diff --git a/.gitignore b/.gitignore
index e68f11c..e55a97f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,5 +4,4 @@
 .RData*
 .Ruserdata
 *unpublished*
-data/definitions.csv
-data/New_Statistical_Neighbour_Groupings_April_2021.csv
\ No newline at end of file
+data/definitions.csv
\ No newline at end of file
diff --git a/R/read_data.R b/R/read_data.R
index c97a953..4ae48c5 100644
--- a/R/read_data.R
+++ b/R/read_data.R
@@ -816,7 +816,7 @@ read_outcomes_ks4_data <- function(file = "data/ks4_la.csv") {
 }
 
 # Statistical Neighbours ------------
-statistical_neighbours <- function(file = "data/Dummy_Statistical_Neighbour_Groupings_April_2021.csv") {
+statistical_neighbours <- function(file = "data/New_Statistical_Neighbour_Groupings_April_2021.csv") {
   stats_neighbours <- read.csv(file)
 
   # Create a lookup table
diff --git a/data/New_Statistical_Neighbour_Groupings_April_2021.csv b/data/New_Statistical_Neighbour_Groupings_April_2021.csv
new file mode 100644
index 0000000..18611bd
--- /dev/null
+++ b/data/New_Statistical_Neighbour_Groupings_April_2021.csv
@@ -0,0 +1,160 @@
+LA num,LA Name,LA number,GOInd,GOReg,SN1,SNP,SN2,SNP,SN3,SNP,SN4,SNP,SN5,SNP,SN6,SNP,SN7,SNP,SN8,SNP,SN9,SNP,SN10,SNP,
+201,City of London,201,3,London (Inner),207,Not Close,213,Not Close,212,Not Close,202,Not Close,318,Not Close,205,Not Close,302,Not Close,314,Not Close,846,Not Close,868,Not Close,
+202,Camden,202,3,London (Inner),213,Very Close,205,Close,207,Close,206,Close,212,Somewhat close,352,Not Close,203,Not Close,870,Not Close,309,Not Close,302,Not Close,
+203,Greenwich,203,3,London (Outer),308,Close,301,Close,309,Somewhat close,320,Somewhat close,352,Somewhat close,870,Somewhat close,210,Somewhat close,205,Somewhat close,307,Somewhat close,315,Somewhat close,
+204,Hackney,204,3,London (Inner),210,Close,208,Close,309,Close,209,Somewhat close,206,Somewhat close,320,Not Close,205,Not Close,306,Not Close,203,Not Close,308,Not Close,
+205,Hammersmith and Fulham,205,3,London (Inner),212,Very Close,213,Close,202,Close,207,Close,206,Close,309,Somewhat close,203,Somewhat close,315,Somewhat close,870,Somewhat close,210,Not Close,
+206,Islington,206,3,London (Inner),205,Close,202,Close,213,Somewhat close,210,Somewhat close,309,Somewhat close,204,Somewhat close,352,Somewhat close,208,Not Close,212,Not Close,203,Not Close,
+207,Kensington and Chelsea,207,3,London (Inner),213,Close,205,Close,212,Close,202,Close,302,Not Close,201,Not Close,315,Not Close,870,Not Close,846,Not Close,206,Not Close,
+208,Lambeth,208,3,London (Inner),204,Close,209,Close,210,Close,309,Close,306,Not Close,206,Not Close,320,Not Close,205,Not Close,308,Not Close,203,Not Close,
+209,Lewisham,209,3,London (Inner),208,Close,306,Close,309,Somewhat close,320,Somewhat close,204,Somewhat close,210,Somewhat close,308,Not Close,304,Not Close,203,Not Close,205,Not Close,
+210,Southwark,210,3,London (Inner),204,Close,208,Close,309,Close,206,Somewhat close,203,Somewhat close,209,Somewhat close,205,Not Close,320,Not Close,308,Not Close,306,Not Close,
+211,Tower Hamlets,211,3,London (Inner),202,Not Close,316,Not Close,213,Not Close,206,Not Close,352,Not Close,204,Not Close,330,Not Close,821,Not Close,205,Not Close,309,Not Close,
+212,Wandsworth,212,3,London (Inner),205,Very Close,207,Close,315,Somewhat close,213,Somewhat close,202,Somewhat close,870,Somewhat close,302,Somewhat close,846,Not Close,309,Not Close,318,Not Close,
+213,Westminster,213,3,London (Inner),202,Very Close,205,Close,207,Close,206,Somewhat close,212,Somewhat close,352,Not Close,203,Not Close,870,Not Close,302,Not Close,315,Not Close,
+301,Barking and Dagenham,301,3,London (Outer),203,Close,308,Somewhat close,352,Somewhat close,821,Somewhat close,330,Not Close,320,Not Close,871,Not Close,892,Not Close,331,Not Close,316,Not Close,
+302,Barnet,302,3,London (Outer),315,Close,314,Close,870,Close,319,Close,312,Close,317,Close,313,Close,826,Close,307,Somewhat close,305,Somewhat close,
+303,Bexley,303,3,London (Outer),311,Very Close,883,Very Close,887,Very Close,826,Close,882,Close,941,Close,886,Close,866,Close,822,Close,881,Close,
+304,Brent,304,3,London (Outer),307,Somewhat close,320,Somewhat close,306,Somewhat close,309,Not Close,316,Not Close,308,Not Close,313,Not Close,871,Not Close,317,Not Close,203,Not Close,
+305,Bromley,305,3,London (Outer),358,Very Close,919,Very Close,867,Very Close,319,Close,356,Close,822,Close,931,Close,334,Close,850,Close,823,Close,
+306,Croydon,306,3,London (Outer),308,Close,320,Close,209,Close,309,Somewhat close,304,Somewhat close,203,Not Close,208,Not Close,330,Not Close,315,Not Close,307,Not Close,
+307,Ealing,307,3,London (Outer),313,Very Close,315,Close,317,Close,312,Close,310,Close,304,Somewhat close,302,Somewhat close,871,Somewhat close,320,Somewhat close,870,Somewhat close,
+308,Enfield,308,3,London (Outer),320,Close,306,Close,203,Close,309,Close,330,Somewhat close,301,Somewhat close,821,Somewhat close,870,Somewhat close,312,Somewhat close,307,Somewhat close,
+309,Haringey,309,3,London (Inner),320,Close,204,Close,210,Close,308,Close,208,Close,209,Somewhat close,306,Somewhat close,203,Somewhat close,205,Somewhat close,206,Somewhat close,
+310,Harrow,310,3,London (Outer),317,Close,307,Close,313,Somewhat close,312,Somewhat close,302,Somewhat close,315,Somewhat close,314,Not Close,871,Not Close,319,Not Close,304,Not Close,
+311,Havering,311,3,London (Outer),303,Very Close,887,Very Close,881,Very Close,351,Very Close,886,Very Close,883,Very Close,941,Very Close,866,Very Close,888,Very Close,882,Very Close,
+312,Hillingdon,312,3,London (Outer),313,Close,317,Close,871,Close,319,Close,302,Close,870,Close,307,Close,331,Close,826,Close,315,Somewhat close,
+313,Hounslow,313,3,London (Outer),307,Very Close,312,Close,871,Close,317,Close,302,Close,310,Somewhat close,315,Somewhat close,870,Somewhat close,856,Somewhat close,319,Somewhat close,
+314,Kingston upon Thames,314,3,London (Outer),302,Close,319,Close,315,Close,318,Somewhat close,868,Somewhat close,870,Somewhat close,936,Somewhat close,919,Somewhat close,867,Somewhat close,305,Somewhat close,
+315,Merton,315,3,London (Outer),302,Close,307,Close,870,Close,314,Close,319,Close,317,Somewhat close,312,Somewhat close,212,Somewhat close,313,Somewhat close,308,Somewhat close,
+316,Newham,316,3,London (Inner),304,Not Close,320,Not Close,301,Not Close,203,Not Close,309,Not Close,307,Not Close,871,Not Close,308,Not Close,821,Not Close,204,Not Close,
+317,Redbridge,317,3,London (Outer),312,Close,307,Close,302,Close,313,Close,871,Close,310,Close,315,Somewhat close,821,Somewhat close,319,Somewhat close,870,Somewhat close,
+318,Richmond upon Thames,318,3,London (Outer),868,Close,936,Close,872,Close,931,Somewhat close,314,Somewhat close,825,Somewhat close,919,Somewhat close,305,Somewhat close,873,Somewhat close,869,Somewhat close,
+319,Sutton,319,3,London (Outer),305,Close,870,Close,919,Close,822,Close,867,Close,302,Close,314,Close,303,Close,826,Close,866,Close,
+320,Waltham Forest,320,3,London (Outer),308,Close,309,Close,306,Close,304,Somewhat close,203,Somewhat close,330,Somewhat close,821,Somewhat close,307,Somewhat close,209,Somewhat close,315,Somewhat close,
+330,Birmingham,330,8,West Midlands,821,Close,333,Close,336,Close,892,Close,352,Somewhat close,335,Somewhat close,308,Somewhat close,831,Somewhat close,320,Somewhat close,380,Somewhat close,
+331,Coventry,331,8,West Midlands,831,Very Close,350,Very Close,874,Very Close,383,Close,373,Close,851,Close,887,Close,335,Close,357,Close,852,Close,
+332,Dudley,332,8,West Midlands,372,Very Close,894,Very Close,887,Very Close,359,Very Close,371,Very Close,888,Very Close,813,Very Close,830,Very Close,357,Very Close,891,Very Close,
+333,Sandwell,333,8,West Midlands,336,Very Close,335,Very Close,330,Close,831,Close,331,Close,892,Close,874,Close,861,Close,821,Close,889,Close,
+334,Solihull,334,8,West Midlands,356,Very Close,877,Very Close,896,Very Close,937,Very Close,358,Very Close,895,Very Close,351,Very Close,881,Very Close,823,Very Close,811,Very Close,
+335,Walsall,335,8,West Midlands,831,Very Close,354,Very Close,874,Very Close,861,Very Close,350,Very Close,357,Very Close,332,Very Close,333,Very Close,382,Close,894,Close,
+336,Wolverhampton,336,8,West Midlands,333,Very Close,892,Close,335,Close,331,Close,330,Close,831,Close,852,Somewhat close,373,Somewhat close,874,Somewhat close,861,Somewhat close,
+340,Knowsley,340,5,North West,876,Very Close,805,Very Close,393,Very Close,806,Very Close,394,Close,890,Close,341,Close,355,Close,357,Close,807,Close,
+341,Liverpool,341,5,North West,355,Very Close,393,Very Close,391,Close,340,Close,806,Close,805,Close,394,Close,876,Close,390,Close,841,Close,
+342,St. Helens,342,5,North West,359,Extremely Close,807,Very Close,841,Very Close,840,Very Close,370,Very Close,808,Very Close,384,Very Close,390,Very Close,357,Very Close,392,Very Close,
+343,Sefton,343,5,North West,344,Very Close,888,Very Close,808,Very Close,392,Very Close,891,Very Close,351,Very Close,359,Very Close,830,Very Close,841,Very Close,381,Very Close,
+344,Wirral,344,5,North West,343,Very Close,841,Very Close,808,Very Close,342,Very Close,392,Very Close,807,Very Close,359,Very Close,888,Very Close,381,Very Close,840,Very Close,
+350,Bolton,350,5,North West,382,Very Close,831,Very Close,332,Very Close,357,Very Close,354,Very Close,894,Very Close,381,Very Close,383,Very Close,372,Very Close,331,Very Close,
+351,Bury,351,5,North West,381,Extremely Close,888,Very Close,808,Very Close,343,Very Close,356,Very Close,877,Very Close,334,Very Close,891,Very Close,886,Very Close,896,Very Close,
+352,Manchester,352,5,North West,892,Very Close,801,Close,852,Close,330,Somewhat close,355,Somewhat close,851,Somewhat close,373,Somewhat close,341,Somewhat close,336,Somewhat close,391,Somewhat close,
+353,Oldham,353,5,North West,354,Very Close,380,Close,335,Close,357,Close,382,Close,350,Close,831,Close,332,Close,889,Close,372,Close,
+354,Rochdale,354,5,North West,353,Very Close,357,Very Close,350,Very Close,335,Very Close,382,Very Close,806,Very Close,372,Very Close,371,Very Close,831,Very Close,861,Very Close,
+355,Salford,355,5,North West,341,Very Close,806,Very Close,393,Very Close,391,Very Close,805,Very Close,373,Very Close,394,Very Close,357,Very Close,390,Very Close,876,Very Close,
+356,Stockport,356,5,North West,896,Very Close,334,Very Close,877,Very Close,937,Very Close,881,Very Close,885,Very Close,351,Very Close,888,Very Close,886,Very Close,802,Very Close,
+357,Tameside,357,5,North West,372,Very Close,807,Very Close,371,Very Close,812,Very Close,359,Very Close,342,Very Close,370,Very Close,394,Very Close,841,Very Close,390,Very Close,
+358,Trafford,358,5,North West,919,Very Close,305,Very Close,334,Very Close,356,Very Close,867,Very Close,823,Very Close,816,Very Close,895,Very Close,850,Very Close,825,Very Close,
+359,Wigan,359,5,North West,342,Extremely Close,372,Extremely Close,807,Very Close,371,Very Close,370,Very Close,384,Very Close,808,Very Close,332,Very Close,357,Very Close,812,Very Close,
+370,Barnsley,370,9,Yorkshire and the Humber,807,Extremely Close,371,Very Close,359,Very Close,372,Very Close,812,Very Close,384,Very Close,342,Very Close,840,Very Close,394,Very Close,357,Very Close,
+371,Doncaster,371,9,Yorkshire and the Humber,372,Extremely Close,370,Very Close,812,Very Close,359,Very Close,384,Very Close,357,Very Close,813,Very Close,807,Very Close,332,Very Close,894,Very Close,
+372,Rotherham,372,9,Yorkshire and the Humber,371,Extremely Close,359,Extremely Close,332,Very Close,357,Very Close,370,Very Close,894,Very Close,813,Very Close,807,Very Close,812,Very Close,384,Very Close,
+373,Sheffield,373,9,Yorkshire and the Humber,831,Very Close,383,Very Close,851,Very Close,350,Very Close,894,Very Close,879,Very Close,852,Very Close,874,Very Close,357,Very Close,381,Very Close,
+380,Bradford,380,9,Yorkshire and the Humber,354,Close,353,Close,889,Close,382,Close,335,Close,874,Close,831,Close,350,Close,332,Close,894,Close,
+381,Calderdale,381,9,Yorkshire and the Humber,888,Extremely Close,808,Extremely Close,351,Extremely Close,841,Very Close,891,Very Close,830,Very Close,343,Very Close,382,Very Close,359,Very Close,383,Very Close,
+382,Kirklees,382,9,Yorkshire and the Humber,350,Very Close,381,Very Close,332,Very Close,351,Very Close,831,Very Close,354,Very Close,808,Very Close,383,Very Close,888,Very Close,894,Very Close,
+383,Leeds,383,9,Yorkshire and the Humber,373,Very Close,841,Very Close,381,Very Close,351,Very Close,808,Very Close,350,Very Close,831,Very Close,392,Very Close,382,Very Close,344,Very Close,
+384,Wakefield,384,9,Yorkshire and the Humber,359,Very Close,371,Very Close,370,Very Close,342,Very Close,372,Very Close,390,Very Close,840,Very Close,394,Very Close,807,Very Close,812,Very Close,
+390,Gateshead,390,4,North East,394,Extremely Close,840,Very Close,342,Very Close,841,Very Close,393,Very Close,384,Very Close,392,Very Close,357,Very Close,370,Very Close,359,Very Close,
+391,Newcastle upon Tyne,391,4,North East,355,Very Close,341,Close,806,Close,373,Close,383,Close,805,Close,876,Close,393,Close,394,Close,390,Close,
+392,North Tyneside,392,4,North East,841,Very Close,808,Very Close,343,Very Close,342,Very Close,344,Very Close,390,Very Close,840,Very Close,929,Very Close,381,Very Close,359,Very Close,
+393,South Tyneside,393,4,North East,394,Very Close,390,Very Close,355,Very Close,805,Very Close,876,Very Close,807,Very Close,357,Very Close,342,Very Close,341,Very Close,840,Very Close,
+394,Sunderland,394,4,North East,390,Extremely Close,393,Very Close,840,Very Close,370,Very Close,342,Very Close,876,Very Close,357,Very Close,807,Very Close,384,Very Close,841,Very Close,
+420,Isles of Scilly,420,7,South West,884,Not Close,893,Not Close,865,Not Close,878,Not Close,908,Not Close,857,Not Close,933,Not Close,916,Not Close,873,Not Close,931,Not Close,
+800,Bath and North East Somerset,800,7,South West,916,Extremely Close,873,Very Close,931,Very Close,865,Very Close,938,Very Close,850,Very Close,802,Very Close,803,Very Close,885,Very Close,878,Very Close,
+801,"Bristol, City of",801,7,South West,851,Very Close,852,Close,870,Close,373,Close,846,Close,831,Close,331,Close,879,Close,383,Close,874,Close,
+802,North Somerset,802,7,South West,885,Extremely Close,803,Extremely Close,938,Very Close,850,Very Close,916,Very Close,855,Very Close,881,Very Close,937,Very Close,865,Very Close,845,Very Close,
+803,South Gloucestershire,803,7,South West,938,Extremely Close,855,Extremely Close,850,Extremely Close,802,Extremely Close,885,Very Close,916,Very Close,823,Very Close,881,Very Close,937,Very Close,865,Very Close,
+805,Hartlepool,805,4,North East,876,Very Close,890,Very Close,806,Very Close,340,Very Close,393,Very Close,394,Very Close,807,Very Close,355,Very Close,370,Very Close,812,Very Close,
+806,Middlesbrough,806,4,North East,805,Very Close,355,Very Close,876,Very Close,861,Very Close,357,Very Close,354,Very Close,890,Very Close,393,Very Close,810,Very Close,340,Very Close,
+807,Redcar and Cleveland,807,4,North East,370,Extremely Close,812,Very Close,359,Very Close,342,Very Close,357,Very Close,371,Very Close,372,Very Close,840,Very Close,344,Very Close,841,Very Close,
+808,Stockton-on-Tees,808,4,North East,841,Extremely Close,381,Extremely Close,888,Very Close,351,Very Close,359,Very Close,342,Very Close,343,Very Close,344,Very Close,392,Very Close,840,Very Close,
+810,"Kingston Upon Hull, City of",810,9,Yorkshire and the Humber,861,Very Close,806,Very Close,890,Close,812,Close,355,Close,805,Close,851,Close,393,Close,879,Close,852,Close,
+811,East Riding of Yorkshire,811,9,Yorkshire and the Humber,896,Very Close,860,Very Close,877,Very Close,815,Very Close,937,Very Close,895,Very Close,830,Very Close,891,Very Close,885,Very Close,929,Very Close,
+812,North East Lincolnshire,812,9,Yorkshire and the Humber,807,Very Close,371,Very Close,370,Very Close,357,Very Close,372,Very Close,359,Very Close,342,Very Close,384,Very Close,894,Very Close,813,Very Close,
+813,North Lincolnshire,813,9,Yorkshire and the Humber,371,Very Close,894,Very Close,372,Very Close,925,Very Close,830,Very Close,359,Very Close,332,Very Close,926,Very Close,940,Very Close,891,Very Close,
+815,North Yorkshire,815,9,Yorkshire and the Humber,895,Very Close,811,Very Close,937,Very Close,896,Very Close,857,Very Close,823,Very Close,885,Very Close,860,Very Close,877,Very Close,869,Very Close,
+816,York,816,9,Yorkshire and the Humber,937,Very Close,896,Very Close,877,Very Close,356,Very Close,895,Very Close,919,Very Close,850,Very Close,823,Very Close,867,Very Close,885,Very Close,
+821,Luton,821,2,East of England,330,Close,871,Close,333,Close,380,Somewhat close,308,Somewhat close,335,Somewhat close,312,Somewhat close,831,Somewhat close,317,Somewhat close,874,Somewhat close,
+822,Bedford Borough,822,2,East of England,941,Very Close,886,Very Close,866,Very Close,826,Very Close,937,Very Close,940,Very Close,887,Very Close,919,Very Close,881,Very Close,831,Very Close,
+823,Central Bedfordshire,823,2,East of England,850,Extremely Close,855,Very Close,937,Very Close,803,Very Close,881,Very Close,895,Very Close,938,Very Close,867,Very Close,869,Very Close,919,Very Close,
+825,Buckinghamshire,825,6,South East,936,Very Close,869,Very Close,868,Very Close,919,Very Close,931,Very Close,850,Very Close,867,Very Close,873,Very Close,823,Very Close,358,Very Close,
+826,Milton Keynes,826,6,South East,822,Very Close,383,Very Close,941,Very Close,303,Close,870,Close,883,Close,866,Close,919,Close,886,Close,831,Close,
+830,Derbyshire,830,1,East Midlands,891,Extremely Close,888,Extremely Close,860,Very Close,925,Very Close,909,Very Close,885,Very Close,940,Very Close,896,Very Close,359,Very Close,886,Very Close,
+831,Derby,831,1,East Midlands,874,Very Close,373,Very Close,350,Very Close,894,Very Close,331,Very Close,335,Very Close,332,Very Close,887,Very Close,382,Very Close,383,Very Close,
+838,Dorset,838,7,South West,878,Extremely Close,933,Extremely Close,893,Extremely Close,916,Very Close,885,Very Close,845,Very Close,935,Very Close,908,Very Close,865,Very Close,926,Very Close,
+839,"Bournemouth, Christchurch & Poole",839,7,South West,882,Very Close,845,Very Close,866,Very Close,935,Very Close,886,Very Close,921,Very Close,938,Very Close,916,Very Close,878,Very Close,800,Very Close,
+840,Durham,840,4,North East,342,Very Close,390,Very Close,394,Very Close,841,Very Close,370,Very Close,384,Very Close,359,Very Close,807,Very Close,808,Very Close,392,Very Close,
+841,Darlington,841,4,North East,808,Extremely Close,344,Very Close,342,Very Close,392,Very Close,840,Very Close,381,Very Close,390,Very Close,359,Very Close,343,Very Close,807,Very Close,
+845,East Sussex,845,6,South East,886,Very Close,885,Very Close,838,Very Close,881,Very Close,935,Very Close,878,Very Close,802,Very Close,933,Very Close,839,Very Close,926,Very Close,
+846,Brighton and Hove,846,6,South East,870,Close,801,Close,800,Close,839,Close,882,Close,851,Close,383,Close,373,Close,816,Close,845,Close,
+850,Hampshire,850,6,South East,938,Extremely Close,803,Extremely Close,823,Extremely Close,873,Very Close,802,Very Close,916,Very Close,855,Very Close,885,Very Close,937,Very Close,919,Very Close,
+851,Portsmouth,851,6,South East,852,Very Close,879,Very Close,373,Very Close,831,Very Close,874,Very Close,801,Very Close,894,Close,882,Close,331,Close,355,Close,
+852,Southampton,852,6,South East,851,Very Close,373,Very Close,874,Very Close,879,Very Close,831,Very Close,801,Close,331,Close,861,Close,810,Close,355,Close,
+855,Leicestershire,855,1,East Midlands,803,Extremely Close,937,Very Close,823,Very Close,885,Very Close,850,Very Close,881,Very Close,938,Very Close,802,Very Close,860,Very Close,895,Very Close,
+856,Leicester,856,1,East Midlands,871,Somewhat close,313,Somewhat close,333,Somewhat close,336,Somewhat close,312,Somewhat close,889,Somewhat close,331,Not Close,335,Not Close,852,Not Close,874,Not Close,
+857,Rutland,857,1,East Midlands,815,Very Close,869,Very Close,895,Very Close,865,Close,823,Close,825,Close,931,Close,850,Close,937,Close,873,Close,
+860,Staffordshire,860,8,West Midlands,891,Extremely Close,830,Very Close,885,Very Close,937,Very Close,881,Very Close,811,Very Close,896,Very Close,940,Very Close,909,Very Close,888,Very Close,
+861,Stoke-on-Trent,861,8,West Midlands,810,Very Close,806,Very Close,357,Very Close,371,Very Close,812,Very Close,335,Very Close,370,Very Close,354,Very Close,372,Very Close,890,Very Close,
+865,Wiltshire,865,7,South West,916,Extremely Close,893,Very Close,878,Very Close,873,Very Close,938,Very Close,800,Very Close,885,Very Close,850,Very Close,802,Very Close,838,Very Close,
+866,Swindon,866,7,South West,886,Very Close,887,Very Close,882,Very Close,941,Very Close,894,Very Close,881,Very Close,839,Very Close,891,Very Close,888,Very Close,940,Very Close,
+867,Bracknell Forest,867,6,South East,919,Extremely Close,850,Very Close,823,Very Close,869,Very Close,931,Very Close,938,Very Close,358,Very Close,803,Very Close,825,Very Close,816,Very Close,
+868,Windsor and Maidenhead,868,6,South East,936,Extremely Close,825,Very Close,869,Very Close,919,Very Close,872,Very Close,931,Very Close,867,Very Close,873,Close,850,Close,358,Close,
+869,West Berkshire,869,6,South East,825,Very Close,850,Very Close,823,Very Close,931,Very Close,936,Very Close,919,Very Close,873,Very Close,895,Very Close,867,Very Close,857,Very Close,
+870,Reading,870,6,South East,319,Close,826,Close,801,Close,822,Close,846,Close,302,Close,312,Close,831,Close,373,Close,852,Close,
+871,Slough,871,6,South East,312,Close,313,Close,317,Close,821,Close,307,Somewhat close,856,Somewhat close,870,Somewhat close,302,Somewhat close,889,Somewhat close,330,Somewhat close,
+872,Wokingham,872,6,South East,936,Very Close,868,Very Close,825,Very Close,869,Close,867,Close,919,Close,895,Close,931,Close,857,Close,850,Close,
+873,Cambridgeshire,873,2,East of England,931,Extremely Close,916,Very Close,850,Very Close,800,Very Close,865,Very Close,938,Very Close,869,Very Close,919,Very Close,885,Very Close,937,Very Close,
+874,Peterborough,874,2,East of England,831,Very Close,894,Very Close,887,Very Close,335,Very Close,879,Very Close,852,Very Close,851,Very Close,373,Very Close,350,Very Close,372,Very Close,
+876,Halton,876,5,North West,805,Very Close,340,Very Close,394,Very Close,806,Very Close,393,Very Close,807,Very Close,370,Very Close,812,Very Close,840,Very Close,841,Very Close,
+877,Warrington,877,5,North West,896,Extremely Close,937,Very Close,334,Very Close,811,Very Close,356,Very Close,860,Very Close,895,Very Close,891,Very Close,351,Very Close,881,Very Close,
+878,Devon,878,7,South West,933,Extremely Close,893,Extremely Close,838,Extremely Close,884,Extremely Close,908,Very Close,916,Very Close,935,Very Close,865,Very Close,885,Very Close,926,Very Close,
+879,Plymouth,879,7,South West,880,Very Close,851,Very Close,894,Very Close,921,Very Close,882,Very Close,372,Very Close,839,Very Close,887,Very Close,874,Very Close,357,Very Close,
+880,Torbay,880,7,South West,921,Very Close,879,Very Close,807,Very Close,372,Very Close,882,Very Close,894,Very Close,359,Very Close,839,Very Close,812,Very Close,926,Very Close,
+881,Essex,881,2,East of England,886,Extremely Close,885,Extremely Close,860,Very Close,938,Very Close,937,Very Close,803,Very Close,823,Very Close,855,Very Close,850,Very Close,802,Very Close,
+882,Southend-on-Sea,882,2,East of England,839,Very Close,866,Very Close,887,Very Close,886,Very Close,845,Very Close,879,Very Close,921,Very Close,894,Very Close,935,Very Close,881,Very Close,
+883,Thurrock,883,2,East of England,887,Very Close,303,Very Close,311,Very Close,866,Close,332,Close,882,Close,941,Close,894,Close,826,Close,874,Close,
+884,Herefordshire,884,8,West Midlands,893,Extremely Close,878,Extremely Close,908,Very Close,933,Very Close,838,Very Close,865,Very Close,935,Very Close,926,Very Close,916,Very Close,909,Very Close,
+885,Worcestershire,885,8,West Midlands,937,Extremely Close,802,Extremely Close,881,Extremely Close,860,Very Close,838,Very Close,845,Very Close,938,Very Close,803,Very Close,855,Very Close,886,Very Close,
+886,Kent,886,6,South East,881,Extremely Close,845,Very Close,866,Very Close,885,Very Close,888,Very Close,941,Very Close,891,Very Close,937,Very Close,935,Very Close,860,Very Close,
+887,Medway,887,6,South East,866,Very Close,894,Very Close,332,Very Close,882,Very Close,886,Very Close,883,Very Close,941,Very Close,372,Very Close,311,Very Close,940,Very Close,
+888,Lancashire,888,5,North West,891,Extremely Close,381,Extremely Close,830,Extremely Close,343,Very Close,351,Very Close,808,Very Close,886,Very Close,860,Very Close,359,Very Close,896,Very Close,
+889,Blackburn with Darwen,889,5,North West,380,Close,335,Close,350,Close,874,Close,354,Close,831,Close,382,Close,353,Close,331,Close,894,Close,
+890,Blackpool,890,5,North West,805,Very Close,806,Very Close,876,Very Close,807,Very Close,861,Very Close,393,Close,810,Close,812,Close,340,Close,357,Close,
+891,Nottinghamshire,891,1,East Midlands,830,Extremely Close,860,Extremely Close,888,Extremely Close,885,Very Close,925,Very Close,940,Very Close,909,Very Close,881,Very Close,886,Very Close,896,Very Close,
+892,Nottingham,892,1,East Midlands,352,Very Close,336,Close,852,Close,333,Close,801,Close,330,Close,851,Close,355,Close,331,Close,810,Somewhat close,
+893,Shropshire,893,8,West Midlands,878,Extremely Close,884,Extremely Close,838,Extremely Close,865,Very Close,933,Very Close,916,Very Close,935,Very Close,885,Very Close,908,Very Close,909,Very Close,
+894,Telford and Wrekin,894,8,West Midlands,887,Very Close,372,Very Close,813,Very Close,332,Very Close,371,Very Close,866,Very Close,359,Very Close,874,Very Close,888,Very Close,879,Very Close,
+895,Cheshire East,895,5,North West,896,Very Close,937,Very Close,823,Very Close,815,Very Close,850,Very Close,877,Very Close,802,Very Close,811,Very Close,885,Very Close,855,Very Close,
+896,Cheshire West and Chester,896,5,North West,877,Extremely Close,937,Extremely Close,811,Very Close,895,Very Close,885,Very Close,356,Very Close,860,Very Close,891,Very Close,334,Very Close,881,Very Close,
+908,Cornwall,908,7,South West,933,Extremely Close,926,Extremely Close,878,Very Close,884,Very Close,935,Very Close,838,Very Close,893,Very Close,925,Very Close,845,Very Close,921,Very Close,
+909,Cumbria,909,5,North West,925,Extremely Close,926,Very Close,830,Very Close,891,Very Close,860,Very Close,885,Very Close,935,Very Close,940,Very Close,893,Very Close,878,Very Close,
+916,Gloucestershire,916,7,South West,865,Extremely Close,800,Extremely Close,938,Extremely Close,873,Very Close,878,Very Close,838,Very Close,893,Very Close,850,Very Close,803,Very Close,885,Very Close,
+919,Hertfordshire,919,2,East of England,867,Extremely Close,931,Very Close,850,Very Close,358,Very Close,823,Very Close,825,Very Close,869,Very Close,938,Very Close,873,Very Close,868,Very Close,
+921,Isle of Wight,921,6,South East,880,Very Close,926,Very Close,845,Very Close,908,Very Close,925,Very Close,879,Very Close,882,Very Close,839,Very Close,935,Very Close,830,Very Close,
+925,Lincolnshire,925,1,East Midlands,926,Extremely Close,909,Extremely Close,830,Very Close,891,Very Close,935,Very Close,813,Very Close,940,Very Close,908,Very Close,860,Very Close,885,Very Close,
+926,Norfolk,926,2,East of England,925,Extremely Close,935,Extremely Close,908,Extremely Close,933,Very Close,909,Very Close,878,Very Close,921,Very Close,838,Very Close,845,Very Close,893,Very Close,
+929,Northumberland,929,4,North East,811,Very Close,877,Very Close,392,Very Close,896,Very Close,808,Very Close,381,Very Close,860,Very Close,830,Very Close,891,Very Close,888,Very Close,
+931,Oxfordshire,931,6,South East,873,Extremely Close,919,Very Close,800,Very Close,850,Very Close,869,Very Close,865,Very Close,916,Very Close,825,Very Close,867,Very Close,938,Very Close,
+933,Somerset,933,7,South West,878,Extremely Close,908,Extremely Close,935,Extremely Close,838,Extremely Close,893,Very Close,926,Very Close,884,Very Close,916,Very Close,845,Very Close,865,Very Close,
+935,Suffolk,935,2,East of England,933,Extremely Close,926,Extremely Close,878,Very Close,908,Very Close,838,Very Close,893,Very Close,925,Very Close,845,Very Close,885,Very Close,916,Very Close,
+936,Surrey,936,6,South East,868,Extremely Close,825,Very Close,869,Very Close,872,Very Close,919,Very Close,931,Very Close,867,Very Close,850,Very Close,873,Very Close,823,Close,
+937,Warwickshire,937,8,West Midlands,896,Extremely Close,885,Extremely Close,860,Very Close,855,Very Close,823,Very Close,895,Very Close,881,Very Close,877,Very Close,850,Very Close,802,Very Close,
+938,West Sussex,938,6,South East,850,Extremely Close,803,Extremely Close,916,Extremely Close,802,Very Close,885,Very Close,881,Very Close,855,Very Close,823,Very Close,865,Very Close,800,Very Close,
+940,North Northamptonshire,940,1,East Midlands,941,Very Close,891,Very Close,860,Very Close,925,Very Close,830,Very Close,909,Very Close,886,Very Close,885,Very Close,935,Very Close,937,Very Close,
+941,West Northamptonshire,941,1,East Midlands,940,Very Close,886,Very Close,866,Very Close,881,Very Close,937,Very Close,822,Very Close,860,Very Close,891,Very Close,885,Very Close,887,Very Close,
+,,,,,,,,,,,,,,,,,,,,,,,,,
+,Old SNs:,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,
+835,Dorset (Pre LG),835,7,South West,893,Extremely Close,878,Extremely Close,916,Extremely Close,885,Very Close,933,Very Close,938,Very Close,865,Very Close,802,Very Close,935,Very Close,845,Very Close,
+836,Poole (Pre LG),836,7,South West,938,Very Close,803,Very Close,885,Very Close,845,Very Close,866,Very Close,835,Very Close,886,Very Close,802,Very Close,935,Very Close,881,Very Close,
+837,Bournemouth (Pre LG),837,7,South West,882,Very Close,879,Very Close,836,Very Close,866,Very Close,851,Very Close,373,Very Close,845,Very Close,886,Very Close,921,Very Close,880,Close,
+928,Northamptonshire,928,1,East Midlands,886,Very Close,891,Very Close,866,Very Close,860,Very Close,830,Very Close,881,Very Close,937,Very Close,885,Very Close,888,Very Close,887,Very Close,
diff --git a/datafiles_log.csv b/datafiles_log.csv
index c675a7d..76565f6 100644
--- a/datafiles_log.csv
+++ b/datafiles_log.csv
@@ -18,9 +18,9 @@ data/c1_children_in_need_referrals_and_rereferrals_2013_to_2023.csv,published
 data/csww_role_by_characteristics_inpost_2019_to_2023.csv,published
 data/csww_indicators_2017_to_2023.csv,published
 data/la_children_who_ceased_during_the_year.csv,published
-data/New_Statistical_Neighbour_Groupings_April_2021.csv,unpublished
 data/absence_six_half_terms_la.csv,published
 data/ks2_la.csv,published
 data/ks4_la.csv,published
 data/Lower_Tier_Local_Authority_to_Upper_Tier_Local_Authority_(April_2023)_Lookup_in_England_and_Wales.csv,published
+data/New_Statistical_Neighbour_Groupings_April_2021.csv,published
 data/Dummy_Statistical_Neighbour_Groupings_April_2021.csv,published
\ No newline at end of file