Created
October 28, 2011 07:34
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clojure code for mining reddit upvotes
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(ns reddit-visualization.core | |
(:refer-clojure :exclude [replace]) | |
(:use [clojure.pprint]) | |
(:use [clojure.string :only [lower-case replace split]]) | |
(:require [clojure.java.jdbc :as jdbc]) | |
(:require [reddit.clj.core :as reddit]) | |
(:import [javax.swing JFrame]) | |
(:import [org.jfree.chart ChartFactory ChartPanel]) | |
(:import [org.jfree.data.general DefaultPieDataset]) | |
(:import [org.jfree.util SortOrder])) | |
(def reddit-client (reddit/login nil nil)) | |
(def db {:classname "org.hsqldb.jdbc.JDBCDriver" | |
:subprotocol "hsqldb" | |
:subname "testdb" | |
:user "SA" | |
:password ""}) | |
(def table-name :reddits) | |
(def prog-subreddits #{"programming" "python" "groovy" "java", "javascript", "node", "clojure", "webdev","web_design" "linux"}) | |
(defn create-db [] | |
(jdbc/with-connection db | |
(jdbc/create-table table-name | |
[:name "VARCHAR(32)" "PRIMARY KEY"] | |
[:submitter "VARCHAR(32)"] | |
[:title "VARCHAR(512)"] | |
[:subreddit "VARCHAR(32)"] | |
[:ups :int] | |
[:downs :int] | |
[:comments :int]))) | |
(defn truncate-db [] | |
(jdbc/with-connection db | |
(jdbc/drop-table table-name))) | |
(defn save-reddits [reddits] | |
(jdbc/with-connection db | |
(dorun (map #(jdbc/insert-record table-name | |
{:name (:name %) | |
:submitter (:author %) | |
:title (:title %) | |
:subreddit (lower-case (:subreddit %)) | |
:ups (:ups %) | |
:downs (:downs %) | |
:comments (:num_comments %)}) reddits)))) | |
(defn load-reddits [] | |
(jdbc/with-connection db | |
(jdbc/with-query-results results | |
[(str "select * from " (name table-name))] | |
(into [] results)))) | |
(defn records-count [] | |
(jdbc/with-connection db | |
(jdbc/with-query-results results | |
[(str "select count(*) from " (name table-name))] | |
(:c1 (first (into [] results)))))) | |
(defn query-top-submitter [] | |
(jdbc/with-connection db | |
(jdbc/with-query-results results | |
[(str "SELECT submitter, count(*) as c FROM " (name table-name) " GROUP BY submitter ORDER BY c DESC LIMIT 10")] | |
(into [] results)))) | |
(defn map-reddits [user after-id] | |
(reddit/user-liked reddit-client user 25 after-id)) | |
(defn map-most-recent-reddits [user totalsize] | |
(loop [after-id nil | |
reddits '()] | |
(if (>= (count reddits) totalsize) | |
reddits | |
(let [some-reddits (map-reddits user after-id)] | |
(if (empty? some-reddits) | |
(concat reddits some-reddits) | |
(recur (:name (last some-reddits)) (concat reddits some-reddits))))))) | |
(defn filter-prog-reddits [reddits] | |
(filter #(contains? prog-subreddits (lower-case (:subreddit %))) reddits)) | |
(defn filtered-title-tokens [reddits] | |
(flatten | |
(map | |
#(split | |
(replace | |
(lower-case (:title %)) | |
#"\+|=|~|!|\?|:|;|\.|,|\"|\'|\(|\)|\[|\]|\{|\}" | |
" ") | |
#"\s+") | |
reddits))) | |
(defn count-into-map [data key] | |
(assoc data key (inc (get data key 0)))) | |
(defn sort-by-value [m] | |
(into (sorted-map-by | |
(fn [k1 k2] | |
(let [v1 (m k1) | |
v2 (m k2)] | |
(cond | |
(= v1 v2) (compare k1 k2) | |
(< v1 v2) 1 | |
:else -1)))) | |
m)) | |
(defn ignore-common-tokens [m] | |
(apply (partial dissoc m) | |
["the" "a" "to" "and" "or" "is" "in" "for" "of" "with" | |
"i" "on" "s" "1" "you" "3" "2" "-" "that" "what" "your" "my" | |
"new" "this" "it" "how" "an" "be" "by" "not" "5" "why" | |
"now" "using" "from" "has" "just" "7" "0" "at" "use" "all"])) | |
(defn reduce-token-count [tokens] | |
(sort-by-value | |
(ignore-common-tokens | |
(reduce count-into-map {} tokens)))) | |
(defn reduce-subreddits-count [all-reddits] | |
(let [all-subreddits (map #(:subreddit %) all-reddits)] | |
(reduce count-into-map {} all-subreddits))) | |
(defn create-dataset [subreddits-count-map] | |
(let [ds (DefaultPieDataset.)] | |
(dorun (map #(.setValue ds (key %) (val %)) subreddits-count-map)) | |
(.sortByValues ds SortOrder/DESCENDING) | |
ds)) | |
(defn create-chart-pane [dataset] | |
(let [chart (ChartFactory/createPieChart3D | |
"Upvotes in subreddits" dataset true true false)] | |
(ChartPanel. chart))) | |
(defn start-jframe [chart-panel] | |
(doto (JFrame. "Upvotes in subreddits") | |
(.setContentPane chart-panel) | |
(.pack) | |
(.setVisible true))) | |
(defn -main [& args] | |
(start-jframe | |
(create-chart-pane | |
(create-dataset | |
(let [subreddits-summary | |
(reduce-subreddits-count | |
(map-most-recent-reddits "sunng" 1000))] | |
(pprint subreddits-summary) | |
subreddits-summary))))) | |
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(defproject reddit-visualization "1.0.0-SNAPSHOT" | |
:description "FIXME: write description" | |
:dependencies [[org.clojure/clojure "1.3.0"] | |
[org.clojure/java.jdbc "0.1.0"] | |
[org.hsqldb/hsqldb "2.2.4"] | |
[reddit.clj "0.3.1"] | |
[jfree/jfreechart "1.0.13"]] | |
:main reddit-visualization.core) |
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