Created
March 5, 2020 01:22
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Calculate Super Tuesday delegate results with Politico data.
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# Setup ------------------------------------------------------------------- | |
library(htmltab) | |
library(dplyr) | |
library(tidyr) | |
library(ggplot2) | |
url <- 'https://www.politico.com/2020-election/results/super-tuesday/' | |
# Parse ------------------------------------------------------------------- | |
raw_tab <- htmltab::htmltab( | |
doc = url, | |
which = 1, | |
header = c(1, 2) | |
) | |
tab <- | |
raw_tab %>% | |
na.omit() %>% | |
extract( | |
col = Called, | |
into = c('state_name', 'state_prize', 'state', 'reporting_share'), | |
regex = '(\\D*)([:digit:]{2,3})[:space:]del\\.([:alpha:]{2})([:digit:]{2,3}%)' | |
) %>% | |
mutate(state_prize = as.integer(state_prize)) %>% | |
mutate_at( | |
.vars = c('Biden', 'Sanders', 'Bloomberg', 'Warren'), | |
.funs = function(pct) as.numeric(sub("%", "", pct)) | |
) %>% | |
mutate_at( | |
.vars = c('Biden', 'Sanders', 'Bloomberg', 'Warren'), | |
.funs = list( | |
viable = function(col) if_else(col >= 15, col, 0) | |
) | |
) %>% | |
mutate( | |
viable_share = Biden_viable + Sanders_viable + Bloomberg_viable + Warren_viable, | |
Biden_delegates = floor(state_prize * Biden_viable / viable_share), | |
Sanders_delegates = floor(state_prize * Sanders_viable / viable_share), | |
Bloomberg_delegates = floor(state_prize * Bloomberg_viable / viable_share), | |
Warren_delegates = floor(state_prize * Warren_viable / viable_share) | |
) %>% | |
select( | |
state, | |
reporting_share, | |
state_prize, | |
Biden_delegates, | |
Sanders_delegates, | |
Bloomberg_delegates, | |
Warren_delegates | |
) | |
# Results ----------------------------------------------------------------- | |
knitr::kable(tab) | |
# Results by State | |
# |state |reporting_share | state_prize| Biden_delegates| Sanders_delegates| Bloomberg_delegates| Warren_delegates| | |
# |:-----|:---------------|-----------:|---------------:|-----------------:|-------------------:|----------------:| | |
# |AL |100% | 52| 41| 10| 0| 0| | |
# |VA |100% | 99| 69| 29| 0| 0| | |
# |NC |100% | 110| 70| 39| 0| 0| | |
# |TN |98% | 64| 32| 19| 12| 0| | |
# |AR |100% | 31| 15| 8| 6| 0| | |
# |OK |100% | 37| 22| 14| 0| 0| | |
# |MN |100% | 75| 34| 26| 0| 13| | |
# |TX |100% | 228| 121| 106| 0| 0| | |
# |ME |94% | 24| 9| 9| 0| 4| | |
# |MA |100% | 91| 37| 29| 0| 23| | |
# |VT |100% | 16| 4| 11| 0| 0| | |
# |CO |70% | 67| 15| 24| 14| 11| | |
# |UT |73% | 29| 5| 11| 5| 5| | |
# |CA |84% | 415| 176| 238| 0| 0| | |
tab %>% | |
select(ends_with('_delegates')) %>% | |
summarize_all(sum) %>% | |
knitr::kable() | |
# Results Overall | |
# | Biden_delegates| Sanders_delegates| Bloomberg_delegates| Warren_delegates| | |
# |---------------:|-----------------:|-------------------:|----------------:| | |
# | 650| 573| 37| 56| |
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