Skip to content

Commit

Permalink
updated
Browse files Browse the repository at this point in the history
  • Loading branch information
@thiyangt
thiyangt committed Dec 9, 2023
1 parent e4d5028 commit 8a762e3
Show file tree
Hide file tree
Showing 5 changed files with 267 additions and 377 deletions.
6 changes: 6 additions & 0 deletions DESCRIPTION
View file
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,10 @@ Version: 2.0.0
Authors@R: c(
person("Thiyanga S.", "Talagala", email = "ttalagala@sjp.ac.lk", role = c("aut", "cre"), comment=c(ORCID = "0000-0002-0656-9789")),
person("Janith C.", "Wanniarachchi", role = c("aut")),
person("Hansani", "Piyumika", role = c("ctb")),
person("Jayani", "Lakshika", role = c("ctb")),
person("Chammika", "R De Mel", role = c("ctb")),
person("Randi", "Shashikala", role = c("ctb")),
person("HLS", "Perera", role = c("ctb")),
person("S", "Dissanayake", role = c("ctb")),
person("MB", "Senanayake", role = c("ctb")),
Expand All @@ -17,6 +21,8 @@ LazyData: true
LazyDataCompression: xz
RoxygenNote: 7.2.3
Roxygen: list(markdown = TRUE)
Depends:
R (>= 3.5.0)
Suggests:
knitr,
rmarkdown,
Expand Down
240 changes: 120 additions & 120 deletions R/datatidy.R
View file
Original file line number Diff line number Diff line change
@@ -1,125 +1,125 @@
#' Data Scientists/Data Analyst/ Statistician Job Advertisements in the year 2020
#' Job advertisements
#' Data scientists, data analyst, and statistician job advertisements from 2020 to 2023
#'
#' A dataset with 1172 rows and 109 variables
#'
#' A data frame with 1172 rows and 109 variables
#' \itemize{
#' \item{ID}{row id}
#' \item{Consultant}{Name of the consultant}
#' \item{DateRetrieved}{ Date of Data Retrieved }
#' \item{DatePublished}{Published Date of the Advertisement }
#' \item{Job_title}{ Name of the job category}
#' \item{Company}{Name of the Company}
#' \item{R}{If R is required -> 1 ,If not mentioned -> 0}
#' \item{SAS}{If SAS is required -> 1 , If not mentioned -> 0}
#' \item{SPSS}{If SPSS is required -> 1 , If not mentioned -> 0}
#' \item{Python}{If Python is required -> 1 , If not mentioned -> 0}
#' \item{MAtlab}{If Matlab is required -> 1 , If not mentioned -> 0}
#' \item{Scala}{If Scala is required -> 1 , If not mentioned -> 0}
#' \item{C#}{If C# is required -> 1 , If not mentioned -> 0}
#' \item{MS Word}{If knowledge in MS Word is required -> 1 , If not mentioned -> 0}
#' \item{Ms Excel}{If knowledge in MS Excel is required -> 1 , If not mentioned -> 0}
#' \item{OLE/DB}{If knowledge in OLE/DB is required -> 1 , If not mentioned -> 0}
#' \item{Ms Access}{If Ms Access is required -> 1 , If not mentioned -> 0}
#' \item{Ms PowerPoint}{If knowledge in Ms Powerpoint is required -> 1 , If not mentioned -> 0}
#' \item{Spreadsheets}{If knowledge in Spreadsheets is required -> 1 , If not mentioned -> 0}
#' \item{Data_visualization}{If knowledge inData Visualization is required -> 1 , If not mentioned -> 0}
#' \item{Presentation_Skills}{If Presentation Skills are required -> 1 , If not mentioned -> 0}
#' \item{Communication}{If Communication skills are required -> 1 , If not mentioned -> 0}
#' \item{BigData}{If knowledge in Big Data analysis is required -> 1 , If not mentioned -> 0}
#' \item{Data_warehouse}{If knowledge in Data Warehouse is required -> 1 , If not mentioned -> 0}
#' \item{cloud_storage}{If knowledge in Cloud Storage is required -> 1 , If not mentioned -> 0}
#' \item{Google_Cloud}{If knowledge in Google Cloud is required -> 1 , If not mentioned -> 0}
#' \item{AWS}{If knowledge in AWS is required -> 1 , If not mentioned -> 0}
#' \item{Machine_Learning}{If knowledge in Machine Learning is required -> 1 , If not mentioned -> 0}
#' \item{Deep Learning}{If knowledge in Deep Learning is required -> 1 , If not entioned -> 0}
#' \item{Computer_vision}{If knowledge in Computer Vision is required -> 1 , If not mentioned -> 0}
#' \item{Java}{If Java is required -> 1 , If not mentioned -> 0}
#' \item{C++}{If C++ is required -> 1 , If not mentioned -> 0}
#' \item{C}{If C is required -> 1 , If not mentioned -> 0}
#' \item{Linux/Unix}{If knowledge in Linux/Unix is required -> 1 , If not mentioned -> 0}
#' \item{SQL}{If SQL is required -> 1 , If not mentioned -> 0}
#' \item{NoSQL}{If NoSQL is required -> 1 , If not mentioned -> 0}
#' \item{RDBMS}{If knowledge in RDBMS is required -> 1 , If not mentioned -> 0}
#' \item{Oracle}{If knowledge in Oracle is required -> 1 , If not mentioned -> 0}
#' \item{MySQL}{If MYSQL is required -> 1 , If not mentioned -> 0}
#' \item{PHP}{If PHP is required -> 1 , If not mentioned -> 0}
#' \item{Flash_Actionscript}{If knowledge in Flash Action Script is required -> 1 , If not mentioned -> 0}
#' \item{SPL}{If knowledge in SPL is required -> 1 , If not mentioned -> 0}
#' \item{web_design_and_development_tools}{If knowledge in Web Design and Development Tools is required -> 1 , If not mentioned -> 0}
#' \item{Wordpress}{If knowledge in Wordpress is required -> 1 , If not mentioned -> 0}
#' \item{AI}{If Artificial Intelligence is required -> 1 , If not mentioned -> 0}
#' \item{Natural_Language_Processing(NLP)}{If knowledge in NLP is required -> 1 , If not mentioned -> 0}
#' \item{Microsoft Power BI}{If knowledge in Microsoft Power BI is required -> 1 , If not mentioned -> 0}
#' \item{Google_Analytics}{If knowledge in Google Analytics is required -> 1 , If not mentioned -> 0}
#' \item{graphics_and_design_skills}{If Graphic and Design Skills are required -> 1 , If not mentioned -> 0}
#' \item{Data_marketing}{If Data Marketing abillity is required -> 1 , If not mentioned -> 0}
#' \item{SEO}{If knowledge in SEO is required -> 1 , If not mentioned -> 0}
#' \item{Content_Management}{If knowledge in Content Management is required -> 1 , If not mentioned -> 0}
#' \item{Tableau}{If knowledge in Tableau is required -> 1 , If not mentioned -> 0}
#' \item{D3}{If knowledge in D3 is required -> 1 , If not mentioned -> 0}
#' \item{Alteryx}{If knowledge in Alteryx is required -> 1 , If not mentioned -> 0}
#' \item{KNIME}{If knowledge in KNIME is required -> 1 , If not mentioned -> 0}
#' \item{Spotfire}{If knowledge in Spotfire is required -> 1 , If not mentioned -> 0}
#' \item{Spark}{If knowledge in Spark is required -> 1 , If not mentioned -> 0}
#' \item{S3}{If knowledge in S3 is required -> 1 , If not mentioned -> 0}
#' \item{Redshift}{If knowledge in Redshift is required -> 1 , If not mentioned -> 0}
#' \item{DigitalOcean}{If knowledge in Digital Ocean is required -> 1 , If not mentioned -> 0}
#' \item{Javascript}{If Java Script is required -> 1 , If not mentioned -> 0}
#' \item{Kafka}{If knowledge in Kafka is required -> 1 , If not mentioned -> 0}
#' \item{Storm}{If knowledge in Storm is required -> 1 , If not mentioned -> 0}
#' \item{Bash}{If knowledge in Bash is required -> 1 , If not mentioned -> 0}
#' \item{Hadoop}{If knowledge in Hadoop is required -> 1 , If not mentioned -> 0}
#' \item{Data_Pipelines}{If knowledge in Data Pipelines is required -> 1 , If not mentioned -> 0}
#' \item{MPP_Platforms}{If MPP Platforms is required ->1,If not mentioned-0}
#' \item{Qlik}{If Qlik is required ->1,If not mentioned ->0}
#' \item{Pig}{If Pig is required ->1,If not mentioned ->0}
#' \item{Hive}{If Hive is required ->1,If not mentioned ->0}
#' \item{Tensorflow}{If Tensorflow is required ->1,If not mentioned ->0}
#' \item{Map/Reduce}{If Map/Reduce is required ->1,If not mentioned ->0}
#' \item{Impala}{If Impala is required ->1,If not mentioned ->0}
#' \item{Solr}{If Sloris required ->1,If not mentioned ->0}
#' \item{Teradata}{If Teradata is required ->1,If not mentioned ->0}
#' \item{MongoDB}{If MonoDB is required ->1,If not mentioned ->0}
#' \item{Elasticsearch}{If Elasticsearch is required ->1,If not mentioned ->0}
#' \item{YOLO}{If YOLO is required-1 ,If not mentioned-0}
#' \item{agile execution}{If agile execution is required->1 ,If not mentioned->0}
#' \item{Data_management}{If the knowledge in data management is required->1 ,If not mentioned->0}
#' \item{pyspark}{If pyspark is required->1 ,If not mentioned->0 }
#' \item{Data_mining}{If the knowledge in data mining is required->1 ,If not mentioned->0}
#' \item{Data_science}{If the knowledge in data science is required->1 ,If not mentioned->0}
#' \item{Web_Analytic_tools}{If the knowledge in Web Analytic tools is required->1 ,If not mentioned->0}
#' \item{IOT}{If IOT is required->1 ,If not mentioned->0}
#' \item{Numerical_Analysis}{If the knowledge in Numerical Analysis is required->1 ,If not mentioned->0}
#' \item{Economic}{If the knowledge in Economic is required->1 ,If not mentioned->0}
#' \item{Finance_Knowledge}{If Finance\_Knowledge is required->1 ,If not mentioned->0}
#' \item{Investment_Knowledge}{If Investment Knowledge is required->1 ,If not mentioned->0}
#' \item{Problem_Solving}{If the ability of Problem Solving is required->1 ,If not mentioned->0}
#' \item{Team_Handling}{If the ability of Team Handling is required->1 ,If not mentioned->0}
#' \item{Debtor_reconcilation}{If the ability of Debtor reconcilation is required->1 ,If not mentioned->0}
#' \item{Payroll_management}{If Payroll management is required->1 ,If not mentioned->0}
#' \item{Bayesian}{If Bayesian is required->1 ,If not mentioned->0}
#' \item{Optimization}{If Optimization knowledge is required-1 ,If not mentioned-0}
#' \item{Knowledge_in}{Required knowledge to do a particular job ,If not mentioned->NA}
#' \item{City}{City where the company is located in }
#' \item{Educational_qualifications}{Required educational qualifications}
#' \item{Salary}{Amount of salary}
#' \item{URL}{Web address of a particular job advertisement}
#' \item{Search_Term}{web search term of a particular job advertisement}
#' \item{Job_Category}{Category of the job (i.e. "Data Science","Data Analyst" etc.)}
#' \item{Team_Handling}{If the ability of Team Handling is required-1 ,If not mentioned-0}
#' \item{Debtor_reconcilation}{If the ability of Debtor reconciliation is required-1 ,If not mentioned-0}
#' \item{Payroll_management}{If the ability of Payroll management is required-1 ,If not mentioned-0}
#' \item{Bayesian}{If Bayesian knowledge is required-1 ,If not mentioned-0}
#' \item{Bahasa_Malaysia}{If Bahasa Malaysia is required-1 ,If not mentioned-0 }
#' \item{English_proficiency}{If English proficiency is required-1 ,If not mentioned-0}
#' \item{Experience_Category}{Number of years of experience in binned into categories}
#' \item{Location}{Location}
#' \item{Payment Frequency}{Payment frequency}
#' \item{BSc_needed}{If BSc is required-1 ,If not mentioned-0}
#' \item{MSc_needed}{If MSc is required-1 ,If not mentioned-0}
#' \item{PhD_needed}{If PhD is required-1 ,If not mentioned-0}
#' \item{English Needed}{If English is required-1 ,If not mentioned-0}
#' \item{year}{Survey year}
#' \item ID. row id
#' \item Consultant. Name of the consultant
#' \item DateRetrieved. Date of Data Retrieved
#' \item DatePublished. Published Date of the Advertisement
#' \item Job_title. Name of the job category
#' \item Company. Name of the Company
#' \item R. If R is required -> 1 ,If not mentioned -> 0
#' \item SAS. If SAS is required -> 1 , If not mentioned -> 0
#' \item SPSS. If SPSS is required -> 1 , If not mentioned -> 0
#' \item Python. If Python is required -> 1 , If not mentioned -> 0
#' \item MAtlab. If Matlab is required -> 1 , If not mentioned -> 0
#' \item Scala. If Scala is required -> 1 , If not mentioned -> 0
#' \item C#. If C# is required -> 1 , If not mentioned -> 0
#' \item MS Word. If knowledge in MS Word is required -> 1 , If not mentioned -> 0
#' \item Ms Excel. If knowledge in MS Excel is required -> 1 , If not mentioned -> 0
#' \item OLE/DB. If knowledge in OLE/DB is required -> 1 , If not mentioned -> 0
#' \item Ms Access. If Ms Access is required -> 1 , If not mentioned -> 0
#' \item Ms PowerPoint. If knowledge in Ms Powerpoint is required -> 1 , If not mentioned -> 0
#' \item Spreadsheets. If knowledge in Spreadsheets is required -> 1 , If not mentioned -> 0
#' \item Data_visualization. If knowledge in Data Visualization is required -> 1 , If not mentioned -> 0
#' \item Presentation_Skills. If Presentation Skills are required -> 1 , If not mentioned -> 0
#' \item Communication. If Communication skills are required -> 1 , If not mentioned -> 0
#' \item BigData. If knowledge in Big Data analysis is required -> 1 , If not mentioned -> 0
#' \item Data_warehouse. If knowledge in Data Warehouse is required -> 1 , If not mentioned -> 0
#' \item cloud_storage. If knowledge in Cloud Storage is required -> 1 , If not mentioned -> 0
#' \item Google_Cloud. If knowledge in Google Cloud is required -> 1 , If not mentioned -> 0
#' \item AWS. If knowledge in AWS is required -> 1 , If not mentioned -> 0
#' \item Machine_Learning. If knowledge in Machine Learning is required -> 1 , If not mentioned -> 0
#' \item Deep Learning. If knowledge in Deep Learning is required -> 1 , If not entioned -> 0
#' \item Computer_vision. If knowledge in Computer Vision is required -> 1 , If not mentioned -> 0
#' \item Java. If Java is required -> 1 , If not mentioned -> 0
#' \item C++. If C++ is required -> 1 , If not mentioned -> 0
#' \item C. If C is required -> 1 , If not mentioned -> 0
#' \item Linux/Unix. If knowledge in Linux/Unix is required -> 1 , If not mentioned -> 0
#' \item SQL. If SQL is required -> 1 , If not mentioned -> 0
#' \item NoSQL. If NoSQL is required -> 1 , If not mentioned -> 0
#' \item RDBMS. If knowledge in RDBMS is required -> 1 , If not mentioned -> 0
#' \item Oracle. If knowledge in Oracle is required -> 1 , If not mentioned -> 0
#' \item MySQL. If MYSQL is required -> 1 , If not mentioned -> 0
#' \item PHP. If PHP is required -> 1 , If not mentioned -> 0
#' \item Flash_Actionscript. If knowledge in Flash Action Script is required -> 1 , If not mentioned -> 0
#' \item SPL. If knowledge in SPL is required -> 1 , If not mentioned -> 0
#' \item web_design_and_development_tools. If knowledge in Web Design and Development Tools is required -> 1 , If not mentioned -> 0
#' \item Wordpress. If knowledge in Wordpress is required -> 1 , If not mentioned -> 0
#' \item AI. If Artificial Intelligence is required -> 1 , If not mentioned -> 0
#' \item Natural_Language_Processing(NLP). If knowledge in NLP is required -> 1 , If not mentioned -> 0
#' \item Microsoft Power BI. If knowledge in Microsoft Power BI is required -> 1 , If not mentioned -> 0
#' \item Google_Analytics. If knowledge in Google Analytics is required -> 1 , If not mentioned -> 0
#' \item graphics_and_design_skills. If Graphic and Design Skills are required -> 1 , If not mentioned -> 0
#' \item Data_marketing. If Data Marketing abillity is required -> 1 , If not mentioned -> 0
#' \item SEO. If knowledge in SEO is required -> 1 , If not mentioned -> 0
#' \item Content_Management. If knowledge in Content Management is required -> 1 , If not mentioned -> 0
#' \item Tableau. If knowledge in Tableau is required -> 1 , If not mentioned -> 0
#' \item D3. If knowledge in D3 is required -> 1 , If not mentioned -> 0
#' \item Alteryx. If knowledge in Alteryx is required -> 1 , If not mentioned -> 0
#' \item KNIME. If knowledge in KNIME is required -> 1 , If not mentioned -> 0
#' \item Spotfire. If knowledge in Spotfire is required -> 1 , If not mentioned -> 0
#' \item Spark. If knowledge in Spark is required -> 1 , If not mentioned -> 0
#' \item S3. If knowledge in S3 is required -> 1 , If not mentioned -> 0
#' \item Redshift. If knowledge in Redshift is required -> 1 , If not mentioned -> 0
#' \item DigitalOcean. If knowledge in Digital Ocean is required -> 1 , If not mentioned -> 0
#' \item Javascript. If Java Script is required -> 1 , If not mentioned -> 0
#' \item Kafka. If knowledge in Kafka is required -> 1 , If not mentioned -> 0
#' \item Storm. If knowledge in Storm is required -> 1 , If not mentioned -> 0
#' \item Bash. If knowledge in Bash is required -> 1 , If not mentioned -> 0
#' \item Hadoop. If knowledge in Hadoop is required -> 1 , If not mentioned -> 0
#' \item Data_Pipelines. If knowledge in Data Pipelines is required -> 1 , If not mentioned -> 0
#' \item MPP_Platforms. If MPP Platforms is required ->1,If not mentioned-0
#' \item Qlik. If Qlik is required ->1,If not mentioned ->0
#' \item Pig. If Pig is required ->1,If not mentioned ->0
#' \item Hive. If Hive is required ->1,If not mentioned ->0
#' \item Tensorflow. If Tensorflow is required ->1,If not mentioned ->0
#' \item Map/Reduce. If Map/Reduce is required ->1,If not mentioned ->0
#' \item Impala. If Impala is required ->1,If not mentioned ->0
#' \item Solr. If Sloris required ->1,If not mentioned ->0
#' \item Teradata. If Teradata is required ->1,If not mentioned ->0
#' \item MongoDB. If MonoDB is required ->1,If not mentioned ->0
#' \item Elasticsearch. If Elasticsearch is required ->1,If not mentioned ->0
#' \item YOLO. If YOLO is required-1 ,If not mentioned-0
#' \item agile execution. If agile execution is required->1 ,If not mentioned->0
#' \item Data_management. If the knowledge in data management is required->1 ,If not mentioned->0
#' \item pyspark. If pyspark is required->1 ,If not mentioned->0
#' \item Data_mining. If the knowledge in data mining is required->1 ,If not mentioned->0
#' \item Data_science. If the knowledge in data science is required->1 ,If not mentioned->0
#' \item Web_Analytic_tools. If the knowledge in Web Analytic tools is required->1 ,If not mentioned->0
#' \item IOT. If IOT is required->1 ,If not mentioned->0
#' \item Numerical_Analysis. If the knowledge in Numerical Analysis is required->1 ,If not mentioned->0
#' \item Economic. If the knowledge in Economic is required->1 ,If not mentioned->0
#' \item Finance_Knowledge. If Finance_Knowledge is required->1 ,If not mentioned->0
#' \item Investment_Knowledge. If Investment Knowledge is required->1 ,If not mentioned->0
#' \item Problem_Solving. If the ability of Problem Solving is required->1 ,If not mentioned->0
#' \item Team_Handling. If the ability of Team Handling is required->1 ,If not mentioned->0
#' \item Debtor_reconcilation. If the ability of Debtor reconcilation is required->1 ,If not mentioned->0
#' \item Payroll_management. If Payroll management is required->1 ,If not mentioned->0
#' \item Bayesian. If Bayesian is required->1 ,If not mentioned->0
#' \item Optimization. If Optimization knowledge is required-1 ,If not mentioned-0
#' \item Knowledge_in. Required knowledge to do a particular job ,If not mentioned->NA
#' \item City. City where the company is located in
#' \item Educational_qualifications. Required educational qualifications
#' \item Salary. Amount of salary
#' \item URL. Web address of a particular job advertisement
#' \item Search_Term. web search term of a particular job advertisement
#' \item Job_Category. Category of the job (i.e. "Data Science","Data Analyst" etc.)
#' \item Team_Handling. If the ability of Team Handling is required-1 ,If not mentioned-0
#' \item Debtor_reconcilation. If the ability of Debtor reconciliation is required-1 ,If not mentioned-0
#' \item Payroll_management. If the ability of Payroll management is required-1 ,If not mentioned-0
#' \item Bayesian. If Bayesian knowledge is required-1 ,If not mentioned-0
#' \item Bahasa_Malaysia. If Bahasa Malaysia is required-1 ,If not mentioned-0
#' \item English_proficiency. If English proficiency is required-1 ,If not mentioned-0
#' \item Experience_Category. Number of years of experience in binned into categories
#' \item Location. Location
#' \item Payment Frequency. Payment frequency
#' \item BSc_needed. If BSc is required-1 ,If not mentioned-0
#' \item MSc_needed. If MSc is required-1 ,If not mentioned-0
#' \item PhD_needed. If PhD is required-1 ,If not mentioned-0
#' \item English Needed. If English is required-1 ,If not mentioned-0
#' \item year. Survey year
#' }
#' @docType data
#' @keywords datasets
Expand Down
Loading

0 comments on commit 8a762e3

Please sign in to comment.