Created
December 30, 2013 12:24
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Get CIDNE/GDELT/ICEWS series in the Ground Truth comparison blog post in order to calculate correlations. This is based on Ben's R code for the plots. There are some small differences because I am subsetting the events in SQL and using the data fields, not with grep of actual event type values.
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## Correlations for blog post | |
library(plyr) | |
# from GT | |
# source directories and first few lines of pull-data.R | |
sql <- | |
"SELECT dateoccured AS date, count(*) AS sigacts | |
FROM sigacts | |
WHERE dateoccured >= '2009-01-01' | |
AND dateoccured <= '2010-03-31' | |
AND title IN ('Explosive Hazard') | |
GROUP BY dateoccured | |
ORDER BY dateoccured;" | |
sigacts.expl <- dbGetQuery(conn, sql) | |
sql <- | |
"SELECT sqldate AS date, count(*) AS gdelt | |
FROM gdeltafg | |
WHERE sqldate >= '2009-01-01' | |
AND sqldate <= '2010-03-31' | |
AND eventcode IN ('183', '1831', '1832', '1833') | |
GROUP BY sqldate | |
ORDER BY sqldate" | |
gdelt.expl <- dbGetQuery(conn, sql) | |
sql <- | |
"SELECT event_date AS date, count(*) AS icews | |
FROM events | |
WHERE location_id IN | |
(SELECT location_id FROM locations WHERE country_id = 1) | |
AND event_date BETWEEN '2009-01-01' AND '2010-03-31' | |
AND eventtype_id IN | |
(SELECT eventtype_id FROM eventtypes | |
WHERE code IN ('183', '1831', '1832', '1833')) | |
GROUP BY event_date | |
ORDER BY event_date;" | |
icews.expl <- dbGetQuery(mysql, sql) | |
afg.expl <- data.frame( | |
date=seq.Date(as.Date("2009-01-01"), as.Date("2010-03-31"), by="day")) | |
afg.expl <- join(afg.expl, sigacts.expl, by="date", type="left") | |
afg.expl <- join(afg.expl, gdelt.expl, by="date", type="left") | |
afg.expl <- join(afg.expl, icews.expl, by="date", type="left") | |
afg.expl[is.na(afg.expl)] <- 0 | |
# Get correlations | |
with(afg.expl, cor(sigacts, gdelt)) | |
with(afg.expl, cor(sigacts, icews)) |
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