SSB 201 – Sosyal Bilimler İçin İstatistik I

Final Sınavı

library (gapminder)
## Warning: package 'gapminder' was built under R version 4.5.2
library (dplyr)
## Warning: package 'dplyr' was built under R version 4.5.2
## 
## 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
library (ggplot2)
## Warning: package 'ggplot2' was built under R version 4.5.2

Soru 1 – Veri Setini İnceleme ve Düzenleme

1.a) gapminder veri setindeki değişken isimlerini ve veri türlerini inceleyiniz.

data(gapminder)
head(gapminder)
## # A tibble: 6 × 6
##   country     continent  year lifeExp      pop gdpPercap
##   <fct>       <fct>     <int>   <dbl>    <int>     <dbl>
## 1 Afghanistan Asia       1952    28.8  8425333      779.
## 2 Afghanistan Asia       1957    30.3  9240934      821.
## 3 Afghanistan Asia       1962    32.0 10267083      853.
## 4 Afghanistan Asia       1967    34.0 11537966      836.
## 5 Afghanistan Asia       1972    36.1 13079460      740.
## 6 Afghanistan Asia       1977    38.4 14880372      786.
names(gapminder)
## [1] "country"   "continent" "year"      "lifeExp"   "pop"       "gdpPercap"

1.b) Aşağıdaki değişkenleri seçerek gapminder_tr isimli yeni bir veri seti oluşturunuz:

  • ulke (country)

  • yil (year)

  • yasam_beklentisi (lifeExp)

  • kisi_basi_gelir (gdpPercap)

  • kita (continent)

gapminder_tr<-gapminder %>% 
  dplyr::select(country,year,lifeExp,gdpPercap,continent)

1.c) Bu yeni veri setindeki değişken adlarını Türkçeleştiriniz ve gapminder_tr üzerine kaydediniz.

gapminder_tr<-gapminder %>% 
rename(ulke=country,
       yil=year,
       yasam_beklentısı=lifeExp,
       kisi_basi_gelir=gdpPercap,
       kita=continent)

Soru 2 – Betimsel İstatistikler

2.a) gapminder_tr veri seti için summary() fonksiyonunu kullanarak genel özeti elde ediniz.

summary(gapminder_tr)
##           ulke            kita          yil       yasam_beklentısı
##  Afghanistan:  12   Africa  :624   Min.   :1952   Min.   :23.60   
##  Albania    :  12   Americas:300   1st Qu.:1966   1st Qu.:48.20   
##  Algeria    :  12   Asia    :396   Median :1980   Median :60.71   
##  Angola     :  12   Europe  :360   Mean   :1980   Mean   :59.47   
##  Argentina  :  12   Oceania : 24   3rd Qu.:1993   3rd Qu.:70.85   
##  Australia  :  12                  Max.   :2007   Max.   :82.60   
##  (Other)    :1632                                                 
##       pop            kisi_basi_gelir   
##  Min.   :6.001e+04   Min.   :   241.2  
##  1st Qu.:2.794e+06   1st Qu.:  1202.1  
##  Median :7.024e+06   Median :  3531.8  
##  Mean   :2.960e+07   Mean   :  7215.3  
##  3rd Qu.:1.959e+07   3rd Qu.:  9325.5  
##  Max.   :1.319e+09   Max.   :113523.1  
## 

2.b) Yaşam beklentisi değişkeninin ortalama, medyan ve ranj değerlerini açıklayınız.

gapminder_tr %>% 
  mean(gapminder_tr$yasam_beklentısı)
## Warning in mean.default(., gapminder_tr$yasam_beklentısı): argument is not
## numeric or logical: returning NA
## [1] NA
median(gapminder_tr$yasam_beklentısı)
## [1] 60.7125

Soru 3 – Frekans ve Yüzde Tablosu

table(gapminder_tr$yasam_beklentısı)
## 
##   23.599   28.801       30   30.015   30.331   30.332    31.22   31.286 
##        1        1        1        1        1        1        1        1 
##    31.57   31.975   31.997   31.999   32.065     32.5   32.548   32.767 
##        1        1        1        1        1        1        1        1 
##   32.978   33.489   33.609   33.685   33.779   33.896    33.97       34 
##        1        1        1        1        1        1        1        1 
##    34.02   34.078   34.113   34.482   34.488   34.558   34.812   34.906 
##        1        1        1        1        1        1        1        1 
##   34.977    35.18   35.307     35.4   35.463   35.492   35.753   35.857 
##        1        1        1        1        1        1        1        1 
##   35.928   35.983   35.985   36.087   36.088   36.157   36.161   36.256 
##        1        1        1        1        1        1        1        1 
##   36.319   36.324   36.486   36.667   36.681   36.788   36.936   36.981 
##        1        1        1        1        1        1        1        1 
##   36.984   37.003   37.197   37.207   37.278   37.328   37.373   37.444 
##        1        1        1        1        1        1        1        1 
##   37.464   37.465   37.468   37.484   37.485   37.578   37.579   37.686 
##        1        1        1        1        1        1        1        1 
##   37.802   37.814   37.928   38.047   38.092   38.113   38.223   38.308 
##        1        1        1        1        1        1        1        1 
##   38.333    38.41   38.438   38.445    38.48   38.487   38.523   38.596 
##        1        1        1        1        1        1        1        1 
##   38.598   38.635   38.842   38.865   38.977   38.987   38.999   39.031 
##        1        1        1        1        1        1        1        1 
##   39.143   39.193   39.327   39.329   39.348    39.36   39.393   39.417 
##        1        1        1        1        1        1        1        1 
##   39.475   39.483   39.486   39.487   39.613   39.624   39.658   39.693 
##        1        1        1        2        1        1        1        1 
##   39.848   39.854   39.875   39.881   39.897   39.906   39.918   39.942 
##        1        1        1        1        1        1        1        1 
##   39.977   39.978   39.989       40   40.006   40.059    40.08   40.118 
##        1        1        1        1        1        1        1        1 
##   40.158   40.238   40.249   40.317   40.328   40.358   40.412   40.414 
##        1        1        1        1        1        1        1        1 
##   40.428   40.477   40.489   40.502   40.516   40.533   40.543   40.546 
##        1        1        1        1        1        1        1        1 
##   40.647   40.652   40.696   40.697   40.715   40.762   40.802   40.822 
##        1        1        1        1        1        1        1        1 
##   40.848    40.87   40.963   40.973   41.003   41.012    41.04   41.208 
##        1        1        1        1        1        1        1        1 
##   41.215   41.216   41.245   41.291   41.366   41.407   41.454   41.472 
##        1        1        1        1        1        1        1        1 
##   41.478     41.5   41.536   41.674   41.714   41.716   41.725   41.763 
##        1        1        1        1        1        1        1        1 
##   41.766   41.842    41.89   41.893   41.905   41.912   41.974   42.023 
##        1        1        1        1        1        1        1        1 
##   42.024   42.038   42.045   42.074   42.082   42.111   42.115   42.122 
##        1        1        1        1        1        1        1        1 
##   42.129   42.138   42.189   42.221   42.244    42.27   42.314   42.338 
##        1        1        1        1        1        1        1        1 
##   42.384    42.46   42.469   42.495   42.518   42.568   42.571   42.587 
##        1        1        1        1        1        1        1        1 
##   42.592   42.598   42.614   42.618   42.643   42.723   42.731   42.795 
##        1        1        1        1        1        1        1        1 
##   42.821   42.858   42.861   42.868   42.873   42.881   42.887   42.891 
##        1        1        1        1        1        1        1        1 
##   42.955   42.974       43   43.077   43.149   43.158    43.16   43.165 
##        1        1        1        1        1        1        1        1 
##   43.266   43.308   43.413   43.415   43.424   43.428   43.436   43.453 
##        1        1        1        1        1        1        1        1 
##   43.457   43.487   43.515   43.548   43.563   43.585    43.59   43.591 
##        1        1        1        1        1        1        1        1 
##   43.601   43.605   43.662   43.753   43.764   43.767   43.795   43.828 
##        1        1        1        1        1        1        1        1 
##   43.869    43.89   43.902   43.916   43.922   43.971       44    44.02 
##        1        1        1        1        1        1        1        1 
##   44.026   44.056   44.057   44.077     44.1   44.142   44.175   44.246 
##        1        1        1        1        1        2        1        1 
##   44.248   44.284   44.366   44.444   44.467   44.501 44.50136    44.51 
##        1        1        1        1        1        1        1        1 
##   44.514   44.535   44.555   44.578   44.593   44.598     44.6   44.665 
##        1        1        1        1        1        1        2        1 
##   44.686   44.736   44.741   44.779   44.799   44.851   44.852   44.869 
##        1        1        1        1        1        1        1        1 
##   44.873   44.885   44.916    44.93   44.966   44.992       45   45.009 
##        1        1        1        1        1        1        1        2 
##   45.032   45.047   45.053   45.083   45.108   45.226   45.248   45.252 
##        1        1        1        1        1        1        1        1 
##   45.262   45.289    45.32   45.326   45.344   45.363   45.415   45.423 
##        1        1        1        1        1        1        1        1 
##   45.432   45.504   45.548   45.552   45.557   45.569    45.58   45.642 
##        1        1        1        1        1        1        1        1 
##   45.664   45.669   45.671   45.678   45.685   45.757   45.815   45.826 
##        1        1        1        1        1        1        1        1 
##   45.883    45.91   45.914   45.928   45.936   45.964   45.989   46.023 
##        1        1        1        1        1        1        1        1 
##   46.027   46.066     46.1   46.137   46.218   46.242   46.243   46.263 
##        1        1        1        1        1        1        1        1 
##   46.289   46.344   46.364   46.388   46.452   46.453   46.462   46.471 
##        1        1        1        1        1        1        1        1 
##   46.472   46.519   46.608   46.633   46.634   46.684   46.714   46.748 
##        1        1        1        1        1        1        1        1 
##   46.769   46.775   46.809   46.832   46.859   46.881   46.886   46.923 
##        1        1        1        1        1        1        1        1 
##   46.954   46.988   46.992   47.014   47.049     47.1   47.181   47.193 
##        1        1        1        1        1        1        1        1 
##    47.35    47.36   47.383   47.391   47.412   47.453   47.457   47.464 
##        1        1        1        1        1        1        1        1 
##   47.471   47.472   47.495   47.545    47.62   47.622    47.67   47.747 
##        1        1        1        1        1        1        1        1 
##   47.752   47.768   47.784     47.8   47.804   47.808   47.813   47.838 
##        1        1        1        1        1        1        1        1 
##   47.924   47.949   47.985   47.991   48.041   48.042   48.051   48.072 
##        1        1        1        1        1        1        1        1 
##   48.079   48.091   48.122   48.126   48.127   48.159   48.211   48.245 
##        1        1        1        1        1        1        1        1 
##   48.251   48.284   48.295   48.303   48.328   48.357   48.386   48.388 
##        1        1        1        2        1        1        1        1 
##   48.435   48.437   48.451   48.463   48.466   48.492    48.57   48.576 
##        1        2        1        1        1        1        1        1 
##   48.632    48.69   48.812   48.825   48.879   48.944   48.945   48.969 
##        1        1        1        1        1        1        1        1 
##   49.096   49.113    49.19   49.203   49.265   49.293   49.325   49.339 
##        1        1        1        1        1        1        1        1 
##   49.348    49.35   49.355   49.379   49.396   49.402    49.42   49.517 
##        1        1        1        1        1        1        1        1 
##   49.552   49.557   49.579    49.58   49.594   49.618   49.651   49.759 
##        1        1        1        1        1        1        1        1 
##   49.767     49.8   49.801   49.828   49.849   49.856   49.875   49.901 
##        1        1        1        1        1        1        1        1 
##   49.903   49.919   49.923   49.951   49.991   50.009   50.016   50.023 
##        1        1        1        1        1        1        1        1 
##    50.04   50.056   50.107   50.227   50.254    50.26   50.305   50.324 
##        1        1        1        1        1        1        1        1 
##   50.335   50.338    50.35    50.43    50.44   50.469   50.485   50.525 
##        1        1        1        1        1        1        1        1 
## 50.54896   50.608   50.643    50.65   50.651   50.654   50.725   50.728 
##        1        1        1        1        2        1        1        1 
##   50.789   50.821   50.848   50.852   50.904   50.917   50.924   50.939 
##        1        1        1        1        1        1        1        2 
##   50.957   50.986   50.992   51.016   51.051   51.137   51.159   51.253 
##        1        1        1        1        1        1        1        1 
##   51.313   51.334   51.356   51.386   51.407   51.445   51.455   51.457 
##        1        1        1        1        1        1        1        1 
##   51.461   51.479   51.509    51.52   51.535   51.542   51.573   51.579 
##        1        1        1        1        1        1        1        1 
##   51.604   51.629   51.631   51.724   51.744   51.756   51.818   51.821 
##        1        1        1        1        1        1        1        1 
##   51.884   51.893   51.927   51.929    52.04   52.044   52.053   52.098 
##        1        1        1        1        1        1        1        1 
##   52.102   52.143   52.199   52.208   52.214   52.295   52.307   52.337 
##        1        1        1        1        1        1        1        1 
##   52.358   52.374   52.379   52.469   52.517   52.537   52.556   52.644 
##        1        1        1        1        1        2        1        1 
##   52.681   52.702   52.724   52.773    52.79   52.819   52.862   52.887 
##        1        1        1        1        1        1        1        1 
##   52.906   52.922   52.933   52.947   52.961   52.962    52.97    53.07 
##        1        1        1        1        1        1        1        1 
##   53.157   53.285   53.298   53.319   53.365   53.373   53.378   53.459 
##        1        1        1        1        1        1        1        1 
##   53.556   53.559   53.599    53.63   53.636   53.655   53.676   53.696 
##        1        1        1        1        1        1        1        1 
##   53.738   53.744   53.754    53.82   53.832   53.859   53.867   53.884 
##        1        1        1        1        1        1        1        1 
##   53.886   53.914   53.919   53.983   53.995   54.043   54.081    54.11 
##        1        1        1        1        1        1        1        1 
##   54.208   54.289   54.314   54.336   54.406   54.407   54.425   54.459 
##        1        1        1        1        1        1        1        1 
##   54.467   54.496   54.518    54.64   54.655   54.745   54.757   54.777 
##        1        1        1        1        1        1        1        1 
##   54.791   54.907   54.926   54.978   54.985   55.078   55.088   55.089 
##        1        1        1        1        1        1        1        1 
##    55.09   55.118   55.151    55.19   55.191    55.23   55.234    55.24 
##        1        1        1        1        1        1        1        1 
##   55.292   55.322   55.373   55.448   55.471   55.491   55.527   55.558 
##        1        1        1        1        1        1        1        1 
##   55.561   55.565   55.599   55.602   55.625   55.635   55.665   55.727 
##        1        1        1        1        1        1        1        1 
##   55.729    55.73   55.737   55.764   55.769   55.803   55.855   55.861 
##        1        1        1        1        1        1        1        1 
##   55.928   56.006   56.007   56.018   56.024   56.029   56.059   56.061 
##        1        1        1        1        1        1        1        1 
##   56.074   56.145   56.155   56.158   56.159   56.369   56.393   56.433 
##        1        1        1        1        1        1        1        1 
##   56.437    56.48   56.528   56.532   56.534   56.564   56.596   56.604 
##        1        1        1        1        1        1        1        1 
##   56.656   56.671   56.678   56.695   56.696   56.728   56.735   56.751 
##        1        1        1        1        1        1        1        1 
##   56.752   56.761   56.867   56.923   56.941    56.95   57.005   57.046 
##        1        1        1        1        1        1        1        1 
##    57.18   57.206   57.251   57.286   57.296   57.367   57.402   57.442 
##        1        1        1        1        1        1        1        1 
##    57.47   57.489   57.501   57.561   57.593   57.632   57.666   57.674 
##        2        1        1        1        1        1        1        1 
##   57.678   57.702   57.716   57.863   57.907   57.924   57.939   57.996 
##        1        1        1        1        1        1        1        1 
##   58.014    58.02   58.033    58.04   58.041   58.056   58.061   58.065 
##        1        1        1        1        1        1        1        1 
##   58.089   58.137   58.161   58.196   58.207   58.245   58.285   58.299 
##        1        2        1        1        1        1        1        1 
##   58.333   58.339 58.38112    58.39    58.42   58.447    58.45   58.453 
##        1        1        1        1        1        1        1        1 
##   58.474     58.5    58.53    58.55   58.553   58.556    58.69   58.766 
##        1        1        1        1        1        2        1        1 
##   58.796   58.811   58.816   58.909   58.968     59.1   59.164   59.201 
##        1        1        1        1        1        1        1        1 
##    59.28   59.285   59.298   59.319    59.32   59.339   59.371   59.412 
##        1        1        1        1        1        1        1        1 
##   59.421   59.426   59.443   59.448   59.461   59.489   59.504   59.507 
##        1        1        1        1        1        1        1        1 
##   59.545     59.6    59.62   59.631    59.65   59.685   59.723   59.797 
##        1        1        1        1        1        1        1        1 
##    59.82   59.837   59.908   59.923   59.942   59.957   59.963   60.022 
##        1        1        1        1        1        1        1        1 
##   60.026    60.06    60.11   60.137   60.187    60.19   60.222   60.223 
##        1        1        1        1        1        1        1        1 
##   60.236   60.246   60.308   60.328   60.351   60.363   60.377   60.396 
##        1        1        1        1        1        1        1        1 
##   60.405   60.413    60.43   60.461    60.47   60.523   60.542    60.66 
##        1        1        1        1        1        1        1        1 
##   60.765    60.77   60.782   60.834   60.835   60.838   60.909   60.916 
##        1        1        1        1        1        1        1        1 
##    60.96   61.036    61.05   61.134   61.195    61.21   61.271    61.31 
##        1        1        1        1        1        1        1        2 
##    61.34   61.366   61.368   61.406   61.448   61.456   61.484   61.489 
##        1        1        1        1        1        1        1        1 
##    61.51   61.557     61.6   61.623   61.685   61.728   61.765   61.788 
##        1        1        1        1        1        1        1        1 
##     61.8   61.817   61.818   61.888    61.93   61.999   62.008   62.013 
##        1        1        1        1        1        1        1        1 
##   62.038    62.05   62.069   62.082   62.094   62.155   62.192   62.247 
##        1        1        1        1        1        1        1        1 
##   62.325   62.351   62.361     62.4   62.485   62.494    62.61   62.612 
##        1        1        1        1        1        1        1        1 
##   62.649   62.677   62.681   62.698   62.728   62.742   62.745    62.82 
##        1        1        1        1        1        1        1        1 
##   62.842   62.879   62.944   62.974    63.01   63.012    63.03    63.04 
##        1        1        1        1        1        1        1        1 
##   63.062   63.108 63.11888   63.154   63.179   63.196     63.3   63.306 
##        1        1        1        1        1        1        1        1 
##   63.336   63.373   63.441   63.479    63.61   63.622   63.625   63.674 
##        1        1        1        1        1        1        1        1 
##   63.727   63.728   63.739   63.785   63.837    63.87   63.883 63.96736 
##        1        1        1        1        1        1        1        1 
##   63.983    64.03   64.048   64.062   64.071     64.1   64.134   64.151 
##        1        1        1        1        1        1        1        1 
##   64.164   64.266   64.274    64.28   64.337   64.342    64.36   64.361 
##        1        1        1        1        1        1        1        1 
##    64.39   64.399   64.406   64.492   64.531    64.59   64.597   64.624 
##        1        1        1        1        1        1        1        1 
##   64.698    64.75   64.766    64.77    64.79    64.82     64.9    64.93 
##        1        1        1        1        1        1        1        1 
##    64.94   64.951   65.032   65.033   65.042   65.044   65.142   65.152 
##        1        1        1        1        1        1        1        1 
##     65.2   65.205   65.246   65.256    65.39   65.393     65.4   65.421 
##        1        1        1        1        1        1        1        1 
##   65.424   65.483     65.5   65.525   65.528   65.554    65.57   65.593 
##        1        1        1        1        1        1        1        1 
##    65.61   65.634   65.712   65.742    65.77   65.798   65.799   65.815 
##        1        1        1        1        1        1        1        1 
##   65.843    65.86   65.869     65.9    65.94   65.949   66.041   66.046 
##        1        1        1        1        1        1        1        1 
##   66.071   66.084   66.099   66.146   66.216    66.22   66.234   66.295 
##        1        1        1        1        1        1        1        1 
##   66.322   66.353   66.399    66.41   66.458    66.55     66.6    66.61 
##        1        1        1        1        2        1        1        1 
##   66.653    66.66   66.662   66.711   66.798     66.8   66.803    66.87 
##        1        1        1        1        1        3        1        1 
##   66.874   66.894    66.91   66.914   66.974   66.983   67.044   67.046 
##        1        1        1        1        1        1        1        1 
##   67.052   67.057   67.064   67.065   67.123    67.13   67.159   67.178 
##        1        1        1        1        1        1        1        1 
##   67.217   67.231   67.274   67.297   67.298   67.378   67.405    67.41 
##        1        1        1        1        1        1        1        1 
##    67.45   67.456    67.48    67.49     67.5    67.51   67.521    67.64 
##        2        1        1        1        2        1        1        1 
##    67.65   67.659    67.66   67.662    67.69   67.712   67.727   67.734 
##        1        1        1        1        1        1        1        1 
##   67.744   67.768    67.81    67.84   67.849    67.85    67.86   67.926 
##        1        1        1        1        1        1        1        1 
##   67.946    67.96       68   68.015   68.042   68.225   68.253    68.29 
##        1        1        2        1        1        1        1        1 
##     68.3   68.386   68.421   68.426    68.44   68.457   68.468   68.481 
##        1        1        1        1        1        1        1        1 
##     68.5    68.54   68.557   68.564   68.565   68.588   68.673   68.681 
##        1        1        1        2        1        1        1        1 
##    68.69     68.7    68.73    68.74    68.75   68.755   68.757   68.768 
##        1        1        1        1        2        1        1        1 
##   68.832   68.835     68.9    68.93   68.976   68.978       69   69.011 
##        1        1        1        2        1        1        1        1 
##    69.03   69.052     69.1    69.12    69.15   69.152    69.17    69.18 
##        1        1        2        1        1        1        1        2 
##    69.21    69.24   69.249    69.26   69.292   69.343    69.36   69.388 
##        1        2        1        1        1        1        1        1 
##    69.39     69.4   69.451    69.46   69.465   69.481    69.49   69.498 
##        4        1        1        1        1        1        1        1 
##     69.5    69.51   69.521    69.53   69.535    69.54    69.58   69.582 
##        2        2        1        1        1        1        1        1 
##    69.61   69.613   69.615    69.62    69.66    69.69   69.718    69.72 
##        2        1        1        2        1        1        1        1 
##   69.745    69.76   69.772   69.806    69.81   69.819    69.82    69.83 
##        1        1        1        1        1        1        1        1 
##    69.86   69.862   69.885     69.9   69.906   69.942    69.95   69.957 
##        1        1        1        1        1        1        1        1 
##    69.96   69.978       70   70.001    70.11    70.14   70.162    70.19 
##        1        1        1        1        1        1        1        1 
##   70.198    70.21    70.25   70.259    70.26   70.265    70.29     70.3 
##        1        1        1        1        1        1        2        2 
##   70.303   70.313    70.32    70.33    70.35   70.379    70.38    70.41 
##        1        1        1        2        1        1        1        1 
##    70.42   70.426    70.45   70.457    70.46   70.472    70.51   70.533 
##        3        1        1        1        1        1        1        1 
##    70.56   70.565    70.59   70.616    70.63   70.636    70.64   70.647 
##        1        1        1        1        1        1        1        1 
##    70.65    70.67   70.672    70.69   70.693    70.71   70.723   70.734 
##        1        1        1        1        1        1        1        1 
##   70.736    70.75   70.755    70.76   70.774    70.78   70.795     70.8 
##        1        3        1        2        1        1        1        2 
##   70.805    70.81   70.815   70.836   70.845   70.847    70.85    70.87 
##        1        1        1        1        1        1        1        1 
##     70.9    70.93    70.94    70.96   70.964    70.97    70.98    70.99 
##        1        1        1        1        1        1        2        1 
##   70.994       71   71.006   71.028    71.04    71.06   71.063    71.08 
##        1        2        1        1        1        1        1        3 
##   71.096     71.1    71.14    71.15   71.164    71.19   71.197    71.21 
##        1        2        1        1        1        1        1        1 
##   71.218    71.24   71.263    71.28     71.3   71.309    71.32   71.322 
##        1        1        1        1        1        1        2        1 
##   71.338    71.34    71.36    71.38   71.421    71.43    71.44   71.455 
##        1        2        1        1        1        1        2        1 
##    71.52   71.523   71.527    71.55   71.555    71.58   71.581   71.626 
##        2        1        1        1        1        1        1        1 
##    71.63   71.659   71.682   71.688   71.752    71.76   71.766    71.77 
##        1        1        1        1        1        1        1        1 
##   71.777    71.81    71.86   71.868   71.878    71.89   71.913   71.918 
##        1        1        1        1        1        1        1        1 
##    71.93   71.938   71.954   71.973   71.993       72    72.01   72.028 
##        1        1        1        1        1        2        1        1 
##    72.03   72.047    72.13    72.14   72.146    72.16    72.17   72.178 
##        1        1        2        1        1        2        1        1 
##    72.19    72.22   72.232   72.235   72.244    72.25   72.262   72.301 
##        1        1        1        1        1        1        1        1 
##   72.312    72.34    72.35    72.37    72.38    72.39   72.396     72.4 
##        1        1        1        1        1        1        1        1 
##   72.462   72.476    72.49   72.492   72.499     72.5    72.52   72.527 
##        1        1        2        1        1        1        1        1 
##   72.535   72.567    72.59   72.601   72.649    72.67    72.71   72.737 
##        1        1        1        1        1        1        1        1 
##    72.75   72.752    72.76   72.766    72.77   72.777     72.8   72.801 
##        1        1        1        1        2        1        1        1 
##    72.88   72.889   72.899    72.95    72.96   72.961    72.99   73.005 
##        1        1        1        1        1        1        1        1 
##   73.017   73.042   73.044   73.053    73.06   73.066     73.1    73.18 
##        1        1        1        1        2        1        1        1 
##   73.213    73.23   73.244   73.275   73.338    73.37    73.38     73.4 
##        1        1        1        1        1        1        1        1 
##    73.42   73.422    73.44    73.45    73.47    73.48    73.49    73.56 
##        1        1        2        1        3        1        1        1 
##     73.6   73.615    73.64    73.67    73.68   73.717    73.73   73.738 
##        1        1        1        1        3        1        1        1 
##   73.747    73.75    73.78     73.8    73.82    73.83    73.84   73.911 
##        1        2        1        2        1        1        1        1 
##   73.923   73.925    73.93   73.952   73.981   74.002    74.01    74.04 
##        1        1        1        1        1        1        1        1 
##    74.06    74.08    74.09   74.101   74.126   74.143    74.16   74.173 
##        1        1        1        1        1        1        1        1 
##   74.174   74.193    74.21   74.223   74.241   74.249    74.26    74.32 
##        2        1        1        1        1        1        1        1 
##    74.34    74.36    74.39   74.414    74.45    74.46   74.543    74.55 
##        2        1        1        1        1        1        1        1 
##    74.63   74.647    74.65   74.663    74.67    74.69   74.712    74.72 
##        2        1        1        1        1        1        1        1 
##    74.74   74.752   74.772   74.795     74.8    74.83   74.847   74.852 
##        1        1        1        1        1        1        1        1 
##    74.86   74.865   74.876    74.89   74.902   74.917    74.94    74.98 
##        1        1        1        1        1        1        1        1 
##   74.994   75.007    75.02    75.13    75.19    75.24    75.25   75.307 
##        1        1        1        1        1        2        1        1 
##    75.32    75.33    75.35    75.37    75.38    75.39   75.435    75.44 
##        1        1        1        1        1        1        1        1 
##   75.445    75.45   75.467    75.51   75.537   75.563     75.6   75.635 
##        1        1        1        1        1        1        1        1 
##    75.64   75.651     75.7   75.713   75.744   75.748    75.76   75.788 
##        1        1        1        1        1        1        1        1 
##   75.816    75.89    75.97    76.04    76.05    76.07    76.09    76.11 
##        1        1        2        1        1        1        1        2 
##   76.122   76.151   76.156   76.195     76.2    76.21     76.3    76.32 
##        1        1        1        1        1        1        1        1 
##    76.33    76.34   76.384    76.42   76.423   76.442    76.46   76.486 
##        1        1        1        3        1        1        1        1 
##    76.66    76.67    76.81    76.83    76.86     76.9   76.904    76.93 
##        1        1        1        1        1        1        1        1 
##    76.99    77.03   77.045    77.11    77.13   77.158    77.18    77.19 
##        2        1        1        1        1        2        1        1 
##   77.218    77.23    77.26    77.29    77.31    77.32    77.34    77.41 
##        1        1        1        1        1        1        1        1 
##    77.42    77.44    77.46    77.51    77.53    77.55    77.56    77.57 
##        1        1        1        1        1        1        1        1 
##   77.588   77.601   77.778   77.783    77.86   77.869   77.926    77.95 
##        1        1        1        1        1        1        1        1 
##    78.03   78.098   78.123    78.16   78.242   78.256   78.269   78.273 
##        2        1        1        1        1        1        1        1 
##    78.32   78.332    78.37     78.4   78.471    78.53   78.553    78.61 
##        2        1        1        1        1        1        1        1 
##   78.623    78.64    78.67   78.746    78.77   78.782    78.82    78.83 
##        1        1        2        1        3        1        1        1 
##   78.885    78.95    78.98    79.05    79.11   79.313    79.36    79.37 
##        1        1        1        1        1        1        1        1 
##    79.39   79.406   79.425   79.441   79.483    79.59   79.696   79.762 
##        1        1        1        1        1        1        1        1 
##    79.77    79.78   79.829   79.972       80    80.04   80.196   80.204 
##        1        1        1        1        1        1        1        1 
##    80.24    80.37     80.5   80.546    80.62   80.653   80.657    80.69 
##        1        1        1        1        1        1        1        1 
##   80.745   80.884   80.941   81.235   81.495   81.701   81.757       82 
##        1        1        1        1        1        1        1        1 
##   82.208   82.603 
##        1        1
prop.table(table(gapminder_tr$yasam_beklentısı))*100
## 
##     23.599     28.801         30     30.015     30.331     30.332      31.22 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     31.286      31.57     31.975     31.997     31.999     32.065       32.5 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     32.548     32.767     32.978     33.489     33.609     33.685     33.779 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     33.896      33.97         34      34.02     34.078     34.113     34.482 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     34.488     34.558     34.812     34.906     34.977      35.18     35.307 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##       35.4     35.463     35.492     35.753     35.857     35.928     35.983 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     35.985     36.087     36.088     36.157     36.161     36.256     36.319 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     36.324     36.486     36.667     36.681     36.788     36.936     36.981 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     36.984     37.003     37.197     37.207     37.278     37.328     37.373 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     37.444     37.464     37.465     37.468     37.484     37.485     37.578 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     37.579     37.686     37.802     37.814     37.928     38.047     38.092 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     38.113     38.223     38.308     38.333      38.41     38.438     38.445 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      38.48     38.487     38.523     38.596     38.598     38.635     38.842 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     38.865     38.977     38.987     38.999     39.031     39.143     39.193 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     39.327     39.329     39.348      39.36     39.393     39.417     39.475 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     39.483     39.486     39.487     39.613     39.624     39.658     39.693 
## 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 
##     39.848     39.854     39.875     39.881     39.897     39.906     39.918 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     39.942     39.977     39.978     39.989         40     40.006     40.059 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      40.08     40.118     40.158     40.238     40.249     40.317     40.328 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     40.358     40.412     40.414     40.428     40.477     40.489     40.502 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     40.516     40.533     40.543     40.546     40.647     40.652     40.696 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     40.697     40.715     40.762     40.802     40.822     40.848      40.87 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     40.963     40.973     41.003     41.012      41.04     41.208     41.215 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     41.216     41.245     41.291     41.366     41.407     41.454     41.472 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     41.478       41.5     41.536     41.674     41.714     41.716     41.725 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     41.763     41.766     41.842      41.89     41.893     41.905     41.912 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     41.974     42.023     42.024     42.038     42.045     42.074     42.082 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     42.111     42.115     42.122     42.129     42.138     42.189     42.221 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     42.244      42.27     42.314     42.338     42.384      42.46     42.469 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     42.495     42.518     42.568     42.571     42.587     42.592     42.598 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     42.614     42.618     42.643     42.723     42.731     42.795     42.821 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     42.858     42.861     42.868     42.873     42.881     42.887     42.891 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     42.955     42.974         43     43.077     43.149     43.158      43.16 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     43.165     43.266     43.308     43.413     43.415     43.424     43.428 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     43.436     43.453     43.457     43.487     43.515     43.548     43.563 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     43.585      43.59     43.591     43.601     43.605     43.662     43.753 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     43.764     43.767     43.795     43.828     43.869      43.89     43.902 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     43.916     43.922     43.971         44      44.02     44.026     44.056 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     44.057     44.077       44.1     44.142     44.175     44.246     44.248 
## 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 
##     44.284     44.366     44.444     44.467     44.501   44.50136      44.51 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     44.514     44.535     44.555     44.578     44.593     44.598       44.6 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 
##     44.665     44.686     44.736     44.741     44.779     44.799     44.851 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     44.852     44.869     44.873     44.885     44.916      44.93     44.966 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     44.992         45     45.009     45.032     45.047     45.053     45.083 
## 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 
##     45.108     45.226     45.248     45.252     45.262     45.289      45.32 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     45.326     45.344     45.363     45.415     45.423     45.432     45.504 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     45.548     45.552     45.557     45.569      45.58     45.642     45.664 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     45.669     45.671     45.678     45.685     45.757     45.815     45.826 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     45.883      45.91     45.914     45.928     45.936     45.964     45.989 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     46.023     46.027     46.066       46.1     46.137     46.218     46.242 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     46.243     46.263     46.289     46.344     46.364     46.388     46.452 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     46.453     46.462     46.471     46.472     46.519     46.608     46.633 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     46.634     46.684     46.714     46.748     46.769     46.775     46.809 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     46.832     46.859     46.881     46.886     46.923     46.954     46.988 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     46.992     47.014     47.049       47.1     47.181     47.193      47.35 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      47.36     47.383     47.391     47.412     47.453     47.457     47.464 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     47.471     47.472     47.495     47.545      47.62     47.622      47.67 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     47.747     47.752     47.768     47.784       47.8     47.804     47.808 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     47.813     47.838     47.924     47.949     47.985     47.991     48.041 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     48.042     48.051     48.072     48.079     48.091     48.122     48.126 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     48.127     48.159     48.211     48.245     48.251     48.284     48.295 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     48.303     48.328     48.357     48.386     48.388     48.435     48.437 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 
##     48.451     48.463     48.466     48.492      48.57     48.576     48.632 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      48.69     48.812     48.825     48.879     48.944     48.945     48.969 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     49.096     49.113      49.19     49.203     49.265     49.293     49.325 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     49.339     49.348      49.35     49.355     49.379     49.396     49.402 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      49.42     49.517     49.552     49.557     49.579      49.58     49.594 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     49.618     49.651     49.759     49.767       49.8     49.801     49.828 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     49.849     49.856     49.875     49.901     49.903     49.919     49.923 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     49.951     49.991     50.009     50.016     50.023      50.04     50.056 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     50.107     50.227     50.254      50.26     50.305     50.324     50.335 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     50.338      50.35      50.43      50.44     50.469     50.485     50.525 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##   50.54896     50.608     50.643      50.65     50.651     50.654     50.725 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 
##     50.728     50.789     50.821     50.848     50.852     50.904     50.917 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     50.924     50.939     50.957     50.986     50.992     51.016     51.051 
## 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     51.137     51.159     51.253     51.313     51.334     51.356     51.386 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     51.407     51.445     51.455     51.457     51.461     51.479     51.509 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      51.52     51.535     51.542     51.573     51.579     51.604     51.629 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     51.631     51.724     51.744     51.756     51.818     51.821     51.884 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     51.893     51.927     51.929      52.04     52.044     52.053     52.098 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     52.102     52.143     52.199     52.208     52.214     52.295     52.307 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     52.337     52.358     52.374     52.379     52.469     52.517     52.537 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 
##     52.556     52.644     52.681     52.702     52.724     52.773      52.79 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     52.819     52.862     52.887     52.906     52.922     52.933     52.947 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     52.961     52.962      52.97      53.07     53.157     53.285     53.298 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     53.319     53.365     53.373     53.378     53.459     53.556     53.559 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     53.599      53.63     53.636     53.655     53.676     53.696     53.738 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     53.744     53.754      53.82     53.832     53.859     53.867     53.884 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     53.886     53.914     53.919     53.983     53.995     54.043     54.081 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      54.11     54.208     54.289     54.314     54.336     54.406     54.407 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     54.425     54.459     54.467     54.496     54.518      54.64     54.655 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     54.745     54.757     54.777     54.791     54.907     54.926     54.978 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     54.985     55.078     55.088     55.089      55.09     55.118     55.151 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      55.19     55.191      55.23     55.234      55.24     55.292     55.322 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     55.373     55.448     55.471     55.491     55.527     55.558     55.561 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     55.565     55.599     55.602     55.625     55.635     55.665     55.727 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     55.729      55.73     55.737     55.764     55.769     55.803     55.855 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     55.861     55.928     56.006     56.007     56.018     56.024     56.029 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     56.059     56.061     56.074     56.145     56.155     56.158     56.159 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     56.369     56.393     56.433     56.437      56.48     56.528     56.532 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     56.534     56.564     56.596     56.604     56.656     56.671     56.678 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     56.695     56.696     56.728     56.735     56.751     56.752     56.761 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     56.867     56.923     56.941      56.95     57.005     57.046      57.18 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     57.206     57.251     57.286     57.296     57.367     57.402     57.442 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      57.47     57.489     57.501     57.561     57.593     57.632     57.666 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     57.674     57.678     57.702     57.716     57.863     57.907     57.924 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     57.939     57.996     58.014      58.02     58.033      58.04     58.041 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     58.056     58.061     58.065     58.089     58.137     58.161     58.196 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 
##     58.207     58.245     58.285     58.299     58.333     58.339   58.38112 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      58.39      58.42     58.447      58.45     58.453     58.474       58.5 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      58.53      58.55     58.553     58.556      58.69     58.766     58.796 
## 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 
##     58.811     58.816     58.909     58.968       59.1     59.164     59.201 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      59.28     59.285     59.298     59.319      59.32     59.339     59.371 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     59.412     59.421     59.426     59.443     59.448     59.461     59.489 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     59.504     59.507     59.545       59.6      59.62     59.631      59.65 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     59.685     59.723     59.797      59.82     59.837     59.908     59.923 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     59.942     59.957     59.963     60.022     60.026      60.06      60.11 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     60.137     60.187      60.19     60.222     60.223     60.236     60.246 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     60.308     60.328     60.351     60.363     60.377     60.396     60.405 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     60.413      60.43     60.461      60.47     60.523     60.542      60.66 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     60.765      60.77     60.782     60.834     60.835     60.838     60.909 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     60.916      60.96     61.036      61.05     61.134     61.195      61.21 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     61.271      61.31      61.34     61.366     61.368     61.406     61.448 
## 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     61.456     61.484     61.489      61.51     61.557       61.6     61.623 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     61.685     61.728     61.765     61.788       61.8     61.817     61.818 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     61.888      61.93     61.999     62.008     62.013     62.038      62.05 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     62.069     62.082     62.094     62.155     62.192     62.247     62.325 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     62.351     62.361       62.4     62.485     62.494      62.61     62.612 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     62.649     62.677     62.681     62.698     62.728     62.742     62.745 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      62.82     62.842     62.879     62.944     62.974      63.01     63.012 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      63.03      63.04     63.062     63.108   63.11888     63.154     63.179 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     63.196       63.3     63.306     63.336     63.373     63.441     63.479 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      63.61     63.622     63.625     63.674     63.727     63.728     63.739 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     63.785     63.837      63.87     63.883   63.96736     63.983      64.03 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     64.048     64.062     64.071       64.1     64.134     64.151     64.164 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     64.266     64.274      64.28     64.337     64.342      64.36     64.361 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      64.39     64.399     64.406     64.492     64.531      64.59     64.597 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     64.624     64.698      64.75     64.766      64.77      64.79      64.82 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##       64.9      64.93      64.94     64.951     65.032     65.033     65.042 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     65.044     65.142     65.152       65.2     65.205     65.246     65.256 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      65.39     65.393       65.4     65.421     65.424     65.483       65.5 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     65.525     65.528     65.554      65.57     65.593      65.61     65.634 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     65.712     65.742      65.77     65.798     65.799     65.815     65.843 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      65.86     65.869       65.9      65.94     65.949     66.041     66.046 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     66.071     66.084     66.099     66.146     66.216      66.22     66.234 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     66.295     66.322     66.353     66.399      66.41     66.458      66.55 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 
##       66.6      66.61     66.653      66.66     66.662     66.711     66.798 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##       66.8     66.803      66.87     66.874     66.894      66.91     66.914 
## 0.17605634 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     66.974     66.983     67.044     67.046     67.052     67.057     67.064 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     67.065     67.123      67.13     67.159     67.178     67.217     67.231 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     67.274     67.297     67.298     67.378     67.405      67.41      67.45 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 
##     67.456      67.48      67.49       67.5      67.51     67.521      67.64 
## 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 
##      67.65     67.659      67.66     67.662      67.69     67.712     67.727 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     67.734     67.744     67.768      67.81      67.84     67.849      67.85 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      67.86     67.926     67.946      67.96         68     68.015     68.042 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 
##     68.225     68.253      68.29       68.3     68.386     68.421     68.426 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      68.44     68.457     68.468     68.481       68.5      68.54     68.557 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     68.564     68.565     68.588     68.673     68.681      68.69       68.7 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      68.73      68.74      68.75     68.755     68.757     68.768     68.832 
## 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 
##     68.835       68.9      68.93     68.976     68.978         69     69.011 
## 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 
##      69.03     69.052       69.1      69.12      69.15     69.152      69.17 
## 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 
##      69.18      69.21      69.24     69.249      69.26     69.292     69.343 
## 0.11737089 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 
##      69.36     69.388      69.39       69.4     69.451      69.46     69.465 
## 0.05868545 0.05868545 0.23474178 0.05868545 0.05868545 0.05868545 0.05868545 
##     69.481      69.49     69.498       69.5      69.51     69.521      69.53 
## 0.05868545 0.05868545 0.05868545 0.11737089 0.11737089 0.05868545 0.05868545 
##     69.535      69.54      69.58     69.582      69.61     69.613     69.615 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 
##      69.62      69.66      69.69     69.718      69.72     69.745      69.76 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     69.772     69.806      69.81     69.819      69.82      69.83      69.86 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     69.862     69.885       69.9     69.906     69.942      69.95     69.957 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      69.96     69.978         70     70.001      70.11      70.14     70.162 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      70.19     70.198      70.21      70.25     70.259      70.26     70.265 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      70.29       70.3     70.303     70.313      70.32      70.33      70.35 
## 0.11737089 0.11737089 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 
##     70.379      70.38      70.41      70.42     70.426      70.45     70.457 
## 0.05868545 0.05868545 0.05868545 0.17605634 0.05868545 0.05868545 0.05868545 
##      70.46     70.472      70.51     70.533      70.56     70.565      70.59 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     70.616      70.63     70.636      70.64     70.647      70.65      70.67 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     70.672      70.69     70.693      70.71     70.723     70.734     70.736 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      70.75     70.755      70.76     70.774      70.78     70.795       70.8 
## 0.17605634 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.11737089 
##     70.805      70.81     70.815     70.836     70.845     70.847      70.85 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      70.87       70.9      70.93      70.94      70.96     70.964      70.97 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      70.98      70.99     70.994         71     71.006     71.028      71.04 
## 0.11737089 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 
##      71.06     71.063      71.08     71.096       71.1      71.14      71.15 
## 0.05868545 0.05868545 0.17605634 0.05868545 0.11737089 0.05868545 0.05868545 
##     71.164      71.19     71.197      71.21     71.218      71.24     71.263 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      71.28       71.3     71.309      71.32     71.322     71.338      71.34 
## 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.11737089 
##      71.36      71.38     71.421      71.43      71.44     71.455      71.52 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.11737089 
##     71.523     71.527      71.55     71.555      71.58     71.581     71.626 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      71.63     71.659     71.682     71.688     71.752      71.76     71.766 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      71.77     71.777      71.81      71.86     71.868     71.878      71.89 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     71.913     71.918      71.93     71.938     71.954     71.973     71.993 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##         72      72.01     72.028      72.03     72.047      72.13      72.14 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 
##     72.146      72.16      72.17     72.178      72.19      72.22     72.232 
## 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     72.235     72.244      72.25     72.262     72.301     72.312      72.34 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      72.35      72.37      72.38      72.39     72.396       72.4     72.462 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     72.476      72.49     72.492     72.499       72.5      72.52     72.527 
## 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     72.535     72.567      72.59     72.601     72.649      72.67      72.71 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     72.737      72.75     72.752      72.76     72.766      72.77     72.777 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 
##       72.8     72.801      72.88     72.889     72.899      72.95      72.96 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     72.961      72.99     73.005     73.017     73.042     73.044     73.053 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      73.06     73.066       73.1      73.18     73.213      73.23     73.244 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     73.275     73.338      73.37      73.38       73.4      73.42     73.422 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      73.44      73.45      73.47      73.48      73.49      73.56       73.6 
## 0.11737089 0.05868545 0.17605634 0.05868545 0.05868545 0.05868545 0.05868545 
##     73.615      73.64      73.67      73.68     73.717      73.73     73.738 
## 0.05868545 0.05868545 0.05868545 0.17605634 0.05868545 0.05868545 0.05868545 
##     73.747      73.75      73.78       73.8      73.82      73.83      73.84 
## 0.05868545 0.11737089 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 
##     73.911     73.923     73.925      73.93     73.952     73.981     74.002 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      74.01      74.04      74.06      74.08      74.09     74.101     74.126 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     74.143      74.16     74.173     74.174     74.193      74.21     74.223 
## 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 
##     74.241     74.249      74.26      74.32      74.34      74.36      74.39 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 
##     74.414      74.45      74.46     74.543      74.55      74.63     74.647 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 
##      74.65     74.663      74.67      74.69     74.712      74.72      74.74 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     74.752     74.772     74.795       74.8      74.83     74.847     74.852 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      74.86     74.865     74.876      74.89     74.902     74.917      74.94 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      74.98     74.994     75.007      75.02      75.13      75.19      75.24 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 
##      75.25     75.307      75.32      75.33      75.35      75.37      75.38 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      75.39     75.435      75.44     75.445      75.45     75.467      75.51 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     75.537     75.563       75.6     75.635      75.64     75.651       75.7 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     75.713     75.744     75.748      75.76     75.788     75.816      75.89 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      75.97      76.04      76.05      76.07      76.09      76.11     76.122 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 
##     76.151     76.156     76.195       76.2      76.21       76.3      76.32 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      76.33      76.34     76.384      76.42     76.423     76.442      76.46 
## 0.05868545 0.05868545 0.05868545 0.17605634 0.05868545 0.05868545 0.05868545 
##     76.486      76.66      76.67      76.81      76.83      76.86       76.9 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     76.904      76.93      76.99      77.03     77.045      77.11      77.13 
## 0.05868545 0.05868545 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 
##     77.158      77.18      77.19     77.218      77.23      77.26      77.29 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      77.31      77.32      77.34      77.41      77.42      77.44      77.46 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      77.51      77.53      77.55      77.56      77.57     77.588     77.601 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     77.778     77.783      77.86     77.869     77.926      77.95      78.03 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.11737089 
##     78.098     78.123      78.16     78.242     78.256     78.269     78.273 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      78.32     78.332      78.37       78.4     78.471      78.53     78.553 
## 0.11737089 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##      78.61     78.623      78.64      78.67     78.746      78.77     78.782 
## 0.05868545 0.05868545 0.05868545 0.11737089 0.05868545 0.17605634 0.05868545 
##      78.82      78.83     78.885      78.95      78.98      79.05      79.11 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     79.313      79.36      79.37      79.39     79.406     79.425     79.441 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     79.483      79.59     79.696     79.762      79.77      79.78     79.829 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     79.972         80      80.04     80.196     80.204      80.24      80.37 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##       80.5     80.546      80.62     80.653     80.657      80.69     80.745 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     80.884     80.941     81.235     81.495     81.701     81.757         82 
## 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 0.05868545 
##     82.208     82.603 
## 0.05868545 0.05868545

Not: Aşağıdaki soruları gapminder_tr veri setini kullanarak yanıtlayın.

3.a) Kıta (continent) değişkenine ait frekans tablosunu oluşturunuz.

table(gapminder_tr$kita)
## 
##   Africa Americas     Asia   Europe  Oceania 
##      624      300      396      360       24
prop.table(table(gapminder_tr$kita))*100
## 
##    Africa  Americas      Asia    Europe   Oceania 
## 36.619718 17.605634 23.239437 21.126761  1.408451

3.b) Aynı değişken için yüzde (%) dağılımını hesaplayınız.

gapminder_tr %>% 
  count(kita) %>% 
  mutate(yuzde=round((n/sum(n))*100,2))
## # A tibble: 5 × 3
##   kita         n yuzde
##   <fct>    <int> <dbl>
## 1 Africa     624 36.6 
## 2 Americas   300 17.6 
## 3 Asia       396 23.2 
## 4 Europe     360 21.1 
## 5 Oceania     24  1.41

Soru 4 – Saçılım Diyagramı ve Korelasyon

4.a) Yaşam beklentisi (lifeExp) ile kişi başına düşen gelir (gdpPercap) arasındaki ilişkiyi gösteren bir saçılım diyagramı oluşturunuz. Eksen adlarını ve grafiğin başlığını ekleyiniz.

ggplot(gapminder_tr,aes(x=yasam_beklentısı,y=kisi_basi_gelir))+
  geom_point()+
  labs(x="yasam beklentisi",
       y="kişi başına düşen gelir",
       title="yaşam beklentisi ve kişi başına düşen gelir arasındaki ilişki")

4.b) Bu iki değişken arasındaki korelasyon katsayısını hesaplayınız ve korelasyon katsayısını yorumlayınız.

Soru 5 – Basit Doğrusal Regresyon

5.a) Kişi başına düşen gelirin (gdpPercap), yaşam beklentisini (lifeExp) yordayıp yordamadığını test eden bir basit doğrusal regresyon modeli kurunuz.

gapminder_tr_mod<-lm(kisi_basi_gelir~yasam_beklentısı,data=gapminder_tr)
summary(gapminder_tr_mod)
## 
## Call:
## lm(formula = kisi_basi_gelir ~ yasam_beklentısı, data = gapminder_tr)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -11483  -4539  -1223   2482 106950 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)      -19277.25     914.09  -21.09   <2e-16 ***
## yasam_beklentısı    445.44      15.02   29.66   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8006 on 1702 degrees of freedom
## Multiple R-squared:  0.3407, Adjusted R-squared:  0.3403 
## F-statistic: 879.6 on 1 and 1702 DF,  p-value: < 2.2e-16

5.b) Regresyon çıktısından aşağıdaki bilgileri bulunuz ve yorumlayınız:

  • eğim (β₁)

  • kesişim (β₀)

  • R-kare (R²)

coef(gapminder_tr)
## Warning: Unknown or uninitialised column: `coefficients`.
## NULL

5.c) Yaşam beklentisi (yasam_beklentisi) ile kişi başına düşen gelir (kisi_basi_gelir) arasındaki ilişkiyi gösteren bir saçılım diyagramı oluşturunuz. Grafiğe uygun eksen adlarını ve bir başlık ekleyiniz. Bu grafiğin üzerine basit doğrusal regresyon çizgisini ekleyiniz.

ggplot(gapminder_tr, aes(x=yasam_beklentısı,y=kisi_basi_gelir))+
  geom_point()+
  labs(x="yasam_beklentisi" ,
       y="kisi_basi_gelir",
       title = "yasam beklentisi ve kisi basina gelir arası ilişki")

Soru 6 - geom_jitter fonksiyonunun kullanım amacı nedir?