diff --git a/Connect Project R Markdown.Rmd b/Connect Project R Markdown.Rmd
index 1b7ab00..ecb4bff 100644
--- a/Connect Project R Markdown.Rmd	
+++ b/Connect Project R Markdown.Rmd	
@@ -30,17 +30,18 @@ Data summary/visualisation with subsetting:
 ```{r Frequencies}  
 #Frequencies#
   
-Q25_frequencies = table(connect_data$Q25)
+Q25_frequencies <- table(connect_data$Q25)
 Q25_frequencies
-Q26_freq = table(connect_data$Q26)
+Q26_freq <- table(connect_data$Q26)
 Q26_freq
-Q3_freq = table(connect_data$Q3)
+Q3_freq <- table(connect_data$Q3)
 Q3_freq
 
 #test3 = as.factor(connect_data$Q3, levels = c(1, 2, 3, 4, 5), labels = c("Worldviews", "Religion", "Theology", "Ethics", "Philosophy"))
 ```
 
 ```{r Q25 bar/pie}
+pie(Q25_frequencies, labels = c("Maybe", "No", "Yes"))
 pie(Q25_frequencies, labels = c("Maybe", "No", "Yes"), col = coul3)
 
 ```
@@ -84,7 +85,7 @@ Q3_data <- read.csv("./data/Q3.csv")
 #table(Q3_data [,3:7])
 #pie(table(Q3_data [,3:7]))
 
-Q3_data2 <- Q3_data[,3:7]
+Q3_data2 <- Q3_data[ ,3:7]
 #head(Q3_data2)
 #table(Q3_data2)
 #table(Q3_data2[,1])
@@ -240,3 +241,48 @@ summary(Q_27test)
   #No significant difference in responses to Q27 based on what they considered   important
 ```
   - RH: test for correlation between responses to religion questions: Q12-14, Q15-16 and Q21 and responses to Q22, Q23, Q27,  [Q24, Q25, Q30]
+  
+``` {r Analyses based on religious affiliation}
+religion_affiliation_data <- read.csv("./data/Religious affiliation data.csv")
+head(religion_affiliation_data)
+
+## Q12-14, with Q22, Q23, Q27
+  # Q12 is binary, 1st test whether difference in answers based on whether the school has formal religious character or not (similar ANOVA/MANOVA as the questions above)
+religion_affiliation_data$Q12 <- factor(religion_affiliation_data$Q12, levels = c("No", "Yes"), labels = c("No", "Yes"))
+
+  ## Q22
+formal_affiliation_test_Q22 <- t.test(Q22_average ~ Q12, data = religion_affiliation_data, paired = FALSE)
+formal_affiliation_test_Q22
+
+  ## Q23
+formal_affiliation_test_Q23 <- manova(cbind(Q23_1, Q23_2) ~ Q12, data = religion_affiliation_data)
+summary(formal_affiliation_test_Q23)
+
+  ## Q27
+formal_affiliation_test_Q27 <- manova(cbind(Q27_1, Q27_2, Q27_3, Q27_4, Q27_5, Q27_6, Q27_7) ~ Q12, data = religion_affiliation_data)
+summary(formal_affiliation_test_Q27)
+  
+# Then, if there is (or can anyway), explore only the "Yes" data, and see if there is a difference in answers based on the specific religious character -- Q13
+  # first subset the data
+Q13_data <- religion_affiliation_data[religion_affiliation_data$Q12 == "Yes", ]
+head(Q13_data)
+
+  # then analyze based on specific one
+Q13_data$Q13_recode <- factor(Q13_data$Q13_recode, levels = c(1, 2, 3, 4, 5, 6, 7, 8, 9, 10), labels = c("Church of England", "Roman Catholic", "Methodist", "Other Christian", "Jewish", "Muslim", "Sikh", "Hindu", "Multi-Faith", "None of the above"))
+
+  # Q22
+hist(Q13_data$Q22_average)
+specific_affiliation_test <- aov(Q22_average ~ Q13_recode, data = Q13_data)
+summary(specific_affiliation_test)
+
+  # Q23
+
+  # Q27
+
+## Q15-16 with Q22, Q23, Q27
+  # Q15 is binary; 1st test whether difference in answers based on whether the school has an informal religious character or not. Q16 provides further detail and can be explored
+
+
+## Q21 with Q22, Q23, Q27
+  # Q21 is personal religious affiliation. This may be more tricky as it is a free answer...but can code the type of religious affiliation and test that way? -- would be chi-square or some sort of non-para analysis due to the small number of respondents who answered this
+```
diff --git a/data/Q20_data.csv b/data/Q20_data.csv
index a0ba5cc..84afb12 100644
--- a/data/Q20_data.csv
+++ b/data/Q20_data.csv
@@ -1,86 +1,82 @@
-Q20,Q20_recode,brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport,Q22_1,Q22_2,Q22_average,Q23_1,Q23_2,Q27_1,Q27_2,Q27_3,Q27_4,Q27_5,Q27_6,Q27_7
-"health,education,environment","5,6,10",2,2,2,2,1,1,2,2,2,1,2,2,2,2,4,4,4,3,5,4,4,4,4,4,4,4
-"economy,immigration,crime,health,education,housing,welfare,defence,environment,family life,transport","2,3,4,5,6,7,8,9,10,13,14",2,1,1,1,1,1,1,1,1,1,2,2,1,1,4,3,3.5,2,5,4,5,5,3,4,4,4
-"crime,health,housing,welfare,environment","4,5,7,8,10",2,2,2,1,1,2,1,1,2,1,2,2,2,2,3,3,3,3,4,4,4,4,4,4,4,4
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,4,2,3,4,5,4,3,2,3,2,2,2
-"health,education,housing,welfare,environment,family life","5,6,7,8,10,13",2,2,2,2,1,1,1,1,2,1,2,2,1,2,4,2,3,1,4,5,4,2,5,4,3,3
-"brexit,economy,immigration,crime,health,education,housing,welfare,environment,tax,pensions,family life","1,2,3,4,5,6,7,8,10,11,12,13",1,1,1,1,1,1,1,1,2,1,1,1,1,2,4,3,3.5,3,3,4,4,2,3,2,3,2
-"crime,housing,environment","4,7,10",2,2,2,1,2,2,1,2,2,1,2,2,2,2,5,5,5,4,5,4,4,4,4,4,4,4
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,5,5,5,1,5,5,5,5,5,5,5
-"economy,crime,health,welfare,environment","2,4,5,8,10",2,1,2,1,1,2,2,1,2,1,2,2,2,2,5,5,5,5,5,5,5,5,5,5,5,4
-"crime,health,education,housing,welfare,environment,family life","4,5,6,7,8,10,13",2,2,2,1,1,1,1,1,2,1,2,2,1,2,4,4,4,3,5,4,4,4,4,4,4,4
-"immigration,crime,health,education,housing,welfare,environment,family life","3,4,5,6,7,8,10,13",2,2,1,1,1,1,1,1,2,1,2,2,1,2,2,2,2,2,4,5,4,2,3,2,3,2
-"health,education,environment","5,6,10",2,2,2,2,1,1,2,2,2,1,2,2,2,2,2,2,2,4,4,3,4,2,4,4,4,3
-"immigration,crime,health,housing,welfare,family life","3,4,5,7,8,13",2,2,1,1,1,2,1,1,2,2,2,2,1,2,4,4,4,3,4,4,4,4,4,4,5,4
-"economy,immigration,health,education,housing,environment,pensions","2,3,5,6,7,10,12",2,1,1,2,1,1,1,2,2,1,2,1,2,2,3,3,3,2,4,3,3,3,4,4,4,5
-"brexit,economy,immigration,crime,health,education,housing,welfare,environment,family life","1,2,3,4,5,6,7,8,10,13",1,1,1,1,1,1,1,1,2,1,2,2,1,2,5,4,4.5,2,4,4,4,2,5,3,4,3
-"immigration,crime,health,education,welfare,family life","3,4,5,6,8,13",2,2,1,1,1,1,2,1,2,2,2,2,1,2,4,2,3,2,3,4,4,3,2,3,3,3
-"health,education,housing,welfare,environment,pensions,family life,transport","5,6,7,8,10,12,13,14",2,2,2,2,1,1,1,1,2,1,2,1,1,1,5,5,5,2,5,5,5,2,5,5,5,2
-"economy,education,environment","2,6,10",2,1,2,2,2,1,2,2,2,1,2,2,2,2,4,4,4,2,4,4,4,4,3,4,4,4
-"health,education,welfare,environment","5,6,8,10",2,2,2,2,1,1,2,1,2,1,2,2,2,2,4,2,3,2,3,2,2,2,1,2,3,1
-"brexit,economy,immigration,health,education,housing,welfare,environment","1,2,3,5,6,7,8,10",1,1,1,2,1,1,1,1,2,1,2,2,2,2,4,2,3,1,5,4,4,4,4,4,2,2
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,4,4.5,4,3,5,5,4,5,5,5,5
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,5,5,5,3,4,4,4,5,5,4,5
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,4,4.5,4,4,4,5,3,3,4,3,3
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,4,4.5,2,3,5,5,4,5,5,5,4
-"economy,immigration,health,education,environment","2,3,5,6,10",2,1,1,2,1,1,2,2,2,1,2,2,2,2,5,4,4.5,2,3,5,5,4,4,5,5,4
-"economy,health,education,housing,environment,family life","2,5,6,7,10,13",2,1,2,2,1,1,1,2,2,1,2,2,1,2,5,5,5,4,4,5,5,5,5,5,5,5
-"immigration,crime,health,education,housing,environment,family life","3,4,5,6,7,10,13",2,2,1,1,1,1,1,2,2,1,2,2,1,2,4,2,3,2,5,5,5,4,2,4,2,2
-"health,education,housing,welfare,environment,family life","5,6,7,8,10,13",2,2,2,2,1,1,1,1,2,1,2,2,1,2,4,4,4,2,4,4,4,2,4,4,4,3
-"crime,health,education,welfare,environment,family life","4,5,6,8,10,13",2,2,2,1,1,1,2,1,2,1,2,2,1,2,4,2,3,2,1,5,5,2,4,4,4,4
-"immigration,crime,health,education,welfare,environment,tax,transport","3,4,5,6,8,10,11,14",2,2,1,1,1,1,2,1,2,1,1,2,2,1,4,2,3,4,4,5,5,4,4,2,4,2
-"crime,health,education,housing,welfare,family life","4,5,6,7,8,13",2,2,2,1,1,1,1,1,2,2,2,2,1,2,4,4,4,2,2,4,4,4,1,2,2,2
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,4,3,3.5,3,4,4,5,3,4,5,5,3
-"economy,immigration,crime,health,education,housing,welfare,environment,family life","2,3,4,5,6,7,8,10,13",2,1,1,1,1,1,1,1,2,1,2,2,1,2,5,4,4.5,4,5,5,5,5,4,4,4,4
-"immigration,health,education,housing,welfare,environment","3,5,6,7,8,10",2,2,1,2,1,1,1,1,2,1,2,2,2,2,4,4,4,4,4,4,5,4,5,5,5,4
-"immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","3,4,5,6,7,8,9,10,11,12,13,14",2,2,1,1,1,1,1,1,1,1,1,1,1,1,4,4,4,2,3,4,4,3,5,4,4,4
-"immigration,education,family life","3,6,13",2,2,1,2,2,1,2,2,2,2,2,2,1,2,4,3,3.5,4,3,4,2,4,1,2,2,2
-"economy,immigration,health,education,environment,family life","2,3,5,6,10,13",2,1,1,2,1,1,2,2,2,1,2,2,1,2,4,3,3.5,4,5,5,5,2,4,4,5,2
-"brexit,economy,immigration,crime,health,education,housing,environment,family life","1,2,3,4,5,6,7,10,13",1,1,1,1,1,1,1,2,2,1,2,2,1,2,5,5,5,4,4,3,3,4,4,4,4,4
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,3,3,3,3,3,5,4,2,3,4,3,2
-"immigration,health,education,welfare,environment,tax","3,5,6,8,10,11",2,2,1,2,1,1,2,1,2,1,1,2,2,2,5,4,4.5,4,3,4,5,5,3,2,4,4
-"immigration,health,education,housing,environment,family life","3,5,6,7,10,13",2,2,1,2,1,1,1,2,2,1,2,2,1,2,4,4,4,4,5,5,5,4,4,5,5,4
-"health,education,welfare,environment,family life","5,6,8,10,13",2,2,2,2,1,1,2,1,2,1,2,2,1,2,3,3,3,3,4,3,3,3,3,3,3,3
-"economy,immigration,crime,health,education,housing,welfare,environment,tax,pensions,family life,transport","2,3,4,5,6,7,8,10,11,12,13,14",2,1,1,1,1,1,1,1,2,1,1,1,1,1,4,3,3.5,4,5,4,5,4,4,4,4,4
-"health,education,housing,environment,family life","5,6,7,10,13",2,2,2,2,1,1,1,2,2,1,2,2,1,2,4,4,4,3,3,4,4,3,3,4,4,3
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,5,5,4,3,,,,,,,
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,4,4.5,4,3,5,5,5,5,5,5,4
-"immigration,crime,health,education,housing,welfare,environment,family life,transport","3,4,5,6,7,8,10,13,14",2,2,1,1,1,1,1,1,2,1,2,2,1,1,1,1,1,1,5,5,5,2,2,4,4,2
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,2,3,1,3,,,,,,,
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,2,4,,,,,,,
-"immigration,health,education,housing,welfare,environment,family life","3,5,6,7,8,10,13",2,2,1,2,1,1,1,1,2,1,2,2,1,2,4,4,4,3,5,4,4,4,3,4,3,3
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,,,,,,,
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,3,5,5,5,5,5,5,5,5
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,4,4.5,2,3,4,4,4,3,4,4,4
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,2.5,3,5,5,4,4,3,4,3,3
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,2,2,4,4,3,4,4,4,4
-"economy,health,education,housing,environment","2,5,6,7,10",2,1,2,2,1,1,1,2,2,1,2,2,2,2,4,4,4,4,5,4,5,5,5,4,5,5
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,2,3.5,2,3,3,3,4,1,2,2,2
-"crime,health,education,welfare,defence,environment,family life","4,5,6,8,9,10,13",2,2,2,1,1,1,2,1,1,1,2,2,1,2,5,4,4.5,5,5,5,5,4,4,5,4,4
-"immigration,crime,health,education,housing,welfare,environment,tax,family life","3,4,5,6,7,8,10,11,13",2,2,1,1,1,1,1,1,2,1,1,2,1,2,4,2,3,1,5,5,5,4,5,5,5,5
-"health,education,welfare,environment,family life","5,6,8,10,13",2,2,2,2,1,1,2,1,2,1,2,2,1,2,4,3,3.5,2,5,4,4,3,4,3,3,2
-"health,education,welfare,environment,family life","5,6,8,10,13",2,2,2,2,1,1,2,1,2,1,2,2,1,2,1,2,1.5,1,5,5,5,5,5,5,5,4
-"crime,health,education,housing,welfare,pensions,family life","4,5,6,7,8,12,13",2,2,2,1,1,1,1,1,2,2,2,1,1,2,4,4,4,3,3,4,5,3,2,3,4,3
-"immigration,crime,health,education,welfare,environment,family life","3,4,5,6,8,10,13",2,2,1,1,1,1,2,1,2,1,2,2,1,2,5,4,4.5,2,2,5,4,4,4,2,5,2
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,2,3.5,2,5,4,4,2,4,4,4,2
-"crime,health,education,environment,family life","4,5,6,10,13",2,2,2,1,1,1,2,2,2,1,2,2,1,2,4,4,4,4,3,4,4,4,4,4,4,3
-"immigration,crime,health,education,housing,welfare,environment,family life","3,4,5,6,7,8,10,13",2,2,1,1,1,1,1,1,2,1,2,2,1,2,4,2,3,2,4,2,4,2,4,2,4,2
-"health,education,housing,welfare,environment,tax","5,6,7,8,10,11",2,2,2,2,1,1,1,1,2,1,1,2,2,2,5,4,4.5,2,3,4,4,3,4,4,4,3
-housing,7,2,2,2,2,2,2,1,2,2,2,2,2,2,2,3,3,3,3,3,4,4,4,3,4,5,4
-"crime,education,family life","4,6,13",2,2,2,1,2,1,2,2,2,2,2,2,1,2,4,2,3,2,3,4,3,3,4,4,4,2
-"economy,crime,health,education,housing,welfare,environment,family life,transport","2,4,5,6,7,8,10,13,14",2,1,2,1,1,1,1,1,2,1,2,2,1,1,2,2,2,2,5,3,3,3,1,3,3,3
-"economy,immigration,health,education,welfare,defence,tax,pensions,family life","2,3,5,6,8,9,11,12,13",2,1,1,2,1,1,2,1,1,2,1,1,1,2,2,2,2,1,4,3,2,2,4,3,4,2
-"immigration,crime,health,education,housing,welfare,environment,tax,pensions,family life,transport","3,4,5,6,7,8,10,11,12,13,14",2,2,1,1,1,1,1,1,2,1,1,1,1,1,4,4,4,2,4,2,2,2,1,2,4,2
-"economy,crime,health,education,housing,welfare,environment,transport","2,4,5,6,7,8,10,14",2,1,2,1,1,1,1,1,2,1,2,2,2,1,3,3,3,2,4,4,4,2,2,4,4,2
-"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,4,4.5,4,3,4,4,4,3,4,4,4
-"health,education,welfare,environment","5,6,8,10",2,2,2,2,1,1,2,1,2,1,2,2,2,2,5,4,4.5,5,5,5,4,4,3,4,4,4
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,4,2,5,4,4,4,4,4,4
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,2,2.5,1,1,5,3,4,2,4,4,4
-"health,education,housing,environment","5,6,7,10",2,2,2,2,1,1,1,2,2,1,2,2,2,2,2,2,2,2,4,3,2,2,1,2,2,1
-"brexit,immigration,crime,health,education,housing,welfare,environment,family life","1,3,4,5,6,7,8,10,13",1,2,1,1,1,1,1,1,2,1,2,2,1,2,2,2,2,1,5,4,4,3,4,4,3,3
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,3,3.5,3,4,3,4,3,2,3,3,4
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,4,4.5,5,5,4,4,4,4,4,4,4
-"economy,health,education,environment,family life","2,5,6,10,13",2,1,2,2,1,1,2,2,2,1,2,2,1,2,4,4,4,5,5,5,5,5,4,4,5,5
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,1.5,1,3,,,,,,,
-"immigration,crime,health,environment","3,4,5,10",2,2,1,1,1,2,2,2,2,1,2,2,2,2,1,1,1,1,5,1,3,1,1,1,3,1
-,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,3,3.5,3,3,,,,,,,
\ No newline at end of file
+Ps,Q20,Q20_recode,brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport,Q22_1,Q22_2,Q22_average,Q23_1,Q23_2,Q27_1,Q27_2,Q27_3,Q27_4,Q27_5,Q27_6,Q27_7
+1,"health,education,environment","5,6,10",2,2,2,2,1,1,2,2,2,1,2,2,2,2,4,4,4,3,5,4,4,4,4,4,4,4
+2,"economy,immigration,crime,health,education,housing,welfare,defence,environment,family life,transport","2,3,4,5,6,7,8,9,10,13,14",2,1,1,1,1,1,1,1,1,1,2,2,1,1,4,3,3.5,2,5,4,5,5,3,4,4,4
+3,"crime,health,housing,welfare,environment","4,5,7,8,10",2,2,2,1,1,2,1,1,2,1,2,2,2,2,3,3,3,3,4,4,4,4,4,4,4,4
+4,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,4,2,3,4,5,4,3,2,3,2,2,2
+5,"health,education,housing,welfare,environment,family life","5,6,7,8,10,13",2,2,2,2,1,1,1,1,2,1,2,2,1,2,4,2,3,1,4,5,4,2,5,4,3,3
+6,"brexit,economy,immigration,crime,health,education,housing,welfare,environment,tax,pensions,family life","1,2,3,4,5,6,7,8,10,11,12,13",1,1,1,1,1,1,1,1,2,1,1,1,1,2,4,3,3.5,3,3,4,4,2,3,2,3,2
+7,"crime,housing,environment","4,7,10",2,2,2,1,2,2,1,2,2,1,2,2,2,2,5,5,5,4,5,4,4,4,4,4,4,4
+8,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,5,5,5,1,5,5,5,5,5,5,5
+9,"economy,crime,health,welfare,environment","2,4,5,8,10",2,1,2,1,1,2,2,1,2,1,2,2,2,2,5,5,5,5,5,5,5,5,5,5,5,4
+10,"crime,health,education,housing,welfare,environment,family life","4,5,6,7,8,10,13",2,2,2,1,1,1,1,1,2,1,2,2,1,2,4,4,4,3,5,4,4,4,4,4,4,4
+11,"immigration,crime,health,education,housing,welfare,environment,family life","3,4,5,6,7,8,10,13",2,2,1,1,1,1,1,1,2,1,2,2,1,2,2,2,2,2,4,5,4,2,3,2,3,2
+12,"health,education,environment","5,6,10",2,2,2,2,1,1,2,2,2,1,2,2,2,2,2,2,2,4,4,3,4,2,4,4,4,3
+13,"immigration,crime,health,housing,welfare,family life","3,4,5,7,8,13",2,2,1,1,1,2,1,1,2,2,2,2,1,2,4,4,4,3,4,4,4,4,4,4,5,4
+14,"economy,immigration,health,education,housing,environment,pensions","2,3,5,6,7,10,12",2,1,1,2,1,1,1,2,2,1,2,1,2,2,3,3,3,2,4,3,3,3,4,4,4,5
+15,"brexit,economy,immigration,crime,health,education,housing,welfare,environment,family life","1,2,3,4,5,6,7,8,10,13",1,1,1,1,1,1,1,1,2,1,2,2,1,2,5,4,4.5,2,4,4,4,2,5,3,4,3
+16,"immigration,crime,health,education,welfare,family life","3,4,5,6,8,13",2,2,1,1,1,1,2,1,2,2,2,2,1,2,4,2,3,2,3,4,4,3,2,3,3,3
+17,"health,education,housing,welfare,environment,pensions,family life,transport","5,6,7,8,10,12,13,14",2,2,2,2,1,1,1,1,2,1,2,1,1,1,5,5,5,2,5,5,5,2,5,5,5,2
+18,"economy,education,environment","2,6,10",2,1,2,2,2,1,2,2,2,1,2,2,2,2,4,4,4,2,4,4,4,4,3,4,4,4
+19,"health,education,welfare,environment","5,6,8,10",2,2,2,2,1,1,2,1,2,1,2,2,2,2,4,2,3,2,3,2,2,2,1,2,3,1
+20,"brexit,economy,immigration,health,education,housing,welfare,environment","1,2,3,5,6,7,8,10",1,1,1,2,1,1,1,1,2,1,2,2,2,2,4,2,3,1,5,4,4,4,4,4,2,2
+21,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,4,4.5,4,3,5,5,4,5,5,5,5
+22,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,5,5,5,3,4,4,4,5,5,4,5
+23,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,4,4.5,4,4,4,5,3,3,4,3,3
+24,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,4,4.5,2,3,5,5,4,5,5,5,4
+25,"economy,immigration,health,education,environment","2,3,5,6,10",2,1,1,2,1,1,2,2,2,1,2,2,2,2,5,4,4.5,2,3,5,5,4,4,5,5,4
+26,"economy,health,education,housing,environment,family life","2,5,6,7,10,13",2,1,2,2,1,1,1,2,2,1,2,2,1,2,5,5,5,4,4,5,5,5,5,5,5,5
+27,"immigration,crime,health,education,housing,environment,family life","3,4,5,6,7,10,13",2,2,1,1,1,1,1,2,2,1,2,2,1,2,4,2,3,2,5,5,5,4,2,4,2,2
+28,"health,education,housing,welfare,environment,family life","5,6,7,8,10,13",2,2,2,2,1,1,1,1,2,1,2,2,1,2,4,4,4,2,4,4,4,2,4,4,4,3
+29,"crime,health,education,welfare,environment,family life","4,5,6,8,10,13",2,2,2,1,1,1,2,1,2,1,2,2,1,2,4,2,3,2,1,5,5,2,4,4,4,4
+30,"immigration,crime,health,education,welfare,environment,tax,transport","3,4,5,6,8,10,11,14",2,2,1,1,1,1,2,1,2,1,1,2,2,1,4,2,3,4,4,5,5,4,4,2,4,2
+31,"crime,health,education,housing,welfare,family life","4,5,6,7,8,13",2,2,2,1,1,1,1,1,2,2,2,2,1,2,4,4,4,2,2,4,4,4,1,2,2,2
+32,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,4,3,3.5,3,4,4,5,3,4,5,5,3
+33,"economy,immigration,crime,health,education,housing,welfare,environment,family life","2,3,4,5,6,7,8,10,13",2,1,1,1,1,1,1,1,2,1,2,2,1,2,5,4,4.5,4,5,5,5,5,4,4,4,4
+34,"immigration,health,education,housing,welfare,environment","3,5,6,7,8,10",2,2,1,2,1,1,1,1,2,1,2,2,2,2,4,4,4,4,4,4,5,4,5,5,5,4
+35,"immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","3,4,5,6,7,8,9,10,11,12,13,14",2,2,1,1,1,1,1,1,1,1,1,1,1,1,4,4,4,2,3,4,4,3,5,4,4,4
+36,"immigration,education,family life","3,6,13",2,2,1,2,2,1,2,2,2,2,2,2,1,2,4,3,3.5,4,3,4,2,4,1,2,2,2
+37,"economy,immigration,health,education,environment,family life","2,3,5,6,10,13",2,1,1,2,1,1,2,2,2,1,2,2,1,2,4,3,3.5,4,5,5,5,2,4,4,5,2
+38,"brexit,economy,immigration,crime,health,education,housing,environment,family life","1,2,3,4,5,6,7,10,13",1,1,1,1,1,1,1,2,2,1,2,2,1,2,5,5,5,4,4,3,3,4,4,4,4,4
+39,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,3,3,3,3,3,5,4,2,3,4,3,2
+40,"immigration,health,education,welfare,environment,tax","3,5,6,8,10,11",2,2,1,2,1,1,2,1,2,1,1,2,2,2,5,4,4.5,4,3,4,5,5,3,2,4,4
+41,"immigration,health,education,housing,environment,family life","3,5,6,7,10,13",2,2,1,2,1,1,1,2,2,1,2,2,1,2,4,4,4,4,5,5,5,4,4,5,5,4
+42,"health,education,welfare,environment,family life","5,6,8,10,13",2,2,2,2,1,1,2,1,2,1,2,2,1,2,3,3,3,3,4,3,3,3,3,3,3,3
+43,"economy,immigration,crime,health,education,housing,welfare,environment,tax,pensions,family life,transport","2,3,4,5,6,7,8,10,11,12,13,14",2,1,1,1,1,1,1,1,2,1,1,1,1,1,4,3,3.5,4,5,4,5,4,4,4,4,4
+44,"health,education,housing,environment,family life","5,6,7,10,13",2,2,2,2,1,1,1,2,2,1,2,2,1,2,4,4,4,3,3,4,4,3,3,4,4,3
+45,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,5,5,4,3,,,,,,,
+46,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,4,4.5,4,3,5,5,5,5,5,5,4
+47,"immigration,crime,health,education,housing,welfare,environment,family life,transport","3,4,5,6,7,8,10,13,14",2,2,1,1,1,1,1,1,2,1,2,2,1,1,1,1,1,1,5,5,5,2,2,4,4,2
+50,"immigration,health,education,housing,welfare,environment,family life","3,5,6,7,8,10,13",2,2,1,2,1,1,1,1,2,1,2,2,1,2,4,4,4,3,5,4,4,4,3,4,3,3
+51,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,,,,,,,
+52,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,3,5,5,5,5,5,5,5,5
+53,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,4,4.5,2,3,4,4,4,3,4,4,4
+54,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,2.5,3,5,5,4,4,3,4,3,3
+55,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,2,2,4,4,3,4,4,4,4
+56,"economy,health,education,housing,environment","2,5,6,7,10",2,1,2,2,1,1,1,2,2,1,2,2,2,2,4,4,4,4,5,4,5,5,5,4,5,5
+57,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,2,3.5,2,3,3,3,4,1,2,2,2
+58,"crime,health,education,welfare,defence,environment,family life","4,5,6,8,9,10,13",2,2,2,1,1,1,2,1,1,1,2,2,1,2,5,4,4.5,5,5,5,5,4,4,5,4,4
+59,"immigration,crime,health,education,housing,welfare,environment,tax,family life","3,4,5,6,7,8,10,11,13",2,2,1,1,1,1,1,1,2,1,1,2,1,2,4,2,3,1,5,5,5,4,5,5,5,5
+60,"health,education,welfare,environment,family life","5,6,8,10,13",2,2,2,2,1,1,2,1,2,1,2,2,1,2,4,3,3.5,2,5,4,4,3,4,3,3,2
+61,"health,education,welfare,environment,family life","5,6,8,10,13",2,2,2,2,1,1,2,1,2,1,2,2,1,2,1,2,1.5,1,5,5,5,5,5,5,5,4
+62,"crime,health,education,housing,welfare,pensions,family life","4,5,6,7,8,12,13",2,2,2,1,1,1,1,1,2,2,2,1,1,2,4,4,4,3,3,4,5,3,2,3,4,3
+63,"immigration,crime,health,education,welfare,environment,family life","3,4,5,6,8,10,13",2,2,1,1,1,1,2,1,2,1,2,2,1,2,5,4,4.5,2,2,5,4,4,4,2,5,2
+64,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,2,3.5,2,5,4,4,2,4,4,4,2
+65,"crime,health,education,environment,family life","4,5,6,10,13",2,2,2,1,1,1,2,2,2,1,2,2,1,2,4,4,4,4,3,4,4,4,4,4,4,3
+66,"immigration,crime,health,education,housing,welfare,environment,family life","3,4,5,6,7,8,10,13",2,2,1,1,1,1,1,1,2,1,2,2,1,2,4,2,3,2,4,2,4,2,4,2,4,2
+67,"health,education,housing,welfare,environment,tax","5,6,7,8,10,11",2,2,2,2,1,1,1,1,2,1,1,2,2,2,5,4,4.5,2,3,4,4,3,4,4,4,3
+68,housing,7,2,2,2,2,2,2,1,2,2,2,2,2,2,2,3,3,3,3,3,4,4,4,3,4,5,4
+69,"crime,education,family life","4,6,13",2,2,2,1,2,1,2,2,2,2,2,2,1,2,4,2,3,2,3,4,3,3,4,4,4,2
+70,"economy,crime,health,education,housing,welfare,environment,family life,transport","2,4,5,6,7,8,10,13,14",2,1,2,1,1,1,1,1,2,1,2,2,1,1,2,2,2,2,5,3,3,3,1,3,3,3
+71,"economy,immigration,health,education,welfare,defence,tax,pensions,family life","2,3,5,6,8,9,11,12,13",2,1,1,2,1,1,2,1,1,2,1,1,1,2,2,2,2,1,4,3,2,2,4,3,4,2
+72,"immigration,crime,health,education,housing,welfare,environment,tax,pensions,family life,transport","3,4,5,6,7,8,10,11,12,13,14",2,2,1,1,1,1,1,1,2,1,1,1,1,1,4,4,4,2,4,2,2,2,1,2,4,2
+73,"economy,crime,health,education,housing,welfare,environment,transport","2,4,5,6,7,8,10,14",2,1,2,1,1,1,1,1,2,1,2,2,2,1,3,3,3,2,4,4,4,2,2,4,4,2
+74,"brexit,economy,immigration,crime,health,education,housing,welfare,defence,environment,tax,pensions,family life,transport","1,2,3,4,5,6,7,8,9,10,11,12,13,14",1,1,1,1,1,1,1,1,1,1,1,1,1,1,5,4,4.5,4,3,4,4,4,3,4,4,4
+75,"health,education,welfare,environment","5,6,8,10",2,2,2,2,1,1,2,1,2,1,2,2,2,2,5,4,4.5,5,5,5,4,4,3,4,4,4
+76,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,4,4,4,2,5,4,4,4,4,4,4
+77,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,2,2.5,1,1,5,3,4,2,4,4,4
+78,"health,education,housing,environment","5,6,7,10",2,2,2,2,1,1,1,2,2,1,2,2,2,2,2,2,2,2,4,3,2,2,1,2,2,1
+79,"brexit,immigration,crime,health,education,housing,welfare,environment,family life","1,3,4,5,6,7,8,10,13",1,2,1,1,1,1,1,1,2,1,2,2,1,2,2,2,2,1,5,4,4,3,4,4,3,3
+80,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,4,3,3.5,3,4,3,4,3,2,3,3,4
+81,,,2,2,2,2,2,2,2,2,2,2,2,2,2,2,5,4,4.5,5,5,4,4,4,4,4,4,4
+82,"economy,health,education,environment,family life","2,5,6,10,13",2,1,2,2,1,1,2,2,2,1,2,2,1,2,4,4,4,5,5,5,5,5,4,4,5,5
+84,"immigration,crime,health,environment","3,4,5,10",2,2,1,1,1,2,2,2,2,1,2,2,2,2,1,1,1,1,5,1,3,1,1,1,3,1
\ No newline at end of file
diff --git a/data/Q26_data.csv b/data/Q26_data.csv
index 073869f..f64ed12 100644
--- a/data/Q26_data.csv
+++ b/data/Q26_data.csv
@@ -1,86 +1,86 @@
-Q26,Other Priorities,Lack Subject Knowledge,Lack Confidence,Current Syllabus,Pupil Disinterest,Department Head,Available Work Schemes,Unavailable Resources,Uncertain of Pedagogical Approach
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"7,8,9",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,TRUE
-3,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"1,4",TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"1,3,8,9",TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE
-"1,5,9",TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE
-"7,8",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
-"1,4",TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-7,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
-"7,8",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
-"4,7,9",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE
-"7,9",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE
-8,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE
-1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"1,7",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"3,4",FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"7,8",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"1,4",TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"2,4,7,8",FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
-"4,6,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,TRUE,TRUE,FALSE
-"4,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
-"1,7,8,9",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,TRUE
-1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"2,3",FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"1,2",TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"4,6,7",FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE
-"2,7,8",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-7,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"7,9",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE
-"7,8,9",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,TRUE
-1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"4,9",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE
-"4,7,9",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE
-"2,4,6",FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE
-"1,7,8",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-7,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
-"4,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"7,8",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
-"4,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE
-"4,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
-6,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE
-3,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"1,2,3,8",TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE
-"4,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE
-"2,3,4,8",FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"1,7",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
-"1,4",TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"3,8,9",FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE
-"2,3,4,7",FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"4,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-"2,4,7",FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE
-"4,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
-3,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
-9,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE
-"3,4,7,8",FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
-4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
-"2,3,4,7,8,9",FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE
-"4,7",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE
\ No newline at end of file
+Ps,Q26,Other Priorities,Lack Subject Knowledge,Lack Confidence,Current Syllabus,Pupil Disinterest,Department Head,Available Work Schemes,Unavailable Resources,Uncertain of Pedagogical Approach
+1,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+2,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+3,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+4,"7,8,9",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,TRUE
+5,3,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+6,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+7,"1,4",TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+8,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+9,1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+10,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+11,"1,3,8,9",TRUE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE
+12,"1,5,9",TRUE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE
+13,"7,8",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
+14,"1,4",TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+15,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+16,1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+17,7,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
+18,"7,8",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
+19,"4,7,9",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE
+20,"7,9",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE
+21,8,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE
+22,1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+23,"1,7",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
+24,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+25,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+26,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+27,"3,4",FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+28,"7,8",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
+29,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+30,"1,4",TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+31,"2,4,7,8",FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
+32,"4,6,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,TRUE,TRUE,FALSE
+33,"4,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
+34,"1,7,8,9",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,TRUE
+35,1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+36,"2,3",FALSE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+37,"1,2",TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+38,"4,6,7",FALSE,FALSE,FALSE,TRUE,FALSE,TRUE,TRUE,FALSE,FALSE
+39,"2,7,8",FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
+40,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+41,7,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
+42,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+43,"7,9",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,TRUE
+44,"7,8,9",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,TRUE
+45,1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+46,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+47,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+48,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+49,"4,9",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE
+50,"4,7,9",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,TRUE
+51,"2,4,6",FALSE,TRUE,FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,FALSE
+52,"1,7,8",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
+53,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+54,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+55,7,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
+56,"4,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE
+57,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+58,"7,8",FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE,FALSE
+59,"4,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE
+60,"4,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
+61,6,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE
+62,3,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+63,1,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+64,"1,2,3,8",TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE
+65,"4,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE
+66,"2,3,4,8",FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,FALSE,TRUE,FALSE
+67,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+68,"1,7",TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE
+69,"1,4",TRUE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+70,"3,8,9",FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,TRUE,TRUE
+71,"2,3,4,7",FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE
+72,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+73,"4,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
+74,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+75,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+76,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+77,,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+78,"2,4,7",FALSE,TRUE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE
+79,"4,7,8",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
+80,3,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE
+81,9,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,FALSE,TRUE
+82,"3,4,7,8",FALSE,FALSE,TRUE,TRUE,FALSE,FALSE,TRUE,TRUE,FALSE
+83,4,FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,FALSE,FALSE,FALSE
+84,"2,3,4,7,8,9",FALSE,TRUE,TRUE,TRUE,FALSE,FALSE,TRUE,TRUE,TRUE
+85,"4,7",FALSE,FALSE,FALSE,TRUE,FALSE,FALSE,TRUE,FALSE,FALSE
\ No newline at end of file
diff --git a/data/Religious affiliation data.csv b/data/Religious affiliation data.csv
new file mode 100644
index 0000000..e7ee7f9
--- /dev/null
+++ b/data/Religious affiliation data.csv	
@@ -0,0 +1,74 @@
+Ps,Q12,Q13,Q13_recode,Q14,Q15,Q16,Q16_short,Q21,Q22_1,Q22_2,Q22_average,Q23_1,Q23_2,Q27_1,Q27_2,Q27_3,Q27_4,Q27_5,Q27_6,Q27_7
+1,No,,,,No,,,Nonreligious,4,4,4,3,5,4,4,4,4,4,4,4
+2,Yes,Church of England,1,,No,,,Christian,4,3,3.5,2,5,4,5,5,3,4,4,4
+3,No,,,,No,,,,3,3,3,3,4,4,4,4,4,4,4,4
+4,Yes,Muslim,6,,No,,,Muslim British ,4,2,3,4,5,4,3,2,3,2,2,2
+5,Yes,Church of England,1,,No,,,Pentecostal,4,2,3,1,4,5,4,2,5,4,3,3
+6,Yes,Church of England,1,,No,,,RC - Lapsed,4,3,3.5,3,3,4,4,2,3,2,3,2
+7,No,,,,No,,,,5,5,5,4,5,4,4,4,4,4,4,4
+8,Yes,Roman Catholic,2,,No,,,,5,5,5,5,1,5,5,5,5,5,5,5
+9,No,,,,Yes,,,Christian ,5,5,5,5,5,5,5,5,5,5,5,4
+10,No,,,,Yes,There is nothing official but our assemblies reflect a Christian nature,Christian,Non religious,4,4,4,3,5,4,4,4,4,4,4,4
+11,Yes,Church of England,1,,No,,,,2,2,2,2,4,5,4,2,3,2,3,2
+12,No,,,,Yes,Christian ethos and history,Christian,Secular,2,2,2,4,4,3,4,2,4,4,4,3
+13,No,,,,No,,,Hindu,4,4,4,3,4,4,4,4,4,4,5,4
+14,Yes,Church of England,1,,No,,,,3,3,3,2,4,3,3,3,4,4,4,5
+15,Yes,Church of England,1,,No,,,Christian,5,4,4.5,2,4,4,4,2,5,3,4,3
+16,Yes,Church of England,1,,No,,,,4,2,3,2,3,4,4,3,2,3,3,3
+17,No,,,,No,,,Christian,5,5,5,2,5,5,5,2,5,5,5,2
+18,No,,,,No,,,,4,4,4,2,4,4,4,4,3,4,4,4
+19,Yes,Church of England,1,,No,,,Christian,4,2,3,2,3,2,2,2,1,2,3,1
+20,No,,,,No,,,N/A,4,2,3,1,5,4,4,4,4,4,2,2
+21,No,,,,No,,,No affiliation.,5,4,4.5,4,3,5,5,4,5,5,5,5
+22,No,,,,No,,,,5,5,5,5,3,4,4,4,5,5,4,5
+23,No,,,,Yes,"Informally Christian.  This is not expressed in curriculum choices, only in school events. Eg. the school has a carol service, sings hymns in assembly, speech day is in a church.",Christian,Agnostic,5,4,4.5,4,4,4,5,3,3,4,3,3
+24,Yes,Church of England,1,,No,,,Christian,5,4,4.5,2,3,5,5,4,5,5,5,4
+25,No,,,,No,,,agnostic,5,4,4.5,2,3,5,5,4,4,5,5,4
+26,No,,,,No,,,Practicing Christian,5,5,5,4,4,5,5,5,5,5,5,5
+27,No,,,,Yes,we mark Christian festivals such as Christmas ,Christian,Catholic,4,2,3,2,5,5,5,4,2,4,2,2
+28,Yes,Church of England,1,,No,,,christian,4,4,4,2,4,4,4,2,4,4,4,3
+29,No,,,,No,,,Non-believer,4,2,3,2,1,5,5,2,4,4,4,4
+30,No,,,,Yes,Christian,Christian,Open,4,2,3,4,4,5,5,4,4,2,4,2
+31,No,,,,No,,,Yes,4,4,4,2,2,4,4,4,1,2,2,2
+32,Yes,Roman Catholic,2,,No,,,Catholic,4,3,3.5,3,4,4,5,3,4,5,5,3
+33,Yes,Roman Catholic,2,,No,,,RC,5,4,4.5,4,5,5,5,5,4,4,4,4
+34,No,,,,Yes,Christian ethos inderpins academy values. Founder us a church leader. We have a church attached to one of the school hubs,Christian,Christian,4,4,4,4,4,4,5,4,5,5,5,4
+35,Yes,Church of England,1,,No,,,Christian,4,4,4,2,3,4,4,3,5,4,4,4
+36,No,,,,No,,,c of E,4,3,3.5,4,3,4,2,4,1,2,2,2
+37,Yes,Roman Catholic,2,,No,,,Roman Catholic ,4,3,3.5,4,5,5,5,2,4,4,5,2
+38,No,,,,No,,,Christian ,5,5,5,4,4,3,3,4,4,4,4,4
+39,Yes,Roman Catholic,2,,No,,,Religious,3,3,3,3,3,5,4,2,3,4,3,2
+40,No,,,,No,,,Agnostic ,5,4,4.5,4,3,4,5,5,3,2,4,4
+41,Yes,Church of England,1,,No,,,Christian,4,4,4,4,5,5,5,4,4,5,5,4
+42,Yes,Church of England,1,,No,,,,3,3,3,3,4,3,3,3,3,3,3,3
+43,Yes,Church of England,1,,No,,,Christian,4,3,3.5,4,5,4,5,4,4,4,4,4
+44,No,,,,No,,,cHRISTIAN ,4,4,4,3,3,4,4,3,3,4,4,3
+47,No,,,,No,,,Christian,1,1,1,1,5,5,5,2,2,4,4,2
+50,Yes,Church of England,1,,No,,,"Christian, Sufi",4,4,4,3,5,4,4,4,3,4,3,3
+53,No,,,,,,,,5,4,4.5,2,3,4,4,4,3,4,4,4
+54,No,,,,,,,,2,3,2.5,3,5,5,4,4,3,4,3,3
+56,Yes,Other Christian,4,,Yes,,,,4,4,4,4,5,4,5,5,5,4,5,5
+57,Yes,Other Christian,4,,No,,,,5,2,3.5,2,3,3,3,4,1,2,2,2
+58,Yes,Church of England,1,,No,,,Christian,5,4,4.5,5,5,5,5,4,4,5,4,4
+59,Yes,Roman Catholic,2,,No,,,CATHOLIC,4,2,3,1,5,5,5,4,5,5,5,5
+60,Yes,Church of England,1,,Yes,Multi-academy Trust with core values that are shared,Multi-Academy,Christian,4,3,3.5,2,5,4,4,3,4,3,3,2
+61,No,,,,No,,,Athiest,1,2,1.5,1,5,5,5,5,5,5,5,4
+62,Yes,Church of England,1,,No,,,Christian,4,4,4,3,3,4,5,3,2,3,4,3
+63,No,,,,Yes,"over 60% of our students are Muslims, so this indirectly influences class discussions and interests",Muslim,Humanist,5,4,4.5,2,2,5,4,4,4,2,5,2
+64,Yes,Other Christian,4,,Yes,We have a Christian Ethos underpinning the Academy but we are not a faith school,Christian,Christian,5,2,3.5,2,5,4,4,2,4,4,4,2
+65,Yes,Other Christian,4,,No,,,catholic,4,4,4,4,3,4,4,4,4,4,4,3
+66,Yes,Church of England,1,,No,,,Christian ,4,2,3,2,4,2,4,2,4,2,4,2
+67,No,,,,No,,,Christian,5,4,4.5,2,3,4,4,3,4,4,4,3
+68,Yes,Other Christian,4,,Yes,,,,3,3,3,3,3,4,4,4,3,4,5,4
+69,No,,,,No,,,Agnostic ,4,2,3,2,3,4,3,3,4,4,4,2
+70,No,,,,No,,,Catholic ,2,2,2,2,5,3,3,3,1,3,3,3
+71,No,,,,No,,,Christian,2,2,2,1,4,3,2,2,4,3,4,2
+72,Yes,Church of England,1,,Yes,,,Christian,4,4,4,2,4,2,2,2,1,2,4,2
+73,No,,,,No,,,Anglican Christian,3,3,3,2,4,4,4,2,2,4,4,2
+74,Yes,Church of England,1,,No,,,,5,4,4.5,4,3,4,4,4,3,4,4,4
+75,Yes,Church of England,1,,No,,,Agnostic ,5,4,4.5,5,5,5,4,4,3,4,4,4
+78,No,,,,No,,,C of E,2,2,2,2,4,3,2,2,1,2,2,1
+79,No,,,,No,,,Atheist ,2,2,2,1,5,4,4,3,4,4,3,3
+81,No,,,,No,,,,5,4,4.5,5,5,4,4,4,4,4,4,4
+82,No,,,,No,,,,4,4,4,5,5,5,5,5,4,4,5,5
+84,Yes,Church of England,1,,No,,,,1,1,1,1,5,1,3,1,1,1,3,1
\ No newline at end of file
diff --git a/data/instrument/RE_Teaching_Climate_Emergency_Survey.docx b/data/instrument/RE_Teaching_Climate_Emergency_Survey.docx
index 248b4ea..74fe57b 100644
Binary files a/data/instrument/RE_Teaching_Climate_Emergency_Survey.docx and b/data/instrument/RE_Teaching_Climate_Emergency_Survey.docx differ