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July 2, 2024 12:30
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| library(tidyverse) | |
| library(janitor) | |
| get_hes_summary_stats_csv <- function(url) { | |
| url |> | |
| readr::read_csv() |> | |
| clean_names() |> | |
| select(-"uid") |> | |
| filter( | |
| org_level == "PROVIDER", | |
| measure_type == "Summary", | |
| measure %in% c("FCE_SUM", "FAE_SUM", "FAE_EMERGENCY_SUM", "FAE_OTHER_SUM", "FAE_PLANNED_SUM", "FAE_WAITLIST_SUM"), | |
| str_detect(measure_value, "^\\d+$") | |
| ) |> | |
| mutate( | |
| across("measure_value", as.numeric) | |
| ) |> | |
| pivot_wider(names_from = "measure", values_from = "measure_value") |> | |
| transmute( | |
| .data[["org_code"]], | |
| .data[["org_description"]], | |
| fae = .data[["FAE_SUM"]], | |
| fce = .data[["FCE_SUM"]], | |
| fae_emergency = .data[["FAE_EMERGENCY_SUM"]], | |
| fae_elective = .data[["FAE_PLANNED_SUM"]] + .data[["FAE_WAITLIST_SUM"]], | |
| fae_other = .data[["FAE_OTHER_SUM"]] | |
| ) | |
| } | |
| get_hes_summary_stats_xlsx <- function(url, sheet, skip) { | |
| tf <- withr::local_tempfile() | |
| download.file(url, tf, mode = "wb") | |
| readxl::read_xlsx( | |
| tf, | |
| sheet = sheet, | |
| skip = skip, | |
| na = "*", | |
| col_names = c( | |
| "org_code", | |
| "org_description", | |
| "fae", | |
| "fce", | |
| "skip_1", | |
| "skip_2", | |
| "fae_emergency", | |
| "fae_planned", | |
| "fae_waiting_list", | |
| "fae_other", | |
| "skip_3", | |
| "skip_4" | |
| ) | |
| ) |> | |
| drop_na("org_description") |> | |
| transmute( | |
| org_code, | |
| org_description, | |
| fae, | |
| fce, | |
| fae_emergency, | |
| fae_elective = fae_planned + fae_waiting_list, | |
| fae_other | |
| ) | |
| } | |
| hes_summary_stats <- dplyr::bind_rows( | |
| .id = "fyear", | |
| "2019/20" = get_hes_summary_stats_xlsx( | |
| "https://files.digital.nhs.uk/01/B9F273/hosp-epis-stat-admi-prov-leve-2019-20-tab%20v2.xlsx", | |
| "Table A_1920", | |
| 26 | |
| ), | |
| "2020/21" = get_hes_summary_stats_xlsx( | |
| "https://files.digital.nhs.uk/72/1ED61C/hosp-epis-stat-admi-prov-leve-2020-21-tab.xlsx", | |
| "Table A_2021", | |
| 26 | |
| ), | |
| "2021/22" = get_hes_summary_stats_xlsx( | |
| "https://files.digital.nhs.uk/85/7D3EFA/hosp-epis-stat-admi-pla-2021-22.xlsx", | |
| "Table A_2021", | |
| 26 | |
| ), | |
| "2022/23" = get_hes_summary_stats_csv( | |
| "https://files.digital.nhs.uk/D6/4B3B73/hosp-epis-stat-admi-pla-2022-23-data.csv" | |
| ) | |
| ) |
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