Publications by Julian Flowers
waiting lists
Waiting lists Introduction The issue What the politicians say What the data says Code library(readxl) url <- "https://www.england.nhs.uk/statistics/wp-content/uploads/sites/2/2024/06/RTT-Overview-Timeseries-Including-Estimates-for-Missing-Trusts-Apr24-XLS-105K-11417.xlsx" destfile <- basename(url) curl::curl_download(url, destfile) wl_df <- re...
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Methods
Table of contents Study design Sites and locations Characterising areas surrounding TF sites. Data sources Calculating tree heights NBN and large scale citizen science data bases Co-variates and predictors Land cover and land use data Climate data Biotic covariates Greenness indices Modelling Environmental predictors Association between ‘gr...
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discuss
discussion Discussion Discussion outline. Summarise key findings. One paragraph each for detailed discussion about findings. Discussion about species area, relationships and contribution of small patches of habitats. Discussion of methodology issues and difficulties. Discussion of data limitations. Discussion of potential further work. Species are...
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Draft TF alpha diversity
Biodiversity in TFs Earthwatch data Table of contents Does Tiny Forest age influence biodiversity Alpha and beta diversity Estimating change in alpha and beta BD in TFs ## Determinants of urban biodiversity Does Tiny Forest age influence biodiversity Alpha and beta diversity Biodiversity (BD) is a deceptively simple concept, but its measureme...
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Flow charts
Flowcharts and diagrams flowchart TD A[NBN data] --> B[Filter year > 2014] B --> C[Filter records with cooridinate uncertainty > 1km] C --> D[Spatial aggregation to 1km buffer] D --> E[Calculate visits and list lengths per TF] E --> F[Caclulate site species matrics for TFs by taxa for species richness] E --> G[Calculate species-site matrix for GD...
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Literature review
Table of contents Load libraries API keys Searches What is the impact of Miyawaki urban ecological restoration methods on biodiversity? Urban forest/ green biodiversity reviews Vegetation indices and. biodiversity Taxon specific Literature searches Load libraries library(needs) needs(scholar, tidyverse, dtplyr, data.table, reticulate, pdftools...
4302 sym Python (4241 sym/15 pcs) 3 tbl
POMS
Processing PoMS data UK Pollinator Monitoring Scheme (PoMS) Map to TFs (within 5k) Need to convert OS Grid to lat longs needs(tidyverse, googledrive, reticulate, sf, broom.mixed, gtsummary, kableExtra) Sys.setenv(RETICULATE_PYTHON = "/Users/julianflowers/.virtualenvs/tinyforest/bin/python") use_virtualenv("tinyforest") py_install("OSGridConverter",...
186 sym Python (1405 sym/17 pcs)