diff --git a/MTUS-W6-adult-survey-data-processing.Rmd b/MTUS-W6-adult-survey-data-processing.Rmd
index 3aef45bc2abfd7633108f586f419d3e4cf582291..d3e1749f3e5f19c31023bbda52390d056fc3731b 100644
--- a/MTUS-W6-adult-survey-data-processing.Rmd
+++ b/MTUS-W6-adult-survey-data-processing.Rmd
@@ -1,7 +1,7 @@
 ---
 title: "MTUS World 6 Survey Data Processing"
-author: "Ben Anderson"
-date: "(b.anderson@soton.ac.uk, @dataknut)"
+author: "Ben Anderson (b.anderson@soton.ac.uk/@dataknut)"
+date: 'Last run at: `r Sys.time()`'
 output:
   pdf_document:
     toc: yes
@@ -15,6 +15,7 @@ output:
   word_document:
     toc: yes
     toc_depth: '3'
+bibliography: ~/bibliography.bib
 ---
 
 ```{r setupKnitr, include=FALSE}
@@ -26,20 +27,29 @@ knitr::opts_chunk$set(fig_caption = TRUE)
 knitr::opts_chunk$set(tidy = TRUE)
 ```
 
-# About this document
+# Introduction
+Purpose:
+
+* To process the MTUS World 6 Survey data
+
+A processed & gzipped .csv file containing data for just the UK is saved.
+
+Data:
 
-Document last refreshed: `r Sys.time()`
+* MTUS [World 6](http://www.timeuse.org/mtus)
 
-This document was created using [knitr](https://cran.r-project.org/package=knitr) in [RStudio](http://www.rstudio.com). Knitr supports the embedding of R statistical analysis code within markdown text documents allowing them to be updated and re-run. Things to note:
+Things that are NOT fixed here:
 
-* Depending on the options set Knitr will display warnings (but not errors) from R. The warnings may or may not be important to the interpretation of the results;
-* Knitr is very clever but it does not always support pretty tables.
+ * diary day of the week which is not correct in 1984 - this is fixed in the episodes data processing
 
 This work was funded by RCUK through the End User Energy Demand Centres Programme via the "DEMAND: Dynamics of Energy, Mobility and Demand" Centre:
 
  * http://www.demand.ac.uk 
  * http://gow.epsrc.ac.uk/NGBOViewGrant.aspx?GrantRef=EP/K011723/1
 
+Code:
+ * https://github.com/dataknut/MTUS
+ 
 `License:`
 
 `The R code embedded in this document is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 2 of the License (http://choosealicense.com/licenses/gpl-2.0/), or (at your option) any later version.`
@@ -48,9 +58,18 @@ This work was funded by RCUK through the End User Energy Demand Centres Programm
     
 >YMMV - http://en.wiktionary.org/wiki/YMMV
 
-***
+# Set up R environment
 
-````{r houseKeeping}
+Key packages used:
+
+ * base R - for the basics [@baseR]
+ * foreign - for loading SPSS data [@foreign]
+ * data.table - for fast (big) data handling [@data.table]
+ * knitr - to create this document [@knitr]
+ * dplyr & dtplyr - for data manipulation [@dplyr][@dtplyr]
+ * car - regression diagnostics [@fox_car]
+
+```{r houseKeeping}
 # Clear out all old objects etc ----
 # to avoid confusion
 rm(list = ls()) 
@@ -59,15 +78,13 @@ rm(list = ls())
 starttime <- Sys.time()
 
 # Load required packages ----
-packs <- c("ggplot2", # slick & easy graphs
-       "foreign", # loading SPSS/STATA
+packs <- c("foreign", # loading SPSS/STATA
+       "dplyr", # data manipulation
        "data.table", # fast data manipulation
-       "gmodels", # for table proportions
-       "knitr", # for kable
+       "dtplyr", # data table & dplyr code
        "car", # regression diagnostics
-       "dplyr" # data transformation
+       "knitr" # for kable
        )
-# xtable - not useful: outputs latex only ----
 
 # do this to install them if needed
 # install.packages(x)
@@ -84,22 +101,8 @@ mtusProcPath <- "~/Data/MTUS/World_6/processed/" # where to put the processed .c
 surveyFile <- "MTUS-adult-aggregate.sav"
 
 sfile <- paste0(mtusPath, surveyFile)
-````
-
-# Introduction
-Purpose:
-
-* To process the MTUS World 6 Survey data (`r surveyFile`)
-
-A processed & gzipped .csv file containing data for just the UK is saved.
-
-Data:
-
-* MTUS [World 6](http://www.timeuse.org/mtus)
-
-Things that are NOT fixed here:
+```
 
- * diary day of the week which is not correct in 1984 - this is fixed in the episodes data processing
  
 # Load original survey data
 Loading `r sfile`.
@@ -129,11 +132,11 @@ We now delete the non-UK data leaving us with `r format(nrow(MTUSW6UKsurvey_DT),
 
 ```{r processSurveyData}
 print("-> Create uniq id for diaries (for matching) and persons")
-# Create unique ids ----
 
+# Create unique ids ----
 # diarypid
-MTUSW6UKsurvey_DT$ba_diarypid <-
-  group_indices(MTUSW6UKsurvey_DT, survey,
+MTUSW6UKsurvey_DT$ba_diarypid <- group_indices(MTUSW6UKsurvey_DT, 
+                survey,
                 swave,
                 msamp,
                 hldid,
@@ -142,8 +145,7 @@ MTUSW6UKsurvey_DT$ba_diarypid <-
        )
 
 # pid
-MTUSW6UKsurvey_DT$ba_pid <-
-  group_indices(MTUSW6UKsurvey_DT, survey,
+MTUSW6UKsurvey_DT$ba_pid <- group_indices(MTUSW6UKsurvey_DT, survey,
                 swave,
                 msamp,
                 hldid,
@@ -500,5 +502,4 @@ On the basis of these results we seem justified in assuming that we can pool 198
 __Meta:__
 Analysis completed in: `r round(Sys.time() - starttime, 3)` seconds using [knitr](https://cran.r-project.org/package=knitr) in [RStudio](http://www.rstudio.com).
 
-***
-__Footnotes:__
+# References
diff --git a/MTUS-W6-adult-survey-data-processing.pdf b/MTUS-W6-adult-survey-data-processing.pdf
index bc47c5568d36d8940f01099ed9d9502e7b3c8ad3..d5385dc47d6642641a312e5e650a8a3d9ffbbd1d 100644
Binary files a/MTUS-W6-adult-survey-data-processing.pdf and b/MTUS-W6-adult-survey-data-processing.pdf differ