359814965798 0.73676390369047806 0.73328851726011002
## 64 0.69028114650734296 0.73312384885382109  0.7572352409882015
## 65 0.63066652900140652 0.47097472001418117 0.62967053091727343
## 66 0.32213347598603143 0.30695820005383223 0.32743605382289254
##                Fun_Rig             Ord_Sec             Reg_Enf
## 1  0.58548998269772612 0.77966837633008135 0.42319270802235398
## 2   0.6827136720003929 0.61317164879202823 0.49851581666022327
## 3  0.78140294992446735 0.87331109649460925 0.80701463638042681
## 4  0.59587650897507327 0.77509014150181255 0.52646602875877568
## 5  0.59894447487695668 0.77428825527011436 0.49014948547353276
## 6  0.46019362624823623 0.59478490228636549 0.39393907660340233
## 7  0.47951548008972578 0.63645725206269654 0.47797982546736317
## 8  0.81349875013622863  0.9062084252739484 0.80921913140212998
## 9  0.72511412209758441 0.67095848307097261 0.63132037095283777
## 10 0.49675078772797709  0.5375892710077893 0.52889679015097046
## 11 0.78581381531287908 0.69806906363070231 0.67623280172153422
## 12 0.71934599956326484  0.8123233408420617 0.65873567118055032
## 13  0.9197947353265038 0.93079502586196139 0.89515631663264972
## 14 0.56503963260709589  0.6364981678831132 0.42640386324876867
## 15 0.43340269514074803  0.7548524282757455 0.48326257212876361
## 16 0.52930489114741319 0.60262900128514119 0.48152508927124515
## 17 0.78991174782138662 0.82798154159443771    0.69634319109775
## 18 0.89445001848401973 0.91487772627896702 0.85718969367344167
## 19  0.7360174235504795 0.79008263010241586 0.75652227675148842
## 20  0.8078923027635343 0.83785427659114697 0.79924899954598083
## 21 0.61633140300625544 0.78895085000211262 0.56597982342647657
## 22 0.58035053949097726 0.72036384795041808 0.53782570728510637
## 23 0.66452227409508957 0.71474887226539063 0.56250726733986844
## 24  0.5285294180966349 0.59172833117994339 0.41275531036529739
## 25 0.56076275510565543 0.62451170211265405 0.46386403811054355
## 26 0.43064195891487433 0.64904707906666548 0.38698659789058887
## 27  0.6707452490170589 0.84216585723950532 0.56455939534617572
## 28 0.41841030305586246 0.48977496066347959 0.31080816067631983
## 29 0.47406349007720344 0.64260943112975422 0.46915531698096818
## 30 0.82193700393606406 0.93544981167586805 0.82730625705699834
## 31 0.72719879557066491 0.75296824981339816  0.6327621138324574
## 32 0.78106950355640448 0.92088506661847835 0.79820278777995679
## 33 0.47147628926420149 0.55329296036922415 0.44856199058800439
## 34 0.47006883961030532 0.74344105249224723 0.42442704093139294
## 35 0.75498374634707532 0.84459752492516749 0.73566246774801525
## 36 0.45721289875875915 0.67297197913884421 0.43449304067609146
## 37 0.50333554041405948 0.68557538698002884 0.48472110632343279
## 38 0.76610485551080187 0.84925816624728856 0.71178576694247564
## 39 0.42050130651657674  0.6776643636843428 0.50780125971338619
## 40 0.48669804390768934 0.51636423485529914 0.44020374619141672
## 41 0.22318786332903573   0.609477477754647 0.42244605281646541
## 42 0.56800446828669071 0.76007826473060314 0.47973327997406229
## 43  0.6426164065576232 0.75487098114382889 0.62357436670717559
## 44 0.49212164197634878 0.78343876304430637 0.54726832808892589
## 45 0.42374019949737346 0.36406928903311297 0.41111927958693384
## 46 0.31361781071571915 0.70521673551084973  0.3765188224723589
## 47 0.90805068517250365 0.92545341006514326  0.8696362881142623
## 48 0.38220022876378335 0.35721357807234905 0.38125825049736684
## 49 0.62355882037251908  0.6986617030918717 0.50576935299563197
## 50 0.61004512055946525 0.61266126188814884 0.47781142041300895
## 51 0.40121312637531553 0.66464213162725949 0.47703690437002272
## 52 0.75822881102313211 0.78602321532228225 0.60576029134865128
## 53 0.67491116679593799 0.83025610331986543 0.58355434181859722
## 54  0.3962218732968314 0.68304754955292735 0.45990718616202092
## 55  0.5220030673515228 0.84819255420276096 0.60150621749014943
## 56 0.47350988545365846 0.68093855618621113 0.48688123888544321
## 57 0.55329366960877802 0.77114832851827497 0.45808435084666926
## 58 0.74300338376367614 0.89075161702013228 0.64970879473965204
## 59 0.30370294304899081 0.72918178721324811 0.40407814891269211
## 60  0.4303659176926557 0.68824044436483034 0.43468325246975031
## 61 0.34364724943435343 0.58628989363130313 0.42391316203928503
## 62 0.60090108645851736 0.69599190487318774 0.43449999078061047
## 63 0.78493452771650074 0.71387792870619382 0.70811456087314895
## 64 0.68143735294279906 0.83357632603502518 0.72312392249013635
## 65 0.63320291264507833 0.61188339226474442 0.53467041365821277
## 66 0.33717336916638058 0.67279416538237602 0.34596935305203919
##                Civ_Jus            Crim_Jus Alcohol         inf     IDP   HDI
## 1  0.45672464548557823 0.40002073484946887     7.5   1.7272669       0 0.789
## 2  0.54936482920427998 0.40853346406598617     9.8  52.3400000       0 0.849
## 3  0.74288232973723811 0.72534658967817189    10.6   1.7431039       0 0.946
## 4  0.53896973893326672  0.4393966386718689    12.7   2.0252343       0 0.799
## 5  0.46848848106803037 0.47565154025679696     6.4   5.3300000   91000 0.779
## 6  0.30967647379891022 0.21037540126399307     4.8   2.0392839       0 0.698
## 7  0.49795933850808555 0.32780425759535514     7.8   5.1827952    5600 0.760
## 8  0.69261937000059448 0.73516564064010825     8.9   1.8925552       0 0.935
## 9  0.62296522104627738 0.54640826521565911     9.3   3.0885676       0 0.860
## 10 0.47702573095177608 0.32106886670447043     5.8   4.1021758 4766000 0.758
## 11 0.61084115497125013 0.58067160280546015     4.8   1.3961630       0 0.806
## 12  0.6265136390183369 0.70192922674171554    10.8   0.4326880  246000 0.907
## 13 0.87180859184660231 0.82906568867559938    10.4   0.8737718       0 0.952
## 14 0.43642863932976106 0.36301565515946649     6.9   3.7154661       0 0.766
## 15 0.55189580898664647 0.39728245413002367     0.9   4.6419605       0 0.745
## 16 0.47818011304303309 0.35215301694801332     4.4   0.3303147       0 0.765
## 17 0.65812747863396326 0.67798847953351082    10.0   1.1497268       0 0.911
## 18 0.80981340964051574 0.83292541198480508    10.7   0.9506239       0 0.942
## 19 0.69664622126287234 0.62740374609522764    12.6   1.0489196       0 0.910
## 20 0.70466243018979113 0.70064557100013214    11.4   1.8508292       0 0.940
## 21 0.53290525494283136 0.51465137061110289     9.8   5.0679611  308000 0.814
## 22  0.5800494072713428  0.4482620098300501     2.7  10.7728899       0 0.602
## 23 0.59661641040298741 0.51832217372125755    10.4   0.1916785       0 0.893
## 24 0.33840830273779338 0.28479246360294636     2.4   3.9667194  242000 0.629
## 25   0.521524078399491 0.40160600547479891     6.3   2.0228218       0 0.742
## 26 0.40107865710805946 0.25666783111865576     4.0   3.8869142  247000 0.624
## 27 0.56439495761939917 0.50949867935901305     8.9   0.8309393       0 0.878
## 28 0.37726503983185544 0.25263915062865389     5.8  15.5010042  171000 0.552
## 29 0.42937008044600711 0.38650016819531741     5.7   4.6165944  631000 0.644
## 30  0.7292825889599851 0.72203435432811247    13.0   0.6333018       0 0.950
## 31 0.57887194507654827 0.63578808477675408     7.5   0.7695545       0 0.906
## 32 0.77592931334144188 0.75999228036531019     8.0   0.2594105       0 0.920
## 33  0.4720608358990166 0.39050262847091194     3.4   5.9573807   30000 0.601
## 34 0.46688335685508581 0.32546938197119762     6.2   4.0784825    4000 0.701
## 35 0.75404552536090674 0.70427747994310474    10.2   1.3017465       0 0.929
## 36 0.40930047351423221 0.33260706604453777     1.5  42.0401334       0 0.723
## 37 0.43070634830354387 0.42116384601740853     4.3   5.0825305   12000 0.780
## 38 0.67772023836556916 0.67754764479801943    12.9   1.9852924       0 0.879
## 39 0.51291410679944804 0.35820729622279412     0.6   1.1008674       0 0.698
## 40 0.36813652845842376 0.27681359657313326     6.5   4.4140865  386000 0.781
## 41 0.33560828617190958 0.25182675215729694     4.8   6.7996894 1498000 0.608
## 42 0.54352829047392359  0.4828423323650391     7.4   5.0514789       0 0.741
## 43 0.62842370196946462 0.54425213303842734     3.6   2.4792851       0 0.796
## 44 0.62046222136744777 0.55409270044836745     0.9   1.4746282       0 0.807
## 45 0.45977888725831095 0.38420796592365586    13.4  14.3149128 3646000 0.548
## 46 0.35144684788758507 0.25089901513365287     5.2   4.3845999      77 0.669
## 47  0.8425259557066419 0.83794475209464991     7.5   2.5213546       0 0.966
## 48 0.39530482652571181  0.3567619741182258     0.3   7.1238526   21000 0.540
## 49  0.4733020340412909  0.3438204315886132     7.9   0.3503737       0 0.820
## 50 0.40821275639548932 0.32413140379393429     6.3   2.7645715   73000 0.762
## 51 0.44679271247892849 0.32380168971807066     6.6   3.0214402  102000 0.710
## 52 0.65877788987308195  0.5740466230106499    12.3   0.7601874       0 0.874
## 53 0.64991040874246164 0.52872807709371206    12.6   2.6551609       0 0.827
## 54 0.50746723927839876 0.30416823388292896    11.7   4.6917599    7500 0.821
## 55 0.66525798208245723 0.55284914286281395     9.0   4.6582664       0 0.548
## 56 0.49712304859694084 0.26780428396678185     3.7   0.9795655   52000 0.674
## 57 0.49299556566055597 0.39457589371632079    11.1   2.2871805  195000 0.805
## 58 0.64982990602925461 0.55161011834744988    12.6   1.1009079       0 0.926
## 59 0.42633393848680795 0.34425492480799785     2.0  13.7173635 1099000 0.855
## 60 0.47619105222812946  0.3723381698648377     9.4   4.0722386       0 0.532
## 61 0.41629363535408087 0.32397006839367748     9.5   3.6529312    4800 0.550
## 62 0.53520248413816407 0.36840204904299101     8.6   9.8808729 5914000 0.734
## 63 0.72300888275673325 0.56287882117190591    10.8   8.1417250       0 0.830
## 64 0.62910830764260994 0.60999551488803427     9.8   2.2629883       0 0.927
## 65 0.59746856972990092 0.50353493520236625     9.3   4.7024604       0 0.717
## 66 0.45577373998873355 0.36307526715388649     4.8 153.5036786       0 0.550
##        GDPPC     GDPAFF         PD      GDPM     UnEmp Lit Gini U2.15 U3.65
## 1  13944.341 18.8790494 103.451411  6.090548 12.297667  99 30.8   0.0   1.5
## 2  23364.289  5.8359943  16.580154 14.048024 10.013333  99 42.3   9.6  17.5
## 3  51696.026  2.3313222   3.322469  5.731900  5.580000  99 34.3   0.5   0.7
## 4  24199.918  3.7642156  63.828049 23.400000  4.873333  98 40.3   0.7   2.0
## 5  15377.206  5.6171813  64.779043 12.704644 15.486667  98 33.0   0.1   0.8
## 6   8576.176 12.2314578  11.013554 10.665845  5.556667  94 43.6   2.0   5.4
## 7  15411.174  5.2192943  25.496319 10.547478 12.933333  94 48.9   0.3   1.4
## 8  49886.658  1.7977962   4.260894  9.558753  7.626667  99 33.3   0.2   0.5
## 9  25678.433  4.0130260  25.927144  9.176080  9.163333  97 44.9   0.4   0.9
## 10 15426.988  6.7890009  45.856881 11.292757 13.386667  96 54.2   6.0  14.0
## 11 21429.567  4.5018251 100.284593 12.305697 14.126667  98 49.3   0.9   3.3
## 12 41753.396  1.8307237 133.858622  5.186769  7.473333  99 31.2   0.0   0.1
## 13 59668.550  1.1716196 145.854658 12.966503  5.233333  99 27.7   0.2   0.2
## 14 18720.079  5.4887119 231.423836 14.335658  6.670000  95 39.6   0.8   4.0
## 15 12260.765 12.3579008  18.240859 23.543821 13.346667  81 27.6   0.5   4.0
## 16 12170.020  9.3091825  70.771021 15.139086  4.830000  94 47.3   3.2   9.5
## 17 40650.013  2.7297867  94.682800 11.138407 14.803333  99 34.3   0.6   0.9
## 18 51028.524  2.3752339  18.196801 14.615523  7.353333 100 27.7   0.0   0.0
## 19 48101.385  1.5579314 123.410842  9.814904  8.093333  98 32.4   0.1   0.2
## 20 47996.579  0.6197407 276.862251  8.921840  4.346000  99 35.1   0.2   0.5
## 21 15503.042  6.7597574  65.033107  8.883981 11.717000 100 34.5   5.5  19.1
## 22  5682.601 19.0628399 141.422346 10.515414  3.382000  80 43.5  25.2  48.8
## 23 29908.647  3.7654573  82.724044  8.239229 15.866667  98 33.1   0.6   1.1
## 24 11326.770  9.5713173 157.310268 14.030343  2.413333  84 48.3   9.5  25.9
## 25 15008.412 18.4304158   4.064892  4.475451 14.730000  90 44.6  11.9  24.9
## 26  5663.104 11.7069182  90.442807 16.652704  8.153333  89 48.2  12.7  26.4
## 27 30182.057  3.0193684  71.429845 12.229244  7.246667  99 28.9   0.3   0.4
## 28  3195.027 19.2912209 410.193614 17.199095 15.097667  62 41.1  29.2  58.0
## 29  6825.121 16.9451876 469.424313 14.519074  6.916667  74 35.7  12.9  44.1
## 30 89437.593  0.9719208  72.351507 33.065618  5.586667  99 30.6   0.1   0.1
## 31 44188.239  1.9436908 200.981687 14.953063  9.536667  99 35.2   0.8   1.0
## 32 42255.774  1.0693703 346.205389 20.412973  2.663333 100 32.9   0.7   0.9
## 33  4575.667 21.0473382  91.332445  8.222796  5.442667  83 40.8  36.1  70.1
## 34  5182.847 11.9966883  34.427355 13.895796  4.326667 100 29.0   0.7  12.5
## 35 43529.925  1.7909184 530.553064 25.905190  3.773333  99 31.4   0.2   0.5
## 36 18354.550  2.7332456 555.146986  5.918562 12.450333  95 31.8   0.0   0.1
## 37 13680.308  7.7688918 354.975884 16.056796  5.112000  64 39.3   1.0  11.3
## 38 31679.661  3.7175090  30.525755 10.881082  7.306667 100 34.5   0.4   0.7
## 39  7999.558 11.0482374  82.209100 14.858363 10.871000  77 39.5   1.4   9.8
## 40 20585.800  3.4431003  64.780259 20.154312  4.003333  95 45.4   6.2   9.7
## 41  5254.602 22.8590763  81.847925 24.701804  2.076667  89 30.7   2.0  19.6
## 42 12837.753 12.1467158   2.113434  7.092311  6.692000  99 32.7   0.2   2.4
## 43 22570.890  2.9642025 634.006510 11.430383  7.560000  92 36.8   0.1   1.8
## 44 28075.961  8.2591361 101.027634 22.033872  3.961000  95 41.1   0.0   0.1
## 45  5378.947 22.0733526 228.756334 10.978494  5.367667  62 35.1  30.9  63.5
## 46  6058.888 15.3380555  56.147468 13.838244  6.013667  83 46.2   3.9  14.4
## 47 69844.301  1.8315227  14.754074  6.288439  4.160000  99 27.7   0.2   0.3
## 48  5140.286 21.8562135 294.854425 11.675178  5.795000  58 29.6   4.9  39.8
## 49 31279.395  2.5522198  57.869125  5.737592 10.321333  96 49.8   1.3   4.4
## 50 13013.265  7.0612608  26.001325 12.698505  5.220000  94 43.8   2.7   9.5
## 51  8300.105  9.8521701 376.130070 18.667245  2.720000  96 42.3   3.0  17.8
## 52 35347.336  2.1018450 112.602923 12.172810  6.613333  97 32.8   0.2   0.4
## 53 31038.725  4.4006398  83.679527 18.381405  4.843333  99 34.8   1.8   3.0
## 54 30134.915  3.6991264   8.805302 12.679335  4.936667 100 36.0   0.0   0.3
## 55  2207.792 25.0749640 532.945251  8.048605 12.953333  76 43.7  52.0  78.0
## 56  9372.475  5.2690728 303.846766 15.625709  4.503333  90 38.8   3.4   8.6
## 57 18752.949  6.2931741  80.909636 14.066659  9.820000  99 34.5   1.2   2.5
## 58 40117.732  1.9762690 104.270260 20.357158  4.726667 100 23.2   0.0   0.0
## 59 28661.233  6.0963328 108.325402 18.837626 12.920000  97 41.9   0.4   1.4
## 60  2866.952 26.7839812  69.679172  8.018657  2.697000  82 40.5  44.9  74.3
## 61  2385.233 23.3476330 221.436713 15.871235  3.447000  81 42.7  42.1  71.8
## 62 13924.279 10.2006655  76.136896 11.151122  9.166667 100 25.6   0.0   0.2
## 63 25102.340  6.4806390  19.585866 10.607854  9.450000  99 40.2   0.2   0.8
## 64 63244.385  0.9234401  36.143999 11.038007  5.690000  96 41.5   0.2   0.5
## 65 13714.195  2.3764548  48.438626 12.255372 26.216667  90 63.0  20.5  40.0
## 66  2774.191  8.4960582  40.513376 13.108838  8.520333  90 50.3  39.8  64.5
##    U6.85        hom
## 1   13.7  2.2338295
## 2   57.9  5.0484386
## 3    1.0  0.8309386
## 4    5.8  1.1478393
## 5    5.8  1.1746163
## 6   65.2  3.7356976
## 7   19.5 21.5972648
## 8    0.7  1.9682408
## 9    6.7  4.1247741
## 10  34.8 25.8268670
## 11  14.1 11.2025250
## 12   0.1  1.2395770
## 13   0.3  0.9618931
## 14  21.5  9.5689103
## 15  36.6  1.4312023
## 16  29.9  9.5562439
## 17   1.9  0.6473863
## 18   0.1  1.5563555
## 19   0.5  1.1266297
## 20   0.7  1.0768274
## 21  55.4  2.0420013
## 22  78.5  1.7908780
## 23   2.9  0.7772340
## 24  55.4 21.5319984
## 25  56.6 17.6674898
## 26  49.5 38.4153858
## 27   1.8  0.8627385
## 28  85.8 12.1638741
## 29  81.8  2.9246984
## 30   0.3  0.5873236
## 31   1.7  0.5070676
## 32   1.4  0.2454019
## 33  91.3  3.9813438
## 34  62.2  1.9725125
## 35   1.2  0.5627771
## 36   1.7  2.7040336
## 37  49.3  3.4273049
## 38   2.1  3.3743968
## 39  42.1  1.6355131
## 40  41.8 28.8899214
## 41  68.2 11.4141168
## 42  22.1  6.2393699
## 43  13.5  2.4657566
## 44   2.3  0.8102772
## 45  90.8 21.7407887
## 46  42.1  9.3673055
## 47   0.5  0.5454984
## 48  84.5  3.7889631
## 49  12.9 11.9052442
## 50  32.2  6.4898665
## 51  55.3  4.3159678
## 52   1.7  0.7642867
## 53   7.1  1.3191442
## 54   4.1  7.2771520
## 55  92.2  3.3689917
## 56  27.5 25.8863983
## 57   7.5  1.1286317
## 58   0.1  0.5355628
## 59   7.6  2.4815919
## 60  92.3  4.1230320
## 61  91.1  9.8535235
## 62   7.1  3.9422816
## 63   6.4 10.0836338
## 64   1.0  6.0713880
## 65  61.6 37.5142467
## 66  85.0  5.4209303

A continuacion se realiza un analisis descriptivo 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          : chr  "Islam" "Christianity" "Christianity" "Christianity" ...
##  $ Const_Gov_Pow: chr  "0.43070757210905491" "0.56429482245963014" "0.81365406055938749" "0.4971711075306538" ...
##  $ Abs_Corr     : chr  "0.36331237181817461" "0.45949794482318829" "0.81005880009125442" "0.44296797639573265" ...
##  $ Open_Gov     : chr  "0.45985549988142593" "0.61297208262333436" "0.79894327459283521" "0.55930616445917014" ...
##  $ Fun_Rig      : chr  "0.58548998269772612" "0.6827136720003929" "0.78140294992446735" "0.59587650897507327" ...
##  $ Ord_Sec      : chr  "0.77966837633008135" "0.61317164879202823" "0.87331109649460925" "0.77509014150181255" ...
##  $ Reg_Enf      : chr  "0.42319270802235398" "0.49851581666022327" "0.80701463638042681" "0.52646602875877568" ...
##  $ Civ_Jus      : chr  "0.45672464548557823" "0.54936482920427998" "0.74288232973723811" "0.53896973893326672" ...
##  $ Crim_Jus     : chr  "0.40002073484946887" "0.40853346406598617" "0.72534658967817189" "0.4393966386718689" ...
##  $ 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 ...

## '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 variables consideradas en para Analisis tasa de homicidios
	Promedio	Desviación	Mediana
free	7.321970e+00	9.313161e-01	7.296667e+00
Const_Gov_Pow	5.687316e-01	1.639640e-01	5.343944e-01
Abs_Corr	5.144111e-01	1.905322e-01	4.442312e-01
Open_Gov	5.664651e-01	1.429637e-01	5.581082e-01
Fun_Rig	5.883381e-01	1.627034e-01	5.829203e-01
Ord_Sec	7.188157e-01	1.261538e-01	7.143134e-01
Reg_Enf	5.524896e-01	1.458244e-01	5.021426e-01
Civ_Jus	5.485634e-01	1.317829e-01	5.340539e-01
Crim_Jus	4.713183e-01	1.653803e-01	4.148487e-01
Alcohol	7.540909e+00	3.529479e+00	7.650000e+00
inf	7.237806e+00	2.005681e+01	2.893006e+00
IDP	2.992724e+05	1.033603e+06	0.000000e+00
HDI	7.757576e-01	1.254259e-01	7.850000e-01
GDPPC	2.378036e+04	1.873575e+04	1.853731e+04
GDPAFF	8.254827e+00	7.162334e+00	5.726588e+00
PD	1.387040e+02	1.529378e+02	8.202851e+01
GDPM	1.332751e+01	5.503451e+00	1.249252e+01
UnEmp	7.972444e+00	4.411183e+00	6.804333e+00
Lit	9.213636e+01	1.038177e+01	9.650000e+01
Gini	3.805152e+01	7.660111e+00	3.640000e+01
U2.15	6.630303e+00	1.252559e+01	7.500000e-01
U3.65	1.443485e+01	2.205398e+01	2.750000e+00
U6.85	3.024697e+01	3.194181e+01	1.390000e+01
hom	6.832938e+00	8.898492e+00	3.371694e+00

Se puede observar que existen diferentes correlaciones de la tasa de homicidios con las variables consideradas. En terminos generales estas correlaciones no son altas, siendo el valor mas alto 0,67 entre la tasa de homicios y el indice Gini. Esta relacion, la prueba estadistica la identifica como significativa. Sin embargo tambien existen otras correlaciones que a pesar de no ser altas tambien son significativas. En otros casos existen correlaciones mas bajas, cercanas al 0,4 positivo y negativo que tambien pueden aportar a entender y explicar el fenomeno. A pesar de que en algunos casos algunas observaciones se alejan un pocode la tendencia de los datos, estos no se eliminaran ya que considero que eliminarlos puede generar perdida de informacion relevante para explicar el fenomeno y adicionalmente a que se tienen pocas observaciones completas. Se observa que en realidad la religion es un aspecto que no influye en el analisis ya que las cuatro religiones consideradas tiene valores de tasa de homicidios muy similares. Teniendo tasas de homicidios mas altas los paises budistas, seguidos de los cristianos, y finalizando con los islamistas e hindues. Es muy importante aclarar que aunque las medias son ligeramente diferentes no existen diferencias significativas como para considerar este aspecto un aspecto relevante por si mismo. Se conservara la variable en el analisis con el fin de poder identificar si existen interacciones de esta variables y las demas que sirvan para explicar el fenomeno.

Se puede observar que la matriz de correlacion muestra como la tasa de homicidios tiene una correlacion positiva con aspectos relacionados con Pobreza y desigualdad (Gini, U2.15, U3.65, U6.85) y una correlacion negativa con el aspectos del ordenamiento juridico del pais, el desarrollo humano, libertad, y PIB per capita) Aunque en ninguno de los casos esta correlacion es fuerte es mas bien media o debil en algunos casos.

Ranking paises en cada estructura latente
Country Code	PC1	PC2	PC3	PC4
ALB	31	8	28	5
ARG	35	55	21	30
AUS	62	50	47	26
BGR	43	24	18	63
BIH	39	16	11	19
BOL	12	25	9	49
BRA	29	47	2	17
CAN	61	40	43	24
CHL	47	51	23	18
COL	25	56	1	28
CRI	44	52	19	6
CYP	52	32	34	27
DNK	66	44	56	34
DOM	32	26	16	42
DZA	16	1	46	12
ECU	27	31	15	45
ESP	55	37	31	14
FIN	64	42	51	35
FRA	58	38	40	33
GBR	60	41	50	31
GEO	42	49	30	25
GHA	17	59	60	36
GRC	45	33	20	13
GTM	13	48	24	47
GUY	24	57	22	9
HND	10	53	7	41
HRV	46	20	25	43
HTI	1	58	53	23
IND	11	14	65	8
IRL	63	28	49	65
ITA	49	29	33	29
JPN	59	11	63	64
KEN	8	60	57	38
KGZ	23	7	36	32
KOR	57	18	55	52
LBN	22	4	37	2
LKA	20	9	59	60
LVA	54	46	32	39
MAR	14	6	45	4
MEX	18	36	3	55
MMR	6	5	48	66
MNG	36	13	41	58
MUS	41	12	64	3
MYS	37	3	42	20
NGA	4	64	54	61
NIC	9	22	14	50
NOR	65	43	52	22
PAK	2	10	61	11
PAN	40	45	4	16
PER	30	34	13	44
PHL	26	23	38	53
PRT	51	35	35	40
ROU	48	30	29	54
RUS	34	15	6	56
RWA	15	65	66	10
SLV	21	27	17	46
SRB	38	19	12	48
SVN	53	17	39	62
TUR	19	2	10	7
TZA	7	63	62	51
UGA	5	61	58	59
UKR	33	21	8	57
URY	50	54	26	21
USA	56	39	27	37
ZAF	28	66	5	1
ZWE	3	62	44	15

Componentes Principales y variabilidad explicada
	PC1	PC2	PC3	PC4
free	-0.254	-0.107	0.015	-0.022
rel.Buddhism	0.014	0.197	-0.140	-0.369
rel.Christianity	-0.072	-0.461	0.209	-0.145
rel.Hinduism	0.018	0.087	-0.252	0.223
rel.Islam	0.070	0.388	-0.027	0.335
Const_Gov_Pow	-0.243	-0.132	-0.177	0.117
Abs_Corr	-0.259	-0.042	-0.164	0.048
Open_Gov	-0.257	-0.140	-0.036	0.037
Fun_Rig	-0.265	-0.116	-0.044	0.084
Ord_Sec	-0.233	0.083	-0.109	-0.018
Reg_Enf	-0.264	-0.067	-0.151	0.021
Civ_Jus	-0.249	-0.083	-0.179	0.077
Crim_Jus	-0.255	-0.062	-0.213	0.076
Alcohol	-0.167	-0.252	0.021	-0.261
inf	0.084	-0.077	-0.011	0.119
IDP	0.059	-0.039	0.114	-0.159
HDI	-0.266	0.102	0.130	0.018
GDPPC	-0.258	0.014	-0.012	-0.051
GDPAFF	0.220	-0.073	-0.247	-0.084
PD	0.046	0.084	-0.377	0.120
GDPM	0.005	0.192	-0.024	-0.394
UnEmp	0.016	-0.090	0.196	0.566
Lit	-0.195	0.054	0.299	-0.036
Gini	0.124	-0.259	0.232	0.185
U2.15	0.160	-0.351	-0.270	0.017
U3.65	0.192	-0.302	-0.294	0.006
U6.85	0.234	-0.188	-0.214	-0.032
hom	0.121	-0.213	0.277	0.007
Variabilidad_Expl (%)	43.973	54.983	63.946	69.344

TOP 10 paises por estructura latente
Top_PC1	Top_PC2	Top_PC3	Top_PC4
Haiti	Algeria	Colombia	South Africa
Pakistan	Turkiye	Brazil	Lebanon
Zimbabwe	Malaysia	Mexico	Mauritius
Nigeria	Lebanon	Panama	Morocco
Uganda	Myanmar	South Africa	Albania
Myanmar	Morocco	Russian Federation	Costa Rica
Tanzania	Kyrgyz Republic	Honduras	Turkiye
Kenya	Albania	Ukraine	India
Nicaragua	Sri Lanka	Bolivia	Guyana
Honduras	Pakistan	Turkiye	Rwanda

Teniendo en cuenta los componentes se decide trabajar solo con cuatro componentes los cuales explican el 69,34% de la variabilidad. El primer componente explica el 43,97%, el segundo explica el 11%, el tercero ecplica el 9%, y el cuarto explica el 5,4% de la variabilidad. La interpretacion general de los componentes se puede realizar de la siguiente manera: El componente 1 se puede analizar como el contraste de justicia social y juridica. Esb decir este componente atrapa principalmente aspectos de pobreza, desigualdad, producto interno bruto y aspectos de justicia. Esto relacionado con el indice de desarrollo humano y la tasa de homicidios. El segundo componente captura el aporte de las religiones (negativo de la Cristiandad y positivo del resto de religiones), el alcohol y los homicidios. En el tercer componente se captura el contraste entre religiones (positivo cristiandad, y negativo del resto de religiones), impacto de la pobreza y alfabetizacion. EL ultimo componente captura el impacto del desempleo, el indice Gini el aporte de la manufactura al PIB. De igual se hace un contraste entre religiones.Es importante anotar que por la complejidad del fenomeno estudiado los componentes son algo confusos y una misma variable puede tener aportes importantes en direcciones opuestas en diferentes componentes. Se puede ver que en el primer componente con baja estabilidad politica y baja garantia de derechos encabezan paises como Haiti, Myanmar, entre otros. Estoy influye en sus altas tasas de homicidios. En el segundo componenetes encabezan paises con un poco mas de estabilidad juridica, pero de igual manera con desigualdad y que su PIB esta mas relacionado con actividades primarias y principalmente islamistas como Pakistan, Malasia, Albania. En el tercer componente estan paises mas estables encabezando, con un PIB con componente de manufactura mas importante pero con fuertes indices de desigualdad y principalmente cristiano Aqui encontramos a Brasil, Colombia, Mexico entre otros). EL ultimo componente es mas confuso de interpretar pero se encuentran basicamente encabezando economias emergentes con altas tasas de desempleo, aca encontramos a Marruecos,Libano Albania, entre otros.

Country Code	4-Clusters	5-Clusters	6-Clusters
ALB	2	2	1
ARG	1	1	3
AUS	3	5	5
BGR	1	3	2
BIH	1	1	3
BOL	1	1	3
BRA	1	1	3
CAN	3	5	5
CHL	3	3	2
COL	1	1	3
CRI	3	3	2
CYP	3	3	2
DNK	3	5	5
DOM	1	1	3
DZA	2	2	1
ECU	1	1	3
ESP	3	3	2
FIN	3	5	5
FRA	3	3	2
GBR	3	5	5
GEO	1	3	2
GHA	4	4	4
GRC	3	3	2
GTM	1	1	3
GUY	1	1	3
HND	1	1	3
HRV	3	3	2
HTI	4	4	4
IND	4	4	6
IRL	3	5	5
ITA	3	3	2
JPN	3	5	5
KEN	4	4	4
KGZ	2	2	1
KOR	3	5	5
LBN	2	2	1
LKA	2	2	6
LVA	3	3	2
MAR	2	2	1
MEX	1	1	3
MMR	2	2	6
MNG	2	2	1
MUS	2	2	1
MYS	2	2	1
NGA	4	4	4
NIC	1	1	3
NOR	3	5	5
PAK	2	2	6
PAN	1	1	3
PER	1	1	3
PHL	1	1	3
PRT	3	3	2
ROU	3	3	2
RUS	1	1	3
RWA	4	4	4
SLV	1	1	3
SRB	1	1	3
SVN	3	3	2
TUR	2	2	1
TZA	4	4	4
UGA	4	4	4
UKR	1	1	3
URY	3	3	2
USA	3	3	2
ZAF	1	1	3
ZWE	4	4	4

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

Se procede a realizar un analisis para determinar el numero adecuado de clsuetrs para agrupar los 66 paises. Se puede observar que el numero optimo de clusters por el metodo del codo es de 4 clusters. Igualmente este numero de clusters es el que maximiza el indice del Silhoutte. Con mas clusters el indice se reduce.Analizando los clusters se puede ver que los paises que estan en el tercer cluster son paises del primer mundo, con los mejores PIB per capita, justicia, Indice de desarrollo humano y un Gini bajo.En el primer cluster estan paises con un nivel de desaarrollo medio pero con problemas de corrupcion, y desigualdad, y con problemas para enjuiciar los crimenes. Este cluster es el que tiene los indices de homicidios mas altos. El segundo cluster es similar en indicadores economicos al anterior (cluster 3), pero con menos indice Gini, y mejores condiciones en terminos de justicia, y menor ingesta de alcohol. Los homicidios en este cluster son considerablemente mas bajos que en el cluster 1. Por ultimo estan lo paises del cuarto cluster los cuale son los mas pobres en terminos de PIB per capita. Sin embargo tienen un indice Gini mejor que los del cluster 1, tienen un alto componente del PIB en actividades primarias, tienen baja educacion, y en los indicadores de justicia son similares al cluster 1, y mayores niveles de corrupcion.En resumen el cluster con menos homicidios es el 3, seguido por el dos, el cuatro y el mas elevado en tasa de homicidios es el 1.

## 
## Call:
## lm(formula = hom ~ . + .:rel.Christianity + .:rel.Hinduism + 
##     .:rel.Islam, data = trans_Homicide[, -c(1, 2, 4)])
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -8.303 -1.732  0.000  1.372 16.769 
## 
## Coefficients: (61 not defined because of singularities)
##                                  Estimate Std. Error t value Pr(>|t|)   
## (Intercept)                     8.769e+01  6.969e+01   1.258  0.21867   
## free                            5.197e+00  1.276e+01   0.407  0.68692   
## rel.Christianity                3.406e+01  7.303e+01   0.466  0.64449   
## rel.Hinduism                    1.114e+01  1.262e+01   0.883  0.38459   
## rel.Islam                       1.668e+01  1.230e+01   1.356  0.18602   
## Const_Gov_Pow                   8.959e+01  1.900e+02   0.471  0.64099   
## Abs_Corr                        1.892e+02  4.718e+02   0.401  0.69144   
## Open_Gov                       -1.237e+02  8.146e+01  -1.519  0.13996   
## Fun_Rig                         2.484e+01  1.118e+02   0.222  0.82583   
## Ord_Sec                        -6.716e+01  7.523e+01  -0.893  0.37962   
## Reg_Enf                        -1.633e+02  5.514e+02  -0.296  0.76930   
## Civ_Jus                         5.507e+01  2.922e+02   0.188  0.85186   
## Crim_Jus                       -1.302e+02  4.891e+02  -0.266  0.79206   
## Alcohol                         5.872e+00  3.318e+00   1.770  0.08764 . 
## inf                             6.968e-02  4.040e-01   0.172  0.86431   
## IDP                             1.262e-06  1.199e-06   1.052  0.30160   
## HDI                            -6.763e+01  4.402e+01  -1.536  0.13565   
## GDPPC                           8.347e-05  1.633e-04   0.511  0.61324   
## GDPAFF                         -1.646e+00  5.117e-01  -3.217  0.00327 **
## PD                             -1.910e-02  1.067e-02  -1.791  0.08415 . 
## GDPM                            2.297e-01  2.453e-01   0.936  0.35713   
## UnEmp                           2.453e-02  3.136e-01   0.078  0.93821   
## Lit                            -3.229e-01  3.104e-01  -1.040  0.30708   
## Gini                            3.388e-01  2.496e-01   1.358  0.18546   
## U2.15                           4.673e-01  6.750e-01   0.692  0.49445   
## U3.65                          -2.737e-01  4.850e-01  -0.564  0.57699   
## U6.85                           1.206e-01  1.413e-01   0.854  0.40039   
## free:rel.Christianity          -7.788e+00  1.399e+01  -0.557  0.58215   
## rel.Christianity:rel.Hinduism          NA         NA      NA       NA   
## rel.Christianity:rel.Islam             NA         NA      NA       NA   
## rel.Christianity:Const_Gov_Pow -1.283e+02  1.922e+02  -0.667  0.50998   
## rel.Christianity:Abs_Corr      -1.601e+02  4.702e+02  -0.341  0.73602   
## rel.Christianity:Open_Gov       1.213e+02  8.108e+01   1.496  0.14577   
## rel.Christianity:Fun_Rig       -1.070e+01  1.124e+02  -0.095  0.92481   
## rel.Christianity:Ord_Sec        2.407e+01  7.792e+01   0.309  0.75969   
## rel.Christianity:Reg_Enf        1.574e+02  5.496e+02   0.286  0.77671   
## rel.Christianity:Civ_Jus       -8.953e+00  2.926e+02  -0.031  0.97581   
## rel.Christianity:Crim_Jus       1.270e+02  4.924e+02   0.258  0.79839   
## rel.Christianity:Alcohol       -6.646e+00  3.416e+00  -1.946  0.06180 . 
## rel.Christianity:inf           -3.213e-01  4.070e-01  -0.790  0.43643   
## rel.Christianity:IDP                   NA         NA      NA       NA   
## rel.Christianity:HDI                   NA         NA      NA       NA   
## rel.Christianity:GDPPC                 NA         NA      NA       NA   
## rel.Christianity:GDPAFF                NA         NA      NA       NA   
## rel.Christianity:PD                    NA         NA      NA       NA   
## rel.Christianity:GDPM                  NA         NA      NA       NA   
## rel.Christianity:UnEmp                 NA         NA      NA       NA   
## rel.Christianity:Lit                   NA         NA      NA       NA   
## rel.Christianity:Gini                  NA         NA      NA       NA   
## rel.Christianity:U2.15                 NA         NA      NA       NA   
## rel.Christianity:U3.65                 NA         NA      NA       NA   
## rel.Christianity:U6.85                 NA         NA      NA       NA   
## free:rel.Hinduism                      NA         NA      NA       NA   
## rel.Hinduism:rel.Islam                 NA         NA      NA       NA   
## rel.Hinduism:Const_Gov_Pow             NA         NA      NA       NA   
## rel.Hinduism:Abs_Corr                  NA         NA      NA       NA   
## rel.Hinduism:Open_Gov                  NA         NA      NA       NA   
## rel.Hinduism:Fun_Rig                   NA         NA      NA       NA   
## rel.Hinduism:Ord_Sec                   NA         NA      NA       NA   
## rel.Hinduism:Reg_Enf                   NA         NA      NA       NA   
## rel.Hinduism:Civ_Jus                   NA         NA      NA       NA   
## rel.Hinduism:Crim_Jus                  NA         NA      NA       NA   
## rel.Hinduism:Alcohol                   NA         NA      NA       NA   
## rel.Hinduism:inf                       NA         NA      NA       NA   
## rel.Hinduism:IDP                       NA         NA      NA       NA   
## rel.Hinduism:HDI                       NA         NA      NA       NA   
## rel.Hinduism:GDPPC                     NA         NA      NA       NA   
## rel.Hinduism:GDPAFF                    NA         NA      NA       NA   
## rel.Hinduism:PD                        NA         NA      NA       NA   
## rel.Hinduism:GDPM                      NA         NA      NA       NA   
## rel.Hinduism:UnEmp                     NA         NA      NA       NA   
## rel.Hinduism:Lit                       NA         NA      NA       NA   
## rel.Hinduism:Gini                      NA         NA      NA       NA   
## rel.Hinduism:U2.15                     NA         NA      NA       NA   
## rel.Hinduism:U3.65                     NA         NA      NA       NA   
## rel.Hinduism:U6.85                     NA         NA      NA       NA   
## free:rel.Islam                         NA         NA      NA       NA   
## rel.Islam:Const_Gov_Pow                NA         NA      NA       NA   
## rel.Islam:Abs_Corr                     NA         NA      NA       NA   
## rel.Islam:Open_Gov                     NA         NA      NA       NA   
## rel.Islam:Fun_Rig                      NA         NA      NA       NA   
## rel.Islam:Ord_Sec                      NA         NA      NA       NA   
## rel.Islam:Reg_Enf                      NA         NA      NA       NA   
## rel.Islam:Civ_Jus                      NA         NA      NA       NA   
## rel.Islam:Crim_Jus                     NA         NA      NA       NA   
## rel.Islam:Alcohol                      NA         NA      NA       NA   
## rel.Islam:inf                          NA         NA      NA       NA   
## rel.Islam:IDP                          NA         NA      NA       NA   
## rel.Islam:HDI                          NA         NA      NA       NA   
## rel.Islam:GDPPC                        NA         NA      NA       NA   
## rel.Islam:GDPAFF                       NA         NA      NA       NA   
## rel.Islam:PD                           NA         NA      NA       NA   
## rel.Islam:GDPM                         NA         NA      NA       NA   
## rel.Islam:UnEmp                        NA         NA      NA       NA   
## rel.Islam:Lit                          NA         NA      NA       NA   
## rel.Islam:Gini                         NA         NA      NA       NA   
## rel.Islam:U2.15                        NA         NA      NA       NA   
## rel.Islam:U3.65                        NA         NA      NA       NA   
## rel.Islam:U6.85                        NA         NA      NA       NA   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 6.129 on 28 degrees of freedom
## Multiple R-squared:  0.7956, Adjusted R-squared:  0.5255 
## F-statistic: 2.946 on 37 and 28 DF,  p-value: 0.00202

## Start:  AIC=258.74
## hom ~ free + 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.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.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.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
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free: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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free:rel.Islam + 
##     rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr + rel.Islam:Open_Gov
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free:rel.Islam + 
##     rel.Islam:Const_Gov_Pow + rel.Islam:Abs_Corr
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free:rel.Islam + 
##     rel.Islam:Const_Gov_Pow
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85 + free:rel.Islam
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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 + rel.Hinduism:U6.85
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + 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.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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + rel.Hinduism:Const_Gov_Pow + rel.Hinduism:Abs_Corr + 
##     rel.Hinduism:Open_Gov + rel.Hinduism:Fun_Rig
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + rel.Hinduism:Const_Gov_Pow + rel.Hinduism:Abs_Corr + 
##     rel.Hinduism:Open_Gov
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + rel.Hinduism:Const_Gov_Pow + rel.Hinduism:Abs_Corr
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam + rel.Hinduism:Const_Gov_Pow
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism + 
##     rel.Hinduism:rel.Islam
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.Hinduism
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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.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 + 
##     rel.Christianity:Crim_Jus + rel.Christianity:Alcohol + rel.Christianity:inf
## 
## 
## Step:  AIC=258.74
## hom ~ free + 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.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 + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Civ_Jus        1      0.04 1052.0 256.74
## - UnEmp                           1      0.23 1052.2 256.75
## - rel.Christianity:Fun_Rig        1      0.34 1052.3 256.76
## - rel.Christianity:Crim_Jus       1      2.50 1054.5 256.89
## - rel.Christianity:Reg_Enf        1      3.08 1055.0 256.93
## - rel.Christianity:Ord_Sec        1      3.58 1055.5 256.96
## - rel.Christianity:Abs_Corr       1      4.36 1056.3 257.01
## - GDPPC                           1      9.82 1061.8 257.35
## - free:rel.Christianity           1     11.64 1063.6 257.46
## - U3.65                           1     11.97 1063.9 257.48
## - rel.Christianity:Const_Gov_Pow  1     16.73 1068.7 257.78
## - U2.15                           1     18.01 1070.0 257.86
## - rel.Christianity:inf            1     23.42 1075.4 258.19
## - U6.85                           1     27.40 1079.3 258.44
## - rel.Hinduism                    1     29.31 1081.3 258.55
## <none>                                        1052.0 258.74
## - GDPM                            1     32.94 1084.9 258.77
## - Lit                             1     40.66 1092.6 259.24
## - IDP                             1     41.61 1093.6 259.30
## - rel.Islam                       1     69.05 1121.0 260.93
## - Gini                            1     69.24 1121.2 260.94
## - rel.Christianity:Open_Gov       1     84.11 1136.1 261.81
## - HDI                             1     88.69 1140.7 262.08
## - PD                              1    120.48 1172.4 263.89
## - rel.Christianity:Alcohol        1    142.22 1194.2 265.11
## - GDPAFF                          1    388.71 1440.7 277.49
## 
## Step:  AIC=256.74
## hom ~ free + 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.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:Crim_Jus + rel.Christianity:Alcohol + 
##     rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - UnEmp                           1      0.30 1052.3 254.76
## - rel.Christianity:Fun_Rig        1      0.35 1052.3 254.76
## - rel.Christianity:Ord_Sec        1      7.78 1059.8 255.23
## - GDPPC                           1      9.98 1062.0 255.36
## - U3.65                           1     12.07 1064.1 255.49
## - rel.Christianity:Reg_Enf        1     17.44 1069.4 255.82
## - U2.15                           1     18.24 1070.2 255.87
## - rel.Christianity:Crim_Jus       1     18.26 1070.2 255.88
## - rel.Christianity:Abs_Corr       1     21.79 1073.8 256.09
## - rel.Christianity:inf            1     23.94 1075.9 256.23
## - free:rel.Christianity           1     26.80 1078.8 256.40
## - U6.85                           1     27.47 1079.5 256.44
## <none>                                        1052.0 256.74
## - GDPM                            1     32.97 1085.0 256.78
## - Lit                             1     40.83 1092.8 257.25
## - IDP                             1     41.63 1093.6 257.30
## - rel.Hinduism                    1     44.19 1096.2 257.46
## - rel.Christianity:Const_Gov_Pow  1     52.73 1104.7 257.97
## - Gini                            1     69.98 1122.0 258.99
## - rel.Islam                       1     71.49 1123.5 259.08
## - Civ_Jus                         1     83.05 1135.0 259.75
## - HDI                             1     89.19 1141.2 260.11
## - rel.Christianity:Open_Gov       1    114.06 1166.0 261.53
## - PD                              1    120.79 1172.8 261.91
## - rel.Christianity:Alcohol        1    142.25 1194.2 263.11
## - GDPAFF                          1    393.97 1446.0 275.73
## 
## Step:  AIC=254.76
## hom ~ free + 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 + Lit + Gini + U2.15 + U3.65 + 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:Crim_Jus + rel.Christianity:Alcohol + 
##     rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Fun_Rig        1      0.30 1052.6 252.78
## - rel.Christianity:Ord_Sec        1      8.72 1061.0 253.30
## - GDPPC                           1      9.67 1062.0 253.36
## - U3.65                           1     12.06 1064.3 253.51
## - rel.Christianity:Reg_Enf        1     17.17 1069.5 253.83
## - rel.Christianity:Crim_Jus       1     18.16 1070.5 253.89
## - U2.15                           1     18.65 1071.0 253.92
## - rel.Christianity:Abs_Corr       1     21.48 1073.8 254.09
## - free:rel.Christianity           1     26.66 1079.0 254.41
## - U6.85                           1     27.38 1079.7 254.46
## - rel.Christianity:inf            1     28.71 1081.0 254.54
## <none>                                        1052.3 254.76
## - GDPM                            1     32.93 1085.2 254.79
## - Lit                             1     45.64 1097.9 255.56
## - IDP                             1     46.30 1098.6 255.60
## - rel.Hinduism                    1     51.35 1103.7 255.90
## - rel.Christianity:Const_Gov_Pow  1     52.92 1105.2 256.00
## - rel.Islam                       1     81.36 1133.7 257.67
## - Civ_Jus                         1     84.80 1137.1 257.87
## - HDI                             1     91.19 1143.5 258.24
## - Gini                            1    106.44 1158.7 259.12
## - PD                              1    124.50 1176.8 260.14
## - rel.Christianity:Open_Gov       1    131.30 1183.6 260.52
## - rel.Christianity:Alcohol        1    170.92 1223.2 262.69
## - GDPAFF                          1    419.23 1471.5 274.89
## 
## Step:  AIC=252.78
## hom ~ free + 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 + Lit + Gini + U2.15 + U3.65 + U6.85 + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Ord_Sec + rel.Christianity:Reg_Enf + 
##     rel.Christianity:Crim_Jus + rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Ord_Sec        1      8.83 1061.4 251.33
## - GDPPC                           1      9.43 1062.0 251.37
## - Fun_Rig                         1      9.61 1062.2 251.38
## - U3.65                           1     11.86 1064.5 251.52
## - U2.15                           1     18.51 1071.1 251.93
## - rel.Christianity:Reg_Enf        1     20.76 1073.4 252.07
## - rel.Christianity:Crim_Jus       1     25.71 1078.3 252.37
## - U6.85                           1     27.09 1079.7 252.46
## - rel.Christianity:Abs_Corr       1     27.26 1079.9 252.47
## - free:rel.Christianity           1     32.05 1084.7 252.76
## <none>                                        1052.6 252.78
## - GDPM                            1     32.72 1085.3 252.80
## - rel.Christianity:inf            1     37.94 1090.5 253.12
## - IDP                             1     46.14 1098.7 253.61
## - rel.Christianity:Const_Gov_Pow  1     53.07 1105.7 254.03
## - rel.Hinduism                    1     59.80 1112.4 254.43
## - Lit                             1     75.51 1128.1 255.35
## - rel.Islam                       1     84.56 1137.2 255.88
## - Civ_Jus                         1     89.41 1142.0 256.16
## - HDI                             1    102.56 1155.2 256.91
## - Gini                            1    110.70 1163.3 257.38
## - PD                              1    124.49 1177.1 258.16
## - rel.Christianity:Open_Gov       1    151.35 1204.0 259.64
## - rel.Christianity:Alcohol        1    212.68 1265.3 262.92
## - GDPAFF                          1    419.04 1471.6 272.90
## 
## Step:  AIC=251.33
## hom ~ free + 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 + Lit + Gini + U2.15 + U3.65 + U6.85 + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Reg_Enf + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - U3.65                           1      5.68 1067.1 249.68
## - U2.15                           1     10.40 1071.8 249.97
## - GDPPC                           1     20.04 1081.5 250.56
## - U6.85                           1     20.07 1081.5 250.57
## - Fun_Rig                         1     20.48 1081.9 250.59
## - GDPM                            1     26.05 1087.5 250.93
## - rel.Christianity:Reg_Enf        1     26.67 1088.1 250.97
## - rel.Christianity:Abs_Corr       1     26.89 1088.3 250.98
## - rel.Christianity:Crim_Jus       1     27.52 1088.9 251.02
## - rel.Christianity:inf            1     29.46 1090.9 251.14
## - free:rel.Christianity           1     31.53 1093.0 251.26
## <none>                                        1061.4 251.33
## - IDP                             1     37.35 1098.8 251.61
## - rel.Hinduism                    1     51.92 1113.3 252.48
## - rel.Christianity:Const_Gov_Pow  1     54.41 1115.8 252.63
## - Lit                             1     68.26 1129.7 253.44
## - rel.Islam                       1     80.49 1141.9 254.15
## - Civ_Jus                         1     81.83 1143.3 254.23
## - Gini                            1    108.14 1169.6 255.73
## - PD                              1    117.10 1178.5 256.24
## - rel.Christianity:Open_Gov       1    143.47 1204.9 257.70
## - HDI                             1    167.89 1229.3 259.02
## - Ord_Sec                         1    181.15 1242.6 259.73
## - rel.Christianity:Alcohol        1    287.54 1349.0 265.15
## - GDPAFF                          1    426.18 1487.6 271.61
## 
## Step:  AIC=249.68
## hom ~ free + 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 + Lit + Gini + U2.15 + U6.85 + free:rel.Christianity + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Abs_Corr + 
##     rel.Christianity:Open_Gov + rel.Christianity:Reg_Enf + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - U2.15                           1      6.30 1073.4 248.07
## - U6.85                           1     15.10 1082.2 248.61
## - GDPPC                           1     17.44 1084.5 248.75
## - rel.Christianity:Reg_Enf        1     21.08 1088.2 248.97
## - rel.Christianity:Abs_Corr       1     21.48 1088.6 249.00
## - rel.Christianity:Crim_Jus       1     22.66 1089.8 249.07
## - GDPM                            1     27.15 1094.2 249.34
## - Fun_Rig                         1     31.79 1098.9 249.62
## <none>                                        1067.1 249.68
## - rel.Christianity:inf            1     34.39 1101.5 249.78
## - free:rel.Christianity           1     34.87 1102.0 249.80
## - IDP                             1     35.17 1102.3 249.82
## - rel.Hinduism                    1     47.56 1114.7 250.56
## - rel.Christianity:Const_Gov_Pow  1     48.75 1115.9 250.63
## - Lit                             1     67.04 1134.1 251.70
## - rel.Islam                       1     74.87 1142.0 252.16
## - Civ_Jus                         1     76.16 1143.3 252.23
## - PD                              1    113.88 1181.0 254.37
## - Gini                            1    130.36 1197.5 255.29
## - HDI                             1    170.77 1237.9 257.48
## - rel.Christianity:Open_Gov       1    180.19 1247.3 257.98
## - Ord_Sec                         1    197.70 1264.8 258.90
## - rel.Christianity:Alcohol        1    282.44 1349.5 263.18
## - GDPAFF                          1    421.49 1488.6 269.65
## 
## Step:  AIC=248.07
## hom ~ free + 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 + Lit + Gini + U6.85 + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Reg_Enf + 
##     rel.Christianity:Crim_Jus + rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Reg_Enf        1     19.94 1093.3 247.28
## - rel.Christianity:Crim_Jus       1     22.08 1095.5 247.41
## - GDPPC                           1     22.53 1095.9 247.44
## - GDPM                            1     22.62 1096.0 247.45
## - rel.Christianity:Abs_Corr       1     23.30 1096.7 247.49
## - Fun_Rig                         1     29.45 1102.8 247.86
## - U6.85                           1     29.89 1103.3 247.88
## - IDP                             1     30.54 1103.9 247.92
## <none>                                        1073.4 248.07
## - free:rel.Christianity           1     38.00 1111.4 248.37
## - rel.Christianity:inf            1     42.36 1115.8 248.62
## - rel.Christianity:Const_Gov_Pow  1     44.53 1117.9 248.75
## - rel.Hinduism                    1     53.31 1126.7 249.27
## - Lit                             1     73.90 1147.3 250.46
## - Civ_Jus                         1     80.82 1154.2 250.86
## - rel.Islam                       1     82.13 1155.5 250.94
## - PD                              1    107.98 1181.4 252.40
## - Gini                            1    166.93 1240.3 255.61
## - rel.Christianity:Open_Gov       1    184.62 1258.0 256.54
## - HDI                             1    207.62 1281.0 257.74
## - Ord_Sec                         1    209.87 1283.3 257.86
## - rel.Christianity:Alcohol        1    279.56 1353.0 261.35
## - GDPAFF                          1    423.03 1496.4 268.00
## 
## Step:  AIC=247.28
## hom ~ free + 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 + Lit + Gini + U6.85 + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Abs_Corr + rel.Christianity:Open_Gov + rel.Christianity:Crim_Jus + 
##     rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Abs_Corr       1      3.36 1096.7 245.49
## - rel.Christianity:Crim_Jus       1      4.74 1098.1 245.57
## - Reg_Enf                         1      5.47 1098.8 245.61
## - U6.85                           1     16.89 1110.2 246.30
## - free:rel.Christianity           1     20.68 1114.0 246.52
## - GDPPC                           1     23.01 1116.3 246.66
## - Fun_Rig                         1     24.37 1117.7 246.74
## - rel.Christianity:Const_Gov_Pow  1     27.84 1121.2 246.94
## - GDPM                            1     27.96 1121.3 246.95
## - IDP                             1     29.54 1122.9 247.04
## <none>                                        1093.3 247.28
## - rel.Hinduism                    1     55.13 1148.5 248.53
## - rel.Islam                       1     62.66 1156.0 248.96
## - Civ_Jus                         1     64.93 1158.3 249.09
## - Lit                             1     82.13 1175.5 250.06
## - rel.Christianity:inf            1     85.72 1179.1 250.27
## - PD                              1     99.23 1192.6 251.02
## - rel.Christianity:Open_Gov       1    190.03 1283.4 255.86
## - HDI                             1    190.79 1284.1 255.90
## - Ord_Sec                         1    201.63 1295.0 256.45
## - Gini                            1    218.91 1312.2 257.33
## - rel.Christianity:Alcohol        1    275.68 1369.0 260.12
## - GDPAFF                          1    441.40 1534.7 267.67
## 
## Step:  AIC=245.49
## hom ~ free + 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 + Lit + Gini + U6.85 + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Open_Gov + rel.Christianity:Crim_Jus + rel.Christianity:Alcohol + 
##     rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Crim_Jus       1      1.41 1098.1 243.57
## - Reg_Enf                         1      3.04 1099.7 243.67
## - U6.85                           1     17.50 1114.2 244.53
## - free:rel.Christianity           1     17.73 1114.4 244.54
## - GDPPC                           1     21.77 1118.5 244.78
## - rel.Christianity:Const_Gov_Pow  1     25.06 1121.8 244.98
## - Fun_Rig                         1     26.09 1122.8 245.04
## - GDPM                            1     32.96 1129.7 245.44
## <none>                                        1096.7 245.49
## - IDP                             1     37.63 1134.3 245.71
## - rel.Hinduism                    1     54.69 1151.4 246.70
## - rel.Islam                       1     61.77 1158.5 247.10
## - Civ_Jus                         1     62.96 1159.7 247.17
## - Abs_Corr                        1     76.15 1172.8 247.92
## - Lit                             1     79.82 1176.5 248.12
## - rel.Christianity:inf            1     94.80 1191.5 248.96
## - PD                              1     97.87 1194.6 249.13
## - HDI                             1    188.54 1285.2 253.96
## - rel.Christianity:Open_Gov       1    190.30 1287.0 254.05
## - Ord_Sec                         1    203.49 1300.2 254.72
## - Gini                            1    231.20 1327.9 256.11
## - rel.Christianity:Alcohol        1    274.27 1371.0 258.22
## - GDPAFF                          1    444.05 1540.8 265.92
## 
## Step:  AIC=243.57
## hom ~ free + 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 + Lit + Gini + U6.85 + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Open_Gov + rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - Crim_Jus                        1      0.02 1098.1 241.57
## - Reg_Enf                         1      2.63 1100.7 241.73
## - U6.85                           1     17.75 1115.9 242.63
## - free:rel.Christianity           1     17.78 1115.9 242.63
## - GDPPC                           1     21.05 1119.2 242.82
## - Fun_Rig                         1     25.28 1123.4 243.07
## - rel.Christianity:Const_Gov_Pow  1     26.36 1124.5 243.14
## - GDPM                            1     32.52 1130.6 243.50
## <none>                                        1098.1 243.57
## - IDP                             1     36.22 1134.3 243.71
## - Civ_Jus                         1     61.57 1159.7 245.17
## - rel.Hinduism                    1     68.45 1166.6 245.56
## - rel.Islam                       1     71.24 1169.3 245.72
## - Abs_Corr                        1     77.54 1175.7 246.07
## - Lit                             1     81.29 1179.4 246.28
## - PD                              1     96.49 1194.6 247.13
## - rel.Christianity:inf            1    101.69 1199.8 247.42
## - HDI                             1    198.61 1296.7 252.54
## - Ord_Sec                         1    205.20 1303.3 252.88
## - rel.Christianity:Open_Gov       1    214.31 1312.4 253.34
## - Gini                            1    236.17 1334.3 254.43
## - rel.Christianity:Alcohol        1    311.56 1409.7 258.06
## - GDPAFF                          1    451.83 1549.9 264.32
## 
## Step:  AIC=241.57
## hom ~ free + rel.Christianity + rel.Hinduism + rel.Islam + 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 + U6.85 + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Open_Gov + rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - Reg_Enf                         1      2.86 1101.0 239.74
## - free:rel.Christianity           1     17.76 1115.9 240.63
## - U6.85                           1     17.82 1116.0 240.63
## - GDPPC                           1     21.14 1119.3 240.83
## - Fun_Rig                         1     25.47 1123.6 241.09
## - rel.Christianity:Const_Gov_Pow  1     26.66 1124.8 241.16
## - GDPM                            1     33.01 1131.1 241.53
## <none>                                        1098.1 241.57
## - IDP                             1     36.44 1134.6 241.73
## - Civ_Jus                         1     64.75 1162.9 243.35
## - rel.Hinduism                    1     69.51 1167.6 243.62
## - rel.Islam                       1     71.41 1169.5 243.73
## - Abs_Corr                        1     80.34 1178.5 244.23
## - Lit                             1     81.76 1179.9 244.31
## - PD                              1     97.15 1195.3 245.17
## - rel.Christianity:inf            1    103.08 1201.2 245.49
## - HDI                             1    200.29 1298.4 250.63
## - Ord_Sec                         1    208.14 1306.3 251.03
## - rel.Christianity:Open_Gov       1    217.26 1315.4 251.49
## - Gini                            1    238.41 1336.5 252.54
## - rel.Christianity:Alcohol        1    315.88 1414.0 256.26
## - GDPAFF                          1    453.95 1552.1 262.41
## 
## Step:  AIC=239.74
## hom ~ free + rel.Christianity + rel.Hinduism + rel.Islam + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     U6.85 + free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Open_Gov + rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - U6.85                           1     16.54 1117.5 238.73
## - free:rel.Christianity           1     17.96 1118.9 238.81
## - GDPPC                           1     18.59 1119.6 238.85
## - rel.Christianity:Const_Gov_Pow  1     24.49 1125.5 239.20
## - Fun_Rig                         1     28.96 1129.9 239.46
## - GDPM                            1     32.18 1133.2 239.65
## <none>                                        1101.0 239.74
## - IDP                             1     35.71 1136.7 239.85
## - Civ_Jus                         1     63.50 1164.5 241.44
## - rel.Hinduism                    1     72.70 1173.7 241.96
## - rel.Islam                       1     78.56 1179.5 242.29
## - Abs_Corr                        1     80.39 1181.4 242.40
## - Lit                             1     85.07 1186.0 242.66
## - PD                              1     99.75 1200.7 243.47
## - rel.Christianity:inf            1    102.76 1203.7 243.63
## - HDI                             1    201.64 1302.6 248.84
## - rel.Christianity:Open_Gov       1    214.40 1315.4 249.49
## - Ord_Sec                         1    225.22 1326.2 250.03
## - Gini                            1    237.86 1338.8 250.65
## - rel.Christianity:Alcohol        1    319.63 1420.6 254.57
## - GDPAFF                          1    460.04 1561.0 260.79
## 
## Step:  AIC=238.73
## hom ~ free + rel.Christianity + rel.Hinduism + rel.Islam + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     free:rel.Christianity + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Open_Gov + rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - free:rel.Christianity           1     15.70 1133.2 237.65
## - GDPPC                           1     17.55 1135.1 237.76
## - rel.Christianity:Const_Gov_Pow  1     19.10 1136.6 237.85
## - IDP                             1     24.39 1141.9 238.15
## - Fun_Rig                         1     29.45 1147.0 238.44
## <none>                                        1117.5 238.73
## - GDPM                            1     37.00 1154.5 238.88
## - Civ_Jus                         1     54.20 1171.7 239.85
## - rel.Hinduism                    1     69.41 1186.9 240.71
## - rel.Islam                       1     72.84 1190.4 240.90
## - Abs_Corr                        1     81.62 1199.1 241.38
## - Lit                             1     86.25 1203.8 241.63
## - rel.Christianity:inf            1     90.66 1208.2 241.88
## - PD                              1     95.43 1213.0 242.14
## - rel.Christianity:Open_Gov       1    197.90 1315.4 247.49
## - Ord_Sec                         1    244.96 1362.5 249.81
## - HDI                             1    249.74 1367.3 250.04
## - Gini                            1    257.02 1374.5 250.39
## - rel.Christianity:Alcohol        1    314.00 1431.5 253.07
## - GDPAFF                          1    486.02 1603.5 260.56
## 
## Step:  AIC=237.65
## hom ~ free + rel.Christianity + rel.Hinduism + rel.Islam + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + GDPM + Lit + Gini + 
##     rel.Christianity:Const_Gov_Pow + rel.Christianity:Open_Gov + 
##     rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - GDPM                            1     24.13 1157.4 237.04
## - Fun_Rig                         1     31.14 1164.4 237.44
## - IDP                             1     33.39 1166.6 237.56
## - GDPPC                           1     34.05 1167.3 237.60
## <none>                                        1133.2 237.65
## - rel.Christianity:Const_Gov_Pow  1     43.35 1176.6 238.13
## - free                            1     49.77 1183.0 238.49
## - rel.Hinduism                    1     60.95 1194.2 239.11
## - Lit                             1     70.60 1203.8 239.64
## - Abs_Corr                        1     74.04 1207.3 239.83
## - PD                              1     79.74 1213.0 240.14
## - rel.Christianity:inf            1     82.18 1215.4 240.27
## - rel.Islam                       1     82.51 1215.7 240.29
## - Civ_Jus                         1     86.47 1219.7 240.50
## - rel.Christianity:Open_Gov       1    185.61 1318.8 245.66
## - HDI                             1    269.95 1403.2 249.75
## - Ord_Sec                         1    282.58 1415.8 250.34
## - Gini                            1    374.93 1508.2 254.51
## - rel.Christianity:Alcohol        1    436.42 1569.7 257.15
## - GDPAFF                          1    470.59 1603.8 258.57
## 
## Step:  AIC=237.04
## hom ~ free + rel.Christianity + rel.Hinduism + rel.Islam + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + 
##     inf + IDP + HDI + GDPPC + GDPAFF + PD + Lit + Gini + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Open_Gov + rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - IDP                             1     28.50 1185.9 236.65
## - Fun_Rig                         1     30.89 1188.2 236.78
## <none>                                        1157.4 237.04
## - rel.Christianity:Const_Gov_Pow  1     37.89 1195.2 237.17
## - rel.Hinduism                    1     43.74 1201.1 237.49
## - Lit                             1     57.52 1214.9 238.24
## - Abs_Corr                        1     58.05 1215.4 238.27
## - rel.Christianity:inf            1     58.74 1216.1 238.31
## - PD                              1     58.80 1216.2 238.31
## - free                            1     58.85 1216.2 238.31
## - rel.Islam                       1     65.48 1222.8 238.67
## - GDPPC                           1     70.09 1227.5 238.92
## - Civ_Jus                         1     84.00 1241.3 239.66
## - rel.Christianity:Open_Gov       1    186.00 1343.3 244.88
## - Ord_Sec                         1    264.61 1422.0 248.63
## - HDI                             1    313.47 1470.8 250.86
## - Gini                            1    372.77 1530.1 253.47
## - rel.Christianity:Alcohol        1    412.82 1570.2 255.17
## - GDPAFF                          1    504.11 1661.5 258.90
## 
## Step:  AIC=236.65
## hom ~ free + rel.Christianity + rel.Hinduism + rel.Islam + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + 
##     inf + HDI + GDPPC + GDPAFF + PD + Lit + Gini + rel.Christianity:Const_Gov_Pow + 
##     rel.Christianity:Open_Gov + rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                                  Df Sum of Sq    RSS    AIC
## - rel.Christianity:Const_Gov_Pow  1     32.49 1218.3 236.43
## <none>                                        1185.9 236.65
## - Fun_Rig                         1     38.04 1223.9 236.73
## - rel.Hinduism                    1     40.24 1226.1 236.85
## - Lit                             1     44.76 1230.6 237.09
## - Abs_Corr                        1     50.41 1236.3 237.39
## - rel.Islam                       1     53.48 1239.3 237.56
## - PD                              1     57.49 1243.3 237.77
## - rel.Christianity:inf            1     58.52 1244.4 237.82
## - GDPPC                           1     78.86 1264.7 238.90
## - free                            1     81.08 1266.9 239.01
## - Civ_Jus                         1     99.74 1285.6 239.98
## - rel.Christianity:Open_Gov       1    179.02 1364.9 243.93
## - HDI                             1    329.55 1515.4 250.83
## - Ord_Sec                         1    338.16 1524.0 251.20
## - Gini                            1    348.14 1534.0 251.63
## - rel.Christianity:Alcohol        1    402.38 1588.2 253.93
## - GDPAFF                          1    491.27 1677.1 257.52
## 
## Step:  AIC=236.43
## hom ~ free + rel.Christianity + rel.Hinduism + rel.Islam + Const_Gov_Pow + 
##     Abs_Corr + Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + 
##     inf + HDI + GDPPC + GDPAFF + PD + Lit + Gini + rel.Christianity:Open_Gov + 
##     rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                             Df Sum of Sq    RSS    AIC
## - rel.Hinduism               1     28.96 1247.3 235.98
## - rel.Islam                  1     32.40 1250.8 236.16
## - Lit                        1     32.76 1251.1 236.18
## <none>                                   1218.3 236.43
## - Abs_Corr                   1     41.10 1259.5 236.62
## - rel.Christianity:inf       1     44.67 1263.0 236.81
## - Fun_Rig                    1     46.18 1264.5 236.88
## - PD                         1     56.87 1275.2 237.44
## - free                       1     75.86 1294.2 238.42
## - GDPPC                      1     85.42 1303.8 238.90
## - Civ_Jus                    1    122.17 1340.5 240.74
## - Const_Gov_Pow              1    125.56 1343.9 240.90
## - rel.Christianity:Open_Gov  1    214.44 1432.8 245.13
## - Gini                       1    334.59 1552.9 250.44
## - Ord_Sec                    1    353.93 1572.3 251.26
## - rel.Christianity:Alcohol   1    377.95 1596.3 252.26
## - HDI                        1    385.24 1603.6 252.56
## - GDPAFF                     1    524.38 1742.7 258.05
## 
## Step:  AIC=235.98
## hom ~ free + rel.Christianity + rel.Islam + Const_Gov_Pow + Abs_Corr + 
##     Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + 
##     HDI + GDPPC + GDPAFF + PD + Lit + Gini + rel.Christianity:Open_Gov + 
##     rel.Christianity:Alcohol + rel.Christianity:inf
## 
##                             Df Sum of Sq    RSS    AIC
## - rel.Islam                  1     11.94 1259.2 234.61
## - Lit                        1     17.37 1264.7 234.89
## - rel.Christianity:inf       1     28.62 1275.9 235.48
## - Abs_Corr                   1     29.42 1276.7 235.52
## - PD                         1     34.88 1282.2 235.80
## <none>                                   1247.3 235.98
## - Fun_Rig                    1     49.01 1296.3 236.52
## - free                       1     70.79 1318.1 237.62
## - GDPPC                      1     87.97 1335.3 238.48
## - Civ_Jus                    1    104.44 1351.8 239.29
## - Const_Gov_Pow              1    122.77 1370.1 240.18
## - rel.Christianity:Open_Gov  1    187.52 1434.8 243.22
## - Ord_Sec                    1    335.89 1583.2 249.72
## - Gini                       1    347.06 1594.4 250.18
## - rel.Christianity:Alcohol   1    368.37 1615.7 251.06
## - HDI                        1    389.36 1636.7 251.91
## - GDPAFF                     1    495.70 1743.0 256.06
## 
## Step:  AIC=234.61
## hom ~ free + rel.Christianity + Const_Gov_Pow + Abs_Corr + Open_Gov + 
##     Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + HDI + GDPPC + 
##     GDPAFF + PD + Lit + Gini + rel.Christianity:Open_Gov + rel.Christianity:Alcohol + 
##     rel.Christianity:inf
## 
##                             Df Sum of Sq    RSS    AIC
## - Lit                        1     14.02 1273.3 233.34
## - Abs_Corr                   1     20.48 1279.7 233.67
## - rel.Christianity:inf       1     36.12 1295.4 234.47
## <none>                                   1259.2 234.61
## - PD                         1     45.14 1304.4 234.93
## - Fun_Rig                    1     48.12 1307.4 235.08
## - free                       1     62.38 1321.6 235.80
## - GDPPC                      1     86.86 1346.1 237.01
## - Civ_Jus                    1    121.25 1380.5 238.68
## - Const_Gov_Pow              1    132.76 1392.0 239.22
## - rel.Christianity:Open_Gov  1    188.62 1447.9 241.82
## - Ord_Sec                    1    326.32 1585.6 247.82
## - Gini                       1    347.82 1607.1 248.71
## - HDI                        1    379.00 1638.2 249.97
## - rel.Christianity:Alcohol   1    417.42 1676.7 251.50
## - GDPAFF                     1    499.51 1758.8 254.66
## 
## Step:  AIC=233.34
## hom ~ free + rel.Christianity + Const_Gov_Pow + Abs_Corr + Open_Gov + 
##     Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + HDI + GDPPC + 
##     GDPAFF + PD + Gini + rel.Christianity:Open_Gov + rel.Christianity:Alcohol + 
##     rel.Christianity:inf
## 
##                             Df Sum of Sq    RSS    AIC
## - rel.Christianity:inf       1     25.67 1298.9 232.66
## - Abs_Corr                   1     28.56 1301.8 232.80
## - PD                         1     33.89 1307.2 233.07
## <none>                                   1273.3 233.34
## - Fun_Rig                    1     58.77 1332.0 234.32
## - free                       1     76.43 1349.7 235.19
## - Civ_Jus                    1    107.62 1380.9 236.69
## - GDPPC                      1    119.60 1392.9 237.26
## - Const_Gov_Pow              1    128.59 1401.8 237.69
## - rel.Christianity:Open_Gov  1    174.94 1448.2 239.84
## - Gini                       1    349.64 1622.9 247.35
## - Ord_Sec                    1    386.46 1659.7 248.83
## - rel.Christianity:Alcohol   1    419.26 1692.5 250.12
## - GDPAFF                     1    486.86 1760.1 252.71
## - HDI                        1    491.88 1765.1 252.90
## 
## Step:  AIC=232.66
## hom ~ free + rel.Christianity + Const_Gov_Pow + Abs_Corr + Open_Gov + 
##     Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + HDI + GDPPC + 
##     GDPAFF + PD + Gini + rel.Christianity:Open_Gov + rel.Christianity:Alcohol
## 
##                             Df Sum of Sq    RSS    AIC
## - PD                         1     18.82 1317.8 231.61
## - Abs_Corr                   1     23.46 1322.4 231.84
## <none>                                   1298.9 232.66
## - Fun_Rig                    1     54.30 1353.2 233.36
## - free                       1     70.92 1369.9 234.16
## - Civ_Jus                    1     88.79 1387.7 235.02
## - Const_Gov_Pow              1    115.92 1414.9 236.30
## - GDPPC                      1    119.94 1418.9 236.49
## - rel.Christianity:Open_Gov  1    222.12 1521.1 241.07
## - Gini                       1    337.16 1636.1 245.89
## - Ord_Sec                    1    367.00 1665.9 247.08
## - rel.Christianity:Alcohol   1    399.11 1698.0 248.34
## - HDI                        1    494.71 1793.7 251.96
## - inf                        1    516.01 1815.0 252.73
## - GDPAFF                     1    521.31 1820.2 252.93
## 
## Step:  AIC=231.61
## hom ~ free + rel.Christianity + Const_Gov_Pow + Abs_Corr + Open_Gov + 
##     Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + HDI + GDPPC + 
##     GDPAFF + Gini + rel.Christianity:Open_Gov + rel.Christianity:Alcohol
## 
##                             Df Sum of Sq    RSS    AIC
## - Abs_Corr                   1     16.07 1333.8 230.41
## <none>                                   1317.8 231.61
## - Fun_Rig                    1     59.86 1377.6 232.54
## - free                       1     83.34 1401.1 233.65
## - Civ_Jus                    1     88.55 1406.3 233.90
## - Const_Gov_Pow              1    114.43 1432.2 235.10
## - GDPPC                      1    121.00 1438.8 235.40
## - rel.Christianity:Open_Gov  1    313.19 1630.9 243.68
## - Ord_Sec                    1    353.63 1671.4 245.30
## - Gini                       1    398.90 1716.7 247.06
## - rel.Christianity:Alcohol   1    444.47 1762.2 248.79
## - HDI                        1    482.87 1800.6 250.21
## - GDPAFF                     1    502.70 1820.5 250.93
## - inf                        1    502.93 1820.7 250.94
## 
## Step:  AIC=230.41
## hom ~ free + rel.Christianity + Const_Gov_Pow + Open_Gov + Fun_Rig + 
##     Ord_Sec + Civ_Jus + Alcohol + inf + HDI + GDPPC + GDPAFF + 
##     Gini + rel.Christianity:Open_Gov + rel.Christianity:Alcohol
## 
##                             Df Sum of Sq    RSS    AIC
## <none>                                   1333.8 230.41
## - Fun_Rig                    1     47.32 1381.2 230.71
## - free                       1     76.08 1409.9 232.07
## - Const_Gov_Pow              1     98.37 1432.2 233.10
## - GDPPC                      1    123.31 1457.1 234.24
## - Civ_Jus                    1    127.83 1461.7 234.45
## - rel.Christianity:Open_Gov  1    321.80 1655.6 242.67
## - Ord_Sec                    1    346.78 1680.6 243.66
## - Gini                       1    410.38 1744.2 246.11
## - rel.Christianity:Alcohol   1    431.42 1765.2 246.90
## - HDI                        1    472.02 1805.8 248.40
## - GDPAFF                     1    486.65 1820.5 248.94
## - inf                        1    488.62 1822.5 249.01

## 
## Call:
## lm(formula = hom ~ free + rel.Christianity + Const_Gov_Pow + 
##     Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + 
##     HDI + GDPPC + GDPAFF + Gini + rel.Christianity:Open_Gov + 
##     rel.Christianity:Alcohol, data = trans_Homicide[, -c(1, 2, 
##     4)])
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -7.8659 -2.4367 -0.4495  2.0445 18.8402 
## 
## Coefficients:
##                             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                1.122e+02  2.271e+01   4.942 9.06e-06 ***
## free                      -4.171e+00  2.470e+00  -1.689 0.097490 .  
## rel.Christianity          -1.835e+01  9.916e+00  -1.850 0.070183 .  
## Const_Gov_Pow             -3.386e+01  1.763e+01  -1.920 0.060535 .  
## Open_Gov                  -5.953e+01  2.619e+01  -2.273 0.027361 *  
## Fun_Rig                    2.827e+01  2.123e+01   1.332 0.188934    
## Ord_Sec                   -3.801e+01  1.054e+01  -3.605 0.000718 ***
## Civ_Jus                    3.365e+01  1.537e+01   2.189 0.033294 *  
## Alcohol                    3.521e+00  8.910e-01   3.952 0.000244 ***
## inf                       -1.796e-01  4.196e-02  -4.280 8.45e-05 ***
## HDI                       -8.259e+01  1.963e+01  -4.206 0.000107 ***
## GDPPC                      2.008e-04  9.337e-05   2.150 0.036416 *  
## GDPAFF                    -1.029e+00  2.410e-01  -4.271 8.69e-05 ***
## Gini                       4.878e-01  1.244e-01   3.922 0.000268 ***
## rel.Christianity:Open_Gov  7.359e+01  2.119e+01   3.473 0.001071 ** 
## rel.Christianity:Alcohol  -3.807e+00  9.468e-01  -4.021 0.000195 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.165 on 50 degrees of freedom
## Multiple R-squared:  0.7408, Adjusted R-squared:  0.6631 
## F-statistic: 9.529 on 15 and 50 DF,  p-value: 5.423e-10

## 
## Call:
## lm(formula = hom ~ Const_Gov_Pow + Ord_Sec + Civ_Jus + Alcohol + 
##     inf + HDI + GDPAFF + Gini + rel.Christianity:Open_Gov + rel.Christianity:Alcohol, 
##     data = trans_Homicide[, -c(1, 2, 4)])
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.9205 -3.1850 -0.7179  2.2103 19.1117 
## 
## Coefficients:
##                           Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                55.7434    15.4294   3.613 0.000657 ***
## Const_Gov_Pow             -31.7502    11.3007  -2.810 0.006857 ** 
## Ord_Sec                   -38.6611    10.3592  -3.732 0.000452 ***
## Civ_Jus                    36.2794    15.2161   2.384 0.020589 *  
## Alcohol                     1.8022     0.5793   3.111 0.002953 ** 
## inf                        -0.1286     0.0393  -3.274 0.001838 ** 
## HDI                       -51.8678    16.4012  -3.162 0.002547 ** 
## GDPAFF                     -0.7554     0.2215  -3.411 0.001219 ** 
## Gini                        0.3680     0.1199   3.070 0.003323 ** 
## rel.Christianity:Open_Gov  25.2936     7.2086   3.509 0.000906 ***
## Alcohol:rel.Christianity   -2.2251     0.6502  -3.422 0.001179 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 5.455 on 55 degrees of freedom
## Multiple R-squared:  0.682,  Adjusted R-squared:  0.6241 
## F-statistic: 11.79 on 10 and 55 DF,  p-value: 1.617e-10

## 
##  One Sample t-test
## 
## data:  residuos
## t = 0.16646, df = 65, p-value = 0.8683
## alternative hypothesis: true mean is not equal to 0
## 95 percent confidence interval:
##  -0.2380425  0.2813326
## sample estimates:
##  mean of x 
## 0.02164502

## 
##  studentized Breusch-Pagan test
## 
## data:  Model_adj_bw
## BP = 11.511, df = 10, p-value = 0.3191

## 
##  Durbin-Watson test
## 
## data:  Model_adj_bw
## DW = 1.6385, p-value = 0.05463
## alternative hypothesis: true autocorrelation is greater than 0

## 
##  Shapiro-Wilk normality test
## 
## data:  residuos
## W = 0.92723, p-value = 0.0008266

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.

Se construye un modelo en el cual la variable de respuesta es la tasa de homicidios y las demas variables son las variables independientes, de igual manera se explora la interaccion entre la religion y las diferentes variables para explorar si puede tener una influencia en la tasa de homicidios.

Se observa que el modelo arrojado por la funcion step() es este:

Call: lm(formula = hom ~ free + rel.Christianity + Const_Gov_Pow + Open_Gov + Fun_Rig + Ord_Sec + Civ_Jus + Alcohol + inf + HDI + GDPPC + GDPAFF + Gini + rel.Christianity:Open_Gov + rel.Christianity:Alcohol, data = trans_Homicide[, -c(1, 2, 4)])

Residuals: Min 1Q Median 3Q Max -7.8659 -2.4367 -0.4495 2.0445 18.8402

Coefficients: Estimate Std. Error t value Pr(>|t|)
(Intercept) 1.122e+02 2.271e+01 4.942 9.06e-06 free -4.171e+00 2.470e+00 -1.689 0.097490 .
rel.Christianity -1.835e+01 9.916e+00 -1.850 0.070183 .
Const_Gov_Pow -3.386e+01 1.763e+01 -1.920 0.060535 .
Open_Gov -5.953e+01 2.619e+01 -2.273 0.027361
Fun_Rig 2.827e+01 2.123e+01 1.332 0.188934
Ord_Sec -3.801e+01 1.054e+01 -3.605 0.000718 Civ_Jus 3.365e+01 1.537e+01 2.189 0.033294
Alcohol 3.521e+00 8.910e-01 3.952 0.000244 inf -1.796e-01 4.196e-02 -4.280 8.45e-05 HDI -8.259e+01 1.963e+01 -4.206 0.000107 GDPPC 2.008e-04 9.337e-05 2.150 0.036416
GDPAFF -1.029e+00 2.410e-01 -4.271 8.69e-05 Gini 4.878e-01 1.244e-01 3.922 0.000268 rel.Christianity:Open_Gov 7.359e+01 2.119e+01 3.473 0.001071 rel.Christianity:Alcohol -3.807e+00 9.468e-01 -4.021 0.000195 *** — Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 5.165 on 50 degrees of freedom Multiple R-squared: 0.7408, Adjusted R-squared: 0.6631 F-statistic: 9.529 on 15 and 50 DF, p-value: 5.423e-10

Este modelo explica el 66,31% de la variabilidad de la tasa de homicidios, sin embargo algunas variables tienen valores p altos por lo cual se continua con la eliminacion hacia atras para obtener un modelo mas consistente. Se elimina en cada paso la variable con mayor valor p, y se chequea que todas queden con un valor p inferior al nivel de significancia del 5%.El modelo obtenido es:

Call: lm(formula = hom ~ Const_Gov_Pow + Ord_Sec + Civ_Jus + Alcohol + inf + HDI + GDPAFF + Gini + rel.Christianity:Open_Gov + rel.Christianity:Alcohol, data = trans_Homicide[, -c(1, 2, 4)])

Residuals: Min 1Q Median 3Q Max -9.9205 -3.1850 -0.7179 2.2103 19.1117

Coefficients: Estimate Std. Error t value Pr(>|t|)
(Intercept) 55.7434 15.4294 3.613 0.000657 Const_Gov_Pow -31.7502 11.3007 -2.810 0.006857 Ord_Sec -38.6611 10.3592 -3.732 0.000452 Civ_Jus 36.2794 15.2161 2.384 0.020589 *
Alcohol 1.8022 0.5793 3.111 0.002953 inf -0.1286 0.0393 -3.274 0.001838 ** HDI -51.8678 16.4012 -3.162 0.002547 ** GDPAFF -0.7554 0.2215 -3.411 0.001219 ** Gini 0.3680 0.1199 3.070 0.003323 ** rel.Christianity:Open_Gov 25.2936 7.2086 3.509 0.000906 * Alcohol:rel.Christianity -2.2251 0.6502 -3.422 0.001179 — Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 5.455 on 55 degrees of freedom Multiple R-squared: 0.682, Adjusted R-squared: 0.6241 F-statistic: 11.79 on 10 and 55 DF, p-value: 1.617e-10

Este modelo explica el 62,41% 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 alcohol tiene un efecto sobre la tasa de homicidios, especialmente en los paises cristianos. Por otro lado el orden y la seguridad se muestran como aspectos necesarios para reducir la tasa de homicidios.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.