Ovaj dokument se sastoji od nekoliko mdoela za transport iz HBS baze i pobjednik je p4. p4 model ima 41 sign opstinu i uzela sam Age_2 a ne Age_1. Koefiijenti su spaseni u fileu sa datumom 1.8. Postoje dva sheeta model1 i model2. U sheetu model 1 su koeficijenti iz modela p4. Jos trebam sa Ismirom da potvdim da li je ok koristiit godien drugog clana domac.milsim da je.

According to email from ismir 06.01.2024. I will include transport costs only fro hh where someone works so variable Activ_01,….Acitiv_09 ==1 or 2

Importing data

keep necessary vars 329

Analiza transporta

##subset df

library (dplyr)
hbs.transport <- hbs_shorter %>% select(contains(c("SifraDom","Entity","Canton","naziv_Opcine","RurUrb","ncomp","finweight",  "poor","Relat","Sex","Age", "Educ","Activ", "HH_Monthly","S6", "COICOP_07", "_DA", "E07_a", "E07_b", "E07_c", "E07_d","E07_e", "E07_f")))

Label unlabeled

Varijable koje cu koristi u transport cost

“mj_Q02_01_AM_S6” = Mj.Godisnja registracija vozila (obavezno osiguranje, tehnički pregled i ostali izdaci vezani za registraciju vozila) “mj_Q02_02_AM_S6” = Mj. Kasko osiguranje godisnje “mj_Q02_03_AM_S6” = Gume, sve vrste “mj_Q02_04_AM_S6” = Ostali rezervni dijelovi i pribor (svjećice, akumulatori itd.) “mj_Q02_05_AM_S6” = Pribor za osobna vozila (prva pomoć, trokut, uže za vuču, signalni prsluci i sl.) “mj_Q02_06_AM_S6” = Ulja, maziva, antifriz, tečnost za brisače itd “mj_Q02_07_AM_S6” = Popravak i pranje vozila “mj_Q02_08_AM_S6” = Zakup privatne garaže ili parking mjesta “mj_Q02_09_AM_S6” = Unajmljivanje vozila bez vozača (rent-a-car) “mj_Q02_10_AM_S6” = Putarina “mj_Q04_02_AM_S6” = Koliki je bio iznos_Skolski autobus “mj_Q04_03_AM_S6” = Koliki je bio iznos_Mjesecne ili sezonske karte za gradski prevoz “mj_Q04_04_AM_S6” = Koliki je bio iznos_Karte za prevoz vozom “mj_DA_S_04” = Pojedinačne karte za gradski prevoz tramvajem “mj_DA_S_05” = Pojedinačne karte za gradski prevoz autobusom, trolejbusom i minibusom “mj_DA_S_06” = Taksi “mj_DA_S_07” = Parking na dnevnoj osnovi

Formiraj varijablu broj clanova koji rade

Napravi varijablu broj clanova u domacinstvu koji rade tj. Active = 1 (puno.r.v)i/ili 2 (pola r.v.) !

#sta Active sadrzi
str(hbs.transport$Activ_1)
##  num [1:7702] 8 8 8 8 2 7 8 3 8 8 ...
##  - attr(*, "label")= chr "Status tekuce aktivnost (1-puno r.v.; 2-pola r.v.; 3-neyaposlen; 4-trazi prvo zaposlenje; 5-Domacica; 6-Student"| __truncated__
##  - attr(*, "format.spss")= chr "F1.0"
##  - attr(*, "display_width")= int 9

Izbaci one u kojima niko ne radi

hbs.transport <- hbs.transport %>% dplyr::filter(amr.br.cl.radi == 1 |amr.br.cl.radi == 2 | amr.br.cl.radi == 3 | amr.br.cl.radi == 4 | amr.br.cl.radi == 5 | amr.br.cl.radi == 6 )
table (hbs.transport$amr.br.cl.radi) # nema vise domacinstava u kojima niko ne radi
## 
##    1    2    3    4    5    6 
## 2572 1410  261   54    8    2

Formiraj varijablu od hbs.transport$amr.br.cl.radi da bude 1,2,3 i vise i nazovi je n.employ

library(dplyr)
hbs.transport <- hbs.transport %>% mutate(n.employ = case_when(amr.br.cl.radi == 1 ~"one",amr.br.cl.radi ==2 ~ "two", amr.br.cl.radi %in% c(3,4,5,6) ~ "three and more")) 
table(hbs.transport$n.employ)
## 
##            one three and more            two 
##           2572            325           1410
hbs.transport$n.employ <- factor (hbs.transport$n.employ)
round(prop.table(table(hbs.transport$n.employ)),3)*100
## 
##            one three and more            two 
##           59.7            7.5           32.7

Relevel n.employ

This will be one of the independent

Labelled whats unlabelled

library(labelled)

var_label(hbs.transport$Q01_03_NW_OT_YN_S6) <- labelled_spss("Koju vrstu vozila vase domacinstvo posjeduje? Iskljucujuci vozila koja se koriste u poslovne svrhe")
var_label(hbs.transport$Q01_01_NW_DS_YN_S6) <- labelled_spss("Koju vrstu vozila vase domacinstvo posjeduje? Iskljucujuci vozila koja se koriste u poslovne svrhe")
var_label(hbs.transport$Q01_02_NW_BZ_YN_S6) <- labelled_spss("Koju vrstu vozila vase domacinstvo posjeduje? Iskljucujuci vozila koja se koriste u poslovne svrhe")

Note Analizu pojedinacnih varijabli imam u Rmardownu HBS2015 transport
## Mutate Educ_1

Steceno obrazovanje: 1 - bez skole; 2- nepotpuna osnovna 8.g.skola 3 - nepotpuna osnovna 9.g. skola; 4-osnovna skola, 5-srednja skola, 6-specijalizacia poslije s.s; 7 - Visa skola; 8 - Fakultet; 9 - Master; 10 - Doktorat

prop.table(table(hbs.transport$Educ_1))
## 
##            1            2            3            4            5            6 
## 0.0253076387 0.0390062689 0.0006965405 0.1827257952 0.6073833295 0.0085906664 
##            7            8            9           10 
## 0.0394706292 0.0870675644 0.0069654052 0.0027861621

Mislim da je bolje napraviti, radi strukture slijedecu podjelu: 1 - bez skole, 2 i 3 nepotpuna osnovna, 4 osnovna, 5 i 6 srednja , 7 visa i 8,9 10 visoka, master i doktorat. ovo se razlikuje od prethodnog koji je koristen u slucaju wage i koji je bio slijdeci: bez osnovne skole (1,2,3), osnovna skola (4), srednja skola (5,6), fakultet (7,8,9,10).

#Relevel Educ

hbs.transport$Educ.1 <- forcats::fct_relevel (hbs.transport$Educ.1, "no education","no elementary", "elementary", "high schl","college", "university")
table(hbs.transport$Educ.1)
## 
##  no education no elementary    elementary     high schl       college 
##           109           171           787          2653           170 
##    university 
##           417
str(hbs.transport$Educ.1)
##  Factor w/ 6 levels "no education",..: 4 4 4 4 4 3 3 4 4 5 ...

isto uradi i za Activ.1

Ovo vec nema smisla zato sto ne uzimam Activity of hh vec imam da su oni koji rade. Probala sam sa varijabntom da uzmem Activ.1 za prva dva clana ali mislim da to nije u redu jer se citavo vrijeme fokusirma na prvog clana domacinstva i po obrazovanju i po spolu i po godinama. ne uyimam druge radi visoke korelacije. recimo Age_1 i Age_2 imaju korelaciju 65 a spol 90

table (hbs.transport$Activ_1) #mislim da je ovdje bolje staviti dummy prvog clana
## 
##    1    2    3    4    5    6    7    8    9 
## 2707  374  250   29  179    1   60  685   22
hbs.transport <- hbs.transport %>% mutate(Activ.1 = case_when(Activ_1 == 1  ~"1", Activ_1!=1 ~ 
                                                            "0"))
table (hbs.transport$Activ.1) #Mislim da mi je ova varijabla puno bolja, dakle imam oni koji su full time bilo prvi ili drugi clan je 1 ostali su 0
## 
##    0    1 
## 1600 2707

#Relevel Activ.1

hbs.transport$Activ.1 <- forcats::fct_relevel (hbs.transport$Activ.1, "1", "0")
table(hbs.transport$Activ.1)
## 
##    1    0 
## 2707 1600

Napravicu i drugu opciju Active_1 i staviti da je jeda za one koji rade i ful time i part time i ostalo

hbs.transport <- hbs.transport %>% mutate(Activ.1a = case_when(Activ_1 == 1  ~"1", Activ_1 ==2 ~ "1", Activ_1!=1|2 ~  "0"))
table (hbs.transport$Activ.1a) #Mislim da mi je ova varijabla puno bolja, dakle imam oni koji su full time bilo prvi ili drugi clan je 1 ostali su 0
## 
##    0    1 
## 1226 3081

#Relevel Activ.1a

hbs.transport$Activ.1a <- forcats::fct_relevel (hbs.transport$Activ.1a, "1", "0")
table(hbs.transport$Activ.1a)
## 
##    1    0 
## 3081 1226

Mutate ncomp

11 + clanova staviti u jednu varijabli

table (hbs.transport$ncomp) #mislim da je ovdje bolje staviti dummy prvog clana
## 
##    1    2    3    4    5    6    7    8    9   10   11   13 
##  223  707 1020 1315  620  283   88   31   10    4    5    1
hbs.transport <- hbs.transport %>% mutate(ncomp1 = case_when(ncomp %in% c(11,13)  ~"11+", ncomp  == 1 ~ "one", ncomp == 2 ~ "two", ncomp == 3 ~ "three", ncomp==4 ~ "four", ncomp ==5 ~ "five", ncomp==6 ~ "six", ncomp == 7 ~ "seven", ncomp == 8 ~ "eight", ncomp == 9 ~ "nine", ncomp == 10 ~ "ten"))
table (hbs.transport$ncomp1) #Mislim da mi je ova varijabla puno bolja, dakle imam oni koji su full time bilo prvi ili drugi clan je 1 ostali su 0
## 
##   11+ eight  five  four  nine   one seven   six   ten three   two 
##     6    31   620  1315    10   223    88   283     4  1020   707

#Relevel ncomp1

hbs.transport$ncomp1 <- forcats::fct_relevel (hbs.transport$ncomp1, "one", "two", "three", "four", "five", "six", "seven", "eight", "nine", "ten", "11+")
table(hbs.transport$ncomp1)
## 
##   one   two three  four  five   six seven eight  nine   ten   11+ 
##   223   707  1020  1315   620   283    88    31    10     4     6

Kad sam uporedila regresije sa ncomp1 i ncomp dobila sam da je ipak bolje da imaju ncomp bude vise tih varijabli sign kao i opstinskih varijabli pa cu uraditi relevel za to

#Relevel ncomp

hbs.transport$ncomp <- forcats::fct_relevel (as.factor(hbs.transport$ncomp), "1", "2", "3", "4", "5", "6", "7", "8", "9","10","11","13")
table(hbs.transport$ncomp)
## 
##    1    2    3    4    5    6    7    8    9   10   11   13 
##  223  707 1020 1315  620  283   88   31   10    4    5    1

Drop upper and low

summary(hbs.transport$mj.trans.AM)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   31.67   47.98  102.05  113.27 2509.05
summary (hbs.transport$mj.trans.AM/hbs.transport$amr.br.cl.radi) #ispada da ovaj koji trosi 2,509 KM mjesecno ima samo 1 clana zaposlenog tako da cu brisati samo upper percentiles.
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   18.75   37.50   74.97   81.67 2509.05
table(hbs.transport$mj.trans.AM==0) #imamo 581 domacinstva koja nisu trosila na transport a imaju zaposlenog clana familije. 
## 
## FALSE  TRUE 
##  3717   590
plot(density(hbs.transport$mj.trans.AM))

# Top 1% is removed 
hbs.transport.drop <-  hbs.transport %>% dplyr::filter(mj.trans.AM < quantile (hbs.transport$mj.trans.AM, 0.99, na.rm = T) )
summary(hbs.transport.drop$mj.trans.AM)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   31.67   46.67   91.19  110.24  745.50
summary(hbs.transport.drop$mj.trans.AM/hbs.transport.drop$amr.br.cl.radi) #i ovdje ispada da domacinstva u koijma 1 clan rad potrosi se na transport 745KM.. ali ovo je vec realnije.. pa cu ostaviti
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   18.75   37.50   67.91   79.17  745.50
plot(density(hbs.transport.drop$mj.trans.AM))

#7551

Check again low frequency municipality after deleting percentils

low.freq.1 <- hbs.transport.drop %>%
  select(c(naziv_Opcine, mj.trans.AM)) %>%
  group_by(naziv_Opcine) %>%
  summarise (n = n()) %>% 
  arrange (desc(n))%>%
  dplyr::filter(n<10) 
low.freq.1$naziv_Opcine #21 opstina je low.frequency
##  [1] "Cajnice"      "Hadzici"      "Kostajnica"   "Kupres"       "Mrkonjic"    
##  [6] "Bileca"       "Srebrenica"   "D-Samac"      "Doboj-Jug"    "Milici"      
## [11] "Odzak"        "Teocak"       "Pelagicevo"   "Vares"        "B.Grahovo"   
## [16] "Han Pijesak"  "Vukosavlje"   "Jablanica"    "Olovo"        "Ostra Luka"  
## [21] "Sekovici"     "Trnovo"       "Usora"        "Berkovici"    "Donji Zabar" 
## [26] "Kalinovik"    "Osmaci"       "Petrovo"      "Sapna"        "Sipovo"      
## [31] "Jezero"       "Krupa na Uni" "Neum"         "Ravno"       
## attr(,"label")
## [1] "Naziv opcine"
## attr(,"format.spss")
## [1] "A12"
dim(hbs.transport.drop) #4234 obs i 
## [1] 4263  209
unique (hbs.transport.drop$naziv_Opcine) #131 opstina dakle sa brisanjem trebalo bi biti 97
##   [1] "B.Grahovo"    "B.Krupa"      "B.Petrovac"   "Banovici"     "Banja Luka"  
##   [6] "Berkovici"    "Bihac"        "Bijeljina"    "Bileca"       "Bratunac"    
##  [11] "Brcko"        "Breza"        "Brod"         "Bugojno"      "Busovaca"    
##  [16] "Buzim"        "C.Sarajevo"   "Cajnice"      "Capljina"     "Cazin"       
##  [21] "Celic"        "Celinac"      "Citluk"       "D-Samac"      "D.Vakuf"     
##  [26] "Derventa"     "Doboj"        "Doboj-Istok"  "Doboj-Jug"    "Donji Zabar" 
##  [31] "Drvar"        "Foca - RS"    "Fojnica"      "G.Vakuf"      "Gacko"       
##  [36] "Glamoc"       "Gorazde"      "Gracanica"    "Grad Mostar"  "Gradacac"    
##  [41] "Gradiska"     "Grude"        "Hadzici"      "Han Pijesak"  "I.Ilidza"    
##  [46] "Ilidza"       "Ilijas"       "Jablanica"    "Jajce"        "Jezero"      
##  [51] "K.Dubica"     "Kakanj"       "Kalesija"     "Kalinovik"    "Kiseljak"    
##  [56] "Kladanj"      "Kljuc"        "Knezevo"      "Konjic"       "Kostajnica"  
##  [61] "Kotor Varos"  "Kresevo"      "Krupa na Uni" "Kupres"       "Laktasi"     
##  [66] "Livno"        "Lopare"       "Lukavac"      "Ljubuski"     "Maglaj"      
##  [71] "Milici"       "Modrica"      "Mrkonjic"     "N.G.Sarajevo" "N.Gorazde"   
##  [76] "N.Sarajevo"   "N.Travnik"    "Neum"         "Nevesinje"    "Novi Grad"   
##  [81] "Odzak"        "Olovo"        "Orasje"       "Osmaci"       "Ostra Luka"  
##  [86] "Pale"         "Pelagicevo"   "Petrovo"      "Posusje"      "Prijedor"    
##  [91] "Prnjavor"     "Prozor"       "Ravno"        "Ribnik"       "Rogatica"    
##  [96] "Rudo"         "S.Brijeg"     "S.G.Sarajevo" "Samac"        "Sanski Most" 
## [101] "Sapna"        "Sekovici"     "Sipovo"       "Sokolac"      "Srbac"       
## [106] "Srebrenica"   "Srebrenik"    "Stolac"       "Teocak"       "Tesanj"      
## [111] "Teslic"       "Tomislavgrad" "Travnik"      "Trebinje"     "Trnovo"      
## [116] "Tuzla"        "Ugljevik"     "Usora"        "V.Kladusa"    "Vares"       
## [121] "Visegrad"     "Visoko"       "Vitez"        "Vlasenica"    "Vogosca"     
## [126] "Vukosavlje"   "Zavidovici"   "Zenica"       "Zepce"        "Zivinice"    
## [131] "Zvornik"

Delete low frequency obs <10 for hbs.transport.drop

Analiza mj.trans.AM

library(ggplot2)
table (hbs.transport.drop.1$naziv_Opcine)
## 
##      B.Krupa   B.Petrovac     Banovici   Banja Luka        Bihac    Bijeljina 
##           28           11           23          215           69          180 
##     Bratunac        Brcko        Breza         Brod      Bugojno     Busovaca 
##           11          246           13           22           56           25 
##        Buzim   C.Sarajevo     Capljina        Cazin        Celic      Celinac 
##           11           55           21           56           11           11 
##       Citluk      D.Vakuf     Derventa        Doboj  Doboj-Istok        Drvar 
##           23           34           29           55           12           13 
##    Foca - RS      Fojnica      G.Vakuf        Gacko       Glamoc      Gorazde 
##           21           16           25           19           10           31 
##    Gracanica  Grad Mostar     Gradacac     Gradiska        Grude     I.Ilidza 
##           77          168           35           30           20           13 
##       Ilidza       Ilijas        Jajce     K.Dubica       Kakanj     Kalesija 
##           49           15           21           37           72           28 
##     Kiseljak      Kladanj        Kljuc      Knezevo       Konjic  Kotor Varos 
##           36           13           21           14           47           16 
##      Kresevo      Laktasi        Livno       Lopare      Lukavac     Ljubuski 
##           15           42           22           27           44           26 
##       Maglaj      Modrica N.G.Sarajevo    N.Gorazde   N.Sarajevo    N.Travnik 
##           40           34          160           10           49           49 
##    Nevesinje    Novi Grad       Orasje         Pale      Posusje     Prijedor 
##           11           47           25           20           13           82 
##     Prnjavor       Prozor       Ribnik     Rogatica         Rudo     S.Brijeg 
##           37           11           14           14           16           37 
## S.G.Sarajevo        Samac  Sanski Most      Sokolac        Srbac    Srebrenik 
##           36           51           73           11           19           68 
##       Stolac       Tesanj       Teslic Tomislavgrad      Travnik     Trebinje 
##           11           59           30           19           97           33 
##        Tuzla     Ugljevik    V.Kladusa     Visegrad       Visoko        Vitez 
##          112           17           47           12           50           46 
##    Vlasenica      Vogosca   Zavidovici       Zenica        Zepce     Zivinice 
##           16           20           55          163           10           78 
##      Zvornik 
##           54
summary (hbs.transport.drop.1$mj.trans.AM)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00   31.67   47.50   91.24  110.00  745.50
sd (hbs.transport.drop.1$mj.trans.AM)
## [1] 113.6885
ggplot(data=hbs.transport.drop.1, mapping = aes(mj.trans.AM)) + geom_density() + xlab("Monthly household expenditure on transport (BAM)")

dim(hbs.transport.drop.1)
## [1] 4096  209
round(prop.table(table(hbs.transport.drop.1$ncomp)),3)*100
## 
##    1    2    3    4    5    6    7    8    9   10   11   13 
##  5.2 16.5 23.9 30.4 14.4  6.5  2.0  0.7  0.2  0.1  0.1  0.0
round(prop.table(table(hbs.transport.drop.1$Educ_1)),3)*100
## 
##    1    2    3    4    5    6    7    8    9   10 
##  2.5  3.9  0.1 18.2 60.9  0.9  3.8  8.8  0.7  0.3

Sada winning model ali sa hbs.transport.drop.1

table(hbs.transport.drop.1$ncomp1) #no Nas
## 
##   one   two three  four  five   six seven eight  nine   ten   11+ 
##   212   674   979  1247   588   267    82    29     9     4     5
table (hbs.transport.drop.1$ncomp)
## 
##    1    2    3    4    5    6    7    8    9   10   11   13 
##  212  674  979 1247  588  267   82   29    9    4    4    1
summary (hbs.transport.drop.1$n.employ) #no Nas.
##            one            two three and more 
##           2448           1341            307
str(hbs.transport.drop.1$n.employ) 
##  Factor w/ 3 levels "one","two","three and more": 1 1 1 1 1 2 2 2 2 1 ...
table (hbs.transport.drop.1$Activ.1) #probacu bez ovoga mozda mi se sudara sa drugim..
## 
##    1    0 
## 2575 1521
summary (hbs.transport.drop.1$Age_1)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   21.00   43.75   52.00   51.62   59.00   95.00
#check for Nas
table (is.na (hbs.transport.drop.1$Age_1))
## 
## FALSE 
##  4096
table (is.na (hbs.transport.drop.1$Activ.1)) #only this is true for 1165
## 
## FALSE 
##  4096
table (is.na (hbs.transport.drop.1$ncomp))
## 
## FALSE 
##  4096
table (is.na (hbs.transport.drop.1$Sex_1))
## 
## FALSE 
##  4096
table (is.na (hbs.transport.drop.1$n.employ))
## 
## FALSE 
##  4096
table (is.na (hbs.transport.drop.1$Educ.1))
## 
## FALSE 
##  4096
prop.table(table(hbs.transport.drop.1$Educ.1))
## 
##  no education no elementary    elementary     high schl       college 
##    0.02514648    0.03979492    0.18164062    0.61791992    0.03833008 
##    university 
##    0.09716797
prop.table(table(hbs.transport.drop.1$Activ.1))
## 
##         1         0 
## 0.6286621 0.3713379
prop.table(table(hbs.transport.drop.1$n.employ))
## 
##            one            two three and more 
##     0.59765625     0.32739258     0.07495117
prop.table(table(hbs.transport.drop.1$ncomp1))
## 
##          one          two        three         four         five          six 
## 0.0517578125 0.1645507812 0.2390136719 0.3044433594 0.1435546875 0.0651855469 
##        seven        eight         nine          ten          11+ 
## 0.0200195312 0.0070800781 0.0021972656 0.0009765625 0.0012207031
sd (hbs.transport.drop.1$Age_1)
## [1] 11.90181
prop.table (table (hbs.transport.drop.1$Sex_1))
## 
##         1         2 
## 0.8479004 0.1520996

Ovaj model se razlikuje od prethodnog jer ne ukljucuje varijablu Activ.1. Kada stavim u model Activ.1 dobijem mnogo deleted variables preko 1,000 ali veci Rsquere.. ipak cu ici sa ovom varijantom bez Activ.1

trans.fit.drop.empl <- lm (log(mj.trans.AM + 0.0001) ~ factor (n.employ) + factor(Educ.1) + as.numeric(Age_1) + as.numeric(Age_1^2) + factor (ncomp) + factor (naziv_Opcine), data = hbs.transport.drop.1) #dodala sam 0.0001 da bi mi uvazilo normalnu cinjenicu da ljudi mogu ne trositi na prevoz i raditi
summary(trans.fit.drop.empl)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(n.employ) + factor(Educ.1) + 
##     as.numeric(Age_1) + as.numeric(Age_1^2) + factor(ncomp) + 
##     factor(naziv_Opcine), data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.9045  -0.3349   1.1090   2.4235   9.5649 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -4.4671847  1.3622252  -3.279 0.001049 ** 
## factor(n.employ)two               0.8286624  0.1589929   5.212 1.96e-07 ***
## factor(n.employ)three and more    1.1631985  0.2889280   4.026 5.78e-05 ***
## factor(Educ.1)no elementary      -0.1370970  0.5885604  -0.233 0.815823    
## factor(Educ.1)elementary          0.3253926  0.5137383   0.633 0.526521    
## factor(Educ.1)high schl           1.4245362  0.5138117   2.772 0.005589 ** 
## factor(Educ.1)college             2.0239859  0.6157677   3.287 0.001022 ** 
## factor(Educ.1)university          2.2589115  0.5582529   4.046 5.30e-05 ***
## as.numeric(Age_1)                 0.0227663  0.0402235   0.566 0.571430    
## as.numeric(Age_1^2)              -0.0002138  0.0003842  -0.556 0.577916    
## factor(ncomp)2                    2.0679315  0.3572980   5.788 7.69e-09 ***
## factor(ncomp)3                    3.2070054  0.3501408   9.159  < 2e-16 ***
## factor(ncomp)4                    4.0581024  0.3456475  11.741  < 2e-16 ***
## factor(ncomp)5                    4.0764195  0.3738109  10.905  < 2e-16 ***
## factor(ncomp)6                    4.4122409  0.4275281  10.320  < 2e-16 ***
## factor(ncomp)7                    4.8746241  0.5982273   8.148 4.89e-16 ***
## factor(ncomp)8                    2.3452397  0.9009034   2.603 0.009270 ** 
## factor(ncomp)9                    5.2786149  1.5342019   3.441 0.000586 ***
## factor(ncomp)10                   7.1454179  2.2719189   3.145 0.001673 ** 
## factor(ncomp)11                   6.3118641  2.2654667   2.786 0.005360 ** 
## factor(ncomp)13                   2.9470097  4.4529008   0.662 0.508126    
## factor(naziv_Opcine)B.Petrovac   -2.2305520  1.5777106  -1.414 0.157502    
## factor(naziv_Opcine)Banovici      2.5354284  1.2531654   2.023 0.043117 *  
## factor(naziv_Opcine)Banja Luka    1.7594469  0.9047799   1.945 0.051892 .  
## factor(naziv_Opcine)Bihac         2.4249895  1.0011815   2.422 0.015474 *  
## factor(naziv_Opcine)Bijeljina     0.2126446  0.9137670   0.233 0.815997    
## factor(naziv_Opcine)Bratunac      2.0444613  1.5770051   1.296 0.194906    
## factor(naziv_Opcine)Brcko         1.9590910  0.8937961   2.192 0.028446 *  
## factor(naziv_Opcine)Breza        -0.8063610  1.4899706  -0.541 0.588405    
## factor(naziv_Opcine)Brod          0.5854416  1.2702890   0.461 0.644915    
## factor(naziv_Opcine)Bugojno       0.3368162  1.0335599   0.326 0.744532    
## factor(naziv_Opcine)Busovaca      2.8140681  1.2227155   2.301 0.021415 *  
## factor(naziv_Opcine)Buzim         0.7269318  1.5743255   0.462 0.644292    
## factor(naziv_Opcine)C.Sarajevo    0.6706023  1.0438118   0.642 0.520615    
## factor(naziv_Opcine)Capljina      3.0405053  1.2777335   2.380 0.017378 *  
## factor(naziv_Opcine)Cazin         1.2250233  1.0231803   1.197 0.231273    
## factor(naziv_Opcine)Celic         0.6354852  1.5780128   0.403 0.687182    
## factor(naziv_Opcine)Celinac       1.9362713  1.5774061   1.228 0.219706    
## factor(naziv_Opcine)Citluk        3.1985538  1.2573358   2.544 0.010999 *  
## factor(naziv_Opcine)D.Vakuf       1.3036124  1.1372783   1.146 0.251758    
## factor(naziv_Opcine)Derventa      1.1033314  1.1887286   0.928 0.353380    
## factor(naziv_Opcine)Doboj         1.4825534  1.0377832   1.429 0.153204    
## factor(naziv_Opcine)Doboj-Istok   2.8519333  1.5269247   1.868 0.061869 .  
## factor(naziv_Opcine)Drvar        -0.6820059  1.4917204  -0.457 0.647556    
## factor(naziv_Opcine)Foca - RS     1.3969046  1.2853189   1.087 0.277184    
## factor(naziv_Opcine)Fojnica       2.6181274  1.3921588   1.881 0.060096 .  
## factor(naziv_Opcine)G.Vakuf       1.8804346  1.2224870   1.538 0.124078    
## factor(naziv_Opcine)Gacko        -0.1479040  1.3221107  -0.112 0.910932    
## factor(naziv_Opcine)Glamoc       -1.6796643  1.6373856  -1.026 0.305038    
## factor(naziv_Opcine)Gorazde       0.0015935  1.1614350   0.001 0.998905    
## factor(naziv_Opcine)Gracanica     2.0450350  0.9850136   2.076 0.037944 *  
## factor(naziv_Opcine)Grad Mostar   2.2341049  0.9181910   2.433 0.015011 *  
## factor(naziv_Opcine)Gradacac      2.3515573  1.1288151   2.083 0.037296 *  
## factor(naziv_Opcine)Gradiska      2.6388122  1.1727557   2.250 0.024497 *  
## factor(naziv_Opcine)Grude         2.3445542  1.3015411   1.801 0.071721 .  
## factor(naziv_Opcine)I.Ilidza     -1.1183819  1.4923246  -0.749 0.453647    
## factor(naziv_Opcine)Ilidza        1.3224862  1.0570589   1.251 0.210972    
## factor(naziv_Opcine)Ilijas       -0.1113344  1.4198877  -0.078 0.937505    
## factor(naziv_Opcine)Jajce         1.0699867  1.2849869   0.833 0.405074    
## factor(naziv_Opcine)K.Dubica      1.9069067  1.1161326   1.708 0.087623 .  
## factor(naziv_Opcine)Kakanj        0.6210636  0.9942969   0.625 0.532252    
## factor(naziv_Opcine)Kalesija      2.1688366  1.1922562   1.819 0.068971 .  
## factor(naziv_Opcine)Kiseljak      2.5610159  1.1232287   2.280 0.022657 *  
## factor(naziv_Opcine)Kladanj       1.7890376  1.4889809   1.202 0.229622    
## factor(naziv_Opcine)Kljuc         0.3938509  1.2836799   0.307 0.759001    
## factor(naziv_Opcine)Knezevo       1.2079207  1.4535347   0.831 0.406011    
## factor(naziv_Opcine)Konjic        0.3448940  1.0664296   0.323 0.746402    
## factor(naziv_Opcine)Kotor Varos   1.4188179  1.3902621   1.021 0.307535    
## factor(naziv_Opcine)Kresevo       2.2808373  1.4267818   1.599 0.109991    
## factor(naziv_Opcine)Laktasi       2.5866163  1.0888294   2.376 0.017568 *  
## factor(naziv_Opcine)Livno         0.5201868  1.2657953   0.411 0.681127    
## factor(naziv_Opcine)Lopare        2.2924223  1.1982650   1.913 0.055805 .  
## factor(naziv_Opcine)Lukavac       2.3005171  1.0772678   2.136 0.032780 *  
## factor(naziv_Opcine)Ljubuski      3.4284704  1.2189041   2.813 0.004936 ** 
## factor(naziv_Opcine)Maglaj        0.4750288  1.0970659   0.433 0.665039    
## factor(naziv_Opcine)Modrica       1.2462666  1.1349184   1.098 0.272222    
## factor(naziv_Opcine)N.G.Sarajevo  1.3790051  0.9219832   1.496 0.134813    
## factor(naziv_Opcine)N.Gorazde     3.4889069  1.6342056   2.135 0.032828 *  
## factor(naziv_Opcine)N.Sarajevo   -0.0011995  1.0627532  -0.001 0.999100    
## factor(naziv_Opcine)N.Travnik     0.4478608  1.0581746   0.423 0.672144    
## factor(naziv_Opcine)Nevesinje     1.2430903  1.5826123   0.785 0.432226    
## factor(naziv_Opcine)Novi Grad    -0.7489409  1.0647671  -0.703 0.481857    
## factor(naziv_Opcine)Orasje        2.5169598  1.2276676   2.050 0.040411 *  
## factor(naziv_Opcine)Pale         -0.9703708  1.3042027  -0.744 0.456900    
## factor(naziv_Opcine)Posusje       2.3270904  1.4877399   1.564 0.117855    
## factor(naziv_Opcine)Prijedor      1.7636379  0.9824622   1.795 0.072710 .  
## factor(naziv_Opcine)Prnjavor      2.2442139  1.1197573   2.004 0.045117 *  
## factor(naziv_Opcine)Prozor       -0.2844668  1.5907595  -0.179 0.858085    
## factor(naziv_Opcine)Ribnik        0.0997398  1.4579419   0.068 0.945462    
## factor(naziv_Opcine)Rogatica     -1.2514835  1.4543868  -0.860 0.389572    
## factor(naziv_Opcine)Rudo          1.3913395  1.3938768   0.998 0.318253    
## factor(naziv_Opcine)S.Brijeg      2.9709036  1.1223792   2.647 0.008154 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.5410571  1.1251841   1.370 0.170888    
## factor(naziv_Opcine)Samac         1.3948388  1.0518278   1.326 0.184880    
## factor(naziv_Opcine)Sanski Most   1.9652881  0.9941105   1.977 0.048118 *  
## factor(naziv_Opcine)Sokolac      -1.0855168  1.5821773  -0.686 0.492696    
## factor(naziv_Opcine)Srbac         2.2763920  1.3209234   1.723 0.084906 .  
## factor(naziv_Opcine)Srebrenik     0.2692335  1.0032846   0.268 0.788442    
## factor(naziv_Opcine)Stolac        2.9820953  1.5775364   1.890 0.058784 .  
## factor(naziv_Opcine)Tesanj        1.4966708  1.0256224   1.459 0.144567    
## factor(naziv_Opcine)Teslic        0.8173838  1.1720547   0.697 0.485597    
## factor(naziv_Opcine)Tomislavgrad  2.7878164  1.3255082   2.103 0.035510 *  
## factor(naziv_Opcine)Travnik       2.2391334  0.9581216   2.337 0.019488 *  
## factor(naziv_Opcine)Trebinje      0.2875894  1.1477389   0.251 0.802159    
## factor(naziv_Opcine)Tuzla         1.3395042  0.9486195   1.412 0.158012    
## factor(naziv_Opcine)Ugljevik      1.9105919  1.3626919   1.402 0.160972    
## factor(naziv_Opcine)V.Kladusa     1.6292295  1.0613643   1.535 0.124855    
## factor(naziv_Opcine)Visegrad     -2.4244318  1.5330364  -1.581 0.113853    
## factor(naziv_Opcine)Visoko        1.4946064  1.0530279   1.419 0.155878    
## factor(naziv_Opcine)Vitez         1.3778560  1.0712191   1.286 0.198431    
## factor(naziv_Opcine)Vlasenica     0.7174271  1.3919040   0.515 0.606282    
## factor(naziv_Opcine)Vogosca       2.0373085  1.3025073   1.564 0.117863    
## factor(naziv_Opcine)Zavidovici   -0.4784494  1.0389110  -0.461 0.645161    
## factor(naziv_Opcine)Zenica        0.0070139  0.9192454   0.008 0.993913    
## factor(naziv_Opcine)Zepce         1.2468975  1.6418915   0.759 0.447642    
## factor(naziv_Opcine)Zivinice      2.5370170  0.9851752   2.575 0.010054 *  
## factor(naziv_Opcine)Zvornik       1.2951115  1.0391965   1.246 0.212741    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.402 on 3979 degrees of freedom
## Multiple R-squared:  0.1507, Adjusted R-squared:  0.1259 
## F-statistic: 6.087 on 116 and 3979 DF,  p-value: < 2.2e-16
#32 je sign opstina sa 15.06 r2 level 90%

DODATNE PROBE MODELI

dodatne probe modeli

model koji je kao prvi ali bez ncomp1 jer je autocorelacija sa broj onih koji rade tako da bih uzela ili jedan ili drugi

ali prvo uradti corelation of identp vari.

library(polycor)
## Warning: package 'polycor' was built under R version 4.3.3
polychor(hbs.transport.drop.1$Sex_1, hbs.transport.drop.1$Sex_2) #0.9
## [1] -0.9296735
cor.test(hbs.transport.drop.1$Age_1, hbs.transport.drop.1$Age_2) #0.6
## 
##  Pearson's product-moment correlation
## 
## data:  hbs.transport.drop.1$Age_1 and hbs.transport.drop.1$Age_2
## t = 52.081, df = 3882, p-value < 2.2e-16
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
##  0.6224508 0.6594946
## sample estimates:
##       cor 
## 0.6413463
#IPAK Age_2 i Sex_2 ne stavljam radi high correlation
library(polycor)
polychor (hbs.transport.drop.1$ncomp, hbs.transport.drop.1$n.employ)
## [1] 0.3791869
#0.379 nije visoka i stavicu ih u model
#dodala sam samo Sex u odnosu na gornji
p1 <- lm (log(mj.trans.AM + 0.0001) ~ factor(Sex_1) + factor(Activ.1) + factor(Educ.1) + as.numeric(Age_1) + as.numeric(Age_1^2) + factor(n.employ) + factor(ncomp) +factor (naziv_Opcine), data = hbs.transport.drop.1)
summary(p1)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Activ.1) + 
##     factor(Educ.1) + as.numeric(Age_1) + as.numeric(Age_1^2) + 
##     factor(n.employ) + factor(ncomp) + factor(naziv_Opcine), 
##     data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -14.0968  -0.3842   1.1009   2.4205   9.0271 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.911e+00  1.369e+00  -2.857 0.004303 ** 
## factor(Sex_1)2                   -6.321e-01  2.114e-01  -2.989 0.002813 ** 
## factor(Activ.1)0                 -5.876e-01  1.751e-01  -3.357 0.000796 ***
## factor(Educ.1)no elementary      -2.109e-01  5.875e-01  -0.359 0.719610    
## factor(Educ.1)elementary          1.680e-01  5.160e-01   0.326 0.744715    
## factor(Educ.1)high schl           1.131e+00  5.191e-01   2.178 0.029440 *  
## factor(Educ.1)college             1.685e+00  6.197e-01   2.719 0.006578 ** 
## factor(Educ.1)university          1.898e+00  5.627e-01   3.372 0.000753 ***
## as.numeric(Age_1)                 1.074e-02  4.021e-02   0.267 0.789425    
## as.numeric(Age_1^2)               2.502e-06  3.868e-04   0.006 0.994840    
## factor(n.employ)two               7.222e-01  1.607e-01   4.495 7.14e-06 ***
## factor(n.employ)three and more    9.932e-01  2.919e-01   3.403 0.000673 ***
## factor(ncomp)2                    2.070e+00  3.588e-01   5.769 8.56e-09 ***
## factor(ncomp)3                    3.180e+00  3.561e-01   8.930  < 2e-16 ***
## factor(ncomp)4                    3.986e+00  3.531e-01  11.289  < 2e-16 ***
## factor(ncomp)5                    4.050e+00  3.813e-01  10.622  < 2e-16 ***
## factor(ncomp)6                    4.385e+00  4.377e-01  10.018  < 2e-16 ***
## factor(ncomp)7                    4.846e+00  6.041e-01   8.022 1.35e-15 ***
## factor(ncomp)8                    2.369e+00  9.059e-01   2.615 0.008961 ** 
## factor(ncomp)9                    5.163e+00  1.532e+00   3.370 0.000759 ***
## factor(ncomp)10                   7.048e+00  2.270e+00   3.105 0.001919 ** 
## factor(ncomp)11                   6.229e+00  2.263e+00   2.752 0.005951 ** 
## factor(ncomp)13                   2.860e+00  4.443e+00   0.644 0.519758    
## factor(naziv_Opcine)B.Petrovac   -2.344e+00  1.574e+00  -1.490 0.136384    
## factor(naziv_Opcine)Banovici      2.595e+00  1.250e+00   2.076 0.037941 *  
## factor(naziv_Opcine)Banja Luka    1.930e+00  9.031e-01   2.137 0.032633 *  
## factor(naziv_Opcine)Bihac         2.610e+00  9.993e-01   2.612 0.009031 ** 
## factor(naziv_Opcine)Bijeljina     1.874e-01  9.114e-01   0.206 0.837139    
## factor(naziv_Opcine)Bratunac      1.871e+00  1.573e+00   1.189 0.234543    
## factor(naziv_Opcine)Brcko         2.073e+00  8.919e-01   2.324 0.020174 *  
## factor(naziv_Opcine)Breza        -7.793e-01  1.486e+00  -0.524 0.600041    
## factor(naziv_Opcine)Brod          6.663e-01  1.268e+00   0.526 0.599255    
## factor(naziv_Opcine)Bugojno       5.486e-01  1.032e+00   0.531 0.595161    
## factor(naziv_Opcine)Busovaca      2.885e+00  1.220e+00   2.366 0.018035 *  
## factor(naziv_Opcine)Buzim         1.056e+00  1.572e+00   0.672 0.501816    
## factor(naziv_Opcine)C.Sarajevo    8.736e-01  1.042e+00   0.838 0.401820    
## factor(naziv_Opcine)Capljina      3.199e+00  1.275e+00   2.509 0.012145 *  
## factor(naziv_Opcine)Cazin         1.267e+00  1.021e+00   1.242 0.214425    
## factor(naziv_Opcine)Celic         5.165e-01  1.574e+00   0.328 0.742819    
## factor(naziv_Opcine)Celinac       2.035e+00  1.573e+00   1.293 0.195940    
## factor(naziv_Opcine)Citluk        3.322e+00  1.254e+00   2.649 0.008110 ** 
## factor(naziv_Opcine)D.Vakuf       1.551e+00  1.136e+00   1.365 0.172392    
## factor(naziv_Opcine)Derventa      1.037e+00  1.186e+00   0.875 0.381877    
## factor(naziv_Opcine)Doboj         1.558e+00  1.035e+00   1.505 0.132444    
## factor(naziv_Opcine)Doboj-Istok   3.070e+00  1.524e+00   2.015 0.043997 *  
## factor(naziv_Opcine)Drvar        -4.833e-01  1.488e+00  -0.325 0.745450    
## factor(naziv_Opcine)Foca - RS     1.559e+00  1.282e+00   1.216 0.224175    
## factor(naziv_Opcine)Fojnica       2.785e+00  1.389e+00   2.005 0.045060 *  
## factor(naziv_Opcine)G.Vakuf       2.098e+00  1.221e+00   1.719 0.085651 .  
## factor(naziv_Opcine)Gacko        -1.755e-01  1.319e+00  -0.133 0.894122    
## factor(naziv_Opcine)Glamoc       -1.317e+00  1.635e+00  -0.806 0.420571    
## factor(naziv_Opcine)Gorazde       2.304e-01  1.159e+00   0.199 0.842481    
## factor(naziv_Opcine)Gracanica     2.224e+00  9.833e-01   2.262 0.023776 *  
## factor(naziv_Opcine)Grad Mostar   2.366e+00  9.163e-01   2.582 0.009859 ** 
## factor(naziv_Opcine)Gradacac      2.393e+00  1.126e+00   2.125 0.033644 *  
## factor(naziv_Opcine)Gradiska      2.785e+00  1.170e+00   2.380 0.017368 *  
## factor(naziv_Opcine)Grude         2.389e+00  1.298e+00   1.840 0.065771 .  
## factor(naziv_Opcine)I.Ilidza     -8.935e-01  1.489e+00  -0.600 0.548591    
## factor(naziv_Opcine)Ilidza        1.534e+00  1.055e+00   1.453 0.146231    
## factor(naziv_Opcine)Ilijas        4.214e-02  1.417e+00   0.030 0.976269    
## factor(naziv_Opcine)Jajce         1.230e+00  1.282e+00   0.959 0.337426    
## factor(naziv_Opcine)K.Dubica      2.030e+00  1.114e+00   1.823 0.068424 .  
## factor(naziv_Opcine)Kakanj        6.993e-01  9.918e-01   0.705 0.480820    
## factor(naziv_Opcine)Kalesija      2.356e+00  1.190e+00   1.980 0.047798 *  
## factor(naziv_Opcine)Kiseljak      2.731e+00  1.121e+00   2.437 0.014866 *  
## factor(naziv_Opcine)Kladanj       1.916e+00  1.485e+00   1.290 0.197092    
## factor(naziv_Opcine)Kljuc         6.396e-01  1.281e+00   0.499 0.617732    
## factor(naziv_Opcine)Knezevo       1.212e+00  1.450e+00   0.836 0.403268    
## factor(naziv_Opcine)Konjic        4.785e-01  1.064e+00   0.450 0.652953    
## factor(naziv_Opcine)Kotor Varos   1.447e+00  1.387e+00   1.044 0.296728    
## factor(naziv_Opcine)Kresevo       2.245e+00  1.423e+00   1.578 0.114744    
## factor(naziv_Opcine)Laktasi       2.486e+00  1.086e+00   2.289 0.022129 *  
## factor(naziv_Opcine)Livno         4.975e-01  1.262e+00   0.394 0.693586    
## factor(naziv_Opcine)Lopare        2.564e+00  1.198e+00   2.140 0.032382 *  
## factor(naziv_Opcine)Lukavac       2.400e+00  1.075e+00   2.233 0.025584 *  
## factor(naziv_Opcine)Ljubuski      3.489e+00  1.216e+00   2.870 0.004129 ** 
## factor(naziv_Opcine)Maglaj        5.638e-01  1.095e+00   0.515 0.606516    
## factor(naziv_Opcine)Modrica       1.494e+00  1.133e+00   1.318 0.187463    
## factor(naziv_Opcine)N.G.Sarajevo  1.543e+00  9.202e-01   1.677 0.093623 .  
## factor(naziv_Opcine)N.Gorazde     3.871e+00  1.632e+00   2.372 0.017755 *  
## factor(naziv_Opcine)N.Sarajevo    1.493e-01  1.061e+00   0.141 0.888067    
## factor(naziv_Opcine)N.Travnik     6.603e-01  1.056e+00   0.625 0.532023    
## factor(naziv_Opcine)Nevesinje     1.429e+00  1.579e+00   0.905 0.365505    
## factor(naziv_Opcine)Novi Grad    -6.506e-01  1.062e+00  -0.613 0.540212    
## factor(naziv_Opcine)Orasje        2.715e+00  1.225e+00   2.216 0.026723 *  
## factor(naziv_Opcine)Pale         -8.615e-01  1.301e+00  -0.662 0.507922    
## factor(naziv_Opcine)Posusje       2.371e+00  1.484e+00   1.598 0.110131    
## factor(naziv_Opcine)Prijedor      1.911e+00  9.804e-01   1.949 0.051377 .  
## factor(naziv_Opcine)Prnjavor      2.271e+00  1.117e+00   2.033 0.042100 *  
## factor(naziv_Opcine)Prozor       -1.118e-01  1.587e+00  -0.070 0.943857    
## factor(naziv_Opcine)Ribnik        3.147e-01  1.455e+00   0.216 0.828765    
## factor(naziv_Opcine)Rogatica     -1.134e+00  1.451e+00  -0.782 0.434487    
## factor(naziv_Opcine)Rudo          1.474e+00  1.390e+00   1.060 0.289111    
## factor(naziv_Opcine)S.Brijeg      3.146e+00  1.120e+00   2.809 0.004996 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.706e+00  1.123e+00   1.520 0.128695    
## factor(naziv_Opcine)Samac         1.458e+00  1.049e+00   1.390 0.164613    
## factor(naziv_Opcine)Sanski Most   2.063e+00  9.921e-01   2.079 0.037670 *  
## factor(naziv_Opcine)Sokolac      -7.673e-01  1.580e+00  -0.486 0.627165    
## factor(naziv_Opcine)Srbac         2.184e+00  1.318e+00   1.658 0.097470 .  
## factor(naziv_Opcine)Srebrenik     2.289e-01  1.001e+00   0.229 0.819076    
## factor(naziv_Opcine)Stolac        3.214e+00  1.574e+00   2.042 0.041236 *  
## factor(naziv_Opcine)Tesanj        1.502e+00  1.023e+00   1.468 0.142173    
## factor(naziv_Opcine)Teslic        9.106e-01  1.169e+00   0.779 0.436147    
## factor(naziv_Opcine)Tomislavgrad  2.768e+00  1.322e+00   2.094 0.036316 *  
## factor(naziv_Opcine)Travnik       2.267e+00  9.556e-01   2.372 0.017723 *  
## factor(naziv_Opcine)Trebinje      4.747e-01  1.145e+00   0.414 0.678553    
## factor(naziv_Opcine)Tuzla         1.523e+00  9.470e-01   1.608 0.107890    
## factor(naziv_Opcine)Ugljevik      1.932e+00  1.360e+00   1.421 0.155522    
## factor(naziv_Opcine)V.Kladusa     1.659e+00  1.059e+00   1.568 0.117073    
## factor(naziv_Opcine)Visegrad     -2.115e+00  1.531e+00  -1.382 0.167053    
## factor(naziv_Opcine)Visoko        1.681e+00  1.051e+00   1.600 0.109781    
## factor(naziv_Opcine)Vitez         1.551e+00  1.069e+00   1.451 0.146855    
## factor(naziv_Opcine)Vlasenica     7.641e-01  1.388e+00   0.550 0.582109    
## factor(naziv_Opcine)Vogosca       2.157e+00  1.299e+00   1.660 0.096996 .  
## factor(naziv_Opcine)Zavidovici   -3.540e-01  1.037e+00  -0.341 0.732755    
## factor(naziv_Opcine)Zenica        1.403e-01  9.173e-01   0.153 0.878424    
## factor(naziv_Opcine)Zepce         1.391e+00  1.638e+00   0.849 0.395911    
## factor(naziv_Opcine)Zivinice      2.679e+00  9.831e-01   2.726 0.006447 ** 
## factor(naziv_Opcine)Zvornik       1.303e+00  1.037e+00   1.257 0.208946    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.391 on 3977 degrees of freedom
## Multiple R-squared:  0.1556, Adjusted R-squared:  0.1305 
## F-statistic: 6.209 on 118 and 3977 DF,  p-value: < 2.2e-16
#ovaj model ima 32 sign munici for level 90 a r2 je 15,5
#do sad najvise
#prethodni bez Active
p3 <- lm (log(mj.trans.AM + 0.0001) ~ factor(Sex_1) + factor(Educ.1) + as.numeric(Age_1) + as.numeric(Age_1^2) + n.employ + factor (ncomp) +factor (naziv_Opcine), data = hbs.transport.drop.1)
summary(p3)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ.1) + 
##     as.numeric(Age_1) + as.numeric(Age_1^2) + n.employ + factor(ncomp) + 
##     factor(naziv_Opcine), data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -14.0028  -0.3495   1.1168   2.4356   9.2279 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.8954052  1.3707592  -2.842 0.004509 ** 
## factor(Sex_1)2                   -0.7153553  0.2102541  -3.402 0.000675 ***
## factor(Educ.1)no elementary      -0.2157814  0.5882345  -0.367 0.713766    
## factor(Educ.1)elementary          0.1226570  0.5165056   0.237 0.812301    
## factor(Educ.1)high schl           1.1431621  0.5197518   2.199 0.027904 *  
## factor(Educ.1)college             1.7517759  0.6201337   2.825 0.004754 ** 
## factor(Educ.1)university          2.0015860  0.5626192   3.558 0.000379 ***
## as.numeric(Age_1)                 0.0187362  0.0401876   0.466 0.641084    
## as.numeric(Age_1^2)              -0.0001659  0.0003840  -0.432 0.665757    
## n.employtwo                       0.8055313  0.1589275   5.069 4.19e-07 ***
## n.employthree and more            1.1479807  0.2885794   3.978 7.07e-05 ***
## factor(ncomp)2                    1.9698059  0.3579878   5.502 3.98e-08 ***
## factor(ncomp)3                    3.0272983  0.3536430   8.560  < 2e-16 ***
## factor(ncomp)4                    3.8427804  0.3509425  10.950  < 2e-16 ***
## factor(ncomp)5                    3.8727749  0.3780829  10.243  < 2e-16 ***
## factor(ncomp)6                    4.1626616  0.4332168   9.609  < 2e-16 ***
## factor(ncomp)7                    4.6347793  0.6015785   7.704 1.65e-14 ***
## factor(ncomp)8                    2.0819172  0.9030312   2.305 0.021191 *  
## factor(ncomp)9                    5.0479734  1.5336659   3.291 0.001005 ** 
## factor(ncomp)10                   6.7716265  2.2715639   2.981 0.002890 ** 
## factor(ncomp)11                   5.9604844  2.2648179   2.632 0.008527 ** 
## factor(ncomp)13                   2.6381252  4.4479214   0.593 0.553138    
## factor(naziv_Opcine)B.Petrovac   -2.2841383  1.5756968  -1.450 0.147247    
## factor(naziv_Opcine)Banovici      2.5639664  1.2515314   2.049 0.040561 *  
## factor(naziv_Opcine)Banja Luka    1.8331743  0.9038397   2.028 0.042606 *  
## factor(naziv_Opcine)Bihac         2.5181170  1.0002282   2.518 0.011857 *  
## factor(naziv_Opcine)Bijeljina     0.1842410  0.9125933   0.202 0.840015    
## factor(naziv_Opcine)Bratunac      1.9663815  1.5750807   1.248 0.211946    
## factor(naziv_Opcine)Brcko         1.9818226  0.8926357   2.220 0.026462 *  
## factor(naziv_Opcine)Breza        -0.7466327  1.4880979  -0.502 0.615881    
## factor(naziv_Opcine)Brod          0.7292550  1.2693082   0.575 0.565642    
## factor(naziv_Opcine)Bugojno       0.3682394  1.0322304   0.357 0.721304    
## factor(naziv_Opcine)Busovaca      2.8495927  1.2211384   2.334 0.019669 *  
## factor(naziv_Opcine)Buzim         1.0044741  1.5743522   0.638 0.523495    
## factor(naziv_Opcine)C.Sarajevo    0.7669969  1.0428123   0.736 0.462073    
## factor(naziv_Opcine)Capljina      3.0718403  1.2760720   2.407 0.016118 *  
## factor(naziv_Opcine)Cazin         1.2440195  1.0218385   1.217 0.223512    
## factor(naziv_Opcine)Celic         0.5763739  1.5760157   0.366 0.714597    
## factor(naziv_Opcine)Celinac       2.0076634  1.5754537   1.274 0.202617    
## factor(naziv_Opcine)Citluk        3.2539847  1.2557739   2.591 0.009599 ** 
## factor(naziv_Opcine)D.Vakuf       1.3147792  1.1357747   1.158 0.247094    
## factor(naziv_Opcine)Derventa      1.0861985  1.1871626   0.915 0.360272    
## factor(naziv_Opcine)Doboj         1.4752349  1.0364090   1.423 0.154696    
## factor(naziv_Opcine)Doboj-Istok   2.9104456  1.5249964   1.908 0.056399 .  
## factor(naziv_Opcine)Drvar        -0.5441866  1.4902925  -0.365 0.715016    
## factor(naziv_Opcine)Foca - RS     1.4504957  1.2837108   1.130 0.258576    
## factor(naziv_Opcine)Fojnica       2.6243272  1.3903136   1.888 0.059155 .  
## factor(naziv_Opcine)G.Vakuf       1.9178077  1.2209150   1.571 0.116310    
## factor(naziv_Opcine)Gacko        -0.1128471  1.3203974  -0.085 0.931896    
## factor(naziv_Opcine)Glamoc       -1.5495627  1.6356610  -0.947 0.343512    
## factor(naziv_Opcine)Gorazde       0.1343960  1.1605512   0.116 0.907814    
## factor(naziv_Opcine)Gracanica     2.0890642  0.9837922   2.123 0.033775 *  
## factor(naziv_Opcine)Grad Mostar   2.3247605  0.9173602   2.534 0.011309 *  
## factor(naziv_Opcine)Gradacac      2.3014182  1.1274142   2.041 0.041284 *  
## factor(naziv_Opcine)Gradiska      2.6578881  1.1712136   2.269 0.023301 *  
## factor(naziv_Opcine)Grude         2.3699088  1.2998362   1.823 0.068343 .  
## factor(naziv_Opcine)I.Ilidza     -1.0720645  1.4904075  -0.719 0.471992    
## factor(naziv_Opcine)Ilidza        1.4130455  1.0559924   1.338 0.180934    
## factor(naziv_Opcine)Ilijas        0.0026093  1.4183999   0.002 0.998532    
## factor(naziv_Opcine)Jajce         1.1006039  1.2833142   0.858 0.391151    
## factor(naziv_Opcine)K.Dubica      1.9871340  1.1149016   1.782 0.074770 .  
## factor(naziv_Opcine)Kakanj        0.6543844  0.9930264   0.659 0.509947    
## factor(naziv_Opcine)Kalesija      2.1885279  1.1906889   1.838 0.066132 .  
## factor(naziv_Opcine)Kiseljak      2.6231503  1.1218876   2.338 0.019428 *  
## factor(naziv_Opcine)Kladanj       1.8601669  1.4871530   1.251 0.211072    
## factor(naziv_Opcine)Kljuc         0.5541974  1.2828433   0.432 0.665760    
## factor(naziv_Opcine)Knezevo       1.1896983  1.4516167   0.820 0.412512    
## factor(naziv_Opcine)Konjic        0.3831562  1.0650745   0.360 0.719056    
## factor(naziv_Opcine)Kotor Varos   1.4130934  1.3884192   1.018 0.308848    
## factor(naziv_Opcine)Kresevo       2.2474188  1.4249233   1.577 0.114824    
## factor(naziv_Opcine)Laktasi       2.5319208  1.0875041   2.328 0.019952 *  
## factor(naziv_Opcine)Livno         0.5144384  1.2641176   0.407 0.684063    
## factor(naziv_Opcine)Lopare        2.2990177  1.1966773   1.921 0.054782 .  
## factor(naziv_Opcine)Lukavac       2.3503414  1.0759387   2.184 0.028987 *  
## factor(naziv_Opcine)Ljubuski      3.4973887  1.2174560   2.873 0.004091 ** 
## factor(naziv_Opcine)Maglaj        0.4614424  1.0956181   0.421 0.673653    
## factor(naziv_Opcine)Modrica       1.3420003  1.1337623   1.184 0.236614    
## factor(naziv_Opcine)N.G.Sarajevo  1.4723037  0.9211686   1.598 0.110056    
## factor(naziv_Opcine)N.Gorazde     3.6187069  1.6324840   2.217 0.026701 *  
## factor(naziv_Opcine)N.Sarajevo    0.1184439  1.0619260   0.112 0.911196    
## factor(naziv_Opcine)N.Travnik     0.5159557  1.0569606   0.488 0.625470    
## factor(naziv_Opcine)Nevesinje     1.2616899  1.5805227   0.798 0.424759    
## factor(naziv_Opcine)Novi Grad    -0.7033111  1.0634394  -0.661 0.508423    
## factor(naziv_Opcine)Orasje        2.6108711  1.2263500   2.129 0.033317 *  
## factor(naziv_Opcine)Pale         -0.8946577  1.3026630  -0.687 0.492254    
## factor(naziv_Opcine)Posusje       2.3410481  1.4857723   1.576 0.115187    
## factor(naziv_Opcine)Prijedor      1.8407802  0.9814211   1.876 0.060780 .  
## factor(naziv_Opcine)Prnjavor      2.2472098  1.1182724   2.010 0.044548 *  
## factor(naziv_Opcine)Prozor       -0.2411571  1.5887007  -0.152 0.879356    
## factor(naziv_Opcine)Ribnik        0.1874003  1.4562362   0.129 0.897611    
## factor(naziv_Opcine)Rogatica     -1.1364997  1.4528510  -0.782 0.434111    
## factor(naziv_Opcine)Rudo          1.4487043  1.3921302   1.041 0.298107    
## factor(naziv_Opcine)S.Brijeg      3.0645697  1.1212286   2.733 0.006299 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.6548032  1.1241890   1.472 0.141101    
## factor(naziv_Opcine)Samac         1.4152199  1.0504499   1.347 0.177976    
## factor(naziv_Opcine)Sanski Most   2.0832708  0.9933974   2.097 0.036046 *  
## factor(naziv_Opcine)Sokolac      -0.8881460  1.5811433  -0.562 0.574344    
## factor(naziv_Opcine)Srbac         2.2403095  1.3192141   1.698 0.089545 .  
## factor(naziv_Opcine)Srebrenik     0.2610489  1.0019568   0.261 0.794461    
## factor(naziv_Opcine)Stolac        3.1243251  1.5759986   1.982 0.047499 *  
## factor(naziv_Opcine)Tesanj        1.4711862  1.0242895   1.436 0.150996    
## factor(naziv_Opcine)Teslic        0.8237900  1.1705017   0.704 0.481603    
## factor(naziv_Opcine)Tomislavgrad  2.7688214  1.3237620   2.092 0.036535 *  
## factor(naziv_Opcine)Travnik       2.2484257  0.9568547   2.350 0.018832 *  
## factor(naziv_Opcine)Trebinje      0.3756379  1.1465087   0.328 0.743204    
## factor(naziv_Opcine)Tuzla         1.3988222  0.9475217   1.476 0.139944    
## factor(naziv_Opcine)Ugljevik      1.8214330  1.3611368   1.338 0.180917    
## factor(naziv_Opcine)V.Kladusa     1.6293368  1.0599566   1.537 0.124330    
## factor(naziv_Opcine)Visegrad     -2.1995082  1.5324297  -1.435 0.151278    
## factor(naziv_Opcine)Visoko        1.5600325  1.0518071   1.483 0.138102    
## factor(naziv_Opcine)Vitez         1.4216063  1.0698756   1.329 0.184004    
## factor(naziv_Opcine)Vlasenica     0.7929226  1.3902350   0.570 0.568472    
## factor(naziv_Opcine)Vogosca       2.0552578  1.3007905   1.580 0.114185    
## factor(naziv_Opcine)Zavidovici   -0.4410271  1.0375914  -0.425 0.670824    
## factor(naziv_Opcine)Zenica        0.0837421  0.9183032   0.091 0.927344    
## factor(naziv_Opcine)Zepce         1.2505237  1.6397142   0.763 0.445719    
## factor(naziv_Opcine)Zivinice      2.6034920  0.9840625   2.646 0.008185 ** 
## factor(naziv_Opcine)Zvornik       1.2723267  1.0378398   1.226 0.220295    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.396 on 3978 degrees of freedom
## Multiple R-squared:  0.1532, Adjusted R-squared:  0.1283 
## F-statistic:  6.15 on 117 and 3978 DF,  p-value: < 2.2e-16
#ovaj ima 32 sign munici ali 15,3 r2 for 90 ali je manji broj opcina 
#prethodni sa Active bez Age jer je Age non sig
p2 <- lm (log(mj.trans.AM + 0.0001) ~ factor (Sex_1)+ factor(Educ.1) + factor (Activ.1) + n.employ + factor (ncomp) +factor (naziv_Opcine), data = hbs.transport.drop.1) 
summary(p2)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ.1) + 
##     factor(Activ.1) + n.employ + factor(ncomp) + factor(naziv_Opcine), 
##     data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -14.0126  -0.3861   1.1226   2.4137   9.0558 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.27990    0.96872  -3.386 0.000717 ***
## factor(Sex_1)2                   -0.63504    0.21140  -3.004 0.002681 ** 
## factor(Educ.1)no elementary      -0.23136    0.58421  -0.396 0.692117    
## factor(Educ.1)elementary          0.03278    0.49049   0.067 0.946714    
## factor(Educ.1)high schl           0.95736    0.48481   1.975 0.048371 *  
## factor(Educ.1)college             1.54963    0.59766   2.593 0.009553 ** 
## factor(Educ.1)university          1.72031    0.53542   3.213 0.001324 ** 
## factor(Activ.1)0                 -0.48786    0.16055  -3.039 0.002392 ** 
## n.employtwo                       0.73477    0.16029   4.584 4.70e-06 ***
## n.employthree and more            1.04832    0.28856   3.633 0.000284 ***
## factor(ncomp)2                    2.11762    0.35737   5.926 3.37e-09 ***
## factor(ncomp)3                    3.20186    0.35576   9.000  < 2e-16 ***
## factor(ncomp)4                    3.97763    0.35278  11.275  < 2e-16 ***
## factor(ncomp)5                    4.05005    0.38098  10.631  < 2e-16 ***
## factor(ncomp)6                    4.39520    0.43762  10.043  < 2e-16 ***
## factor(ncomp)7                    4.88347    0.60360   8.091 7.82e-16 ***
## factor(ncomp)8                    2.39672    0.90554   2.647 0.008160 ** 
## factor(ncomp)9                    5.23364    1.53107   3.418 0.000637 ***
## factor(ncomp)10                   7.14030    2.26881   3.147 0.001661 ** 
## factor(ncomp)11                   6.17388    2.26299   2.728 0.006396 ** 
## factor(ncomp)13                   2.78441    4.44255   0.627 0.530854    
## factor(naziv_Opcine)B.Petrovac   -2.28933    1.57323  -1.455 0.145701    
## factor(naziv_Opcine)Banovici      2.59664    1.24920   2.079 0.037715 *  
## factor(naziv_Opcine)Banja Luka    1.95396    0.90066   2.169 0.030106 *  
## factor(naziv_Opcine)Bihac         2.64195    0.99816   2.647 0.008157 ** 
## factor(naziv_Opcine)Bijeljina     0.23776    0.90897   0.262 0.793670    
## factor(naziv_Opcine)Bratunac      1.90581    1.57304   1.212 0.225759    
## factor(naziv_Opcine)Brcko         2.09072    0.89052   2.348 0.018935 *  
## factor(naziv_Opcine)Breza        -0.72278    1.48534  -0.487 0.626563    
## factor(naziv_Opcine)Brod          0.69952    1.26585   0.553 0.580564    
## factor(naziv_Opcine)Bugojno       0.55043    1.02992   0.534 0.593069    
## factor(naziv_Opcine)Busovaca      2.89355    1.21918   2.373 0.017675 *  
## factor(naziv_Opcine)Buzim         0.99890    1.57196   0.635 0.525171    
## factor(naziv_Opcine)C.Sarajevo    0.93881    1.03919   0.903 0.366364    
## factor(naziv_Opcine)Capljina      3.21469    1.27491   2.522 0.011724 *  
## factor(naziv_Opcine)Cazin         1.26398    1.02056   1.239 0.215598    
## factor(naziv_Opcine)Celic         0.56411    1.57203   0.359 0.719736    
## factor(naziv_Opcine)Celinac       2.09228    1.57218   1.331 0.183327    
## factor(naziv_Opcine)Citluk        3.35507    1.25254   2.679 0.007423 ** 
## factor(naziv_Opcine)D.Vakuf       1.53278    1.13565   1.350 0.177190    
## factor(naziv_Opcine)Derventa      1.12887    1.17999   0.957 0.338788    
## factor(naziv_Opcine)Doboj         1.57630    1.03441   1.524 0.127622    
## factor(naziv_Opcine)Doboj-Istok   3.07494    1.52331   2.019 0.043596 *  
## factor(naziv_Opcine)Drvar        -0.39626    1.48646  -0.267 0.789804    
## factor(naziv_Opcine)Foca - RS     1.59382    1.28129   1.244 0.213602    
## factor(naziv_Opcine)Fojnica       2.76709    1.38845   1.993 0.046337 *  
## factor(naziv_Opcine)G.Vakuf       2.10330    1.21903   1.725 0.084536 .  
## factor(naziv_Opcine)Gacko        -0.06710    1.31512  -0.051 0.959309    
## factor(naziv_Opcine)Glamoc       -1.29297    1.63427  -0.791 0.428896    
## factor(naziv_Opcine)Gorazde       0.21054    1.15777   0.182 0.855707    
## factor(naziv_Opcine)Gracanica     2.23753    0.98241   2.278 0.022804 *  
## factor(naziv_Opcine)Grad Mostar   2.42525    0.91280   2.657 0.007917 ** 
## factor(naziv_Opcine)Gradacac      2.39007    1.12545   2.124 0.033760 *  
## factor(naziv_Opcine)Gradiska      2.84286    1.16876   2.432 0.015044 *  
## factor(naziv_Opcine)Grude         2.41217    1.29667   1.860 0.062920 .  
## factor(naziv_Opcine)I.Ilidza     -0.82901    1.48848  -0.557 0.577590    
## factor(naziv_Opcine)Ilidza        1.56380    1.05387   1.484 0.137924    
## factor(naziv_Opcine)Ilijas        0.03523    1.41558   0.025 0.980144    
## factor(naziv_Opcine)Jajce         1.22854    1.28191   0.958 0.337934    
## factor(naziv_Opcine)K.Dubica      2.08118    1.11141   1.873 0.061203 .  
## factor(naziv_Opcine)Kakanj        0.71194    0.99093   0.718 0.472516    
## factor(naziv_Opcine)Kalesija      2.32587    1.18956   1.955 0.050624 .  
## factor(naziv_Opcine)Kiseljak      2.76942    1.11930   2.474 0.013393 *  
## factor(naziv_Opcine)Kladanj       1.93125    1.48433   1.301 0.193301    
## factor(naziv_Opcine)Kljuc         0.64105    1.28090   0.500 0.616769    
## factor(naziv_Opcine)Knezevo       1.26609    1.44884   0.874 0.382246    
## factor(naziv_Opcine)Konjic        0.50379    1.06242   0.474 0.635392    
## factor(naziv_Opcine)Kotor Varos   1.47399    1.38623   1.063 0.287709    
## factor(naziv_Opcine)Kresevo       2.26443    1.42161   1.593 0.111271    
## factor(naziv_Opcine)Laktasi       2.58175    1.08271   2.385 0.017148 *  
## factor(naziv_Opcine)Livno         0.56720    1.26125   0.450 0.652944    
## factor(naziv_Opcine)Lopare        2.57356    1.19634   2.151 0.031521 *  
## factor(naziv_Opcine)Lukavac       2.41888    1.07399   2.252 0.024362 *  
## factor(naziv_Opcine)Ljubuski      3.59209    1.21060   2.967 0.003023 ** 
## factor(naziv_Opcine)Maglaj        0.56479    1.09434   0.516 0.605814    
## factor(naziv_Opcine)Modrica       1.52760    1.13220   1.349 0.177341    
## factor(naziv_Opcine)N.G.Sarajevo  1.56675    0.91767   1.707 0.087844 .  
## factor(naziv_Opcine)N.Gorazde     3.82933    1.63070   2.348 0.018909 *  
## factor(naziv_Opcine)N.Sarajevo    0.22348    1.05731   0.211 0.832616    
## factor(naziv_Opcine)N.Travnik     0.67928    1.05552   0.644 0.519908    
## factor(naziv_Opcine)Nevesinje     1.53253    1.57592   0.972 0.330877    
## factor(naziv_Opcine)Novi Grad    -0.64233    1.05738  -0.607 0.543567    
## factor(naziv_Opcine)Orasje        2.72791    1.22396   2.229 0.025886 *  
## factor(naziv_Opcine)Pale         -0.80212    1.29790  -0.618 0.536601    
## factor(naziv_Opcine)Posusje       2.40663    1.48261   1.623 0.104618    
## factor(naziv_Opcine)Prijedor      1.90442    0.97820   1.947 0.051620 .  
## factor(naziv_Opcine)Prnjavor      2.29271    1.11578   2.055 0.039964 *  
## factor(naziv_Opcine)Prozor       -0.10177    1.58647  -0.064 0.948856    
## factor(naziv_Opcine)Ribnik        0.39453    1.45291   0.272 0.785987    
## factor(naziv_Opcine)Rogatica     -1.10462    1.44996  -0.762 0.446207    
## factor(naziv_Opcine)Rudo          1.53217    1.38835   1.104 0.269835    
## factor(naziv_Opcine)S.Brijeg      3.22438    1.11663   2.888 0.003903 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.74108    1.12156   1.552 0.120654    
## factor(naziv_Opcine)Samac         1.52376    1.04708   1.455 0.145681    
## factor(naziv_Opcine)Sanski Most   2.11416    0.99032   2.135 0.032837 *  
## factor(naziv_Opcine)Sokolac      -0.70119    1.57805  -0.444 0.656820    
## factor(naziv_Opcine)Srbac         2.24444    1.31473   1.707 0.087872 .  
## factor(naziv_Opcine)Srebrenik     0.24415    0.99921   0.244 0.806980    
## factor(naziv_Opcine)Stolac        3.32577    1.57066   2.117 0.034285 *  
## factor(naziv_Opcine)Tesanj        1.51480    1.02194   1.482 0.138344    
## factor(naziv_Opcine)Teslic        0.91484    1.16845   0.783 0.433701    
## factor(naziv_Opcine)Tomislavgrad  2.81667    1.32104   2.132 0.033055 *  
## factor(naziv_Opcine)Travnik       2.29869    0.95433   2.409 0.016054 *  
## factor(naziv_Opcine)Trebinje      0.53480    1.14407   0.467 0.640199    
## factor(naziv_Opcine)Tuzla         1.53085    0.94536   1.619 0.105457    
## factor(naziv_Opcine)Ugljevik      1.95820    1.35951   1.440 0.149842    
## factor(naziv_Opcine)V.Kladusa     1.63186    1.05741   1.543 0.122846    
## factor(naziv_Opcine)Visegrad     -2.09194    1.52940  -1.368 0.171446    
## factor(naziv_Opcine)Visoko        1.70880    1.04980   1.628 0.103659    
## factor(naziv_Opcine)Vitez         1.55543    1.06670   1.458 0.144872    
## factor(naziv_Opcine)Vlasenica     0.77557    1.38731   0.559 0.576164    
## factor(naziv_Opcine)Vogosca       2.20510    1.29855   1.698 0.089561 .  
## factor(naziv_Opcine)Zavidovici   -0.33526    1.03504  -0.324 0.746024    
## factor(naziv_Opcine)Zenica        0.17133    0.91583   0.187 0.851613    
## factor(naziv_Opcine)Zepce         1.38358    1.63722   0.845 0.398120    
## factor(naziv_Opcine)Zivinice      2.68227    0.98207   2.731 0.006337 ** 
## factor(naziv_Opcine)Zvornik       1.34830    1.03528   1.302 0.192871    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.391 on 3979 degrees of freedom
## Multiple R-squared:  0.1551, Adjusted R-squared:  0.1304 
## F-statistic: 6.296 on 116 and 3979 DF,  p-value: < 2.2e-16
#ovaj ima 35 sign munici ali 15.5 r2 for 90 
#prethodni sa ncomp1
p2.n <- lm (log(mj.trans.AM + 0.0001) ~ factor (Sex_1)+ factor(Educ.1) + factor (Activ.1) + n.employ + factor (ncomp1) +factor (naziv_Opcine), data = hbs.transport.drop.1) 
summary(p2.n)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ.1) + 
##     factor(Activ.1) + n.employ + factor(ncomp1) + factor(naziv_Opcine), 
##     data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -14.0162  -0.3858   1.1246   2.4120   9.0566 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.27996    0.96866  -3.386 0.000716 ***
## factor(Sex_1)2                   -0.63547    0.21138  -3.006 0.002661 ** 
## factor(Educ.1)no elementary      -0.22798    0.58415  -0.390 0.696361    
## factor(Educ.1)elementary          0.03410    0.49045   0.070 0.944569    
## factor(Educ.1)high schl           0.95589    0.48478   1.972 0.048700 *  
## factor(Educ.1)college             1.54869    0.59761   2.591 0.009592 ** 
## factor(Educ.1)university          1.71860    0.53538   3.210 0.001338 ** 
## factor(Activ.1)0                 -0.48745    0.16054  -3.036 0.002410 ** 
## n.employtwo                       0.73435    0.16028   4.582 4.75e-06 ***
## n.employthree and more            1.04632    0.28852   3.626 0.000291 ***
## factor(ncomp1)two                 2.11754    0.35734   5.926 3.37e-09 ***
## factor(ncomp1)three               3.20240    0.35573   9.002  < 2e-16 ***
## factor(ncomp1)four                3.97817    0.35276  11.277  < 2e-16 ***
## factor(ncomp1)five                4.05053    0.38096  10.633  < 2e-16 ***
## factor(ncomp1)six                 4.39611    0.43759  10.046  < 2e-16 ***
## factor(ncomp1)seven               4.88352    0.60356   8.091 7.78e-16 ***
## factor(ncomp1)eight               2.39927    0.90548   2.650 0.008087 ** 
## factor(ncomp1)nine                5.23373    1.53097   3.419 0.000636 ***
## factor(ncomp1)ten                 7.14002    2.26866   3.147 0.001660 ** 
## factor(ncomp1)11+                 5.48914    2.02971   2.704 0.006872 ** 
## factor(naziv_Opcine)B.Petrovac   -2.28843    1.57313  -1.455 0.145831    
## factor(naziv_Opcine)Banovici      2.59722    1.24912   2.079 0.037659 *  
## factor(naziv_Opcine)Banja Luka    1.95838    0.90058   2.175 0.029720 *  
## factor(naziv_Opcine)Bihac         2.64225    0.99809   2.647 0.008146 ** 
## factor(naziv_Opcine)Bijeljina     0.23795    0.90891   0.262 0.793495    
## factor(naziv_Opcine)Bratunac      1.90533    1.57294   1.211 0.225844    
## factor(naziv_Opcine)Brcko         2.09090    0.89046   2.348 0.018917 *  
## factor(naziv_Opcine)Breza        -0.72151    1.48524  -0.486 0.627144    
## factor(naziv_Opcine)Brod          0.70003    1.26576   0.553 0.580259    
## factor(naziv_Opcine)Bugojno       0.55063    1.02985   0.535 0.592908    
## factor(naziv_Opcine)Busovaca      2.89431    1.21910   2.374 0.017637 *  
## factor(naziv_Opcine)Buzim         0.99868    1.57186   0.635 0.525237    
## factor(naziv_Opcine)C.Sarajevo    0.94000    1.03912   0.905 0.365724    
## factor(naziv_Opcine)Capljina      3.21520    1.27482   2.522 0.011705 *  
## factor(naziv_Opcine)Cazin         1.26399    1.02049   1.239 0.215564    
## factor(naziv_Opcine)Celic         0.56372    1.57193   0.359 0.719902    
## factor(naziv_Opcine)Celinac       2.09277    1.57208   1.331 0.183196    
## factor(naziv_Opcine)Citluk        3.35579    1.25245   2.679 0.007406 ** 
## factor(naziv_Opcine)D.Vakuf       1.53243    1.13557   1.349 0.177260    
## factor(naziv_Opcine)Derventa      1.12852    1.17991   0.956 0.338907    
## factor(naziv_Opcine)Doboj         1.57723    1.03434   1.525 0.127372    
## factor(naziv_Opcine)Doboj-Istok   3.07496    1.52320   2.019 0.043581 *  
## factor(naziv_Opcine)Drvar        -0.39563    1.48636  -0.266 0.790116    
## factor(naziv_Opcine)Foca - RS     1.59488    1.28120   1.245 0.213267    
## factor(naziv_Opcine)Fojnica       2.76712    1.38836   1.993 0.046320 *  
## factor(naziv_Opcine)G.Vakuf       2.10405    1.21895   1.726 0.084404 .  
## factor(naziv_Opcine)Gacko        -0.06639    1.31504  -0.050 0.959739    
## factor(naziv_Opcine)Glamoc       -1.29228    1.63416  -0.791 0.429112    
## factor(naziv_Opcine)Gorazde       0.21132    1.15769   0.183 0.855169    
## factor(naziv_Opcine)Gracanica     2.23805    0.98235   2.278 0.022763 *  
## factor(naziv_Opcine)Grad Mostar   2.43045    0.91270   2.663 0.007778 ** 
## factor(naziv_Opcine)Gradacac      2.39006    1.12538   2.124 0.033750 *  
## factor(naziv_Opcine)Gradiska      2.84324    1.16868   2.433 0.015024 *  
## factor(naziv_Opcine)Grude         2.41300    1.29658   1.861 0.062812 .  
## factor(naziv_Opcine)I.Ilidza     -0.82911    1.48838  -0.557 0.577521    
## factor(naziv_Opcine)Ilidza        1.56412    1.05380   1.484 0.137816    
## factor(naziv_Opcine)Ilijas        0.03547    1.41549   0.025 0.980007    
## factor(naziv_Opcine)Jajce         1.22843    1.28182   0.958 0.337947    
## factor(naziv_Opcine)K.Dubica      2.08218    1.11134   1.874 0.061061 .  
## factor(naziv_Opcine)Kakanj        0.71241    0.99086   0.719 0.472199    
## factor(naziv_Opcine)Kalesija      2.32582    1.18948   1.955 0.050614 .  
## factor(naziv_Opcine)Kiseljak      2.77048    1.11922   2.475 0.013352 *  
## factor(naziv_Opcine)Kladanj       1.93213    1.48423   1.302 0.193068    
## factor(naziv_Opcine)Kljuc         0.64149    1.28081   0.501 0.616507    
## factor(naziv_Opcine)Knezevo       1.26667    1.44875   0.874 0.381997    
## factor(naziv_Opcine)Konjic        0.50395    1.06235   0.474 0.635262    
## factor(naziv_Opcine)Kotor Varos   1.47418    1.38614   1.064 0.287612    
## factor(naziv_Opcine)Kresevo       2.26622    1.42152   1.594 0.110965    
## factor(naziv_Opcine)Laktasi       2.58196    1.08264   2.385 0.017131 *  
## factor(naziv_Opcine)Livno         0.56763    1.26117   0.450 0.652676    
## factor(naziv_Opcine)Lopare        2.57380    1.19626   2.152 0.031494 *  
## factor(naziv_Opcine)Lukavac       2.41960    1.07392   2.253 0.024310 *  
## factor(naziv_Opcine)Ljubuski      3.59211    1.21052   2.967 0.003021 ** 
## factor(naziv_Opcine)Maglaj        0.56527    1.09427   0.517 0.605480    
## factor(naziv_Opcine)Modrica       1.52800    1.13213   1.350 0.177198    
## factor(naziv_Opcine)N.G.Sarajevo  1.57202    0.91758   1.713 0.086750 .  
## factor(naziv_Opcine)N.Gorazde     3.82921    1.63059   2.348 0.018905 *  
## factor(naziv_Opcine)N.Sarajevo    0.22491    1.05724   0.213 0.831547    
## factor(naziv_Opcine)N.Travnik     0.67983    1.05545   0.644 0.519539    
## factor(naziv_Opcine)Nevesinje     1.53252    1.57582   0.973 0.330847    
## factor(naziv_Opcine)Novi Grad    -0.64168    1.05731  -0.607 0.543950    
## factor(naziv_Opcine)Orasje        2.72898    1.22388   2.230 0.025818 *  
## factor(naziv_Opcine)Pale         -0.80115    1.29781  -0.617 0.537069    
## factor(naziv_Opcine)Posusje       2.40745    1.48251   1.624 0.104477    
## factor(naziv_Opcine)Prijedor      1.90536    0.97813   1.948 0.051490 .  
## factor(naziv_Opcine)Prnjavor      2.29383    1.11571   2.056 0.039853 *  
## factor(naziv_Opcine)Prozor       -0.03864    1.58369  -0.024 0.980534    
## factor(naziv_Opcine)Ribnik        0.39560    1.45281   0.272 0.785408    
## factor(naziv_Opcine)Rogatica     -1.10354    1.44986  -0.761 0.446622    
## factor(naziv_Opcine)Rudo          1.53235    1.38826   1.104 0.269747    
## factor(naziv_Opcine)S.Brijeg      3.22493    1.11655   2.888 0.003894 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.74242    1.12149   1.554 0.120342    
## factor(naziv_Opcine)Samac         1.52461    1.04701   1.456 0.145430    
## factor(naziv_Opcine)Sanski Most   2.07755    0.98881   2.101 0.035699 *  
## factor(naziv_Opcine)Sokolac      -0.70060    1.57794  -0.444 0.657070    
## factor(naziv_Opcine)Srbac         2.24423    1.31464   1.707 0.087881 .  
## factor(naziv_Opcine)Srebrenik     0.24407    0.99914   0.244 0.807025    
## factor(naziv_Opcine)Stolac        3.32623    1.57055   2.118 0.034248 *  
## factor(naziv_Opcine)Tesanj        1.51531    1.02187   1.483 0.138184    
## factor(naziv_Opcine)Teslic        0.91515    1.16837   0.783 0.433517    
## factor(naziv_Opcine)Tomislavgrad  2.81714    1.32095   2.133 0.033014 *  
## factor(naziv_Opcine)Travnik       2.29887    0.95426   2.409 0.016039 *  
## factor(naziv_Opcine)Trebinje      0.53592    1.14399   0.468 0.639480    
## factor(naziv_Opcine)Tuzla         1.53149    0.94530   1.620 0.105289    
## factor(naziv_Opcine)Ugljevik      1.95838    1.35942   1.441 0.149776    
## factor(naziv_Opcine)V.Kladusa     1.63152    1.05733   1.543 0.122897    
## factor(naziv_Opcine)Visegrad     -2.09040    1.52929  -1.367 0.171732    
## factor(naziv_Opcine)Visoko        1.70953    1.04973   1.629 0.103489    
## factor(naziv_Opcine)Vitez         1.55599    1.06663   1.459 0.144701    
## factor(naziv_Opcine)Vlasenica     0.77552    1.38722   0.559 0.576160    
## factor(naziv_Opcine)Vogosca       2.20608    1.29846   1.699 0.089397 .  
## factor(naziv_Opcine)Zavidovici   -0.33457    1.03497  -0.323 0.746509    
## factor(naziv_Opcine)Zenica        0.17208    0.91577   0.188 0.850958    
## factor(naziv_Opcine)Zepce         1.38398    1.63711   0.845 0.397952    
## factor(naziv_Opcine)Zivinice      2.68300    0.98200   2.732 0.006320 ** 
## factor(naziv_Opcine)Zvornik       1.34845    1.03521   1.303 0.192792    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.39 on 3980 degrees of freedom
## Multiple R-squared:  0.155,  Adjusted R-squared:  0.1306 
## F-statistic: 6.347 on 115 and 3980 DF,  p-value: < 2.2e-16
#ovaj ima 35 sign munici ali 15.5 r2 for 90 
#model kao gornji samo sa novim Activiom

p2.n.a <- lm (log(mj.trans.AM + 0.0001) ~ factor (Sex_1)+ factor(Educ.1) + factor (Activ.1a) + n.employ + factor (ncomp1) +factor (naziv_Opcine), data = hbs.transport.drop.1) 
summary(p2.n.a)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ.1) + 
##     factor(Activ.1a) + n.employ + factor(ncomp1) + factor(naziv_Opcine), 
##     data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.9741  -0.3287   1.1239   2.4327   9.2209 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.43051    0.96881  -3.541 0.000403 ***
## factor(Sex_1)2                   -0.74696    0.21363  -3.496 0.000477 ***
## factor(Educ.1)no elementary      -0.19213    0.58466  -0.329 0.742458    
## factor(Educ.1)elementary          0.19172    0.49137   0.390 0.696436    
## factor(Educ.1)high schl           1.22468    0.48476   2.526 0.011564 *  
## factor(Educ.1)college             1.83571    0.59702   3.075 0.002121 ** 
## factor(Educ.1)university          2.08840    0.53389   3.912 9.32e-05 ***
## factor(Activ.1a)0                 0.13172    0.17512   0.752 0.451989    
## n.employtwo                       0.83265    0.16160   5.153 2.69e-07 ***
## n.employthree and more            1.20037    0.29034   4.134 3.63e-05 ***
## factor(ncomp1)two                 1.93296    0.36048   5.362 8.69e-08 ***
## factor(ncomp1)three               2.97809    0.36049   8.261  < 2e-16 ***
## factor(ncomp1)four                3.79834    0.35714  10.635  < 2e-16 ***
## factor(ncomp1)five                3.81911    0.38649   9.882  < 2e-16 ***
## factor(ncomp1)six                 4.09130    0.44444   9.205  < 2e-16 ***
## factor(ncomp1)seven               4.56090    0.60883   7.491 8.35e-14 ***
## factor(ncomp1)eight               2.00226    0.91070   2.199 0.027964 *  
## factor(ncomp1)nine                4.97381    1.53459   3.241 0.001200 ** 
## factor(ncomp1)ten                 6.63881    2.27448   2.919 0.003533 ** 
## factor(ncomp1)11+                 5.21348    2.03345   2.564 0.010388 *  
## factor(naziv_Opcine)B.Petrovac   -2.27519    1.57488  -1.445 0.148628    
## factor(naziv_Opcine)Banovici      2.53807    1.25041   2.030 0.042445 *  
## factor(naziv_Opcine)Banja Luka    1.77983    0.90154   1.974 0.048428 *  
## factor(naziv_Opcine)Bihac         2.47424    0.99908   2.477 0.013309 *  
## factor(naziv_Opcine)Bijeljina     0.15451    0.90980   0.170 0.865150    
## factor(naziv_Opcine)Bratunac      1.98269    1.57479   1.259 0.208097    
## factor(naziv_Opcine)Brcko         1.95296    0.89063   2.193 0.028380 *  
## factor(naziv_Opcine)Breza        -0.76234    1.48689  -0.513 0.608185    
## factor(naziv_Opcine)Brod          0.70530    1.26714   0.557 0.577824    
## factor(naziv_Opcine)Bugojno       0.31985    1.02906   0.311 0.755956    
## factor(naziv_Opcine)Busovaca      2.83058    1.22032   2.320 0.020417 *  
## factor(naziv_Opcine)Buzim         0.99781    1.57359   0.634 0.526052    
## factor(naziv_Opcine)C.Sarajevo    0.71704    1.03961   0.690 0.490409    
## factor(naziv_Opcine)Capljina      3.02718    1.27662   2.371 0.017775 *  
## factor(naziv_Opcine)Cazin         1.23444    1.02161   1.208 0.226993    
## factor(naziv_Opcine)Celic         0.54319    1.57367   0.345 0.729983    
## factor(naziv_Opcine)Celinac       1.96813    1.57391   1.250 0.211200    
## factor(naziv_Opcine)Citluk        3.20506    1.25376   2.556 0.010614 *  
## factor(naziv_Opcine)D.Vakuf       1.26043    1.13513   1.110 0.266902    
## factor(naziv_Opcine)Derventa      1.04469    1.18112   0.884 0.376484    
## factor(naziv_Opcine)Doboj         1.43613    1.03533   1.387 0.165482    
## factor(naziv_Opcine)Doboj-Istok   2.88028    1.52388   1.890 0.058817 .  
## factor(naziv_Opcine)Drvar        -0.58564    1.48783  -0.394 0.693883    
## factor(naziv_Opcine)Foca - RS     1.39457    1.28280   1.087 0.277045    
## factor(naziv_Opcine)Fojnica       2.57834    1.38917   1.856 0.063523 .  
## factor(naziv_Opcine)G.Vakuf       1.88342    1.21846   1.546 0.122247    
## factor(naziv_Opcine)Gacko        -0.14221    1.31656  -0.108 0.913988    
## factor(naziv_Opcine)Glamoc       -1.57486    1.63359  -0.964 0.335080    
## factor(naziv_Opcine)Gorazde       0.09105    1.15864   0.079 0.937367    
## factor(naziv_Opcine)Gracanica     2.05881    0.98221   2.096 0.036137 *  
## factor(naziv_Opcine)Grad Mostar   2.28037    0.91376   2.496 0.012615 *  
## factor(naziv_Opcine)Gradacac      2.26610    1.12628   2.012 0.044284 *  
## factor(naziv_Opcine)Gradiska      2.60066    1.17003   2.223 0.026290 *  
## factor(naziv_Opcine)Grude         2.33006    1.29806   1.795 0.072724 .  
## factor(naziv_Opcine)I.Ilidza     -1.13374    1.48999  -0.761 0.446760    
## factor(naziv_Opcine)Ilidza        1.36549    1.05446   1.295 0.195408    
## factor(naziv_Opcine)Ilijas       -0.03300    1.41699  -0.023 0.981420    
## factor(naziv_Opcine)Jajce         1.06747    1.28270   0.832 0.405341    
## factor(naziv_Opcine)K.Dubica      1.93921    1.11280   1.743 0.081474 .  
## factor(naziv_Opcine)Kakanj        0.62987    0.99173   0.635 0.525389    
## factor(naziv_Opcine)Kalesija      2.16879    1.18967   1.823 0.068375 .  
## factor(naziv_Opcine)Kiseljak      2.57035    1.12034   2.294 0.021827 *  
## factor(naziv_Opcine)Kladanj       1.83626    1.48555   1.236 0.216501    
## factor(naziv_Opcine)Kljuc         0.52392    1.28193   0.409 0.682784    
## factor(naziv_Opcine)Knezevo       1.16149    1.45035   0.801 0.423275    
## factor(naziv_Opcine)Konjic        0.33362    1.06331   0.314 0.753723    
## factor(naziv_Opcine)Kotor Varos   1.38065    1.38783   0.995 0.319881    
## factor(naziv_Opcine)Kresevo       2.20951    1.42315   1.553 0.120609    
## factor(naziv_Opcine)Laktasi       2.50001    1.08404   2.306 0.021151 *  
## factor(naziv_Opcine)Livno         0.49416    1.26264   0.391 0.695542    
## factor(naziv_Opcine)Lopare        2.26910    1.19372   1.901 0.057391 .  
## factor(naziv_Opcine)Lukavac       2.32916    1.07485   2.167 0.030296 *  
## factor(naziv_Opcine)Ljubuski      3.45017    1.21174   2.847 0.004432 ** 
## factor(naziv_Opcine)Maglaj        0.43579    1.09503   0.398 0.690671    
## factor(naziv_Opcine)Modrica       1.31144    1.13184   1.159 0.246657    
## factor(naziv_Opcine)N.G.Sarajevo  1.42332    0.91866   1.549 0.121378    
## factor(naziv_Opcine)N.Gorazde     3.53327    1.63204   2.165 0.030451 *  
## factor(naziv_Opcine)N.Sarajevo    0.07403    1.05840   0.070 0.944243    
## factor(naziv_Opcine)N.Travnik     0.46843    1.05600   0.444 0.657363    
## factor(naziv_Opcine)Nevesinje     1.17272    1.57798   0.743 0.457418    
## factor(naziv_Opcine)Novi Grad    -0.77029    1.05852  -0.728 0.466837    
## factor(naziv_Opcine)Orasje        2.56594    1.22488   2.095 0.036248 *  
## factor(naziv_Opcine)Pale         -0.95122    1.29941  -0.732 0.464186    
## factor(naziv_Opcine)Posusje       2.29952    1.48421   1.549 0.121384    
## factor(naziv_Opcine)Prijedor      1.79413    0.97907   1.832 0.066955 .  
## factor(naziv_Opcine)Prnjavor      2.20963    1.11714   1.978 0.048005 *  
## factor(naziv_Opcine)Prozor       -0.22655    1.58510  -0.143 0.886358    
## factor(naziv_Opcine)Ribnik        0.12772    1.45436   0.088 0.930027    
## factor(naziv_Opcine)Rogatica     -1.16510    1.45145  -0.803 0.422188    
## factor(naziv_Opcine)Rudo          1.40296    1.38989   1.009 0.312843    
## factor(naziv_Opcine)S.Brijeg      3.00189    1.11807   2.685 0.007286 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.61903    1.12263   1.442 0.149332    
## factor(naziv_Opcine)Samac         1.39356    1.04756   1.330 0.183500    
## factor(naziv_Opcine)Sanski Most   2.01950    0.98999   2.040 0.041424 *  
## factor(naziv_Opcine)Sokolac      -0.94813    1.57976  -0.600 0.548423    
## factor(naziv_Opcine)Srbac         2.20269    1.31616   1.674 0.094294 .  
## factor(naziv_Opcine)Srebrenik     0.23781    1.00023   0.238 0.812079    
## factor(naziv_Opcine)Stolac        3.05380    1.57264   1.942 0.052228 .  
## factor(naziv_Opcine)Tesanj        1.44449    1.02287   1.412 0.157971    
## factor(naziv_Opcine)Teslic        0.79516    1.16920   0.680 0.496487    
## factor(naziv_Opcine)Tomislavgrad  2.74235    1.32245   2.074 0.038172 *  
## factor(naziv_Opcine)Travnik       2.21531    0.95541   2.319 0.020462 *  
## factor(naziv_Opcine)Trebinje      0.32935    1.14532   0.288 0.773698    
## factor(naziv_Opcine)Tuzla         1.35837    0.94537   1.437 0.150833    
## factor(naziv_Opcine)Ugljevik      1.78911    1.36064   1.315 0.188619    
## factor(naziv_Opcine)V.Kladusa     1.60794    1.05846   1.519 0.128807    
## factor(naziv_Opcine)Visegrad     -2.25367    1.53106  -1.472 0.141110    
## factor(naziv_Opcine)Visoko        1.52089    1.05004   1.448 0.147580    
## factor(naziv_Opcine)Vitez         1.36405    1.06715   1.278 0.201249    
## factor(naziv_Opcine)Vlasenica     0.77543    1.38875   0.558 0.576626    
## factor(naziv_Opcine)Vogosca       2.00513    1.30017   1.542 0.123105    
## factor(naziv_Opcine)Zavidovici   -0.47978    1.03562  -0.463 0.643191    
## factor(naziv_Opcine)Zenica        0.05368    0.91642   0.059 0.953294    
## factor(naziv_Opcine)Zepce         1.19658    1.63861   0.730 0.465287    
## factor(naziv_Opcine)Zivinice      2.57537    0.98267   2.621 0.008806 ** 
## factor(naziv_Opcine)Zvornik       1.23949    1.03642   1.196 0.231793    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.395 on 3980 degrees of freedom
## Multiple R-squared:  0.1531, Adjusted R-squared:  0.1287 
## F-statistic: 6.258 on 115 and 3980 DF,  p-value: < 2.2e-16
#ovaj ima ?? sign munic
#prethodni sa ncomp1 i normal Activ
p2.age <- lm (log(mj.trans.AM + 0.0001) ~ factor (Sex_1)+ factor(Educ.1) + factor (Activ.1) + n.employ + factor (ncomp1) + as.numeric(Age_1) + as.numeric(Age_1^2) +factor (naziv_Opcine), data = hbs.transport.drop.1) 
summary(p2.age)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ.1) + 
##     factor(Activ.1) + n.employ + factor(ncomp1) + as.numeric(Age_1) + 
##     as.numeric(Age_1^2) + factor(naziv_Opcine), data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -14.1005  -0.3838   1.1012   2.4210   9.0278 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.914e+00  1.369e+00  -2.859 0.004272 ** 
## factor(Sex_1)2                   -6.325e-01  2.114e-01  -2.991 0.002794 ** 
## factor(Educ.1)no elementary      -2.077e-01  5.874e-01  -0.354 0.723715    
## factor(Educ.1)elementary          1.692e-01  5.160e-01   0.328 0.742990    
## factor(Educ.1)high schl           1.129e+00  5.191e-01   2.175 0.029657 *  
## factor(Educ.1)college             1.684e+00  6.196e-01   2.717 0.006609 ** 
## factor(Educ.1)university          1.896e+00  5.627e-01   3.369 0.000760 ***
## factor(Activ.1)0                 -5.873e-01  1.750e-01  -3.355 0.000801 ***
## n.employtwo                       7.217e-01  1.606e-01   4.493 7.23e-06 ***
## n.employthree and more            9.911e-01  2.918e-01   3.396 0.000690 ***
## factor(ncomp1)two                 2.070e+00  3.587e-01   5.769 8.56e-09 ***
## factor(ncomp1)three               3.181e+00  3.561e-01   8.932  < 2e-16 ***
## factor(ncomp1)four                3.986e+00  3.530e-01  11.291  < 2e-16 ***
## factor(ncomp1)five                4.050e+00  3.812e-01  10.624  < 2e-16 ***
## factor(ncomp1)six                 4.386e+00  4.377e-01  10.021  < 2e-16 ***
## factor(ncomp1)seven               4.846e+00  6.041e-01   8.023 1.35e-15 ***
## factor(ncomp1)eight               2.371e+00  9.058e-01   2.618 0.008886 ** 
## factor(ncomp1)nine                5.163e+00  1.532e+00   3.370 0.000758 ***
## factor(ncomp1)ten                 7.047e+00  2.270e+00   3.105 0.001919 ** 
## factor(ncomp1)11+                 5.548e+00  2.030e+00   2.733 0.006306 ** 
## as.numeric(Age_1)                 1.085e-02  4.020e-02   0.270 0.787338    
## as.numeric(Age_1^2)               1.581e-06  3.867e-04   0.004 0.996739    
## factor(naziv_Opcine)B.Petrovac   -2.344e+00  1.574e+00  -1.489 0.136504    
## factor(naziv_Opcine)Banovici      2.596e+00  1.250e+00   2.077 0.037878 *  
## factor(naziv_Opcine)Banja Luka    1.935e+00  9.031e-01   2.143 0.032211 *  
## factor(naziv_Opcine)Bihac         2.611e+00  9.993e-01   2.613 0.009017 ** 
## factor(naziv_Opcine)Bijeljina     1.876e-01  9.114e-01   0.206 0.836901    
## factor(naziv_Opcine)Bratunac      1.870e+00  1.573e+00   1.189 0.234628    
## factor(naziv_Opcine)Brcko         2.073e+00  8.918e-01   2.324 0.020150 *  
## factor(naziv_Opcine)Breza        -7.781e-01  1.486e+00  -0.524 0.600612    
## factor(naziv_Opcine)Brod          6.669e-01  1.268e+00   0.526 0.598884    
## factor(naziv_Opcine)Bugojno       5.489e-01  1.032e+00   0.532 0.594889    
## factor(naziv_Opcine)Busovaca      2.886e+00  1.220e+00   2.367 0.017994 *  
## factor(naziv_Opcine)Buzim         1.056e+00  1.572e+00   0.672 0.501838    
## factor(naziv_Opcine)C.Sarajevo    8.749e-01  1.042e+00   0.840 0.401114    
## factor(naziv_Opcine)Capljina      3.200e+00  1.275e+00   2.510 0.012125 *  
## factor(naziv_Opcine)Cazin         1.267e+00  1.020e+00   1.242 0.214383    
## factor(naziv_Opcine)Celic         5.163e-01  1.574e+00   0.328 0.742931    
## factor(naziv_Opcine)Celinac       2.036e+00  1.573e+00   1.294 0.195792    
## factor(naziv_Opcine)Citluk        3.323e+00  1.254e+00   2.650 0.008090 ** 
## factor(naziv_Opcine)D.Vakuf       1.551e+00  1.136e+00   1.365 0.172424    
## factor(naziv_Opcine)Derventa      1.037e+00  1.186e+00   0.874 0.381949    
## factor(naziv_Opcine)Doboj         1.559e+00  1.035e+00   1.506 0.132169    
## factor(naziv_Opcine)Doboj-Istok   3.070e+00  1.524e+00   2.015 0.043975 *  
## factor(naziv_Opcine)Drvar        -4.826e-01  1.488e+00  -0.324 0.745761    
## factor(naziv_Opcine)Foca - RS     1.560e+00  1.282e+00   1.217 0.223808    
## factor(naziv_Opcine)Fojnica       2.785e+00  1.389e+00   2.005 0.045033 *  
## factor(naziv_Opcine)G.Vakuf       2.099e+00  1.220e+00   1.720 0.085497 .  
## factor(naziv_Opcine)Gacko        -1.748e-01  1.319e+00  -0.133 0.894556    
## factor(naziv_Opcine)Glamoc       -1.316e+00  1.635e+00  -0.805 0.420812    
## factor(naziv_Opcine)Gorazde       2.314e-01  1.159e+00   0.200 0.841833    
## factor(naziv_Opcine)Gracanica     2.225e+00  9.833e-01   2.262 0.023728 *  
## factor(naziv_Opcine)Grad Mostar   2.371e+00  9.162e-01   2.588 0.009689 ** 
## factor(naziv_Opcine)Gradacac      2.394e+00  1.126e+00   2.125 0.033625 *  
## factor(naziv_Opcine)Gradiska      2.786e+00  1.170e+00   2.380 0.017343 *  
## factor(naziv_Opcine)Grude         2.390e+00  1.298e+00   1.841 0.065646 .  
## factor(naziv_Opcine)I.Ilidza     -8.936e-01  1.489e+00  -0.600 0.548522    
## factor(naziv_Opcine)Ilidza        1.534e+00  1.055e+00   1.454 0.146097    
## factor(naziv_Opcine)Ilijas        4.252e-02  1.417e+00   0.030 0.976053    
## factor(naziv_Opcine)Jajce         1.230e+00  1.282e+00   0.959 0.337408    
## factor(naziv_Opcine)K.Dubica      2.031e+00  1.113e+00   1.824 0.068259 .  
## factor(naziv_Opcine)Kakanj        6.998e-01  9.918e-01   0.706 0.480449    
## factor(naziv_Opcine)Kalesija      2.356e+00  1.190e+00   1.980 0.047776 *  
## factor(naziv_Opcine)Kiseljak      2.732e+00  1.121e+00   2.438 0.014818 *  
## factor(naziv_Opcine)Kladanj       1.917e+00  1.485e+00   1.291 0.196831    
## factor(naziv_Opcine)Kljuc         6.401e-01  1.281e+00   0.500 0.617421    
## factor(naziv_Opcine)Knezevo       1.212e+00  1.450e+00   0.836 0.403003    
## factor(naziv_Opcine)Konjic        4.788e-01  1.064e+00   0.450 0.652753    
## factor(naziv_Opcine)Kotor Varos   1.447e+00  1.387e+00   1.044 0.296616    
## factor(naziv_Opcine)Kresevo       2.247e+00  1.423e+00   1.579 0.114411    
## factor(naziv_Opcine)Laktasi       2.487e+00  1.086e+00   2.289 0.022107 *  
## factor(naziv_Opcine)Livno         4.979e-01  1.262e+00   0.394 0.693321    
## factor(naziv_Opcine)Lopare        2.564e+00  1.198e+00   2.141 0.032346 *  
## factor(naziv_Opcine)Lukavac       2.401e+00  1.075e+00   2.234 0.025526 *  
## factor(naziv_Opcine)Ljubuski      3.489e+00  1.216e+00   2.870 0.004126 ** 
## factor(naziv_Opcine)Maglaj        5.644e-01  1.095e+00   0.516 0.606144    
## factor(naziv_Opcine)Modrica       1.494e+00  1.133e+00   1.319 0.187298    
## factor(naziv_Opcine)N.G.Sarajevo  1.549e+00  9.201e-01   1.683 0.092454 .  
## factor(naziv_Opcine)N.Gorazde     3.871e+00  1.632e+00   2.372 0.017745 *  
## factor(naziv_Opcine)N.Sarajevo    1.508e-01  1.061e+00   0.142 0.886947    
## factor(naziv_Opcine)N.Travnik     6.609e-01  1.056e+00   0.626 0.531602    
## factor(naziv_Opcine)Nevesinje     1.429e+00  1.579e+00   0.905 0.365457    
## factor(naziv_Opcine)Novi Grad    -6.498e-01  1.062e+00  -0.612 0.540733    
## factor(naziv_Opcine)Orasje        2.717e+00  1.225e+00   2.217 0.026646 *  
## factor(naziv_Opcine)Pale         -8.604e-01  1.301e+00  -0.661 0.508429    
## factor(naziv_Opcine)Posusje       2.372e+00  1.484e+00   1.599 0.109971    
## factor(naziv_Opcine)Prijedor      1.912e+00  9.803e-01   1.950 0.051228 .  
## factor(naziv_Opcine)Prnjavor      2.272e+00  1.117e+00   2.034 0.041977 *  
## factor(naziv_Opcine)Prozor       -4.895e-02  1.584e+00  -0.031 0.975356    
## factor(naziv_Opcine)Ribnik        3.158e-01  1.455e+00   0.217 0.828170    
## factor(naziv_Opcine)Rogatica     -1.133e+00  1.451e+00  -0.781 0.434927    
## factor(naziv_Opcine)Rudo          1.474e+00  1.390e+00   1.060 0.288993    
## factor(naziv_Opcine)S.Brijeg      3.147e+00  1.120e+00   2.810 0.004985 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.708e+00  1.123e+00   1.521 0.128354    
## factor(naziv_Opcine)Samac         1.459e+00  1.049e+00   1.391 0.164330    
## factor(naziv_Opcine)Sanski Most   2.026e+00  9.906e-01   2.046 0.040861 *  
## factor(naziv_Opcine)Sokolac      -7.666e-01  1.579e+00  -0.485 0.627427    
## factor(naziv_Opcine)Srbac         2.184e+00  1.318e+00   1.658 0.097463 .  
## factor(naziv_Opcine)Srebrenik     2.289e-01  1.001e+00   0.229 0.819035    
## factor(naziv_Opcine)Stolac        3.215e+00  1.574e+00   2.042 0.041191 *  
## factor(naziv_Opcine)Tesanj        1.502e+00  1.023e+00   1.469 0.141986    
## factor(naziv_Opcine)Teslic        9.110e-01  1.169e+00   0.779 0.435913    
## factor(naziv_Opcine)Tomislavgrad  2.769e+00  1.322e+00   2.095 0.036269 *  
## factor(naziv_Opcine)Travnik       2.267e+00  9.556e-01   2.373 0.017703 *  
## factor(naziv_Opcine)Trebinje      4.759e-01  1.145e+00   0.415 0.677812    
## factor(naziv_Opcine)Tuzla         1.524e+00  9.470e-01   1.609 0.107690    
## factor(naziv_Opcine)Ugljevik      1.932e+00  1.360e+00   1.421 0.155449    
## factor(naziv_Opcine)V.Kladusa     1.659e+00  1.059e+00   1.567 0.117089    
## factor(naziv_Opcine)Visegrad     -2.114e+00  1.531e+00  -1.381 0.167355    
## factor(naziv_Opcine)Visoko        1.682e+00  1.051e+00   1.600 0.109587    
## factor(naziv_Opcine)Vitez         1.552e+00  1.069e+00   1.452 0.146639    
## factor(naziv_Opcine)Vlasenica     7.642e-01  1.388e+00   0.550 0.582045    
## factor(naziv_Opcine)Vogosca       2.158e+00  1.299e+00   1.661 0.096818 .  
## factor(naziv_Opcine)Zavidovici   -3.532e-01  1.037e+00  -0.341 0.733312    
## factor(naziv_Opcine)Zenica        1.411e-01  9.172e-01   0.154 0.877708    
## factor(naziv_Opcine)Zepce         1.391e+00  1.638e+00   0.849 0.395694    
## factor(naziv_Opcine)Zivinice      2.680e+00  9.830e-01   2.727 0.006427 ** 
## factor(naziv_Opcine)Zvornik       1.303e+00  1.036e+00   1.257 0.208848    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.39 on 3978 degrees of freedom
## Multiple R-squared:  0.1555, Adjusted R-squared:  0.1306 
## F-statistic: 6.259 on 117 and 3978 DF,  p-value: < 2.2e-16
#ovaj ima 35 sign munici ali 15.5 r2 for 90 

Mail od Ismira 5.8: uzeti ovaj p2.age jer uzima i godine i treba ih ukljuciti.

NE uzimam nista od drugog clana, iako godine drugog clana su znacajne ali mi nekako se cini da nije dobro miksati prvog i drugog.. a mozda i je mogu provjeriti sa Ismirom.

table (hbs.transport.drop.1$Educ_1)
## 
##    1    2    3    4    5    6    7    8    9   10 
##  103  160    3  744 2496   35  157  359   28   11
prop.table(table(hbs.transport.drop.1$Educ_1)) #5 is the most dominant
## 
##            1            2            3            4            5            6 
## 0.0251464844 0.0390625000 0.0007324219 0.1816406250 0.6093750000 0.0085449219 
##            7            8            9           10 
## 0.0383300781 0.0876464844 0.0068359375 0.0026855469
#prethodni ali bez Educ.1 nego originalnom Educ varijablom varijablom
p2a <- lm (log(mj.trans.AM + 0.0001) ~ factor (Sex_1)+ factor(Educ_1) + factor (Activ.1) + n.employ + factor (ncomp) +factor (naziv_Opcine), data = hbs.transport.drop.1) 
summary(p2a)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ_1) + 
##     factor(Activ.1) + n.employ + factor(ncomp) + factor(naziv_Opcine), 
##     data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.9488  -0.3813   1.1176   2.4105   9.0530 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.26449    0.96907  -3.369 0.000763 ***
## factor(Sex_1)2                   -0.62868    0.21153  -2.972 0.002975 ** 
## factor(Educ_1)2                  -0.23390    0.58620  -0.399 0.689911    
## factor(Educ_1)3                  -0.07739    2.62747  -0.029 0.976504    
## factor(Educ_1)4                   0.03563    0.49059   0.073 0.942108    
## factor(Educ_1)5                   0.94967    0.48501   1.958 0.050296 .  
## factor(Educ_1)6                   1.91648    0.89198   2.149 0.031728 *  
## factor(Educ_1)7                   1.55526    0.59782   2.602 0.009314 ** 
## factor(Educ_1)8                   1.66024    0.53971   3.076 0.002111 ** 
## factor(Educ_1)9                   2.46068    0.97109   2.534 0.011317 *  
## factor(Educ_1)10                  1.99725    1.43035   1.396 0.162690    
## factor(Activ.1)0                 -0.48444    0.16063  -3.016 0.002578 ** 
## n.employtwo                       0.73453    0.16036   4.580 4.78e-06 ***
## n.employthree and more            1.03347    0.28877   3.579 0.000349 ***
## factor(ncomp)2                    2.10125    0.35790   5.871 4.69e-09 ***
## factor(ncomp)3                    3.19017    0.35606   8.960  < 2e-16 ***
## factor(ncomp)4                    3.96102    0.35319  11.215  < 2e-16 ***
## factor(ncomp)5                    4.04122    0.38130  10.598  < 2e-16 ***
## factor(ncomp)6                    4.38621    0.43798  10.015  < 2e-16 ***
## factor(ncomp)7                    4.86912    0.60413   8.060 1.00e-15 ***
## factor(ncomp)8                    2.39099    0.90584   2.640 0.008335 ** 
## factor(ncomp)9                    5.24018    1.53160   3.421 0.000629 ***
## factor(ncomp)10                   7.13420    2.26925   3.144 0.001680 ** 
## factor(ncomp)11                   6.17763    2.26351   2.729 0.006376 ** 
## factor(ncomp)13                   2.79050    4.44340   0.628 0.530033    
## factor(naziv_Opcine)B.Petrovac   -2.28692    1.57355  -1.453 0.146205    
## factor(naziv_Opcine)Banovici      2.56869    1.25009   2.055 0.039964 *  
## factor(naziv_Opcine)Banja Luka    1.94149    0.90097   2.155 0.031231 *  
## factor(naziv_Opcine)Bihac         2.59962    0.99874   2.603 0.009278 ** 
## factor(naziv_Opcine)Bijeljina     0.23021    0.90919   0.253 0.800124    
## factor(naziv_Opcine)Bratunac      1.90489    1.57335   1.211 0.226073    
## factor(naziv_Opcine)Brcko         2.08363    0.89074   2.339 0.019374 *  
## factor(naziv_Opcine)Breza        -0.71491    1.48563  -0.481 0.630391    
## factor(naziv_Opcine)Brod          0.70490    1.26613   0.557 0.577740    
## factor(naziv_Opcine)Bugojno       0.55597    1.03013   0.540 0.589430    
## factor(naziv_Opcine)Busovaca      2.90108    1.21942   2.379 0.017404 *  
## factor(naziv_Opcine)Buzim         0.99276    1.57226   0.631 0.527798    
## factor(naziv_Opcine)C.Sarajevo    0.91428    1.04148   0.878 0.380068    
## factor(naziv_Opcine)Capljina      3.21952    1.27515   2.525 0.011614 *  
## factor(naziv_Opcine)Cazin         1.26279    1.02075   1.237 0.216116    
## factor(naziv_Opcine)Celic         0.57418    1.57236   0.365 0.715004    
## factor(naziv_Opcine)Celinac       2.09445    1.57250   1.332 0.182961    
## factor(naziv_Opcine)Citluk        3.35820    1.25277   2.681 0.007379 ** 
## factor(naziv_Opcine)D.Vakuf       1.53762    1.13588   1.354 0.175912    
## factor(naziv_Opcine)Derventa      1.12502    1.18255   0.951 0.341487    
## factor(naziv_Opcine)Doboj         1.56934    1.03466   1.517 0.129406    
## factor(naziv_Opcine)Doboj-Istok   3.07755    1.52360   2.020 0.043459 *  
## factor(naziv_Opcine)Drvar        -0.39492    1.48677  -0.266 0.790545    
## factor(naziv_Opcine)Foca - RS     1.61267    1.28165   1.258 0.208365    
## factor(naziv_Opcine)Fojnica       2.76676    1.38872   1.992 0.046406 *  
## factor(naziv_Opcine)G.Vakuf       2.10675    1.21928   1.728 0.084090 .  
## factor(naziv_Opcine)Gacko        -0.06748    1.31539  -0.051 0.959090    
## factor(naziv_Opcine)Glamoc       -1.29791    1.63458  -0.794 0.427227    
## factor(naziv_Opcine)Gorazde       0.21961    1.15800   0.190 0.849598    
## factor(naziv_Opcine)Gracanica     2.23762    0.98279   2.277 0.022850 *  
## factor(naziv_Opcine)Grad Mostar   2.41805    0.91307   2.648 0.008123 ** 
## factor(naziv_Opcine)Gradacac      2.36652    1.12585   2.102 0.035617 *  
## factor(naziv_Opcine)Gradiska      2.84354    1.16902   2.432 0.015042 *  
## factor(naziv_Opcine)Grude         2.42002    1.29692   1.866 0.062119 .  
## factor(naziv_Opcine)I.Ilidza     -0.84378    1.50159  -0.562 0.574199    
## factor(naziv_Opcine)Ilidza        1.56699    1.05408   1.487 0.137199    
## factor(naziv_Opcine)Ilijas        0.03643    1.41584   0.026 0.979477    
## factor(naziv_Opcine)Jajce         1.23278    1.28219   0.961 0.336376    
## factor(naziv_Opcine)K.Dubica      2.05777    1.11173   1.851 0.064248 .  
## factor(naziv_Opcine)Kakanj        0.70459    0.99114   0.711 0.477197    
## factor(naziv_Opcine)Kalesija      2.33052    1.18981   1.959 0.050214 .  
## factor(naziv_Opcine)Kiseljak      2.77536    1.11953   2.479 0.013215 *  
## factor(naziv_Opcine)Kladanj       1.94131    1.48462   1.308 0.191080    
## factor(naziv_Opcine)Kljuc         0.64668    1.28114   0.505 0.613747    
## factor(naziv_Opcine)Knezevo       1.27780    1.44914   0.882 0.377957    
## factor(naziv_Opcine)Konjic        0.50735    1.06265   0.477 0.633076    
## factor(naziv_Opcine)Kotor Varos   1.47499    1.38650   1.064 0.287473    
## factor(naziv_Opcine)Kresevo       2.27090    1.42191   1.597 0.110327    
## factor(naziv_Opcine)Laktasi       2.58241    1.08292   2.385 0.017141 *  
## factor(naziv_Opcine)Livno         0.52435    1.26188   0.416 0.677774    
## factor(naziv_Opcine)Lopare        2.57729    1.19657   2.154 0.031308 *  
## factor(naziv_Opcine)Lukavac       2.37875    1.07458   2.214 0.026909 *  
## factor(naziv_Opcine)Ljubuski      3.59470    1.21085   2.969 0.003008 ** 
## factor(naziv_Opcine)Maglaj        0.50332    1.09525   0.460 0.645864    
## factor(naziv_Opcine)Modrica       1.52770    1.13242   1.349 0.177396    
## factor(naziv_Opcine)N.G.Sarajevo  1.55973    0.91787   1.699 0.089345 .  
## factor(naziv_Opcine)N.Gorazde     3.83317    1.63101   2.350 0.018813 *  
## factor(naziv_Opcine)N.Sarajevo    0.19854    1.05784   0.188 0.851130    
## factor(naziv_Opcine)N.Travnik     0.66538    1.05595   0.630 0.528648    
## factor(naziv_Opcine)Nevesinje     1.52963    1.57623   0.970 0.331889    
## factor(naziv_Opcine)Novi Grad    -0.65036    1.05766  -0.615 0.538654    
## factor(naziv_Opcine)Orasje        2.70218    1.22467   2.206 0.027409 *  
## factor(naziv_Opcine)Pale         -0.79756    1.29815  -0.614 0.538999    
## factor(naziv_Opcine)Posusje       2.41233    1.48289   1.627 0.103864    
## factor(naziv_Opcine)Prijedor      1.86211    0.97894   1.902 0.057220 .  
## factor(naziv_Opcine)Prnjavor      2.29731    1.11601   2.058 0.039608 *  
## factor(naziv_Opcine)Prozor       -0.09894    1.58680  -0.062 0.950288    
## factor(naziv_Opcine)Ribnik        0.32927    1.45405   0.226 0.820864    
## factor(naziv_Opcine)Rogatica     -1.08869    1.45030  -0.751 0.452898    
## factor(naziv_Opcine)Rudo          1.53472    1.38861   1.105 0.269132    
## factor(naziv_Opcine)S.Brijeg      3.22036    1.11751   2.882 0.003976 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.75857    1.12185   1.568 0.117062    
## factor(naziv_Opcine)Samac         1.53280    1.04730   1.464 0.143391    
## factor(naziv_Opcine)Sanski Most   2.11520    0.99052   2.135 0.032786 *  
## factor(naziv_Opcine)Sokolac      -0.69157    1.57840  -0.438 0.661304    
## factor(naziv_Opcine)Srbac         2.24308    1.31500   1.706 0.088129 .  
## factor(naziv_Opcine)Srebrenik     0.24509    0.99941   0.245 0.806288    
## factor(naziv_Opcine)Stolac        3.32793    1.57095   2.118 0.034202 *  
## factor(naziv_Opcine)Tesanj        1.50305    1.02216   1.470 0.141517    
## factor(naziv_Opcine)Teslic        0.91615    1.16870   0.784 0.433143    
## factor(naziv_Opcine)Tomislavgrad  2.81643    1.32130   2.132 0.033104 *  
## factor(naziv_Opcine)Travnik       2.28000    0.95459   2.388 0.016966 *  
## factor(naziv_Opcine)Trebinje      0.50345    1.14509   0.440 0.660210    
## factor(naziv_Opcine)Tuzla         1.52783    0.94555   1.616 0.106214    
## factor(naziv_Opcine)Ugljevik      1.91313    1.36077   1.406 0.159825    
## factor(naziv_Opcine)V.Kladusa     1.61441    1.05774   1.526 0.127020    
## factor(naziv_Opcine)Visegrad     -2.07245    1.52980  -1.355 0.175582    
## factor(naziv_Opcine)Visoko        1.65442    1.05077   1.574 0.115454    
## factor(naziv_Opcine)Vitez         1.53947    1.06697   1.443 0.149143    
## factor(naziv_Opcine)Vlasenica     0.78132    1.38758   0.563 0.573410    
## factor(naziv_Opcine)Vogosca       2.21756    1.29882   1.707 0.087832 .  
## factor(naziv_Opcine)Zavidovici   -0.32717    1.03525  -0.316 0.751999    
## factor(naziv_Opcine)Zenica        0.15362    0.91619   0.168 0.866850    
## factor(naziv_Opcine)Zepce         1.38459    1.63754   0.846 0.397867    
## factor(naziv_Opcine)Zivinice      2.68557    0.98229   2.734 0.006285 ** 
## factor(naziv_Opcine)Zvornik       1.32208    1.03584   1.276 0.201913    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.392 on 3975 degrees of freedom
## Multiple R-squared:  0.1556, Adjusted R-squared:  0.1301 
## F-statistic: 6.105 on 120 and 3975 DF,  p-value: < 2.2e-16
#ovaj ima 33 sign munici ali 16.5 r2 (povecao se za 1%)for 90 . ali active_1 je skoro ne signifikanta.
#Kada stavim active.1 ali Edu_1 onda imam 35 signif

Iako p2a ima isto 35 sing. opstina lakske je prikayivati manje nivoa obrz. i cl.domacinstaa

#buduci da nam je cilj imati sign at munic level uzecu ovaj modeli probati staviti Age_2 umjesto Age_1 jer u prethodnom Age_1 nije sign a oba ne mogu radi visoke korelacije
p3a <- lm (log(mj.trans.AM + 0.0001) ~ factor(Sex_1) + factor(Educ.1) + as.numeric(Age_2) + as.numeric(Age_2^2)+ n.employ + factor (ncomp)+factor (naziv_Opcine), data = hbs.transport.drop.1)
summary(p3a)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ.1) + 
##     as.numeric(Age_2) + as.numeric(Age_2^2) + n.employ + factor(ncomp) + 
##     factor(naziv_Opcine), data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.8438  -0.2461   1.0862   2.3226   7.9407 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -2.8949252  1.1461989  -2.526  0.01159 *  
## factor(Sex_1)2                   -0.3850604  0.2388707  -1.612  0.10704    
## factor(Educ.1)no elementary      -0.2266177  0.5829572  -0.389  0.69749    
## factor(Educ.1)elementary          0.0130202  0.4903507   0.027  0.97882    
## factor(Educ.1)high schl           0.9904584  0.4849362   2.042  0.04118 *  
## factor(Educ.1)college             1.7181421  0.5961190   2.882  0.00397 ** 
## factor(Educ.1)university          1.7307445  0.5352053   3.234  0.00123 ** 
## as.numeric(Age_2)                 0.0695676  0.0302243   2.302  0.02141 *  
## as.numeric(Age_2^2)              -0.0007160  0.0003199  -2.239  0.02525 *  
## n.employtwo                       0.7936345  0.1548851   5.124 3.14e-07 ***
## n.employthree and more            1.1115411  0.2803901   3.964 7.50e-05 ***
## factor(ncomp)3                    1.0405664  0.2210909   4.707 2.61e-06 ***
## factor(ncomp)4                    1.8598287  0.2210995   8.412  < 2e-16 ***
## factor(ncomp)5                    1.8398956  0.2593247   7.095 1.54e-12 ***
## factor(ncomp)6                    2.1513364  0.3253860   6.612 4.34e-11 ***
## factor(ncomp)7                    2.6352048  0.5203427   5.064 4.29e-07 ***
## factor(ncomp)8                    0.0240078  0.8340099   0.029  0.97704    
## factor(ncomp)9                    3.2442595  1.4653253   2.214  0.02689 *  
## factor(ncomp)10                   4.7279630  2.1928718   2.156  0.03114 *  
## factor(ncomp)11                   3.9362517  2.1815362   1.804  0.07126 .  
## factor(ncomp)13                   0.5549946  4.3086509   0.129  0.89752    
## factor(naziv_Opcine)B.Petrovac   -1.7105936  1.5819671  -1.081  0.27963    
## factor(naziv_Opcine)Banovici      2.5924276  1.2141579   2.135  0.03281 *  
## factor(naziv_Opcine)Banja Luka    1.8944713  0.8770323   2.160  0.03083 *  
## factor(naziv_Opcine)Bihac         2.3003185  0.9763761   2.356  0.01853 *  
## factor(naziv_Opcine)Bijeljina     0.2360035  0.8912295   0.265  0.79117    
## factor(naziv_Opcine)Bratunac      1.5785358  1.5819065   0.998  0.31841    
## factor(naziv_Opcine)Brcko         2.0205638  0.8669013   2.331  0.01982 *  
## factor(naziv_Opcine)Breza        -0.7569981  1.4441347  -0.524  0.60018    
## factor(naziv_Opcine)Brod          0.6949063  1.2627089   0.550  0.58213    
## factor(naziv_Opcine)Bugojno       0.4062865  0.9988535   0.407  0.68421    
## factor(naziv_Opcine)Busovaca      2.6694659  1.1977414   2.229  0.02589 *  
## factor(naziv_Opcine)Buzim         0.8113524  1.5278013   0.531  0.59541    
## factor(naziv_Opcine)C.Sarajevo    0.5010553  1.0198559   0.491  0.62324    
## factor(naziv_Opcine)Capljina      2.8380657  1.2552373   2.261  0.02382 *  
## factor(naziv_Opcine)Cazin         1.3232575  0.9946325   1.330  0.18347    
## factor(naziv_Opcine)Celic         0.7283592  1.5290806   0.476  0.63386    
## factor(naziv_Opcine)Celinac       1.9425761  1.5283279   1.271  0.20379    
## factor(naziv_Opcine)Citluk        3.2778870  1.2171230   2.693  0.00711 ** 
## factor(naziv_Opcine)D.Vakuf       1.3095698  1.1015228   1.189  0.23456    
## factor(naziv_Opcine)Derventa      1.6881207  1.1887682   1.420  0.15567    
## factor(naziv_Opcine)Doboj         1.7964141  1.0212263   1.759  0.07865 .  
## factor(naziv_Opcine)Doboj-Istok   2.8751872  1.4794336   1.943  0.05204 .  
## factor(naziv_Opcine)Drvar        -0.1238706  1.4847634  -0.083  0.93352    
## factor(naziv_Opcine)Foca - RS     1.3621582  1.2630275   1.078  0.28089    
## factor(naziv_Opcine)Fojnica       2.6832090  1.3484875   1.990  0.04669 *  
## factor(naziv_Opcine)G.Vakuf       1.9374737  1.1829081   1.638  0.10153    
## factor(naziv_Opcine)Gacko         0.0175437  1.3229273   0.013  0.98942    
## factor(naziv_Opcine)Glamoc       -1.5570567  1.8180163  -0.856  0.39180    
## factor(naziv_Opcine)Gorazde       0.2035339  1.1251270   0.181  0.85646    
## factor(naziv_Opcine)Gracanica     2.2081584  0.9554505   2.311  0.02088 *  
## factor(naziv_Opcine)Grad Mostar   2.2778069  0.8902949   2.558  0.01055 *  
## factor(naziv_Opcine)Gradacac      2.4731446  1.1313276   2.186  0.02887 *  
## factor(naziv_Opcine)Gradiska      2.6843040  1.1352522   2.365  0.01810 *  
## factor(naziv_Opcine)Grude         2.3957286  1.2602887   1.901  0.05739 .  
## factor(naziv_Opcine)I.Ilidza     -2.1185572  1.5852098  -1.336  0.18148    
## factor(naziv_Opcine)Ilidza        1.3950613  1.0237534   1.363  0.17306    
## factor(naziv_Opcine)Ilijas        0.8901464  1.4411763   0.618  0.53684    
## factor(naziv_Opcine)Jajce         1.9166668  1.2814551   1.496  0.13482    
## factor(naziv_Opcine)K.Dubica      1.9731122  1.0802665   1.827  0.06785 .  
## factor(naziv_Opcine)Kakanj        0.6909932  0.9666756   0.715  0.47477    
## factor(naziv_Opcine)Kalesija      2.0609644  1.1658593   1.768  0.07718 .  
## factor(naziv_Opcine)Kiseljak      2.3726000  1.1008201   2.155  0.03120 *  
## factor(naziv_Opcine)Kladanj       1.9802907  1.4426805   1.373  0.16994    
## factor(naziv_Opcine)Kljuc         0.5275861  1.2450517   0.424  0.67178    
## factor(naziv_Opcine)Knezevo       1.2303898  1.4080116   0.874  0.38226    
## factor(naziv_Opcine)Konjic        0.2344670  1.0360967   0.226  0.82098    
## factor(naziv_Opcine)Kotor Varos   1.4416233  1.3471845   1.070  0.28464    
## factor(naziv_Opcine)Kresevo       1.9999575  1.4132306   1.415  0.15710    
## factor(naziv_Opcine)Laktasi       2.6574796  1.0625918   2.501  0.01243 *  
## factor(naziv_Opcine)Livno         0.5613213  1.2271732   0.457  0.64740    
## factor(naziv_Opcine)Lopare        2.3556366  1.1821475   1.993  0.04637 *  
## factor(naziv_Opcine)Lukavac       2.1752648  1.0488157   2.074  0.03815 *  
## factor(naziv_Opcine)Ljubuski      3.3676836  1.1896627   2.831  0.00467 ** 
## factor(naziv_Opcine)Maglaj        0.4740456  1.0633882   0.446  0.65578    
## factor(naziv_Opcine)Modrica       1.4542176  1.1309640   1.286  0.19858    
## factor(naziv_Opcine)N.G.Sarajevo  1.5739547  0.8961327   1.756  0.07910 .  
## factor(naziv_Opcine)N.Gorazde     3.5380679  1.6456548   2.150  0.03162 *  
## factor(naziv_Opcine)N.Sarajevo    0.0213315  1.0316563   0.021  0.98350    
## factor(naziv_Opcine)N.Travnik     0.3813615  1.0371020   0.368  0.71310    
## factor(naziv_Opcine)Nevesinje     1.2510816  1.5308189   0.817  0.41383    
## factor(naziv_Opcine)Novi Grad     0.0529613  1.0489560   0.050  0.95973    
## factor(naziv_Opcine)Orasje        2.4449366  1.2015923   2.035  0.04195 *  
## factor(naziv_Opcine)Pale         -1.6624001  1.3016937  -1.277  0.20164    
## factor(naziv_Opcine)Posusje       2.3467635  1.4407669   1.629  0.10343    
## factor(naziv_Opcine)Prijedor      1.7718482  0.9742431   1.819  0.06904 .  
## factor(naziv_Opcine)Prnjavor      1.6879702  1.1350434   1.487  0.13706    
## factor(naziv_Opcine)Prozor       -0.1781254  1.5413924  -0.116  0.90801    
## factor(naziv_Opcine)Ribnik       -0.7641601  1.4899597  -0.513  0.60807    
## factor(naziv_Opcine)Rogatica     -1.6714483  1.4438369  -1.158  0.24708    
## factor(naziv_Opcine)Rudo          1.1702085  1.3771865   0.850  0.39554    
## factor(naziv_Opcine)S.Brijeg      3.0514796  1.0853965   2.811  0.00496 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.7276746  1.0913519   1.583  0.11349    
## factor(naziv_Opcine)Samac         1.8193701  1.0461762   1.739  0.08210 .  
## factor(naziv_Opcine)Sanski Most   2.2034732  0.9649024   2.284  0.02245 *  
## factor(naziv_Opcine)Sokolac      -0.2554957  1.5866682  -0.161  0.87208    
## factor(naziv_Opcine)Srbac         3.2198880  1.3214265   2.437  0.01487 *  
## factor(naziv_Opcine)Srebrenik     0.2835740  0.9754541   0.291  0.77129    
## factor(naziv_Opcine)Stolac        3.0585522  1.5264598   2.004  0.04517 *  
## factor(naziv_Opcine)Tesanj        1.4396773  0.9958635   1.446  0.14836    
## factor(naziv_Opcine)Teslic        1.3806468  1.1543162   1.196  0.23174    
## factor(naziv_Opcine)Tomislavgrad  2.6368401  1.3050156   2.021  0.04340 *  
## factor(naziv_Opcine)Travnik       2.1467696  0.9309927   2.306  0.02117 *  
## factor(naziv_Opcine)Trebinje      0.1725168  1.1555550   0.149  0.88133    
## factor(naziv_Opcine)Tuzla         1.1838125  0.9239565   1.281  0.20019    
## factor(naziv_Opcine)Ugljevik      1.2180288  1.3736687   0.887  0.37530    
## factor(naziv_Opcine)V.Kladusa     1.7776801  1.0461578   1.699  0.08936 .  
## factor(naziv_Opcine)Visegrad     -2.5955075  1.5840000  -1.639  0.10138    
## factor(naziv_Opcine)Visoko        1.6261107  1.0277036   1.582  0.11367    
## factor(naziv_Opcine)Vitez         1.6482181  1.0399129   1.585  0.11306    
## factor(naziv_Opcine)Vlasenica     0.9672212  1.3498563   0.717  0.47370    
## factor(naziv_Opcine)Vogosca       2.5202538  1.2809522   1.967  0.04920 *  
## factor(naziv_Opcine)Zavidovici   -0.3011142  1.0085522  -0.299  0.76529    
## factor(naziv_Opcine)Zenica        0.1047721  0.8960183   0.117  0.90692    
## factor(naziv_Opcine)Zepce         1.3143763  1.5904042   0.826  0.40861    
## factor(naziv_Opcine)Zivinice      2.6330734  0.9541807   2.760  0.00582 ** 
## factor(naziv_Opcine)Zvornik       1.7372604  1.0191802   1.705  0.08836 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.266 on 3767 degrees of freedom
##   (212 observations deleted due to missingness)
## Multiple R-squared:  0.125,  Adjusted R-squared:  0.09803 
## F-statistic: 4.638 on 116 and 3767 DF,  p-value: < 2.2e-16
#ovaj ima 32 sing munic ali 
summary (hbs.transport.drop.1$Age_2)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##    2.00   37.00   46.00   45.53   54.00   97.00     212
#buduci da nam je cilj imati sign at munic level uzecu ovaj modeli probati dodati jos +ukljuciti i Activ.1
p4 <- lm (log(mj.trans.AM + 0.0001) ~ factor(Sex_1) + factor(Educ.1) + as.numeric(Age_2) + as.numeric(Age_2^2)+ n.employ + factor (ncomp) + factor(Activ.1) +factor (naziv_Opcine), data = hbs.transport.drop.1)
summary(p4)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ.1) + 
##     as.numeric(Age_2) + as.numeric(Age_2^2) + n.employ + factor(ncomp) + 
##     factor(Activ.1) + factor(naziv_Opcine), data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.9191  -0.2834   1.1002   2.3109   7.7472 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.0174128  1.1447979  -2.636 0.008429 ** 
## factor(Sex_1)2                   -0.1615025  0.2461482  -0.656 0.511788    
## factor(Educ.1)no elementary      -0.2488217  0.5820282  -0.428 0.669034    
## factor(Educ.1)elementary         -0.0790639  0.4901866  -0.161 0.871871    
## factor(Educ.1)high schl           0.8103211  0.4866236   1.665 0.095958 .  
## factor(Educ.1)college             1.5065191  0.5979290   2.520 0.011791 *  
## factor(Educ.1)university          1.4446648  0.5399901   2.675 0.007497 ** 
## as.numeric(Age_2)                 0.0795559  0.0302972   2.626 0.008678 ** 
## as.numeric(Age_2^2)              -0.0007497  0.0003195  -2.347 0.018995 *  
## n.employtwo                       0.7005610  0.1566997   4.471 8.03e-06 ***
## n.employthree and more            0.9384075  0.2838828   3.306 0.000957 ***
## factor(ncomp)3                    1.0917783  0.2211681   4.936 8.30e-07 ***
## factor(ncomp)4                    1.8863828  0.2208540   8.541  < 2e-16 ***
## factor(ncomp)5                    1.9123185  0.2596498   7.365 2.17e-13 ***
## factor(ncomp)6                    2.2762228  0.3266307   6.969 3.76e-12 ***
## factor(ncomp)7                    2.7576943  0.5205584   5.298 1.24e-07 ***
## factor(ncomp)8                    0.2238281  0.8344174   0.268 0.788526    
## factor(ncomp)9                    3.2771764  1.4629386   2.240 0.025140 *  
## factor(ncomp)10                   4.9551699  2.1901356   2.262 0.023724 *  
## factor(ncomp)11                   4.0667522  2.1782327   1.867 0.061980 .  
## factor(ncomp)13                   0.6518843  4.3016331   0.152 0.879555    
## factor(Activ.1)0                 -0.6093123  0.1661802  -3.667 0.000249 ***
## factor(naziv_Opcine)B.Petrovac   -1.7141815  1.5793609  -1.085 0.277830    
## factor(naziv_Opcine)Banovici      2.6649811  1.2123190   2.198 0.027992 *  
## factor(naziv_Opcine)Banja Luka    2.0370183  0.8764500   2.324 0.020169 *  
## factor(naziv_Opcine)Bihac         2.4249503  0.9753599   2.486 0.012954 *  
## factor(naziv_Opcine)Bijeljina     0.2722747  0.8898161   0.306 0.759629    
## factor(naziv_Opcine)Bratunac      1.4289396  1.5798271   0.904 0.365793    
## factor(naziv_Opcine)Brcko         2.1381051  0.8660665   2.469 0.013603 *  
## factor(naziv_Opcine)Breza        -0.7619246  1.4417559  -0.528 0.597204    
## factor(naziv_Opcine)Brod          0.6859410  1.2606308   0.544 0.586388    
## factor(naziv_Opcine)Bugojno       0.6616487  0.9996369   0.662 0.508083    
## factor(naziv_Opcine)Busovaca      2.6816705  1.1957726   2.243 0.024979 *  
## factor(naziv_Opcine)Buzim         0.8112335  1.5252841   0.532 0.594856    
## factor(naziv_Opcine)C.Sarajevo    0.6762804  1.0192966   0.663 0.507065    
## factor(naziv_Opcine)Capljina      3.0168618  1.2541176   2.406 0.016195 *  
## factor(naziv_Opcine)Cazin         1.3439131  0.9930097   1.353 0.176018    
## factor(naziv_Opcine)Celic         0.7094312  1.5265700   0.465 0.642157    
## factor(naziv_Opcine)Celinac       2.0139025  1.5259338   1.320 0.186987    
## factor(naziv_Opcine)Citluk        3.4004569  1.2155774   2.797 0.005178 ** 
## factor(naziv_Opcine)D.Vakuf       1.5769449  1.1021231   1.431 0.152563    
## factor(naziv_Opcine)Derventa      1.7081345  1.1868222   1.439 0.150163    
## factor(naziv_Opcine)Doboj         1.9136288  1.0200448   1.876 0.060729 .  
## factor(naziv_Opcine)Doboj-Istok   3.0735256  1.4779863   2.080 0.037636 *  
## factor(naziv_Opcine)Drvar         0.0111929  1.4827747   0.008 0.993978    
## factor(naziv_Opcine)Foca - RS     1.5371119  1.2618490   1.218 0.223246    
## factor(naziv_Opcine)Fojnica       2.8734159  1.3472648   2.133 0.033007 *  
## factor(naziv_Opcine)G.Vakuf       2.1795917  1.1828038   1.843 0.065447 .  
## factor(naziv_Opcine)Gacko         0.0336946  1.3207550   0.026 0.979648    
## factor(naziv_Opcine)Glamoc       -1.2658794  1.8167575  -0.697 0.485984    
## factor(naziv_Opcine)Gorazde       0.3277326  1.1237839   0.292 0.770583    
## factor(naziv_Opcine)Gracanica     2.3853592  0.9550999   2.497 0.012550 *  
## factor(naziv_Opcine)Grad Mostar   2.3817004  0.8892796   2.678 0.007433 ** 
## factor(naziv_Opcine)Gradacac      2.6160826  1.1301362   2.315 0.020675 *  
## factor(naziv_Opcine)Gradiska      2.8749715  1.1345741   2.534 0.011318 *  
## factor(naziv_Opcine)Grude         2.4562151  1.2583204   1.952 0.051015 .  
## factor(naziv_Opcine)I.Ilidza     -1.8112177  1.5848162  -1.143 0.253171    
## factor(naziv_Opcine)Ilidza        1.5577179  1.0230290   1.523 0.127930    
## factor(naziv_Opcine)Ilijas        0.9601710  1.4389286   0.667 0.504633    
## factor(naziv_Opcine)Jajce         2.0559868  1.2799079   1.606 0.108280    
## factor(naziv_Opcine)K.Dubica      2.0693958  1.0788063   1.918 0.055158 .  
## factor(naziv_Opcine)Kakanj        0.7724097  0.9653383   0.800 0.423678    
## factor(naziv_Opcine)Kalesija      2.2397759  1.1649596   1.923 0.054603 .  
## factor(naziv_Opcine)Kiseljak      2.5374701  1.0999259   2.307 0.021112 *  
## factor(naziv_Opcine)Kladanj       2.0866653  1.4405957   1.448 0.147568    
## factor(naziv_Opcine)Kljuc         0.6189446  1.2432501   0.498 0.618623    
## factor(naziv_Opcine)Knezevo       1.3126050  1.4058706   0.934 0.350539    
## factor(naziv_Opcine)Konjic        0.3830700  1.0351833   0.370 0.711366    
## factor(naziv_Opcine)Kotor Varos   1.5058002  1.3450788   1.119 0.263003    
## factor(naziv_Opcine)Kresevo       2.0259008  1.4109199   1.436 0.151122    
## factor(naziv_Opcine)Laktasi       2.7059287  1.0609234   2.551 0.010795 *  
## factor(naziv_Opcine)Livno         0.5650300  1.2251517   0.461 0.644688    
## factor(naziv_Opcine)Lopare        2.6716501  1.1833427   2.258 0.024020 *  
## factor(naziv_Opcine)Lukavac       2.2455307  1.0472630   2.144 0.032082 *  
## factor(naziv_Opcine)Ljubuski      3.4432785  1.1878815   2.899 0.003769 ** 
## factor(naziv_Opcine)Maglaj        0.5997986  1.0621900   0.565 0.572324    
## factor(naziv_Opcine)Modrica       1.6286357  1.1301023   1.441 0.149628    
## factor(naziv_Opcine)N.G.Sarajevo  1.6861694  0.8951795   1.884 0.059695 .  
## factor(naziv_Opcine)N.Gorazde     3.8375430  1.6449724   2.333 0.019706 *  
## factor(naziv_Opcine)N.Sarajevo    0.1295165  1.0303791   0.126 0.899978    
## factor(naziv_Opcine)N.Travnik     0.5641050  1.0365922   0.544 0.586342    
## factor(naziv_Opcine)Nevesinje     1.5197673  1.5300525   0.993 0.320638    
## factor(naziv_Opcine)Novi Grad     0.1642603  1.0476676   0.157 0.875421    
## factor(naziv_Opcine)Orasje        2.5929839  1.2002919   2.160 0.030813 *  
## factor(naziv_Opcine)Pale         -1.5821764  1.2997332  -1.217 0.223563    
## factor(naziv_Opcine)Posusje       2.4201113  1.4385322   1.682 0.092584 .  
## factor(naziv_Opcine)Prijedor      1.8580222  0.9729219   1.910 0.056243 .  
## factor(naziv_Opcine)Prnjavor      1.7518439  1.1333072   1.546 0.122242    
## factor(naziv_Opcine)Prozor       -0.0174366  1.5394767  -0.011 0.990964    
## factor(naziv_Opcine)Ribnik       -0.5764129  1.4883859  -0.387 0.698575    
## factor(naziv_Opcine)Rogatica     -1.6307201  1.4415009  -1.131 0.258015    
## factor(naziv_Opcine)Rudo          1.3014821  1.3753835   0.946 0.344072    
## factor(naziv_Opcine)S.Brijeg      3.2076045  1.0844445   2.958 0.003117 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.7942877  1.0897053   1.647 0.099728 .  
## factor(naziv_Opcine)Samac         1.8708137  1.0445468   1.791 0.073369 .  
## factor(naziv_Opcine)Sanski Most   2.2222070  0.9633262   2.307 0.021120 *  
## factor(naziv_Opcine)Sokolac      -0.0759794  1.5848105  -0.048 0.961765    
## factor(naziv_Opcine)Srbac         3.2188752  1.3192493   2.440 0.014736 *  
## factor(naziv_Opcine)Srebrenik     0.2813957  0.9738471   0.289 0.772634    
## factor(naziv_Opcine)Stolac        3.2462511  1.5248043   2.129 0.033322 *  
## factor(naziv_Opcine)Tesanj        1.5026934  0.9943713   1.511 0.130822    
## factor(naziv_Opcine)Teslic        1.4856423  1.1527700   1.289 0.197561    
## factor(naziv_Opcine)Tomislavgrad  2.6861494  1.3029348   2.062 0.039313 *  
## factor(naziv_Opcine)Travnik       2.1866392  0.9295224   2.352 0.018702 *  
## factor(naziv_Opcine)Trebinje      0.3560660  1.1547367   0.308 0.757831    
## factor(naziv_Opcine)Tuzla         1.3404465  0.9234229   1.452 0.146694    
## factor(naziv_Opcine)Ugljevik      1.3220545  1.3716988   0.964 0.335204    
## factor(naziv_Opcine)V.Kladusa     1.8207596  1.0445003   1.743 0.081383 .  
## factor(naziv_Opcine)Visegrad     -2.4487814  1.5818965  -1.548 0.121705    
## factor(naziv_Opcine)Visoko        1.7966687  1.0270643   1.749 0.080316 .  
## factor(naziv_Opcine)Vitez         1.8336064  1.0394300   1.764 0.077805 .  
## factor(naziv_Opcine)Vlasenica     0.9747586  1.3476338   0.723 0.469534    
## factor(naziv_Opcine)Vogosca       2.6900871  1.2796802   2.102 0.035606 *  
## factor(naziv_Opcine)Zavidovici   -0.1640000  1.0075847  -0.163 0.870712    
## factor(naziv_Opcine)Zenica        0.2064205  0.8949715   0.231 0.817603    
## factor(naziv_Opcine)Zepce         1.4922320  1.5885246   0.939 0.347595    
## factor(naziv_Opcine)Zivinice      2.7446558  0.9530946   2.880 0.004003 ** 
## factor(naziv_Opcine)Zvornik       1.8227596  1.0177682   1.791 0.073384 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.259 on 3766 degrees of freedom
##   (212 observations deleted due to missingness)
## Multiple R-squared:  0.1281, Adjusted R-squared:  0.101 
## F-statistic: 4.729 on 117 and 3766 DF,  p-value: < 2.2e-16
# 37 opstina je sign.
#proba kao gore no sex
p8 <- lm (log(mj.trans.AM + 0.0001) ~ factor(Educ.1) + as.numeric(Age_2) + as.numeric(Age_2^2)+ n.employ + factor (ncomp) + Activ.1 +factor (naziv_Opcine), data = hbs.transport.drop.1)
summary(p8) # 38 sign munic.. dakle i nije to to
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Educ.1) + as.numeric(Age_2) + 
##     as.numeric(Age_2^2) + n.employ + factor(ncomp) + Activ.1 + 
##     factor(naziv_Opcine), data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.9111  -0.2738   1.1009   2.3166   7.7046 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.2499565  1.0884702  -2.986  0.00285 ** 
## factor(Educ.1)no elementary      -0.2287020  0.5811760  -0.394  0.69396    
## factor(Educ.1)elementary         -0.0274154  0.4837881  -0.057  0.95481    
## factor(Educ.1)high schl           0.8798650  0.4749041   1.853  0.06400 .  
## factor(Educ.1)college             1.5717813  0.5895531   2.666  0.00771 ** 
## factor(Educ.1)university          1.5096047  0.5308017   2.844  0.00448 ** 
## as.numeric(Age_2)                 0.0845694  0.0293156   2.885  0.00394 ** 
## as.numeric(Age_2^2)              -0.0007839  0.0003152  -2.487  0.01291 *  
## n.employtwo                       0.6993497  0.1566769   4.464 8.29e-06 ***
## n.employthree and more            0.9256982  0.2831998   3.269  0.00109 ** 
## factor(ncomp)3                    1.1102645  0.2193495   5.062 4.36e-07 ***
## factor(ncomp)4                    1.9139783  0.2167958   8.828  < 2e-16 ***
## factor(ncomp)5                    1.9389494  0.2564384   7.561 4.99e-14 ***
## factor(ncomp)6                    2.3101754  0.3224811   7.164 9.40e-13 ***
## factor(ncomp)7                    2.7856935  0.5187671   5.370 8.36e-08 ***
## factor(ncomp)8                    0.2593663  0.8325946   0.312  0.75543    
## factor(ncomp)9                    3.2975233  1.4624993   2.255  0.02421 *  
## factor(ncomp)10                   5.0043572  2.1886868   2.286  0.02228 *  
## factor(ncomp)11                   4.1259525  2.1761986   1.896  0.05804 .  
## factor(ncomp)13                   0.7079030  4.3004606   0.165  0.86926    
## Activ.10                         -0.6363205  0.1609892  -3.953 7.87e-05 ***
## factor(naziv_Opcine)B.Petrovac   -1.7062811  1.5791956  -1.080  0.28000    
## factor(naziv_Opcine)Banovici      2.6628928  1.2122232   2.197  0.02810 *  
## factor(naziv_Opcine)Banja Luka    2.0185206  0.8759302   2.304  0.02125 *  
## factor(naziv_Opcine)Bihac         2.3995461  0.9745174   2.462  0.01385 *  
## factor(naziv_Opcine)Bijeljina     0.2657604  0.8896934   0.299  0.76518    
## factor(naziv_Opcine)Bratunac      1.4263552  1.5797028   0.903  0.36662    
## factor(naziv_Opcine)Brcko         2.1290661  0.8658914   2.459  0.01398 *  
## factor(naziv_Opcine)Breza        -0.7862106  1.4411718  -0.546  0.58542    
## factor(naziv_Opcine)Brod          0.6603753  1.2599332   0.524  0.60022    
## factor(naziv_Opcine)Bugojno       0.6641235  0.9995542   0.664  0.50646    
## factor(naziv_Opcine)Busovaca      2.6656748  1.1954337   2.230  0.02581 *  
## factor(naziv_Opcine)Buzim         0.7625893  1.5233660   0.501  0.61669    
## factor(naziv_Opcine)C.Sarajevo    0.6503317  1.0184520   0.639  0.52316    
## factor(naziv_Opcine)Capljina      3.0137781  1.2540140   2.403  0.01630 *  
## factor(naziv_Opcine)Cazin         1.3378964  0.9928923   1.347  0.17791    
## factor(naziv_Opcine)Celic         0.7119553  1.5264498   0.466  0.64095    
## factor(naziv_Opcine)Celinac       1.9891767  1.5253531   1.304  0.19229    
## factor(naziv_Opcine)Citluk        3.3856747  1.2152767   2.786  0.00536 ** 
## factor(naziv_Opcine)D.Vakuf       1.5778777  1.1020388   1.432  0.15229    
## factor(naziv_Opcine)Derventa      1.7005540  1.1866762   1.433  0.15193    
## factor(naziv_Opcine)Doboj         1.9141695  1.0199673   1.877  0.06064 .  
## factor(naziv_Opcine)Doboj-Istok   3.0633460  1.4777932   2.073  0.03825 *  
## factor(naziv_Opcine)Drvar        -0.0222146  1.4817882  -0.015  0.98804    
## factor(naziv_Opcine)Foca - RS     1.5268380  1.2616565   1.210  0.22628    
## factor(naziv_Opcine)Fojnica       2.8764393  1.3471551   2.135  0.03281 *  
## factor(naziv_Opcine)G.Vakuf       2.1775870  1.1827105   1.841  0.06567 .  
## factor(naziv_Opcine)Gacko         0.0160675  1.3203819   0.012  0.99029    
## factor(naziv_Opcine)Glamoc       -1.3078541  1.8154935  -0.720  0.47133    
## factor(naziv_Opcine)Gorazde       0.3083839  1.1233120   0.275  0.78369    
## factor(naziv_Opcine)Gracanica     2.3770448  0.9549436   2.489  0.01285 *  
## factor(naziv_Opcine)Grad Mostar   2.3573862  0.8884400   2.653  0.00800 ** 
## factor(naziv_Opcine)Gradacac      2.6206907  1.1300289   2.319  0.02044 *  
## factor(naziv_Opcine)Gradiska      2.8652535  1.1343916   2.526  0.01158 *  
## factor(naziv_Opcine)Grude         2.4460022  1.2581290   1.944  0.05195 .  
## factor(naziv_Opcine)I.Ilidza     -1.8313621  1.5843990  -1.156  0.24781    
## factor(naziv_Opcine)Ilidza        1.5360971  1.0224208   1.502  0.13307    
## factor(naziv_Opcine)Ilijas        0.9459787  1.4386572   0.658  0.51087    
## factor(naziv_Opcine)Jajce         2.0534563  1.2798054   1.605  0.10869    
## factor(naziv_Opcine)K.Dubica      2.0471357  1.0781912   1.899  0.05768 .  
## factor(naziv_Opcine)Kakanj        0.7645747  0.9651915   0.792  0.42832    
## factor(naziv_Opcine)Kalesija      2.2410238  1.1648700   1.924  0.05445 .  
## factor(naziv_Opcine)Kiseljak      2.5202258  1.0995287   2.292  0.02195 *  
## factor(naziv_Opcine)Kladanj       2.0771911  1.4404144   1.442  0.14936    
## factor(naziv_Opcine)Kljuc         0.5843045  1.2420347   0.470  0.63807    
## factor(naziv_Opcine)Knezevo       1.3106173  1.4057610   0.932  0.35123    
## factor(naziv_Opcine)Konjic        0.3754012  1.0350391   0.363  0.71685    
## factor(naziv_Opcine)Kotor Varos   1.5021997  1.3449659   1.117  0.26411    
## factor(naziv_Opcine)Kresevo       2.0229372  1.4108060   1.434  0.15169    
## factor(naziv_Opcine)Laktasi       2.7052347  1.0608427   2.550  0.01081 *  
## factor(naziv_Opcine)Livno         0.5496639  1.2248352   0.449  0.65363    
## factor(naziv_Opcine)Lopare        2.6744964  1.1832453   2.260  0.02386 *  
## factor(naziv_Opcine)Lukavac       2.2301852  1.0469227   2.130  0.03322 *  
## factor(naziv_Opcine)Ljubuski      3.4129651  1.1868930   2.876  0.00406 ** 
## factor(naziv_Opcine)Maglaj        0.6003380  1.0621094   0.565  0.57195    
## factor(naziv_Opcine)Modrica       1.6083995  1.1295959   1.424  0.15457    
## factor(naziv_Opcine)N.G.Sarajevo  1.6624768  0.8943833   1.859  0.06313 .  
## factor(naziv_Opcine)N.Gorazde     3.8290479  1.6447971   2.328  0.01997 *  
## factor(naziv_Opcine)N.Sarajevo    0.0990573  1.0292550   0.096  0.92333    
## factor(naziv_Opcine)N.Travnik     0.5478779  1.0362187   0.529  0.59703    
## factor(naziv_Opcine)Nevesinje     1.5040542  1.5297494   0.983  0.32557    
## factor(naziv_Opcine)Novi Grad     0.1511848  1.0473989   0.144  0.88524    
## factor(naziv_Opcine)Orasje        2.5743233  1.1998642   2.146  0.03198 *  
## factor(naziv_Opcine)Pale         -1.6083080  1.2990247  -1.238  0.21576    
## factor(naziv_Opcine)Posusje       2.4104258  1.4383478   1.676  0.09385 .  
## factor(naziv_Opcine)Prijedor      1.8428969  0.9725752   1.895  0.05819 .  
## factor(naziv_Opcine)Prnjavor      1.7496703  1.1332167   1.544  0.12268    
## factor(naziv_Opcine)Prozor       -0.0265919  1.5392971  -0.017  0.98622    
## factor(naziv_Opcine)Ribnik       -0.6063063  1.4875760  -0.408  0.68361    
## factor(naziv_Opcine)Rogatica     -1.6504746  1.4410774  -1.145  0.25216    
## factor(naziv_Opcine)Rudo          1.2962178  1.3752562   0.943  0.34598    
## factor(naziv_Opcine)S.Brijeg      3.1800061  1.0835465   2.935  0.00336 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.7622290  1.0885270   1.619  0.10555    
## factor(naziv_Opcine)Samac         1.8531831  1.0441222   1.775  0.07600 .  
## factor(naziv_Opcine)Sanski Most   2.1916968  0.9621305   2.278  0.02278 *  
## factor(naziv_Opcine)Sokolac      -0.1198027  1.5832827  -0.076  0.93969    
## factor(naziv_Opcine)Srbac         3.2086919  1.3190583   2.433  0.01504 *  
## factor(naziv_Opcine)Srebrenik     0.2816061  0.9737735   0.289  0.77245    
## factor(naziv_Opcine)Stolac        3.2063950  1.5234787   2.105  0.03539 *  
## factor(naziv_Opcine)Tesanj        1.5043785  0.9942928   1.513  0.13036    
## factor(naziv_Opcine)Teslic        1.4907022  1.1526571   1.293  0.19600    
## factor(naziv_Opcine)Tomislavgrad  2.6808764  1.3028115   2.058  0.03968 *  
## factor(naziv_Opcine)Travnik       2.1768248  0.9293318   2.342  0.01921 *  
## factor(naziv_Opcine)Trebinje      0.3335176  1.1541380   0.289  0.77262    
## factor(naziv_Opcine)Tuzla         1.3267351  0.9231166   1.437  0.15073    
## factor(naziv_Opcine)Ugljevik      1.3236272  1.3715930   0.965  0.33459    
## factor(naziv_Opcine)V.Kladusa     1.8251088  1.0444003   1.748  0.08063 .  
## factor(naziv_Opcine)Visegrad     -2.4851511  1.5808055  -1.572  0.11602    
## factor(naziv_Opcine)Visoko        1.7823742  1.0267556   1.736  0.08266 .  
## factor(naziv_Opcine)Vitez         1.8270679  1.0393037   1.758  0.07883 .  
## factor(naziv_Opcine)Vlasenica     0.9653840  1.3474562   0.716  0.47376    
## factor(naziv_Opcine)Vogosca       2.6852285  1.2795621   2.099  0.03592 *  
## factor(naziv_Opcine)Zavidovici   -0.1707714  1.0074557  -0.170  0.86541    
## factor(naziv_Opcine)Zenica        0.1914183  0.8946117   0.214  0.83058    
## factor(naziv_Opcine)Zepce         1.4926650  1.5884044   0.940  0.34742    
## factor(naziv_Opcine)Zivinice      2.7347401  0.9529027   2.870  0.00413 ** 
## factor(naziv_Opcine)Zvornik       1.8232808  1.0176909   1.792  0.07328 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.259 on 3767 degrees of freedom
##   (212 observations deleted due to missingness)
## Multiple R-squared:  0.128,  Adjusted R-squared:  0.1011 
## F-statistic: 4.766 on 116 and 3767 DF,  p-value: < 2.2e-16
table (hbs.transport.drop.1$Activ.1)
## 
##    1    0 
## 2575 1521
#sacu kao ovaj gornji ali umjesto Activ.1 uzeti Activ_1
p5 <- lm (log(mj.trans.AM + 0.0001) ~ factor(Sex_1) + factor(Educ.1) + as.numeric(Age_2) + as.numeric(Age_2^2)+ n.employ + factor (ncomp) + Activ_1 +factor (naziv_Opcine), data = hbs.transport.drop.1)
summary(p5)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_1) + factor(Educ.1) + 
##     as.numeric(Age_2) + as.numeric(Age_2^2) + n.employ + factor(ncomp) + 
##     Activ_1 + factor(naziv_Opcine), data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.8207  -0.2317   1.0930   2.3250   8.0303 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -2.8827731  1.1463876  -2.515 0.011956 *  
## factor(Sex_1)2                   -0.4344387  0.2481329  -1.751 0.080056 .  
## factor(Educ.1)no elementary      -0.2322457  0.5830429  -0.398 0.690407    
## factor(Educ.1)elementary          0.0316288  0.4910323   0.064 0.948645    
## factor(Educ.1)high schl           1.0224100  0.4869060   2.100 0.035812 *  
## factor(Educ.1)college             1.7493280  0.5976601   2.927 0.003443 ** 
## factor(Educ.1)university          1.7772918  0.5389635   3.298 0.000984 ***
## as.numeric(Age_2)                 0.0681973  0.0302834   2.252 0.024382 *  
## as.numeric(Age_2^2)              -0.0007202  0.0003199  -2.251 0.024435 *  
## n.employtwo                       0.8124634  0.1569943   5.175 2.40e-07 ***
## n.employthree and more            1.1494226  0.2850945   4.032 5.65e-05 ***
## factor(ncomp)3                    1.0258669  0.2220051   4.621 3.95e-06 ***
## factor(ncomp)4                    1.8487585  0.2216242   8.342  < 2e-16 ***
## factor(ncomp)5                    1.8180494  0.2610346   6.965 3.86e-12 ***
## factor(ncomp)6                    2.1182214  0.3285035   6.448 1.28e-10 ***
## factor(ncomp)7                    2.6021271  0.5223127   4.982 6.58e-07 ***
## factor(ncomp)8                   -0.0218319  0.8363843  -0.026 0.979177    
## factor(ncomp)9                    3.2319673  1.4655097   2.205 0.027489 *  
## factor(ncomp)10                   4.6531398  2.1953618   2.120 0.034111 *  
## factor(ncomp)11                   3.8816055  2.1829328   1.778 0.075458 .  
## factor(ncomp)13                   0.5297267  4.3090501   0.123 0.902166    
## Activ_1                           0.0224510  0.0305132   0.736 0.461910    
## factor(naziv_Opcine)B.Petrovac   -1.7073833  1.5820694  -1.079 0.280564    
## factor(naziv_Opcine)Banovici      2.5781369  1.2143872   2.123 0.033819 *  
## factor(naziv_Opcine)Banja Luka    1.8611642  0.8782530   2.119 0.034142 *  
## factor(naziv_Opcine)Bihac         2.2810939  0.9767850   2.335 0.019580 *  
## factor(naziv_Opcine)Bijeljina     0.2313990  0.8913057   0.260 0.795173    
## factor(naziv_Opcine)Bratunac      1.6015711  1.5823126   1.012 0.311521    
## factor(naziv_Opcine)Brcko         2.0069937  0.8671502   2.314 0.020695 *  
## factor(naziv_Opcine)Breza        -0.7588088  1.4442247  -0.525 0.599330    
## factor(naziv_Opcine)Brod          0.6933109  1.2627876   0.549 0.583016    
## factor(naziv_Opcine)Bugojno       0.3730857  0.9999330   0.373 0.709087    
## factor(naziv_Opcine)Busovaca      2.6668451  1.1978196   2.226 0.026045 *  
## factor(naziv_Opcine)Buzim         0.8102907  1.5278950   0.530 0.595913    
## factor(naziv_Opcine)C.Sarajevo    0.4715895  1.0207039   0.462 0.644091    
## factor(naziv_Opcine)Capljina      2.8159695  1.2556729   2.243 0.024981 *  
## factor(naziv_Opcine)Cazin         1.3152983  0.9947519   1.322 0.186169    
## factor(naziv_Opcine)Celic         0.7221629  1.5291969   0.472 0.636776    
## factor(naziv_Opcine)Celinac       1.9268320  1.5285707   1.261 0.207551    
## factor(naziv_Opcine)Citluk        3.2538347  1.2176360   2.672 0.007567 ** 
## factor(naziv_Opcine)D.Vakuf       1.2791907  1.1023634   1.160 0.245957    
## factor(naziv_Opcine)Derventa      1.6801715  1.1888897   1.413 0.157672    
## factor(naziv_Opcine)Doboj         1.7796095  1.0215438   1.742 0.081576 .  
## factor(naziv_Opcine)Doboj-Istok   2.8640910  1.4796005   1.936 0.052977 .  
## factor(naziv_Opcine)Drvar        -0.1468423  1.4851820  -0.099 0.921245    
## factor(naziv_Opcine)Foca - RS     1.3280972  1.2639524   1.051 0.293441    
## factor(naziv_Opcine)Fojnica       2.6710987  1.3486700   1.981 0.047715 *  
## factor(naziv_Opcine)G.Vakuf       1.9117963  1.1834947   1.615 0.106312    
## factor(naziv_Opcine)Gacko         0.0028865  1.3231578   0.002 0.998260    
## factor(naziv_Opcine)Glamoc       -1.5591482  1.8181292  -0.858 0.391192    
## factor(naziv_Opcine)Gorazde       0.1892309  1.1253634   0.168 0.866474    
## factor(naziv_Opcine)Gracanica     2.1885088  0.9558818   2.290 0.022104 *  
## factor(naziv_Opcine)Grad Mostar   2.2502632  0.8911358   2.525 0.011605 *  
## factor(naziv_Opcine)Gradacac      2.4582321  1.1315780   2.172 0.029888 *  
## factor(naziv_Opcine)Gradiska      2.6496088  1.1363001   2.332 0.019764 *  
## factor(naziv_Opcine)Grude         2.3745354  1.2606945   1.884 0.059708 .  
## factor(naziv_Opcine)I.Ilidza     -2.1712578  1.5869235  -1.368 0.171325    
## factor(naziv_Opcine)Ilidza        1.3756577  1.0241553   1.343 0.179284    
## factor(naziv_Opcine)Ilijas        0.8891309  1.4412647   0.617 0.537331    
## factor(naziv_Opcine)Jajce         1.9099262  1.2815659   1.490 0.136227    
## factor(naziv_Opcine)K.Dubica      1.9485667  1.0808472   1.803 0.071497 .  
## factor(naziv_Opcine)Kakanj        0.6793726  0.9668635   0.703 0.482313    
## factor(naziv_Opcine)Kalesija      2.0564106  1.1659467   1.764 0.077859 .  
## factor(naziv_Opcine)Kiseljak      2.3382628  1.1018758   2.122 0.033897 *  
## factor(naziv_Opcine)Kladanj       1.9729233  1.4428030   1.367 0.171574    
## factor(naziv_Opcine)Kljuc         0.5164998  1.2452187   0.415 0.678322    
## factor(naziv_Opcine)Knezevo       1.2080916  1.4084234   0.858 0.391079    
## factor(naziv_Opcine)Konjic        0.2039996  1.0369868   0.197 0.844055    
## factor(naziv_Opcine)Kotor Varos   1.4215505  1.3475427   1.055 0.291529    
## factor(naziv_Opcine)Kresevo       1.9855548  1.4134522   1.405 0.160176    
## factor(naziv_Opcine)Laktasi       2.6364572  1.0630406   2.480 0.013178 *  
## factor(naziv_Opcine)Livno         0.5527405  1.2273033   0.450 0.652470    
## factor(naziv_Opcine)Lopare        2.3353442  1.1825412   1.975 0.048358 *  
## factor(naziv_Opcine)Lukavac       2.1710030  1.0488956   2.070 0.038539 *  
## factor(naziv_Opcine)Ljubuski      3.3453610  1.1901218   2.811 0.004965 ** 
## factor(naziv_Opcine)Maglaj        0.4664354  1.0635032   0.439 0.660988    
## factor(naziv_Opcine)Modrica       1.4445945  1.1311085   1.277 0.201628    
## factor(naziv_Opcine)N.G.Sarajevo  1.5490359  0.8968269   1.727 0.084206 .  
## factor(naziv_Opcine)N.Gorazde     3.5151008  1.6460510   2.135 0.032787 *  
## factor(naziv_Opcine)N.Sarajevo    0.0010827  1.0320861   0.001 0.999163    
## factor(naziv_Opcine)N.Travnik     0.3465924  1.0382411   0.334 0.738529    
## factor(naziv_Opcine)Nevesinje     1.1960927  1.5327352   0.780 0.435225    
## factor(naziv_Opcine)Novi Grad     0.0372847  1.0492362   0.036 0.971655    
## factor(naziv_Opcine)Orasje        2.4105921  1.2025717   2.005 0.045085 *  
## factor(naziv_Opcine)Pale         -1.6766515  1.3019171  -1.288 0.197883    
## factor(naziv_Opcine)Posusje       2.3249909  1.4411585   1.613 0.106768    
## factor(naziv_Opcine)Prijedor      1.7620794  0.9743929   1.808 0.070626 .  
## factor(naziv_Opcine)Prnjavor      1.6757572  1.1352339   1.476 0.139992    
## factor(naziv_Opcine)Prozor       -0.1958608  1.5416747  -0.127 0.898912    
## factor(naziv_Opcine)Ribnik       -0.8056974  1.4911195  -0.540 0.589001    
## factor(naziv_Opcine)Rogatica     -1.6718937  1.4439249  -1.158 0.246986    
## factor(naziv_Opcine)Rudo          1.1489647  1.3775730   0.834 0.404306    
## factor(naziv_Opcine)S.Brijeg      3.0095929  1.0869544   2.769 0.005653 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.7154230  1.0915454   1.572 0.116138    
## factor(naziv_Opcine)Samac         1.8261418  1.0462804   1.745 0.081003 .  
## factor(naziv_Opcine)Sanski Most   2.1892473  0.9651548   2.268 0.023368 *  
## factor(naziv_Opcine)Sokolac      -0.2746730  1.5869789  -0.173 0.862598    
## factor(naziv_Opcine)Srbac         3.2069531  1.3216239   2.427 0.015291 *  
## factor(naziv_Opcine)Srebrenik     0.2764375  0.9755617   0.283 0.776915    
## factor(naziv_Opcine)Stolac        3.0019407  1.5284904   1.964 0.049605 *  
## factor(naziv_Opcine)Tesanj        1.4339327  0.9959548   1.440 0.150019    
## factor(naziv_Opcine)Teslic        1.3650237  1.1545817   1.182 0.237174    
## factor(naziv_Opcine)Tomislavgrad  2.6199301  1.3052974   2.007 0.044805 *  
## factor(naziv_Opcine)Travnik       2.1290454  0.9313610   2.286 0.022312 *  
## factor(naziv_Opcine)Trebinje      0.1344866  1.1567807   0.116 0.907453    
## factor(naziv_Opcine)Tuzla         1.1638819  0.9244098   1.259 0.208089    
## factor(naziv_Opcine)Ugljevik      1.1968303  1.3740544   0.871 0.383798    
## factor(naziv_Opcine)V.Kladusa     1.7685620  1.0462949   1.690 0.091052 .  
## factor(naziv_Opcine)Visegrad     -2.6213409  1.5844855  -1.654 0.098134 .  
## factor(naziv_Opcine)Visoko        1.6007295  1.0283449   1.557 0.119648    
## factor(naziv_Opcine)Vitez         1.6184178  1.0407646   1.555 0.120023    
## factor(naziv_Opcine)Vlasenica     0.9660749  1.3499393   0.716 0.474256    
## factor(naziv_Opcine)Vogosca       2.4855816  1.2818966   1.939 0.052577 .  
## factor(naziv_Opcine)Zavidovici   -0.3217731  1.0090043  -0.319 0.749819    
## factor(naziv_Opcine)Zenica        0.0887911  0.8963360   0.099 0.921096    
## factor(naziv_Opcine)Zepce         1.2915417  1.5908038   0.812 0.416912    
## factor(naziv_Opcine)Zivinice      2.6167159  0.9544977   2.741 0.006146 ** 
## factor(naziv_Opcine)Zvornik       1.7154207  1.0196744   1.682 0.092589 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.266 on 3766 degrees of freedom
##   (212 observations deleted due to missingness)
## Multiple R-squared:  0.1251, Adjusted R-squared:  0.09792 
## F-statistic: 4.603 on 117 and 3766 DF,  p-value: < 2.2e-16
#ima 32 dakle ipak je bolje sa Activ.1
#ovo je kao p4 ali je i Sex_2 umjesto Sex_1
p6 <- lm (log(mj.trans.AM + 0.0001) ~ factor(Sex_2) + factor(Educ.1) + as.numeric(Age_2) + as.numeric(Age_2^2)+ n.employ + factor (ncomp) + Activ.1 +factor (naziv_Opcine), data = hbs.transport.drop.1)
summary(p6)
## 
## Call:
## lm(formula = log(mj.trans.AM + 1e-04) ~ factor(Sex_2) + factor(Educ.1) + 
##     as.numeric(Age_2) + as.numeric(Age_2^2) + n.employ + factor(ncomp) + 
##     Activ.1 + factor(naziv_Opcine), data = hbs.transport.drop.1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.9121  -0.2749   1.1026   2.3159   7.7103 
## 
## Coefficients:
##                                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      -3.2472085  1.0890133  -2.982 0.002884 ** 
## factor(Sex_2)2                    0.0222361  0.2387879   0.093 0.925813    
## factor(Educ.1)no elementary      -0.2305001  0.5815731  -0.396 0.691877    
## factor(Educ.1)elementary         -0.0342697  0.4894185  -0.070 0.944181    
## factor(Educ.1)high schl           0.8707258  0.4850006   1.795 0.072685 .  
## factor(Educ.1)college             1.5632567  0.5966948   2.620 0.008832 ** 
## factor(Educ.1)university          1.5009265  0.5389894   2.785 0.005384 ** 
## as.numeric(Age_2)                 0.0840859  0.0297757   2.824 0.004768 ** 
## as.numeric(Age_2^2)              -0.0007809  0.0003168  -2.465 0.013745 *  
## n.employtwo                       0.7001056  0.1569077   4.462 8.36e-06 ***
## n.employthree and more            0.9276477  0.2840097   3.266 0.001100 ** 
## factor(ncomp)3                    1.1082646  0.2204271   5.028 5.19e-07 ***
## factor(ncomp)4                    1.9112313  0.2188219   8.734  < 2e-16 ***
## factor(ncomp)5                    1.9368787  0.2574343   7.524 6.62e-14 ***
## factor(ncomp)6                    2.3070592  0.3242550   7.115 1.33e-12 ***
## factor(ncomp)7                    2.7828345  0.5197430   5.354 9.10e-08 ***
## factor(ncomp)8                    0.2552920  0.8338529   0.306 0.759500    
## factor(ncomp)9                    3.2927619  1.4635852   2.250 0.024520 *  
## factor(ncomp)10                   4.9977766  2.1901152   2.282 0.022547 *  
## factor(ncomp)11                   4.1187313  2.1778661   1.891 0.058677 .  
## factor(ncomp)13                   0.7025440  4.3014116   0.163 0.870268    
## Activ.10                         -0.6325661  0.1659815  -3.811 0.000141 ***
## factor(naziv_Opcine)B.Petrovac   -1.7046042  1.5795061  -1.079 0.280567    
## factor(naziv_Opcine)Banovici      2.6653687  1.2126742   2.198 0.028015 *  
## factor(naziv_Opcine)Banja Luka    2.0201293  0.8762158   2.306 0.021192 *  
## factor(naziv_Opcine)Bihac         2.4029651  0.9753370   2.464 0.013794 *  
## factor(naziv_Opcine)Bijeljina     0.2667318  0.8898716   0.300 0.764391    
## factor(naziv_Opcine)Bratunac      1.4264240  1.5799108   0.903 0.366663    
## factor(naziv_Opcine)Brcko         2.1301806  0.8660881   2.460 0.013956 *  
## factor(naziv_Opcine)Breza        -0.7843961  1.4414931  -0.544 0.586367    
## factor(naziv_Opcine)Brod          0.6639413  1.2606808   0.527 0.598466    
## factor(naziv_Opcine)Bugojno       0.6661494  0.9999225   0.666 0.505323    
## factor(naziv_Opcine)Busovaca      2.6671107  1.1956904   2.231 0.025766 *  
## factor(naziv_Opcine)Buzim         0.7676103  1.5245203   0.504 0.614636    
## factor(naziv_Opcine)C.Sarajevo    0.6515326  1.0186677   0.640 0.522476    
## factor(naziv_Opcine)Capljina      3.0165392  1.2545295   2.405 0.016242 *  
## factor(naziv_Opcine)Cazin         1.3383978  0.9930376   1.348 0.177810    
## factor(naziv_Opcine)Celic         0.7118212  1.5266513   0.466 0.641054    
## factor(naziv_Opcine)Celinac       1.9923218  1.5259277   1.306 0.191753    
## factor(naziv_Opcine)Citluk        3.3873616  1.2155717   2.787 0.005352 ** 
## factor(naziv_Opcine)D.Vakuf       1.5782619  1.1021916   1.432 0.152247    
## factor(naziv_Opcine)Derventa      1.7015319  1.1868788   1.434 0.151764    
## factor(naziv_Opcine)Doboj         1.9142879  1.0201023   1.877 0.060655 .  
## factor(naziv_Opcine)Doboj-Istok   3.0644369  1.4780341   2.073 0.038210 *  
## factor(naziv_Opcine)Drvar        -0.0195242  1.4822649  -0.013 0.989491    
## factor(naziv_Opcine)Foca - RS     1.5285951  1.2619636   1.211 0.225863    
## factor(naziv_Opcine)Fojnica       2.8759510  1.3473426   2.135 0.032863 *  
## factor(naziv_Opcine)G.Vakuf       2.1769513  1.1828858   1.840 0.065792 .  
## factor(naziv_Opcine)Gacko         0.0181559  1.3207461   0.014 0.989033    
## factor(naziv_Opcine)Glamoc       -1.3055778  1.8158970  -0.719 0.472203    
## factor(naziv_Opcine)Gorazde       0.3107951  1.1237582   0.277 0.782127    
## factor(naziv_Opcine)Gracanica     2.3789343  0.9552848   2.490 0.012807 *  
## factor(naziv_Opcine)Grad Mostar   2.3602592  0.8890924   2.655 0.007972 ** 
## factor(naziv_Opcine)Gradacac      2.6199520  1.1302055   2.318 0.020496 *  
## factor(naziv_Opcine)Gradiska      2.8668083  1.1346638   2.527 0.011559 *  
## factor(naziv_Opcine)Grude         2.4470481  1.2583447   1.945 0.051891 .  
## factor(naziv_Opcine)I.Ilidza     -1.8290218  1.5848068  -1.154 0.248533    
## factor(naziv_Opcine)Ilidza        1.5376819  1.0226970   1.504 0.132780    
## factor(naziv_Opcine)Ilijas        0.9463131  1.4388510   0.658 0.510780    
## factor(naziv_Opcine)Jajce         2.0551629  1.2801050   1.605 0.108475    
## factor(naziv_Opcine)K.Dubica      2.0502485  1.0788511   1.900 0.057457 .  
## factor(naziv_Opcine)Kakanj        0.7653411  0.9653536   0.793 0.427939    
## factor(naziv_Opcine)Kalesija      2.2407863  1.1650261   1.923 0.054508 .  
## factor(naziv_Opcine)Kiseljak      2.5224705  1.0999376   2.293 0.021886 *  
## factor(naziv_Opcine)Kladanj       2.0788580  1.4407152   1.443 0.149122    
## factor(naziv_Opcine)Kljuc         0.5870736  1.2425540   0.472 0.636616    
## factor(naziv_Opcine)Knezevo       1.3121583  1.4060434   0.933 0.350762    
## factor(naziv_Opcine)Konjic        0.3777245  1.0354759   0.365 0.715294    
## factor(naziv_Opcine)Kotor Varos   1.5027256  1.3451548   1.117 0.264006    
## factor(naziv_Opcine)Kresevo       2.0234133  1.4110010   1.434 0.151648    
## factor(naziv_Opcine)Laktasi       2.7085024  1.0615624   2.551 0.010767 *  
## factor(naziv_Opcine)Livno         0.5512888  1.2251207   0.450 0.652745    
## factor(naziv_Opcine)Lopare        2.6755450  1.1834546   2.261 0.023829 *  
## factor(naziv_Opcine)Lukavac       2.2328866  1.0474623   2.132 0.033095 *  
## factor(naziv_Opcine)Ljubuski      3.4191724  1.1889193   2.876 0.004052 ** 
## factor(naziv_Opcine)Maglaj        0.6003867  1.0622493   0.565 0.571969    
## factor(naziv_Opcine)Modrica       1.6103761  1.1299440   1.425 0.154187    
## factor(naziv_Opcine)N.G.Sarajevo  1.6656038  0.8951311   1.861 0.062859 .  
## factor(naziv_Opcine)N.Gorazde     3.8301630  1.6450572   2.328 0.019950 *  
## factor(naziv_Opcine)N.Sarajevo    0.1025329  1.0300669   0.100 0.920715    
## factor(naziv_Opcine)N.Travnik     0.5492810  1.0364646   0.530 0.596173    
## factor(naziv_Opcine)Nevesinje     1.5056204  1.5300432   0.984 0.325160    
## factor(naziv_Opcine)Novi Grad     0.1530178  1.0477216   0.146 0.883891    
## factor(naziv_Opcine)Orasje        2.5748615  1.2000360   2.146 0.031964 *  
## factor(naziv_Opcine)Pale         -1.6059394  1.2994446  -1.236 0.216585    
## factor(naziv_Opcine)Posusje       2.4129671  1.4387959   1.677 0.093611 .  
## factor(naziv_Opcine)Prijedor      1.8429402  0.9727033   1.895 0.058214 .  
## factor(naziv_Opcine)Prnjavor      1.7506966  1.1334194   1.545 0.122523    
## factor(naziv_Opcine)Prozor       -0.0254265  1.5395506  -0.017 0.986824    
## factor(naziv_Opcine)Ribnik       -0.6035359  1.4880692  -0.406 0.685072    
## factor(naziv_Opcine)Rogatica     -1.6509498  1.4412761  -1.145 0.252084    
## factor(naziv_Opcine)Rudo          1.3014556  1.3765868   0.945 0.344504    
## factor(naziv_Opcine)S.Brijeg      3.1822948  1.0839678   2.936 0.003347 ** 
## factor(naziv_Opcine)S.G.Sarajevo  1.7648034  1.0890212   1.621 0.105200    
## factor(naziv_Opcine)Samac         1.8539850  1.0442951   1.775 0.075922 .  
## factor(naziv_Opcine)Sanski Most   2.1943360  0.9626744   2.279 0.022698 *  
## factor(naziv_Opcine)Sokolac      -0.1115923  1.5859438  -0.070 0.943908    
## factor(naziv_Opcine)Srbac         3.2099939  1.3193060   2.433 0.015017 *  
## factor(naziv_Opcine)Srebrenik     0.2826325  0.9739640   0.290 0.771688    
## factor(naziv_Opcine)Stolac        3.2091707  1.5239707   2.106 0.035288 *  
## factor(naziv_Opcine)Tesanj        1.5047066  0.9944299   1.513 0.130329    
## factor(naziv_Opcine)Teslic        1.4908804  1.1528104   1.293 0.196001    
## factor(naziv_Opcine)Tomislavgrad  2.6827051  1.3031310   2.059 0.039595 *  
## factor(naziv_Opcine)Travnik       2.1785601  0.9296409   2.343 0.019158 *  
## factor(naziv_Opcine)Trebinje      0.3373521  1.1550241   0.292 0.770246    
## factor(naziv_Opcine)Tuzla         1.3284491  0.9234216   1.439 0.150342    
## factor(naziv_Opcine)Ugljevik      1.3229449  1.3717931   0.964 0.334912    
## factor(naziv_Opcine)V.Kladusa     1.8263342  1.0446206   1.748 0.080490 .  
## factor(naziv_Opcine)Visegrad     -2.4843609  1.5810363  -1.571 0.116185    
## factor(naziv_Opcine)Visoko        1.7841058  1.0270591   1.737 0.082451 .  
## factor(naziv_Opcine)Vitez         1.8271112  1.0394406   1.758 0.078866 .  
## factor(naziv_Opcine)Vlasenica     0.9674191  1.3478107   0.718 0.472943    
## factor(naziv_Opcine)Vogosca       2.6860138  1.2797583   2.099 0.035897 *  
## factor(naziv_Opcine)Zavidovici   -0.1697739  1.0076452  -0.168 0.866210    
## factor(naziv_Opcine)Zenica        0.1930299  0.8948968   0.216 0.829233    
## factor(naziv_Opcine)Zepce         1.4923300  1.5886175   0.939 0.347591    
## factor(naziv_Opcine)Zivinice      2.7356685  0.9530803   2.870 0.004123 ** 
## factor(naziv_Opcine)Zvornik       1.8241771  1.0178704   1.792 0.073189 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.259 on 3766 degrees of freedom
##   (212 observations deleted due to missingness)
## Multiple R-squared:  0.128,  Adjusted R-squared:  0.1009 
## F-statistic: 4.724 on 117 and 3766 DF,  p-value: < 2.2e-16
#isto 37 tako da nista ne mjenja i ostajemo pri p4

Nakon razmisljanja shvatila sam da ipak nije bas smisleno oslanjati se malo na prvog pa malo na drugog clana domacinstva.. nekako nije bas smisleno a i kada okrenem u novac dobijem vema male iznose oko 3 km prosjecno po domacinstvu tako da cu ipak uzeti model gjde je sve oko 1 clana domacinstva

#uradi model koji je kao p4 ali u potpunosti baziran na drugog clana dakle i Sex i Activ i Educ i age
#prvo napravi potrebne varijable
hbs.transport.drop.1 <- hbs.transport.drop.1 %>% mutate(Educ.2 = case_when(Educ_2 %in% c(1,2,3) ~ "no elementary", Educ_2  == 4 ~ "elementary", Educ_2 %in% c(5,6) ~ "high schl", Educ_2 %in% c(7,8,9,10) ~ "faculty")) 
prop.table (table(hbs.transport.drop.1$Educ.2))
## 
##    elementary       faculty     high schl no elementary 
##    0.27008239    0.11740474    0.52832132    0.08419156
#Relevel Educ
hbs.transport.drop.1$Educ.2 <- forcats::fct_relevel (hbs.transport.drop.1$Educ.2, "no elementary", "elementary", "high schl", "faculty")
table(hbs.transport.drop.1$Educ.2)
## 
## no elementary    elementary     high schl       faculty 
##           327          1049          2052           456
str(hbs.transport.drop.1$Educ_2)
##  num [1:4096] 4 1 4 5 4 5 4 4 1 4 ...
##  - attr(*, "label")= chr "Educ_2"
##  - attr(*, "format.spss")= chr "F2.0"

isto uradi i za Activ.2

table (hbs.transport.drop.1$Activ_2) #mislim da je ovdje bolje staviti dummy prvog clana
## 
##    1    2    3    4    5    6    7    8    9 
## 1510  186  184  151 1560   78   38  148    6
hbs.transport.drop.1 <- hbs.transport.drop.1 %>% mutate(Activ.2 = case_when(Activ_2 == 1  ~"1", Activ_2!=1 ~ 
                                                            "0"))
table (hbs.transport.drop.1$Activ.2) #Mislim da mi je ova varijabla puno bolja, dakle imam oni koji su full time bilo prvi ili drugi clan je 1 ostali su 0
## 
##    0    1 
## 2351 1510

OD SVIH MODELA MODEL p2a ima najvise signif (35)kada gledam munic i kada ne gledam Age02

texreg::screenreg(list(p2, p2.age)) #
## 
## ==========================================================
##                                   Model 1      Model 2    
## ----------------------------------------------------------
## (Intercept)                         -3.28 ***    -3.91 ** 
##                                     (0.97)       (1.37)   
## factor(Sex_1)2                      -0.64 **     -0.63 ** 
##                                     (0.21)       (0.21)   
## factor(Educ.1)no elementary         -0.23        -0.21    
##                                     (0.58)       (0.59)   
## factor(Educ.1)elementary             0.03         0.17    
##                                     (0.49)       (0.52)   
## factor(Educ.1)high schl              0.96 *       1.13 *  
##                                     (0.48)       (0.52)   
## factor(Educ.1)college                1.55 **      1.68 ** 
##                                     (0.60)       (0.62)   
## factor(Educ.1)university             1.72 **      1.90 ***
##                                     (0.54)       (0.56)   
## factor(Activ.1)0                    -0.49 **     -0.59 ***
##                                     (0.16)       (0.18)   
## n.employtwo                          0.73 ***     0.72 ***
##                                     (0.16)       (0.16)   
## n.employthree and more               1.05 ***     0.99 ***
##                                     (0.29)       (0.29)   
## factor(ncomp)2                       2.12 ***             
##                                     (0.36)                
## factor(ncomp)3                       3.20 ***             
##                                     (0.36)                
## factor(ncomp)4                       3.98 ***             
##                                     (0.35)                
## factor(ncomp)5                       4.05 ***             
##                                     (0.38)                
## factor(ncomp)6                       4.40 ***             
##                                     (0.44)                
## factor(ncomp)7                       4.88 ***             
##                                     (0.60)                
## factor(ncomp)8                       2.40 **              
##                                     (0.91)                
## factor(ncomp)9                       5.23 ***             
##                                     (1.53)                
## factor(ncomp)10                      7.14 **              
##                                     (2.27)                
## factor(ncomp)11                      6.17 **              
##                                     (2.26)                
## factor(ncomp)13                      2.78                 
##                                     (4.44)                
## factor(naziv_Opcine)B.Petrovac      -2.29        -2.34    
##                                     (1.57)       (1.57)   
## factor(naziv_Opcine)Banovici         2.60 *       2.60 *  
##                                     (1.25)       (1.25)   
## factor(naziv_Opcine)Banja Luka       1.95 *       1.93 *  
##                                     (0.90)       (0.90)   
## factor(naziv_Opcine)Bihac            2.64 **      2.61 ** 
##                                     (1.00)       (1.00)   
## factor(naziv_Opcine)Bijeljina        0.24         0.19    
##                                     (0.91)       (0.91)   
## factor(naziv_Opcine)Bratunac         1.91         1.87    
##                                     (1.57)       (1.57)   
## factor(naziv_Opcine)Brcko            2.09 *       2.07 *  
##                                     (0.89)       (0.89)   
## factor(naziv_Opcine)Breza           -0.72        -0.78    
##                                     (1.49)       (1.49)   
## factor(naziv_Opcine)Brod             0.70         0.67    
##                                     (1.27)       (1.27)   
## factor(naziv_Opcine)Bugojno          0.55         0.55    
##                                     (1.03)       (1.03)   
## factor(naziv_Opcine)Busovaca         2.89 *       2.89 *  
##                                     (1.22)       (1.22)   
## factor(naziv_Opcine)Buzim            1.00         1.06    
##                                     (1.57)       (1.57)   
## factor(naziv_Opcine)C.Sarajevo       0.94         0.87    
##                                     (1.04)       (1.04)   
## factor(naziv_Opcine)Capljina         3.21 *       3.20 *  
##                                     (1.27)       (1.27)   
## factor(naziv_Opcine)Cazin            1.26         1.27    
##                                     (1.02)       (1.02)   
## factor(naziv_Opcine)Celic            0.56         0.52    
##                                     (1.57)       (1.57)   
## factor(naziv_Opcine)Celinac          2.09         2.04    
##                                     (1.57)       (1.57)   
## factor(naziv_Opcine)Citluk           3.36 **      3.32 ** 
##                                     (1.25)       (1.25)   
## factor(naziv_Opcine)D.Vakuf          1.53         1.55    
##                                     (1.14)       (1.14)   
## factor(naziv_Opcine)Derventa         1.13         1.04    
##                                     (1.18)       (1.19)   
## factor(naziv_Opcine)Doboj            1.58         1.56    
##                                     (1.03)       (1.04)   
## factor(naziv_Opcine)Doboj-Istok      3.07 *       3.07 *  
##                                     (1.52)       (1.52)   
## factor(naziv_Opcine)Drvar           -0.40        -0.48    
##                                     (1.49)       (1.49)   
## factor(naziv_Opcine)Foca - RS        1.59         1.56    
##                                     (1.28)       (1.28)   
## factor(naziv_Opcine)Fojnica          2.77 *       2.79 *  
##                                     (1.39)       (1.39)   
## factor(naziv_Opcine)G.Vakuf          2.10         2.10    
##                                     (1.22)       (1.22)   
## factor(naziv_Opcine)Gacko           -0.07        -0.17    
##                                     (1.32)       (1.32)   
## factor(naziv_Opcine)Glamoc          -1.29        -1.32    
##                                     (1.63)       (1.63)   
## factor(naziv_Opcine)Gorazde          0.21         0.23    
##                                     (1.16)       (1.16)   
## factor(naziv_Opcine)Gracanica        2.24 *       2.22 *  
##                                     (0.98)       (0.98)   
## factor(naziv_Opcine)Grad Mostar      2.43 **      2.37 ** 
##                                     (0.91)       (0.92)   
## factor(naziv_Opcine)Gradacac         2.39 *       2.39 *  
##                                     (1.13)       (1.13)   
## factor(naziv_Opcine)Gradiska         2.84 *       2.79 *  
##                                     (1.17)       (1.17)   
## factor(naziv_Opcine)Grude            2.41         2.39    
##                                     (1.30)       (1.30)   
## factor(naziv_Opcine)I.Ilidza        -0.83        -0.89    
##                                     (1.49)       (1.49)   
## factor(naziv_Opcine)Ilidza           1.56         1.53    
##                                     (1.05)       (1.06)   
## factor(naziv_Opcine)Ilijas           0.04         0.04    
##                                     (1.42)       (1.42)   
## factor(naziv_Opcine)Jajce            1.23         1.23    
##                                     (1.28)       (1.28)   
## factor(naziv_Opcine)K.Dubica         2.08         2.03    
##                                     (1.11)       (1.11)   
## factor(naziv_Opcine)Kakanj           0.71         0.70    
##                                     (0.99)       (0.99)   
## factor(naziv_Opcine)Kalesija         2.33         2.36 *  
##                                     (1.19)       (1.19)   
## factor(naziv_Opcine)Kiseljak         2.77 *       2.73 *  
##                                     (1.12)       (1.12)   
## factor(naziv_Opcine)Kladanj          1.93         1.92    
##                                     (1.48)       (1.49)   
## factor(naziv_Opcine)Kljuc            0.64         0.64    
##                                     (1.28)       (1.28)   
## factor(naziv_Opcine)Knezevo          1.27         1.21    
##                                     (1.45)       (1.45)   
## factor(naziv_Opcine)Konjic           0.50         0.48    
##                                     (1.06)       (1.06)   
## factor(naziv_Opcine)Kotor Varos      1.47         1.45    
##                                     (1.39)       (1.39)   
## factor(naziv_Opcine)Kresevo          2.26         2.25    
##                                     (1.42)       (1.42)   
## factor(naziv_Opcine)Laktasi          2.58 *       2.49 *  
##                                     (1.08)       (1.09)   
## factor(naziv_Opcine)Livno            0.57         0.50    
##                                     (1.26)       (1.26)   
## factor(naziv_Opcine)Lopare           2.57 *       2.56 *  
##                                     (1.20)       (1.20)   
## factor(naziv_Opcine)Lukavac          2.42 *       2.40 *  
##                                     (1.07)       (1.07)   
## factor(naziv_Opcine)Ljubuski         3.59 **      3.49 ** 
##                                     (1.21)       (1.22)   
## factor(naziv_Opcine)Maglaj           0.56         0.56    
##                                     (1.09)       (1.09)   
## factor(naziv_Opcine)Modrica          1.53         1.49    
##                                     (1.13)       (1.13)   
## factor(naziv_Opcine)N.G.Sarajevo     1.57         1.55    
##                                     (0.92)       (0.92)   
## factor(naziv_Opcine)N.Gorazde        3.83 *       3.87 *  
##                                     (1.63)       (1.63)   
## factor(naziv_Opcine)N.Sarajevo       0.22         0.15    
##                                     (1.06)       (1.06)   
## factor(naziv_Opcine)N.Travnik        0.68         0.66    
##                                     (1.06)       (1.06)   
## factor(naziv_Opcine)Nevesinje        1.53         1.43    
##                                     (1.58)       (1.58)   
## factor(naziv_Opcine)Novi Grad       -0.64        -0.65    
##                                     (1.06)       (1.06)   
## factor(naziv_Opcine)Orasje           2.73 *       2.72 *  
##                                     (1.22)       (1.23)   
## factor(naziv_Opcine)Pale            -0.80        -0.86    
##                                     (1.30)       (1.30)   
## factor(naziv_Opcine)Posusje          2.41         2.37    
##                                     (1.48)       (1.48)   
## factor(naziv_Opcine)Prijedor         1.90         1.91    
##                                     (0.98)       (0.98)   
## factor(naziv_Opcine)Prnjavor         2.29 *       2.27 *  
##                                     (1.12)       (1.12)   
## factor(naziv_Opcine)Prozor          -0.10        -0.05    
##                                     (1.59)       (1.58)   
## factor(naziv_Opcine)Ribnik           0.39         0.32    
##                                     (1.45)       (1.45)   
## factor(naziv_Opcine)Rogatica        -1.10        -1.13    
##                                     (1.45)       (1.45)   
## factor(naziv_Opcine)Rudo             1.53         1.47    
##                                     (1.39)       (1.39)   
## factor(naziv_Opcine)S.Brijeg         3.22 **      3.15 ** 
##                                     (1.12)       (1.12)   
## factor(naziv_Opcine)S.G.Sarajevo     1.74         1.71    
##                                     (1.12)       (1.12)   
## factor(naziv_Opcine)Samac            1.52         1.46    
##                                     (1.05)       (1.05)   
## factor(naziv_Opcine)Sanski Most      2.11 *       2.03 *  
##                                     (0.99)       (0.99)   
## factor(naziv_Opcine)Sokolac         -0.70        -0.77    
##                                     (1.58)       (1.58)   
## factor(naziv_Opcine)Srbac            2.24         2.18    
##                                     (1.31)       (1.32)   
## factor(naziv_Opcine)Srebrenik        0.24         0.23    
##                                     (1.00)       (1.00)   
## factor(naziv_Opcine)Stolac           3.33 *       3.21 *  
##                                     (1.57)       (1.57)   
## factor(naziv_Opcine)Tesanj           1.51         1.50    
##                                     (1.02)       (1.02)   
## factor(naziv_Opcine)Teslic           0.91         0.91    
##                                     (1.17)       (1.17)   
## factor(naziv_Opcine)Tomislavgrad     2.82 *       2.77 *  
##                                     (1.32)       (1.32)   
## factor(naziv_Opcine)Travnik          2.30 *       2.27 *  
##                                     (0.95)       (0.96)   
## factor(naziv_Opcine)Trebinje         0.53         0.48    
##                                     (1.14)       (1.15)   
## factor(naziv_Opcine)Tuzla            1.53         1.52    
##                                     (0.95)       (0.95)   
## factor(naziv_Opcine)Ugljevik         1.96         1.93    
##                                     (1.36)       (1.36)   
## factor(naziv_Opcine)V.Kladusa        1.63         1.66    
##                                     (1.06)       (1.06)   
## factor(naziv_Opcine)Visegrad        -2.09        -2.11    
##                                     (1.53)       (1.53)   
## factor(naziv_Opcine)Visoko           1.71         1.68    
##                                     (1.05)       (1.05)   
## factor(naziv_Opcine)Vitez            1.56         1.55    
##                                     (1.07)       (1.07)   
## factor(naziv_Opcine)Vlasenica        0.78         0.76    
##                                     (1.39)       (1.39)   
## factor(naziv_Opcine)Vogosca          2.21         2.16    
##                                     (1.30)       (1.30)   
## factor(naziv_Opcine)Zavidovici      -0.34        -0.35    
##                                     (1.04)       (1.04)   
## factor(naziv_Opcine)Zenica           0.17         0.14    
##                                     (0.92)       (0.92)   
## factor(naziv_Opcine)Zepce            1.38         1.39    
##                                     (1.64)       (1.64)   
## factor(naziv_Opcine)Zivinice         2.68 **      2.68 ** 
##                                     (0.98)       (0.98)   
## factor(naziv_Opcine)Zvornik          1.35         1.30    
##                                     (1.04)       (1.04)   
## factor(ncomp1)two                                 2.07 ***
##                                                  (0.36)   
## factor(ncomp1)three                               3.18 ***
##                                                  (0.36)   
## factor(ncomp1)four                                3.99 ***
##                                                  (0.35)   
## factor(ncomp1)five                                4.05 ***
##                                                  (0.38)   
## factor(ncomp1)six                                 4.39 ***
##                                                  (0.44)   
## factor(ncomp1)seven                               4.85 ***
##                                                  (0.60)   
## factor(ncomp1)eight                               2.37 ** 
##                                                  (0.91)   
## factor(ncomp1)nine                                5.16 ***
##                                                  (1.53)   
## factor(ncomp1)ten                                 7.05 ** 
##                                                  (2.27)   
## factor(ncomp1)11+                                 5.55 ** 
##                                                  (2.03)   
## as.numeric(Age_1)                                 0.01    
##                                                  (0.04)   
## as.numeric(Age_1^2)                               0.00    
##                                                  (0.00)   
## ----------------------------------------------------------
## R^2                                  0.16         0.16    
## Adj. R^2                             0.13         0.13    
## Num. obs.                         4096         4096       
## ==========================================================
## *** p < 0.001; ** p < 0.01; * p < 0.05

Extracting the coefficients from the WINNING model on drop.1 database

model.coef.empl <- summary(p2.age)$coefficients
model.coef.empl # vidi koliko redova su koef.za druge varijable (25 redova su drugi koeficijenti)
##                                       Estimate   Std. Error      t value
## (Intercept)                      -3.913729e+00 1.3689020951 -2.859027670
## factor(Sex_1)2                   -6.324776e-01 0.2114289452 -2.991442845
## factor(Educ.1)no elementary      -2.076665e-01 0.5874196859 -0.353523147
## factor(Educ.1)elementary          1.691994e-01 0.5159797415  0.327918644
## factor(Educ.1)high schl           1.129169e+00 0.5190551865  2.175430555
## factor(Educ.1)college             1.683707e+00 0.6196123991  2.717355538
## factor(Educ.1)university          1.895971e+00 0.5627014015  3.369408811
## factor(Activ.1)0                 -5.872787e-01 0.1750454269 -3.355007120
## n.employtwo                       7.217369e-01 0.1606409310  4.492858199
## n.employthree and more            9.911096e-01 0.2918358848  3.396119730
## factor(ncomp1)two                 2.069703e+00 0.3587425020  5.769326513
## factor(ncomp1)three               3.180782e+00 0.3560917510  8.932479229
## factor(ncomp1)four                3.986198e+00 0.3530420208 11.291002102
## factor(ncomp1)five                4.050433e+00 0.3812428213 10.624285623
## factor(ncomp1)six                 4.385823e+00 0.4376659192 10.020937357
## factor(ncomp1)seven               4.846195e+00 0.6040549423  8.022771448
## factor(ncomp1)eight               2.371232e+00 0.9058397799  2.617717089
## factor(ncomp1)nine                5.163196e+00 1.5319711682  3.370295649
## factor(ncomp1)ten                 7.047417e+00 2.2699751588  3.104622899
## factor(ncomp1)11+                 5.548071e+00 2.0300964383  2.732909898
## as.numeric(Age_1)                 1.084637e-02 0.0402034851  0.269786759
## as.numeric(Age_1^2)               1.580515e-06 0.0003867312  0.004086857
## factor(naziv_Opcine)B.Petrovac   -2.343559e+00 1.5736629635 -1.489238146
## factor(naziv_Opcine)Banovici      2.595811e+00 1.2498690729  2.076866227
## factor(naziv_Opcine)Banja Luka    1.934821e+00 0.9030537641  2.142531372
## factor(naziv_Opcine)Bihac         2.610734e+00 0.9992502838  2.612692638
## factor(naziv_Opcine)Bijeljina     1.876237e-01 0.9113566813  0.205872995
## factor(naziv_Opcine)Bratunac      1.870069e+00 1.5732046947  1.188700591
## factor(naziv_Opcine)Brcko         2.073063e+00 0.8918375470  2.324485123
## factor(naziv_Opcine)Breza        -7.780715e-01 1.4861116617 -0.523561917
## factor(naziv_Opcine)Brod          6.668858e-01 1.2677262643  0.526048744
## factor(naziv_Opcine)Bugojno       5.489472e-01 1.0322300822  0.531806982
## factor(naziv_Opcine)Busovaca      2.886278e+00 1.2195293704  2.366714280
## factor(naziv_Opcine)Buzim         1.056049e+00 1.5722936913  0.671661289
## factor(naziv_Opcine)C.Sarajevo    8.748932e-01 1.0418816393  0.839724128
## factor(naziv_Opcine)Capljina      3.199545e+00 1.2749051617  2.509634017
## factor(naziv_Opcine)Cazin         1.267231e+00 1.0204767921  1.241802619
## factor(naziv_Opcine)Celic         5.162620e-01 1.5739803690  0.327997762
## factor(naziv_Opcine)Celinac       2.035667e+00 1.5733393028  1.293851435
## factor(naziv_Opcine)Citluk        3.323251e+00 1.2542368531  2.649620350
## factor(naziv_Opcine)D.Vakuf       1.550872e+00 1.1364176246  1.364702195
## factor(naziv_Opcine)Derventa      1.036735e+00 1.1856441302  0.874406931
## factor(naziv_Opcine)Doboj         1.559069e+00 1.0352972198  1.505914448
## factor(naziv_Opcine)Doboj-Istok   3.070144e+00 1.5236712845  2.014964755
## factor(naziv_Opcine)Drvar        -4.826177e-01 1.4883828562 -0.324256414
## factor(naziv_Opcine)Foca - RS     1.560209e+00 1.2823776949  1.216653598
## factor(naziv_Opcine)Fojnica       2.785435e+00 1.3892566033  2.004982433
## factor(naziv_Opcine)G.Vakuf       2.099253e+00 1.2204452978  1.720071621
## factor(naziv_Opcine)Gacko        -1.747981e-01 1.3187394202 -0.132549402
## factor(naziv_Opcine)Glamoc       -1.316261e+00 1.6349116182 -0.805096050
## factor(naziv_Opcine)Gorazde       2.313591e-01 1.1593301895  0.199562728
## factor(naziv_Opcine)Gracanica     2.224545e+00 0.9832796285  2.262372999
## factor(naziv_Opcine)Grad Mostar   2.371036e+00 0.9161656683  2.587999255
## factor(naziv_Opcine)Gradacac      2.393526e+00 1.1262196796  2.125274909
## factor(naziv_Opcine)Gradiska      2.785572e+00 1.1702401419  2.380341947
## factor(naziv_Opcine)Grude         2.390219e+00 1.2980864546  1.841340623
## factor(naziv_Opcine)I.Ilidza     -8.936432e-01 1.4893370115 -0.600027523
## factor(naziv_Opcine)Ilidza        1.533945e+00 1.0551715783  1.453740092
## factor(naziv_Opcine)Ilijas        4.252310e-02 1.4165262218  0.030019284
## factor(naziv_Opcine)Jajce         1.230119e+00 1.2821556977  0.959414840
## factor(naziv_Opcine)K.Dubica      2.030717e+00 1.1134613632  1.823787274
## factor(naziv_Opcine)Kakanj        6.998392e-01 0.9917703272  0.705646391
## factor(naziv_Opcine)Kalesija      2.356409e+00 1.1901253634  1.979967168
## factor(naziv_Opcine)Kiseljak      2.732436e+00 1.1208288450  2.437871209
## factor(naziv_Opcine)Kladanj       1.917210e+00 1.4852304334  1.290850080
## factor(naziv_Opcine)Kljuc         6.400992e-01 1.2813567342  0.499547990
## factor(naziv_Opcine)Knezevo       1.212439e+00 1.4496638327  0.836358706
## factor(naziv_Opcine)Konjic        4.787779e-01 1.0640100915  0.449974983
## factor(naziv_Opcine)Kotor Varos   1.447382e+00 1.3865742871  1.043854966
## factor(naziv_Opcine)Kresevo       2.246928e+00 1.4229893108  1.579019332
## factor(naziv_Opcine)Laktasi       2.486575e+00 1.0861148409  2.289421953
## factor(naziv_Opcine)Livno         4.978714e-01 1.2624141319  0.394380372
## factor(naziv_Opcine)Lopare        2.564004e+00 1.1976523094  2.140858755
## factor(naziv_Opcine)Lukavac       2.400814e+00 1.0745816892  2.234185149
## factor(naziv_Opcine)Ljubuski      3.489419e+00 1.2158081895  2.870040591
## factor(naziv_Opcine)Maglaj        5.643831e-01 1.0945578976  0.515626563
## factor(naziv_Opcine)Modrica       1.494418e+00 1.1331299240  1.318841105
## factor(naziv_Opcine)N.G.Sarajevo  1.548577e+00 0.9201286046  1.683000245
## factor(naziv_Opcine)N.Gorazde     3.870915e+00 1.6320003931  2.371883591
## factor(naziv_Opcine)N.Sarajevo    1.507828e-01 1.0605241748  0.142177647
## factor(naziv_Opcine)N.Travnik     6.609029e-01 1.0564026515  0.625616444
## factor(naziv_Opcine)Nevesinje     1.429338e+00 1.5791698469  0.905120009
## factor(naziv_Opcine)Novi Grad    -6.497563e-01 1.0621131295 -0.611758059
## factor(naziv_Opcine)Orasje        2.716598e+00 1.2250824360  2.217481911
## factor(naziv_Opcine)Pale         -8.603666e-01 1.3009339070 -0.661345334
## factor(naziv_Opcine)Posusje       2.372100e+00 1.4837850112  1.598681565
## factor(naziv_Opcine)Prijedor      1.911757e+00 0.9803106015  1.950154456
## factor(naziv_Opcine)Prnjavor      2.271976e+00 1.1167773567  2.034403363
## factor(naziv_Opcine)Prozor       -4.894544e-02 1.5843252865 -0.030893555
## factor(naziv_Opcine)Ribnik        3.157752e-01 1.4547556784  0.217064047
## factor(naziv_Opcine)Rogatica     -1.132946e+00 1.4508808717 -0.780867516
## factor(naziv_Opcine)Rudo          1.474340e+00 1.3902637119  1.060475001
## factor(naziv_Opcine)S.Brijeg      3.146652e+00 1.1199714212  2.809582303
## factor(naziv_Opcine)S.G.Sarajevo  1.707665e+00 1.1227679571  1.520942473
## factor(naziv_Opcine)Samac         1.459210e+00 1.0491038494  1.390910906
## factor(naziv_Opcine)Sanski Most   2.026442e+00 0.9906312819  2.045606438
## factor(naziv_Opcine)Sokolac      -7.666297e-01 1.5794104442 -0.485389813
## factor(naziv_Opcine)Srbac         2.184035e+00 1.3175322253  1.657671108
## factor(naziv_Opcine)Srebrenik     2.289489e-01 1.0006445146  0.228801436
## factor(naziv_Opcine)Stolac        3.214712e+00 1.5740900030  2.042266832
## factor(naziv_Opcine)Tesanj        1.502421e+00 1.0229414689  1.468725825
## factor(naziv_Opcine)Teslic        9.110332e-01 1.1692012367  0.779192787
## factor(naziv_Opcine)Tomislavgrad  2.769009e+00 1.3219674731  2.094611906
## factor(naziv_Opcine)Travnik       2.267355e+00 0.9555738509  2.372767851
## factor(naziv_Opcine)Trebinje      4.758655e-01 1.1453340268  0.415481812
## factor(naziv_Opcine)Tuzla         1.523680e+00 0.9469586123  1.609025424
## factor(naziv_Opcine)Ugljevik      1.931864e+00 1.3596883657  1.420813637
## factor(naziv_Opcine)V.Kladusa     1.659238e+00 1.0585577870  1.567451707
## factor(naziv_Opcine)Visegrad     -2.113707e+00 1.5305559421 -1.381006118
## factor(naziv_Opcine)Visoko        1.682034e+00 1.0510010307  1.600411560
## factor(naziv_Opcine)Vitez         1.552143e+00 1.0691244414  1.451789119
## factor(naziv_Opcine)Vlasenica     7.642246e-01 1.3883770378  0.550444594
## factor(naziv_Opcine)Vogosca       2.158107e+00 1.2993807611  1.660873067
## factor(naziv_Opcine)Zavidovici   -3.531872e-01 1.0365087907 -0.340746898
## factor(naziv_Opcine)Zenica        1.411459e-01 0.9172125529  0.153885664
## factor(naziv_Opcine)Zepce         1.391384e+00 1.6380248655  0.849427830
## factor(naziv_Opcine)Zivinice      2.680221e+00 0.9829880146  2.726605983
## factor(naziv_Opcine)Zvornik       1.302786e+00 1.0364722173  1.256942961
##                                      Pr(>|t|)
## (Intercept)                      4.271527e-03
## factor(Sex_1)2                   2.793661e-03
## factor(Educ.1)no elementary      7.237150e-01
## factor(Educ.1)elementary         7.429904e-01
## factor(Educ.1)high schl          2.965656e-02
## factor(Educ.1)college            6.609086e-03
## factor(Educ.1)university         7.604666e-04
## factor(Activ.1)0                 8.010642e-04
## n.employtwo                      7.226957e-06
## n.employthree and more           6.901848e-04
## factor(ncomp1)two                8.564680e-09
## factor(ncomp1)three              6.243700e-19
## factor(ncomp1)four               4.014585e-29
## factor(ncomp1)five               5.112521e-26
## factor(ncomp1)six                2.328794e-23
## factor(ncomp1)seven              1.348307e-15
## factor(ncomp1)eight              8.885551e-03
## factor(ncomp1)nine               7.580302e-04
## factor(ncomp1)ten                1.918613e-03
## factor(ncomp1)11+                6.305501e-03
## as.numeric(Age_1)                7.873383e-01
## as.numeric(Age_1^2)              9.967394e-01
## factor(naziv_Opcine)B.Petrovac   1.365039e-01
## factor(naziv_Opcine)Banovici     3.787794e-02
## factor(naziv_Opcine)Banja Luka   3.221126e-02
## factor(naziv_Opcine)Bihac        9.017005e-03
## factor(naziv_Opcine)Bijeljina    8.369007e-01
## factor(naziv_Opcine)Bratunac     2.346285e-01
## factor(naziv_Opcine)Brcko        2.014961e-02
## factor(naziv_Opcine)Breza        6.006124e-01
## factor(naziv_Opcine)Brod         5.988837e-01
## factor(naziv_Opcine)Bugojno      5.948894e-01
## factor(naziv_Opcine)Busovaca     1.799441e-02
## factor(naziv_Opcine)Buzim        5.018384e-01
## factor(naziv_Opcine)C.Sarajevo   4.011135e-01
## factor(naziv_Opcine)Capljina     1.212505e-02
## factor(naziv_Opcine)Cazin        2.143826e-01
## factor(naziv_Opcine)Celic        7.429306e-01
## factor(naziv_Opcine)Celinac      1.957919e-01
## factor(naziv_Opcine)Citluk       8.090105e-03
## factor(naziv_Opcine)D.Vakuf      1.724239e-01
## factor(naziv_Opcine)Derventa     3.819495e-01
## factor(naziv_Opcine)Doboj        1.321685e-01
## factor(naziv_Opcine)Doboj-Istok  4.397549e-02
## factor(naziv_Opcine)Drvar        7.457610e-01
## factor(naziv_Opcine)Foca - RS    2.238082e-01
## factor(naziv_Opcine)Fojnica      4.503256e-02
## factor(naziv_Opcine)G.Vakuf      8.549720e-02
## factor(naziv_Opcine)Gacko        8.945565e-01
## factor(naziv_Opcine)Glamoc       4.208124e-01
## factor(naziv_Opcine)Gorazde      8.418328e-01
## factor(naziv_Opcine)Gracanica    2.372809e-02
## factor(naziv_Opcine)Grad Mostar  9.688632e-03
## factor(naziv_Opcine)Gradacac     3.362514e-02
## factor(naziv_Opcine)Gradiska     1.734341e-02
## factor(naziv_Opcine)Grude        6.564607e-02
## factor(naziv_Opcine)I.Ilidza     5.485221e-01
## factor(naziv_Opcine)Ilidza       1.460973e-01
## factor(naziv_Opcine)Ilijas       9.760532e-01
## factor(naziv_Opcine)Jajce        3.374081e-01
## factor(naziv_Opcine)K.Dubica     6.825923e-02
## factor(naziv_Opcine)Kakanj       4.804494e-01
## factor(naziv_Opcine)Kalesija     4.777603e-02
## factor(naziv_Opcine)Kiseljak     1.481753e-02
## factor(naziv_Opcine)Kladanj      1.968307e-01
## factor(naziv_Opcine)Kljuc        6.174210e-01
## factor(naziv_Opcine)Knezevo      4.030034e-01
## factor(naziv_Opcine)Konjic       6.527530e-01
## factor(naziv_Opcine)Kotor Varos  2.966159e-01
## factor(naziv_Opcine)Kresevo      1.144111e-01
## factor(naziv_Opcine)Laktasi      2.210699e-02
## factor(naziv_Opcine)Livno        6.933214e-01
## factor(naziv_Opcine)Lopare       3.234604e-02
## factor(naziv_Opcine)Lukavac      2.552624e-02
## factor(naziv_Opcine)Ljubuski     4.125845e-03
## factor(naziv_Opcine)Maglaj       6.061439e-01
## factor(naziv_Opcine)Modrica      1.872982e-01
## factor(naziv_Opcine)N.G.Sarajevo 9.245351e-02
## factor(naziv_Opcine)N.Gorazde    1.774499e-02
## factor(naziv_Opcine)N.Sarajevo   8.869469e-01
## factor(naziv_Opcine)N.Travnik    5.316024e-01
## factor(naziv_Opcine)Nevesinje    3.654566e-01
## factor(naziv_Opcine)Novi Grad    5.407328e-01
## factor(naziv_Opcine)Orasje       2.664648e-02
## factor(naziv_Opcine)Pale         5.084292e-01
## factor(naziv_Opcine)Posusje      1.099708e-01
## factor(naziv_Opcine)Prijedor     5.122786e-02
## factor(naziv_Opcine)Prnjavor     4.197714e-02
## factor(naziv_Opcine)Prozor       9.753560e-01
## factor(naziv_Opcine)Ribnik       8.281696e-01
## factor(naziv_Opcine)Rogatica     4.349269e-01
## factor(naziv_Opcine)Rudo         2.889929e-01
## factor(naziv_Opcine)S.Brijeg     4.984813e-03
## factor(naziv_Opcine)S.G.Sarajevo 1.283538e-01
## factor(naziv_Opcine)Samac        1.643302e-01
## factor(naziv_Opcine)Sanski Most  4.086075e-02
## factor(naziv_Opcine)Sokolac      6.274266e-01
## factor(naziv_Opcine)Srbac        9.746272e-02
## factor(naziv_Opcine)Srebrenik    8.190350e-01
## factor(naziv_Opcine)Stolac       4.119088e-02
## factor(naziv_Opcine)Tesanj       1.419862e-01
## factor(naziv_Opcine)Teslic       4.359125e-01
## factor(naziv_Opcine)Tomislavgrad 3.626861e-02
## factor(naziv_Opcine)Travnik      1.770263e-02
## factor(naziv_Opcine)Trebinje     6.778116e-01
## factor(naziv_Opcine)Tuzla        1.076901e-01
## factor(naziv_Opcine)Ugljevik     1.554493e-01
## factor(naziv_Opcine)V.Kladusa    1.170887e-01
## factor(naziv_Opcine)Visegrad     1.673547e-01
## factor(naziv_Opcine)Visoko       1.095867e-01
## factor(naziv_Opcine)Vitez        1.466391e-01
## factor(naziv_Opcine)Vlasenica    5.820454e-01
## factor(naziv_Opcine)Vogosca      9.681775e-02
## factor(naziv_Opcine)Zavidovici   7.333121e-01
## factor(naziv_Opcine)Zenica       8.777077e-01
## factor(naziv_Opcine)Zepce        3.956944e-01
## factor(naziv_Opcine)Zivinice     6.426992e-03
## factor(naziv_Opcine)Zvornik      2.088481e-01
#Ovdje je B.Krupa referentna opstina, B.Grahovo sam brisala, provjeri koja ostina je abecedno po redu
sort(unique(hbs.transport.drop.1$naziv_Opcine)) #B.Krupa je referentna
##  [1] "B.Krupa"      "B.Petrovac"   "Banovici"     "Banja Luka"   "Bihac"       
##  [6] "Bijeljina"    "Bratunac"     "Brcko"        "Breza"        "Brod"        
## [11] "Bugojno"      "Busovaca"     "Buzim"        "C.Sarajevo"   "Capljina"    
## [16] "Cazin"        "Celic"        "Celinac"      "Citluk"       "D.Vakuf"     
## [21] "Derventa"     "Doboj"        "Doboj-Istok"  "Drvar"        "Foca - RS"   
## [26] "Fojnica"      "G.Vakuf"      "Gacko"        "Glamoc"       "Gorazde"     
## [31] "Gracanica"    "Grad Mostar"  "Gradacac"     "Gradiska"     "Grude"       
## [36] "I.Ilidza"     "Ilidza"       "Ilijas"       "Jajce"        "K.Dubica"    
## [41] "Kakanj"       "Kalesija"     "Kiseljak"     "Kladanj"      "Kljuc"       
## [46] "Knezevo"      "Konjic"       "Kotor Varos"  "Kresevo"      "Laktasi"     
## [51] "Livno"        "Lopare"       "Lukavac"      "Ljubuski"     "Maglaj"      
## [56] "Modrica"      "N.G.Sarajevo" "N.Gorazde"    "N.Sarajevo"   "N.Travnik"   
## [61] "Nevesinje"    "Novi Grad"    "Orasje"       "Pale"         "Posusje"     
## [66] "Prijedor"     "Prnjavor"     "Prozor"       "Ribnik"       "Rogatica"    
## [71] "Rudo"         "S.Brijeg"     "S.G.Sarajevo" "Samac"        "Sanski Most" 
## [76] "Sokolac"      "Srbac"        "Srebrenik"    "Stolac"       "Tesanj"      
## [81] "Teslic"       "Tomislavgrad" "Travnik"      "Trebinje"     "Tuzla"       
## [86] "Ugljevik"     "V.Kladusa"    "Visegrad"     "Visoko"       "Vitez"       
## [91] "Vlasenica"    "Vogosca"      "Zavidovici"   "Zenica"       "Zepce"       
## [96] "Zivinice"     "Zvornik"
model.coef.empl[,c("Estimate","Pr(>|t|)")]
##                                       Estimate     Pr(>|t|)
## (Intercept)                      -3.913729e+00 4.271527e-03
## factor(Sex_1)2                   -6.324776e-01 2.793661e-03
## factor(Educ.1)no elementary      -2.076665e-01 7.237150e-01
## factor(Educ.1)elementary          1.691994e-01 7.429904e-01
## factor(Educ.1)high schl           1.129169e+00 2.965656e-02
## factor(Educ.1)college             1.683707e+00 6.609086e-03
## factor(Educ.1)university          1.895971e+00 7.604666e-04
## factor(Activ.1)0                 -5.872787e-01 8.010642e-04
## n.employtwo                       7.217369e-01 7.226957e-06
## n.employthree and more            9.911096e-01 6.901848e-04
## factor(ncomp1)two                 2.069703e+00 8.564680e-09
## factor(ncomp1)three               3.180782e+00 6.243700e-19
## factor(ncomp1)four                3.986198e+00 4.014585e-29
## factor(ncomp1)five                4.050433e+00 5.112521e-26
## factor(ncomp1)six                 4.385823e+00 2.328794e-23
## factor(ncomp1)seven               4.846195e+00 1.348307e-15
## factor(ncomp1)eight               2.371232e+00 8.885551e-03
## factor(ncomp1)nine                5.163196e+00 7.580302e-04
## factor(ncomp1)ten                 7.047417e+00 1.918613e-03
## factor(ncomp1)11+                 5.548071e+00 6.305501e-03
## as.numeric(Age_1)                 1.084637e-02 7.873383e-01
## as.numeric(Age_1^2)               1.580515e-06 9.967394e-01
## factor(naziv_Opcine)B.Petrovac   -2.343559e+00 1.365039e-01
## factor(naziv_Opcine)Banovici      2.595811e+00 3.787794e-02
## factor(naziv_Opcine)Banja Luka    1.934821e+00 3.221126e-02
## factor(naziv_Opcine)Bihac         2.610734e+00 9.017005e-03
## factor(naziv_Opcine)Bijeljina     1.876237e-01 8.369007e-01
## factor(naziv_Opcine)Bratunac      1.870069e+00 2.346285e-01
## factor(naziv_Opcine)Brcko         2.073063e+00 2.014961e-02
## factor(naziv_Opcine)Breza        -7.780715e-01 6.006124e-01
## factor(naziv_Opcine)Brod          6.668858e-01 5.988837e-01
## factor(naziv_Opcine)Bugojno       5.489472e-01 5.948894e-01
## factor(naziv_Opcine)Busovaca      2.886278e+00 1.799441e-02
## factor(naziv_Opcine)Buzim         1.056049e+00 5.018384e-01
## factor(naziv_Opcine)C.Sarajevo    8.748932e-01 4.011135e-01
## factor(naziv_Opcine)Capljina      3.199545e+00 1.212505e-02
## factor(naziv_Opcine)Cazin         1.267231e+00 2.143826e-01
## factor(naziv_Opcine)Celic         5.162620e-01 7.429306e-01
## factor(naziv_Opcine)Celinac       2.035667e+00 1.957919e-01
## factor(naziv_Opcine)Citluk        3.323251e+00 8.090105e-03
## factor(naziv_Opcine)D.Vakuf       1.550872e+00 1.724239e-01
## factor(naziv_Opcine)Derventa      1.036735e+00 3.819495e-01
## factor(naziv_Opcine)Doboj         1.559069e+00 1.321685e-01
## factor(naziv_Opcine)Doboj-Istok   3.070144e+00 4.397549e-02
## factor(naziv_Opcine)Drvar        -4.826177e-01 7.457610e-01
## factor(naziv_Opcine)Foca - RS     1.560209e+00 2.238082e-01
## factor(naziv_Opcine)Fojnica       2.785435e+00 4.503256e-02
## factor(naziv_Opcine)G.Vakuf       2.099253e+00 8.549720e-02
## factor(naziv_Opcine)Gacko        -1.747981e-01 8.945565e-01
## factor(naziv_Opcine)Glamoc       -1.316261e+00 4.208124e-01
## factor(naziv_Opcine)Gorazde       2.313591e-01 8.418328e-01
## factor(naziv_Opcine)Gracanica     2.224545e+00 2.372809e-02
## factor(naziv_Opcine)Grad Mostar   2.371036e+00 9.688632e-03
## factor(naziv_Opcine)Gradacac      2.393526e+00 3.362514e-02
## factor(naziv_Opcine)Gradiska      2.785572e+00 1.734341e-02
## factor(naziv_Opcine)Grude         2.390219e+00 6.564607e-02
## factor(naziv_Opcine)I.Ilidza     -8.936432e-01 5.485221e-01
## factor(naziv_Opcine)Ilidza        1.533945e+00 1.460973e-01
## factor(naziv_Opcine)Ilijas        4.252310e-02 9.760532e-01
## factor(naziv_Opcine)Jajce         1.230119e+00 3.374081e-01
## factor(naziv_Opcine)K.Dubica      2.030717e+00 6.825923e-02
## factor(naziv_Opcine)Kakanj        6.998392e-01 4.804494e-01
## factor(naziv_Opcine)Kalesija      2.356409e+00 4.777603e-02
## factor(naziv_Opcine)Kiseljak      2.732436e+00 1.481753e-02
## factor(naziv_Opcine)Kladanj       1.917210e+00 1.968307e-01
## factor(naziv_Opcine)Kljuc         6.400992e-01 6.174210e-01
## factor(naziv_Opcine)Knezevo       1.212439e+00 4.030034e-01
## factor(naziv_Opcine)Konjic        4.787779e-01 6.527530e-01
## factor(naziv_Opcine)Kotor Varos   1.447382e+00 2.966159e-01
## factor(naziv_Opcine)Kresevo       2.246928e+00 1.144111e-01
## factor(naziv_Opcine)Laktasi       2.486575e+00 2.210699e-02
## factor(naziv_Opcine)Livno         4.978714e-01 6.933214e-01
## factor(naziv_Opcine)Lopare        2.564004e+00 3.234604e-02
## factor(naziv_Opcine)Lukavac       2.400814e+00 2.552624e-02
## factor(naziv_Opcine)Ljubuski      3.489419e+00 4.125845e-03
## factor(naziv_Opcine)Maglaj        5.643831e-01 6.061439e-01
## factor(naziv_Opcine)Modrica       1.494418e+00 1.872982e-01
## factor(naziv_Opcine)N.G.Sarajevo  1.548577e+00 9.245351e-02
## factor(naziv_Opcine)N.Gorazde     3.870915e+00 1.774499e-02
## factor(naziv_Opcine)N.Sarajevo    1.507828e-01 8.869469e-01
## factor(naziv_Opcine)N.Travnik     6.609029e-01 5.316024e-01
## factor(naziv_Opcine)Nevesinje     1.429338e+00 3.654566e-01
## factor(naziv_Opcine)Novi Grad    -6.497563e-01 5.407328e-01
## factor(naziv_Opcine)Orasje        2.716598e+00 2.664648e-02
## factor(naziv_Opcine)Pale         -8.603666e-01 5.084292e-01
## factor(naziv_Opcine)Posusje       2.372100e+00 1.099708e-01
## factor(naziv_Opcine)Prijedor      1.911757e+00 5.122786e-02
## factor(naziv_Opcine)Prnjavor      2.271976e+00 4.197714e-02
## factor(naziv_Opcine)Prozor       -4.894544e-02 9.753560e-01
## factor(naziv_Opcine)Ribnik        3.157752e-01 8.281696e-01
## factor(naziv_Opcine)Rogatica     -1.132946e+00 4.349269e-01
## factor(naziv_Opcine)Rudo          1.474340e+00 2.889929e-01
## factor(naziv_Opcine)S.Brijeg      3.146652e+00 4.984813e-03
## factor(naziv_Opcine)S.G.Sarajevo  1.707665e+00 1.283538e-01
## factor(naziv_Opcine)Samac         1.459210e+00 1.643302e-01
## factor(naziv_Opcine)Sanski Most   2.026442e+00 4.086075e-02
## factor(naziv_Opcine)Sokolac      -7.666297e-01 6.274266e-01
## factor(naziv_Opcine)Srbac         2.184035e+00 9.746272e-02
## factor(naziv_Opcine)Srebrenik     2.289489e-01 8.190350e-01
## factor(naziv_Opcine)Stolac        3.214712e+00 4.119088e-02
## factor(naziv_Opcine)Tesanj        1.502421e+00 1.419862e-01
## factor(naziv_Opcine)Teslic        9.110332e-01 4.359125e-01
## factor(naziv_Opcine)Tomislavgrad  2.769009e+00 3.626861e-02
## factor(naziv_Opcine)Travnik       2.267355e+00 1.770263e-02
## factor(naziv_Opcine)Trebinje      4.758655e-01 6.778116e-01
## factor(naziv_Opcine)Tuzla         1.523680e+00 1.076901e-01
## factor(naziv_Opcine)Ugljevik      1.931864e+00 1.554493e-01
## factor(naziv_Opcine)V.Kladusa     1.659238e+00 1.170887e-01
## factor(naziv_Opcine)Visegrad     -2.113707e+00 1.673547e-01
## factor(naziv_Opcine)Visoko        1.682034e+00 1.095867e-01
## factor(naziv_Opcine)Vitez         1.552143e+00 1.466391e-01
## factor(naziv_Opcine)Vlasenica     7.642246e-01 5.820454e-01
## factor(naziv_Opcine)Vogosca       2.158107e+00 9.681775e-02
## factor(naziv_Opcine)Zavidovici   -3.531872e-01 7.333121e-01
## factor(naziv_Opcine)Zenica        1.411459e-01 8.777077e-01
## factor(naziv_Opcine)Zepce         1.391384e+00 3.956944e-01
## factor(naziv_Opcine)Zivinice      2.680221e+00 6.426992e-03
## factor(naziv_Opcine)Zvornik       1.302786e+00 2.088481e-01
model.coef.empl <- model.coef.empl #provjeri koliko je drugih unosa
model.coef.empl <- as.data.frame.array(model.coef.empl[-c(1:22),]) # da bude dataframe a ne matrix i da mi brise prvih 20 redova koji su drugi koeficijenti
Munic <- rownames(model.coef.empl)
model.coef.empl$Munic <- Munic
dim(model.coef.empl) #da vidim koliko redova - 96 redova
## [1] 96  5
rownames(model.coef.empl) <- 1:96 #nedostaje B.Krupa koje je 0
head(model.coef.empl)
ABCDEFGHIJ0123456789
 
 
Estimate
<dbl>
Std. Error
<dbl>
t value
<dbl>
Pr(>|t|)
<dbl>
Munic
<chr>
1-2.34355891.5736630-1.4892380.136503942factor(naziv_Opcine)B.Petrovac
22.59581091.24986912.0768660.037877945factor(naziv_Opcine)Banovici
31.93482100.90305382.1425310.032211265factor(naziv_Opcine)Banja Luka
42.61073390.99925032.6126930.009017005factor(naziv_Opcine)Bihac
50.18762370.91135670.2058730.836900655factor(naziv_Opcine)Bijeljina
61.87006941.57320471.1887010.234628463factor(naziv_Opcine)Bratunac

Make a new variable with municipal names without factor(Munic)

Munic1 <- sapply(strsplit(Munic, split=')', fixed=TRUE), function(x) (x[2]))
Munic1
##  [1] "B.Petrovac"   "Banovici"     "Banja Luka"   "Bihac"        "Bijeljina"   
##  [6] "Bratunac"     "Brcko"        "Breza"        "Brod"         "Bugojno"     
## [11] "Busovaca"     "Buzim"        "C.Sarajevo"   "Capljina"     "Cazin"       
## [16] "Celic"        "Celinac"      "Citluk"       "D.Vakuf"      "Derventa"    
## [21] "Doboj"        "Doboj-Istok"  "Drvar"        "Foca - RS"    "Fojnica"     
## [26] "G.Vakuf"      "Gacko"        "Glamoc"       "Gorazde"      "Gracanica"   
## [31] "Grad Mostar"  "Gradacac"     "Gradiska"     "Grude"        "I.Ilidza"    
## [36] "Ilidza"       "Ilijas"       "Jajce"        "K.Dubica"     "Kakanj"      
## [41] "Kalesija"     "Kiseljak"     "Kladanj"      "Kljuc"        "Knezevo"     
## [46] "Konjic"       "Kotor Varos"  "Kresevo"      "Laktasi"      "Livno"       
## [51] "Lopare"       "Lukavac"      "Ljubuski"     "Maglaj"       "Modrica"     
## [56] "N.G.Sarajevo" "N.Gorazde"    "N.Sarajevo"   "N.Travnik"    "Nevesinje"   
## [61] "Novi Grad"    "Orasje"       "Pale"         "Posusje"      "Prijedor"    
## [66] "Prnjavor"     "Prozor"       "Ribnik"       "Rogatica"     "Rudo"        
## [71] "S.Brijeg"     "S.G.Sarajevo" "Samac"        "Sanski Most"  "Sokolac"     
## [76] "Srbac"        "Srebrenik"    "Stolac"       "Tesanj"       "Teslic"      
## [81] "Tomislavgrad" "Travnik"      "Trebinje"     "Tuzla"        "Ugljevik"    
## [86] "V.Kladusa"    "Visegrad"     "Visoko"       "Vitez"        "Vlasenica"   
## [91] "Vogosca"      "Zavidovici"   "Zenica"       "Zepce"        "Zivinice"    
## [96] "Zvornik"
model.coef.empl$Munic1 <- Munic1

add B.Krupa to dataframe

model.coef.empl[nrow(model.coef.empl) + 1,] = c(0, NA, NA, NA,"B.Krupa","B.Krupa" )
model.coef.empl$Estimate <- as.numeric(model.coef.empl$Estimate)
top10.m.empl <- model.coef.empl  %>%
    dplyr::select(Estimate, Munic1) %>%
    arrange (desc(Estimate))%>%
    head(10) #top ten municipalities
top10.m.empl
ABCDEFGHIJ0123456789
 
 
Estimate
<dbl>
Munic1
<chr>
13.870915N.Gorazde
23.489419Ljubuski
33.323251Citluk
43.214712Stolac
53.199545Capljina
63.146652S.Brijeg
73.070144Doboj-Istok
82.886278Busovaca
92.785572Gradiska
102.785435Fojnica

Extracting the coefficients from the second best model p2 the compareble model

model.coef.empl_p2 <- summary(p2)$coefficients
model.coef.empl_p2# vidi koliko redova su koef.za druge varijable (21 redova su drugi koeficijenti)
##                                     Estimate Std. Error     t value
## (Intercept)                      -3.27990118  0.9687246 -3.38579322
## factor(Sex_1)2                   -0.63504157  0.2113959 -3.00403930
## factor(Educ.1)no elementary      -0.23135651  0.5842143 -0.39601312
## factor(Educ.1)elementary          0.03278330  0.4904880  0.06683812
## factor(Educ.1)high schl           0.95736454  0.4848138  1.97470558
## factor(Educ.1)college             1.54962802  0.5976551  2.59284684
## factor(Educ.1)university          1.72030553  0.5354184  3.21301149
## factor(Activ.1)0                 -0.48785898  0.1605501 -3.03867152
## n.employtwo                       0.73476928  0.1602872  4.58407937
## n.employthree and more            1.04831548  0.2885569  3.63295885
## factor(ncomp)2                    2.11762097  0.3573672  5.92561686
## factor(ncomp)3                    3.20186122  0.3557592  9.00008033
## factor(ncomp)4                    3.97762735  0.3527847 11.27494158
## factor(ncomp)5                    4.05005247  0.3809812 10.63058287
## factor(ncomp)6                    4.39519839  0.4376247 10.04330577
## factor(ncomp)7                    4.88347062  0.6036045  8.09051410
## factor(ncomp)8                    2.39671720  0.9055448  2.64671300
## factor(ncomp)9                    5.23363844  1.5310741  3.41827905
## factor(ncomp)10                   7.14030264  2.2688102  3.14715735
## factor(ncomp)11                   6.17388081  2.2629882  2.72819844
## factor(ncomp)13                   2.78440740  4.4425540  0.62675826
## factor(naziv_Opcine)B.Petrovac   -2.28932717  1.5732347 -1.45517207
## factor(naziv_Opcine)Banovici      2.59664374  1.2492045  2.07863788
## factor(naziv_Opcine)Banja Luka    1.95396109  0.9006611  2.16947422
## factor(naziv_Opcine)Bihac         2.64195221  0.9981571  2.64682993
## factor(naziv_Opcine)Bijeljina     0.23775527  0.9089724  0.26156490
## factor(naziv_Opcine)Bratunac      1.90581007  1.5730433  1.21154330
## factor(naziv_Opcine)Brcko         2.09072348  0.8905157  2.34776725
## factor(naziv_Opcine)Breza        -0.72277972  1.4853446 -0.48660743
## factor(naziv_Opcine)Brod          0.69951672  1.2658489  0.55260679
## factor(naziv_Opcine)Bugojno       0.55042973  1.0299238  0.53443734
## factor(naziv_Opcine)Busovaca      2.89354568  1.2191816  2.37335090
## factor(naziv_Opcine)Buzim         0.99890298  1.5719607  0.63545036
## factor(naziv_Opcine)C.Sarajevo    0.93881309  1.0391914  0.90340729
## factor(naziv_Opcine)Capljina      3.21468522  1.2749084  2.52150284
## factor(naziv_Opcine)Cazin         1.26397568  1.0205579  1.23851445
## factor(naziv_Opcine)Celic         0.56410519  1.5720343  0.35883772
## factor(naziv_Opcine)Celinac       2.09228071  1.5721846  1.33081105
## factor(naziv_Opcine)Citluk        3.35506633  1.2525371  2.67861631
## factor(naziv_Opcine)D.Vakuf       1.53277714  1.1356465  1.34969560
## factor(naziv_Opcine)Derventa      1.12887052  1.1799908  0.95667743
## factor(naziv_Opcine)Doboj         1.57629880  1.0344085  1.52386484
## factor(naziv_Opcine)Doboj-Istok   3.07494432  1.5233059  2.01859933
## factor(naziv_Opcine)Drvar        -0.39626477  1.4864552 -0.26658372
## factor(naziv_Opcine)Foca - RS     1.59382201  1.2812882  1.24392160
## factor(naziv_Opcine)Fojnica       2.76709321  1.3884515  1.99293469
## factor(naziv_Opcine)G.Vakuf       2.10329685  1.2190320  1.72538283
## factor(naziv_Opcine)Gacko        -0.06710201  1.3151238 -0.05102335
## factor(naziv_Opcine)Glamoc       -1.29297045  1.6342667 -0.79116247
## factor(naziv_Opcine)Gorazde       0.21054480  1.1577683  0.18185399
## factor(naziv_Opcine)Gracanica     2.23753341  0.9824147  2.27758544
## factor(naziv_Opcine)Grad Mostar   2.42525021  0.9127960  2.65694659
## factor(naziv_Opcine)Gradacac      2.39007321  1.1254504  2.12365931
## factor(naziv_Opcine)Gradiska      2.84285772  1.1687628  2.43236491
## factor(naziv_Opcine)Grude         2.41216885  1.2966695  1.86028036
## factor(naziv_Opcine)I.Ilidza     -0.82901438  1.4884775 -0.55695458
## factor(naziv_Opcine)Ilidza        1.56379913  1.0538703  1.48386291
## factor(naziv_Opcine)Ilijas        0.03523393  1.4155812  0.02489008
## factor(naziv_Opcine)Jajce         1.22854199  1.2819064  0.95837105
## factor(naziv_Opcine)K.Dubica      2.08117984  1.1114104  1.87255745
## factor(naziv_Opcine)Kakanj        0.71194374  0.9909298  0.71846028
## factor(naziv_Opcine)Kalesija      2.32587095  1.1895553  1.95524401
## factor(naziv_Opcine)Kiseljak      2.76941709  1.1193001  2.47423993
## factor(naziv_Opcine)Kladanj       1.93125273  1.4843272  1.30109634
## factor(naziv_Opcine)Kljuc         0.64105464  1.2808950  0.50047398
## factor(naziv_Opcine)Knezevo       1.26608900  1.4488425  0.87386240
## factor(naziv_Opcine)Konjic        0.50378884  1.0624233  0.47418845
## factor(naziv_Opcine)Kotor Varos   1.47398866  1.3862345  1.06330396
## factor(naziv_Opcine)Kresevo       2.26443091  1.4216142  1.59285898
## factor(naziv_Opcine)Laktasi       2.58174693  1.0827094  2.38452438
## factor(naziv_Opcine)Livno         0.56719983  1.2612549  0.44971070
## factor(naziv_Opcine)Lopare        2.57355961  1.1963382  2.15119733
## factor(naziv_Opcine)Lukavac       2.41887671  1.0739917  2.25223043
## factor(naziv_Opcine)Ljubuski      3.59208867  1.2106040  2.96718708
## factor(naziv_Opcine)Maglaj        0.56478813  1.0943399  0.51609936
## factor(naziv_Opcine)Modrica       1.52760070  1.1322038  1.34922770
## factor(naziv_Opcine)N.G.Sarajevo  1.56674564  0.9176727  1.70730332
## factor(naziv_Opcine)N.Gorazde     3.82932933  1.6306969  2.34827783
## factor(naziv_Opcine)N.Sarajevo    0.22347525  1.0573135  0.21136138
## factor(naziv_Opcine)N.Travnik     0.67927723  1.0555249  0.64354447
## factor(naziv_Opcine)Nevesinje     1.53253124  1.5759204  0.97246739
## factor(naziv_Opcine)Novi Grad    -0.64233421  1.0573761 -0.60747943
## factor(naziv_Opcine)Orasje        2.72790935  1.2239627  2.22875204
## factor(naziv_Opcine)Pale         -0.80212014  1.2978972 -0.61801514
## factor(naziv_Opcine)Posusje       2.40662635  1.4826096  1.62323668
## factor(naziv_Opcine)Prijedor      1.90442269  0.9781964  1.94687154
## factor(naziv_Opcine)Prnjavor      2.29271062  1.1157839  2.05479802
## factor(naziv_Opcine)Prozor       -0.10176920  1.5864749 -0.06414801
## factor(naziv_Opcine)Ribnik        0.39452843  1.4529071  0.27154416
## factor(naziv_Opcine)Rogatica     -1.10462350  1.4499621 -0.76182923
## factor(naziv_Opcine)Rudo          1.53217455  1.3883481  1.10359541
## factor(naziv_Opcine)S.Brijeg      3.22438093  1.1166288  2.88760332
## factor(naziv_Opcine)S.G.Sarajevo  1.74108149  1.1215647  1.55236825
## factor(naziv_Opcine)Samac         1.52376002  1.0470837  1.45524187
## factor(naziv_Opcine)Sanski Most   2.11415736  0.9903235  2.13481487
## factor(naziv_Opcine)Sokolac      -0.70119105  1.5780456 -0.44434143
## factor(naziv_Opcine)Srbac         2.24443794  1.3147282  1.70714975
## factor(naziv_Opcine)Srebrenik     0.24414616  0.9992056  0.24434026
## factor(naziv_Opcine)Stolac        3.32576662  1.5706594  2.11743339
## factor(naziv_Opcine)Tesanj        1.51480153  1.0219363  1.48228562
## factor(naziv_Opcine)Teslic        0.91484148  1.1684491  0.78295365
## factor(naziv_Opcine)Tomislavgrad  2.81666769  1.3210407  2.13215817
## factor(naziv_Opcine)Travnik       2.29868927  0.9543260  2.40870455
## factor(naziv_Opcine)Trebinje      0.53480104  1.1440675  0.46745583
## factor(naziv_Opcine)Tuzla         1.53084965  0.9453647  1.61932185
## factor(naziv_Opcine)Ugljevik      1.95819691  1.3595119  1.44036766
## factor(naziv_Opcine)V.Kladusa     1.63185789  1.0574053  1.54326622
## factor(naziv_Opcine)Visegrad     -2.09193897  1.5293962 -1.36782021
## factor(naziv_Opcine)Visoko        1.70880289  1.0498012  1.62773947
## factor(naziv_Opcine)Vitez         1.55542866  1.0666983  1.45817115
## factor(naziv_Opcine)Vlasenica     0.77556921  1.3873148  0.55904341
## factor(naziv_Opcine)Vogosca       2.20510453  1.2985453  1.69813452
## factor(naziv_Opcine)Zavidovici   -0.33525893  1.0350397 -0.32390924
## factor(naziv_Opcine)Zenica        0.17132694  0.9158301  0.18707284
## factor(naziv_Opcine)Zepce         1.38357557  1.6372243  0.84507395
## factor(naziv_Opcine)Zivinice      2.68227382  0.9820688  2.73124832
## factor(naziv_Opcine)Zvornik       1.34830492  1.0352825  1.30235463
##                                      Pr(>|t|)
## (Intercept)                      7.166056e-04
## factor(Sex_1)2                   2.680805e-03
## factor(Educ.1)no elementary      6.921166e-01
## factor(Educ.1)elementary         9.467139e-01
## factor(Educ.1)high schl          4.837060e-02
## factor(Educ.1)college            9.553360e-03
## factor(Educ.1)university         1.323989e-03
## factor(Activ.1)0                 2.391674e-03
## n.employtwo                      4.699887e-06
## n.employthree and more           2.837249e-04
## factor(ncomp)2                   3.374965e-09
## factor(ncomp)3                   3.421685e-19
## factor(ncomp)4                   4.790497e-29
## factor(ncomp)5                   4.786755e-26
## factor(ncomp)6                   1.866741e-23
## factor(ncomp)7                   7.817136e-16
## factor(ncomp)8                   8.159849e-03
## factor(ncomp)9                   6.365125e-04
## factor(ncomp)10                  1.660846e-03
## factor(ncomp)11                  6.396098e-03
## factor(ncomp)13                  5.308537e-01
## factor(naziv_Opcine)B.Petrovac   1.457005e-01
## factor(naziv_Opcine)Banovici     3.771457e-02
## factor(naziv_Opcine)Banja Luka   3.010571e-02
## factor(naziv_Opcine)Bihac        8.157034e-03
## factor(naziv_Opcine)Bijeljina    7.936704e-01
## factor(naziv_Opcine)Bratunac     2.257592e-01
## factor(naziv_Opcine)Brcko        1.893504e-02
## factor(naziv_Opcine)Breza        6.265634e-01
## factor(naziv_Opcine)Brod         5.805637e-01
## factor(naziv_Opcine)Bugojno      5.930688e-01
## factor(naziv_Opcine)Busovaca     1.767474e-02
## factor(naziv_Opcine)Buzim        5.251713e-01
## factor(naziv_Opcine)C.Sarajevo   3.663645e-01
## factor(naziv_Opcine)Capljina     1.172422e-02
## factor(naziv_Opcine)Cazin        2.155984e-01
## factor(naziv_Opcine)Celic        7.197355e-01
## factor(naziv_Opcine)Celinac      1.833274e-01
## factor(naziv_Opcine)Citluk       7.423105e-03
## factor(naziv_Opcine)D.Vakuf      1.771904e-01
## factor(naziv_Opcine)Derventa     3.387882e-01
## factor(naziv_Opcine)Doboj        1.276219e-01
## factor(naziv_Opcine)Doboj-Istok  4.359584e-02
## factor(naziv_Opcine)Drvar        7.898035e-01
## factor(naziv_Opcine)Foca - RS    2.136017e-01
## factor(naziv_Opcine)Fojnica      4.633679e-02
## factor(naziv_Opcine)G.Vakuf      8.453615e-02
## factor(naziv_Opcine)Gacko        9.593095e-01
## factor(naziv_Opcine)Glamoc       4.288963e-01
## factor(naziv_Opcine)Gorazde      8.557066e-01
## factor(naziv_Opcine)Gracanica    2.280411e-02
## factor(naziv_Opcine)Grad Mostar  7.916689e-03
## factor(naziv_Opcine)Gradacac     3.376017e-02
## factor(naziv_Opcine)Gradiska     1.504439e-02
## factor(naziv_Opcine)Grude        6.291960e-02
## factor(naziv_Opcine)I.Ilidza     5.775898e-01
## factor(naziv_Opcine)Ilidza       1.379245e-01
## factor(naziv_Opcine)Ilijas       9.801439e-01
## factor(naziv_Opcine)Jajce        3.379339e-01
## factor(naziv_Opcine)K.Dubica     6.120280e-02
## factor(naziv_Opcine)Kakanj       4.725157e-01
## factor(naziv_Opcine)Kalesija     5.062418e-02
## factor(naziv_Opcine)Kiseljak     1.339340e-02
## factor(naziv_Opcine)Kladanj      1.933008e-01
## factor(naziv_Opcine)Kljuc        6.167691e-01
## factor(naziv_Opcine)Knezevo      3.822459e-01
## factor(naziv_Opcine)Konjic       6.353915e-01
## factor(naziv_Opcine)Kotor Varos  2.877087e-01
## factor(naziv_Opcine)Kresevo      1.112713e-01
## factor(naziv_Opcine)Laktasi      1.714779e-02
## factor(naziv_Opcine)Livno        6.529436e-01
## factor(naziv_Opcine)Lopare       3.152065e-02
## factor(naziv_Opcine)Lukavac      2.436201e-02
## factor(naziv_Opcine)Ljubuski     3.023275e-03
## factor(naziv_Opcine)Maglaj       6.058137e-01
## factor(naziv_Opcine)Modrica      1.773406e-01
## factor(naziv_Opcine)N.G.Sarajevo 8.784370e-02
## factor(naziv_Opcine)N.Gorazde    1.890914e-02
## factor(naziv_Opcine)N.Sarajevo   8.326161e-01
## factor(naziv_Opcine)N.Travnik    5.199080e-01
## factor(naziv_Opcine)Nevesinje    3.308772e-01
## factor(naziv_Opcine)Novi Grad    5.435675e-01
## factor(naziv_Opcine)Orasje       2.588605e-02
## factor(naziv_Opcine)Pale         5.366007e-01
## factor(naziv_Opcine)Posusje      1.046180e-01
## factor(naziv_Opcine)Prijedor     5.162041e-02
## factor(naziv_Opcine)Prnjavor     3.996367e-02
## factor(naziv_Opcine)Prozor       9.488556e-01
## factor(naziv_Opcine)Ribnik       7.859866e-01
## factor(naziv_Opcine)Rogatica     4.462071e-01
## factor(naziv_Opcine)Rudo         2.698354e-01
## factor(naziv_Opcine)S.Brijeg     3.902826e-03
## factor(naziv_Opcine)S.G.Sarajevo 1.206537e-01
## factor(naziv_Opcine)Samac        1.456812e-01
## factor(naziv_Opcine)Sanski Most  3.283706e-02
## factor(naziv_Opcine)Sokolac      6.568199e-01
## factor(naziv_Opcine)Srbac        8.787224e-02
## factor(naziv_Opcine)Srebrenik    8.069799e-01
## factor(naziv_Opcine)Stolac       3.428495e-02
## factor(naziv_Opcine)Tesanj       1.383435e-01
## factor(naziv_Opcine)Teslic       4.337009e-01
## factor(naziv_Opcine)Tomislavgrad 3.305492e-02
## factor(naziv_Opcine)Travnik      1.605442e-02
## factor(naziv_Opcine)Trebinje     6.401994e-01
## factor(naziv_Opcine)Tuzla        1.054573e-01
## factor(naziv_Opcine)Ugljevik     1.498421e-01
## factor(naziv_Opcine)V.Kladusa    1.228457e-01
## factor(naziv_Opcine)Visegrad     1.714456e-01
## factor(naziv_Opcine)Visoko       1.036593e-01
## factor(naziv_Opcine)Vitez        1.448723e-01
## factor(naziv_Opcine)Vlasenica    5.761636e-01
## factor(naziv_Opcine)Vogosca      8.956056e-02
## factor(naziv_Opcine)Zavidovici   7.460238e-01
## factor(naziv_Opcine)Zenica       8.516131e-01
## factor(naziv_Opcine)Zepce        3.981204e-01
## factor(naziv_Opcine)Zivinice     6.337314e-03
## factor(naziv_Opcine)Zvornik      1.928706e-01
#Ovdje je B.Krupa referentna opstina, B.Grahovo sam brisala, provjeri koja ostina je abecedno po redu
model.coef.empl_p2[,c("Estimate","Pr(>|t|)")]
##                                     Estimate     Pr(>|t|)
## (Intercept)                      -3.27990118 7.166056e-04
## factor(Sex_1)2                   -0.63504157 2.680805e-03
## factor(Educ.1)no elementary      -0.23135651 6.921166e-01
## factor(Educ.1)elementary          0.03278330 9.467139e-01
## factor(Educ.1)high schl           0.95736454 4.837060e-02
## factor(Educ.1)college             1.54962802 9.553360e-03
## factor(Educ.1)university          1.72030553 1.323989e-03
## factor(Activ.1)0                 -0.48785898 2.391674e-03
## n.employtwo                       0.73476928 4.699887e-06
## n.employthree and more            1.04831548 2.837249e-04
## factor(ncomp)2                    2.11762097 3.374965e-09
## factor(ncomp)3                    3.20186122 3.421685e-19
## factor(ncomp)4                    3.97762735 4.790497e-29
## factor(ncomp)5                    4.05005247 4.786755e-26
## factor(ncomp)6                    4.39519839 1.866741e-23
## factor(ncomp)7                    4.88347062 7.817136e-16
## factor(ncomp)8                    2.39671720 8.159849e-03
## factor(ncomp)9                    5.23363844 6.365125e-04
## factor(ncomp)10                   7.14030264 1.660846e-03
## factor(ncomp)11                   6.17388081 6.396098e-03
## factor(ncomp)13                   2.78440740 5.308537e-01
## factor(naziv_Opcine)B.Petrovac   -2.28932717 1.457005e-01
## factor(naziv_Opcine)Banovici      2.59664374 3.771457e-02
## factor(naziv_Opcine)Banja Luka    1.95396109 3.010571e-02
## factor(naziv_Opcine)Bihac         2.64195221 8.157034e-03
## factor(naziv_Opcine)Bijeljina     0.23775527 7.936704e-01
## factor(naziv_Opcine)Bratunac      1.90581007 2.257592e-01
## factor(naziv_Opcine)Brcko         2.09072348 1.893504e-02
## factor(naziv_Opcine)Breza        -0.72277972 6.265634e-01
## factor(naziv_Opcine)Brod          0.69951672 5.805637e-01
## factor(naziv_Opcine)Bugojno       0.55042973 5.930688e-01
## factor(naziv_Opcine)Busovaca      2.89354568 1.767474e-02
## factor(naziv_Opcine)Buzim         0.99890298 5.251713e-01
## factor(naziv_Opcine)C.Sarajevo    0.93881309 3.663645e-01
## factor(naziv_Opcine)Capljina      3.21468522 1.172422e-02
## factor(naziv_Opcine)Cazin         1.26397568 2.155984e-01
## factor(naziv_Opcine)Celic         0.56410519 7.197355e-01
## factor(naziv_Opcine)Celinac       2.09228071 1.833274e-01
## factor(naziv_Opcine)Citluk        3.35506633 7.423105e-03
## factor(naziv_Opcine)D.Vakuf       1.53277714 1.771904e-01
## factor(naziv_Opcine)Derventa      1.12887052 3.387882e-01
## factor(naziv_Opcine)Doboj         1.57629880 1.276219e-01
## factor(naziv_Opcine)Doboj-Istok   3.07494432 4.359584e-02
## factor(naziv_Opcine)Drvar        -0.39626477 7.898035e-01
## factor(naziv_Opcine)Foca - RS     1.59382201 2.136017e-01
## factor(naziv_Opcine)Fojnica       2.76709321 4.633679e-02
## factor(naziv_Opcine)G.Vakuf       2.10329685 8.453615e-02
## factor(naziv_Opcine)Gacko        -0.06710201 9.593095e-01
## factor(naziv_Opcine)Glamoc       -1.29297045 4.288963e-01
## factor(naziv_Opcine)Gorazde       0.21054480 8.557066e-01
## factor(naziv_Opcine)Gracanica     2.23753341 2.280411e-02
## factor(naziv_Opcine)Grad Mostar   2.42525021 7.916689e-03
## factor(naziv_Opcine)Gradacac      2.39007321 3.376017e-02
## factor(naziv_Opcine)Gradiska      2.84285772 1.504439e-02
## factor(naziv_Opcine)Grude         2.41216885 6.291960e-02
## factor(naziv_Opcine)I.Ilidza     -0.82901438 5.775898e-01
## factor(naziv_Opcine)Ilidza        1.56379913 1.379245e-01
## factor(naziv_Opcine)Ilijas        0.03523393 9.801439e-01
## factor(naziv_Opcine)Jajce         1.22854199 3.379339e-01
## factor(naziv_Opcine)K.Dubica      2.08117984 6.120280e-02
## factor(naziv_Opcine)Kakanj        0.71194374 4.725157e-01
## factor(naziv_Opcine)Kalesija      2.32587095 5.062418e-02
## factor(naziv_Opcine)Kiseljak      2.76941709 1.339340e-02
## factor(naziv_Opcine)Kladanj       1.93125273 1.933008e-01
## factor(naziv_Opcine)Kljuc         0.64105464 6.167691e-01
## factor(naziv_Opcine)Knezevo       1.26608900 3.822459e-01
## factor(naziv_Opcine)Konjic        0.50378884 6.353915e-01
## factor(naziv_Opcine)Kotor Varos   1.47398866 2.877087e-01
## factor(naziv_Opcine)Kresevo       2.26443091 1.112713e-01
## factor(naziv_Opcine)Laktasi       2.58174693 1.714779e-02
## factor(naziv_Opcine)Livno         0.56719983 6.529436e-01
## factor(naziv_Opcine)Lopare        2.57355961 3.152065e-02
## factor(naziv_Opcine)Lukavac       2.41887671 2.436201e-02
## factor(naziv_Opcine)Ljubuski      3.59208867 3.023275e-03
## factor(naziv_Opcine)Maglaj        0.56478813 6.058137e-01
## factor(naziv_Opcine)Modrica       1.52760070 1.773406e-01
## factor(naziv_Opcine)N.G.Sarajevo  1.56674564 8.784370e-02
## factor(naziv_Opcine)N.Gorazde     3.82932933 1.890914e-02
## factor(naziv_Opcine)N.Sarajevo    0.22347525 8.326161e-01
## factor(naziv_Opcine)N.Travnik     0.67927723 5.199080e-01
## factor(naziv_Opcine)Nevesinje     1.53253124 3.308772e-01
## factor(naziv_Opcine)Novi Grad    -0.64233421 5.435675e-01
## factor(naziv_Opcine)Orasje        2.72790935 2.588605e-02
## factor(naziv_Opcine)Pale         -0.80212014 5.366007e-01
## factor(naziv_Opcine)Posusje       2.40662635 1.046180e-01
## factor(naziv_Opcine)Prijedor      1.90442269 5.162041e-02
## factor(naziv_Opcine)Prnjavor      2.29271062 3.996367e-02
## factor(naziv_Opcine)Prozor       -0.10176920 9.488556e-01
## factor(naziv_Opcine)Ribnik        0.39452843 7.859866e-01
## factor(naziv_Opcine)Rogatica     -1.10462350 4.462071e-01
## factor(naziv_Opcine)Rudo          1.53217455 2.698354e-01
## factor(naziv_Opcine)S.Brijeg      3.22438093 3.902826e-03
## factor(naziv_Opcine)S.G.Sarajevo  1.74108149 1.206537e-01
## factor(naziv_Opcine)Samac         1.52376002 1.456812e-01
## factor(naziv_Opcine)Sanski Most   2.11415736 3.283706e-02
## factor(naziv_Opcine)Sokolac      -0.70119105 6.568199e-01
## factor(naziv_Opcine)Srbac         2.24443794 8.787224e-02
## factor(naziv_Opcine)Srebrenik     0.24414616 8.069799e-01
## factor(naziv_Opcine)Stolac        3.32576662 3.428495e-02
## factor(naziv_Opcine)Tesanj        1.51480153 1.383435e-01
## factor(naziv_Opcine)Teslic        0.91484148 4.337009e-01
## factor(naziv_Opcine)Tomislavgrad  2.81666769 3.305492e-02
## factor(naziv_Opcine)Travnik       2.29868927 1.605442e-02
## factor(naziv_Opcine)Trebinje      0.53480104 6.401994e-01
## factor(naziv_Opcine)Tuzla         1.53084965 1.054573e-01
## factor(naziv_Opcine)Ugljevik      1.95819691 1.498421e-01
## factor(naziv_Opcine)V.Kladusa     1.63185789 1.228457e-01
## factor(naziv_Opcine)Visegrad     -2.09193897 1.714456e-01
## factor(naziv_Opcine)Visoko        1.70880289 1.036593e-01
## factor(naziv_Opcine)Vitez         1.55542866 1.448723e-01
## factor(naziv_Opcine)Vlasenica     0.77556921 5.761636e-01
## factor(naziv_Opcine)Vogosca       2.20510453 8.956056e-02
## factor(naziv_Opcine)Zavidovici   -0.33525893 7.460238e-01
## factor(naziv_Opcine)Zenica        0.17132694 8.516131e-01
## factor(naziv_Opcine)Zepce         1.38357557 3.981204e-01
## factor(naziv_Opcine)Zivinice      2.68227382 6.337314e-03
## factor(naziv_Opcine)Zvornik       1.34830492 1.928706e-01
model.coef.empl_p2 <- model.coef.empl_p2 #provjeri koliko je drugih unosa
model.coef.empl_p2 <- as.data.frame.array(model.coef.empl_p2[-c(1:21),]) # da bude dataframe a ne matrix i da mi brise prvih 10 redova koji su drugi koeficijenti
Munic <- rownames(model.coef.empl_p2)
model.coef.empl_p2$Munic <- Munic
dim(model.coef.empl_p2) #da vidim koliko redova - 
## [1] 96  5
rownames(model.coef.empl_p2) <- 1:96 #nedostaje B.Krupa koje je 0
head(model.coef.empl_p2)
ABCDEFGHIJ0123456789
 
 
Estimate
<dbl>
Std. Error
<dbl>
t value
<dbl>
Pr(>|t|)
<dbl>
Munic
<chr>
1-2.28932721.5732347-1.45517210.145700514factor(naziv_Opcine)B.Petrovac
22.59664371.24920452.07863790.037714575factor(naziv_Opcine)Banovici
31.95396110.90066112.16947420.030105708factor(naziv_Opcine)Banja Luka
42.64195220.99815712.64682990.008157034factor(naziv_Opcine)Bihac
50.23775530.90897240.26156490.793670449factor(naziv_Opcine)Bijeljina
61.90581011.57304331.21154330.225759193factor(naziv_Opcine)Bratunac

Make a new variable with municipal names without factor(Munic)

Munic1 <- sapply(strsplit(Munic, split=')', fixed=TRUE), function(x) (x[2]))
Munic1
##  [1] "B.Petrovac"   "Banovici"     "Banja Luka"   "Bihac"        "Bijeljina"   
##  [6] "Bratunac"     "Brcko"        "Breza"        "Brod"         "Bugojno"     
## [11] "Busovaca"     "Buzim"        "C.Sarajevo"   "Capljina"     "Cazin"       
## [16] "Celic"        "Celinac"      "Citluk"       "D.Vakuf"      "Derventa"    
## [21] "Doboj"        "Doboj-Istok"  "Drvar"        "Foca - RS"    "Fojnica"     
## [26] "G.Vakuf"      "Gacko"        "Glamoc"       "Gorazde"      "Gracanica"   
## [31] "Grad Mostar"  "Gradacac"     "Gradiska"     "Grude"        "I.Ilidza"    
## [36] "Ilidza"       "Ilijas"       "Jajce"        "K.Dubica"     "Kakanj"      
## [41] "Kalesija"     "Kiseljak"     "Kladanj"      "Kljuc"        "Knezevo"     
## [46] "Konjic"       "Kotor Varos"  "Kresevo"      "Laktasi"      "Livno"       
## [51] "Lopare"       "Lukavac"      "Ljubuski"     "Maglaj"       "Modrica"     
## [56] "N.G.Sarajevo" "N.Gorazde"    "N.Sarajevo"   "N.Travnik"    "Nevesinje"   
## [61] "Novi Grad"    "Orasje"       "Pale"         "Posusje"      "Prijedor"    
## [66] "Prnjavor"     "Prozor"       "Ribnik"       "Rogatica"     "Rudo"        
## [71] "S.Brijeg"     "S.G.Sarajevo" "Samac"        "Sanski Most"  "Sokolac"     
## [76] "Srbac"        "Srebrenik"    "Stolac"       "Tesanj"       "Teslic"      
## [81] "Tomislavgrad" "Travnik"      "Trebinje"     "Tuzla"        "Ugljevik"    
## [86] "V.Kladusa"    "Visegrad"     "Visoko"       "Vitez"        "Vlasenica"   
## [91] "Vogosca"      "Zavidovici"   "Zenica"       "Zepce"        "Zivinice"    
## [96] "Zvornik"
model.coef.empl_p2$Munic1 <- Munic1

add B.Krupa to dataframe

model.coef.empl_p2[nrow(model.coef.empl_p2) + 1,] = c(0, NA, NA, NA,"B.Krupa","B.Krupa" )
model.coef.empl_p2$Estimate <- as.numeric(model.coef.empl_p2$Estimate)
top10.m.empl_p2 <- model.coef.empl_p2  %>%
    dplyr::select(Estimate, Munic1) %>%
    arrange (desc(Estimate))%>%
    head(10) #top ten municipalities. ovaj mi se cak cini mogucnijim nego ono sa N.gorazdem sto je bilo u prvoj verziji
top10.m.empl_p2
ABCDEFGHIJ0123456789
 
 
Estimate
<dbl>
Munic1
<chr>
13.829329N.Gorazde
23.592089Ljubuski
33.355066Citluk
43.325767Stolac
53.224381S.Brijeg
63.214685Capljina
73.074944Doboj-Istok
82.893546Busovaca
92.842858Gradiska
102.816668Tomislavgrad
bottom10.m.empl_p2 <- model.coef.empl_p2  %>%
    dplyr::select(Estimate, Munic1) %>%
    arrange (Estimate) %>%
    head(10) #top ten municipalities
bottom10.m.empl_p2
ABCDEFGHIJ0123456789
 
 
Estimate
<dbl>
Munic1
<chr>
1-2.2893272B.Petrovac
2-2.0919390Visegrad
3-1.2929704Glamoc
4-1.1046235Rogatica
5-0.8290144I.Ilidza
6-0.8021201Pale
7-0.7227797Breza
8-0.7011910Sokolac
9-0.6423342Novi Grad
10-0.3962648Drvar

Spasiti u excelu koef za winning model

library(openxlsx)
wb = createWorkbook()

addWorksheet(wb, "estimates.WINNING.MODEL_p2.age") #ovo je naziv sheeta
addWorksheet(wb, "estimates.TRANSP.MODEL2") #ovo je naziv sheeta

writeData(wb,"estimates.WINNING.MODEL_p2.age", model.coef.empl)
writeData(wb,"estimates.TRANSP.MODEL2", model.coef.empl_p2)

saveWorkbook(wb, "estimates.transport.hbs.cost.empl.01.8.xlsx", overwrite = T)