Created
August 10, 2014 22:21
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nba dsl
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(ns flambo.clojure.spark.demo | |
(:require [flambo.conf :as conf]) | |
(:require [flambo.api :as f]) | |
(:require [clojure.data.json :as json])) | |
(def c (-> (conf/spark-conf) | |
(conf/master "local[*]") | |
(conf/app-name "nba_dsl"))) | |
(def sc (f/spark-context c)) | |
(def plays (f/text-file sc "/Users/evanzamir/Code/Clojure/flambo-nba/resources/plays.json")) ;; returns an unrealized lazy dataset | |
(defn field-goals-made-by-player | |
[team p] | |
(let | |
[fgm | |
(-> p | |
(f/map (f/fn [x] (json/read-str x :key-fn keyword))) | |
(f/filter (f/fn [x] (and (= "fga" (:type x)) | |
(= 3 (:value x)) | |
(= true (:made x)) | |
(= team (:team x))))) | |
(f/map (f/fn [x] [(.toUpperCase (:shooter x)) 1])) | |
(f/reduce-by-key (f/fn [x y] (+ x y))) | |
f/collect)] | |
(clojure.pprint/pprint (sort-by last > fgm)))) | |
(field-goals-made-by-player "Warriors" plays) |
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