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initial loading of activity_data

This commit is contained in:
Matthew Gaughan 2025-01-23 14:17:05 -08:00
parent b81af11776
commit 49eaade666
3 changed files with 46 additions and 1 deletions

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.gitignore vendored
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@ -1,2 +1,10 @@
# ignore the R studio docker image needed by hyak
rstudio_latest.sif
# do not need to include any R items
.Rhistory
.cache/
.config/
.local/

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library(tidyverse)
# data directory: /gscratch/comdata/users/mjilg/mw-repo-lifecycles/bot_activity_counts
# load in the paritioned directories
library(dplyr)
monthly_file_dir = "/gscratch/comdata/users/mjilg/mw-repo-lifecycles/bot_activity_counts/011625_dab_monthly/"
yearly_file_dir = "/gscratch/comdata/users/mjilg/mw-repo-lifecycles/bot_activity_counts/011625_dab_yearly/"
single_file_dir = "/gscratch/comdata/users/mjilg/mw-repo-lifecycles/bot_activity_counts/011625_dab_single/"
column_names <- c("wiki_db", "date", "event_entity", "event_action", "count")
# define a function to combing the multiple csv files in each directory
consolidate_csv <- function(directory, column_names) {
file_list <- list.files(path = directory, pattern = "*.csv", full.names = TRUE)
df_list <- lapply(file_list, function(file){
df = read.csv(file, header = FALSE)
colnames(df) <- column_names
return(df)
})
combined_df <- do.call(rbind, df_list)
return(combined_df)
}
#apply the function to our three directories of data
monthly_df <- consolidate_csv(monthly_file_dir, column_names)
yearly_df <- consolidate_csv(yearly_file_dir, column_names)
single_df <- consolidate_csv(single_file_dir, column_names)
#rbind
combined_df <- rbind(monthly_df, yearly_df, single_df)
rm(monthly_df)
rm(yearly_df)
rm(single_df)
#making sure data columns are of the right type
combined_df <- combined_df |>
mutate(
wiki_db = as.factor(wiki_db),
date = as.Date(date),
event_entity = as.factor(event_entity),
event_action = as.factor(event_action),
count = as.numeric(count)
)

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# jobID assigned by SLURM when our job is submitted.
RSTUDIO_CWD="/mmfs1/home/mjilg/git/mw-lifecycle-analysis"
RSTUDIO_SIF="/mmfs1/home/mjilg/rstudio_latest.sif"
RSTUDIO_SIF="rstudio_latest.sif"
# Create temp directory for ephemeral content to bind-mount in the container
RSTUDIO_TMP=$(/usr/bin/python3 -c 'import tempfile; print(tempfile.mkdtemp())')