Created
October 29, 2012 02:25
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Build a matrix from stock datasets
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(defn select-value | |
"Given a dataset indexed by date, returns the value corresponding to a specified column | |
if existent for a specific date" | |
[ds column date] | |
(let [row (ds {:Date date})] | |
(when-not (nil? row) (incanter.core/$ 0 column row)))) | |
(defn get-data | |
"Given a list of `symbols`, its data and a list of specific `timestamps`, builds a matrix(sequence) | |
with each column corresponding to a stock and the value extracted using `column` | |
:Date AAPL GOOG WFC | |
2012-02-01 54.1 33.1 25.0 | |
2012-02-02 56.3 33.4 22.9" | |
[timestamps symbols column symbols-data time-of-day] | |
(let [grouped-data (reduce (fn [m, s] (assoc m (s 0) (incanter.core/$group-by :Date (s 1)))) {} symbols-data)] | |
(for [t timestamps] | |
(let [unparsed-date (unparse (formatters :year-month-day) t)] | |
(reduce #(merge %1 {(%2 0) (select-value (%2 1) column unparsed-date)}) {:Date (to-long t)} grouped-data))))) |
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