diff --git a/etl/customers/stonewater/map_app/Stonewater EPC rating breakdown.json b/etl/customers/stonewater/map_app/Stonewater EPC rating breakdown.json
index bd111a27..668dff31 100644
--- a/etl/customers/stonewater/map_app/Stonewater EPC rating breakdown.json	
+++ b/etl/customers/stonewater/map_app/Stonewater EPC rating breakdown.json	
@@ -1 +1 @@
-[{"EPC": "D", "count": 1718}, {"EPC": "C", "count": 1343}, {"EPC": "E", "count": 538}, {"EPC": "F", "count": 80}, {"EPC": "B", "count": 52}, {"EPC": "G", "count": 3}, {"EPC": "A", "count": 2}]
\ No newline at end of file
+[{"EPC": "D", "count": 332}, {"EPC": "C", "count": 68}, {"EPC": "E", "count": 44}, {"EPC": "F", "count": 6}]
\ No newline at end of file
diff --git a/etl/customers/stonewater/map_app/Stonewater Mapping Data.json b/etl/customers/stonewater/map_app/Stonewater Mapping Data.json
index 0d2978c4..acc3f0bf 100644
--- a/etl/customers/stonewater/map_app/Stonewater Mapping Data.json	
+++ b/etl/customers/stonewater/map_app/Stonewater Mapping Data.json	
@@ -1 +1 @@
-[{"uprn": 100050346525.0, "standardised_address": "32 VICTORIA ROAD, CROSS HILLS, KEIGHLEY", "standardised_postcode": "BD20 8SY", "LONGITUDE": -1.995112, "LATITUDE": 53.8997423}, {"uprn": 100050344995.0, "standardised_address": "20, Lang Kirk Close, Farnhill", "standardised_postcode": "BD20 9AR", "LONGITUDE": -1.9846986, "LATITUDE": 53.9106527}, {"uprn": 100050344996.0, "standardised_address": "22 LANG KIRK CLOSE, FARNHILL, KEIGHLEY", "standardised_postcode": "BD20 9AR", "LONGITUDE": -1.984729, "LATITUDE": 53.9107785}, {"uprn": 100050354230.0, "standardised_address": "34, Neville Road, Gargrave", "standardised_postcode": "BD23 3RE", "LONGITUDE": -2.1094417, "LATITUDE": 53.9833594}, {"uprn": 100050354235.0, "standardised_address": "39, NEVILLE ROAD, GARGRAVE, SKIPTON, BD23 3RE", "standardised_postcode": "BD23 3RE", "LONGITUDE": -2.1090613, "LATITUDE": 53.9836833}, {"uprn": 100071236000.0, "standardised_address": "3, Sorrell Place", "standardised_postcode": "CV10 7AY", "LONGITUDE": -1.4620998, "LATITUDE": 52.5044784}, {"uprn": 100030002639.0, "standardised_address": "6 St. Martins Court, Church Street, Amber Valley, DE55 7AH", "standardised_postcode": "DE55 7AH", "LONGITUDE": -1.3916142, "LATITUDE": 53.0973039}, {"uprn": 83008532.0, "standardised_address": "66, Belmont Terrace, Linthwaite", "standardised_postcode": "HD7 5SF", "LONGITUDE": -1.8505805, "LATITUDE": 53.6249856}, {"uprn": 83146613.0, "standardised_address": "35, Thorpes Crescent, Skelmanthorpe", "standardised_postcode": "HD8 9DH", "LONGITUDE": -1.6465264, "LATITUDE": 53.5871495}, {"uprn": 10010168062.0, "standardised_address": "2, HARVEST COURT, HALIFAX, HX1 5DU", "standardised_postcode": "HX1 5DU", "LONGITUDE": -1.869757, "LATITUDE": 53.722287}, {"uprn": 10006738671.0, "standardised_address": "6, DEAN COURT, HALIFAX, HX3 0UX", "standardised_postcode": "HX3 0UX", "LONGITUDE": -1.8767188, "LATITUDE": 53.6993657}, {"uprn": 100051314061.0, "standardised_address": "21, CHAPEL CLOSE, HOLYWELL GREEN, HALIFAX, HX4 9BF", "standardised_postcode": "HX4 9BF", "LONGITUDE": -1.8679148, "LATITUDE": 53.6762656}, {"uprn": 100051314049.0, "standardised_address": "2, Chapel Close, Holywell Green", "standardised_postcode": "HX4 9BF", "LONGITUDE": -1.8673862, "LATITUDE": 53.6758786}, {"uprn": 200002737104.0, "standardised_address": "35, Bradley View, Holywell Green", "standardised_postcode": "HX4 9DN", "LONGITUDE": -1.8707939, "LATITUDE": 53.675307}, {"uprn": 200001826125.0, "standardised_address": "56, BRADLEY VIEW, HOLYWELL GREEN, HALIFAX, HX4 9DN", "standardised_postcode": "HX4 9DN", "LONGITUDE": -1.871579, "LATITUDE": 53.675982}, {"uprn": 100052043238.0, "standardised_address": "50 Marton Heights, Hollins Lane", "standardised_postcode": "HX6 2RZ", "LONGITUDE": -1.9191337, "LATITUDE": 53.7123626}, {"uprn": 100052043248.0, "standardised_address": "6 Marton Heights, Hollins Lane", "standardised_postcode": "HX6 2RZ", "LONGITUDE": -1.9174519, "LATITUDE": 53.7124064}, {"uprn": 100052043251.0, "standardised_address": "8 Marton Heights, Hollins Lane", "standardised_postcode": "HX6 2RZ", "LONGITUDE": -1.9177397, "LATITUDE": 53.7124695}, {"uprn": 100052043217.0, "standardised_address": "31 Marton Heights, Hollins Lane", "standardised_postcode": "HX6 2RZ", "LONGITUDE": -1.9200123, "LATITUDE": 53.712489}, {"uprn": 10004000472.0, "standardised_address": "26, BENTLEY CLOSE, LOUGHBOROUGH, LE11 1SY", "standardised_postcode": "LE11 1SY", "LONGITUDE": -1.1965799, "LATITUDE": 52.7702045}, {"uprn": 10004000480.0, "standardised_address": "37, BENTLEY CLOSE, LOUGHBOROUGH, LE11 1SY", "standardised_postcode": "LE11 1SY", "LONGITUDE": -1.1970509, "LATITUDE": 52.7698738}, {"uprn": 200000844913.0, "standardised_address": "17, SADDLERS CLOSE, LOUGHBOROUGH, LE11 5HD", "standardised_postcode": "LE11 5HD", "LONGITUDE": -1.2189761, "LATITUDE": 52.7809828}, {"uprn": 100030549024.0, "standardised_address": "7, YEW TREE CRESCENT, MELTON MOWBRAY, LE13 1LN", "standardised_postcode": "LE13 1LN", "LONGITUDE": -0.8849264, "LATITUDE": 52.7756315}, {"uprn": 100030549068.0, "standardised_address": "51, YEW TREE CRESCENT, MELTON MOWBRAY, LE13 1LN", "standardised_postcode": "LE13 1LN", "LONGITUDE": -0.8856134, "LATITUDE": 52.7748558}, {"uprn": 2465087590.0, "standardised_address": "69, LOUGHBOROUGH ROAD, LEICESTER, LE4 5LL", "standardised_postcode": "LE4 5LL", "LONGITUDE": -1.1223645, "LATITUDE": 52.6532303}, {"uprn": 10033732069.0, "standardised_address": "118, HIGH STREET, EARL SHILTON, LEICESTER, LE9 7DG", "standardised_postcode": "LE9 7DG", "LONGITUDE": -1.3115505, "LATITUDE": 52.5764223}, {"uprn": 100032081116.0, "standardised_address": "22 Peter Dyer Court, Seacroft Road", "standardised_postcode": "LN12 2DT", "LONGITUDE": 0.2614919, "LATITUDE": 53.3389736}, {"uprn": 72266102.0, "standardised_address": "24, Petersfield Avenue", "standardised_postcode": "LS10 3PF", "LONGITUDE": -1.5282803, "LATITUDE": 53.7589478}, {"uprn": 72266110.0, "standardised_address": "35, PETERSFIELD AVENUE, LEEDS, LS10 3PF", "standardised_postcode": "LS10 3PF", "LONGITUDE": -1.5279768, "LATITUDE": 53.7589556}, {"uprn": 72304733.0, "standardised_address": "2, Warwick Court, Horsforth", "standardised_postcode": "LS18 4TB", "LONGITUDE": -1.6366988, "LATITUDE": 53.8328644}, {"uprn": 100080154916.0, "standardised_address": "16, IVY ROAD, LUTON, LU1 1DN", "standardised_postcode": "LU1 1DN", "LONGITUDE": -0.4296342, "LATITUDE": 51.8852366}, {"uprn": 100080163981.0, "standardised_address": "51, Newcombe Road", "standardised_postcode": "LU1 1LH", "LONGITUDE": -0.4315661, "LATITUDE": 51.880245}, {"uprn": 100080171727.0, "standardised_address": "85, Runley Road", "standardised_postcode": "LU1 1TX", "LONGITUDE": -0.4477962, "LATITUDE": 51.881881}, {"uprn": 100080141071.0, "standardised_address": "22, DELPHINE CLOSE, LUTON, LU1 5RE", "standardised_postcode": "LU1 5RE", "LONGITUDE": -0.4396275, "LATITUDE": 51.8756855}, {"uprn": 100080152967.0, "standardised_address": "187, HITCHIN ROAD, LUTON, 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Houghton Regis", "standardised_postcode": "LU5 5UT", "LONGITUDE": -0.5027665, "LATITUDE": 51.9057101}, {"uprn": 10001023485.0, "standardised_address": "16, WILLOUGHBY CLOSE, DUNSTABLE, LU6 3TF", "standardised_postcode": "LU6 3TF", "LONGITUDE": -0.5131682, "LATITUDE": 51.8799288}, {"uprn": 100080120241.0, "standardised_address": "58, VIMY ROAD, LEIGHTON BUZZARD, LU7 1FQ", "standardised_postcode": "LU7 1FQ", "LONGITUDE": -0.6684013, "LATITUDE": 51.9218008}, {"uprn": 10001024491.0, "standardised_address": "11 Stephenson Close", "standardised_postcode": "LU7 2NE", "LONGITUDE": -0.6776464, "LATITUDE": 51.9125089}, {"uprn": 25002516.0, "standardised_address": "19, COTTESLOE COURT, STONY STRATFORD, MILTON KEYNES, MK11 1NL", "standardised_postcode": "MK11 1NL", "LONGITUDE": -0.8374092, "LATITUDE": 52.0540273}, {"uprn": 100080016298.0, "standardised_address": "11, Grafton Road", "standardised_postcode": "MK40 1DH", "LONGITUDE": -0.4762835, "LATITUDE": 52.1356448}, {"uprn": 100081334233.0, 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25054338.0, "standardised_address": "12, Osprey Close, Eaglestone", "standardised_postcode": "MK6 5BQ", "LONGITUDE": -0.7403678, "LATITUDE": 52.0299488}, {"uprn": 10093919581.0, "standardised_address": "9, ABIGAR CLOSE, WHITEHOUSE, MILTON KEYNES, MK8 1EN", "standardised_postcode": "MK8 1EN", "LONGITUDE": -0.8157866, "LATITUDE": 52.0314226}, {"uprn": 100031517329.0, "standardised_address": "37 Abbey Lodge, Baslow Drive, Beeston, Nottingham, NG9 2RZ", "standardised_postcode": "NG9 2RZ", "LONGITUDE": -1.207631, "LATITUDE": 52.9383028}, {"uprn": 100031531710.0, "standardised_address": "68 Abbey Lodge, Charles Avenue, Beeston, Nottingham, NG9 2SY", "standardised_postcode": "NG9 2SY", "LONGITUDE": -1.2088379, "LATITUDE": 52.938212}, {"uprn": 100031074426.0, "standardised_address": "13, ST. 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"standardised_postcode": "SG18 0QL", "LONGITUDE": -0.2603335, "LATITUDE": 52.091385}, {"uprn": 100080080505.0, "standardised_address": "24, SKIPTON CLOSE, SANDY, SG19 1UB", "standardised_postcode": "SG19 1UB", "LONGITUDE": -0.2865906, "LATITUDE": 52.1338632}, {"uprn": 83104312.0, "standardised_address": "59, Johnson Street", "standardised_postcode": "WF14 8PQ", "LONGITUDE": -1.6989579, "LATITUDE": 53.670334}, {"uprn": 83177389.0, "standardised_address": "11, Primrose Gardens", "standardised_postcode": "WF17 0PZ", "LONGITUDE": -1.6201405, "LATITUDE": 53.7163994}, {"uprn": 83142904.0, "standardised_address": "64, Low Lane, Birstall", "standardised_postcode": "WF17 9HD", "LONGITUDE": -1.6661726, "LATITUDE": 53.7324005}, {"uprn": 83143336.0, "standardised_address": "7, MUSGRAVE STREET, BIRSTALL, BATLEY, WF17 9PF", "standardised_postcode": "WF17 9PF", "LONGITUDE": -1.6664882, "LATITUDE": 53.7322235}, {"uprn": 63013649.0, "standardised_address": "13, Broadacre Road", "standardised_postcode": 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\ No newline at end of file
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"Electricity: Electricity", "Heating": "Heat Pump: Electric Heat pumps: Ground source heat pump with flow temperature <= 35\u00b0C", "Age": "H: 1991-1995", "Property Type": "Bungalow: SemiDetached", "LONGITUDE": -0.9848107, "LATITUDE": 51.5184885, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100080248614, "standardised_address": "9, Woodside Close, Mortimer Common", "standardised_postcode": "RG7 3RZ", "Walls": "Cavity: AsBuilt (Post 1995)", "Roofs": "PitchedNormalLoftAccess: 250mm", "Main Fuel": "Electricity: Electricity", "Heating": "Electric Storage Systems: Old (large volume) storage heaters", "Age": "I: 1996-2002", "Property Type": "House: EndTerrace", "LONGITUDE": -1.0631555, "LATITUDE": 51.3799741, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100080247327, "standardised_address": "8, The Warings, Beenham", "standardised_postcode": "RG7 5NB", "Walls": "Cavity: AsBuilt (1983-1995)", "Roofs": "PitchedNormalLoftAccess: 200mm", "Main Fuel": "Electricity: Electricity", "Heating": "Electric Storage Systems: Old (large volume) storage heaters", "Age": "H: 1991-1995", "Property Type": "House: EndTerrace", "LONGITUDE": -1.1465991, "LATITUDE": 51.4169361, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100062482574, "standardised_address": "Flat 1, Wigmore House, Keymer Road, Mid Sussex, RH15 0AH", "standardised_postcode": "RH15 0AH", "Walls": "Cavity: FilledCavity", "Roofs": "AnotherDwellingAbove: Unknown", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "B: 1900-1929", "Property Type": "Flat: Semi Detached: Ground Floor", "LONGITUDE": -0.1263008, "LATITUDE": 50.9487666, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100062482578, "standardised_address": "Flat 5, Wigmore House, Keymer Road, Mid Sussex, RH15 0AH", "standardised_postcode": "RH15 0AH", "Walls": "Cavity: FilledCavity", "Roofs": "PitchedNormalLoftAccess: 100mm", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "B: 1900-1929", "Property Type": "Flat: Enclosed End Terrace: Top Floor", "LONGITUDE": -0.1263008, "LATITUDE": 50.9487666, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100062483145, "standardised_address": "1 OAKENFIELD, BURGESS HILL", "standardised_postcode": "RH15 8SJ", "Walls": "Cavity: AsBuilt (1976-1982)", "Roofs": "PitchedNormalLoftAccess: 100mm", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "F: 1976-1982", "Property Type": "Bungalow: Detached", "LONGITUDE": -0.1346033, "LATITUDE": 50.9651512, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100062483151, "standardised_address": "16, Oakenfield", "standardised_postcode": "RH15 8SJ", "Walls": "Cavity: FilledCavity", "Roofs": "PitchedNormalLoftAccess: 300mm", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "F: 1976-1982", "Property Type": "Bungalow: Detached", "LONGITUDE": -0.1364357, "LATITUDE": 50.9655582, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100062202288, "standardised_address": "Flat 5, Filmer House, 53 Haywards Road, Mid Sussex, RH16 4HX", "standardised_postcode": "RH16 4HX", "Walls": "Cavity: AsBuilt (Pre 1976)", "Roofs": "AnotherDwellingAbove: Unknown", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "C: 1930-1949", "Property Type": "Flat: Detached: Top Floor", "LONGITUDE": -0.1034196, "LATITUDE": 50.9946503, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100062202290, "standardised_address": "FLAT 7, FILMER HOUSE, 53, HAYWARDS ROAD, HAYWARDS HEATH, RH16 4HX", "standardised_postcode": "RH16 4HX", "Walls": "Cavity: AsBuilt (Pre 1976)", "Roofs": "PitchedNormalNoLoftAccess: 100mm", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "C: 1930-1949", "Property Type": "Flat: Semi Detached: Top Floor", "LONGITUDE": -0.1034196, "LATITUDE": 50.9946503, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100061831184, "standardised_address": "5, Piers Secomb Close, Coldwaltham", "standardised_postcode": "RH20 1QA", "Walls": "Cavity: FilledCavity", "Roofs": "PitchedNormalLoftAccess: 150mm", "Main Fuel": "Electricity: Electricity", "Heating": "Electric Storage Systems: High heat retention storage heaters", "Age": "I: 1996-2002", "Property Type": "Bungalow: SemiDetached", "LONGITUDE": -0.5420204, "LATITUDE": 50.9373921, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100061831185, "standardised_address": "6, Piers Secomb Close, Coldwaltham", "standardised_postcode": "RH20 1QA", "Walls": "Cavity: AsBuilt (Post 1995)", "Roofs": "PitchedNormalLoftAccess: 200mm", "Main Fuel": "Electricity: Electricity", "Heating": "Electric Storage Systems: High heat retention storage heaters", "Age": "I: 1996-2002", "Property Type": "Bungalow: SemiDetached", "LONGITUDE": -0.5420466, "LATITUDE": 50.9374644, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100061826991, "standardised_address": "57, Beech Grove, Storrington", "standardised_postcode": "RH20 3NP", "Walls": "Cavity: FilledCavity", "Roofs": "PitchedNormalLoftAccess: 150mm", "Main Fuel": "Electricity: Electricity", "Heating": "Electric Storage Systems: High heat retention storage heaters", "Age": "H: 1991-1995", "Property Type": "House: SemiDetached", "LONGITUDE": -0.4416205, "LATITUDE": 50.9245994, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100062512570, "standardised_address": "FLAT 43, KERRIGAN COURT, 16, WESTWOOD ROAD, SOUTHAMPTON, SO17 1JT", "standardised_postcode": "SO17 1JT", "Walls": "Cavity: AsBuilt (1976-1982)", "Roofs": "PitchedNormalNoLoftAccess: 250mm", "Main Fuel": "Gas: Mains Gas (Community)", "Heating": "Community Heating Systems: Community boilers only (RdSAP)", "Age": "F: 1976-1982", "Property Type": "Flat: End Terrace: Top Floor", "LONGITUDE": -1.4022734, "LATITUDE": 50.9223801, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100060708062, "standardised_address": "1 KESWICK ROAD, SOUTHAMPTON", "standardised_postcode": "SO19 9TG", "Walls": "Cavity: AsBuilt (1983-1995)", "Roofs": "PitchedNormalLoftAccess: 200mm", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "H: 1991-1995", "Property Type": "House: EndTerrace", "LONGITUDE": -1.3821631, "LATITUDE": 50.8971138, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 10034862714, "standardised_address": "16 CONDOR CLOSE, SOUTHAMPTON", "standardised_postcode": "SO19 9TH", "Walls": "Cavity: FilledCavity", "Roofs": "PitchedNormalLoftAccess: 100mm", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "H: 1991-1995", "Property Type": "House: EndTerrace", "LONGITUDE": -1.3813217, "LATITUDE": 50.8972982, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100060049602, "standardised_address": "5, Salisbury Road", "standardised_postcode": "TN37 6RX", "Walls": "SolidBrick: AsBuilt", "Roofs": "PitchedNormalLoftAccess: 50mm", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Regular Boiler", "Age": "B: 1900-1929", "Property Type": "House: MidTerrace", "LONGITUDE": 0.5616196, "LATITUDE": 50.862757, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}, {"uprn": 100060046435, "standardised_address": "83, IRONLATCH AVENUE, ST. LEONARDS-ON-SEA, TN38 9JN", "standardised_postcode": "TN38 9JN", "Walls": "Cavity: AsBuilt (1976-1982)", "Roofs": "PitchedNormalLoftAccess: 50mm", "Main Fuel": "Gas: Mains Gas", "Heating": "Boiler: A rated Combi", "Age": "F: 1976-1982", "Property Type": "House: SemiDetached", "LONGITUDE": 0.5424803, "LATITUDE": 50.8698765, "conservation_status": false, "is_listed_building": false, "is_heritage_building": false}]
\ No newline at end of file
diff --git a/etl/customers/stonewater/map_app/Stonewater real EPC breakdown.json b/etl/customers/stonewater/map_app/Stonewater real EPC breakdown.json
index 4ae2209d..e6f81f92 100644
--- a/etl/customers/stonewater/map_app/Stonewater real EPC breakdown.json	
+++ b/etl/customers/stonewater/map_app/Stonewater real EPC breakdown.json	
@@ -1 +1 @@
-[{"is_real_epc": true, "count": 3736}, {"is_real_epc": false, "count": 1509}]
\ No newline at end of file
+[{"index": true, "is_real_epc": 3736}, {"index": false, "is_real_epc": 1509}]
\ No newline at end of file
diff --git a/etl/customers/stonewater/map_app/map_page.py b/etl/customers/stonewater/map_app/map_page.py
index bb85961e..7fc2ceba 100644
--- a/etl/customers/stonewater/map_app/map_page.py
+++ b/etl/customers/stonewater/map_app/map_page.py
@@ -31,7 +31,8 @@ def make_epc_rating_piechart(epc_rating_breakdown):
     labels = [x["EPC"] for x in epc_rating_breakdown]
     values = [x["count"] for x in epc_rating_breakdown]
 
-    marker_colors = ["#117d58", "#2da55c", "#8dbd40", "#f7cd14", "#f3a96a", "#ef8026", "#e41e3b"]
+    # marker_colors = ["#117d58", "#2da55c", "#8dbd40", "#f7cd14", "#f3a96a", "#ef8026", "#e41e3b"]
+    marker_colors = ["#8dbd40", "#f7cd14", "#f3a96a", "#ef8026", "#e41e3b"]
 
     fig = go.Figure(
         data=[go.Pie(labels=labels, values=values, marker_colors=marker_colors, sort=False)],
@@ -53,7 +54,10 @@ def make_map(locations):
     # Create custom hover text
     df['hover_text'] = df.apply(
         lambda row: f"UPRN: {int(row['uprn'])}<br>Address: {row['standardised_address']}<br>Postcode: "
-                    f"{row['standardised_postcode']}<br>Latitude: {row['LATITUDE']}<br>Longitude: {row['LONGITUDE']}",
+                    f"{row['standardised_postcode']}<br>Latitude: {row['LATITUDE']}<br>Longitude: "
+                    f"{row['LONGITUDE']}<br>Walls: {row['Walls']}<br>Roofs: {row['Roofs']}<br>Main Fuel: "
+                    f"{row['Main Fuel']}<br>Heating: {row['Heating']}<br>Age: {row['Age']}<br>Property Type: "
+                    f"{row['Property Type']}",
         axis=1)
 
     data = [
@@ -93,8 +97,8 @@ def layout():
         locations = json.load(file)
 
     # Get the EPC breakdown data
-    with open("Stonewater real EPC breakdown.json") as file:
-        real_epc_breakdown = json.load(file)
+    # with open("Stonewater real EPC breakdown.json") as file:
+    #     real_epc_breakdown = json.load(file)
 
     # Get the EPC ratings data
     with open("Stonewater EPC rating breakdown.json") as file:
@@ -149,7 +153,8 @@ def layout():
                                 style={"font-size": "2.5rem", "font-weight": "bold", "margin-bottom": "20px"}
                             ),
                             html.P(
-                                "This map shows the location of the properties that are to be surveyed by Osmosis.",
+                                "This map shows the location of the properties that are to be surveyed by Osmosis. "
+                                "These properties span across 30 counties and 155 postal regions",
                                 style={"font-size": "1.25rem", "margin-bottom": "40px"}
                             ),
                         ],
@@ -170,22 +175,22 @@ def layout():
             ),
             dbc.Row(
                 [
-                    dbc.Col(
-                        [
-                            html.Div(
-                                "Breakdown of real EPCs",
-                                style={"fontSize": "1.5rem", "fontWeight": "bold", "marginBottom": "1em"},
-                                className='text-center'
-                            ),
-                            html.Div(
-                                "This pie chart shows the proportion of real EPCs in the asset list. Currently, "
-                                "there are EPCs for 3736 of the 5245 properties that have a UPRN in the asset list",
-                                style={"marginBottom": "1em"}
-                            ),
-                            make_real_epc_piechart(real_epc_breakdown),
-                        ],
-                        width={"size": 5},
-                    ),
+                    # dbc.Col(
+                    #     [
+                    #         html.Div(
+                    #             "Breakdown of real EPCs",
+                    #             style={"fontSize": "1.5rem", "fontWeight": "bold", "marginBottom": "1em"},
+                    #             className='text-center'
+                    #         ),
+                    #         html.Div(
+                    #             "This pie chart shows the proportion of real EPCs in the asset list. Currently, "
+                    #             "there are EPCs for 3736 of the 5245 properties that have a UPRN in the asset list",
+                    #             style={"marginBottom": "1em"}
+                    #         ),
+                    #         make_real_epc_piechart(real_epc_breakdown),
+                    #     ],
+                    #     width={"size": 5},
+                    # ),
                     dbc.Col(
                         [
                             html.Div(
@@ -195,22 +200,9 @@ def layout():
                             ),
                             html.Div(
                                 [
-                                    "This pie chart shows the breakdown of EPC ratings, for properties that currently "
-                                    "have an EPC. "
-                                    "The ratings range from A to G, where surprisingly, there are two EPC properties "
-                                    "that were initially "
-                                    "expected by Parity's modelled SAP, to be EPC D or below. These properties can be"
-                                    " seen ",
-                                    html.A("here",
-                                           href="https://find-energy-certificate.service.gov.uk/energy-certificate"
-                                                "/2708-5001-7327-6090-7284",
-                                           target="_blank"),
-                                    " and ",
-                                    html.A("here",
-                                           href="https://find-energy-certificate.service.gov.uk/energy-certificate"
-                                                "/1037-4032-1009-0361-7292",
-                                           target="_blank"),
-                                    "."
+                                    "This pie chart shows the breakdown of expected and real EPC ratings, "
+                                    "for properties "
+                                    "that have been selected for sample",
                                 ],
                                 style={"marginBottom": "1em"}
                             ),