From 3fb504feea729911d1d90817dceb67e84d830365 Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Tue, 29 Mar 2022 18:10:29 +0200 Subject: [PATCH 01/48] Housing quality data - draft Two sources of housing quality indicators --- .../scotland/housing-quality.R | 39 +++++++++++++++++++ 1 file changed, 39 insertions(+) create mode 100644 R/vulnerability/disasters-emergencies/scotland/housing-quality.R diff --git a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R new file mode 100644 index 0000000..ad992e6 --- /dev/null +++ b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R @@ -0,0 +1,39 @@ +# Load libraries ---- +library(tidyverse) +library(readxl) +library(demographr) +library(geographr) + +library(broom) +library(classInt) + +source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") + +#Load data---- +# 1 Data from Scottish House Condition Survey ---- +# Data source: https://www.gov.scot/publications/scottish-house-condition-survey-local-authority-analysis-2017-2019/ +# In this datasets Local Autorithies are only identified by their name and not their code + +tf <- download_file( + "https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2021/02/scottish-house-condition-survey-local-authority-analyses-2017-2019/documents/tables/tables/govscot%3Adocument/tables.xlsx", + "xlxs" +) + +raw <- read_excel(tf, sheet = "SHQS", skip = 4, na = "*") + +housing <- raw |> + select(lad_name = "Local Authority", poor_housing_ind = "% of LA") |> + slice(1:nrow(raw)-1) + +# 2 Data from Scottish Index of Multiple Deprivation ---- +# Data source: https://www.gov.scot/publications/scottish-index-of-multiple-deprivation-2020v2-indicator-data/ + +tf2 <- download_file( + "https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/01/scottish-index-of-multiple-deprivation-2020-indicator-data/documents/simd_2020_indicators/simd_2020_indicators/govscot%3Adocument/SIMD%2B2020v2%2B-%2Bindicators.xlsx", + "xlxs" +) + +raw2 <- read_excel(tf2, sheet = "Data", na = "*") + +housing2 <- raw2 |> + select(lsoa_code = Data_Zone, overcrowded_rate, nocentralheat_rate) \ No newline at end of file From 08bd20df2cb268f3c47a6736e1835cdcb4d81a69 Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Tue, 29 Mar 2022 18:21:43 +0200 Subject: [PATCH 02/48] access services data --- .../scotland/access-services.R | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) create mode 100644 R/vulnerability/disasters-emergencies/scotland/access-services.R diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R new file mode 100644 index 0000000..4b666a1 --- /dev/null +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -0,0 +1,18 @@ +library(tidyverse) +library(readxl) +library(demographr) + +source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") + +#Data Source: Scottish Index of Multiple Deprivation 2020 https://www.gov.scot/publications/scottish-index-of-multiple-deprivation-2020v2-indicator-data/ + +tf <- download_file( + "https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/01/scottish-index-of-multiple-deprivation-2020-indicator-data/documents/simd_2020_indicators/simd_2020_indicators/govscot%3Adocument/SIMD%2B2020v2%2B-%2Bindicators.xlsx", + "xlxs" +) + +raw <- read_excel(tf, sheet = "Data", na = "*") + +housing <- raw |> + select(lsoa_code = Data_Zone, drive_petrol, drive_GP, drive_post, drive_primary, + drive_retail, drive_secondary, PT_GP, PT_post, PT_retail) From cf7f1e7b6c7f63fb047adaac8786ca8848b5a7db Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Fri, 1 Apr 2022 13:27:40 +0200 Subject: [PATCH 03/48] Calculate overall indicator - type 1 --- .../scotland/access-services.R | 17 ++++++++++++++--- 1 file changed, 14 insertions(+), 3 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R index 4b666a1..b0db373 100644 --- a/R/vulnerability/disasters-emergencies/scotland/access-services.R +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -1,10 +1,11 @@ +# Load packages---- library(tidyverse) library(readxl) library(demographr) source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") -#Data Source: Scottish Index of Multiple Deprivation 2020 https://www.gov.scot/publications/scottish-index-of-multiple-deprivation-2020v2-indicator-data/ +# Data Source: Scottish Index of Multiple Deprivation 2020 https://www.gov.scot/publications/scottish-index-of-multiple-deprivation-2020v2-indicator-data/ tf <- download_file( "https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/01/scottish-index-of-multiple-deprivation-2020-indicator-data/documents/simd_2020_indicators/simd_2020_indicators/govscot%3Adocument/SIMD%2B2020v2%2B-%2Bindicators.xlsx", @@ -14,5 +15,15 @@ tf <- download_file( raw <- read_excel(tf, sheet = "Data", na = "*") housing <- raw |> - select(lsoa_code = Data_Zone, drive_petrol, drive_GP, drive_post, drive_primary, - drive_retail, drive_secondary, PT_GP, PT_post, PT_retail) + select(dz_code = Data_Zone, drive_GP, drive_primary, + drive_retail, drive_secondary) |> + mutate(index = (drive_GP+drive_primary+drive_secondary+drive_retail)/4) + +codes <-lookup_postcode_oa_11_lsoa_11_msoa_11_lad_20 |> + select(dz_code = lsoa_11_code, lad_21_code = lad_20_code) + +joined_codes <- inner_join(housing, codes, by = "dz_code") + +grouped <- joined_codes |> + group_by(lad_21_code) |> + summarize(mean_distance_services = mean(index)) From b2e6421f836450d7a8e043507f3d3890df1f93b4 Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Fri, 1 Apr 2022 13:29:21 +0200 Subject: [PATCH 04/48] Data spending power --- .../scotland/la-spending-power.R | 29 +++++++++++++++++++ 1 file changed, 29 insertions(+) create mode 100644 R/capacity/disasters-emergencies/scotland/la-spending-power.R diff --git a/R/capacity/disasters-emergencies/scotland/la-spending-power.R b/R/capacity/disasters-emergencies/scotland/la-spending-power.R new file mode 100644 index 0000000..431c70b --- /dev/null +++ b/R/capacity/disasters-emergencies/scotland/la-spending-power.R @@ -0,0 +1,29 @@ +# Load packages +library(geographr) +library(demographr) +library(sf) +library(tidyverse) +library(readxl) +library(fuzzyjoin) + +source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") + +# Spending power data ---- +tf <- download_file("https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2022/03/scottish-local-government-finance-statistics-slgfs-2020-21/documents/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables/govscot%3Adocument/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables.xlsx", ".xlsx") + +raw <- read_excel(tf, sheet = "Chart 3.4", skip = 5) + +clean <- raw |> + select(lad_21_name = "Local Authority", + cexp = "Capital \r\nExpenditure,\r\n£ per person") |> + mutate(cexp = as.numeric(cexp)) |> + filter(lad_21_name != "ALL COUNCILS") + +clean$lad_21_name <- gsub('&','and', clean$lad_21_name) + +lad <- boundaries_lad_21 |> + filter(str_detect(lad_21_code, "^S")) + +named <- inner_join(clean, lad, by = "lad_21_name") |> + select(lad_21_name, lad_21_code, cexp) + From 671e46ab89f789f7475750485e56e225ed209fa2 Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Fri, 1 Apr 2022 13:51:19 +0200 Subject: [PATCH 05/48] fires data normalised --- .../disasters-emergencies/scotland/fires.R | 43 +++++++++++++++++++ 1 file changed, 43 insertions(+) create mode 100644 R/shocks/disasters-emergencies/scotland/fires.R diff --git a/R/shocks/disasters-emergencies/scotland/fires.R b/R/shocks/disasters-emergencies/scotland/fires.R new file mode 100644 index 0000000..74d6881 --- /dev/null +++ b/R/shocks/disasters-emergencies/scotland/fires.R @@ -0,0 +1,43 @@ +# Load packages ---- +library(tidyverse) +library(readxl) +library(geographr) +library(sf) +library(demographr) + +source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") + +# Load data and prep ---- +# Data Source: Fire and Rescue Incident Statistics 2020-21 (Scottish Fire and Rescue Service) + +tf <- download_file( + "https://www.firescotland.gov.uk/media/1144334/firesbydatazone.xlsx", + "xlxs" +) + +raw <- read_excel(tf) + +#Keeping only dwelling fires happened in 2020 and 2021 +clean <- raw |> + filter(IncidentType == "Dwelling Fire", FiscalYear == "2020-21") |> + rename(lad_21_code = LACode) + +grouped <- clean |> + group_by(lad_21_code) |> + summarise(fire_count = n()) + +codes <-lookup_postcode_oa_11_lsoa_11_msoa_11_lad_20 |> + select(dz_code = lsoa_11_code, lad_21_code = lad_20_code) + +dz_codes_data <- inner_join(grouped, codes, by = "lad_21_code") + +pop <- population_dz_20 |> + filter(sex == "All") |> + select(dz_code, total_population) + +tot <- inner_join(dz_codes_data, pop, by = "dz_code") |> + group_by(lad_21_code, fire_count) |> + summarise(total_population = sum(total_population)) |> + mutate(fire_rate = fire_count/total_population*100000) + +#Fire every 100 000 people (normalised) \ No newline at end of file From b2b53b0584d48e8f215b64f4389c88944cbbeb63 Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 6 Apr 2022 17:44:58 +0200 Subject: [PATCH 06/48] Code correction --- .../disasters-emergencies/scotland/fires.R | 59 ++++++++++++++++++- .../scotland/access-services.R | 1 + 2 files changed, 59 insertions(+), 1 deletion(-) diff --git a/R/shocks/disasters-emergencies/scotland/fires.R b/R/shocks/disasters-emergencies/scotland/fires.R index 74d6881..7fd1465 100644 --- a/R/shocks/disasters-emergencies/scotland/fires.R +++ b/R/shocks/disasters-emergencies/scotland/fires.R @@ -5,7 +5,7 @@ library(geographr) library(sf) library(demographr) -source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") +source("R/utils.R") # Load data and prep ---- # Data Source: Fire and Rescue Incident Statistics 2020-21 (Scottish Fire and Rescue Service) @@ -17,11 +17,68 @@ tf <- download_file( raw <- read_excel(tf) +reduced <- + raw |> + select( + fiscal_year = FiscalYear, + incident_type = IncidentType, + year = CalendarYear, + incident_date = IncidentDate, + lad_code = LACode, + cat = PropertyCategorySummary + ) + +dropped <- + reduced |> + filter(incident_type == "Dwelling Fire") |> + select(-incident_type, -cat) + +fires_id <- + dropped |> + mutate(id = row_number()) |> + relocate(id) + +fires_id |> + filter(year == "2020") |> + select(lad_code, id) + + + + + + + + + + + + + + + + + + #Keeping only dwelling fires happened in 2020 and 2021 clean <- raw |> filter(IncidentType == "Dwelling Fire", FiscalYear == "2020-21") |> rename(lad_21_code = LACode) +fire_lads <- + clean |> + distinct(lad_21_code) |> + pull() + +geographr_lads <- + boundaries_lad_21 |> + filter(str_detect(lad_21_code, "^S")) |> + pull(lad_21_code) + +if(!(setequal(fire_lads, geographr_lads))) { + stop("LADS don't match") +} + + grouped <- clean |> group_by(lad_21_code) |> summarise(fire_count = n()) diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R index b0db373..e8f84e0 100644 --- a/R/vulnerability/disasters-emergencies/scotland/access-services.R +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -2,6 +2,7 @@ library(tidyverse) library(readxl) library(demographr) +library(geographr) source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") From 3c086bd7e188fe5c8904eabdeb4d6f12968f292d Mon Sep 17 00:00:00 2001 From: sralpp Date: Fri, 8 Apr 2022 16:24:04 +0200 Subject: [PATCH 07/48] Check equal lads, plot, scales for access services --- .../scotland/la-spending-power.R | 58 +++++++++++++--- .../disasters-emergencies/scotland/fires.R | 38 ++++------ .../scotland/access-services.R | 69 ++++++++++++++++--- 3 files changed, 119 insertions(+), 46 deletions(-) diff --git a/R/capacity/disasters-emergencies/scotland/la-spending-power.R b/R/capacity/disasters-emergencies/scotland/la-spending-power.R index 431c70b..01776f1 100644 --- a/R/capacity/disasters-emergencies/scotland/la-spending-power.R +++ b/R/capacity/disasters-emergencies/scotland/la-spending-power.R @@ -6,24 +6,62 @@ library(tidyverse) library(readxl) library(fuzzyjoin) -source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") +source("R/utils.R") -# Spending power data ---- -tf <- download_file("https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2022/03/scottish-local-government-finance-statistics-slgfs-2020-21/documents/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables/govscot%3Adocument/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables.xlsx", ".xlsx") +# Data Source: Scottish Local Government Finance Statistics (SLGFS) 2020-21 (Scottish Government) ---- +tf <- download_file("https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2022/03/scottish-local-government-finance-statistics-slgfs-2020-21/documents/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables-revised-7-april-2022/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables-revised-7-april-2022/govscot%3Adocument/scottish-local-government-finance-statistics-slgfs-2020-21-publication-tables-revised-7-april-2022.xlsx", ".xlsx") raw <- read_excel(tf, sheet = "Chart 3.4", skip = 5) -clean <- raw |> +spending <- raw |> select(lad_21_name = "Local Authority", - cexp = "Capital \r\nExpenditure,\r\n£ per person") |> - mutate(cexp = as.numeric(cexp)) |> + cap_exp_person = "Capital \r\nExpenditure,\r\n£ per person") |> + mutate(cap_exp_person = as.numeric(cap_exp_person)) |> filter(lad_21_name != "ALL COUNCILS") -clean$lad_21_name <- gsub('&','and', clean$lad_21_name) +# Check LAD names +spending |> + distinct(lad_21_name) -lad <- boundaries_lad_21 |> +geographr_lads <- boundaries_lad_21 |> filter(str_detect(lad_21_code, "^S")) -named <- inner_join(clean, lad, by = "lad_21_name") |> - select(lad_21_name, lad_21_code, cexp) +geographr_lads |> + distinct(lad_21_name) +# Correct mistmatches +spending$lad_21_name <- gsub('&','and', spending$lad_21_name) + +# Check if LAD names are the same as in geographr +spending_names <- spending |> + distinct(lad_21_name) |> + pull() + +geographr_lads_names <- geographr_lads |> + distinct(lad_21_name) |> + pull() + +if(!(setequal(spending_names, geographr_lads_names))) { + stop("LADS don't match") +} else { + "LADS match" +} + +# Add LAD codes to the dataset +spending_lad <- left_join(spending, lad, by = "lad_21_name") |> + select(lad_21_name, lad_21_code, cap_exp_person) + +# Plot the LADs spending power +spending_lad |> + mutate(lad_21_name = fct_reorder(lad_21_name, desc(cap_exp_person))) |> + ggplot(aes(x = lad_21_name, y = cap_exp_person))+ + geom_point() + + theme_classic() + + labs(title = "Capital Expenditure per Person of Scottish Local Authorities", + x = "Local Authority District", + y = "Capital Expenditure per Person") + + guides(x = guide_axis(angle = 90)) + +# # Save data ---- +# spending_lad |> +# write_rds("data/capacity/disasters-emergencies/scotland/la-spending-power.rds") \ No newline at end of file diff --git a/R/shocks/disasters-emergencies/scotland/fires.R b/R/shocks/disasters-emergencies/scotland/fires.R index 7fd1465..4696563 100644 --- a/R/shocks/disasters-emergencies/scotland/fires.R +++ b/R/shocks/disasters-emergencies/scotland/fires.R @@ -17,6 +17,7 @@ tf <- download_file( raw <- read_excel(tf) +#Keep useful variables only reduced <- raw |> select( @@ -24,10 +25,11 @@ reduced <- incident_type = IncidentType, year = CalendarYear, incident_date = IncidentDate, - lad_code = LACode, + lad_21_code = LACode, cat = PropertyCategorySummary ) +#Filter fires by incident_type and year to include only dwelling fires from 2020 dropped <- reduced |> filter(incident_type == "Dwelling Fire") |> @@ -40,32 +42,10 @@ fires_id <- fires_id |> filter(year == "2020") |> - select(lad_code, id) - - - - - - - - - - - - - - - - - - -#Keeping only dwelling fires happened in 2020 and 2021 -clean <- raw |> - filter(IncidentType == "Dwelling Fire", FiscalYear == "2020-21") |> - rename(lad_21_code = LACode) + select(lad_21_code, id) fire_lads <- - clean |> + fires_id |> distinct(lad_21_code) |> pull() @@ -76,8 +56,14 @@ geographr_lads <- if(!(setequal(fire_lads, geographr_lads))) { stop("LADS don't match") +} else { + "LADS match" } +differences <- na.omit(setdiff(fire_lads, geographr_lads)) +differences + +#change lads that do not match grouped <- clean |> group_by(lad_21_code) |> @@ -97,4 +83,4 @@ tot <- inner_join(dz_codes_data, pop, by = "dz_code") |> summarise(total_population = sum(total_population)) |> mutate(fire_rate = fire_count/total_population*100000) -#Fire every 100 000 people (normalised) \ No newline at end of file +#Fire every 100 000 people \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R index e8f84e0..89e4d2f 100644 --- a/R/vulnerability/disasters-emergencies/scotland/access-services.R +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -3,8 +3,11 @@ library(tidyverse) library(readxl) library(demographr) library(geographr) +library(psych) -source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") +source("R/utils.R") +# Technical notes on the Scottish Index of Multiple Deprivation 2020 +# Page 50 https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/09/simd-2020-technical-notes/documents/simd-2020-technical-notes/simd-2020-technical-notes/govscot%3Adocument/SIMD%2B2020%2Btechnical%2Bnotes.pdf # Data Source: Scottish Index of Multiple Deprivation 2020 https://www.gov.scot/publications/scottish-index-of-multiple-deprivation-2020v2-indicator-data/ @@ -15,16 +18,62 @@ tf <- download_file( raw <- read_excel(tf, sheet = "Data", na = "*") -housing <- raw |> - select(dz_code = Data_Zone, drive_GP, drive_primary, - drive_retail, drive_secondary) |> - mutate(index = (drive_GP+drive_primary+drive_secondary+drive_retail)/4) +imd_distances <- raw |> + select(dz_code = Data_Zone, + drive_GP, + drive_primary, + drive_retail, + drive_secondary) -codes <-lookup_postcode_oa_11_lsoa_11_msoa_11_lad_20 |> - select(dz_code = lsoa_11_code, lad_21_code = lad_20_code) +# Check the correlation between different measures of distances to services +cor(imd_distances[, -1]) +alpha(imd_distances[, -1]) +describe(imd_distances[, -1], skew = FALSE) -joined_codes <- inner_join(housing, codes, by = "dz_code") +# Create an unweighted scale +imd_distances_scale <- imd_distances |> + mutate(unweighted_scale = (drive_GP+drive_primary+drive_secondary+drive_retail)/4) -grouped <- joined_codes |> +# Check correlation with the unweighted scale +cor(imd_distances_scale[, -1]) +alpha(imd_distances_scale[, -1]) +describe(imd_distances_scale[, -1], skew = FALSE) + +# Create a weighted scale with factor analysis +fa <- factanal(imd_distances[, -1], + factors = 1, scores = "regression") +imd_distances_scale$weighted_scale <- fa$scores +loadings(fa) + +describe(imd_distances_scale, skew = FALSE) +round(cor(imd_distances_scale[, c("mean_distance", "weighted_distance")]),3) + +# Check if codes are equal +distances_dz <- imd_distances |> + distinct(dz_code) |> + pull() + +geographr_codes <- lookup_postcode_oa_11_lsoa_11_msoa_11_lad_20 |> + select(dz_code = lsoa_11_code, lad_21_code = lad_20_code) |> + filter(str_detect(lad_21_code, "^S")) + +geographr_dz <- geographr_codes |> + distinct(dz_code) |> + pull() + +if(!(setequal(distances_dz, geographr_dz))) { + stop("LADS don't match") +} else { + "LADS match" +} + +# Join codes +distances_codes <- left_join(imd_distances_scale, codes, by = "dz_code") |> + relocate(lad_21_code) + +grouped_distances <- distances_codes |> group_by(lad_21_code) |> - summarize(mean_distance_services = mean(index)) + summarize(mean = mean(unweighted_scale), + max = max(unweighted_scale), + min = min(unweighted_scale), + sd = sd(unweighted_scale)) From 2a7015b78350aedd7b8f8480fe452820fc85ad33 Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 13 Apr 2022 15:12:20 +0200 Subject: [PATCH 08/48] corrections to fires and rewriting disabilities --- .../disasters-emergencies/scotland/fires.R | 34 +++++++++++++++++-- .../scotland/access-services.R | 2 +- 2 files changed, 32 insertions(+), 4 deletions(-) diff --git a/R/shocks/disasters-emergencies/scotland/fires.R b/R/shocks/disasters-emergencies/scotland/fires.R index 4696563..700a468 100644 --- a/R/shocks/disasters-emergencies/scotland/fires.R +++ b/R/shocks/disasters-emergencies/scotland/fires.R @@ -60,12 +60,40 @@ if(!(setequal(fire_lads, geographr_lads))) { "LADS match" } +# Change lads that do not match using https://findthatpostcode.uk/ differences <- na.omit(setdiff(fire_lads, geographr_lads)) differences -#change lads that do not match +clean <- + fires_id |> + mutate(lad_21_code = case_when( + lad_21_code == "S12000015" ~ "S12000047", + lad_21_code == "S12000024" ~ "S12000048", + lad_21_code == "S12000046" ~ "S12000049", + lad_21_code == "S12000044" ~ "S12000050", + TRUE ~ lad_21_code)) -grouped <- clean |> +# Check again +fire_lads <- + clean |> + distinct(lad_21_code) |> + pull() + +geographr_lads <- + boundaries_lad_21 |> + filter(str_detect(lad_21_code, "^S")) |> + pull(lad_21_code) + +if(na.omit(!setequal(fire_lads, geographr_lads))) { + stop("LADS don't match") +} else { + "LADS match" +} + +setdiff(fire_lads, geographr_lads) + +# Group by LAD +grouped <- fires_id |> group_by(lad_21_code) |> summarise(fire_count = n()) @@ -83,4 +111,4 @@ tot <- inner_join(dz_codes_data, pop, by = "dz_code") |> summarise(total_population = sum(total_population)) |> mutate(fire_rate = fire_count/total_population*100000) -#Fire every 100 000 people \ No newline at end of file +#Fires every 100 000 people \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R index 89e4d2f..5e72339 100644 --- a/R/vulnerability/disasters-emergencies/scotland/access-services.R +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -68,7 +68,7 @@ if(!(setequal(distances_dz, geographr_dz))) { } # Join codes -distances_codes <- left_join(imd_distances_scale, codes, by = "dz_code") |> +distances_codes <- left_join(imd_distances_scale, geographr_codes, by = "dz_code") |> relocate(lad_21_code) grouped_distances <- distances_codes |> From abbabb39416ca05c7998fafaadbaf5345799a733 Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 13 Apr 2022 15:12:49 +0200 Subject: [PATCH 09/48] Update disabilities.R --- .../scotland/disabilities.R | 84 +++++++++---------- 1 file changed, 40 insertions(+), 44 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/disabilities.R b/R/vulnerability/disasters-emergencies/scotland/disabilities.R index ed71b08..ab314bd 100644 --- a/R/vulnerability/disasters-emergencies/scotland/disabilities.R +++ b/R/vulnerability/disasters-emergencies/scotland/disabilities.R @@ -1,45 +1,43 @@ -library(readr) -library(httr) -library(dplyr) -source("R/utils.R") - -# The NOMIS API query creator was used to generate the url in the GET request: -# Source: https://www.nomisweb.co.uk/datasets/apsnew -# Data Set: Annual Population Survery -# Indicator: % aged 16-64 who are EA core or work-limiting disabled -disability_raw <- read_csv("http://www.nomisweb.co.uk/api/v01/dataset/NM_17_5.data.csv?geography=1946157405...1946157408,1946157416,1946157409...1946157415,1946157418...1946157424,1946157417,1946157425...1946157436,2013265931&date=latest&variable=1733&measures=20599,21001,21002,21003&select=date_name,geography_name,geography_code,variable_name,measures_name,obs_value,obs_status_name") - -# Keep vars of interest -disability <- - disability_raw %>% - select( - lad_code = GEOGRAPHY_CODE, - measures_name = MEASURES_NAME, - disability_daily_activities_percent = OBS_VALUE - ) %>% - filter(measures_name == "Variable") %>% - select(-measures_name) - -# Remove Scotland Aggregate and convert to decimal -disability <- - disability %>% - filter(lad_code != "S92000003") %>% - mutate(disability_daily_activities_percent = disability_daily_activities_percent / 100) +# Load packages ---- +library(tidyverse) +library(nomisr) -# Match 2019 LAD codes -# https://www.opendata.nhs.scot/dataset/geography-codes-and-labels/resource/967937c4-8d67-4f39-974f-fd58c4acfda5 -# Look at the 'CADateArchived' column to view changes -disability <- - disability %>% - mutate( - lad_code = case_when( - lad_code == "S12000015" ~ "S12000047", - lad_code == "S12000024" ~ "S12000048", - lad_code == "S12000046" ~ "S12000049", - lad_code == "S12000044" ~ "S12000050", - TRUE ~ lad_code - ) - ) +# Load data ---- +# Source: https://www.nomisweb.co.uk/query/construct/summary.asp?changing=yes&dataset=17&anal=5&version=0 +# Variable: Percentage of working age adults (16 to 64 years old) who are disabled (under the Equality Act) or work-limiting disabled +# Parameter values in nomis_get_data() based on this URL: + +nomisr_raw = nomis_get_data( + id = "NM_17_5", + date = "latest", + geography = "TYPE432", # LADs + variable = "1733", + measures = c("20599", "21001", "21002") # percentage, numerator & denominator +) + +# Date of data (takes latest available data) +unique(nomisr_raw$DATE) + +disabilities <- nomisr_raw %>% + select(lad_code = "GEOGRAPHY_CODE", measure = "MEASURES_NAME", value ="OBS_VALUE") |> + filter(measure == "Variable", + str_detect(lad_code, "^S")) |> + mutate(disabilities_prop = value / 100) |> + select(-c(measure, value)) + +disabilities |> + filter(is.na(disabilities_prop)) + +nomisr_raw %>% + filter(GEOGRAPHY_CODE == + as.character + (disabilities[(which(is.na(disabilities$disabilities_prop))), + "lad_code"])) %>% + select(GEOGRAPHY_NAME) %>% + unique() %>% + as.character() + +# Orkney Islands is missing # Compute deciles disability <- @@ -50,6 +48,4 @@ disability <- rank, num_quantiles = 10 ) - ) - -write_rds(disability, "data/vulnerability/disasters-emergencies/scotland/disability-lad.rds") \ No newline at end of file + ) \ No newline at end of file From 264297d9733eb4124dcdddc866c0c499d59146f5 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 14 Apr 2022 15:56:26 +0200 Subject: [PATCH 10/48] Update disabilities.R --- .../scotland/disabilities.R | 36 +++++++------------ 1 file changed, 13 insertions(+), 23 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/disabilities.R b/R/vulnerability/disasters-emergencies/scotland/disabilities.R index ab314bd..ee9a3f0 100644 --- a/R/vulnerability/disasters-emergencies/scotland/disabilities.R +++ b/R/vulnerability/disasters-emergencies/scotland/disabilities.R @@ -2,6 +2,7 @@ library(tidyverse) library(nomisr) +source("R/utils.R") # Load data ---- # Source: https://www.nomisweb.co.uk/query/construct/summary.asp?changing=yes&dataset=17&anal=5&version=0 # Variable: Percentage of working age adults (16 to 64 years old) who are disabled (under the Equality Act) or work-limiting disabled @@ -13,39 +14,28 @@ nomisr_raw = nomis_get_data( geography = "TYPE432", # LADs variable = "1733", measures = c("20599", "21001", "21002") # percentage, numerator & denominator -) + ) # Date of data (takes latest available data) unique(nomisr_raw$DATE) -disabilities <- nomisr_raw %>% - select(lad_code = "GEOGRAPHY_CODE", measure = "MEASURES_NAME", value ="OBS_VALUE") |> +disabilities <- nomisr_raw |> + select(lad_code = "GEOGRAPHY_CODE", + lad_name = "GEOGRAPHY_NAME", + measure = "MEASURES_NAME", + value ="OBS_VALUE") |> filter(measure == "Variable", str_detect(lad_code, "^S")) |> mutate(disabilities_prop = value / 100) |> select(-c(measure, value)) disabilities |> - filter(is.na(disabilities_prop)) + keep_na() -nomisr_raw %>% - filter(GEOGRAPHY_CODE == - as.character - (disabilities[(which(is.na(disabilities$disabilities_prop))), - "lad_code"])) %>% - select(GEOGRAPHY_NAME) %>% - unique() %>% - as.character() - -# Orkney Islands is missing +# Orkney Islands and Shetland Islands are missing # Compute deciles -disability <- - disability %>% - mutate(rank = rank(disability_daily_activities_percent)) %>% - mutate( - deciles = quantise( - rank, - num_quantiles = 10 - ) - ) \ No newline at end of file +disabilities <- disabilities |> + mutate(rank = rank(disabilities_prop)) |> + mutate(deciles = quantise(rank, num_quantiles = 10)) |> + select(-lad_name) From 2251e03cf94989449bb56619384f969993832a21 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 14 Apr 2022 18:06:51 +0200 Subject: [PATCH 11/48] Update housing-quality.R --- .../scotland/housing-quality.R | 26 ++++++------------- 1 file changed, 8 insertions(+), 18 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R index ad992e6..7a9e083 100644 --- a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R +++ b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R @@ -1,17 +1,12 @@ -# Load libraries ---- library(tidyverse) library(readxl) library(demographr) library(geographr) -library(broom) -library(classInt) - source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") #Load data---- -# 1 Data from Scottish House Condition Survey ---- -# Data source: https://www.gov.scot/publications/scottish-house-condition-survey-local-authority-analysis-2017-2019/ +# Data source: Scottish House Condition Survey https://www.gov.scot/publications/scottish-house-condition-survey-local-authority-analysis-2017-2019/ # In this datasets Local Autorithies are only identified by their name and not their code tf <- download_file( @@ -23,17 +18,12 @@ raw <- read_excel(tf, sheet = "SHQS", skip = 4, na = "*") housing <- raw |> select(lad_name = "Local Authority", poor_housing_ind = "% of LA") |> - slice(1:nrow(raw)-1) - -# 2 Data from Scottish Index of Multiple Deprivation ---- -# Data source: https://www.gov.scot/publications/scottish-index-of-multiple-deprivation-2020v2-indicator-data/ - -tf2 <- download_file( - "https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/01/scottish-index-of-multiple-deprivation-2020-indicator-data/documents/simd_2020_indicators/simd_2020_indicators/govscot%3Adocument/SIMD%2B2020v2%2B-%2Bindicators.xlsx", - "xlxs" -) + filter(lad_name != "Scotland") -raw2 <- read_excel(tf2, sheet = "Data", na = "*") +codes <- boundaries_lad_21 |> + select(lad_name = lad_21_name, + lad_code = lad_21_code)|> + filter(grepl("S", lad_code)) -housing2 <- raw2 |> - select(lsoa_code = Data_Zone, overcrowded_rate, nocentralheat_rate) \ No newline at end of file +clean <- left_join(housing, names, by = "lad_21_name") |> + select(lad_21_name, lad_21_code, cexp) \ No newline at end of file From a5763ed1f4a0f032fdd98062695d216caaede172 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 14 Apr 2022 18:07:04 +0200 Subject: [PATCH 12/48] Update access-services.R --- .../scotland/access-services.R | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R index 5e72339..c4bc899 100644 --- a/R/vulnerability/disasters-emergencies/scotland/access-services.R +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -3,7 +3,6 @@ library(tidyverse) library(readxl) library(demographr) library(geographr) -library(psych) source("R/utils.R") # Technical notes on the Scottish Index of Multiple Deprivation 2020 @@ -46,7 +45,7 @@ imd_distances_scale$weighted_scale <- fa$scores loadings(fa) describe(imd_distances_scale, skew = FALSE) -round(cor(imd_distances_scale[, c("mean_distance", "weighted_distance")]),3) +round(cor(imd_distances_scale[, c("unweighted_scale", "weighted_scale")]),3) # Check if codes are equal distances_dz <- imd_distances |> @@ -54,26 +53,28 @@ distances_dz <- imd_distances |> pull() geographr_codes <- lookup_postcode_oa_11_lsoa_11_msoa_11_lad_20 |> - select(dz_code = lsoa_11_code, lad_21_code = lad_20_code) |> - filter(str_detect(lad_21_code, "^S")) + select(dz_code = lsoa_11_code, + lad_code = lad_20_code) |> + filter(str_detect(lad_code, "^S")) geographr_dz <- geographr_codes |> distinct(dz_code) |> pull() if(!(setequal(distances_dz, geographr_dz))) { - stop("LADS don't match") + stop("DZS don't match") } else { "LADS match" } # Join codes distances_codes <- left_join(imd_distances_scale, geographr_codes, by = "dz_code") |> - relocate(lad_21_code) + relocate(lad_code) grouped_distances <- distances_codes |> - group_by(lad_21_code) |> + group_by(lad_code) |> summarize(mean = mean(unweighted_scale), max = max(unweighted_scale), min = min(unweighted_scale), sd = sd(unweighted_scale)) + From 948315cd8baaaeff1156dbe34348d183b2cf1a2a Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 14 Apr 2022 18:07:17 +0200 Subject: [PATCH 13/48] Correction fires --- R/shocks/disasters-emergencies/scotland/fires.R | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/R/shocks/disasters-emergencies/scotland/fires.R b/R/shocks/disasters-emergencies/scotland/fires.R index 700a468..41a10c3 100644 --- a/R/shocks/disasters-emergencies/scotland/fires.R +++ b/R/shocks/disasters-emergencies/scotland/fires.R @@ -40,7 +40,7 @@ fires_id <- mutate(id = row_number()) |> relocate(id) -fires_id |> +fires_id <- fires_id |> filter(year == "2020") |> select(lad_21_code, id) @@ -73,6 +73,9 @@ clean <- lad_21_code == "S12000044" ~ "S12000050", TRUE ~ lad_21_code)) +clean |> + keep_na() + # Check again fire_lads <- clean |> From 4c43f081c1c9767d356df4d97132832c1123fcd8 Mon Sep 17 00:00:00 2001 From: sralpp Date: Tue, 19 Apr 2022 17:41:59 +0200 Subject: [PATCH 14/48] check depreciated using lookup_postcode_oa11_lsoa11_msoa11_ltla20 --- .../scotland/elderly-population.R | 53 +++++++++++------- .../scotland/elderly-population-iz.rds | Bin 57863 -> 57863 bytes 2 files changed, 32 insertions(+), 21 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/elderly-population.R b/R/vulnerability/disasters-emergencies/scotland/elderly-population.R index 4032879..931a090 100644 --- a/R/vulnerability/disasters-emergencies/scotland/elderly-population.R +++ b/R/vulnerability/disasters-emergencies/scotland/elderly-population.R @@ -5,27 +5,33 @@ library(stringr) library(geographr) source("R/utils.R") -# Lookup -lookup <- - lookup_dz_iz_lad %>% - select(iz_code, lad_code) %>% - distinct(iz_code, lad_code) - -# source: https://www.opendata.nhs.scot/dataset/population-estimates/resource/93df4c88-f74b-4630-abd8-459a19b12f47 +# Source: https://www.opendata.nhs.scot/dataset/population-estimates/resource/93df4c88-f74b-4630-abd8-459a19b12f47 pop_sco_raw <- read_csv("https://www.opendata.nhs.scot/dataset/7f010430-6ce1-4813-b25c-f7f335bdc4dc/resource/93df4c88-f74b-4630-abd8-459a19b12f47/download/iz2011-pop-est_02042020.csv") +# Lookup +lookup <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + select( + iz_code = msoa11_code, + lad_code = ltla20_code + ) |> + filter(str_detect(iz_code,"^S")) + # Calculate elderly population proportions for IZ elderly_iz <- - pop_sco_raw %>% - filter(Year == max(Year) & IntZone != "S92000003" & Sex == "All") %>% - pivot_longer(cols = Age0:Age90plus, names_to = "Age", values_to = "n_people") %>% - mutate(Age = as.integer(str_extract(Age, "[0-9]+"))) %>% - rename(iz_code = IntZone) %>% - group_by(iz_code) %>% + pop_sco_raw |> + filter(Year == max(Year) + & IntZone != "S92000003" + & Sex == "All") |> + pivot_longer(cols = Age0:Age90plus, + names_to = "Age", + values_to = "n_people") |> + mutate(Age = as.integer(str_extract(Age, "[0-9]+"))) |> + rename(iz_code = IntZone) |> + group_by(iz_code) |> summarise( num_people = sum(n_people), num_people_over_70 = sum(n_people[Age >= 70], na.rm = TRUE) - ) %>% + ) |> mutate(proportion_over_70 = num_people_over_70 / num_people) %>% mutate( deciles = quantise( @@ -37,15 +43,16 @@ elderly_iz <- # For LAD, calculate extent on proportions elderly_lad <- - elderly_iz %>% - select(-deciles, -num_people_over_70) %>% - left_join(lookup, by = "iz_code") %>% - calculate_extent_depreciated( + elderly_iz |> + select(-deciles, -num_people_over_70) |> + left_join(lookup, by = "iz_code") |> + calculate_extent( var = proportion_over_70, higher_level_geography = lad_code, - population = num_people - ) %>% - mutate(rank = rank(extent)) %>% + population = num_people, + weight_high_scores = TRUE + ) |> + mutate(rank = rank(extent)) |> mutate( deciles = quantise( rank, @@ -54,6 +61,10 @@ elderly_lad <- ) ) +elderly_lad |> + ggplot(aes(y = extent)) + + geom_boxplot() + # Save elderly_iz %>% write_rds("data/vulnerability/disasters-emergencies/scotland/elderly-population-iz.rds") diff --git a/data/vulnerability/disasters-emergencies/scotland/elderly-population-iz.rds b/data/vulnerability/disasters-emergencies/scotland/elderly-population-iz.rds index 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z%&-xcXEogH^03yhA)|-18!^fWSJhE7bb>F#Yd$|VW@y5&;bOFDxv?a o#3Z~rd{j*5h|Ac}#8C-}38O|opAcVVrRK2VL!Xbkw6Wj+1;89!cmMzZ From ec5cfbd377701cf267fc424364de90f0c860997c Mon Sep 17 00:00:00 2001 From: sralpp Date: Tue, 19 Apr 2022 17:42:49 +0200 Subject: [PATCH 15/48] check depreciated and inconsistencies compare population estimates of IMD and demographr --- .../scotland/living-alone.R | 161 +++++++++++++++--- .../scotland/living-alone-dz.rds | Bin 370373 -> 369939 bytes .../scotland/living-alone-lad.rds | Bin 1441 -> 1441 bytes 3 files changed, 136 insertions(+), 25 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/living-alone.R b/R/vulnerability/disasters-emergencies/scotland/living-alone.R index 400351b..00a3e8d 100644 --- a/R/vulnerability/disasters-emergencies/scotland/living-alone.R +++ b/R/vulnerability/disasters-emergencies/scotland/living-alone.R @@ -3,20 +3,22 @@ library(tidyverse) library(readxl) library(httr) library(geographr) +library(demographr) source("R/utils.R") # Load CACI data computed in VI living_alone_raw <- read_csv("https://raw.githubusercontent.com/britishredcrosssociety/covid-19-vulnerability/master/data/CACI/living-alone-lsoa.csv") -# Filter To Scotland +# Filter to Scotland living_alone_dz <- living_alone_raw %>% - filter(str_detect(LSOA11CD, "^S")) %>% - rename( - dz_code = LSOA11CD, - num_alone = `No. people living alone` - ) + filter(str_detect(LSOA11CD, "^S")) |> + rename(dz_code = LSOA11CD, + num_alone = `No. people living alone`) |> + arrange(num_alone) + +head(living_alone_dz) # Population estimates from IMD # Source: https://www.gov.scot/collections/scottish-index-of-multiple-deprivation-2020/ @@ -28,43 +30,147 @@ GET( # For all ranks: 1 is most deprived, 6,976 is least deprived imd_raw <- read_excel(tf, sheet = "SIMD 2020v2 ranks") -pop_dz <- - imd_raw %>% +imd_pop <- + imd_raw |> select( dz_code = Data_Zone, pop_count = Total_population - ) + ) |> + arrange(pop_count) + +head(imd_pop) + +# Population estimates from demographr +demographr_pop <- population_dz_20 |> + filter_codes(dz_code, "^S") |> + filter(sex == "All") |> + select(dz_code, + total_population) |> + arrange(total_population) + +head(demographr_pop) + +# Compare data zone codes from IMD, demographr and geographr +dz_imd <- imd_pop |> + distinct(dz_code) |> + pull() + +dz_demographr <- demographr_pop |> + distinct(dz_code) |> + pull() + +dz_geographr <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + rename(dz_code = lsoa11_code) |> + distinct(dz_code) |> + pull() +if(!(setequal(dz_imd, dz_geographr))) { + stop("DZ don't match") +} else { + "DZ match" +} + +if(!(setequal(dz_imd, dz_demographr))) { + stop("DZ don't match") +} else { + "DZ match" +} + +# Are population counts the same? +pop_comparison <- left_join(demographr_pop, imd_pop, by = "dz_code") |> + mutate(equal = (pop_count == total_population), + difference = pop_count - total_population) +summary(pop_comparison$difference) +table(pop_comparison$equal) +# No, the population of 6866 out of 6976 Data Zones does not match, and the difference ranges are wide + + +# Proportion of people living alone +#With IMD living_alone_prop <- - living_alone_dz %>% - left_join(pop_dz, by = "dz_code") %>% - mutate(prop_living_alone = num_alone / pop_count) + living_alone_dz |> + left_join(imd_pop, by = "dz_code") |> + mutate(prop_living_alone = num_alone / pop_count) |> + arrange(prop_living_alone) living_alone_prop_dz <- - living_alone_prop %>% - mutate(rank = rank(prop_living_alone)) %>% + living_alone_prop |> + mutate(rank = rank(prop_living_alone)) |> mutate( deciles = quantise( rank, num_quantiles = 10, highest_quantile_worst = TRUE ) - ) + ) |> + arrange(desc(rank)) + +head(living_alone_prop_dz) + +# With demographr +living_alone_prop_2 <- + living_alone_dz |> + left_join(demographr_pop, by = "dz_code") |> + mutate(prop_living_alone = num_alone / total_population) |> + arrange(prop_living_alone) + +living_alone_prop_dz_2 <- + living_alone_prop_2 |> + mutate(rank = rank(prop_living_alone)) |> + mutate( + deciles = quantise( + rank, + num_quantiles = 10, + highest_quantile_worst = TRUE + ) + ) |> + arrange(desc(rank)) +#Compare ranks between IMB and demographr +rank_comparison <- left_join(living_alone_prop_dz, living_alone_prop_dz_2, by = "dz_code") |> + mutate(equal = (rank.x==rank.y)) + +table(rank_comparison$equal) + +# Add LAD codes and calculate extent lookup <- - lookup_dz_iz_lad %>% - select(dz_code, lad_code) %>% + lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + select(dz_code = lsoa11_code, + lad_code = ltla20_code) |> distinct() +# With IMD living_alone_prop_lad <- - living_alone_prop %>% - left_join(lookup, by = "dz_code") %>% - calculate_extent_depreciated( + living_alone_prop |> + left_join(lookup, by = "dz_code") |> + calculate_extent( + var = prop_living_alone, + higher_level_geography = lad_code, + population = pop_count, + weight_high_scores = TRUE + ) |> + mutate(rank = rank(extent)) |> + mutate( + deciles = quantise( + rank, + num_quantiles = 10, + highest_quantile_worst = TRUE + ) + ) + +# With demographr +living_alone_prop_lad_2 <- + living_alone_prop_2 |> + left_join(lookup, by = "dz_code") |> + calculate_extent( var = prop_living_alone, higher_level_geography = lad_code, - population = pop_count - ) %>% - mutate(rank = rank(extent)) %>% + population = total_population, + weight_high_scores = TRUE + ) |> + mutate(rank = rank(extent)) |> mutate( deciles = quantise( rank, @@ -73,8 +179,13 @@ living_alone_prop_lad <- ) ) -living_alone_prop_dz %>% +#Compare quantiles between IMB and demographr +dec_comparison <- left_join(living_alone_prop_lad, living_alone_prop_lad_2, by = "lad_code") |> + mutate(equal = (deciles.x==deciles.y)) +table(dec_comparison$equal) + +living_alone_prop_dz |> write_rds("data/vulnerability/disasters-emergencies/scotland/living-alone-dz.rds") 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754ed788975afb71deca2ec78224a2ee32d14b8e Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Wed, 20 Apr 2022 20:49:23 +0200 Subject: [PATCH 16/48] Weighted index for digital vulnerability with MFLA --- .../scotland/digital-vulnerability.R | 101 ++++++++++++++++++ 1 file changed, 101 insertions(+) create mode 100644 R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R diff --git a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R new file mode 100644 index 0000000..1d8d18f --- /dev/null +++ b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R @@ -0,0 +1,101 @@ +# Load packages +library(tidyverse) +library(demographr) +library(geographr) + +source("R/utils.R") + +# CACI digital vulnerability data ---- +# Provided at the postcode level (for each postcode with more than 6 adults) +# Digital vulnerability is combination of 6 variables: +# fixed internet speed + online purchasing + online finance + mobile phone + internet user + confused by computer + +vuln <- read_csv("data/vul_zscores.csv") + +dig_vuln <- vuln |> + filter(region == "Scot") |> + mutate(postcode = gsub(' ','', postcode)) |> + select(postcode, + vul_dig_brdbnd, + vul_dig_buyonl, + vul_dig_manca_net, + vul_dig_mobnon, + vul_dig_netusr, + vul_dig_confuse) + +dig_vuln |> + pivot_longer(vul_dig_brdbnd:vul_dig_confuse, names_to = "variable", values_to = "value") %>% + ggplot(aes(x = value)) + + geom_histogram(bins = 30) + + facet_wrap(vars(variable), ncol = 3, scales = "free", + labeller = as_labeller(c(vul_dig_brdbnd = "Fixed internet speed", + vul_dig_buyonl = "No online purchasing", + vul_dig_manca_net = "No online finance", + vul_dig_mobnon = "No mobile phone", + vul_dig_netusr = "Not internet users", + vul_dig_confuse = "Confused by computers"))) + +# Use same approach as in COVID-VI https://github.com/britishredcrosssociety/covid-19-vulnerability/blob/bccb08ef4da822d7beb01e56e4a26610bed33b11/create%20vulnerability%20index%20-%20MSOA%20-%20England.r#L304 +source("https://raw.githubusercontent.com/britishredcrosssociety/covid-19-vulnerability/master/functions.r") +# Steps in weighted_domain_scores() function: +# 1. Scale each indicator to Mean = 0, SD = 1 +# 2. Perform either PCA or MLFA and extract weights for that domain +# 3. Multiply model weights by respective column to get weighted indicators +# 4. Sum weighted indicators +# 5. Rank and quantise into deciles + +dig_vuln_mfla <- dig_vuln |> + weighted_domain_scores(model = "MLFA") |> + select(postcode, + vulnerability_score = "Vulnerability score", + vulnerability_rank = "Vulnerability rank", + vulnerability_decile = "Vulnerability decile") + +# Add DZ +postcode_lookup <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + select(postcode, + dz_code = lsoa11_code) + +# Check not found in lookup (and vice versa) +nrow(dig_vuln_mfla |> anti_join(postcode_lookup, by = "postcode")) +#0 +nrow(postcode_lookup |> anti_join(dig_vuln_mfla, by = "postcode")) +#98876 - it could be because there are less than 6 adults or they could just be missing + +dig_vuln_dz <- dig_vuln_mfla |> + left_join(postcode_lookup, by = "postcode") |> + group_by(dz_code) |> + summarise(mean_decile = mean(vulnerability_decile)) + +# Add population +pop_dz <- population_dz_20 |> + filter_codes(dz_code, "^S") |> + filter(sex == "All") |> + select(dz_code, + total_population) + +lad_lookup <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + select(dz_code = lsoa11_code, + lad_code = ltla20_code) + +#Calculate extent +dig_vuln_lad <- dig_vuln_dz |> + left_join(lad_lookup, by = "dz_code") |> + left_join(pop_dz, by = "dz_code") |> + relocate(dz_code, lad_code) |> + calculate_extent( + var = mean_decile, + higher_level_geography = lad_code, + population = total_population, + weight_high_scores = TRUE + ) |> + rename(dig_vuln_extent = extent) + +dig_vuln_lad |> + ggplot(aes(y = dig_vuln_extent)) + + geom_boxplot() + + ylab("Digital Vulnerability Extent") + + theme(axis.text.x = element_blank(), + axis.ticks.x = element_blank()) From aacc0572440e15c46b2b2e2b8f295baee9fb90da Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Wed, 20 Apr 2022 22:05:19 +0200 Subject: [PATCH 17/48] Upload community-assets --- .../scotland/community-assets.R | 96 +++++++++++++++++++ 1 file changed, 96 insertions(+) create mode 100644 R/capacity/disasters-emergencies/scotland/community-assets.R diff --git a/R/capacity/disasters-emergencies/scotland/community-assets.R b/R/capacity/disasters-emergencies/scotland/community-assets.R new file mode 100644 index 0000000..ae94e7a --- /dev/null +++ b/R/capacity/disasters-emergencies/scotland/community-assets.R @@ -0,0 +1,96 @@ +# Load packages +library(tidyverse) +library(readxl) +library(geographr) +library(demographr) + +source("R/utils.R") + +# Community Needs Index---- +raw <- read_excel("data/SCNI and domains - 2021.xlsx") + +civic_assets <- raw |> + select( + msoa_code = "Area code", + msoa_name = "Area name", + civic_assets_score = "Civic_Assets_Domain", + civic_assets_rank = "Civic_Assets_Domain_rank" + ) |> + mutate(msoa_code = gsub('s','S', msoa_code)) + +# Population data ----- +pop_msoa <- population_dz_20 |> + filter_codes(dz_code, "^S") |> + filter(sex == "All") |> + select(dz_code, + total_population) |> + inner_join(lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + select(msoa_code = msoa11_code, + dz_code = lsoa11_code) |> + distinct()) |> + group_by(msoa_code) |> + summarise(total_population = mean(total_population)) + +# Check MSOA with no population data +civic_assets |> + left_join(pop_msoa, by = "msoa_code") |> + filter(is.na(total_population)) + +# Lookup codes ---- +lookup_lad <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + select(msoa_code = msoa11_code, + lad_code = ltla20_code) |> + distinct() + +# Check any missing LADs +lookup_lad |> + anti_join(civic_assets, by = "msoa_code") +# 0 +civic_assets |> + anti_join(lookup_lad, by = "msoa_code") +#0 + +# Join datasets---- +civic_assets_codes <- civic_assets |> + left_join(lookup_lad, by = "msoa_code") + +# Calculate extent---- +# HIGH SCORE/LOW RANK = LOW CAPABILITIES +civic_assets_lad <- civic_assets |> + left_join(lookup_lad, by = "msoa_code") |> + left_join(lookup_names, by ="lad_code") |> + left_join(pop_msoa, by = "msoa_code") |> + calculate_extent( + var = civic_assets_score, + higher_level_geography = lad_code, + population = total_population, + weight_high_scores = TRUE # TRUE when a highest variable score equates to a lower capacity + ) |> + rename(civic_assets_extent = extent) + +# Lookup names (for graph readability) +lookup_names <- lookup_ltla_ltla |> + filter(str_detect(ltla20_code, "^S")) |> + select(lad_name = ltla20_name, + lad_code = ltla20_code) |> + distinct() + +civic_assets_lad |> + left_join(lookup_names, by ="lad_code") |> + mutate(lad_name = fct_reorder(lad_name, desc(civic_assets_extent))) |> + ggplot(aes(x = lad_name, y = civic_assets_extent))+ + geom_point() + + theme_classic() + + labs(title = "Civic Assets Extent by LAD", + x = "LAD", + y = "Civic Assets Extent") + + guides(x = guide_axis(angle = 90)) + +civic_assets_lad |> + ggplot(aes(y = civic_assets_extent)) + + geom_boxplot() + + ylab("Civic Assets Extent") + + theme(axis.text.x = element_blank(), + axis.ticks.x = element_blank()) From 22c3ee65b9d68e2058c69adfd21094551fe353a0 Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Thu, 21 Apr 2022 10:27:20 +0200 Subject: [PATCH 18/48] Update community-assets.R --- R/capacity/disasters-emergencies/scotland/community-assets.R | 5 ----- 1 file changed, 5 deletions(-) diff --git a/R/capacity/disasters-emergencies/scotland/community-assets.R b/R/capacity/disasters-emergencies/scotland/community-assets.R index ae94e7a..37f645f 100644 --- a/R/capacity/disasters-emergencies/scotland/community-assets.R +++ b/R/capacity/disasters-emergencies/scotland/community-assets.R @@ -52,15 +52,10 @@ civic_assets |> anti_join(lookup_lad, by = "msoa_code") #0 -# Join datasets---- -civic_assets_codes <- civic_assets |> - left_join(lookup_lad, by = "msoa_code") - # Calculate extent---- # HIGH SCORE/LOW RANK = LOW CAPABILITIES civic_assets_lad <- civic_assets |> left_join(lookup_lad, by = "msoa_code") |> - left_join(lookup_names, by ="lad_code") |> left_join(pop_msoa, by = "msoa_code") |> calculate_extent( var = civic_assets_score, From e17cb10ce4dfb6941d3e17a120108a5d0dc390d0 Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Thu, 21 Apr 2022 10:28:09 +0200 Subject: [PATCH 19/48] Community engagement for Scotland --- .../scotland/engagement.R | 94 +++++++++++++++++++ 1 file changed, 94 insertions(+) create mode 100644 R/capacity/disasters-emergencies/scotland/engagement.R diff --git a/R/capacity/disasters-emergencies/scotland/engagement.R b/R/capacity/disasters-emergencies/scotland/engagement.R new file mode 100644 index 0000000..6adbfd9 --- /dev/null +++ b/R/capacity/disasters-emergencies/scotland/engagement.R @@ -0,0 +1,94 @@ +# Load packages +library(tidyverse) +library(readxl) +library(geographr) + +source("R/utils.R") + + +# OSCI Community Needs Index data ---- +raw <- read_excel("data/SCNI and domains - 2021.xlsx") + +engagement <- raw |> + select( + msoa_code = "Area code", + msoa_name = "Area name", + engagement_score = "ActiveEngaged_Domain", + engagement_rank = "ActiveEngaged_Domain_rank" + ) |> + mutate(msoa_code = gsub('s','S', msoa_code)) + +cor(engagement$engagement_score, engagement$engagement_rank) + +# Population data ----- +pop_msoa <- population_dz_20 |> + filter_codes(dz_code, "^S") |> + filter(sex == "All") |> + select(dz_code, + total_population) |> + inner_join(lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + select(msoa_code = msoa11_code, + dz_code = lsoa11_code) |> + distinct()) |> + group_by(msoa_code) |> + summarise(total_population = mean(total_population)) + +# Check MSOA with no population data +engagement |> + left_join(pop_msoa, by = "msoa_code") |> + filter(is.na(total_population)) + +# Lookup codes ---- +lookup_lad <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + select(msoa_code = msoa11_code, + lad_code = ltla20_code) |> + distinct() + +# Check any missing LADs +lookup_lad |> + anti_join(engagement, by = "msoa_code") +# 0 +engagement |> + anti_join(lookup_lad, by = "msoa_code") +#0 + +# Calculate extent---- +# HIGH SCORE/LOW RANK = LOW CAPABILITIES + +engagement_lad <- engagement |> + left_join(lookup_lad, by = "msoa_code") |> + left_join(pop_msoa, by = "msoa_code") |> + calculate_extent( + var = engagement_score, + higher_level_geography = lad_code, + population = total_population, + weight_high_scores = TRUE # TRUE when a highest variable score equates to a lower capacity + ) |> + rename(engagement_extent = extent) + +# Lookup names (for graph readability) +lookup_names <- lookup_ltla_ltla |> + filter(str_detect(ltla20_code, "^S")) |> + select(lad_name = ltla20_name, + lad_code = ltla20_code) |> + distinct() + +engagement_lad |> + left_join(lookup_names, by ="lad_code") |> + mutate(lad_name = fct_reorder(lad_name, desc(engagement_extent))) |> + ggplot(aes(x = lad_name, y = engagement_extent))+ + geom_point() + + theme_classic() + + labs(title = "Engagement Extent by LAD", + x = "LAD", + y = "Engagement Extent") + + guides(x = guide_axis(angle = 90)) + +engagement_lad |> + ggplot(aes(y = engagement_extent)) + + geom_boxplot() + + ylab("Engagement Extent") + + theme(axis.text.x = element_blank(), + axis.ticks.x = element_blank()) \ No newline at end of file From 78933c767b04c2401351159f21f986eaf746c06d Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 10:36:45 +0200 Subject: [PATCH 20/48] Added library --- R/capacity/disasters-emergencies/scotland/engagement.R | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/R/capacity/disasters-emergencies/scotland/engagement.R b/R/capacity/disasters-emergencies/scotland/engagement.R index 6adbfd9..799d11b 100644 --- a/R/capacity/disasters-emergencies/scotland/engagement.R +++ b/R/capacity/disasters-emergencies/scotland/engagement.R @@ -2,6 +2,7 @@ library(tidyverse) library(readxl) library(geographr) +library(demographr) source("R/utils.R") @@ -91,4 +92,4 @@ engagement_lad |> geom_boxplot() + ylab("Engagement Extent") + theme(axis.text.x = element_blank(), - axis.ticks.x = element_blank()) \ No newline at end of file + axis.ticks.x = element_blank()) From 1d3e4c9e6ed7bc69375798be1d089adb1ad35429 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 11:00:22 +0200 Subject: [PATCH 21/48] MFLA access services --- .../scotland/access-services.R | 87 ++++++++++++------- 1 file changed, 56 insertions(+), 31 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R index c4bc899..9505618 100644 --- a/R/vulnerability/disasters-emergencies/scotland/access-services.R +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -24,37 +24,24 @@ imd_distances <- raw |> drive_retail, drive_secondary) -# Check the correlation between different measures of distances to services -cor(imd_distances[, -1]) -alpha(imd_distances[, -1]) -describe(imd_distances[, -1], skew = FALSE) - -# Create an unweighted scale -imd_distances_scale <- imd_distances |> - mutate(unweighted_scale = (drive_GP+drive_primary+drive_secondary+drive_retail)/4) - -# Check correlation with the unweighted scale -cor(imd_distances_scale[, -1]) -alpha(imd_distances_scale[, -1]) -describe(imd_distances_scale[, -1], skew = FALSE) +#Weighted scale with MFLA---- +source("https://raw.githubusercontent.com/britishredcrosssociety/covid-19-vulnerability/master/functions.r") -# Create a weighted scale with factor analysis -fa <- factanal(imd_distances[, -1], - factors = 1, scores = "regression") -imd_distances_scale$weighted_scale <- fa$scores -loadings(fa) - -describe(imd_distances_scale, skew = FALSE) -round(cor(imd_distances_scale[, c("unweighted_scale", "weighted_scale")]),3) +distances_mfla <- imd_distances |> + weighted_domain_scores(model = "MLFA") |> + select(dz_code, + vulnerability_score = "Vulnerability score", + vulnerability_rank = "Vulnerability rank", + vulnerability_decile = "Vulnerability decile") # Check if codes are equal distances_dz <- imd_distances |> distinct(dz_code) |> pull() -geographr_codes <- lookup_postcode_oa_11_lsoa_11_msoa_11_lad_20 |> - select(dz_code = lsoa_11_code, - lad_code = lad_20_code) |> +geographr_codes <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + select(dz_code = lsoa11_code, + lad_code = ltla20_code) |> filter(str_detect(lad_code, "^S")) geographr_dz <- geographr_codes |> @@ -68,13 +55,51 @@ if(!(setequal(distances_dz, geographr_dz))) { } # Join codes -distances_codes <- left_join(imd_distances_scale, geographr_codes, by = "dz_code") |> +distances_dz <- left_join(distances_mfla, geographr_codes, by = "dz_code") |> relocate(lad_code) -grouped_distances <- distances_codes |> - group_by(lad_code) |> - summarize(mean = mean(unweighted_scale), - max = max(unweighted_scale), - min = min(unweighted_scale), - sd = sd(unweighted_scale)) +# Add population +pop_dz <- population_dz_20 |> + filter_codes(dz_code, "^S") |> + filter(sex == "All") |> + select(dz_code, + total_population) + +#Calculate extent +distances_lad <- distances_dz |> + left_join(pop_dz, by = "dz_code") |> + calculate_extent( + var = vulnerability_decile, + higher_level_geography = lad_code, + population = total_population, + weight_high_scores = TRUE + ) |> + rename(distances_extent = extent) + +distances_lad |> + ggplot(aes(y = distances_extent)) + + geom_boxplot() + + ylab("Distance to services Extent") + + theme(axis.text.x = element_blank(), + axis.ticks.x = element_blank()) + +#Weighted scale with factor analysis---- +# Check the correlation between different measures of distances to services +cor(imd_distances[, -1]) +library(psych) +psych::alpha(imd_distances[, -1]) +describe(imd_distances[, -1], skew = FALSE) + +# Standardise indicators +standardised_distances <- imd_distances |> + mutate_if(is.numeric, scale) + +# Create a weighted scale with factor analysis +fa <- factanal(standardised_distances[, -1], + factors = 1, scores = "regression") + +standardised_distances$weighted_scale <- fa$scores +loadings(fa) + +describe(standardised_distances, skew = FALSE) From e42372d184d7d0df7d7e5e886f794d785a7836dd Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 12:06:52 +0200 Subject: [PATCH 22/48] source directory on github --- R/capacity/disasters-emergencies/scotland/community-assets.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/capacity/disasters-emergencies/scotland/community-assets.R b/R/capacity/disasters-emergencies/scotland/community-assets.R index 37f645f..f8ac9f3 100644 --- a/R/capacity/disasters-emergencies/scotland/community-assets.R +++ b/R/capacity/disasters-emergencies/scotland/community-assets.R @@ -7,7 +7,7 @@ library(demographr) source("R/utils.R") # Community Needs Index---- -raw <- read_excel("data/SCNI and domains - 2021.xlsx") +raw <- read_excel("data/on-disk/SCNI and domains - 2021.xlsx") civic_assets <- raw |> select( From b4e21f3f62ac28e19ad4d7263fee9bfe29271e48 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 13:09:55 +0200 Subject: [PATCH 23/48] new mfla function --- .../scotland/digital-vulnerability.R | 139 ++++++++++++++---- 1 file changed, 114 insertions(+), 25 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R index 1d8d18f..efb1805 100644 --- a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R +++ b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R @@ -10,7 +10,7 @@ source("R/utils.R") # Digital vulnerability is combination of 6 variables: # fixed internet speed + online purchasing + online finance + mobile phone + internet user + confused by computer -vuln <- read_csv("data/vul_zscores.csv") +vuln <- read_csv("data/on-disk/vul_zscores.csv") dig_vuln <- vuln |> filter(region == "Scot") |> @@ -35,38 +35,127 @@ dig_vuln |> vul_dig_netusr = "Not internet users", vul_dig_confuse = "Confused by computers"))) -# Use same approach as in COVID-VI https://github.com/britishredcrosssociety/covid-19-vulnerability/blob/bccb08ef4da822d7beb01e56e4a26610bed33b11/create%20vulnerability%20index%20-%20MSOA%20-%20England.r#L304 -source("https://raw.githubusercontent.com/britishredcrosssociety/covid-19-vulnerability/master/functions.r") -# Steps in weighted_domain_scores() function: -# 1. Scale each indicator to Mean = 0, SD = 1 -# 2. Perform either PCA or MLFA and extract weights for that domain -# 3. Multiply model weights by respective column to get weighted indicators -# 4. Sum weighted indicators -# 5. Rank and quantise into deciles - -dig_vuln_mfla <- dig_vuln |> - weighted_domain_scores(model = "MLFA") |> - select(postcode, - vulnerability_score = "Vulnerability score", - vulnerability_rank = "Vulnerability rank", - vulnerability_decile = "Vulnerability decile") - -# Add DZ +# Add DZ---- postcode_lookup <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> filter(str_detect(msoa11_code, "^S")) |> select(postcode, dz_code = lsoa11_code) # Check not found in lookup (and vice versa) -nrow(dig_vuln_mfla |> anti_join(postcode_lookup, by = "postcode")) +nrow(dig_vuln |> anti_join(postcode_lookup, by = "postcode")) #0 -nrow(postcode_lookup |> anti_join(dig_vuln_mfla, by = "postcode")) +nrow(postcode_lookup |> anti_join(dig_vuln, by = "postcode")) #98876 - it could be because there are less than 6 adults or they could just be missing -dig_vuln_dz <- dig_vuln_mfla |> +# Missing values---- +sum(is.na(dig_vuln)) + +# Check that the postcodes of missing values are not from the same data zone +na.dig_vuln <- dig_vuln |> + keep_na() |> + left_join(postcode_lookup) |> + relocate(dz_code) + +sort(table(na.dig_vuln$dz_code)) + +na_zone <- na.dig_vuln |> + group_by(dz_code) |> + summarise(n_na = n()) |> + left_join(dig_vuln |> + left_join(postcode_lookup) |> + relocate(dz_code) |> + group_by(dz_code) |> + summarise(n_tot = n()), by = "dz_code") |> + mutate(prop = n_na/n_tot) |> + arrange(desc(prop)) + +head(na_zone) + +# Group by Data Zone---- +dig_vuln_dz <- dig_vuln |> left_join(postcode_lookup, by = "postcode") |> + relocate(dz_code) |> group_by(dz_code) |> - summarise(mean_decile = mean(vulnerability_decile)) + summarise_if(is.numeric, mean) + +# Check if Data Zones match +dv_dz <- + dig_vuln_dz |> + distinct(dz_code) |> + pull() + +geographr_dz <- + lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(msoa11_code, "^S")) |> + select(postcode, + dz_code = lsoa11_code) |> + distinct(dz_code) |> + pull() + +if(!(setequal(dv_dz, geographr_dz))) { + stop("DZ don't match") +} else { + "DZ match" +} + +# There are 3 missing data zones +setdiff(geographr_dz, dv_dz) #Petershill 04, Sighthill 02, Sighthill 03 + +#Create new function inspired by weighted_domain_scores(): source("https://raw.githubusercontent.com/britishredcrosssociety/covid-19-vulnerability/master/functions.r") + +# Steps in weighted_domain_scores() function: +# 1. Scale each indicator to Mean = 0, SD = 1 +# 2. Perform either PCA or MLFA and extract weights for that domain +# 3. Multiply model weights by respective column to get weighted indicators +# 4. Sum weighted indicators +# 5. Rank and quantise into deciles + +# Additional Libraries Required +library(broom) + +# Create standardised function that scales each indicator to mean = 0 & SD = 1. +standardised = function(x) (x - mean(x))/sd(x) +rank2 = function(x) rank(x, na.last = FALSE) + +mfla_score <- function(d) { + + # Rank and normalise indicators to mean 0, SD 1. + d <- d %>% + mutate_if(is.numeric, list(scaled = function(x) standardised(rank2(x)))) + + # Extract weights + d_weights <- d %>% + select(ends_with("_scaled")) %>% + factanal(factors = 1) %>% + tidy() %>% + select(-uniqueness, weights = fl1) %>% + mutate(weights = abs(weights), + weights = weights/sum(weights)) + + # Multiply model weights by respective column to get weighted indicators + d_weighted_ind <- d %>% + select(d_weights$variable) %>% + map2_dfc(d_weights$weights, `*`) %>% + select_all(list(~ str_remove(., "_scaled"))) %>% + select_all(list(~ str_c(., "_weighted"))) + + # Combine weighted indicators with original data + d <- bind_cols(d, d_weighted_ind) + + # Sum weighted indicators + d <- d %>% + mutate(vulnerability_score = reduce(select(., ends_with("_weighted")), `+`)) + + # Return data + return(d) + +} + +#Apply the function +dig_vuln_mfla <- dig_vuln_dz |> + mfla_score() |> + select(dz_code, + vulnerability_score) # Add population pop_dz <- population_dz_20 |> @@ -81,15 +170,15 @@ lad_lookup <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> lad_code = ltla20_code) #Calculate extent -dig_vuln_lad <- dig_vuln_dz |> +dig_vuln_lad <- dig_vuln_mfla |> left_join(lad_lookup, by = "dz_code") |> left_join(pop_dz, by = "dz_code") |> relocate(dz_code, lad_code) |> calculate_extent( - var = mean_decile, + var = vulnerability_score, higher_level_geography = lad_code, population = total_population, - weight_high_scores = TRUE + weight_high_scores = T ) |> rename(dig_vuln_extent = extent) From 2ca3a09ddd7798a1e59e4165dda5d8e67d30e3f3 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 13:46:50 +0200 Subject: [PATCH 24/48] Applied New MFLA access to services and ranked and quantised --- .../scotland/access-services.R | 64 +++++++++++++++++-- 1 file changed, 58 insertions(+), 6 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R index 9505618..4d397f7 100644 --- a/R/vulnerability/disasters-emergencies/scotland/access-services.R +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -25,14 +25,62 @@ imd_distances <- raw |> drive_secondary) #Weighted scale with MFLA---- -source("https://raw.githubusercontent.com/britishredcrosssociety/covid-19-vulnerability/master/functions.r") +#Create new function inspired by weighted_domain_scores(): source("https://raw.githubusercontent.com/britishredcrosssociety/covid-19-vulnerability/master/functions.r") + +# Steps in weighted_domain_scores() function: +# 1. Scale each indicator to Mean = 0, SD = 1 +# 2. Perform either PCA or MLFA and extract weights for that domain +# 3. Multiply model weights by respective column to get weighted indicators +# 4. Sum weighted indicators +# 5. Rank and quantise into deciles + +# Additional Libraries Required +library(broom) + +# Create standardised function that scales each indicator to mean = 0 & SD = 1. +standardised = function(x) (x - mean(x))/sd(x) +rank2 = function(x) rank(x, na.last = FALSE) + +mfla_score <- function(d) { + + # Rank and normalise indicators to mean 0, SD 1. + d <- d %>% + mutate_if(is.numeric, list(scaled = function(x) standardised(rank2(x)))) + + # Extract weights + d_weights <- d %>% + select(ends_with("_scaled")) %>% + factanal(factors = 1) %>% + tidy() %>% + select(-uniqueness, weights = fl1) %>% + mutate(weights = abs(weights), + weights = weights/sum(weights)) + + # Multiply model weights by respective column to get weighted indicators + d_weighted_ind <- d %>% + select(d_weights$variable) %>% + map2_dfc(d_weights$weights, `*`) %>% + select_all(list(~ str_remove(., "_scaled"))) %>% + select_all(list(~ str_c(., "_weighted"))) + + # Combine weighted indicators with original data + d <- bind_cols(d, d_weighted_ind) + + # Sum weighted indicators + d <- d %>% + mutate(vulnerability_score = reduce(select(., ends_with("_weighted")), `+`)) + + # Return data + return(d) + +} + +# Apply the function distances_mfla <- imd_distances |> - weighted_domain_scores(model = "MLFA") |> + mfla_score() |> select(dz_code, - vulnerability_score = "Vulnerability score", - vulnerability_rank = "Vulnerability rank", - vulnerability_decile = "Vulnerability decile") + vulnerability_score) # Check if codes are equal distances_dz <- imd_distances |> @@ -69,13 +117,17 @@ pop_dz <- population_dz_20 |> distances_lad <- distances_dz |> left_join(pop_dz, by = "dz_code") |> calculate_extent( - var = vulnerability_decile, + var = vulnerability_score, higher_level_geography = lad_code, population = total_population, weight_high_scores = TRUE ) |> rename(distances_extent = extent) +distances_lad <- distances_lad |> + mutate(rank = rank(distances_extent)) |> + mutate(deciles = quantise(rank, num_quantiles = 10)) + distances_lad |> ggplot(aes(y = distances_extent)) + geom_boxplot() + From 9e1cd1f564e02932f171d702b116e0111cb0dd2c Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 13:47:07 +0200 Subject: [PATCH 25/48] ranked and quantised digital vulnerability --- .../disasters-emergencies/scotland/digital-vulnerability.R | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R index efb1805..9a35c27 100644 --- a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R +++ b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R @@ -182,6 +182,10 @@ dig_vuln_lad <- dig_vuln_mfla |> ) |> rename(dig_vuln_extent = extent) +dig_vuln_lad <- dig_vuln_lad |> + mutate(rank = rank(dig_vuln_extent)) |> + mutate(deciles = quantise(rank, num_quantiles = 10)) + dig_vuln_lad |> ggplot(aes(y = dig_vuln_extent)) + geom_boxplot() + From d09861dad10b556fa7348d98d584f4b90cea7211 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 15:06:21 +0200 Subject: [PATCH 26/48] corrections spending power scotland --- .../scotland/la-spending-power.R | 28 ++++++++++--------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/R/capacity/disasters-emergencies/scotland/la-spending-power.R b/R/capacity/disasters-emergencies/scotland/la-spending-power.R index 01776f1..329a5ff 100644 --- a/R/capacity/disasters-emergencies/scotland/la-spending-power.R +++ b/R/capacity/disasters-emergencies/scotland/la-spending-power.R @@ -14,31 +14,33 @@ tf <- download_file("https://www.gov.scot/binaries/content/documents/govscot/pub raw <- read_excel(tf, sheet = "Chart 3.4", skip = 5) spending <- raw |> - select(lad_21_name = "Local Authority", + select(lad_name = "Local Authority", cap_exp_person = "Capital \r\nExpenditure,\r\n£ per person") |> mutate(cap_exp_person = as.numeric(cap_exp_person)) |> - filter(lad_21_name != "ALL COUNCILS") + filter(lad_name != "ALL COUNCILS") # Check LAD names spending |> - distinct(lad_21_name) + distinct(lad_name) -geographr_lads <- boundaries_lad_21 |> - filter(str_detect(lad_21_code, "^S")) +geographr_lads <- boundaries_ltla21 |> + select(lad_name = ltla21_name, + lad_code = ltla21_code) |> + filter(str_detect(lad_code, "^S")) geographr_lads |> - distinct(lad_21_name) + distinct(lad_name) # Correct mistmatches -spending$lad_21_name <- gsub('&','and', spending$lad_21_name) +spending$lad_name <- gsub('&','and', spending$lad_name) # Check if LAD names are the same as in geographr spending_names <- spending |> - distinct(lad_21_name) |> + distinct(lad_name) |> pull() geographr_lads_names <- geographr_lads |> - distinct(lad_21_name) |> + distinct(lad_name) |> pull() if(!(setequal(spending_names, geographr_lads_names))) { @@ -48,13 +50,13 @@ if(!(setequal(spending_names, geographr_lads_names))) { } # Add LAD codes to the dataset -spending_lad <- left_join(spending, lad, by = "lad_21_name") |> - select(lad_21_name, lad_21_code, cap_exp_person) +spending_lad <- left_join(spending, geographr_lads, by = "lad_name") |> + select(lad_name, lad_code, cap_exp_person) # Plot the LADs spending power spending_lad |> - mutate(lad_21_name = fct_reorder(lad_21_name, desc(cap_exp_person))) |> - ggplot(aes(x = lad_21_name, y = cap_exp_person))+ + mutate(lad_name = fct_reorder(lad_name, desc(cap_exp_person))) |> + ggplot(aes(x = lad_name, y = cap_exp_person))+ geom_point() + theme_classic() + labs(title = "Capital Expenditure per Person of Scottish Local Authorities", From ad85055bdcea6d0f1fa96289e92122b822bbd5bf Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 15:07:06 +0200 Subject: [PATCH 27/48] rank and quantise housing quality issue when filtering for Scotland --- .../scotland/housing-quality.R | 33 ++++++++++++++----- 1 file changed, 25 insertions(+), 8 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R index 7a9e083..aeefa01 100644 --- a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R +++ b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R @@ -1,11 +1,12 @@ +# Load libraries library(tidyverse) library(readxl) library(demographr) library(geographr) -source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") +source("R/utils.R") -#Load data---- +# Load data---- # Data source: Scottish House Condition Survey https://www.gov.scot/publications/scottish-house-condition-survey-local-authority-analysis-2017-2019/ # In this datasets Local Autorithies are only identified by their name and not their code @@ -20,10 +21,26 @@ housing <- raw |> select(lad_name = "Local Authority", poor_housing_ind = "% of LA") |> filter(lad_name != "Scotland") -codes <- boundaries_lad_21 |> - select(lad_name = lad_21_name, - lad_code = lad_21_code)|> - filter(grepl("S", lad_code)) +housing |> + mutate(lad_name = fct_reorder(lad_name, desc(poor_housing_ind))) |> + ggplot(aes(x = lad_name, y = poor_housing_ind)) + + geom_point() + + theme_classic() + + labs(title = "Poor Housing Index by LAD", + x = "LAD", + y = "Poor Housing Index") + + guides(x = guide_axis(angle = 90)) -clean <- left_join(housing, names, by = "lad_21_name") |> - select(lad_21_name, lad_21_code, cexp) \ No newline at end of file + +lad_lookup <- boundaries_ltla21 |> + select(lad_name = ltla21_name, + lad_code = ltla21_code) |> + mutate(lad_name = gsub('City of Edinburgh','Edinburgh, City of', lad_name)) |> + filter(str_detect(lad_code, "^S")) #filter does not work + +# Join and compute decile +housing_lad <- left_join(housing, lad_lookup, by = "lad_name") |> + select(lad_name, lad_code, poor_housing_ind) |> + mutate(rank = rank(poor_housing_ind)) |> + mutate(deciles = quantise(rank, num_quantiles = 10)) |> + select(-lad_name) From f1f7ce63bb3931455ef4a8e1a1b7debadecf2f15 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 15:07:16 +0200 Subject: [PATCH 28/48] Update elderly-population-lad.rds --- .../scotland/elderly-population-lad.rds | Bin 1441 -> 1441 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/data/vulnerability/disasters-emergencies/scotland/elderly-population-lad.rds b/data/vulnerability/disasters-emergencies/scotland/elderly-population-lad.rds index 8b80463616dfc51b0d0eb88dd6f95cbbc064ff58..aadea8dc7239231eb9abc4d7f07a86fcd730ee4c 100644 GIT binary patch delta 606 zcmZ3;y^xzLf{THHfr){Ik$EGREmQpg-!h4%=@;yuZr|a!W@U{1D%-8mdzl>UkL6`? zTFy9Zf8dE>OLZHQ{R1sKZ7x?W`)zSyGcOCL*ul})Ub6JzXec!xwMGS=8%i@#hgYcj$9;gPC4dmbOM-)!6LJ2P{c{llQ2yZyCT z>h1TQGI&3+Ue5m5p)&6vF9rMMi{>7w_;$wr!2DHSe`N*iADi!*CNf#feoN}?1*=Y+ zwO`$)a{lC>bo;4)xXTOoh1pM@Q}{%9m9hPGK11#mj2rFuU&{46@#Cre4gPQ@k*uZm z7d!b&TxYDbzaGN~=L>BPcBbrFEdRJ(O00(lQWw zG8>Daq6Jh;14>&#X%i@IIoX0mH<1m#3{qa+$c#fBDvwxU&-^#{ej{T+|4efKUOWI#(jEzs#2)93WskEeS^FsS0N@oO( z4xP2XP-Y&ac0a`aimC7Z->(zxuisBn%NILt|6t*tGt9c#_Ir;OD)Kb$w!gJJg1Pg1 zbG`kpU-kmMvt{fL-ZeaKHnq!s?FrdU4>mU2AKLppcb1c{{o{Sx%7W9Z>~|%-{Bw44 zw*8hR&ytV6bhMvv&d%B?x6gip|8%kES|{zVcgXL%_>;r_c;>zxqO`8|IA^^<|2!3V?&4r)LW2psI8v Date: Thu, 21 Apr 2022 16:18:45 +0200 Subject: [PATCH 29/48] updated lad codes, quantise --- .../disasters-emergencies/scotland/fires.R | 65 ++++++++++--------- 1 file changed, 35 insertions(+), 30 deletions(-) diff --git a/R/shocks/disasters-emergencies/scotland/fires.R b/R/shocks/disasters-emergencies/scotland/fires.R index 41a10c3..2372cfe 100644 --- a/R/shocks/disasters-emergencies/scotland/fires.R +++ b/R/shocks/disasters-emergencies/scotland/fires.R @@ -25,7 +25,7 @@ reduced <- incident_type = IncidentType, year = CalendarYear, incident_date = IncidentDate, - lad_21_code = LACode, + lad_code = LACode, cat = PropertyCategorySummary ) @@ -42,17 +42,19 @@ fires_id <- fires_id <- fires_id |> filter(year == "2020") |> - select(lad_21_code, id) + select(lad_code, id) fire_lads <- fires_id |> - distinct(lad_21_code) |> + distinct(lad_code) |> pull() geographr_lads <- - boundaries_lad_21 |> - filter(str_detect(lad_21_code, "^S")) |> - pull(lad_21_code) + boundaries_ltla21 |> + select(lad_code = ltla21_code, + lad_name = ltla21_name) |> + filter(str_detect(lad_code, "^S")) |> + pull(lad_code) if(!(setequal(fire_lads, geographr_lads))) { stop("LADS don't match") @@ -66,12 +68,12 @@ differences clean <- fires_id |> - mutate(lad_21_code = case_when( - lad_21_code == "S12000015" ~ "S12000047", - lad_21_code == "S12000024" ~ "S12000048", - lad_21_code == "S12000046" ~ "S12000049", - lad_21_code == "S12000044" ~ "S12000050", - TRUE ~ lad_21_code)) + mutate(lad_code = case_when( + lad_code == "S12000015" ~ "S12000047", + lad_code == "S12000024" ~ "S12000048", + lad_code == "S12000046" ~ "S12000049", + lad_code == "S12000044" ~ "S12000050", + TRUE ~ lad_code)) clean |> keep_na() @@ -79,13 +81,10 @@ clean |> # Check again fire_lads <- clean |> - distinct(lad_21_code) |> + distinct(lad_code) |> pull() -geographr_lads <- - boundaries_lad_21 |> - filter(str_detect(lad_21_code, "^S")) |> - pull(lad_21_code) +geographr_lads if(na.omit(!setequal(fire_lads, geographr_lads))) { stop("LADS don't match") @@ -97,21 +96,27 @@ setdiff(fire_lads, geographr_lads) # Group by LAD grouped <- fires_id |> - group_by(lad_21_code) |> + group_by(lad_code) |> summarise(fire_count = n()) -codes <-lookup_postcode_oa_11_lsoa_11_msoa_11_lad_20 |> - select(dz_code = lsoa_11_code, lad_21_code = lad_20_code) - -dz_codes_data <- inner_join(grouped, codes, by = "lad_21_code") +lookup_lad <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + select(dz_code = lsoa11_code, lad_code = ltla20_code) pop <- population_dz_20 |> filter(sex == "All") |> - select(dz_code, total_population) - -tot <- inner_join(dz_codes_data, pop, by = "dz_code") |> - group_by(lad_21_code, fire_count) |> - summarise(total_population = sum(total_population)) |> - mutate(fire_rate = fire_count/total_population*100000) - -#Fires every 100 000 people \ No newline at end of file + select(dz_code, total_population) |> + left_join(lookup_lad, by = "dz_code") |> + group_by(lad_code) |> + summarise(total_population=sum(total_population))|> + mutate(lad_code = case_when( + lad_code == "S12000047"~"S12000015", + lad_code == "S12000048"~"S12000024", + lad_code == "S12000049"~"S12000046", + lad_code == "S12000050"~"S12000044", + TRUE ~ lad_code)) + +fires_lad <- left_join(grouped, pop, by = "lad_code") |> + mutate(fire_rate = fire_count/total_population*100000) |> + mutate(rank = rank(fire_rate)) |> + mutate(quantiles = quantise(rank, 10)) |> + select(lad_code, quantiles) \ No newline at end of file From c7e2971e622874a0a889e88893a602dab4eff7d8 Mon Sep 17 00:00:00 2001 From: Sara Luppi <93715067+sralpp@users.noreply.github.com> Date: Thu, 21 Apr 2022 16:25:39 +0200 Subject: [PATCH 30/48] update geographr datasets and depreciated --- .../scotland/heat-hazards.R | 78 +++++++++++++------ 1 file changed, 55 insertions(+), 23 deletions(-) diff --git a/R/shocks/disasters-emergencies/scotland/heat-hazards.R b/R/shocks/disasters-emergencies/scotland/heat-hazards.R index d712ee6..d0bb2ba 100644 --- a/R/shocks/disasters-emergencies/scotland/heat-hazards.R +++ b/R/shocks/disasters-emergencies/scotland/heat-hazards.R @@ -2,18 +2,18 @@ library(tidyverse) library(sf) library(geographr) +library(demographr) source("R/utils.R") -raw <- - read_sf( - "data/on-disk/heat-hazard-raw/DataZone_Scotland_Heat_Hazard_v1.shp" - ) +raw <- read_sf("data/on-disk/DataZone_Scotland_Heat_Hazard_v1.shp") + +raw %>% + filter(!str_detect(DataZone, "^S")) # ---- Prep ---- -dz_pop <- - population_dz |> - filter(sex == "All") |> +lsoa_pop <- population_dz_20 %>% + filter(sex == "All") %>% select(dz_code, total_population) heat_hazard_raw <- @@ -22,27 +22,59 @@ heat_hazard_raw <- select( dz_code = DataZone, mean_temp = mean_std_t - ) - -lookup_dz_lad <- - lookup_dz_iz_lad |> - distinct(dz_code, lad_code) + ) |> + filter(str_detect(dz_code, "^S")) # ---- Join ---- -heat_hazard_raw_joined <- - heat_hazard_raw |> - left_join(lookup_dz_lad) |> - relocate(lad_code, .after = dz_code) |> - left_join(dz_pop) |> - select(-dz_code) +heat_hazard_raw_joined <- left_join(heat_hazard_raw, lsoa_pop) # ---- Compute extent scores ---- +calculate_extent <- + function(data, + var, + higher_level_geography, + population, + weight_high_scores = TRUE) { + data <- + data |> + mutate(percentile = ntile({{ var }}, 100)) + + if (weight_high_scores) { + data <- + data |> + mutate(percentile = invert_this(percentile)) + } + + data <- + data |> + mutate( + extent = case_when( + percentile <= 10 ~ {{ population }}, + percentile == 11 ~ {{ population }} * 0.95, + percentile > 11 & percentile <= 30 ~ {{ population }} * (0.95 - ((0.9 / 19) * (percentile - 11))), + TRUE ~ 0 + ) + ) |> + group_by({{ higher_level_geography }}) |> + summarise(extent = sum(extent) / sum({{ population }})) + + if (!weight_high_scores) { + data <- + data |> + mutate(extent = extent * -1) + } + + return(data) + } + + extent <- heat_hazard_raw_joined |> - calculate_extent_depreciated( + calculate_extent( var = mean_temp, - higher_level_geography = lad_code, - population = total_population + higher_level_geography = dz_code, + population = total_population, + weight_high_scores = TRUE ) # ---- Normalise, rank, & quantise ---- @@ -51,8 +83,8 @@ heat_hazard_quantiles <- normalise_indicators() |> mutate(rank = rank(extent)) |> mutate(quantiles = quantise(rank, 5)) |> - select(lad_code, heat_hazard_quintiles = quantiles) + select(dz_code, heat_hazard_quintiles = quantiles) # ---- Save ---- heat_hazard_quantiles |> - write_rds("data/vulnerability/disasters-emergencies/scotland/heat-hazard.rds") \ No newline at end of file + write_rds("data/shocks/disasters-emergencies/scotland/heat-hazard.rds") From 7e535431c5fba67e75be0363dc8700df86cfd910 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 21 Apr 2022 16:35:34 +0200 Subject: [PATCH 31/48] heat hazards grouped at lad level --- R/shocks/disasters-emergencies/scotland/heat-hazards.R | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/R/shocks/disasters-emergencies/scotland/heat-hazards.R b/R/shocks/disasters-emergencies/scotland/heat-hazards.R index d0bb2ba..80d7398 100644 --- a/R/shocks/disasters-emergencies/scotland/heat-hazards.R +++ b/R/shocks/disasters-emergencies/scotland/heat-hazards.R @@ -6,7 +6,7 @@ library(demographr) source("R/utils.R") -raw <- read_sf("data/on-disk/DataZone_Scotland_Heat_Hazard_v1.shp") +raw <- read_sf("data/DataZone_Scotland_Heat_Hazard_v1.shp") raw %>% filter(!str_detect(DataZone, "^S")) @@ -67,12 +67,16 @@ calculate_extent <- return(data) } - +lookup_lad <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + select(lad_code = ltla20_code, + dz_code = lsoa11_code) + extent <- heat_hazard_raw_joined |> + left_join(lookup_lad, by = "dz_code") |> calculate_extent( var = mean_temp, - higher_level_geography = dz_code, + higher_level_geography = lad_code, population = total_population, weight_high_scores = TRUE ) From e1854d7720c6be3e96d05f531674b394cad20c6c Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 4 May 2022 09:25:52 +0200 Subject: [PATCH 32/48] Solve inconsistencies --- .../scotland/living-alone.R | 20 ++++++++++++++----- 1 file changed, 15 insertions(+), 5 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/living-alone.R b/R/vulnerability/disasters-emergencies/scotland/living-alone.R index 00a3e8d..47527e8 100644 --- a/R/vulnerability/disasters-emergencies/scotland/living-alone.R +++ b/R/vulnerability/disasters-emergencies/scotland/living-alone.R @@ -1,4 +1,4 @@ -# ---- Load ---- +# Load ---- library(tidyverse) library(readxl) library(httr) @@ -85,6 +85,15 @@ summary(pop_comparison$difference) table(pop_comparison$equal) # No, the population of 6866 out of 6976 Data Zones does not match, and the difference ranges are wide +# Exploration +living_alone_dz |> + left_join(imd_pop, by = "dz_code") |> + arrange(pop_count) |> + head() + +# Inconsistency of a data zone with 1 num_alone and 0 pop_count (S01010227) +# Assign NA +living_alone_dz$num_alone <- ifelse(living_alone_dz$dz_code == "S01010227", NA, living_alone_dz$num_alone) # Proportion of people living alone #With IMD @@ -184,8 +193,9 @@ dec_comparison <- left_join(living_alone_prop_lad, living_alone_prop_lad_2, by = mutate(equal = (deciles.x==deciles.y)) table(dec_comparison$equal) -living_alone_prop_dz |> - write_rds("data/vulnerability/disasters-emergencies/scotland/living-alone-dz.rds") +#Keep demographr one +living_alone_lad <- living_alone_prop_lad_2 -living_alone_prop_lad |> - write_rds("data/vulnerability/disasters-emergencies/scotland/living-alone-lad.rds") \ No newline at end of file +# Save data ---- +living_alone_lad |> + write_rds("data/vulnerability/disasters-emergencies/scotland/living-alone.rds") From 38607bb42f9df35174824cf17713b1c39b16e296 Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 4 May 2022 09:26:09 +0200 Subject: [PATCH 33/48] Save files --- .../scotland/engagement.R | 2 +- .../scotland/access-services.R | 29 +++--------------- .../scotland/digital-vulnerability.R | 4 +++ .../scotland/disabilities.R | 4 +++ .../scotland/elderly-population.R | 10 +++--- .../scotland/housing-quality.R | 7 +++-- .../scotland/access-services.rds | Bin 0 -> 1451 bytes .../scotland/digital-vulnerability.rds | Bin 0 -> 1450 bytes .../scotland/disabilities.rds | Bin 0 -> 1452 bytes .../scotland/elderly-population.rds | Bin 0 -> 1441 bytes .../scotland/housing-quality.rds | Bin 0 -> 1451 bytes .../scotland/living-alone.rds | Bin 0 -> 1441 bytes 12 files changed, 22 insertions(+), 34 deletions(-) create mode 100644 data/vulnerability/disasters-emergencies/scotland/access-services.rds create mode 100644 data/vulnerability/disasters-emergencies/scotland/digital-vulnerability.rds create mode 100644 data/vulnerability/disasters-emergencies/scotland/disabilities.rds create mode 100644 data/vulnerability/disasters-emergencies/scotland/elderly-population.rds create mode 100644 data/vulnerability/disasters-emergencies/scotland/housing-quality.rds create mode 100644 data/vulnerability/disasters-emergencies/scotland/living-alone.rds diff --git a/R/capacity/disasters-emergencies/scotland/engagement.R b/R/capacity/disasters-emergencies/scotland/engagement.R index 799d11b..7e95de0 100644 --- a/R/capacity/disasters-emergencies/scotland/engagement.R +++ b/R/capacity/disasters-emergencies/scotland/engagement.R @@ -8,7 +8,7 @@ source("R/utils.R") # OSCI Community Needs Index data ---- -raw <- read_excel("data/SCNI and domains - 2021.xlsx") +raw <- read_excel("data/on-disk/SCNI and domains - 2021.xlsx") engagement <- raw |> select( diff --git a/R/vulnerability/disasters-emergencies/scotland/access-services.R b/R/vulnerability/disasters-emergencies/scotland/access-services.R index 4d397f7..792372c 100644 --- a/R/vulnerability/disasters-emergencies/scotland/access-services.R +++ b/R/vulnerability/disasters-emergencies/scotland/access-services.R @@ -102,10 +102,6 @@ if(!(setequal(distances_dz, geographr_dz))) { "LADS match" } -# Join codes -distances_dz <- left_join(distances_mfla, geographr_codes, by = "dz_code") |> - relocate(lad_code) - # Add population pop_dz <- population_dz_20 |> filter_codes(dz_code, "^S") |> @@ -114,7 +110,8 @@ pop_dz <- population_dz_20 |> total_population) #Calculate extent -distances_lad <- distances_dz |> +distances_lad <- distances_mfla |> + left_join(geographr_codes, by = "dz_code") |> left_join(pop_dz, by = "dz_code") |> calculate_extent( var = vulnerability_score, @@ -135,23 +132,5 @@ distances_lad |> theme(axis.text.x = element_blank(), axis.ticks.x = element_blank()) -#Weighted scale with factor analysis---- -# Check the correlation between different measures of distances to services -cor(imd_distances[, -1]) -library(psych) -psych::alpha(imd_distances[, -1]) -describe(imd_distances[, -1], skew = FALSE) - -# Standardise indicators -standardised_distances <- imd_distances |> - mutate_if(is.numeric, scale) - -# Create a weighted scale with factor analysis -fa <- factanal(standardised_distances[, -1], - factors = 1, scores = "regression") - -standardised_distances$weighted_scale <- fa$scores -loadings(fa) - -describe(standardised_distances, skew = FALSE) - +distances_lad |> + write_rds("data/vulnerability/disasters-emergencies/scotland/access-services.rds") \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R index 9a35c27..c3d27a0 100644 --- a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R +++ b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R @@ -192,3 +192,7 @@ dig_vuln_lad |> ylab("Digital Vulnerability Extent") + theme(axis.text.x = element_blank(), axis.ticks.x = element_blank()) + +# Save data ----- +dig_vuln_lad |> + write_rds("data/vulnerability/disasters-emergencies/scotland/digital-vulnerability.rds") \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/disabilities.R b/R/vulnerability/disasters-emergencies/scotland/disabilities.R index ee9a3f0..4f3b3ae 100644 --- a/R/vulnerability/disasters-emergencies/scotland/disabilities.R +++ b/R/vulnerability/disasters-emergencies/scotland/disabilities.R @@ -39,3 +39,7 @@ disabilities <- disabilities |> mutate(rank = rank(disabilities_prop)) |> mutate(deciles = quantise(rank, num_quantiles = 10)) |> select(-lad_name) + +# Save Data ---- +disabilities |> + write_rds("data/vulnerability/disasters-emergencies/scotland/disabilities.rds") \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/elderly-population.R b/R/vulnerability/disasters-emergencies/scotland/elderly-population.R index 931a090..7e5b189 100644 --- a/R/vulnerability/disasters-emergencies/scotland/elderly-population.R +++ b/R/vulnerability/disasters-emergencies/scotland/elderly-population.R @@ -1,3 +1,4 @@ +#Load libraries ---- library(readr) library(tidyr) library(dplyr) @@ -65,9 +66,6 @@ elderly_lad |> ggplot(aes(y = extent)) + geom_boxplot() -# Save -elderly_iz %>% - write_rds("data/vulnerability/disasters-emergencies/scotland/elderly-population-iz.rds") - -elderly_lad %>% - write_rds("data/vulnerability/disasters-emergencies/scotland/elderly-population-lad.rds") \ No newline at end of file +# Save data ---- +elderly_lad |> + write_rds("data/vulnerability/disasters-emergencies/scotland/elderly-population.rds") \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R index aeefa01..3b1f54a 100644 --- a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R +++ b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R @@ -35,8 +35,7 @@ housing |> lad_lookup <- boundaries_ltla21 |> select(lad_name = ltla21_name, lad_code = ltla21_code) |> - mutate(lad_name = gsub('City of Edinburgh','Edinburgh, City of', lad_name)) |> - filter(str_detect(lad_code, "^S")) #filter does not work + mutate(lad_name = gsub('City of Edinburgh','Edinburgh, City of', lad_name)) # filter codes does not work # Join and compute decile housing_lad <- left_join(housing, lad_lookup, by = "lad_name") |> @@ -44,3 +43,7 @@ housing_lad <- left_join(housing, lad_lookup, by = "lad_name") |> mutate(rank = rank(poor_housing_ind)) |> mutate(deciles = quantise(rank, num_quantiles = 10)) |> select(-lad_name) + +# Save data ---- +housing_lad |> + write_rds("data/vulnerability/disasters-emergencies/scotland/housing-quality.rds") \ No newline at end of file diff --git a/data/vulnerability/disasters-emergencies/scotland/access-services.rds 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data/capacity/disasters-emergencies/scotland/engagement.rds create mode 100644 data/capacity/disasters-emergencies/scotland/la-spending-power.rds diff --git a/R/capacity/disasters-emergencies/scotland/community-assets.R b/R/capacity/disasters-emergencies/scotland/community-assets.R index f8ac9f3..103711d 100644 --- a/R/capacity/disasters-emergencies/scotland/community-assets.R +++ b/R/capacity/disasters-emergencies/scotland/community-assets.R @@ -89,3 +89,7 @@ civic_assets_lad |> ylab("Civic Assets Extent") + theme(axis.text.x = element_blank(), axis.ticks.x = element_blank()) + +# Save data ----- +civic_assets_lad |> + write_rds("data/capacity/disasters-emergencies/scotland/community-assets.rds") \ No newline at end of file diff --git a/R/capacity/disasters-emergencies/scotland/engagement.R b/R/capacity/disasters-emergencies/scotland/engagement.R index 7e95de0..581f3c8 100644 --- a/R/capacity/disasters-emergencies/scotland/engagement.R +++ b/R/capacity/disasters-emergencies/scotland/engagement.R @@ -93,3 +93,7 @@ engagement_lad |> ylab("Engagement Extent") + theme(axis.text.x = element_blank(), axis.ticks.x = element_blank()) + +# Save data ----- +engagement_lad |> + write_rds("data/capacity/disasters-emergencies/scotland/engagement.rds") \ No newline at end of file diff --git a/R/capacity/disasters-emergencies/scotland/la-spending-power.R b/R/capacity/disasters-emergencies/scotland/la-spending-power.R index 329a5ff..fef2282 100644 --- a/R/capacity/disasters-emergencies/scotland/la-spending-power.R +++ b/R/capacity/disasters-emergencies/scotland/la-spending-power.R @@ -64,6 +64,6 @@ spending_lad |> y = "Capital Expenditure per Person") + guides(x = guide_axis(angle = 90)) -# # Save data ---- -# spending_lad |> -# write_rds("data/capacity/disasters-emergencies/scotland/la-spending-power.rds") \ No newline at end of file +# Save data ---- +spending_lad |> + write_rds("data/capacity/disasters-emergencies/scotland/la-spending-power.rds") \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R index 3b1f54a..5a27663 100644 --- a/R/vulnerability/disasters-emergencies/scotland/housing-quality.R +++ b/R/vulnerability/disasters-emergencies/scotland/housing-quality.R @@ -31,7 +31,6 @@ housing |> y = "Poor Housing Index") + guides(x = guide_axis(angle = 90)) - lad_lookup <- boundaries_ltla21 |> select(lad_name = ltla21_name, lad_code = ltla21_code) |> diff --git a/data/capacity/disasters-emergencies/scotland/community-assets.rds b/data/capacity/disasters-emergencies/scotland/community-assets.rds new file mode 100644 index 0000000000000000000000000000000000000000..f984dbec5828ba89a3bc6e904ee74dca249a25fa GIT binary patch literal 1027 zcma#xVqjokVqjrpW?*6lGMRQ$I!x-IKV{~gx(5*E=_pON$S^$}#TWf;uTN89^P0+11H2|g!K2SQbzqy+I$?~)f 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qjqek`eXAj* zQ{4REdIM5k-%##W-A6-__s@SmsY2G+Mtul13$6B$A9mhw83IGrn_c$m0{$m4+J z8cqz_3x)HzK7T*^<2W-&#xjE$egJg}C@YwrUFXtP^H`;a`Db=^_5(01i}TwD#$IH` Zw82EuiR|GsXIPoQCSI3hwk$#T`ww$ncj^ED literal 0 HcmV?d00001 From 5ac4232aea9fc9931538cb1ad743529bb3a9faad Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 4 May 2022 10:00:36 +0200 Subject: [PATCH 35/48] Saving files --- .../scotland/la-spending-power.R | 3 +++ .../scotland/la-spending-power.rds | Bin 1724 -> 1022 bytes 2 files changed, 3 insertions(+) diff --git a/R/capacity/disasters-emergencies/scotland/la-spending-power.R b/R/capacity/disasters-emergencies/scotland/la-spending-power.R index fef2282..042aeb6 100644 --- a/R/capacity/disasters-emergencies/scotland/la-spending-power.R +++ b/R/capacity/disasters-emergencies/scotland/la-spending-power.R @@ -64,6 +64,9 @@ spending_lad |> y = "Capital Expenditure per Person") + guides(x = guide_axis(angle = 90)) +spending_lad <- spending_lad |> + select(lad_code, cap_exp_person) + # Save data ---- spending_lad |> write_rds("data/capacity/disasters-emergencies/scotland/la-spending-power.rds") \ No newline at end of file diff --git a/data/capacity/disasters-emergencies/scotland/la-spending-power.rds b/data/capacity/disasters-emergencies/scotland/la-spending-power.rds index 332c48d87b5533f345ab1175edef2f8f7323196e..2d9f5ee5d660872005ea6213634cc0f8799d59b0 100644 GIT binary patch delta 19 bcmdnP`;UEsC?nJ6BTPQbj7*ai*=7R(KR^YS delta 725 zcmZuvOK!q25RC)~N`XQVUHbyv^#c5h3bZPVE~|l<#EKb9W2Y!9u28AVo}&Ant*R4} zh#(f0<(YYJ-kb4X^|$%iJCq#9Y1_k`vU6qc`a-x;8D9XVk=`iWZAoy=09`f(Db*gL zG}&1yGCrFF0tMO^#IwXog%=a`8Gdlu$jFUL4{^`(L~Ju$rH@{yQ;Mt)6i{0kK~kWXkRBZ8rcYiZWkN9sO(vu}25s0V z#5Isn1&Y?ubU&g~;>H`dfO%ndt>YBVDmw{vV&+hEQ+pJiFRhu(aZ*|2ytbNL&e>3y zYzxi)nv;!TA(&v#S~sQ=w5Rr2VKV>9LQ%faZeru2?@rv3sVy730@opVek!xQ^0|p+ zvzd;sYzM7p3Xn%<(Oj*a-b4OjZkNFP`>~MR{v~890hF_Elrcj4Y@n=5(m!|eQm2$= PYZBadgdP9dl)nD~RFttn From 148d15bbf6a69e137728e38ec7104d56c60354a5 Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 4 May 2022 11:33:57 +0200 Subject: [PATCH 36/48] build indeces --- .../scotland/build-index.R | 66 +++++++++++++++++++ .../scotland/build-index.R | 52 ++++++++++----- .../scotland/de-index.csv | 60 ++++++++--------- 3 files changed, 133 insertions(+), 45 deletions(-) create mode 100644 R/capacity/disasters-emergencies/scotland/build-index.R diff --git a/R/capacity/disasters-emergencies/scotland/build-index.R b/R/capacity/disasters-emergencies/scotland/build-index.R new file mode 100644 index 0000000..ece863d --- /dev/null +++ b/R/capacity/disasters-emergencies/scotland/build-index.R @@ -0,0 +1,66 @@ +# Fire station response time is not included for now (17/03) as don't have LTLA level data +# (only FRA level). Include again when get this from Gov. +# ---- Load libraries and Functions ---- +library(tidyverse) +library(demographr) + +source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") + +# ---- Load indicators ---- +indicators <- + load_indicators( + path = "data/capacity/disasters-emergencies/scotland", + key = "lad_code" + ) + +# # Check entry for all 2020 LAD codes +lads_20 <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> + filter(str_detect(ltla20_code, "^S")) |> + distinct(lad_code = ltla20_code) + +lads_20 |> + anti_join(indicators, by = "lad_code") + +indicators |> + anti_join(lads_20, by = "lad_code") + +# Check for NAs +indicators |> + dplyr::filter(if_any(everything(), ~is.na(.x))) + + +# Align direction so that high score = low capacity +indicators_aligned <- indicators |> + mutate(cap_exp_person = cap_exp_person * -1) + +# Build Index ---- + +# Check distribution +indicators_aligned |> + normalise_indicators() |> + summary() + +de <- + indicators_aligned |> + normalise_indicators() |> + calculate_domain_scores(domain_name = "de") + +cor(de[,-1]) + +pca_rec <- recipe(~., data = de[, -1]) %>% + update_role(name, category, new_role = "id") %>% + step_normalize(all_predictors()) %>% + step_pca(all_predictors()) + +pca_prep <- prep(pca_rec) + +pca_prep + +# Inverting ranks and deciles so that higher scores = higher capacity +de_invert <- de |> + mutate(de_domain_rank = inverse_rank(de_domain_rank), + de_domain_quantiles = invert_this(de_domain_quantiles)) + +# Save index +de_invert |> + write_csv("data/capacity/disasters-emergencies/england/de-index.csv") \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/build-index.R b/R/vulnerability/disasters-emergencies/scotland/build-index.R index e0db967..a8edd15 100644 --- a/R/vulnerability/disasters-emergencies/scotland/build-index.R +++ b/R/vulnerability/disasters-emergencies/scotland/build-index.R @@ -1,42 +1,64 @@ -# ---- Load libraries and Functions ---- +# Load libraries and functions ---- library(tidyverse) +library(demographr) + source("R/utils.R") # ---- Load indicators ---- -disabilities <- - read_rds("data/vulnerability/disasters-emergencies/scotland/disability-lad.rds") %>% +access_services <- + read_rds("data/vulnerability/disasters-emergencies/scotland/access-services.rds") %>% select( lad_code, - raw_disability = disability_daily_activities_percent + distances_extent, ) -imd <- - read_rds("data/vulnerability/disasters-emergencies/scotland/imd-lad.rds") %>% +digital_vulnerability <- + read_rds("data/vulnerability/disasters-emergencies/scotland/digital-vulnerability.rds") %>% select( lad_code, - raw_imd = extent + dig_vuln_extent, ) -living_alone <- - read_rds("data/vulnerability/disasters-emergencies/scotland/living-alone-lad.rds") %>% +disabilities <- + read_rds("data/vulnerability/disasters-emergencies/scotland/disabilities.rds") %>% select( lad_code, - raw_living_alone = extent + disabilities_prop, ) elderly <- - read_rds("data/vulnerability/disasters-emergencies/scotland/elderly-population-lad.rds") %>% + read_rds("data/vulnerability/disasters-emergencies/scotland/elderly-population.rds") %>% + select( + lad_code, + elderly_extent = extent + ) + +housing_quality <- + read_rds("data/vulnerability/disasters-emergencies/scotland/housing-quality.rds") %>% select( lad_code, - raw_elderly = extent + poor_housing_ind + ) + +living_alone <- + read_rds("data/vulnerability/disasters-emergencies/scotland/living-alone.rds") %>% + select( + lad_code, + living_alone_extent = extent ) # ---- Build Index ---- de <- - disabilities %>% - left_join(imd) %>% - left_join(living_alone) %>% + access_services %>% + left_join(digital_vulnerability) %>% + left_join(disabilities) %>% left_join(elderly) %>% + left_join(housing_quality) %>% + left_join(living_alone) + +cor(de[,-1], use = "complete.obs") + +de <- de %>% normalise_indicators() %>% calculate_domain_scores(domain_name = "de") %>% select(lad_code, deciles = de_domain_quantiles) diff --git a/data/vulnerability/disasters-emergencies/scotland/de-index.csv b/data/vulnerability/disasters-emergencies/scotland/de-index.csv index a744749..126167c 100644 --- a/data/vulnerability/disasters-emergencies/scotland/de-index.csv +++ b/data/vulnerability/disasters-emergencies/scotland/de-index.csv @@ -1,33 +1,33 @@ lad_code,deciles +S12000005,1 +S12000006,1 +S12000008,1 +S12000010,1 +S12000011,2 +S12000013,2 +S12000014,2 +S12000017,3 +S12000018,3 +S12000019,3 +S12000020,4 +S12000021,4 +S12000023,4 +S12000026,5 +S12000027,5 +S12000028,5 +S12000029,6 +S12000030,6 S12000033,6 -S12000034,1 -S12000041,8 -S12000035,9 -S12000036,4 -S12000005,5 -S12000006,9 -S12000042,10 -S12000008,6 -S12000045,2 -S12000010,3 -S12000011,1 -S12000014,5 -S12000047,7 -S12000049,10 -S12000017,2 -S12000018,10 -S12000019,1 -S12000020,2 -S12000013,4 -S12000021,10 -S12000050,6 -S12000023,1 -S12000048,3 +S12000034,7 +S12000035,7 +S12000036,7 S12000038,8 -S12000026,7 -S12000027,5 -S12000028,8 -S12000029,7 -S12000030,3 -S12000039,9 -S12000040,4 +S12000039,8 +S12000040,8 +S12000041,9 +S12000042,9 +S12000045,9 +S12000047,10 +S12000048,10 +S12000049,10 +S12000050,10 From 6daf8160b2f7c918b3351c16e28c477fd79ad20e Mon Sep 17 00:00:00 2001 From: sralpp Date: Fri, 6 May 2022 10:16:43 +0200 Subject: [PATCH 37/48] deleted files --- .../disasters-emergencies/scotland/fires.R | 78 ------------ .../disasters-emergencies/scotland/imd.R | 111 ------------------ 2 files changed, 189 deletions(-) delete mode 100644 R/vulnerability/disasters-emergencies/scotland/fires.R delete mode 100644 R/vulnerability/disasters-emergencies/scotland/imd.R diff --git a/R/vulnerability/disasters-emergencies/scotland/fires.R b/R/vulnerability/disasters-emergencies/scotland/fires.R deleted file mode 100644 index c34b1d2..0000000 --- a/R/vulnerability/disasters-emergencies/scotland/fires.R +++ /dev/null @@ -1,78 +0,0 @@ -library(httr) -library(readxl) -library(readr) -library(dplyr) -library(tidyr) -library(geographr) - -# Data Zone and Intermediate Zone 2011 Lookups -lookup <- - lookup_dz_iz_lad %>% - select(dz_code, iz_code, lad_code) - -# Household estimates by data zone (2011) -# source: https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/households/household-estimates/small-area-statistics-on-households-and-dwellings -GET( - "https://www.nrscotland.gov.uk/files//statistics/household-estimates/small-area/hh-est-by-2011-dz-small-area-14-19.xlsx", - write_disk(tf <- tempfile()) -) - -dwellings <- - read_excel(tf, skip = 2, sheet = "2019") %>% - drop_na() %>% - select( - dz_code = `2011 Data Zone code`, - total_dwellings = `Total Dwellings`, - occupied_dwellings = `Occupied Dwellings` - ) - -# Incidents by Data Zone -# source: https://www.firescotland.gov.uk/about-us/fire-and-rescue-statistics.aspx -# data: https://www.firescotland.gov.uk/media/1332754/firesbydatazone.csv -fires <- read_csv("https://www.firescotland.gov.uk/media/1332754/firesbydatazone.csv") - -# Count fires by Data Zone (~LSOA) -fires_dz <- - fires %>% - filter(IncidentType == "Dwelling Fire") %>% - rename(dz_code = DataZone) %>% - group_by(dz_code) %>% - summarise( - n_fires = n(), - n_accidental = sum(Accidental), - n_fatalities = sum(FireFatalities), - n_casualties = sum(FireCasualties_exc_precautionary_checks) - ) %>% - filter(dz_code != ":unknown") %>% - left_join(dwellings, by = "dz_code") %>% - mutate(density_fires = n_fires / occupied_dwellings) - -# Count fires by Intermediate Zone (MSOA) -fires_iz <- - fires_dz %>% - left_join(lookup, by = "dz_code") %>% - group_by(iz_code) %>% - summarise(n_fires = sum(n_fires), n_dwellings = sum(occupied_dwellings)) %>% - mutate(density_fires = n_fires / n_dwellings) - -# Count fires by Council Area (LAD) -fires_lad <- - fires_dz %>% - left_join(lookup, by = "dz_code") %>% - group_by(lad_code) %>% - summarise(n_fires = sum(n_fires), n_dwellings = sum(occupied_dwellings)) %>% - mutate(density_fires = n_fires / n_dwellings) - -# Save -write_rds( - fires_dz, - "data/vulnerability/disasters-emergencies/scotland/fires-dz.rds" -) -write_rds( - fires_iz, - "data/vulnerability/disasters-emergencies/scotland/fires-iz.rds" -) -write_rds( - fires_lad, - "data/vulnerability/disasters-emergencies/scotland/fires-lad.rds" -) \ No newline at end of file diff --git a/R/vulnerability/disasters-emergencies/scotland/imd.R b/R/vulnerability/disasters-emergencies/scotland/imd.R deleted file mode 100644 index 5663197..0000000 --- a/R/vulnerability/disasters-emergencies/scotland/imd.R +++ /dev/null @@ -1,111 +0,0 @@ -# ---- Load ---- -library(dplyr) -library(httr) -library(readxl) -library(geographr) -library(classInt) -source("R/utils.R") - -# Source: https://www.gov.scot/collections/scottish-index-of-multiple-deprivation-2020/ -GET( - url = "https://www.gov.scot/binaries/content/documents/govscot/publications/statistics/2020/01/scottish-index-of-multiple-deprivation-2020-ranks-and-domain-ranks/documents/scottish-index-of-multiple-deprivation-2020-ranks-and-domain-ranks/scottish-index-of-multiple-deprivation-2020-ranks-and-domain-ranks/govscot%3Adocument/SIMD%2B2020v2%2B-%2Branks.xlsx", - write_disk(tf <- tempfile(fileext = ".xlsx")) -) - -# For all ranks: 1 is most deprived, 6,976 is least deprived -imd_raw <- read_excel(tf, sheet = "SIMD 2020v2 ranks") - -imd_clean <- - imd_raw %>% - select( - dz_code = Data_Zone, - pop_count = Total_population, - overall_rank = SIMD2020v2_Rank - ) - -imd_dz <- - imd_clean %>% - mutate( - deciles = - quantise( - overall_rank, - num_quantiles = 10, - highest_quantile_worst = TRUE - ) - ) - -# ---- Calculate IZ Deciles ---- -# Aggregate dz -> iz -imd_iz_extent <- - imd_clean %>% - left_join(lookup_dz_iz_lad, by = "dz_code") %>% - select(-dz_name, -lad_name, -lad_code) %>% - relocate(starts_with("iz_"), .after = dz_code) %>% - calculate_extent_depreciated( - var = overall_rank, - higher_level_geography = iz_code, - population = pop_count, - invert_percentiles = FALSE - ) - -# Quantise into deciles -# quantise() fun will not work because calcuate_extent() does not permit the -# creation of equal breaks (as only worst 30% receive scores) -imd_iz_rank <- - imd_iz_extent %>% - mutate( - rank = rank(extent) - ) - -imd_breaks <- classIntervals( - imd_iz_rank$rank, - 10, - style = "fisher" -) - -imd_iz <- - imd_iz_rank %>% - mutate( - deciles = as.integer( - cut( - rank, - breaks = imd_breaks$brks, - include.lowest = TRUE - ) - ) - ) - -# ---- Calculate LAD Deciles ---- -imd_lad_extent <- - imd_clean %>% - left_join(lookup_dz_iz_lad, by = "dz_code") %>% - select(dz_code, lad_code, pop_count, overall_rank) %>% - calculate_extent_depreciated( - var = overall_rank, - higher_level_geography = lad_code, - population = pop_count, - invert_percentiles = FALSE - ) - -imd_lad <- - imd_lad_extent %>% - mutate(rank = rank(extent)) %>% - mutate( - deciles = quantise( - rank, - num_quantiles = 10 - ) - ) - -write_rds( - imd_dz, - "data/vulnerability/disasters-emergencies/scotland/imd-dz.rds" -) -write_rds( - imd_iz, - "data/vulnerability/disasters-emergencies/scotland/imd-iz.rds" -) -write_rds( - imd_lad, - "data/vulnerability/disasters-emergencies/scotland/imd-lad.rds" -) \ No newline at end of file From 026fc7023c2197dd098a9d71a330d68ad5161024 Mon Sep 17 00:00:00 2001 From: sralpp Date: Fri, 6 May 2022 10:19:42 +0200 Subject: [PATCH 38/48] Delete metadata.md --- .../disasters-emergencies/scotland/metadata.md | 8 -------- 1 file changed, 8 deletions(-) delete mode 100644 R/vulnerability/disasters-emergencies/scotland/metadata.md diff --git a/R/vulnerability/disasters-emergencies/scotland/metadata.md b/R/vulnerability/disasters-emergencies/scotland/metadata.md deleted file mode 100644 index f38d513..0000000 --- a/R/vulnerability/disasters-emergencies/scotland/metadata.md +++ /dev/null @@ -1,8 +0,0 @@ -## Scotland Disasters & Emergencies Metadata - -| Domain | Indicator | Year | Source | License | Indicator Code Added | Data Added to `data/` | -| --- | --- | --- | --- | --- | --- | --- | -| Social Vulnerability to Disasters | Elderly Population | 2019 | [Public Health Scotland](https://www.opendata.nhs.scot/dataset/population-estimates/resource/93df4c88-f74b-4630-abd8-459a19b12f47) | [OGL3](https://www.opendata.nhs.scot/about) | Yes | Yes | -|Social Vulnerability to Disasters | IMD | 2020 | [Scot Gov](https://www.gov.scot/collections/scottish-index-of-multiple-deprivation-2020/) | [OGL3](https://www.gov.scot/crown-copyright/) | Yes | Yes | -|Social Vulnerability to Disasters | Fires | 2020 | [Scottish Fire and Rescue Service](https://www.firescotland.gov.uk/about-us/fire-and-rescue-statistics.aspx) | [OGL3](https://www.firescotland.gov.uk/media/2251994/fsis_guidance_notes_2019_20.pdf) | Yes | Yes | -|Social Vulnerability to Disasters | Living Alone | ? | ? | ? | Yes | Yes | \ No newline at end of file From 9cabb61d3b17aa608cae6a029c00694eade2b1ef Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 11 May 2022 17:55:02 +0200 Subject: [PATCH 39/48] delete unwanted files --- .../scotland/disability-lad.rds | Bin 1470 -> 0 bytes .../scotland/elderly-population-iz.rds | Bin 57863 -> 0 bytes .../scotland/elderly-population-lad.rds | Bin 1441 -> 0 bytes .../scotland/fires-dz.rds | Bin 461519 -> 0 bytes .../scotland/fires-iz.rds | Bin 47593 -> 0 bytes .../scotland/fires-lad.rds | Bin 1455 -> 0 bytes .../scotland/heat-hazard.rds | Bin 901 -> 0 bytes .../disasters-emergencies/scotland/imd-dz.rds | Bin 258379 -> 0 bytes .../disasters-emergencies/scotland/imd-iz.rds | Bin 47579 -> 0 bytes .../disasters-emergencies/scotland/imd-lad.rds | Bin 1441 -> 0 bytes .../scotland/living-alone-dz.rds | Bin 369939 -> 0 bytes .../scotland/living-alone-lad.rds | Bin 1441 -> 0 bytes 12 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 data/vulnerability/disasters-emergencies/scotland/disability-lad.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/elderly-population-iz.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/elderly-population-lad.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/fires-dz.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/fires-iz.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/fires-lad.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/heat-hazard.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/imd-dz.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/imd-iz.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/imd-lad.rds delete mode 100644 data/vulnerability/disasters-emergencies/scotland/living-alone-dz.rds delete mode 100644 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fd35569072cecbb3b264c40f8475c90ba7d78359..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1441 zcmZXUT}YE*6vy|eZbRwANWo%RNLk4CzVDotdIl9ipu*NbO&rV3DA%MpvabsvL5ZNc z@S;GWSW4fsRt*v=Kk$Q)GU=kckfJY$D5#62xt_z$E;>DM-rqU@J@5Iy&%?8)&ZttU zG%B51tI}vis$DG}IuR>Gm_=p~G`Osi1&56brCcaug4MzWD;H!gC|s~};XjvhHbdgJ z61SDOt;E+Naa)PoO59fFwla5-`Ql{0r!xNzncK?TR^he^U#%js4N|zR!dI(sTZP-& zEaGhB;5mWO@!oR_Cz3FHbN9)a^}R4!(;wVr?1cN(lN)0GJrFHF?D?|gDva#=ASFMo zgpsmqSL#QbAg=kb#!}e=v+o`}zP!{6k@FR?`~ef(UD}y#GVF)xhdr)8ZZ|xudR5;w zSPK)O>QjTuk053`dcCb60uwW>(Qoh`rW?l#JBG~=?{^OA69X_?wDC?~{#l6R*&5E& z&cpMX#-I1P8{p--sjlK%-7wd8VeGWF2j*_nSTAaFA-cHL?L3%(v6!bLXYUBSp8xGi zG}XcFW6puKmxA#0*VN>yd^^PL(;xFfL-5A;*=2jO2xDJgm_m`a>3wiWA``>0nP?>z z5OayRb7DA3h=s%oVhSn;{tLx$lo7WPZA3G%lxQaw5qG2r->EJqZYNd}tB83-nFz!z zVliGDD;9Dc+ud!qNc#^sAr16-;k)``{{XDV~+P#>ds2_ z#vJ?LTznU6@xBf{)pY3fLGKZNyAW_YbtGm5ygpBJo6k>mhW~ij9}H8a3weXBlxO<< z&4&Wm;GeFBP+Lbyx-%|Y( Date: Wed, 11 May 2022 17:55:38 +0200 Subject: [PATCH 40/48] update build index standardization, mfla --- .../scotland/de-index.csv | 56 +++++++++---------- 1 file changed, 28 insertions(+), 28 deletions(-) diff --git a/data/vulnerability/disasters-emergencies/scotland/de-index.csv b/data/vulnerability/disasters-emergencies/scotland/de-index.csv index 126167c..32b15f3 100644 --- a/data/vulnerability/disasters-emergencies/scotland/de-index.csv +++ b/data/vulnerability/disasters-emergencies/scotland/de-index.csv @@ -1,33 +1,33 @@ lad_code,deciles S12000005,1 -S12000006,1 -S12000008,1 -S12000010,1 +S12000006,10 +S12000008,4 +S12000010,4 S12000011,2 -S12000013,2 -S12000014,2 -S12000017,3 -S12000018,3 +S12000013,10 +S12000014,4 +S12000017,8 +S12000018,7 S12000019,3 -S12000020,4 -S12000021,4 -S12000023,4 -S12000026,5 -S12000027,5 -S12000028,5 -S12000029,6 -S12000030,6 -S12000033,6 -S12000034,7 -S12000035,7 -S12000036,7 -S12000038,8 -S12000039,8 -S12000040,8 +S12000020,8 +S12000021,9 +S12000023,8 +S12000026,10 +S12000027,7 +S12000028,9 +S12000029,5 +S12000030,2 +S12000033,2 +S12000034,6 +S12000035,10 +S12000036,1 +S12000038,3 +S12000039,6 +S12000040,1 S12000041,9 -S12000042,9 -S12000045,9 -S12000047,10 -S12000048,10 -S12000049,10 -S12000050,10 +S12000042,5 +S12000045,5 +S12000047,7 +S12000048,6 +S12000049,1 +S12000050,3 From 85fc346cfcec6482a4d13b62b24e347c2e4038bd Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 11 May 2022 17:56:20 +0200 Subject: [PATCH 41/48] check extent without na --- .../scotland/digital-vulnerability.R | 50 ++++++++++++++++++- 1 file changed, 48 insertions(+), 2 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R index c3d27a0..b1e98d5 100644 --- a/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R +++ b/R/vulnerability/disasters-emergencies/scotland/digital-vulnerability.R @@ -49,6 +49,7 @@ nrow(postcode_lookup |> anti_join(dig_vuln, by = "postcode")) # Missing values---- sum(is.na(dig_vuln)) +sum(is.na(dig_vuln$vul_dig_brdbnd)) # Check that the postcodes of missing values are not from the same data zone na.dig_vuln <- dig_vuln |> @@ -69,8 +70,22 @@ na_zone <- na.dig_vuln |> mutate(prop = n_na/n_tot) |> arrange(desc(prop)) +na_zone |> + ggplot(aes(x = prop))+ + geom_density() + +na_zone |> + ggplot(aes(x=prop, y=n_tot)) + + geom_point() + +sum(na_zone$n_na) + head(na_zone) +# Cut off the right side of the tail at 0.1 +cut_na <- na_zone |> + filter(prop > 0.1) + # Group by Data Zone---- dig_vuln_dz <- dig_vuln |> left_join(postcode_lookup, by = "postcode") |> @@ -100,7 +115,7 @@ if(!(setequal(dv_dz, geographr_dz))) { # There are 3 missing data zones setdiff(geographr_dz, dv_dz) #Petershill 04, Sighthill 02, Sighthill 03 - +setdiff(dv_dz, geographr_dz) #Create new function inspired by weighted_domain_scores(): source("https://raw.githubusercontent.com/britishredcrosssociety/covid-19-vulnerability/master/functions.r") # Steps in weighted_domain_scores() function: @@ -193,6 +208,37 @@ dig_vuln_lad |> theme(axis.text.x = element_blank(), axis.ticks.x = element_blank()) +# Without risky NA---- +dig_vuln_na <- dig_vuln_dz |> + anti_join(cut_na, by = "dz_code") + +dig_vuln_mfla_na <- dig_vuln_na |> + mfla_score() |> + select(dz_code, + vulnerability_score) + +dig_vuln_lad_na <- dig_vuln_mfla_na |> + left_join(lad_lookup, by = "dz_code") |> + left_join(pop_dz, by = "dz_code") |> + relocate(dz_code, lad_code) |> + calculate_extent( + var = vulnerability_score, + higher_level_geography = lad_code, + population = total_population, + weight_high_scores = T + ) |> + rename(dig_vuln_extent = extent) + +dig_vuln_lad_na <- dig_vuln_lad |> + mutate(rank = rank(dig_vuln_extent)) |> + mutate(deciles = quantise(rank, num_quantiles = 10)) + +comparison <- dig_vuln_lad |> + left_join(dig_vuln_lad_na, by = "lad_code")|> + mutate(equal = (dig_vuln_extent.x == dig_vuln_extent.y)) +table(comparison$equal) +#No difference + # Save data ----- dig_vuln_lad |> - write_rds("data/vulnerability/disasters-emergencies/scotland/digital-vulnerability.rds") \ No newline at end of file + write_rds("data/vulnerability/disasters-emergencies/scotland/digital-vulnerability.rds") From 637f294bdd16ae46dc4638b980c6ec5a7ecbcaec Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 11 May 2022 17:57:03 +0200 Subject: [PATCH 42/48] name changes --- .../scotland/elderly-population.R | 5 +++-- .../scotland/living-alone.R | 7 ++++--- .../scotland/elderly-population.rds | Bin 1441 -> 1449 bytes .../scotland/living-alone.rds | Bin 1441 -> 1447 bytes 4 files changed, 7 insertions(+), 5 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/elderly-population.R b/R/vulnerability/disasters-emergencies/scotland/elderly-population.R index 7e5b189..4a38c87 100644 --- a/R/vulnerability/disasters-emergencies/scotland/elderly-population.R +++ b/R/vulnerability/disasters-emergencies/scotland/elderly-population.R @@ -53,7 +53,8 @@ elderly_lad <- population = num_people, weight_high_scores = TRUE ) |> - mutate(rank = rank(extent)) |> + rename(elderly_extent = extent) |> + mutate(rank = rank(elderly_extent)) |> mutate( deciles = quantise( rank, @@ -63,7 +64,7 @@ elderly_lad <- ) elderly_lad |> - ggplot(aes(y = extent)) + + ggplot(aes(y = elderly_extent)) + geom_boxplot() # Save data ---- diff --git a/R/vulnerability/disasters-emergencies/scotland/living-alone.R b/R/vulnerability/disasters-emergencies/scotland/living-alone.R index 47527e8..14bb396 100644 --- a/R/vulnerability/disasters-emergencies/scotland/living-alone.R +++ b/R/vulnerability/disasters-emergencies/scotland/living-alone.R @@ -179,7 +179,8 @@ living_alone_prop_lad_2 <- population = total_population, weight_high_scores = TRUE ) |> - mutate(rank = rank(extent)) |> + rename(alone_extent = extent) |> + mutate(rank = rank(alone_extent)) |> mutate( deciles = quantise( rank, @@ -190,7 +191,7 @@ living_alone_prop_lad_2 <- #Compare quantiles between IMB and demographr dec_comparison <- left_join(living_alone_prop_lad, living_alone_prop_lad_2, by = "lad_code") |> - mutate(equal = (deciles.x==deciles.y)) + mutate(equal = (deciles.x == deciles.y)) table(dec_comparison$equal) #Keep demographr one @@ -198,4 +199,4 @@ living_alone_lad <- living_alone_prop_lad_2 # Save data ---- living_alone_lad |> - write_rds("data/vulnerability/disasters-emergencies/scotland/living-alone.rds") + write_rds("data/vulnerability/disasters-emergencies/scotland/living-alone.rds") \ No newline at end of file diff --git a/data/vulnerability/disasters-emergencies/scotland/elderly-population.rds b/data/vulnerability/disasters-emergencies/scotland/elderly-population.rds index aadea8dc7239231eb9abc4d7f07a86fcd730ee4c..b4a7d46d064abd9c1550e597e31e4f76d1057d64 100644 GIT binary patch delta 21 ccmZ3;y^?za7b_=UYEDXOQBGz2WNy}J07zX1zyJUM delta 13 UcmZ3pF From 34a9378ba8c417c689f5e72baf929295a75d3bfb Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 11 May 2022 17:57:10 +0200 Subject: [PATCH 43/48] Update build-index.R --- .../scotland/build-index.R | 233 +++++++++++++----- 1 file changed, 173 insertions(+), 60 deletions(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/build-index.R b/R/vulnerability/disasters-emergencies/scotland/build-index.R index a8edd15..e0280a4 100644 --- a/R/vulnerability/disasters-emergencies/scotland/build-index.R +++ b/R/vulnerability/disasters-emergencies/scotland/build-index.R @@ -4,64 +4,177 @@ library(demographr) source("R/utils.R") -# ---- Load indicators ---- -access_services <- - read_rds("data/vulnerability/disasters-emergencies/scotland/access-services.rds") %>% - select( - lad_code, - distances_extent, - ) - -digital_vulnerability <- - read_rds("data/vulnerability/disasters-emergencies/scotland/digital-vulnerability.rds") %>% - select( - lad_code, - dig_vuln_extent, - ) - -disabilities <- - read_rds("data/vulnerability/disasters-emergencies/scotland/disabilities.rds") %>% - select( - lad_code, - disabilities_prop, - ) - -elderly <- - read_rds("data/vulnerability/disasters-emergencies/scotland/elderly-population.rds") %>% - select( - lad_code, - elderly_extent = extent - ) - -housing_quality <- - read_rds("data/vulnerability/disasters-emergencies/scotland/housing-quality.rds") %>% - select( - lad_code, - poor_housing_ind - ) - -living_alone <- - read_rds("data/vulnerability/disasters-emergencies/scotland/living-alone.rds") %>% - select( - lad_code, - living_alone_extent = extent - ) - -# ---- Build Index ---- -de <- - access_services %>% - left_join(digital_vulnerability) %>% - left_join(disabilities) %>% - left_join(elderly) %>% - left_join(housing_quality) %>% - left_join(living_alone) - -cor(de[,-1], use = "complete.obs") - -de <- de %>% - normalise_indicators() %>% - calculate_domain_scores(domain_name = "de") %>% - select(lad_code, deciles = de_domain_quantiles) - -de %>% +# Load indicators - Does not work +indicators <- + load_indicators( + path = "data/vulnerability/disasters-emergencies/scotland", + key = "lad_code" + ) |> + select(!c(starts_with("rank"), starts_with("deciles"))) + +# No indicators to re-align + +# Check normality of indicators +indicators |> + pivot_longer(distances_extent:alone_extent, names_to = "variable", values_to = "value") %>% + ggplot(aes(x = value)) + + geom_density() + + facet_wrap(vars(variable), ncol = 3, scales = "free") + +for(i in 2:7) { + print(colnames(indicators[, i])) + print(shapiro.test(indicators[[i]])$p.value) + if (shapiro.test(indicators[[i]])$p.value < 0.05) { + print("Not normally distributed") + } + else { + print("Normally distributed") + } + cat("\n") + +} + +#dig_vuln, elderly and alone are not normally distributed, distances is at the limit + +# Exponential transformation ---- + +ranked <- indicators |> + mutate_if(is.numeric, rank) + +scale01 <- function(x) (x - min(x))/diff(range(x)) + +scale_ind <- ranked |> + mutate_if(is.numeric, scale01) + +exponential = function(x) (-23*log(1-x*(1-exp(1)^(-100/23)))) + +exp_ind <- scale_ind |> + mutate_if(is.numeric, exponential) + +# All are normally distributed after the transformation + +# Normalise indicators +normalised <- exp_ind |> + normalise_indicators(ignore_nas = T) + +normalised |> + pivot_longer(distances_extent:alone_extent, names_to = "variable", values_to = "value") %>% + ggplot(aes(x = value)) + + geom_density() + + facet_wrap(vars(variable), ncol = 3, scales = "free") + +# MFLA +standardised = function(x) (x - mean(x))/sd(x) +rank2 = function(x) rank(x, na.last = FALSE) + +mfla_score <- function(d) { + + # Rank and normalise indicators to mean 0, SD 1. + d <- d %>% + mutate_if(is.numeric, list(scaled = function(x) standardised(rank2(x)))) + + # Extract weights + d_weights <- d %>% + select(ends_with("_scaled")) %>% + factanal(factors = 1) %>% + tidy() %>% + select(-uniqueness, weights = fl1) %>% + mutate(weights = abs(weights), + weights = weights/sum(weights)) + + # Multiply model weights by respective column to get weighted indicators + d_weighted_ind <- d %>% + select(d_weights$variable) %>% + map2_dfc(d_weights$weights, `*`) %>% + select_all(list(~ str_remove(., "_scaled"))) %>% + select_all(list(~ str_c(., "_weighted"))) + + # Combine weighted indicators with original data + d <- bind_cols(d, d_weighted_ind) + + # Sum weighted indicators + d <- d %>% + mutate(mfla_score = reduce(select(., ends_with("_weighted")), `+`)) + + # Return data + return(d) + +} + +#Apply the function +indicators_mfla <- normalised |> + mfla_score() |> + select(lad_code, + mfla_score) + +# Domain scores +indicators_scores <- indicators_mfla |> + calculate_domain_scores(domain_name = "vulnerability") |> + select(lad_code, deciles = vulnerability_domain_quantiles) + +# Another way ---- +# Apply transformations to not normal indicators + +cor(indicators[,-1], use = "complete.obs") + +library(psych) +for(i in 2:7) { + print(colnames(indicators[, i])) + print(skew(indicators[[i]])) + cat("\n") + +} + +transformed <- indicators |> + mutate(dig_vuln_extent = sqrt(dig_vuln_extent), + elderly_extent = sqrt(elderly_extent), + alone_extent = sqrt(alone_extent)) + +transformed |> + pivot_longer(distances_extent:alone_extent, names_to = "variable", values_to = "value") %>% + ggplot(aes(x = value)) + + geom_density() + + facet_wrap(vars(variable), ncol = 3, scales = "free") + +for(i in 2:7) { + print(colnames(transformed[, i])) + print(shapiro.test(transformed[[i]])$p.value) + if (shapiro.test(transformed[[i]])$p.value < 0.05) { + print("Not normally distributed") + } + else { + print("Normally distributed") + } + cat("\n") + +} + +# Normalise indicators +normalised_e <- transformed |> + normalise_indicators(ignore_nas = T) + +normalised_e |> + pivot_longer(distances_extent:alone_extent, names_to = "variable", values_to = "value") %>% + ggplot(aes(x = value)) + + geom_density() + + facet_wrap(vars(variable), ncol = 3, scales = "free") + +indicators_mfla_e <- normalised_e |> + mfla_score() |> + select(lad_code, + mfla_score) + +indicators_scores_e <- indicators_mfla_e |> + calculate_domain_scores(domain_name = "vulnerability") |> + select(lad_code, deciles = vulnerability_domain_quantiles) + +# Comparisons between the different ways---- +comparison <- indicators_scores |> + left_join(indicators_scores_e, by = "lad_code")|> + mutate(equal = (deciles.x == deciles.y)) + +table(comparison$equal) +# deciles are not always the same between methods (there are 19 LADs that are different), but they change slightly, e.g. 4th instead of 5th quantile + +indicators_scores |> write_csv("data/vulnerability/disasters-emergencies/scotland/de-index.csv") \ No newline at end of file From 07ce594eee2428803d6f3e01d7c33d2d4cadc113 Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 18 May 2022 16:08:43 +0200 Subject: [PATCH 44/48] Update build index capacity --- .../scotland/build-index.R | 174 +++++++++++++++--- 1 file changed, 144 insertions(+), 30 deletions(-) diff --git a/R/capacity/disasters-emergencies/scotland/build-index.R b/R/capacity/disasters-emergencies/scotland/build-index.R index ece863d..fc2233f 100644 --- a/R/capacity/disasters-emergencies/scotland/build-index.R +++ b/R/capacity/disasters-emergencies/scotland/build-index.R @@ -3,17 +3,18 @@ # ---- Load libraries and Functions ---- library(tidyverse) library(demographr) +library(geographr) -source("https://raw.githubusercontent.com/britishredcrosssociety/resilience-index/main/R/utils.R") +source("R/utils.R") -# ---- Load indicators ---- +# Load indicators ---- indicators <- load_indicators( path = "data/capacity/disasters-emergencies/scotland", key = "lad_code" ) -# # Check entry for all 2020 LAD codes +# Check entry for all 2020 LAD codes lads_20 <- lookup_postcode_oa11_lsoa11_msoa11_ltla20 |> filter(str_detect(ltla20_code, "^S")) |> distinct(lad_code = ltla20_code) @@ -28,39 +29,152 @@ indicators |> indicators |> dplyr::filter(if_any(everything(), ~is.na(.x))) - # Align direction so that high score = low capacity indicators_aligned <- indicators |> mutate(cap_exp_person = cap_exp_person * -1) -# Build Index ---- - -# Check distribution +# Check normality of indicators indicators_aligned |> - normalise_indicators() |> - summary() - -de <- - indicators_aligned |> - normalise_indicators() |> - calculate_domain_scores(domain_name = "de") - -cor(de[,-1]) - -pca_rec <- recipe(~., data = de[, -1]) %>% - update_role(name, category, new_role = "id") %>% - step_normalize(all_predictors()) %>% - step_pca(all_predictors()) - -pca_prep <- prep(pca_rec) - -pca_prep + pivot_longer(civic_assets_extent:cap_exp_person, names_to = "variable", values_to = "value") %>% + ggplot(aes(x = value)) + + geom_density() + + facet_wrap(vars(variable), ncol = 3, scales = "free") + +for(i in 2:4) { + print(colnames(indicators[, i])) + print(shapiro.test(indicators[[i]])$p.value) + if (shapiro.test(indicators[[i]])$p.value < 0.05) { + print("Not normally distributed") + } + else { + print("Normally distributed") + } + cat("\n") + +} + +#all the variables are not normally distributed + +# Exponential transformation ---- + +ranked <- indicators_aligned |> + mutate_if(is.numeric, rank) + +scale01 <- function(x) (x - min(x))/diff(range(x)) + +scale_ind <- ranked |> + mutate_if(is.numeric, scale01) + +exponential = function(x) (-23*log(1-x*(1-exp(1)^(-100/23)))) + +exp_ind <- scale_ind |> + mutate_if(is.numeric, exponential) + +for(i in 2:4) { + print(colnames(exp_ind[, i])) + print(shapiro.test(exp_ind[[i]])$p.value) + if (shapiro.test(exp_ind[[i]])$p.value < 0.05) { + print("Not normally distributed") + } + else { + print("Normally distributed") + } + cat("\n") + +} + +library(psych) +for(i in 2:4) { + print(colnames(exp_ind[, i])) + print(skew(exp_ind[[i]])) + cat("\n") + +} + +transformed <- exp_ind |> + mutate(civic_assets_extent = log10(civic_assets_extent+1), + engagement_extent = log10(engagement_extent+1), + cap_exp_person = log10(cap_exp_person+1)) + +for(i in 2:4) { + print(colnames(transformed[, i])) + print(shapiro.test(transformed[[i]])$p.value) + if (shapiro.test(transformed[[i]])$p.value < 0.05) { + print("Not normally distributed") + } + else { + print("Normally distributed") + } + cat("\n") + +} + +# After the transformation engagement_extent is still not normally distributed + +# Normalise indicators +normalised <- transformed |> + normalise_indicators(ignore_nas = T) + +normalised |> + pivot_longer(civic_assets_extent:cap_exp_person, names_to = "variable", values_to = "value") %>% + ggplot(aes(x = value)) + + geom_density() + + facet_wrap(vars(variable), ncol = 3, scales = "free") + +# MFLA +standardised = function(x) (x - mean(x))/sd(x) +rank2 = function(x) rank(x, na.last = FALSE) + +mfla_score <- function(d) { + + # Rank and normalise indicators to mean 0, SD 1. + d <- d %>% + mutate_if(is.numeric, list(scaled = function(x) standardised(rank2(x)))) + + # Extract weights + d_weights <- d %>% + select(ends_with("_scaled")) %>% + factanal(factors = 1) %>% + tidy() %>% + select(-uniqueness, weights = fl1) %>% + mutate(weights = abs(weights), + weights = weights/sum(weights)) + + # Multiply model weights by respective column to get weighted indicators + d_weighted_ind <- d %>% + select(d_weights$variable) %>% + map2_dfc(d_weights$weights, `*`) %>% + select_all(list(~ str_remove(., "_scaled"))) %>% + select_all(list(~ str_c(., "_weighted"))) + + # Combine weighted indicators with original data + d <- bind_cols(d, d_weighted_ind) + + # Sum weighted indicators + d <- d %>% + mutate(mfla_score = reduce(select(., ends_with("_weighted")), `+`)) + + # Return data + return(d) + +} + +#Apply the function +indicators_mfla <- normalised |> + mfla_score() |> + select(lad_code, + mfla_score) + +# Domain scores +indicators_scores <- indicators_mfla |> + calculate_domain_scores(domain_name = "capacity") |> + select(lad_code, deciles = capacity_domain_quantiles) # Inverting ranks and deciles so that higher scores = higher capacity -de_invert <- de |> - mutate(de_domain_rank = inverse_rank(de_domain_rank), - de_domain_quantiles = invert_this(de_domain_quantiles)) +indicators_invert <- indicators_scores |> + mutate(capacity_domain_rank = inverse_rank(capacity_domain_rank), + capacity_domain_quantiles = invert_this(capacity_domain_quantiles)) # Save index -de_invert |> - write_csv("data/capacity/disasters-emergencies/england/de-index.csv") \ No newline at end of file +indicators_invert |> + write_csv("data/capacity/disasters-emergencies/scotland/capacity-index.csv") \ No newline at end of file From cd13a7f816bef3f2ec28235877601760acec6f64 Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 18 May 2022 16:08:50 +0200 Subject: [PATCH 45/48] Update build-index.R --- R/vulnerability/disasters-emergencies/scotland/build-index.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/vulnerability/disasters-emergencies/scotland/build-index.R b/R/vulnerability/disasters-emergencies/scotland/build-index.R index e0280a4..6dea6a3 100644 --- a/R/vulnerability/disasters-emergencies/scotland/build-index.R +++ b/R/vulnerability/disasters-emergencies/scotland/build-index.R @@ -177,4 +177,4 @@ table(comparison$equal) # deciles are not always the same between methods (there are 19 LADs that are different), but they change slightly, e.g. 4th instead of 5th quantile indicators_scores |> - write_csv("data/vulnerability/disasters-emergencies/scotland/de-index.csv") \ No newline at end of file + write_csv("data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv") \ No newline at end of file From 626d11cc26047ff8bf3b669d11b810b813bb92c7 Mon Sep 17 00:00:00 2001 From: sralpp Date: Wed, 18 May 2022 16:09:08 +0200 Subject: [PATCH 46/48] save files --- .../scotland/capacity-index.csv | 33 +++++++++++++++++++ .../scotland/de-index.csv | 33 ------------------- .../scotland/vulnerability-index.csv | 33 +++++++++++++++++++ 3 files changed, 66 insertions(+), 33 deletions(-) create mode 100644 data/capacity/disasters-emergencies/scotland/capacity-index.csv delete mode 100644 data/vulnerability/disasters-emergencies/scotland/de-index.csv create mode 100644 data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv diff --git a/data/capacity/disasters-emergencies/scotland/capacity-index.csv b/data/capacity/disasters-emergencies/scotland/capacity-index.csv new file mode 100644 index 0000000..9b22685 --- /dev/null +++ b/data/capacity/disasters-emergencies/scotland/capacity-index.csv @@ -0,0 +1,33 @@ +lad_code,capacity_domain_score,capacity_domain_rank,capacity_domain_quantiles +S12000005,0.10102352213725801,16,5 +S12000006,0.4394983089173637,10,3 +S12000008,0.8941093854940247,4,1 +S12000010,-0.9818765585986337,30,10 +S12000011,-0.5925683035563956,26,9 +S12000013,-0.8942500324219878,28,9 +S12000014,0.822197305329336,5,2 +S12000017,-0.3236871142634497,21,7 +S12000018,1.2207704236885402,1,1 +S12000019,0.4199170929889271,12,4 +S12000020,-0.4889241368685088,24,8 +S12000021,1.1255021785944352,2,1 +S12000023,-1.0753810123652683,31,10 +S12000026,-1.0936613074007935,32,10 +S12000027,-0.7406472470762548,27,9 +S12000028,0.6233746492104765,6,2 +S12000029,0.45761892801761395,9,3 +S12000030,-0.5658252029000023,25,8 +S12000033,0.08162181753508571,17,6 +S12000034,-0.29606916400277017,19,6 +S12000035,-0.9198907525190455,29,10 +S12000036,-0.4754363526185804,23,8 +S12000038,0.5518017563073268,7,2 +S12000039,0.4248551875909008,11,4 +S12000040,-0.06909576691652992,18,6 +S12000041,0.3963454239709914,13,4 +S12000042,-0.30556649516319945,20,7 +S12000045,0.19037784687911885,14,5 +S12000047,0.5140999212786399,8,3 +S12000048,-0.4569794178928369,22,7 +S12000049,0.12108744389124296,15,5 +S12000050,0.8956576727329753,3,1 diff --git a/data/vulnerability/disasters-emergencies/scotland/de-index.csv b/data/vulnerability/disasters-emergencies/scotland/de-index.csv deleted file mode 100644 index 32b15f3..0000000 --- a/data/vulnerability/disasters-emergencies/scotland/de-index.csv +++ /dev/null @@ -1,33 +0,0 @@ -lad_code,deciles -S12000005,1 -S12000006,10 -S12000008,4 -S12000010,4 -S12000011,2 -S12000013,10 -S12000014,4 -S12000017,8 -S12000018,7 -S12000019,3 -S12000020,8 -S12000021,9 -S12000023,8 -S12000026,10 -S12000027,7 -S12000028,9 -S12000029,5 -S12000030,2 -S12000033,2 -S12000034,6 -S12000035,10 -S12000036,1 -S12000038,3 -S12000039,6 -S12000040,1 -S12000041,9 -S12000042,5 -S12000045,5 -S12000047,7 -S12000048,6 -S12000049,1 -S12000050,3 diff --git a/data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv b/data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv new file mode 100644 index 0000000..e4403a9 --- /dev/null +++ b/data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv @@ -0,0 +1,33 @@ +lad_code,capacity_domain_score,capacity_domain_rank,capacity_domain_quantiles +S12000005,0.10102352213725801,17,6 +S12000006,0.4394983089173637,23,8 +S12000008,0.8941093854940247,29,10 +S12000010,-0.9818765585986337,3,1 +S12000011,-0.5925683035563956,7,2 +S12000013,-0.8942500324219878,5,2 +S12000014,0.822197305329336,28,9 +S12000017,-0.3236871142634497,12,4 +S12000018,1.2207704236885402,32,10 +S12000019,0.4199170929889271,21,7 +S12000020,-0.4889241368685088,9,3 +S12000021,1.1255021785944352,31,10 +S12000023,-1.0753810123652683,2,1 +S12000026,-1.0936613074007935,1,1 +S12000027,-0.7406472470762548,6,2 +S12000028,0.6233746492104765,27,9 +S12000029,0.45761892801761395,24,8 +S12000030,-0.5658252029000023,8,3 +S12000033,0.08162181753508571,16,5 +S12000034,-0.29606916400277017,14,5 +S12000035,-0.9198907525190455,4,1 +S12000036,-0.4754363526185804,10,3 +S12000038,0.5518017563073268,26,9 +S12000039,0.4248551875909008,22,7 +S12000040,-0.06909576691652992,15,5 +S12000041,0.3963454239709914,20,7 +S12000042,-0.30556649516319945,13,4 +S12000045,0.19037784687911885,19,6 +S12000047,0.5140999212786399,25,8 +S12000048,-0.4569794178928369,11,4 +S12000049,0.12108744389124296,18,6 +S12000050,0.8956576727329753,30,10 From 4f58b2be211112315e8ebd5ad204746f2988e4c0 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 19 May 2022 13:16:34 +0200 Subject: [PATCH 47/48] Update vulnerability-index.csv --- .../scotland/vulnerability-index.csv | 66 +++++++++---------- 1 file changed, 33 insertions(+), 33 deletions(-) diff --git a/data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv b/data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv index e4403a9..b895fc6 100644 --- a/data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv +++ b/data/vulnerability/disasters-emergencies/scotland/vulnerability-index.csv @@ -1,33 +1,33 @@ -lad_code,capacity_domain_score,capacity_domain_rank,capacity_domain_quantiles -S12000005,0.10102352213725801,17,6 -S12000006,0.4394983089173637,23,8 -S12000008,0.8941093854940247,29,10 -S12000010,-0.9818765585986337,3,1 -S12000011,-0.5925683035563956,7,2 -S12000013,-0.8942500324219878,5,2 -S12000014,0.822197305329336,28,9 -S12000017,-0.3236871142634497,12,4 -S12000018,1.2207704236885402,32,10 -S12000019,0.4199170929889271,21,7 -S12000020,-0.4889241368685088,9,3 -S12000021,1.1255021785944352,31,10 -S12000023,-1.0753810123652683,2,1 -S12000026,-1.0936613074007935,1,1 -S12000027,-0.7406472470762548,6,2 -S12000028,0.6233746492104765,27,9 -S12000029,0.45761892801761395,24,8 -S12000030,-0.5658252029000023,8,3 -S12000033,0.08162181753508571,16,5 -S12000034,-0.29606916400277017,14,5 -S12000035,-0.9198907525190455,4,1 -S12000036,-0.4754363526185804,10,3 -S12000038,0.5518017563073268,26,9 -S12000039,0.4248551875909008,22,7 -S12000040,-0.06909576691652992,15,5 -S12000041,0.3963454239709914,20,7 -S12000042,-0.30556649516319945,13,4 -S12000045,0.19037784687911885,19,6 -S12000047,0.5140999212786399,25,8 -S12000048,-0.4569794178928369,11,4 -S12000049,0.12108744389124296,18,6 -S12000050,0.8956576727329753,30,10 +lad_code,deciles +S12000005,1 +S12000006,9 +S12000008,4 +S12000010,5 +S12000011,2 +S12000013,10 +S12000014,3 +S12000017,8 +S12000018,6 +S12000019,3 +S12000020,8 +S12000021,7 +S12000023,10 +S12000026,10 +S12000027,9 +S12000028,9 +S12000029,4 +S12000030,4 +S12000033,3 +S12000034,7 +S12000035,10 +S12000036,2 +S12000038,1 +S12000039,5 +S12000040,1 +S12000041,8 +S12000042,5 +S12000045,6 +S12000047,6 +S12000048,7 +S12000049,1 +S12000050,2 From 5c55134e4ddc85edbb4f807675227cd4ea9fb9a6 Mon Sep 17 00:00:00 2001 From: sralpp Date: Thu, 19 May 2022 23:42:25 +0200 Subject: [PATCH 48/48] update capacity index --- .../scotland/build-index.R | 7 +- .../scotland/capacity-index.csv | 66 +++++++++---------- 2 files changed, 37 insertions(+), 36 deletions(-) diff --git a/R/capacity/disasters-emergencies/scotland/build-index.R b/R/capacity/disasters-emergencies/scotland/build-index.R index fc2233f..82386f6 100644 --- a/R/capacity/disasters-emergencies/scotland/build-index.R +++ b/R/capacity/disasters-emergencies/scotland/build-index.R @@ -167,13 +167,14 @@ indicators_mfla <- normalised |> # Domain scores indicators_scores <- indicators_mfla |> - calculate_domain_scores(domain_name = "capacity") |> - select(lad_code, deciles = capacity_domain_quantiles) + calculate_domain_scores(domain_name = "capacity") # Inverting ranks and deciles so that higher scores = higher capacity indicators_invert <- indicators_scores |> mutate(capacity_domain_rank = inverse_rank(capacity_domain_rank), - capacity_domain_quantiles = invert_this(capacity_domain_quantiles)) + capacity_domain_quantiles = invert_this(capacity_domain_quantiles)) |> + select(lad_code, + deciles = capacity_domain_quantiles) # Save index indicators_invert |> diff --git a/data/capacity/disasters-emergencies/scotland/capacity-index.csv b/data/capacity/disasters-emergencies/scotland/capacity-index.csv index 9b22685..393d8b5 100644 --- a/data/capacity/disasters-emergencies/scotland/capacity-index.csv +++ b/data/capacity/disasters-emergencies/scotland/capacity-index.csv @@ -1,33 +1,33 @@ -lad_code,capacity_domain_score,capacity_domain_rank,capacity_domain_quantiles -S12000005,0.10102352213725801,16,5 -S12000006,0.4394983089173637,10,3 -S12000008,0.8941093854940247,4,1 -S12000010,-0.9818765585986337,30,10 -S12000011,-0.5925683035563956,26,9 -S12000013,-0.8942500324219878,28,9 -S12000014,0.822197305329336,5,2 -S12000017,-0.3236871142634497,21,7 -S12000018,1.2207704236885402,1,1 -S12000019,0.4199170929889271,12,4 -S12000020,-0.4889241368685088,24,8 -S12000021,1.1255021785944352,2,1 -S12000023,-1.0753810123652683,31,10 -S12000026,-1.0936613074007935,32,10 -S12000027,-0.7406472470762548,27,9 -S12000028,0.6233746492104765,6,2 -S12000029,0.45761892801761395,9,3 -S12000030,-0.5658252029000023,25,8 -S12000033,0.08162181753508571,17,6 -S12000034,-0.29606916400277017,19,6 -S12000035,-0.9198907525190455,29,10 -S12000036,-0.4754363526185804,23,8 -S12000038,0.5518017563073268,7,2 -S12000039,0.4248551875909008,11,4 -S12000040,-0.06909576691652992,18,6 -S12000041,0.3963454239709914,13,4 -S12000042,-0.30556649516319945,20,7 -S12000045,0.19037784687911885,14,5 -S12000047,0.5140999212786399,8,3 -S12000048,-0.4569794178928369,22,7 -S12000049,0.12108744389124296,15,5 -S12000050,0.8956576727329753,3,1 +lad_code,deciles +S12000005,5 +S12000006,3 +S12000008,1 +S12000010,10 +S12000011,9 +S12000013,9 +S12000014,2 +S12000017,7 +S12000018,1 +S12000019,4 +S12000020,8 +S12000021,1 +S12000023,10 +S12000026,10 +S12000027,9 +S12000028,2 +S12000029,3 +S12000030,8 +S12000033,6 +S12000034,6 +S12000035,10 +S12000036,8 +S12000038,2 +S12000039,4 +S12000040,6 +S12000041,4 +S12000042,7 +S12000045,5 +S12000047,3 +S12000048,7 +S12000049,5 +S12000050,1