library(RCurl)## Loading required package: bitopslibrary(stringr)
dice <- read.csv("C:/Users/jenny_000/Desktop/MSDA R/DATA 607/Project 3/Dice_Jenny.csv", header = TRUE)
View(dice)
class(dice)## [1] "data.frame"text <- getURL(dice$Main.Site)
text## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=1
## "{\"count\":5170,\"firstDocument\":1,\"lastDocument\":50,\"nextUrl\":\"/api/rest/jobsearch/v1/simple.json?areacode=&country=&state=&skill=data+scientist&city=&text=&ip=&diceid=&page=2\",\"resultItemList\":[{\"detailUrl\":\"http://www.dice.com/job/result/10209855/590471?src=19\",\"jobTitle\":\"Senior Big Data Architect\",\"company\":\"Daugherty Business Solutions\",\"location\":\"Saint Louis, MO\",\"date\":\"2017-03-13\"},{\"detailUrl\":\"http://www.dice.com/job/result/10122139/3060D?src=19\",\"jobTitle\":\"Network Specialist\",\"company\":\"Jacobson Staffing Inc\",\"location\":\"Saint Louis, MO\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10358453/9192?src=19\",\"jobTitle\":\"Cerner PathNet Solution Consultant\",\"company\":\"Healthcare IT Leaders\",\"location\":\"Georgia, GA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/aces/00020692021?src=19\",\"jobTitle\":\"ITRON VEE Consultant\",\"company\":\"Cognizant Technology Solutions\",\"location\":\"Miami, FL\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10117909/FundtechGPP_VS?src=19\",\"jobTitle\":\"Fundtech GPP SME - 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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=2
## "{\"count\":5170,\"firstDocument\":51,\"lastDocument\":100,\"prevUrl\":\"/api/rest/jobsearch/v1/simple.json?areacode=&country=&state=&skill=data+scientist&city=&text=&ip=&diceid=&page=1\",\"nextUrl\":\"/api/rest/jobsearch/v1/simple.json?areacode=&country=&state=&skill=data+scientist&city=&text=&ip=&diceid=&page=3\",\"resultItemList\":[{\"detailUrl\":\"http://www.dice.com/job/result/uboc/10011827-WD?src=19\",\"jobTitle\":\"Data Analyst, Vice President, Financial Data Solutions (FDS)\",\"company\":\"MUFG\",\"location\":\"Tempe, AZ\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/aegisoft/16819?src=19\",\"jobTitle\":\"C#/.NET/WPF/WCF Application Developer for Securitized Products Loan Trading\",\"company\":\"Aegistech Inc.\",\"location\":\"Jersey City, NY\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10422463/873608?src=19\",\"jobTitle\":\"Project Manager HR Oracle Fusion\",\"company\":\"Prata International, Inc\",\"location\":\"Houston, TX\",\"date\":\"2017-02-26\"},{\"detailUrl\":\"http://www.dice.com/job/result/10105424/5942741-448?src=19\",\"jobTitle\":\"Data Architect\",\"company\":\"TEKsystems, Inc.\",\"location\":\"Charlotte, NC\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/cxjudgpa/502511?src=19\",\"jobTitle\":\"Java Developer (Guidewire)\",\"company\":\"The Judge Group\",\"location\":\"Jacksonville, FL\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/aurne001/17-604723?src=19\",\"jobTitle\":\"Application Programmer/Analyst\",\"company\":\"Aureus Group\",\"location\":\"Kansas City, MO\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/ngitbot/17006133?src=19\",\"jobTitle\":\"Modeling and Simulation Engineer 3/4\",\"company\":\"NORTHROP GRUMMAN\",\"location\":\"Huntsville, AL\",\"date\":\"2017-03-19\"},{\"detailUrl\":\"http://www.dice.com/job/result/10111241/24043?src=19\",\"jobTitle\":\"Senior Radiology IT Analyst\",\"company\":\"NYU Langone Medical Center\",\"location\":\"Nyu Langone Health System, NY\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10207105/898921?src=19\",\"jobTitle\":\"Data Architect\",\"company\":\"Mindtree Limited\",\"location\":\"New York City, NY\",\"date\":\"2017-03-14\"},{\"detailUrl\":\"http://www.dice.com/job/result/cxjudgpa/518392?src=19\",\"jobTitle\":\"Data Analyst\",\"company\":\"The Judge Group\",\"location\":\"Dallas, TX\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/90970767/885950?src=19\",\"jobTitle\":\"Senior Data Analytics Developer\",\"company\":\"Digitangle Inc.\",\"location\":\"Boise, ID\",\"date\":\"2017-02-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/cxjudgpa/501796?src=19\",\"jobTitle\":\"Lawson HRIS Analyst - 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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=3
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=4
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=5
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=6
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=7
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=8
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=9
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=10
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=11
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=12
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=13
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=14
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=15
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=16
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=17
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=18
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=19
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=21
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=22
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=23
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=24
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=25
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=26
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=27
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=28
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=30
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=31
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=32
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=33
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=34
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=35
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=36
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=37
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=38
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=39
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=40
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=42
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=43
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=44
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=45
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=48
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=49
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=50
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=51
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=52
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=53
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=54
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=56
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=57
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=58
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=60
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=61
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=62
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=63
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=64
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=65
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=66
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=67
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=68
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=69
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=70
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=72
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=73
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=74
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=75
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=77
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=81
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=82
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=84
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=86
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=87
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=88
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=89
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=90
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=91
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=92
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=93
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=94
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=95
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=97
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=99
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=101
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=102
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=103
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## http://service.dice.com/api/rest/jobsearch/v1/simple.json?skill=data+scientist&page=104
## "{\"count\":5170,\"firstDocument\":5151,\"lastDocument\":5170,\"prevUrl\":\"/api/rest/jobsearch/v1/simple.json?areacode=&country=&state=&skill=data+scientist&city=&text=&ip=&diceid=&page=103\",\"resultItemList\":[{\"detailUrl\":\"http://www.dice.com/job/result/10511447/JSM1702-012?src=19\",\"jobTitle\":\"Salesforce Admin/Developer\",\"company\":\"JSM Consulting\",\"location\":\"trenton, NJ\",\"date\":\"2017-02-28\"},{\"detailUrl\":\"http://www.dice.com/job/result/cgiamsbot/J0117-0373?src=19\",\"jobTitle\":\"Software Engineer - Healthcare\",\"company\":\"CGI\",\"location\":\"Lafayette, LA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10371697/AA168477-525?src=19\",\"jobTitle\":\"MS BI &Azure Enterprise System/Database Architect - Atlanta GA\",\"company\":\"Nigel Frank International\",\"location\":\"Buckhead, GA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/esi/BBBH41889-603?src=19\",\"jobTitle\":\"Data Engineer\",\"company\":\"Harvey Nash USA\",\"location\":\"Seattle, WA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/cgiamsbot/J0217-1857?src=19\",\"jobTitle\":\"Data Designer\",\"company\":\"CGI\",\"location\":\"Watertown, MA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10259091/146059BR?src=19\",\"jobTitle\":\"Sr. Developer for Cash Equities Regulatory Reporting (US)\",\"company\":\"UBS\",\"location\":\"Weehawken, NJ\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10124911/883697?src=19\",\"jobTitle\":\"Insight BI Manager\",\"company\":\"BAMM\",\"location\":\"Whippany, NJ\",\"date\":\"2017-03-14\"},{\"detailUrl\":\"http://www.dice.com/job/result/RTX14e191/17-0011?src=19\",\"jobTitle\":\"Data Integration Specialist\",\"company\":\"FirstCare Health Plans\",\"location\":\"Austin, TX\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10214351/923355?src=19\",\"jobTitle\":\"JAVA DEVELOPER (Big Data, Spark, Kafka, AWS)\",\"company\":\"IT-SCIENT\",\"location\":\"richmond, VA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/odysseyi/914204?src=19\",\"jobTitle\":\"Data Analytics Analyst\",\"company\":\"Odyssey Information Services\",\"location\":\"Plano, TX\",\"date\":\"2017-03-13\"},{\"detailUrl\":\"http://www.dice.com/job/result/appblok/908_708920_2?src=19\",\"jobTitle\":\"Senior Report Analyst - Any UHG Office or US Telecommute\",\"company\":\"UnitedHealth Group\",\"location\":\"Phoenix, AZ\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/vivausa/LSFLCS17?src=19\",\"jobTitle\":\"Customer Service Representative\",\"company\":\"VIVA USA INC\",\"location\":\"Boca Raton, FL\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/rhalfint/02710-9500351026?src=19\",\"jobTitle\":\"Qlikview Analyst\",\"company\":\"Robert Half Technology\",\"location\":\"Woodcliff Lake, NJ\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/90979310/18037?src=19\",\"jobTitle\":\"Principal Java Software Engineer\",\"company\":\"General Dynamics Information Technology\",\"location\":\"New Orleans, LA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/SOFTENG/2004458?src=19\",\"jobTitle\":\"Machine Learning Research Scientist\",\"company\":\"Software Engineering Institute\",\"location\":\"Pittsburgh, PA\",\"date\":\"2017-03-09\"},{\"detailUrl\":\"http://www.dice.com/job/result/cxjudgpa/520954?src=19\",\"jobTitle\":\"ETL Developer\",\"company\":\"The Judge Group\",\"location\":\"Kansas City, KS\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10207044/919957?src=19\",\"jobTitle\":\"Data Analyst UltiPro\",\"company\":\"The Denzel Group\",\"location\":\"Allentown, PA\",\"date\":\"2017-03-16\"},{\"detailUrl\":\"http://www.dice.com/job/result/10515164/915985?src=19\",\"jobTitle\":\"AZURE Cloud Architect\",\"company\":\"Mudrasys\",\"location\":\"Los Angeles, CA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/cybercod/WH3-134466052?src=19\",\"jobTitle\":\"Data Scientist / Physicist / Engineer / Statistician\",\"company\":\"CyberCoders\",\"location\":\"San Francisco, CA\",\"date\":\"2017-03-20\"},{\"detailUrl\":\"http://www.dice.com/job/result/10270251/915809?src=19\",\"jobTitle\":\"Sr. Network Engineer -CISCO ASA INSTALLATION\",\"company\":\"Hire Technologies, Inc.\",\"location\":\"KANSAS CITY, MO\",\"date\":\"2017-03-16\"}]}"jobskills <- c("Python","R","analytics","machine learning","programming","team","statistics","SQL", "communication","big data","design","Hadoop","Java","research","creative","math","mathematic","MATLAB","predictive analytics","SAS","Modelling","C++","builders at heart","experienced","outgoing","self-motivated professional","creating analytics programs","thought leadership" )
jobskills## [1] "Python" "R"
## [3] "analytics" "machine learning"
## [5] "programming" "team"
## [7] "statistics" "SQL"
## [9] "communication" "big data"
## [11] "design" "Hadoop"
## [13] "Java" "research"
## [15] "creative" "math"
## [17] "mathematic" "MATLAB"
## [19] "predictive analytics" "SAS"
## [21] "Modelling" "C++"
## [23] "builders at heart" "experienced"
## [25] "outgoing" "self-motivated professional"
## [27] "creating analytics programs" "thought leadership"for (skill in jobskills) {
print(skill)
print(lapply(skill, str_count, string=text))
}## [1] "Python"
## [[1]]
## [1] 1 0 0 0 0 0 0 0 2 2 0 0 2 0 0 1 0 0 0 0 0 0 2 0 1 0 0 3 0 0 0 0 0 1 2
## [36] 1 0 0 0 1 1 2 0 0 0 0 1 0 0 1 0 1 1 0 0 0 0 0 0 0 3 1 2 1 0 2 0 1 0 0
## [71] 4 0 0 1 1 1 0 1 0 0 1 0 1 0 0 0 2 0 3 1 1 2 0 2 1 2 1 1 0 1 0 0 0 0
##
## [1] "R"
## [[1]]
## [1] 18 35 18 24 15 21 21 13 32 13 36 18 23 14 20 17 24 27 37 25 19 17 20
## [24] 24 18 37 32 17 14 18 43 26 20 26 21 23 22 23 25 16 32 27 29 24 19 17
## [47] 14 34 21 27 20 29 24 18 30 28 28 25 23 16 25 29 26 23 19 20 36 19 11
## [70] 18 22 27 29 20 22 22 32 17 31 25 24 18 32 31 29 22 31 42 32 22 25 33
## [93] 14 20 16 22 28 26 22 19 28 32 34 11
##
## [1] "analytics"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "machine learning"
## [[1]]
## [1] 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0
##
## [1] "programming"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "team"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
##
## [1] "statistics"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "SQL"
## [[1]]
## [1] 0 1 9 8 1 1 0 3 0 1 2 4 1 1 2 1 2 5 5 3 1 0 2 1 1 4 3 3 3 3 5 1 2 4 0
## [36] 1 4 4 0 2 1 0 4 1 1 4 0 0 2 2 3 1 2 1 1 2 3 3 3 5 6 7 2 1 2 1 1 2 3 3
## [71] 2 4 3 1 3 3 5 4 5 1 2 4 3 0 5 0 3 2 1 1 8 2 3 2 2 0 0 1 7 1 1 1 1 0
##
## [1] "communication"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "big data"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "design"
## [[1]]
## [1] 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "Hadoop"
## [[1]]
## [1] 2 1 1 2 0 2 0 0 0 1 0 3 3 1 0 1 0 0 0 0 1 1 2 1 0 1 1 0 2 1 1 1 2 2 0
## [36] 5 1 3 2 0 0 2 0 2 2 1 0 1 0 0 2 0 1 3 2 2 0 2 1 0 1 2 1 0 0 3 0 0 3 1
## [71] 0 1 0 0 4 1 1 2 0 2 3 0 3 1 2 0 2 0 0 0 0 0 2 0 0 2 2 0 0 5 1 0 0 0
##
## [1] "Java"
## [[1]]
## [1] 5 2 3 1 2 3 2 4 2 1 1 0 0 0 1 1 0 2 4 4 4 2 2 3 1 1 2 3 0 4 5 2 0 2 1
## [36] 1 2 1 4 4 0 2 2 1 2 1 2 1 1 0 4 0 2 2 2 3 1 2 0 1 6 3 3 3 1 4 1 2 3 2
## [71] 3 2 6 2 1 4 2 4 0 2 0 0 3 1 1 1 2 3 3 0 0 1 2 0 3 1 1 0 3 2 4 3 2 1
##
## [1] "research"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "creative"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "math"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "mathematic"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "MATLAB"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "predictive analytics"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "SAS"
## [[1]]
## [1] 0 1 0 0 1 1 0 1 2 2 0 0 1 2 0 0 2 1 0 1 0 1 1 0 1 0 1 5 0 1 0 0 0 3 0
## [36] 1 0 2 1 2 0 0 0 0 1 1 0 0 0 2 2 0 0 1 0 1 1 0 0 0 5 1 1 3 3 1 1 0 0 0
## [71] 1 1 0 1 1 2 1 0 1 1 2 0 1 0 1 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 1
##
## [1] "Modelling"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "C++"
## [[1]]
## [1] 57 54 59 61 57 61 52 55 68 58 55 54 55 65 60 68 57 62 56 48 61 50 58
## [24] 70 66 62 46 67 83 56 50 58 58 70 70 74 68 80 67 55 63 50 63 58 57 73
## [47] 57 64 77 66 92 57 46 62 71 35 71 55 64 79 55 59 62 52 69 75 63 73 72
## [70] 57 71 68 56 55 59 51 62 68 52 48 57 67 65 38 59 75 63 66 46 62 67 65
## [93] 39 62 47 49 79 64 54 60 54 44 65 18
##
## [1] "builders at heart"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "experienced"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "outgoing"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "self-motivated professional"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "creating analytics programs"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## [1] "thought leadership"
## [[1]]
## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [36] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [71] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0