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## group_rowsloadAllMajors <- read.csv("https://raw.githubusercontent.com/fivethirtyeight/data/master/college-majors/majors-list.csv",header=TRUE,stringsAsFactors=FALSE)
loadAllMajors## FOD1P Major
## 1 1100 GENERAL AGRICULTURE
## 2 1101 AGRICULTURE PRODUCTION AND MANAGEMENT
## 3 1102 AGRICULTURAL ECONOMICS
## 4 1103 ANIMAL SCIENCES
## 5 1104 FOOD SCIENCE
## 6 1105 PLANT SCIENCE AND AGRONOMY
## 7 1106 SOIL SCIENCE
## 8 1199 MISCELLANEOUS AGRICULTURE
## 9 1302 FORESTRY
## 10 1303 NATURAL RESOURCES MANAGEMENT
## 11 6000 FINE ARTS
## 12 6001 DRAMA AND THEATER ARTS
## 13 6002 MUSIC
## 14 6003 VISUAL AND PERFORMING ARTS
## 15 6004 COMMERCIAL ART AND GRAPHIC DESIGN
## 16 6005 FILM VIDEO AND PHOTOGRAPHIC ARTS
## 17 6007 STUDIO ARTS
## 18 6099 MISCELLANEOUS FINE ARTS
## 19 1301 ENVIRONMENTAL SCIENCE
## 20 3600 BIOLOGY
## 21 3601 BIOCHEMICAL SCIENCES
## 22 3602 BOTANY
## 23 3603 MOLECULAR BIOLOGY
## 24 3604 ECOLOGY
## 25 3605 GENETICS
## 26 3606 MICROBIOLOGY
## 27 3607 PHARMACOLOGY
## 28 3608 PHYSIOLOGY
## 29 3609 ZOOLOGY
## 30 3611 NEUROSCIENCE
## 31 3699 MISCELLANEOUS BIOLOGY
## 32 4006 COGNITIVE SCIENCE AND BIOPSYCHOLOGY
## 33 6200 GENERAL BUSINESS
## 34 6201 ACCOUNTING
## 35 6202 ACTUARIAL SCIENCE
## 36 6203 BUSINESS MANAGEMENT AND ADMINISTRATION
## 37 6204 OPERATIONS LOGISTICS AND E-COMMERCE
## 38 6205 BUSINESS ECONOMICS
## 39 6206 MARKETING AND MARKETING RESEARCH
## 40 6207 FINANCE
## 41 6209 HUMAN RESOURCES AND PERSONNEL MANAGEMENT
## 42 6210 INTERNATIONAL BUSINESS
## 43 6211 HOSPITALITY MANAGEMENT
## 44 6212 MANAGEMENT INFORMATION SYSTEMS AND STATISTICS
## 45 6299 MISCELLANEOUS BUSINESS & MEDICAL ADMINISTRATION
## 46 1901 COMMUNICATIONS
## 47 1902 JOURNALISM
## 48 1903 MASS MEDIA
## 49 1904 ADVERTISING AND PUBLIC RELATIONS
## 50 2001 COMMUNICATION TECHNOLOGIES
## 51 2100 COMPUTER AND INFORMATION SYSTEMS
## 52 2101 COMPUTER PROGRAMMING AND DATA PROCESSING
## 53 2102 COMPUTER SCIENCE
## 54 2105 INFORMATION SCIENCES
## 55 2106 COMPUTER ADMINISTRATION MANAGEMENT AND SECURITY
## 56 2107 COMPUTER NETWORKING AND TELECOMMUNICATIONS
## 57 3700 MATHEMATICS
## 58 3701 APPLIED MATHEMATICS
## 59 3702 STATISTICS AND DECISION SCIENCE
## 60 4005 MATHEMATICS AND COMPUTER SCIENCE
## 61 2300 GENERAL EDUCATION
## 62 2301 EDUCATIONAL ADMINISTRATION AND SUPERVISION
## 63 2303 SCHOOL STUDENT COUNSELING
## 64 2304 ELEMENTARY EDUCATION
## 65 2305 MATHEMATICS TEACHER EDUCATION
## 66 2306 PHYSICAL AND HEALTH EDUCATION TEACHING
## 67 2307 EARLY CHILDHOOD EDUCATION
## 68 2308 SCIENCE AND COMPUTER TEACHER EDUCATION
## 69 2309 SECONDARY TEACHER EDUCATION
## 70 2310 SPECIAL NEEDS EDUCATION
## 71 2311 SOCIAL SCIENCE OR HISTORY TEACHER EDUCATION
## 72 2312 TEACHER EDUCATION: MULTIPLE LEVELS
## 73 2313 LANGUAGE AND DRAMA EDUCATION
## 74 2314 ART AND MUSIC EDUCATION
## 75 2399 MISCELLANEOUS EDUCATION
## 76 3501 LIBRARY SCIENCE
## 77 1401 ARCHITECTURE
## 78 2400 GENERAL ENGINEERING
## 79 2401 AEROSPACE ENGINEERING
## 80 2402 BIOLOGICAL ENGINEERING
## 81 2403 ARCHITECTURAL ENGINEERING
## 82 2404 BIOMEDICAL ENGINEERING
## 83 2405 CHEMICAL ENGINEERING
## 84 2406 CIVIL ENGINEERING
## 85 2407 COMPUTER ENGINEERING
## 86 2408 ELECTRICAL ENGINEERING
## 87 2409 ENGINEERING MECHANICS PHYSICS AND SCIENCE
## 88 2410 ENVIRONMENTAL ENGINEERING
## 89 2411 GEOLOGICAL AND GEOPHYSICAL ENGINEERING
## 90 2412 INDUSTRIAL AND MANUFACTURING ENGINEERING
## 91 2413 MATERIALS ENGINEERING AND MATERIALS SCIENCE
## 92 2414 MECHANICAL ENGINEERING
## 93 2415 METALLURGICAL ENGINEERING
## 94 2416 MINING AND MINERAL ENGINEERING
## 95 2417 NAVAL ARCHITECTURE AND MARINE ENGINEERING
## 96 2418 NUCLEAR ENGINEERING
## 97 2419 PETROLEUM ENGINEERING
## 98 2499 MISCELLANEOUS ENGINEERING
## 99 2500 ENGINEERING TECHNOLOGIES
## 100 2501 ENGINEERING AND INDUSTRIAL MANAGEMENT
## 101 2502 ELECTRICAL ENGINEERING TECHNOLOGY
## 102 2503 INDUSTRIAL PRODUCTION TECHNOLOGIES
## 103 2504 MECHANICAL ENGINEERING RELATED TECHNOLOGIES
## 104 2599 MISCELLANEOUS ENGINEERING TECHNOLOGIES
## 105 5008 MATERIALS SCIENCE
## 106 4002 NUTRITION SCIENCES
## 107 6100 GENERAL MEDICAL AND HEALTH SERVICES
## 108 6102 COMMUNICATION DISORDERS SCIENCES AND SERVICES
## 109 6103 HEALTH AND MEDICAL ADMINISTRATIVE SERVICES
## 110 6104 MEDICAL ASSISTING SERVICES
## 111 6105 MEDICAL TECHNOLOGIES TECHNICIANS
## 112 6106 HEALTH AND MEDICAL PREPARATORY PROGRAMS
## 113 6107 NURSING
## 114 6108 PHARMACY PHARMACEUTICAL SCIENCES AND ADMINISTRATION
## 115 6109 TREATMENT THERAPY PROFESSIONS
## 116 6110 COMMUNITY AND PUBLIC HEALTH
## 117 6199 MISCELLANEOUS HEALTH MEDICAL PROFESSIONS
## 118 1501 AREA ETHNIC AND CIVILIZATION STUDIES
## 119 2601 LINGUISTICS AND COMPARATIVE LANGUAGE AND LITERATURE
## 120 2602 FRENCH GERMAN LATIN AND OTHER COMMON FOREIGN LANGUAGE STUDIES
## 121 2603 OTHER FOREIGN LANGUAGES
## 122 3301 ENGLISH LANGUAGE AND LITERATURE
## 123 3302 COMPOSITION AND RHETORIC
## 124 3401 LIBERAL ARTS
## 125 3402 HUMANITIES
## 126 4001 INTERCULTURAL AND INTERNATIONAL STUDIES
## 127 4801 PHILOSOPHY AND RELIGIOUS STUDIES
## 128 4901 THEOLOGY AND RELIGIOUS VOCATIONS
## 129 5502 ANTHROPOLOGY AND ARCHEOLOGY
## 130 6006 ART HISTORY AND CRITICISM
## 131 6402 HISTORY
## 132 6403 UNITED STATES HISTORY
## 133 2201 COSMETOLOGY SERVICES AND CULINARY ARTS
## 134 2901 FAMILY AND CONSUMER SCIENCES
## 135 3801 MILITARY TECHNOLOGIES
## 136 4101 PHYSICAL FITNESS PARKS RECREATION AND LEISURE
## 137 5601 CONSTRUCTION SERVICES
## 138 5701 ELECTRICAL, MECHANICAL, AND PRECISION TECHNOLOGIES AND PRODUCTION
## 139 5901 TRANSPORTATION SCIENCES AND TECHNOLOGIES
## 140 4000 MULTI/INTERDISCIPLINARY STUDIES
## 141 3201 COURT REPORTING
## 142 3202 PRE-LAW AND LEGAL STUDIES
## 143 5301 CRIMINAL JUSTICE AND FIRE PROTECTION
## 144 5401 PUBLIC ADMINISTRATION
## 145 5402 PUBLIC POLICY
## 146 bbbb N/A (less than bachelor's degree)
## 147 5000 PHYSICAL SCIENCES
## 148 5001 ASTRONOMY AND ASTROPHYSICS
## 149 5002 ATMOSPHERIC SCIENCES AND METEOROLOGY
## 150 5003 CHEMISTRY
## 151 5004 GEOLOGY AND EARTH SCIENCE
## 152 5005 GEOSCIENCES
## 153 5006 OCEANOGRAPHY
## 154 5007 PHYSICS
## 155 5098 MULTI-DISCIPLINARY OR GENERAL SCIENCE
## 156 5102 NUCLEAR, INDUSTRIAL RADIOLOGY, AND BIOLOGICAL TECHNOLOGIES
## 157 5200 PSYCHOLOGY
## 158 5201 EDUCATIONAL PSYCHOLOGY
## 159 5202 CLINICAL PSYCHOLOGY
## 160 5203 COUNSELING PSYCHOLOGY
## 161 5205 INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY
## 162 5206 SOCIAL PSYCHOLOGY
## 163 5299 MISCELLANEOUS PSYCHOLOGY
## 164 5403 HUMAN SERVICES AND COMMUNITY ORGANIZATION
## 165 5404 SOCIAL WORK
## 166 4007 INTERDISCIPLINARY SOCIAL SCIENCES
## 167 5500 GENERAL SOCIAL SCIENCES
## 168 5501 ECONOMICS
## 169 5503 CRIMINOLOGY
## 170 5504 GEOGRAPHY
## 171 5505 INTERNATIONAL RELATIONS
## 172 5506 POLITICAL SCIENCE AND GOVERNMENT
## 173 5507 SOCIOLOGY
## 174 5599 MISCELLANEOUS SOCIAL SCIENCES
## Major_Category
## 1 Agriculture & Natural Resources
## 2 Agriculture & Natural Resources
## 3 Agriculture & Natural Resources
## 4 Agriculture & Natural Resources
## 5 Agriculture & Natural Resources
## 6 Agriculture & Natural Resources
## 7 Agriculture & Natural Resources
## 8 Agriculture & Natural Resources
## 9 Agriculture & Natural Resources
## 10 Agriculture & Natural Resources
## 11 Arts
## 12 Arts
## 13 Arts
## 14 Arts
## 15 Arts
## 16 Arts
## 17 Arts
## 18 Arts
## 19 Biology & Life Science
## 20 Biology & Life Science
## 21 Biology & Life Science
## 22 Biology & Life Science
## 23 Biology & Life Science
## 24 Biology & Life Science
## 25 Biology & Life Science
## 26 Biology & Life Science
## 27 Biology & Life Science
## 28 Biology & Life Science
## 29 Biology & Life Science
## 30 Biology & Life Science
## 31 Biology & Life Science
## 32 Biology & Life Science
## 33 Business
## 34 Business
## 35 Business
## 36 Business
## 37 Business
## 38 Business
## 39 Business
## 40 Business
## 41 Business
## 42 Business
## 43 Business
## 44 Business
## 45 Business
## 46 Communications & Journalism
## 47 Communications & Journalism
## 48 Communications & Journalism
## 49 Communications & Journalism
## 50 Computers & Mathematics
## 51 Computers & Mathematics
## 52 Computers & Mathematics
## 53 Computers & Mathematics
## 54 Computers & Mathematics
## 55 Computers & Mathematics
## 56 Computers & Mathematics
## 57 Computers & Mathematics
## 58 Computers & Mathematics
## 59 Computers & Mathematics
## 60 Computers & Mathematics
## 61 Education
## 62 Education
## 63 Education
## 64 Education
## 65 Education
## 66 Education
## 67 Education
## 68 Education
## 69 Education
## 70 Education
## 71 Education
## 72 Education
## 73 Education
## 74 Education
## 75 Education
## 76 Education
## 77 Engineering
## 78 Engineering
## 79 Engineering
## 80 Engineering
## 81 Engineering
## 82 Engineering
## 83 Engineering
## 84 Engineering
## 85 Engineering
## 86 Engineering
## 87 Engineering
## 88 Engineering
## 89 Engineering
## 90 Engineering
## 91 Engineering
## 92 Engineering
## 93 Engineering
## 94 Engineering
## 95 Engineering
## 96 Engineering
## 97 Engineering
## 98 Engineering
## 99 Engineering
## 100 Engineering
## 101 Engineering
## 102 Engineering
## 103 Engineering
## 104 Engineering
## 105 Engineering
## 106 Health
## 107 Health
## 108 Health
## 109 Health
## 110 Health
## 111 Health
## 112 Health
## 113 Health
## 114 Health
## 115 Health
## 116 Health
## 117 Health
## 118 Humanities & Liberal Arts
## 119 Humanities & Liberal Arts
## 120 Humanities & Liberal Arts
## 121 Humanities & Liberal Arts
## 122 Humanities & Liberal Arts
## 123 Humanities & Liberal Arts
## 124 Humanities & Liberal Arts
## 125 Humanities & Liberal Arts
## 126 Humanities & Liberal Arts
## 127 Humanities & Liberal Arts
## 128 Humanities & Liberal Arts
## 129 Humanities & Liberal Arts
## 130 Humanities & Liberal Arts
## 131 Humanities & Liberal Arts
## 132 Humanities & Liberal Arts
## 133 Industrial Arts & Consumer Services
## 134 Industrial Arts & Consumer Services
## 135 Industrial Arts & Consumer Services
## 136 Industrial Arts & Consumer Services
## 137 Industrial Arts & Consumer Services
## 138 Industrial Arts & Consumer Services
## 139 Industrial Arts & Consumer Services
## 140 Interdisciplinary
## 141 Law & Public Policy
## 142 Law & Public Policy
## 143 Law & Public Policy
## 144 Law & Public Policy
## 145 Law & Public Policy
## 146 <NA>
## 147 Physical Sciences
## 148 Physical Sciences
## 149 Physical Sciences
## 150 Physical Sciences
## 151 Physical Sciences
## 152 Physical Sciences
## 153 Physical Sciences
## 154 Physical Sciences
## 155 Physical Sciences
## 156 Physical Sciences
## 157 Psychology & Social Work
## 158 Psychology & Social Work
## 159 Psychology & Social Work
## 160 Psychology & Social Work
## 161 Psychology & Social Work
## 162 Psychology & Social Work
## 163 Psychology & Social Work
## 164 Psychology & Social Work
## 165 Psychology & Social Work
## 166 Social Science
## 167 Social Science
## 168 Social Science
## 169 Social Science
## 170 Social Science
## 171 Social Science
## 172 Social Science
## 173 Social Science
## 174 Social Science## # A tibble: 174 x 3
## FOD1P Major Major_Category
## <chr> <chr> <chr>
## 1 1100 GENERAL AGRICULTURE Agriculture & Natural Resources
## 2 1101 AGRICULTURE PRODUCTION AND MANAGEMENT Agriculture & Natural Resources
## 3 1102 AGRICULTURAL ECONOMICS Agriculture & Natural Resources
## 4 1103 ANIMAL SCIENCES Agriculture & Natural Resources
## 5 1104 FOOD SCIENCE Agriculture & Natural Resources
## 6 1105 PLANT SCIENCE AND AGRONOMY Agriculture & Natural Resources
## 7 1106 SOIL SCIENCE Agriculture & Natural Resources
## 8 1199 MISCELLANEOUS AGRICULTURE Agriculture & Natural Resources
## 9 1302 FORESTRY Agriculture & Natural Resources
## 10 1303 NATURAL RESOURCES MANAGEMENT Agriculture & Natural Resources
## # ... with 164 more rows##
## Agriculture & Natural Resources Arts
## 10 8
## Biology & Life Science Business
## 14 13
## Communications & Journalism Computers & Mathematics
## 4 11
## Education Engineering
## 16 29
## Health Humanities & Liberal Arts
## 12 15
## Industrial Arts & Consumer Services Interdisciplinary
## 7 1
## Law & Public Policy Physical Sciences
## 5 10
## Psychology & Social Work Social Science
## 9 9#removing '&'s and replacing with 'AND'
loadAllMajors <- as.data.frame(sapply(loadAllMajors, gsub, pattern = "[&]", replacement = "And"))
# tidy up the data and highlight Arts Majors only
loadAllMajors %>%
kable(booktabs = T) %>%
kable_styling() %>%
row_spec(which(loadAllMajors$Major_Category == "Arts"), bold = T, color = "white", background = "red")| FOD1P | Major | Major_Category |
|---|---|---|
| 1100 | GENERAL AGRICULTURE | Agriculture And Natural Resources |
| 1101 | AGRICULTURE PRODUCTION AND MANAGEMENT | Agriculture And Natural Resources |
| 1102 | AGRICULTURAL ECONOMICS | Agriculture And Natural Resources |
| 1103 | ANIMAL SCIENCES | Agriculture And Natural Resources |
| 1104 | FOOD SCIENCE | Agriculture And Natural Resources |
| 1105 | PLANT SCIENCE AND AGRONOMY | Agriculture And Natural Resources |
| 1106 | SOIL SCIENCE | Agriculture And Natural Resources |
| 1199 | MISCELLANEOUS AGRICULTURE | Agriculture And Natural Resources |
| 1302 | FORESTRY | Agriculture And Natural Resources |
| 1303 | NATURAL RESOURCES MANAGEMENT | Agriculture And Natural Resources |
| 6000 | FINE ARTS | Arts |
| 6001 | DRAMA AND THEATER ARTS | Arts |
| 6002 | MUSIC | Arts |
| 6003 | VISUAL AND PERFORMING ARTS | Arts |
| 6004 | COMMERCIAL ART AND GRAPHIC DESIGN | Arts |
| 6005 | FILM VIDEO AND PHOTOGRAPHIC ARTS | Arts |
| 6007 | STUDIO ARTS | Arts |
| 6099 | MISCELLANEOUS FINE ARTS | Arts |
| 1301 | ENVIRONMENTAL SCIENCE | Biology And Life Science |
| 3600 | BIOLOGY | Biology And Life Science |
| 3601 | BIOCHEMICAL SCIENCES | Biology And Life Science |
| 3602 | BOTANY | Biology And Life Science |
| 3603 | MOLECULAR BIOLOGY | Biology And Life Science |
| 3604 | ECOLOGY | Biology And Life Science |
| 3605 | GENETICS | Biology And Life Science |
| 3606 | MICROBIOLOGY | Biology And Life Science |
| 3607 | PHARMACOLOGY | Biology And Life Science |
| 3608 | PHYSIOLOGY | Biology And Life Science |
| 3609 | ZOOLOGY | Biology And Life Science |
| 3611 | NEUROSCIENCE | Biology And Life Science |
| 3699 | MISCELLANEOUS BIOLOGY | Biology And Life Science |
| 4006 | COGNITIVE SCIENCE AND BIOPSYCHOLOGY | Biology And Life Science |
| 6200 | GENERAL BUSINESS | Business |
| 6201 | ACCOUNTING | Business |
| 6202 | ACTUARIAL SCIENCE | Business |
| 6203 | BUSINESS MANAGEMENT AND ADMINISTRATION | Business |
| 6204 | OPERATIONS LOGISTICS AND E-COMMERCE | Business |
| 6205 | BUSINESS ECONOMICS | Business |
| 6206 | MARKETING AND MARKETING RESEARCH | Business |
| 6207 | FINANCE | Business |
| 6209 | HUMAN RESOURCES AND PERSONNEL MANAGEMENT | Business |
| 6210 | INTERNATIONAL BUSINESS | Business |
| 6211 | HOSPITALITY MANAGEMENT | Business |
| 6212 | MANAGEMENT INFORMATION SYSTEMS AND STATISTICS | Business |
| 6299 | MISCELLANEOUS BUSINESS And MEDICAL ADMINISTRATION | Business |
| 1901 | COMMUNICATIONS | Communications And Journalism |
| 1902 | JOURNALISM | Communications And Journalism |
| 1903 | MASS MEDIA | Communications And Journalism |
| 1904 | ADVERTISING AND PUBLIC RELATIONS | Communications And Journalism |
| 2001 | COMMUNICATION TECHNOLOGIES | Computers And Mathematics |
| 2100 | COMPUTER AND INFORMATION SYSTEMS | Computers And Mathematics |
| 2101 | COMPUTER PROGRAMMING AND DATA PROCESSING | Computers And Mathematics |
| 2102 | COMPUTER SCIENCE | Computers And Mathematics |
| 2105 | INFORMATION SCIENCES | Computers And Mathematics |
| 2106 | COMPUTER ADMINISTRATION MANAGEMENT AND SECURITY | Computers And Mathematics |
| 2107 | COMPUTER NETWORKING AND TELECOMMUNICATIONS | Computers And Mathematics |
| 3700 | MATHEMATICS | Computers And Mathematics |
| 3701 | APPLIED MATHEMATICS | Computers And Mathematics |
| 3702 | STATISTICS AND DECISION SCIENCE | Computers And Mathematics |
| 4005 | MATHEMATICS AND COMPUTER SCIENCE | Computers And Mathematics |
| 2300 | GENERAL EDUCATION | Education |
| 2301 | EDUCATIONAL ADMINISTRATION AND SUPERVISION | Education |
| 2303 | SCHOOL STUDENT COUNSELING | Education |
| 2304 | ELEMENTARY EDUCATION | Education |
| 2305 | MATHEMATICS TEACHER EDUCATION | Education |
| 2306 | PHYSICAL AND HEALTH EDUCATION TEACHING | Education |
| 2307 | EARLY CHILDHOOD EDUCATION | Education |
| 2308 | SCIENCE AND COMPUTER TEACHER EDUCATION | Education |
| 2309 | SECONDARY TEACHER EDUCATION | Education |
| 2310 | SPECIAL NEEDS EDUCATION | Education |
| 2311 | SOCIAL SCIENCE OR HISTORY TEACHER EDUCATION | Education |
| 2312 | TEACHER EDUCATION: MULTIPLE LEVELS | Education |
| 2313 | LANGUAGE AND DRAMA EDUCATION | Education |
| 2314 | ART AND MUSIC EDUCATION | Education |
| 2399 | MISCELLANEOUS EDUCATION | Education |
| 3501 | LIBRARY SCIENCE | Education |
| 1401 | ARCHITECTURE | Engineering |
| 2400 | GENERAL ENGINEERING | Engineering |
| 2401 | AEROSPACE ENGINEERING | Engineering |
| 2402 | BIOLOGICAL ENGINEERING | Engineering |
| 2403 | ARCHITECTURAL ENGINEERING | Engineering |
| 2404 | BIOMEDICAL ENGINEERING | Engineering |
| 2405 | CHEMICAL ENGINEERING | Engineering |
| 2406 | CIVIL ENGINEERING | Engineering |
| 2407 | COMPUTER ENGINEERING | Engineering |
| 2408 | ELECTRICAL ENGINEERING | Engineering |
| 2409 | ENGINEERING MECHANICS PHYSICS AND SCIENCE | Engineering |
| 2410 | ENVIRONMENTAL ENGINEERING | Engineering |
| 2411 | GEOLOGICAL AND GEOPHYSICAL ENGINEERING | Engineering |
| 2412 | INDUSTRIAL AND MANUFACTURING ENGINEERING | Engineering |
| 2413 | MATERIALS ENGINEERING AND MATERIALS SCIENCE | Engineering |
| 2414 | MECHANICAL ENGINEERING | Engineering |
| 2415 | METALLURGICAL ENGINEERING | Engineering |
| 2416 | MINING AND MINERAL ENGINEERING | Engineering |
| 2417 | NAVAL ARCHITECTURE AND MARINE ENGINEERING | Engineering |
| 2418 | NUCLEAR ENGINEERING | Engineering |
| 2419 | PETROLEUM ENGINEERING | Engineering |
| 2499 | MISCELLANEOUS ENGINEERING | Engineering |
| 2500 | ENGINEERING TECHNOLOGIES | Engineering |
| 2501 | ENGINEERING AND INDUSTRIAL MANAGEMENT | Engineering |
| 2502 | ELECTRICAL ENGINEERING TECHNOLOGY | Engineering |
| 2503 | INDUSTRIAL PRODUCTION TECHNOLOGIES | Engineering |
| 2504 | MECHANICAL ENGINEERING RELATED TECHNOLOGIES | Engineering |
| 2599 | MISCELLANEOUS ENGINEERING TECHNOLOGIES | Engineering |
| 5008 | MATERIALS SCIENCE | Engineering |
| 4002 | NUTRITION SCIENCES | Health |
| 6100 | GENERAL MEDICAL AND HEALTH SERVICES | Health |
| 6102 | COMMUNICATION DISORDERS SCIENCES AND SERVICES | Health |
| 6103 | HEALTH AND MEDICAL ADMINISTRATIVE SERVICES | Health |
| 6104 | MEDICAL ASSISTING SERVICES | Health |
| 6105 | MEDICAL TECHNOLOGIES TECHNICIANS | Health |
| 6106 | HEALTH AND MEDICAL PREPARATORY PROGRAMS | Health |
| 6107 | NURSING | Health |
| 6108 | PHARMACY PHARMACEUTICAL SCIENCES AND ADMINISTRATION | Health |
| 6109 | TREATMENT THERAPY PROFESSIONS | Health |
| 6110 | COMMUNITY AND PUBLIC HEALTH | Health |
| 6199 | MISCELLANEOUS HEALTH MEDICAL PROFESSIONS | Health |
| 1501 | AREA ETHNIC AND CIVILIZATION STUDIES | Humanities And Liberal Arts |
| 2601 | LINGUISTICS AND COMPARATIVE LANGUAGE AND LITERATURE | Humanities And Liberal Arts |
| 2602 | FRENCH GERMAN LATIN AND OTHER COMMON FOREIGN LANGUAGE STUDIES | Humanities And Liberal Arts |
| 2603 | OTHER FOREIGN LANGUAGES | Humanities And Liberal Arts |
| 3301 | ENGLISH LANGUAGE AND LITERATURE | Humanities And Liberal Arts |
| 3302 | COMPOSITION AND RHETORIC | Humanities And Liberal Arts |
| 3401 | LIBERAL ARTS | Humanities And Liberal Arts |
| 3402 | HUMANITIES | Humanities And Liberal Arts |
| 4001 | INTERCULTURAL AND INTERNATIONAL STUDIES | Humanities And Liberal Arts |
| 4801 | PHILOSOPHY AND RELIGIOUS STUDIES | Humanities And Liberal Arts |
| 4901 | THEOLOGY AND RELIGIOUS VOCATIONS | Humanities And Liberal Arts |
| 5502 | ANTHROPOLOGY AND ARCHEOLOGY | Humanities And Liberal Arts |
| 6006 | ART HISTORY AND CRITICISM | Humanities And Liberal Arts |
| 6402 | HISTORY | Humanities And Liberal Arts |
| 6403 | UNITED STATES HISTORY | Humanities And Liberal Arts |
| 2201 | COSMETOLOGY SERVICES AND CULINARY ARTS | Industrial Arts And Consumer Services |
| 2901 | FAMILY AND CONSUMER SCIENCES | Industrial Arts And Consumer Services |
| 3801 | MILITARY TECHNOLOGIES | Industrial Arts And Consumer Services |
| 4101 | PHYSICAL FITNESS PARKS RECREATION AND LEISURE | Industrial Arts And Consumer Services |
| 5601 | CONSTRUCTION SERVICES | Industrial Arts And Consumer Services |
| 5701 | ELECTRICAL, MECHANICAL, AND PRECISION TECHNOLOGIES AND PRODUCTION | Industrial Arts And Consumer Services |
| 5901 | TRANSPORTATION SCIENCES AND TECHNOLOGIES | Industrial Arts And Consumer Services |
| 4000 | MULTI/INTERDISCIPLINARY STUDIES | Interdisciplinary |
| 3201 | COURT REPORTING | Law And Public Policy |
| 3202 | PRE-LAW AND LEGAL STUDIES | Law And Public Policy |
| 5301 | CRIMINAL JUSTICE AND FIRE PROTECTION | Law And Public Policy |
| 5401 | PUBLIC ADMINISTRATION | Law And Public Policy |
| 5402 | PUBLIC POLICY | Law And Public Policy |
| bbbb | N/A (less than bachelor’s degree) | NA |
| 5000 | PHYSICAL SCIENCES | Physical Sciences |
| 5001 | ASTRONOMY AND ASTROPHYSICS | Physical Sciences |
| 5002 | ATMOSPHERIC SCIENCES AND METEOROLOGY | Physical Sciences |
| 5003 | CHEMISTRY | Physical Sciences |
| 5004 | GEOLOGY AND EARTH SCIENCE | Physical Sciences |
| 5005 | GEOSCIENCES | Physical Sciences |
| 5006 | OCEANOGRAPHY | Physical Sciences |
| 5007 | PHYSICS | Physical Sciences |
| 5098 | MULTI-DISCIPLINARY OR GENERAL SCIENCE | Physical Sciences |
| 5102 | NUCLEAR, INDUSTRIAL RADIOLOGY, AND BIOLOGICAL TECHNOLOGIES | Physical Sciences |
| 5200 | PSYCHOLOGY | Psychology And Social Work |
| 5201 | EDUCATIONAL PSYCHOLOGY | Psychology And Social Work |
| 5202 | CLINICAL PSYCHOLOGY | Psychology And Social Work |
| 5203 | COUNSELING PSYCHOLOGY | Psychology And Social Work |
| 5205 | INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY | Psychology And Social Work |
| 5206 | SOCIAL PSYCHOLOGY | Psychology And Social Work |
| 5299 | MISCELLANEOUS PSYCHOLOGY | Psychology And Social Work |
| 5403 | HUMAN SERVICES AND COMMUNITY ORGANIZATION | Psychology And Social Work |
| 5404 | SOCIAL WORK | Psychology And Social Work |
| 4007 | INTERDISCIPLINARY SOCIAL SCIENCES | Social Science |
| 5500 | GENERAL SOCIAL SCIENCES | Social Science |
| 5501 | ECONOMICS | Social Science |
| 5503 | CRIMINOLOGY | Social Science |
| 5504 | GEOGRAPHY | Social Science |
| 5505 | INTERNATIONAL RELATIONS | Social Science |
| 5506 | POLITICAL SCIENCE AND GOVERNMENT | Social Science |
| 5507 | SOCIOLOGY | Social Science |
| 5599 | MISCELLANEOUS SOCIAL SCIENCES | Social Science |
#find the subject from the whole list which has DATa Word in it and create a subset of it
filteredString = grep(pattern = 'DATA', loadAllMajors$Major, value = TRUE, ignore.case = TRUE)
computerScienseMajors<-subset(loadAllMajors, loadAllMajors$Major==filteredString)
computerScienseMajors## FOD1P Major Major_Category
## 52 2101 COMPUTER PROGRAMMING AND DATA PROCESSING Computers And Mathematics #find the subject from the whole list which has ARTS word in it Since statistics category is not there and create a subset of it
artsfilteredString = grep(pattern = 'Arts', loadAllMajors$Major, value = TRUE, ignore.case = TRUE)
artsfilteredString## [1] "FINE ARTS"
## [2] "DRAMA AND THEATER ARTS"
## [3] "VISUAL AND PERFORMING ARTS"
## [4] "FILM VIDEO AND PHOTOGRAPHIC ARTS"
## [5] "STUDIO ARTS"
## [6] "MISCELLANEOUS FINE ARTS"
## [7] "LIBERAL ARTS"
## [8] "COSMETOLOGY SERVICES AND CULINARY ARTS" #get the row number where the above selected records are in the dataset
artsMajor <- which(loadAllMajors$Major %in% artsfilteredString)# DATA TRANSFORMATION - VEGGIES LIST
vegies = list ('[1] "bell pepper" "bilberry" "blackberry" "blood orange"
[5] "blueberry" "cantaloupe" "chili pepper" "cloudberry"
[9] "elderberry" "lime" "lychee" "mulberry"
[13] "olive" "salal berry"')
vegies## [[1]]
## [1] "[1] \"bell pepper\" \"bilberry\" \"blackberry\" \"blood orange\"\n\n[5] \"blueberry\" \"cantaloupe\" \"chili pepper\" \"cloudberry\" \n\n[9] \"elderberry\" \"lime\" \"lychee\" \"mulberry\" \n\n[13] \"olive\" \"salal berry\""# now, we need to remove backslash and display the list
pattern <-"[A-Za-z]+.?[A-Za-z]+"
vegies <- str_extract_all(vegies, pattern)
vegies## [[1]]
## [1] "bell pepper" "bilberry" "blackberry" "blood orange" "blueberry"
## [6] "cantaloupe" "chili pepper" "cloudberry" "elderberry" "lime"
## [11] "lychee" "mulberry" "olive" "salal berry"## Warning in stri_c(..., sep = sep, collapse = collapse, ignore_null = TRUE):
## argument is not an atomic vector; coercing## [1] "c(\"bell pepper\", \"bilberry\", \"blackberry\", \"blood orange\", \"blueberry\", \"cantaloupe\", \"chili pepper\", \"cloudberry\", \"elderberry\", \"lime\", \"lychee\", \"mulberry\", \"olive\", \"salal berry\")"## c("bell pepper", "bilberry", "blackberry", "blood orange", "blueberry", "cantaloupe", "chili pepper", "cloudberry", "elderberry", "lime", "lychee", "mulberry", "olive", "salal berry")#3 Describe, in words, what these expressions will match:
# (.)\1\1 == same character 3 times
# (.)(.)\\2\\1 == A pair of characters followed by the same pair of characters in reversed order.
#(..)\1 == Any two characters repeated.
#"(.).\\1.\\1" == A character followed by any character, the original character, any other character, the original character again
#"(.)(.)(.).*\\3\\2\\1" == Three characters followed by zero or more characters of any kind followed by the same three characters but in reverse order
#4 Construct regular expressions to match words that:
#Start and end with the same character --
str_subset(words, "^(.)((.*\\1$)|\\1?$)")## [1] "a" "america" "area" "dad" "dead"
## [6] "depend" "educate" "else" "encourage" "engine"
## [11] "europe" "evidence" "example" "excuse" "exercise"
## [16] "expense" "experience" "eye" "health" "high"
## [21] "knock" "level" "local" "nation" "non"
## [26] "rather" "refer" "remember" "serious" "stairs"
## [31] "test" "tonight" "transport" "treat" "trust"
## [36] "window" "yesterday"#Contain a repeated pair of letters (e.g. "church" contains "ch" repeated twice.)
str_subset(words,"([A-Za-z][A-Za-z]).*\\1")## [1] "appropriate" "church" "condition" "decide" "environment"
## [6] "london" "paragraph" "particular" "photograph" "prepare"
## [11] "pressure" "remember" "represent" "require" "sense"
## [16] "therefore" "understand" "whether"