PREPARE VIRTUAL ENVIRONMENT–
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.3 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.4 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── 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 errorslibrary(sqldf)## Loading required package: gsubfn
## Loading required package: proto
## Loading required package: RSQLitelibrary(readr)
salaries <- read_csv("C:/Users/USER/Desktop/salaries.csv")## Rows: 8545 Columns: 11
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (7): experience_level, employment_type, job_title, salary_currency, empl...
## dbl (4): work_year, salary, salary_in_usd, remote_ratio
##
## 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.EXPLORATION
names(salaries)<-str_to_title(names(salaries))
names(salaries)## [1] "Work_year" "Experience_level" "Employment_type"
## [4] "Job_title" "Salary" "Salary_currency"
## [7] "Salary_in_usd" "Employee_residence" "Remote_ratio"
## [10] "Company_location" "Company_size"str(salaries)## spc_tbl_ [8,545 × 11] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
## $ Work_year : num [1:8545] 2023 2023 2023 2023 2023 ...
## $ Experience_level : chr [1:8545] "SE" "SE" "MI" "MI" ...
## $ Employment_type : chr [1:8545] "FT" "FT" "FT" "FT" ...
## $ Job_title : chr [1:8545] "Data Engineer" "Data Engineer" "Business Intelligence Developer" "Business Intelligence Developer" ...
## $ Salary : num [1:8545] 166000 73100 140000 110000 130900 ...
## $ Salary_currency : chr [1:8545] "USD" "USD" "USD" "USD" ...
## $ Salary_in_usd : num [1:8545] 166000 73100 140000 110000 130900 ...
## $ Employee_residence: chr [1:8545] "US" "US" "US" "US" ...
## $ Remote_ratio : num [1:8545] 0 0 100 100 0 0 0 0 100 100 ...
## $ Company_location : chr [1:8545] "US" "US" "US" "US" ...
## $ Company_size : chr [1:8545] "M" "M" "M" "M" ...
## - attr(*, "spec")=
## .. cols(
## .. work_year = col_double(),
## .. experience_level = col_character(),
## .. employment_type = col_character(),
## .. job_title = col_character(),
## .. salary = col_double(),
## .. salary_currency = col_character(),
## .. salary_in_usd = col_double(),
## .. employee_residence = col_character(),
## .. remote_ratio = col_double(),
## .. company_location = col_character(),
## .. company_size = col_character()
## .. )
## - attr(*, "problems")=<externalptr>summary(salaries)## Work_year Experience_level Employment_type Job_title
## Min. :2020 Length:8545 Length:8545 Length:8545
## 1st Qu.:2023 Class :character Class :character Class :character
## Median :2023 Mode :character Mode :character Mode :character
## Mean :2023
## 3rd Qu.:2023
## Max. :2023
## Salary Salary_currency Salary_in_usd Employee_residence
## Min. : 14000 Length:8545 Min. : 15000 Length:8545
## 1st Qu.: 105700 Class :character 1st Qu.:105000 Class :character
## Median : 144100 Mode :character Median :142200 Mode :character
## Mean : 175391 Mean :149366
## 3rd Qu.: 190000 3rd Qu.:185900
## Max. :30400000 Max. :450000
## Remote_ratio Company_location Company_size
## Min. : 0.00 Length:8545 Length:8545
## 1st Qu.: 0.00 Class :character Class :character
## Median : 0.00 Mode :character Mode :character
## Mean : 39.19
## 3rd Qu.:100.00
## Max. :100.00dim(salaries)## [1] 8545 11REMOVE DUPLICATES IF THEY ARE THERE
salaries<-salaries%>%distinct()
dim(salaries)## [1] 4996 11CHANGE TO CATEGORICAL VARIABLES
salaries$Job_title<-as.factor(salaries$Job_title)
salaries$Employee_residence<-as.factor(salaries$Employee_residence)
salaries$Company_location<-as.factor(salaries$Company_location)
salaries$Experience_level<-as.factor(salaries$Experience_level)
salaries$Work_year<-as.factor(salaries$Work_year)
salaries$Remote_ratio<-as.factor(salaries$Remote_ratio)
salaries$Company_size<-as.factor(salaries$Company_size)
salaries$Employment_type<-as.factor(salaries$Employment_type)
salaries$Salary_currency<-as.factor(salaries$Salary_currency)
summary(salaries)## Work_year Experience_level Employment_type Job_title
## 2020: 75 EN: 376 CT: 18 Data Engineer :1029
## 2021: 216 EX: 207 FL: 11 Data Scientist : 959
## 2022:1112 MI:1190 FT:4954 Data Analyst : 694
## 2023:3593 SE:3223 PT: 13 Machine Learning Engineer: 479
## Analytics Engineer : 189
## Research Scientist : 144
## (Other) :1502
## Salary Salary_currency Salary_in_usd Employee_residence
## Min. : 14000 USD :4322 Min. : 15000 US :3909
## 1st Qu.: 99000 EUR : 273 1st Qu.: 95000 GB : 332
## Median : 140950 GBP : 259 Median :139600 CA : 166
## Mean : 189605 INR : 51 Mean :144893 IN : 65
## 3rd Qu.: 190000 CAD : 35 3rd Qu.:185825 DE : 64
## Max. :30400000 AUD : 11 Max. :450000 ES : 60
## (Other): 45 (Other): 400
## Remote_ratio Company_location Company_size
## 0 :2641 US :3958 L: 519
## 50 : 216 GB : 339 M:4311
## 100:2139 CA : 167 S: 166
## DE : 71
## ES : 56
## IN : 51
## (Other): 3541.0 SALARY AVARAGE IN EMPLYMENT TYPE
av<-sqldf("select avg(Salary) as avg_salary,Employment_type from salaries
group by Employment_type order by avg_salary desc")
av## avg_salary Employment_type
## 1 270141.36 FL
## 2 189972.26 FT
## 3 122316.67 CT
## 4 74594.15 PT1.0 SALARY AVARAGE IN JOB TITLE
c<-sqldf("select Employment_type,count(*) as count from salaries group by Employment_type ")
e<-sqldf("select Job_title,count(*) as count from salaries group by Job_title")
av<-sqldf("select avg(Salary) as avg_salary,Job_title from salaries
group by Job_title
having Job_title='Data Science Lead'")2.0 TOP TEN JOB_TITLES WITH HIGHEST SALARIES
t<-sqldf("select avg(Salary) as avg_salary,Job_title from salaries group by Job_title order by avg_salary desc limit 10")ggg<-sqldf("select Employee_residence,Employment_type,Salary ,rank() over (partition by Employee_residence order by Salary desc ) as rank from salaries")
ggg## Employee_residence Employment_type Salary rank
## 1 AD FT 47000 1
## 2 AE FT 120000 1
## 3 AE FT 115000 2
## 4 AE FT 65000 3
## 5 AM FT 50000 1
## 6 AM FT 17000 2
## 7 AR FT 80000 1
## 8 AR FT 72000 2
## 9 AR FT 60000 3
## 10 AR FT 60000 3
## 11 AR FT 60000 3
## 12 AR FT 50000 6
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## 14 AR FT 48000 7
## 15 AR FT 30000 9
## 16 AS FL 45555 1
## 17 AT FT 85000 1
## 18 AT FT 80000 2
## 19 AT FT 65000 3
## 20 AT FT 59000 4
## 21 AT FT 56000 5
## 22 AT FT 50000 6
## 23 AU FT 300000 1
## 24 AU FT 287500 2
## 25 AU FT 260000 3
## 26 AU FT 207500 4
## 27 AU FT 193000 5
## 28 AU FT 170000 6
## 29 AU FT 165000 7
## 30 AU FT 150000 8
## 31 AU FT 142500 9
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## 35 AU FT 120000 12
## 36 AU FT 100000 14
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## 42 BA FT 120000 1
## 43 BE FT 200000 1
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