library(ggplot2)
## Warning: package 'ggplot2' was built under R version 4.4.3
library(tidyverse)
## Warning: package 'tidyverse' was built under R version 4.4.3
## Warning: package 'tibble' was built under R version 4.4.3
## Warning: package 'tidyr' was built under R version 4.4.3
## Warning: package 'readr' was built under R version 4.4.3
## Warning: package 'purrr' was built under R version 4.4.3
## Warning: package 'dplyr' was built under R version 4.4.3
## Warning: package 'stringr' was built under R version 4.4.3
## Warning: package 'forcats' was built under R version 4.4.3
## Warning: package 'lubridate' was built under R version 4.4.3
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ lubridate 1.9.4 ✔ tibble 3.2.1
## ✔ purrr 1.0.4 ✔ tidyr 1.3.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(dplyr)
titanic = read_csv("C:/Users/FAJAR APRILYANTO/Downloads/titanic2.csv.csv")
## Rows: 891 Columns: 12
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (5): Name, Sex, Ticket, Cabin, Embarked
## dbl (7): PassengerId, Survived, Pclass, Age, SibSp, Parch, Fare
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
tally(titanic)
## # A tibble: 1 × 1
## n
## <int>
## 1 891
titanic %>%
select(1:9) %>%
sample_n(size=10)
## # A tibble: 10 × 9
## PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket
## <dbl> <dbl> <dbl> <chr> <chr> <dbl> <dbl> <dbl> <chr>
## 1 167 1 1 Chibnall, Mrs. (E… fema… NA 0 1 113505
## 2 860 0 3 Razi, Mr. Raihed male NA 0 0 2629
## 3 767 0 1 Brewe, Dr. Arthur… male NA 0 0 112379
## 4 319 1 1 Wick, Miss. Mary … fema… 31 0 2 36928
## 5 618 0 3 Lobb, Mrs. Willia… fema… 26 1 0 A/5. …
## 6 419 0 2 Matthews, Mr. Wil… male 30 0 0 28228
## 7 571 1 2 Harris, Mr. George male 62 0 0 S.W./…
## 8 829 1 3 McCormack, Mr. Th… male NA 0 0 367228
## 9 400 1 2 Trout, Mrs. Willi… fema… 28 0 0 240929
## 10 786 0 3 Harmer, Mr. Abrah… male 25 0 0 374887
glimpse(titanic)
## Rows: 891
## Columns: 12
## $ PassengerId <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,…
## $ Survived <dbl> 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1…
## $ Pclass <dbl> 3, 1, 3, 1, 3, 3, 1, 3, 3, 2, 3, 1, 3, 3, 3, 2, 3, 2, 3, 3…
## $ Name <chr> "Braund, Mr. Owen Harris", "Cumings, Mrs. John Bradley (Fl…
## $ Sex <chr> "male", "female", "female", "female", "male", "male", "mal…
## $ Age <dbl> 22, 38, 26, 35, 35, NA, 54, 2, 27, 14, 4, 58, 20, 39, 14, …
## $ SibSp <dbl> 1, 1, 0, 1, 0, 0, 0, 3, 0, 1, 1, 0, 0, 1, 0, 0, 4, 0, 1, 0…
## $ Parch <dbl> 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 0, 5, 0, 0, 1, 0, 0, 0…
## $ Ticket <chr> "A/5 21171", "PC 17599", "STON/O2. 3101282", "113803", "37…
## $ Fare <dbl> 7.2500, 71.2833, 7.9250, 53.1000, 8.0500, 8.4583, 51.8625,…
## $ Cabin <chr> NA, "C85", NA, "C123", NA, NA, "E46", NA, NA, NA, "G6", "C…
## $ Embarked <chr> "S", "C", "S", "S", "S", "Q", "S", "S", "S", "C", "S", "S"…
str(titanic)
## spc_tbl_ [891 × 12] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ PassengerId: num [1:891] 1 2 3 4 5 6 7 8 9 10 ...
## $ Survived : num [1:891] 0 1 1 1 0 0 0 0 1 1 ...
## $ Pclass : num [1:891] 3 1 3 1 3 3 1 3 3 2 ...
## $ Name : chr [1:891] "Braund, Mr. Owen Harris" "Cumings, Mrs. John Bradley (Florence Briggs Thayer)" "Heikkinen, Miss. Laina" "Futrelle, Mrs. Jacques Heath (Lily May Peel)" ...
## $ Sex : chr [1:891] "male" "female" "female" "female" ...
## $ Age : num [1:891] 22 38 26 35 35 NA 54 2 27 14 ...
## $ SibSp : num [1:891] 1 1 0 1 0 0 0 3 0 1 ...
## $ Parch : num [1:891] 0 0 0 0 0 0 0 1 2 0 ...
## $ Ticket : chr [1:891] "A/5 21171" "PC 17599" "STON/O2. 3101282" "113803" ...
## $ Fare : num [1:891] 7.25 71.28 7.92 53.1 8.05 ...
## $ Cabin : chr [1:891] NA "C85" NA "C123" ...
## $ Embarked : chr [1:891] "S" "C" "S" "S" ...
## - attr(*, "spec")=
## .. cols(
## .. PassengerId = col_double(),
## .. Survived = col_double(),
## .. Pclass = col_double(),
## .. Name = col_character(),
## .. Sex = col_character(),
## .. Age = col_double(),
## .. SibSp = col_double(),
## .. Parch = col_double(),
## .. Ticket = col_character(),
## .. Fare = col_double(),
## .. Cabin = col_character(),
## .. Embarked = col_character()
## .. )
## - attr(*, "problems")=<externalptr>
summary(titanic)
## PassengerId Survived Pclass Name
## Min. : 1.0 Min. :0.0000 Min. :1.000 Length:891
## 1st Qu.:223.5 1st Qu.:0.0000 1st Qu.:2.000 Class :character
## Median :446.0 Median :0.0000 Median :3.000 Mode :character
## Mean :446.0 Mean :0.3838 Mean :2.309
## 3rd Qu.:668.5 3rd Qu.:1.0000 3rd Qu.:3.000
## Max. :891.0 Max. :1.0000 Max. :3.000
##
## Sex Age SibSp Parch
## Length:891 Min. : 0.42 Min. :0.000 Min. :0.0000
## Class :character 1st Qu.:20.12 1st Qu.:0.000 1st Qu.:0.0000
## Mode :character Median :28.00 Median :0.000 Median :0.0000
## Mean :29.70 Mean :0.523 Mean :0.3816
## 3rd Qu.:38.00 3rd Qu.:1.000 3rd Qu.:0.0000
## Max. :80.00 Max. :8.000 Max. :6.0000
## NA's :177
## Ticket Fare Cabin Embarked
## Length:891 Min. : 0.00 Length:891 Length:891
## Class :character 1st Qu.: 7.91 Class :character Class :character
## Mode :character Median : 14.45 Mode :character Mode :character
## Mean : 32.20
## 3rd Qu.: 31.00
## Max. :512.33
##
ggplot(titanic, aes(x=Sex))+
geom_bar(fill = "red") +
labs(title = "perbandingan jenis kelamin penumpang titanic")
ggplot(titanic, aes(x = factor(Pclass), fill = factor(Survived))) +
geom_bar(position = "fill") +
labs(title = "perbandignan jumlah survived berdasakan pclass")
ggplot(titanic, aes(x=Age)) +
geom_histogram(bins = 10,color = "green") +
labs(title="distribusi age")
## Warning: Removed 177 rows containing non-finite outside the scale range
## (`stat_bin()`).
ggplot(titanic, aes(x = factor(Survived), y = Age, fill = factor (Survived))) +
geom_boxplot() +
labs(title = "Boxplot")
## Warning: Removed 177 rows containing non-finite outside the scale range
## (`stat_boxplot()`).
ggplot(titanic, aes(x =Age , y = Fare))+
geom_point() +
geom_smooth(method = "lm",color="blue")+
labs(title="hubungan antara age dengan harga")
## `geom_smooth()` using formula = 'y ~ x'
## Warning: Removed 177 rows containing non-finite outside the scale range
## (`stat_smooth()`).
## Warning: Removed 177 rows containing missing values or values outside the scale range
## (`geom_point()`).
