library(wooldridge) # data komutuyla fertil1 verisetini indirmek içim
library(rmarkdown) # page_table komutuyla veri setini rmarkdown üzerinde gösterebilmek için
data("fertil1")
paged_table(fertil1)
require(dplyr)
## Zorunlu paket yükleniyor: dplyr
## Warning: package 'dplyr' was built under R version 4.2.2
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
fertil1 %>%
group_by(year) %>%
summarise("ortalama çocuk sayısı (kids)" = mean(kids))
## # A tibble: 7 × 2
## year `ortalama çocuk sayısı (kids)`
## <int> <dbl>
## 1 72 3.03
## 2 74 3.21
## 3 76 2.80
## 4 78 2.80
## 5 80 2.82
## 6 82 2.40
## 7 84 2.24
require(dplyr)
fertil1 %>%
group_by(year) %>%
summarise(across(everything(), mean))
## # A tibble: 7 × 27
## year educ meduc feduc age kids black east northcen west farm othru…¹
## <int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 72 12.2 8.33 8.90 44.9 3.03 0.0833 0.333 0.231 0.128 0.173 0.0833
## 2 74 12.3 8.94 9.29 44.1 3.21 0.0578 0.237 0.353 0.110 0.208 0.110
## 3 76 12.2 8.25 8.99 43.5 2.80 0.0461 0.263 0.316 0.0855 0.237 0.112
## 4 78 12.6 9.07 9.80 43.4 2.80 0.0490 0.273 0.329 0.105 0.203 0.112
## 5 80 12.9 9.40 9.95 43.7 2.82 0.0704 0.141 0.394 0.155 0.218 0.106
## 6 82 13.2 9.56 10.2 43.2 2.40 0.199 0.231 0.290 0.0806 0.167 0.118
## 7 84 13.3 10.2 10.7 41.8 2.24 0.0678 0.260 0.333 0.102 0.192 0.0734
## # … with 15 more variables: town <dbl>, smcity <dbl>, y74 <dbl>, y76 <dbl>,
## # y78 <dbl>, y80 <dbl>, y82 <dbl>, y84 <dbl>, agesq <dbl>, y74educ <dbl>,
## # y76educ <dbl>, y78educ <dbl>, y80educ <dbl>, y82educ <dbl>, y84educ <dbl>,
## # and abbreviated variable name ¹othrural
require(dplyr)
fertil1 %>%
group_by(year) %>%
summarise("ortalama çocuk sayısı (kids)" = mean(kids), "stadandart sapma çocuk sayısı (kids)" = sd(kids) )
## # A tibble: 7 × 3
## year `ortalama çocuk sayısı (kids)` `stadandart sapma çocuk sayısı (kids)`
## <int> <dbl> <dbl>
## 1 72 3.03 1.83
## 2 74 3.21 1.50
## 3 76 2.80 1.66
## 4 78 2.80 1.58
## 5 80 2.82 1.58
## 6 82 2.40 1.70
## 7 84 2.24 1.51
summary(lm(kids ~ educ + age + I(age^2) + black + east + northcen + west + farm + othrural + town + smcity + y74 + y76 + y78 + y80 + y82 + y84, data = fertil1))
##
## Call:
## lm(formula = kids ~ educ + age + I(age^2) + black + east + northcen +
## west + farm + othrural + town + smcity + y74 + y76 + y78 +
## y80 + y82 + y84, data = fertil1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.9878 -1.0086 -0.0767 0.9331 4.6548
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -7.742457 3.051767 -2.537 0.011315 *
## educ -0.128427 0.018349 -6.999 4.44e-12 ***
## age 0.532135 0.138386 3.845 0.000127 ***
## I(age^2) -0.005804 0.001564 -3.710 0.000217 ***
## black 1.075658 0.173536 6.198 8.02e-10 ***
## east 0.217324 0.132788 1.637 0.101992
## northcen 0.363114 0.120897 3.004 0.002729 **
## west 0.197603 0.166913 1.184 0.236719
## farm -0.052557 0.147190 -0.357 0.721105
## othrural -0.162854 0.175442 -0.928 0.353481
## town 0.084353 0.124531 0.677 0.498314
## smcity 0.211879 0.160296 1.322 0.186507
## y74 0.268183 0.172716 1.553 0.120771
## y76 -0.097379 0.179046 -0.544 0.586633
## y78 -0.068666 0.181684 -0.378 0.705544
## y80 -0.071305 0.182771 -0.390 0.696511
## y82 -0.522484 0.172436 -3.030 0.002502 **
## y84 -0.545166 0.174516 -3.124 0.001831 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.555 on 1111 degrees of freedom
## Multiple R-squared: 0.1295, Adjusted R-squared: 0.1162
## F-statistic: 9.723 on 17 and 1111 DF, p-value: < 2.2e-16
(lm(kids ~ educ + age + I(age^2) + black + east + northcen + west + farm + othrural + town + smcity + y74 + y76 + y78 + y80 + y82 + y84, data = fertil1))
##
## Call:
## lm(formula = kids ~ educ + age + I(age^2) + black + east + northcen +
## west + farm + othrural + town + smcity + y74 + y76 + y78 +
## y80 + y82 + y84, data = fertil1)
##
## Coefficients:
## (Intercept) educ age I(age^2) black east
## -7.742457 -0.128427 0.532135 -0.005804 1.075658 0.217324
## northcen west farm othrural town smcity
## 0.363114 0.197603 -0.052557 -0.162854 0.084353 0.211879
## y74 y76 y78 y80 y82 y84
## 0.268183 -0.097379 -0.068666 -0.071305 -0.522484 -0.545166
fertil1 %>%
summary(lm(y72))
## year educ meduc feduc
## Min. :72.00 Min. : 0.00 Min. : 0.000 Min. : 0.000
## 1st Qu.:74.00 1st Qu.:12.00 1st Qu.: 7.000 1st Qu.: 8.000
## Median :78.00 Median :12.00 Median : 8.000 Median :10.000
## Mean :78.14 Mean :12.69 Mean : 9.132 Mean : 9.716
## 3rd Qu.:82.00 3rd Qu.:14.00 3rd Qu.:12.000 3rd Qu.:12.000
## Max. :84.00 Max. :20.00 Max. :20.000 Max. :20.000
## age kids black east
## Min. :35.00 Min. :0.000 Min. :0.00000 Min. :0.0000
## 1st Qu.:38.00 1st Qu.:2.000 1st Qu.:0.00000 1st Qu.:0.0000
## Median :43.00 Median :3.000 Median :0.00000 Median :0.0000
## Mean :43.48 Mean :2.743 Mean :0.08503 Mean :0.2489
## 3rd Qu.:48.00 3rd Qu.:4.000 3rd Qu.:0.00000 3rd Qu.:0.0000
## Max. :54.00 Max. :7.000 Max. :1.00000 Max. :1.0000
## northcen west farm othrural
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.3198 Mean :0.1081 Mean :0.1984 Mean :0.1019
## 3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000 Max. :1.0000 Max. :1.0000
## town smcity y74 y76
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.3171 Mean :0.1258 Mean :0.1532 Mean :0.1346
## 3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000 Max. :1.0000 Max. :1.0000
## y78 y80 y82 y84
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.1267 Mean :0.1258 Mean :0.1647 Mean :0.1568
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000 Max. :1.0000 Max. :1.0000
## agesq y74educ y76educ y78educ
## Min. :1225 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.:1444 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000
## Median :1849 Median : 0.000 Median : 0.000 Median : 0.000
## Mean :1925 Mean : 1.885 Mean : 1.647 Mean : 1.601
## 3rd Qu.:2304 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 0.000
## Max. :2916 Max. :20.000 Max. :20.000 Max. :20.000
## y80educ y82educ y84educ
## Min. : 0.00 Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 0.00
## Median : 0.00 Median : 0.000 Median : 0.00
## Mean : 1.62 Mean : 2.179 Mean : 2.08
## 3rd Qu.: 0.00 3rd Qu.: 0.000 3rd Qu.: 0.00
## Max. :20.00 Max. :20.000 Max. :20.00
fertil1 %>%
select(educ , age, year, meduc)%>%
mutate(sabit=1)
## educ age year meduc sabit
## 1 12 48 72 8 1
## 2 17 46 72 8 1
## 3 12 53 72 7 1
## 4 12 42 72 12 1
## 5 12 51 72 3 1
## 6 8 50 72 8 1
## 7 12 47 72 12 1
## 8 10 46 72 12 1
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## 10 12 36 72 6 1
## 11 14 36 72 16 1
## 12 11 39 72 12 1
## 13 12 49 72 5 1
## 14 11 53 72 4 1
## 15 18 38 72 10 1
## 16 14 39 72 16 1
## 17 10 45 72 1 1
## 18 16 41 72 16 1
## 19 12 41 72 8 1
## 20 8 48 72 8 1
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## 24 8 52 72 0 1
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