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zxv3YZorj~Nv@5pqjg{4cE#~s|G@4;D<{fSYV3<5wL#a+%%n*T7yY^0tR}Ie9{r!z!oE>x!ci- z71Yllwyb%vlBUxHVCQ~ATzezn{4QwT*A9eud|JJw%fQg~M!hX6>WNYLGUAvs=NtC_ z39JHB{W%PWo4kMhg>LfxdFLkY+~l2` zyz}Y$ay5A`=Rc@e&%WSqxi_`%&o>;*zj3%(drazDhC1)SibAG-zf1}9!Mv>jc zr+t2+&$7Q8fBM;e_x<6y`@W$&*N0~J{hiB5{-3m$+{N8y{@(}lf3EY%KjQUR=@j2p zjvdZKo%CXIrYX7ud3!u+J-qk$(MON2|K0F=mzI3^r2bpK%l95X`uIlvreFWS_v^F& zdB0!ZR*Sv==zUxleJ1+SE;@f@H}~Zo$8TMZU)x3Mmv^47a~tV@uiQlGrn8kSuK(oN z*RQ&?ZB%UTzp=aj_u9S9cJ#9y-E6mSwxgTv_SLBV(z+b`8I1HeO8cHIuTG8ZzwOTL1jq zwBFF2lc}p|{aHs78a9-m3trED`0UY>Kfl?%Y4`qZ(C+;Qw0j}C&g1lFgU9KA*d2dA z+Z}&DJ0E}NjC~c3zxuC6y#Bin-@AD62cKO3JNT>ZMC+jYk7e&4O`I#d)q77rdGg}w zr22o&Nwr6O?jKWy%P5ZdXy|8MZF zHveb1`fBaLdz&uc(UXTSZvGzxKNfqv_VMGVFaGr6$zR;a`Lm11&x7}N8*}dHF714| Qv-;})2anV63jPUv0R0&cj{pDw diff --git a/.Rhistory b/.Rhistory deleted file mode 100644 index 1f75692..0000000 --- a/.Rhistory +++ /dev/null @@ -1,512 +0,0 @@ -library(scales) # Used for adding percentages to bar charts -# Define colour palettes for plots below -coul3 <- brewer.pal(3, "RdYlBu") # Using RdYlBu range to generate 3 colour palette: https://colorbrewer2.org/#type=diverging&scheme=RdYlBu&n=5 -TSR_data <- read.csv("./data/TSR data complete.csv") -subject_data <- read.csv("./data/Subject data.csv") -# Set up local workspace, as needed: -if (dir.exists("data") == FALSE) { -dir.create("data") -} -if (dir.exists("figures") == FALSE) { -dir.create("figures") -} -if (dir.exists("derivedData") == FALSE) { -dir.create("derivedData") -} -Philos_subset_High <- TSR_data[TSR_data$InterestinstudyingPhilosophy > 3, ] -### Philosophy ### -Philos_subset_Low <- TSR_data[TSR_data$InterestinstudyingPhilosophy < 3 & TSR_data$InterestinstudyingPhilosophy != 0, ] -## Theology Interest -#Low interest in Philosophy -mean(as.numeric(Philos_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Philosophy -mean(as.numeric(Philos_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -mean(as.numeric(TSR_data$InterestedinstudyingTheology)) -mean(as.numeric(TSR_data$InterestedinstudyingTheology), na.rm = TRUE) -mean(as.numeric(TSR_data$InterestedinstudyingReligiousStudies), na.rm = TRUE) -library(kable) # Used for generating markdown tables -install.packages("kable") -## Theology Interest -#Low interest in Philosophy -overall_mean_theology_interest <- mean(as.numeric(Philos_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Philosophy -overall_mean_rs_interest <- mean(as.numeric(Philos_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -overall_mean_theology_interest <- mean(as.numeric(TSR_data$InterestedinstudyingTheology), na.rm = TRUE) -overall_mean_rs_interest <- mean(as.numeric(TSR_data$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### Philosophy ### -Philos_subset_Low <- TSR_data[TSR_data$InterestinstudyingPhilosophy < 3 & TSR_data$InterestinstudyingPhilosophy != 0, ] -Philos_subset_High <- TSR_data[TSR_data$InterestinstudyingPhilosophy > 3, ] -mean(as.numeric(TSR_data$InterestedinstudyingTheology), na.rm = TRUE) -mean(as.numeric(TSR_data$InterestedinstudyingReligiousStudies), na.rm = TRUE) -mean(as.numeric(TSR_data$InterestinstudyingPhilosophy), na.rm = TRUE) -mean(as.numeric(TSR_data$InterestedinStudyingPsychology), na.rm = TRUE) -### Philosophy ### -Philos_subset_Low <- TSR_data[TSR_data$InterestinstudyingPhilosophy < 3 & TSR_data$InterestinstudyingPhilosophy != 0, ] -Philos_subset_High <- TSR_data[TSR_data$InterestinstudyingPhilosophy > 3, ] -## Theology Interest -#Low interest in Philosophy -philosophy_interest_low_theology_interest_mean <- (as.numeric(Philos_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -## Theology Interest -#Low interest in Philosophy -mean(as.numeric(Philos_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Philosophy -mean(as.numeric(Philos_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Philosophy -mean(as.numeric(Philos_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Philosophy -mean(as.numeric(Philos_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Philosophy -mean(as.numeric(Philos_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### Sociology ### -Soc_subset_Low <- TSR_data[TSR_data$InterestinstudyingSociaology < 3 & TSR_data$InterestinstudyingSociaology != 0, ] -Soc_subset_High <- TSR_data[TSR_data$InterestinstudyingSociaology > 3, ] -## Theology Interest -#Low interest in Sociology -lSocTheo <- mean(as.numeric(Soc_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Sociology -hSocTheo <- mean(as.numeric(Soc_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Sociology -mean(as.numeric(Soc_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Sociology -mean(as.numeric(Soc_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -## Theology Interest -#Low interest in Sociology -lSocTheo <- mean(as.numeric(Soc_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -## Theology Interest -#Low interest in Sociology -mean(as.numeric(Soc_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Sociology -mean(as.numeric(Soc_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -## Theology Interest -#Low interest in Sociology -mean(as.numeric(Soc_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Sociology -mean(as.numeric(Soc_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Sociology -mean(as.numeric(Soc_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Sociology -mean(as.numeric(Soc_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### Psychology ### -Psych_subset_Low <- TSR_data[TSR_data$InterestedinStudyingPsychology < 3 & TSR_data$InterestedinStudyingPsychology != 0, ] -Psych_subset_High <- TSR_data[TSR_data$InterestedinStudyingPsychology > 3, ] -## Theology Interest -#Low interest in Psychology -mean(as.numeric(Psych_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Psychology -mean(as.numeric(Psych_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Psychology -mean(as.numeric(Psych_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Psychology -mean(as.numeric(Psych_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Psychology -mean(as.numeric(Psych_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### History ### -Hist_subset_Low <- TSR_data[TSR_data$InterestedinstudyingHistory < 3 & TSR_data$InterestedinstudyingHistory != 0, ] -Hist_subset_High <- TSR_data[TSR_data$InterestedinstudyingHistory > 3, ] -## Theology Interest -#Low interest in History -mean(as.numeric(Hist_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in History -mean(as.numeric(Hist_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in History -mean(as.numeric(Hist_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in History -mean(as.numeric(Hist_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### Ethics ### -Ethics_subset_Low <- TSR_data[TSR_data$InterestedinstudyingEthics < 3 & TSR_data$InterestedinstudyingEthics != 0, ] -Ethics_subset_High <- TSR_data[TSR_data$InterestedinstudyingEthics > 3, ] -## Theology Interest -#Low interest in Ethics -mean(as.numeric(Ethics_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Ethics -mean(as.numeric(Ethics_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Ethics -mean(as.numeric(Ethics_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Ethics -mean(as.numeric(Ethics_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### Politics ### -Polit_subset_Low <- TSR_data[TSR_data$InterestedinstudyingPolitics < 3 & TSR_data$InterestedinstudyingPolitics != 0, ] -Polit_subset_High <- TSR_data[TSR_data$InterestedinstudyingPolitics > 3, ] -## Theology Interest -#Low interest in Politics -mean(as.numeric(Polit_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Politics -mean(as.numeric(Polit_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Politics -mean(as.numeric(Polit_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Politics -mean(as.numeric(Polit_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### English ### -Eng_subset_Low <- TSR_data[TSR_data$InterestedinstudyingEnglish < 3 & TSR_data$InterestedinstudyingEnglish != 0, ] -Eng_subset_High <- TSR_data[TSR_data$InterestedinstudyingEnglish > 3, ] -## Theology Interest -#Low interest in English -mean(as.numeric(Eng_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in English -mean(as.numeric(Eng_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in English -mean(as.numeric(Eng_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in English -mean(as.numeric(Eng_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### Math ### -Math_subset_Low <- TSR_data[TSR_data$InterestedinstudyingMath < 3 & TSR_data$InterestedinstudyingMathy != 0, ] -Math_subset_High <- TSR_data[TSR_data$InterestedinstudyingMath > 3, ] -## Theology Interest -#Low interest in Math -mean(as.numeric(Math_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Math -mean(as.numeric(Math_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Math -mean(as.numeric(Math_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Math -mean(as.numeric(Math_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -## Theology Interest -#Low interest in Math -mean(as.numeric(Math_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -### Math ### -Math_subset_Low <- TSR_data[TSR_data$InterestedinstudyingMath < 3 & TSR_data$InterestedinstudyingMath != 0, ] -Math_subset_High <- TSR_data[TSR_data$InterestedinstudyingMath > 3, ] -## Theology Interest -#Low interest in Math -mean(as.numeric(Math_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Math -mean(as.numeric(Math_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Math -mean(as.numeric(Math_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Math -mean(as.numeric(Math_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### Computer Science ### -CompSci_subset_Low <- TSR_data[TSR_data$InterestedinstudyingComputerScience < 3 & TSR_data$InterestedinstudyingComputerScience != 0, ] -CompSci_subset_High <- TSR_data[TSR_data$InterestedinstudyingComputerScience > 3, ] -## Theology Interest -#Low interest in Computer Science -mean(as.numeric(CompSci_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Computer Science -mean(as.numeric(CompSci_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Computer Science -mean(as.numeric(CompSci_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Computer Science -mean(as.numeric(CompSci_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Computer Science -mean(as.numeric(CompSci_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -### Business ### -Busi_subset_Low <- TSR_data[TSR_data$InterestedinstudyingBusiness < 3 & TSR_data$InterestedinstudyingBusiness != 0, ] -Busi_subset_High <- TSR_data[TSR_data$InterestedinstudyingBusiness > 3, ] -## Theology Interest -#Low interest in Business -mean(as.numeric(Busi_subset_Low$InterestedinstudyingTheology), na.rm = TRUE) -#High interest in Business -mean(as.numeric(Busi_subset_High$InterestedinstudyingTheology), na.rm = TRUE) -## Religious Studies Interest -#Low interest in Business -mean(as.numeric(Busi_subset_Low$InterestedinstudyingReligiousStudies), na.rm = TRUE) -#High interest in Business -mean(as.numeric(Busi_subset_High$InterestedinstudyingReligiousStudies), na.rm = TRUE) -mean(as.numeric(TSR_data$GoodunderstandingofTheology), na.rm = TRUE) -mean(as.numeric(TSR_data$GoodunderstandingofReligiousStudies), na.rm = TRUE) -mean(as.numeric(TSR_data$GoodunderstandingofPhilosophy), na.rm = TRUE) -mean(as.numeric(TSR_data$GoodunderstandingofPsychology), na.rm = TRUE) -mean(as.numeric(TSR_data$GoodunderstandingofEnglish), na.rm = TRUE) -mean(as.numeric(TSR_data$GoodunderstandingofMath), na.rm = TRUE) -# Low understanding of philosophy cohort -Philos_subset_Low <- TSR_data[TSR_data$GoodunderstandingofPhilosophy < 3 & TSR_data$GoodunderstandingofPhilosophy != 0, ] -# High understanding of philosophy cohort -Philos_subset_High <- TSR_data[TSR_data$GoodunderstandingofPhilosophy > 3, ] -## Theology Knowledge -#Low knowledge in Philosophy -mean(as.numeric(Philos_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in Philosophy -mean(as.numeric(Philos_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies Knowledge -#Low knowledge in Philosophy -mean(as.numeric(Philos_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in Philosophy -mean(as.numeric(Philos_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### Sociology ### -Soc_subset_Low <- TSR_data[TSR_data$GoodunderstandingofSociology < 3 & TSR_data$GoodunderstandingofSociology != 0, ] -Soc_subset_High <- TSR_data[TSR_data$GoodunderstandingofSociology > 3, ] -## Theology knowledge -#Low knowledge in Sociology -mean(as.numeric(Soc_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in Sociology -mean(as.numeric(Soc_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in Sociology -mean(as.numeric(Soc_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in Sociology -mean(as.numeric(Soc_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### Psychology ### -Psych_subset_Low <- TSR_data[TSR_data$GoodunderstandingofPsychology < 3 & TSR_data$GoodunderstandingofPsychology != 0, ] -Psych_subset_High <- TSR_data[TSR_data$GoodunderstandingofPsychology > 3, ] -## Theology knowledge -#Low knowledge in Psychology -mean(as.numeric(Psych_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in Psychology -mean(as.numeric(Psych_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in Psychology -mean(as.numeric(Psych_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in Psychology -mean(as.numeric(Psych_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### History ### -Hist_subset_Low <- TSR_data[TSR_data$GoodunderstandingofHistory < 3 & TSR_data$GoodunderstandingofHistory != 0, ] -Hist_subset_High <- TSR_data[TSR_data$GoodunderstandingofHistory > 3, ] -## Theology knowledge -#Low knowledge in History -mean(as.numeric(Hist_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in History -mean(as.numeric(Hist_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in History -mean(as.numeric(Hist_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in History -mean(as.numeric(Hist_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### Ethics ### -Ethics_subset_Low <- TSR_data[TSR_data$GoodunderstandingofEthics < 3 & TSR_data$GoodunderstandingofEthics != 0, ] -Ethics_subset_High <- TSR_data[TSR_data$GoodunderstandingofEthics > 3, ] -## Theology knowledge -#Low knowledge in Ethics -mean(as.numeric(Ethics_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in Ethics -mean(as.numeric(Ethics_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in Ethics -mean(as.numeric(Ethics_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in Ethics -mean(as.numeric(Ethics_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### Politics ### -Polit_subset_Low <- TSR_data[TSR_data$GoodunderstandingofPolitics < 3 & TSR_data$GoodunderstandingofPolitics != 0, ] -Polit_subset_High <- TSR_data[TSR_data$GoodunderstandingofPolitics > 3, ] -## Theology knowledge -#Low knowledge in Politics -mean(as.numeric(Polit_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in Politics -mean(as.numeric(Polit_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in Politics -mean(as.numeric(Polit_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in Politics -mean(as.numeric(Polit_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### English ### -Eng_subset_Low <- TSR_data[TSR_data$GoodunderstandingofEnglish < 3 & TSR_data$GoodunderstandingofEnglish != 0, ] -Eng_subset_High <- TSR_data[TSR_data$GoodunderstandingofEnglish > 3, ] -## Theology knowledge -#Low knowledge in English -mean(as.numeric(Eng_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in English -mean(as.numeric(Eng_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in English -mean(as.numeric(Eng_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in English -mean(as.numeric(Eng_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in English -mean(as.numeric(Eng_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### Math ### -Math_subset_Low <- TSR_data[TSR_data$GoodunderstandingofMath < 3 & TSR_data$GoodunderstandingofMath != 0, ] -Math_subset_High <- TSR_data[TSR_data$GoodunderstandingofMath > 3, ] -## Theology knowledge -#Low knowledge in Math -mean(as.numeric(Math_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in Math -mean(as.numeric(Math_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in Math -mean(as.numeric(Math_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in Math -mean(as.numeric(Math_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### Computer Science ### -CompSci_subset_Low <- TSR_data[TSR_data$GoodunderstandingofComputerScience < 3 & TSR_data$GoodunderstandingofComputerScience != 0, ] -CompSci_subset_High <- TSR_data[TSR_data$GoodunderstandingofComputerScience > 3, ] -## Theology knowledge -#Low knowledge in Computer Science -mean(as.numeric(CompSci_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in Computer Science -mean(as.numeric(CompSci_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in Computer Science -mean(as.numeric(CompSci_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in Computer Science -mean(as.numeric(CompSci_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### Business ### -Busi_subset_Low <- TSR_data[TSR_data$GoodunderstandingofBusiness < 3 & TSR_data$GoodunderstandingofBusiness != 0, ] -Busi_subset_High <- TSR_data[TSR_data$GoodunderstandingofBusiness > 3, ] -## Theology knowledge -#Low knowledge in Business -mean(as.numeric(Busi_subset_Low$GoodunderstandingofTheology), na.rm = TRUE) -#High knowledge in Business -mean(as.numeric(Busi_subset_High$GoodunderstandingofTheology), na.rm = TRUE) -## Religious Studies knowledge -#Low knowledge in Business -mean(as.numeric(Busi_subset_Low$GoodunderstandingofReligiousStudies), na.rm = TRUE) -#High knowledge in Business -mean(as.numeric(Busi_subset_High$GoodunderstandingofReligiousStudies), na.rm = TRUE) -### Philosophy ### -Philos_subset_Low <- TSR_data[TSR_data$Philosophyemployability < 3 & TSR_data$Philosophyemployability != 0, ] -Philos_subset_High <- TSR_data[TSR_data$Philosophyemployability > 3, ] -## Theology employability -#Low employability in Philosophy -mean(as.numeric(Philos_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Philosophy -mean(as.numeric(Philos_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Philosophy -mean(as.numeric(Philos_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Philosophy -mean(as.numeric(Philos_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Theologyemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$ReligiousStudiesemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Philosophyemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$PsychologyEmployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Englishemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Mathemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Businessemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Theologyemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$ReligiousStudiesemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Philosophyemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$PsychologyEmployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Englishemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Mathemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$Businessemployability), na.rm = TRUE) -mean(as.numeric(TSR_data$ComputerScienceemployability), na.rm = TRUE) -### Philosophy ### -Philos_subset_Low <- TSR_data[TSR_data$Philosophyemployability < 3 & TSR_data$Philosophyemployability != 0, ] -Philos_subset_High <- TSR_data[TSR_data$Philosophyemployability > 3, ] -## Theology employability -#Low employability in Philosophy -mean(as.numeric(Philos_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Philosophy -mean(as.numeric(Philos_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Philosophy -mean(as.numeric(Philos_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Philosophy -mean(as.numeric(Philos_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### Sociology ### -Soc_subset_Low <- TSR_data[TSR_data$Sociologyemployability < 3 & TSR_data$Sociologyemployability != 0, ] -Soc_subset_High <- TSR_data[TSR_data$Sociologyemployability > 3, ] -## Theology employability -#Low employability in Sociology -mean(as.numeric(Soc_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Sociology -mean(as.numeric(Soc_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Sociology -mean(as.numeric(Soc_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Sociology -mean(as.numeric(Soc_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### Psychology ### -Psych_subset_Low <- TSR_data[TSR_data$PsychologyEmployability < 3 & TSR_data$PsychologyEmployability != 0, ] -Psych_subset_High <- TSR_data[TSR_data$PsychologyEmployability > 3, ] -## Theology employability -#Low employability in Psychology -mean(as.numeric(Psych_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Psychology -mean(as.numeric(Psych_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Psychology -mean(as.numeric(Psych_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Psychology -mean(as.numeric(Psych_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### History ### -Hist_subset_Low <- TSR_data[TSR_data$Historyemployability < 3 & TSR_data$Historyemployability != 0, ] -Hist_subset_High <- TSR_data[TSR_data$Historyemployability > 3, ] -## Theology employability -#Low employability in History -mean(as.numeric(Hist_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in History -mean(as.numeric(Hist_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in History -mean(as.numeric(Hist_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in History -mean(as.numeric(Hist_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### Ethics ### -Ethics_subset_Low <- TSR_data[TSR_data$Ethicsemployability < 3 & TSR_data$Ethicsemployability != 0, ] -Ethics_subset_High <- TSR_data[TSR_data$Ethicsemployability > 3, ] -## Theology employability -#Low employability in Ethics -mean(as.numeric(Ethics_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Ethics -mean(as.numeric(Ethics_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Ethics -mean(as.numeric(Ethics_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Ethics -mean(as.numeric(Ethics_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### Politics ### -Polit_subset_Low <- TSR_data[TSR_data$Politicsemployability < 3 & TSR_data$Politicsemployability != 0, ] -Polit_subset_High <- TSR_data[TSR_data$Politicsemployability > 3, ] -## Theology employability -#Low employability in Politics -mean(as.numeric(Polit_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Politics -mean(as.numeric(Polit_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Politics -mean(as.numeric(Polit_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Politics -mean(as.numeric(Polit_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### English ### -Eng_subset_Low <- TSR_data[TSR_data$Englishemployability < 3 & TSR_data$Englishemployability != 0, ] -Eng_subset_High <- TSR_data[TSR_data$Englishemployability > 3, ] -## Theology employability -#Low employability in English -mean(as.numeric(Eng_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in English -mean(as.numeric(Eng_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in English -mean(as.numeric(Eng_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in English -mean(as.numeric(Eng_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### Math ### -Math_subset_Low <- TSR_data[TSR_data$Mathemployability < 3 & TSR_data$Mathemployability != 0, ] -Math_subset_High <- TSR_data[TSR_data$Mathemployability > 3, ] -## Theology employability -#Low employability in Math -mean(as.numeric(Math_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Math -mean(as.numeric(Math_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Math -mean(as.numeric(Math_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Math -mean(as.numeric(Math_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### Computer Science ### -CompSci_subset_Low <- TSR_data[TSR_data$ComputerScienceemployability < 3 & TSR_data$ComputerScienceemployability != 0, ] -CompSci_subset_High <- TSR_data[TSR_data$ComputerScienceemployability > 3, ] -## Theology employability -#Low employability in Computer Science -mean(as.numeric(CompSci_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Computer Science -mean(as.numeric(CompSci_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Computer Science -mean(as.numeric(CompSci_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Computer Science -mean(as.numeric(CompSci_subset_High$ReligiousStudiesemployability), na.rm = TRUE) -### Business ### -Busi_subset_Low <- TSR_data[TSR_data$Businessemployability < 3 & TSR_data$Businessemployability != 0, ] -Busi_subset_High <- TSR_data[TSR_data$Businessemployability > 3, ] -## Theology employability -#Low employability in Business -mean(as.numeric(Busi_subset_Low$Theologyemployability), na.rm = TRUE) -#High employability in Business -mean(as.numeric(Busi_subset_High$Theologyemployability), na.rm = TRUE) -## Religious Studies employability -#Low employability in Business -mean(as.numeric(Busi_subset_Low$ReligiousStudiesemployability), na.rm = TRUE) -#High employability in Business -mean(as.numeric(Busi_subset_High$ReligiousStudiesemployability), na.rm = TRUE)