-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathsummarise_epc.R
226 lines (188 loc) · 14.4 KB
/
summarise_epc.R
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
library(dplyr)
library(sf)
# Get most recent EPC
certs <- readRDS("epc_all_clean.Rds")
# dropcol <- c("LMK_KEY","ADDRESS1","ADDRESS2","ADDRESS3",
# "LOCAL_AUTHORITY","COUNTY","LODGEMENT_DATE",
# "ENVIRONMENT_IMPACT_CURRENT",
# "ENVIRONMENT_IMPACT_POTENTIAL","ENERGY_CONSUMPTION_CURRENT","ENERGY_CONSUMPTION_POTENTIAL",
# "CO2_EMISSIONS_CURRENT","CO2_EMISS_CURR_PER_FLOOR_AREA", "CO2_EMISSIONS_POTENTIAL",
# "LIGHTING_COST_CURRENT","LIGHTING_COST_POTENTIAL","HEATING_COST_CURRENT",
# "HEATING_COST_POTENTIAL","HOT_WATER_COST_CURRENT","HOT_WATER_COST_POTENTIAL",
# "MAINS_GAS_FLAG","FLOOR_LEVEL","FLAT_TOP_STOREY","FLAT_STOREY_COUNT","MAIN_HEATING_CONTROLS",
# "MAIN_HEATING_CONTROLS","MULTI_GLAZE_PROPORTION","GLAZED_TYPE",
# "GLAZED_AREA","EXTENSION_COUNT","NUMBER_HABITABLE_ROOMS","NUMBER_HEATED_ROOMS",
# "FLOOR_DESCRIPTION","FLOOR_ENV_EFF","WINDOWS_ENV_EFF","WALLS_ENV_EFF","SHEATING_ENV_EFF",
# "ROOF_ENV_EFF","LIGHTING_ENV_EFF",
# "WIND_TURBINE_COUNT","HEAT_LOSS_CORRIDOOR","HEAT_LOSS_CORRIDOOR",
# "UNHEATED_CORRIDOR_LENGTH","FLOOR_HEIGHT",
# "MECHANICAL_VENTILATION","LOCAL_AUTHORITY_LABEL","NUMBER_OPEN_FIREPLACES",
# "WALLS_DESCRIPTION", "SHEATING_ENERGY_EFF")
# certs <- certs[,!names(certs) %in% dropcol]
certs <- certs[order(certs$INSPECTION_DATE, decreasing = TRUE),]
certs <- certs[!duplicated(certs$BUILDING_REFERENCE_NUMBER),]
source("../../creds2/CarbonCalculator/R/secure_path.R")
dir.create("tmp")
unzip(paste0(paste0(substr(secure_path,1,39),"Postcodes/codepo_20210208/codepo_gpkg_gb.zip")),
exdir = "tmp")
postcodes <- read_sf("tmp/data/codepo_gb.gpkg")
unlink("tmp",recursive = TRUE)
postcodes <- postcodes[,c("Postcode")]
postcodes$Postcode <- gsub(" ","",postcodes$Postcode)
postcodeold <- readRDS("D:/OneDrive - University of Leeds/Data/Postcodes/code_point_open.Rds")
postcodeold$postcode <- gsub(" ","",postcodeold$postcode)
postcodeold <- postcodeold["postcode"]
names(postcodeold) <- c("Postcode","geom")
st_geometry(postcodeold) <- "geom"
postcodeold <- postcodeold[!postcodeold$Postcode %in% postcodes$Postcode,]
postcodes <- rbind(postcodes, postcodeold)
certs$POSTCODE_clean <- gsub(" ","",certs$POSTCODE)
summary(certs$POSTCODE_clean %in% postcodes$Postcode)
# 33916 invalid postcodes
dir.create("tmp")
unzip(paste0(substr(secure_path,1,39),"OA Bounadries/GB_LSOA_2011_clipped.zip"),
exdir = "tmp")
lsoa <- read_sf("tmp/infuse_lsoa_lyr_2011_clipped.shp")
unlink("tmp",recursive = TRUE)
lsoa <- lsoa["geo_code"]
names(lsoa) <- c("LSOA11","geometry")
nrow(postcodes)
postcodes <- st_join(postcodes, lsoa)
nrow(postcodes)
postcodes <- postcodes[!duplicated(postcodes$Postcode),]
postcodes <- st_drop_geometry(postcodes)
postcodes$quality <- NULL
certs <- left_join(certs, postcodes, by = c("POSTCODE_clean" = "Postcode"))
certs$buidling_type <- paste0(certs$BUILT_FORM," ",certs$PROPERTY_TYPE)
certs$fuel <- gsub(" \\(not community\\)","",certs$MAIN_FUEL)
certs$fuel <- gsub(" \\(unknown\\)","",certs$fuel)
certs$fuel <- gsub(" \\(community\\)","",certs$fuel)
certs$FLOOR_ENERGY_EFF[is.na(certs$FLOOR_ENERGY_EFF)] <- "NO DATA!"
certs$WINDOWS_ENERGY_EFF <- as.character(certs$WINDOWS_ENERGY_EFF)
certs$WINDOWS_ENERGY_EFF[is.na(certs$WINDOWS_ENERGY_EFF)] <- "NO DATA!"
certs$WINDOWS_ENERGY_EFF <- as.factor(certs$WINDOWS_ENERGY_EFF)
certs$WALLS_ENERGY_EFF <- as.character(certs$WALLS_ENERGY_EFF)
certs$WALLS_ENERGY_EFF[is.na(certs$WALLS_ENERGY_EFF)] <- "NO DATA!"
certs$WALLS_ENERGY_EFF <- as.factor(certs$WALLS_ENERGY_EFF)
certs$ROOF_ENERGY_EFF <- as.character(certs$ROOF_ENERGY_EFF)
certs$ROOF_ENERGY_EFF[is.na(certs$ROOF_ENERGY_EFF)] <- "NO DATA!"
certs$ROOF_ENERGY_EFF <- as.factor(certs$ROOF_ENERGY_EFF)
certs$MAINHEAT_ENERGY_EFF <- as.character(certs$MAINHEAT_ENERGY_EFF)
certs$MAINHEAT_ENERGY_EFF[is.na(certs$MAINHEAT_ENERGY_EFF)] <- "NO DATA!"
certs$MAINHEAT_ENERGY_EFF <- as.factor(certs$MAINHEAT_ENERGY_EFF)
certs$MAINHEATC_ENERGY_EFF <- as.character(certs$MAINHEATC_ENERGY_EFF)
certs$MAINHEATC_ENERGY_EFF[is.na(certs$MAINHEATC_ENERGY_EFF)] <- "NO DATA!"
certs$MAINHEATC_ENERGY_EFF <- as.factor(certs$MAINHEATC_ENERGY_EFF)
certs$PHOTO_SUPPLY[is.na(certs$PHOTO_SUPPLY)] <- 0
# Flag Roofs and Floors
certs$FLOOR_ENERGY_EFF <- as.character(certs$FLOOR_ENERGY_EFF)
certs$FLOOR_ENERGY_EFF <- ifelse((certs$FLOOR_ENERGY_EFF %in% c("NO DATA!","N/A")) &
(certs$FLOOR_DESCRIPTION %in% c("(another dwelling below)", "(other premises below)")),
"dwelling below",certs$FLOOR_ENERGY_EFF)
certs$ROOF_ENERGY_EFF <- as.character(certs$ROOF_ENERGY_EFF)
certs$ROOF_ENERGY_EFF <- ifelse((certs$ROOF_ENERGY_EFF %in% c("NO DATA!","N/A")) &
(certs$ROOF_DESCRIPTION %in% c("(another dwelling above)", "(other premises above)")),
"dwelling above",certs$ROOF_ENERGY_EFF)
cert_summ <- certs %>%
group_by(LSOA11) %>%
summarise(epc_total = n(),
epc_newbuild = length(TRANSACTION_TYPE[TRANSACTION_TYPE == "new dwelling"]),
epc_A = length(CURRENT_ENERGY_RATING[CURRENT_ENERGY_RATING == "A"]),
epc_B = length(CURRENT_ENERGY_RATING[CURRENT_ENERGY_RATING == "B"]),
epc_C = length(CURRENT_ENERGY_RATING[CURRENT_ENERGY_RATING == "C"]),
epc_D = length(CURRENT_ENERGY_RATING[CURRENT_ENERGY_RATING == "D"]),
epc_E = length(CURRENT_ENERGY_RATING[CURRENT_ENERGY_RATING == "E"]),
epc_F = length(CURRENT_ENERGY_RATING[CURRENT_ENERGY_RATING == "F"]),
epc_G = length(CURRENT_ENERGY_RATING[CURRENT_ENERGY_RATING == "G"]),
epc_other = length(CURRENT_ENERGY_RATING[is.na(CURRENT_ENERGY_RATING)]),
epc_score_avg = mean(CURRENT_ENERGY_EFFICIENCY, na.rm = TRUE),
type_house_semi = length(buidling_type[buidling_type == "Semi-Detached House"]),
type_house_midterrace = length(buidling_type[buidling_type %in% c("Enclosed Mid-Terrace House", "Mid-Terrace House")]),
type_house_endterrace = length(buidling_type[buidling_type %in% c("Enclosed End-Terrace House", "End-Terrace House")]),
type_house_detached = length(buidling_type[buidling_type == "Detached House"]),
type_flat = length(buidling_type[grepl("Flat",buidling_type)]),
type_bungalow_semi = length(buidling_type[buidling_type == "Semi-Detached Bungalow"]),
type_bungalow_midterrace = length(buidling_type[buidling_type %in% c("Enclosed Mid-Terrace Bungalow", "Mid-Terrace Bungalow")]),
type_bungalow_endterrace = length(buidling_type[buidling_type %in% c("Enclosed End-Terrace Bungalow", "End-Terrace Bungalow")]),
type_bungalow_detached = length(buidling_type[buidling_type == "Detached Bungalow"]),
type_maisonette = length(buidling_type[grepl("Maisonette",buidling_type)]),
type_parkhome = length(buidling_type[grepl("Park home",buidling_type)]),
floor_area_avg = round(mean(TOTAL_FLOOR_AREA, na.rm = TRUE)),
low_energy_light = round(mean(LOW_ENERGY_LIGHTING, na.rm = TRUE)),
floor_verygood = length(FLOOR_ENERGY_EFF[FLOOR_ENERGY_EFF == "Very Good"]),
floor_good = length(FLOOR_ENERGY_EFF[FLOOR_ENERGY_EFF == "Good"]),
floor_average = length(FLOOR_ENERGY_EFF[FLOOR_ENERGY_EFF == "Average"]),
floor_poor = length(FLOOR_ENERGY_EFF[FLOOR_ENERGY_EFF == "Poor"]),
floor_verypoor = length(FLOOR_ENERGY_EFF[FLOOR_ENERGY_EFF == "Very Poor"]),
floor_below = length(FLOOR_ENERGY_EFF[FLOOR_ENERGY_EFF == "dwelling below"]),
floor_other = length(FLOOR_ENERGY_EFF[!FLOOR_ENERGY_EFF %in% c("Very Good","Good","Average","Poor","Very Poor","dwelling below")]),
window_verygood = length(WINDOWS_ENERGY_EFF[WINDOWS_ENERGY_EFF == "Very Good"]),
window_good = length(WINDOWS_ENERGY_EFF[WINDOWS_ENERGY_EFF == "Good"]),
window_average = length(WINDOWS_ENERGY_EFF[WINDOWS_ENERGY_EFF == "Average"]),
window_poor = length(WINDOWS_ENERGY_EFF[WINDOWS_ENERGY_EFF == "Poor"]),
window_verypoor = length(WINDOWS_ENERGY_EFF[WINDOWS_ENERGY_EFF == "Very Poor"]),
window_other = length(WINDOWS_ENERGY_EFF[!WINDOWS_ENERGY_EFF %in% c("Very Good","Good","Average","Poor","Very Poor")]),
wall_verygood = length(WALLS_ENERGY_EFF[WALLS_ENERGY_EFF == "Very Good"]),
wall_good = length(WALLS_ENERGY_EFF[WALLS_ENERGY_EFF == "Good"]),
wall_average = length(WALLS_ENERGY_EFF[WALLS_ENERGY_EFF == "Average"]),
wall_poor = length(WALLS_ENERGY_EFF[WALLS_ENERGY_EFF == "Poor"]),
wall_verypoor = length(WALLS_ENERGY_EFF[WALLS_ENERGY_EFF == "Very Poor"]),
wall_other = length(WALLS_ENERGY_EFF[!WALLS_ENERGY_EFF %in% c("Very Good","Good","Average","Poor","Very Poor")]),
roof_verygood = length(ROOF_ENERGY_EFF[ROOF_ENERGY_EFF == "Very Good"]),
roof_good = length(ROOF_ENERGY_EFF[ROOF_ENERGY_EFF == "Good"]),
roof_average = length(ROOF_ENERGY_EFF[ROOF_ENERGY_EFF == "Average"]),
roof_poor = length(ROOF_ENERGY_EFF[ROOF_ENERGY_EFF == "Poor"]),
roof_verypoor = length(ROOF_ENERGY_EFF[ROOF_ENERGY_EFF == "Very Poor"]),
roof_above = length(ROOF_ENERGY_EFF[ROOF_ENERGY_EFF == "dwelling above"]),
roof_other = length(ROOF_ENERGY_EFF[!ROOF_ENERGY_EFF %in% c("Very Good","Good","Average","Poor","Very Poor","dwelling above")]),
mainheat_verygood = length(MAINHEAT_ENERGY_EFF[MAINHEAT_ENERGY_EFF == "Very Good"]),
mainheat_good = length(MAINHEAT_ENERGY_EFF[MAINHEAT_ENERGY_EFF == "Good"]),
mainheat_average = length(MAINHEAT_ENERGY_EFF[MAINHEAT_ENERGY_EFF == "Average"]),
mainheat_poor = length(MAINHEAT_ENERGY_EFF[MAINHEAT_ENERGY_EFF == "Poor"]),
mainheat_verypoor = length(MAINHEAT_ENERGY_EFF[MAINHEAT_ENERGY_EFF == "Very Poor"]),
mainheat_other = length(MAINHEAT_ENERGY_EFF[!MAINHEAT_ENERGY_EFF %in% c("Very Good","Good","Average","Poor","Very Poor")]),
mainheatdesc_gasboiler = length(MAINHEAT_DESCRIPTION[MAINHEAT_DESCRIPTION %in% c("boiler, underfloor heating, mains gas", "boiler, radiators, mains gas") ]),
mainheatdesc_oilboiler = length(MAINHEAT_DESCRIPTION[MAINHEAT_DESCRIPTION %in% c("boiler, underfloor heating, oil","boiler, radiators, oil")]),
mainheatdesc_storageheater = length(MAINHEAT_DESCRIPTION[grepl("electric storage heaters",MAINHEAT_DESCRIPTION)]),
mainheatdesc_portableheater = length(MAINHEAT_DESCRIPTION[grepl("electric heaters",MAINHEAT_DESCRIPTION)]),
mainheatdesc_roomheater = length(MAINHEAT_DESCRIPTION[grepl("room heaters",MAINHEAT_DESCRIPTION)]),
mainheatdesc_heatpump = length(MAINHEAT_DESCRIPTION[grepl("heat pump",MAINHEAT_DESCRIPTION)]),
mainheatdesc_community = length(MAINHEAT_DESCRIPTION[grepl("community",MAINHEAT_DESCRIPTION)]),
mainfuel_mainsgas = length(fuel[fuel == "mains gas"]),
mainfuel_electric = length(fuel[grepl("electric",fuel)]),
mainfuel_oil = length(fuel[fuel == "oil" | grepl("b30",fuel)] ),
mainfuel_coal = length(fuel[grepl("coal",fuel) | grepl("anthracite",fuel)]),
mainfuel_lpg = length(fuel[grepl("lpg",fuel)]),
mainfuel_biomass = length(fuel[grepl("wood",fuel) | grepl("biomass",fuel)]),
mainheatcontrol_verygood = length(MAINHEATC_ENERGY_EFF[MAINHEATC_ENERGY_EFF == "Very Good"]),
mainheatcontrol_good = length(MAINHEATC_ENERGY_EFF[MAINHEATC_ENERGY_EFF == "Good"]),
mainheatcontrol_average = length(MAINHEATC_ENERGY_EFF[MAINHEATC_ENERGY_EFF == "Average"]),
mainheatcontrol_poor = length(MAINHEATC_ENERGY_EFF[MAINHEATC_ENERGY_EFF == "Poor"]),
mainheatcontrol_verypoor = length(MAINHEATC_ENERGY_EFF[MAINHEATC_ENERGY_EFF == "Very Poor"]),
mainheatcontrol_other = length(MAINHEATC_ENERGY_EFF[!MAINHEATC_ENERGY_EFF %in% c("Very Good","Good","Average","Poor","Very Poor")]),
has_solarpv = length(PHOTO_SUPPLY[PHOTO_SUPPLY > 0 ]),
has_solarthermal = length(SOLAR_WATER_HEATING_FLAG[SOLAR_WATER_HEATING_FLAG]),
)
cert_summ$type_other <- cert_summ$epc_total - rowSums(cert_summ[,grepl("type_",names(cert_summ))])
cert_summ$mainheatdesc_other <- cert_summ$epc_total - rowSums(cert_summ[,grepl("mainheatdesc_",names(cert_summ))])
cert_summ <- cert_summ[,c("LSOA11","epc_total","epc_newbuild",
"epc_A","epc_B","epc_C","epc_D","epc_E","epc_F","epc_G","epc_other",
"epc_score_avg",
"type_house_semi","type_house_midterrace","type_house_endterrace",
"type_house_detached","type_flat","type_bungalow_semi",
"type_bungalow_midterrace","type_bungalow_endterrace",
"type_bungalow_detached","type_maisonette","type_parkhome","type_other",
"floor_area_avg","low_energy_light",
"floor_verygood","floor_good","floor_average","floor_poor","floor_verypoor","floor_below","floor_other",
"window_verygood","window_good","window_average","window_poor","window_verypoor","window_other",
"wall_verygood","wall_good","wall_average","wall_poor","wall_verypoor","wall_other",
"roof_verygood","roof_good","roof_average","roof_poor","roof_verypoor","roof_above","roof_other",
"mainheat_verygood","mainheat_good","mainheat_average","mainheat_poor","mainheat_verypoor","mainheat_other",
"mainheatdesc_gasboiler","mainheatdesc_oilboiler","mainheatdesc_storageheater",
"mainheatdesc_portableheater","mainheatdesc_roomheater","mainheatdesc_heatpump",
"mainheatdesc_community","mainheatdesc_other",
"mainfuel_mainsgas","mainfuel_electric","mainfuel_oil","mainfuel_coal",
"mainfuel_lpg","mainfuel_biomass",
"mainheatcontrol_verygood","mainheatcontrol_good","mainheatcontrol_average","mainheatcontrol_poor","mainheatcontrol_verypoor","mainheatcontrol_other",
"has_solarpv","has_solarthermal")]
saveRDS(cert_summ, "epc_lsoa_summary.Rds")