신은섭(Shin Eun Seop) / Detecting_fraud_clicks

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신은섭(Shin Eun Seop)
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30034ba1 2 parents 7a23214c dfabb771

Merge pull request #18 from Java-Cesco/feature/#3 

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Detecting_fraud_clicks
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import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Row;
import org.apache.spark.sql.SparkSession;
import org.apache.spark.sql.expressions.Window;
import org.apache.spark.sql.expressions.WindowSpec;
import static org.apache.spark.sql.functions.*;
import static org.apache.spark.sql.functions.lit;
import static org.apache.spark.sql.functions.when;
public class Aggregation {
public static void main(String[] args) throws Exception {
//Create Session
SparkSession spark = SparkSession
.builder()
.appName("Detecting Fraud Clicks")
.master("local")
.getOrCreate();
// Aggregation
Aggregation agg = new Aggregation();
Dataset<Row> dataset = agg.loadCSVDataSet("./train_sample.csv", spark);
dataset = agg.changeTimestempToLong(dataset);
dataset = agg.averageValidClickCount(dataset);
dataset = agg.clickTimeDelta(dataset);
dataset = agg.countClickInTenMinutes(dataset);
//test
dataset.where("ip == '5348' and app == '19'").show(10);
}
private Dataset<Row> loadCSVDataSet(String path, SparkSession spark){
// Read SCV to DataSet
return spark.read().format("csv")
.option("inferSchema", "true")
.option("header", "true")
.load(path);
}
private Dataset<Row> changeTimestempToLong(Dataset<Row> dataset){
// cast timestamp to long
Dataset<Row> newDF = dataset.withColumn("utc_click_time", dataset.col("click_time").cast("long"));
newDF = newDF.withColumn("utc_attributed_time", dataset.col("attributed_time").cast("long"));
newDF = newDF.drop("click_time").drop("attributed_time");
return newDF;
}
private Dataset<Row> averageValidClickCount(Dataset<Row> dataset){
// set Window partition by 'ip' and 'app' order by 'utc_click_time' select rows between 1st row to current row
WindowSpec w = Window.partitionBy("ip", "app")
.orderBy("utc_click_time")
.rowsBetween(Window.unboundedPreceding(), Window.currentRow());
// aggregation
Dataset<Row> newDF = dataset.withColumn("cum_count_click", count("utc_click_time").over(w));
newDF = newDF.withColumn("cum_sum_attributed", sum("is_attributed").over(w));
newDF = newDF.withColumn("avg_valid_click_count", col("cum_sum_attributed").divide(col("cum_count_click")));
newDF = newDF.drop("cum_count_click", "cum_sum_attributed");
return newDF;
}
private Dataset<Row> clickTimeDelta(Dataset<Row> dataset){
WindowSpec w = Window.partitionBy ("ip")
.orderBy("utc_click_time");
Dataset<Row> newDF = dataset.withColumn("lag(utc_click_time)", lag("utc_click_time",1).over(w));
newDF = newDF.withColumn("click_time_delta", when(col("lag(utc_click_time)").isNull(),
lit(0)).otherwise(col("utc_click_time")).minus(when(col("lag(utc_click_time)").isNull(),
lit(0)).otherwise(col("lag(utc_click_time)"))));
newDF = newDF.drop("lag(utc_click_time)");
return newDF;
}
private Dataset<Row> countClickInTenMinutes(Dataset<Row> dataset){
WindowSpec w = Window.partitionBy("ip")
.orderBy("utc_click_time")
.rangeBetween(Window.currentRow(),Window.currentRow()+600);
Dataset<Row> newDF = dataset.withColumn("count_click_in_ten_mins",
(count("utc_click_time").over(w)).minus(1)); //TODO 본인것 포함할 것인지 정해야함.
return newDF;
}
}
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;
import scala.Tuple2;
import java.util.Arrays;
import java.util.List;
public class MapExample {
static SparkConf conf = new SparkConf().setMaster("local[*]").setAppName("Cesco");
static JavaSparkContext sc = new JavaSparkContext(conf);
public static void main(String[] args) throws Exception {
// Parallelized with 2 partitions
JavaRDD<String> x = sc.parallelize(
Arrays.asList("spark", "rdd", "example", "sample", "example"),
2);
// Word Count Map Example
JavaRDD<Tuple2<String, Integer>> y1 = x.map(e -> new Tuple2<>(e, 1));
List<Tuple2<String, Integer>> list1 = y1.collect();
// Another example of making tuple with string and it's length
JavaRDD<Tuple2<String, Integer>> y2 = x.map(e -> new Tuple2<>(e, e.length()));
List<Tuple2<String, Integer>> list2 = y2.collect();
System.out.println(list1);
}
}
public class valid {
private int x;
valid() {
x = 0;
}
void printX(){
System.out.println(x);
}
public static void main(String[] args){
valid v = new valid();
v.printX();
}
}
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