20 lines
864 B
R
20 lines
864 B
R
source("renv/activate.R")
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library("dplyr", warn.conflicts = F)
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library("tidyr")
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phone_sensed_bins <- read.csv(snakemake@input[["phone_sensed_bins"]])
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min_valid_hours_per_day <- as.integer(snakemake@params[["min_valid_hours_per_day"]])
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min_valid_bins_per_hour <- as.integer(snakemake@params[["min_valid_bins_per_hour"]])
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output_file <- snakemake@output[[1]]
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phone_valid_sensed_days <- phone_sensed_bins %>%
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pivot_longer(cols = -local_date, names_to = c("hour", "bin"), names_sep = "_") %>%
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filter(value > 0) %>%
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group_by(local_date, hour) %>%
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summarise(valid_bins = n()) %>%
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group_by(local_date) %>%
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summarise(valid_sensed_hours = sum(valid_bins >= min_valid_bins_per_hour)) %>%
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mutate(is_valid_sensed_day = ifelse(valid_sensed_hours >= min_valid_hours_per_day, TRUE, FALSE))
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write.csv(phone_valid_sensed_days, output_file, row.names = FALSE)
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