diff --git a/twittter-sentiment/README.md b/twittter-sentiment/README.md new file mode 100644 index 00000000..a9e94b9a --- /dev/null +++ b/twittter-sentiment/README.md @@ -0,0 +1,48 @@ +#Twitter Sentiment Project + +#Prerequisite +1. Download and Install Node.js. +2. Download and Run Apache Spark. +3. Download and Run Apache Kafka along with Apache Zookeeper. +4. Download and Install SBT. + +#Clone the Project into the local machine +git clone https://github.com/ManjunathKmph/twitter-sentiment.git + +#Project Design +![Alt Project Design](/images/ProjectDesign.png "Project Design") + +#Steps to prepare the project +1. Download the Stanford NLP models jar from the below link and copy it into twitter-sentiment/jars folder. + * https://drive.google.com/file/d/0B89AibnP3IZzcUhmZ2o3Q2lmM2M/view?usp=sharing +2. Open the file from the path src/main/resources/application.properties and change the values for the following key + * twitter4j.oauth.consumerKey + * twitter4j.oauth.consumerSecret + * twitter4j.oauth.accessToken + * twitter4j.oauth.accessTokenSecret + * bootstrap.servers.config +3. Create the following kafka topics + * kafka-topics.sh --create --topic twitterTopic --zookeeper localhost:2181 --replication-factor 1 --partitions 1 + * kafka-topics.sh --create --topic sentimentTopic --zookeeper localhost:2181 --replication-factor 1 --partitions 1 +4. Change the spark home path in the following file + * start-streaming.sh +5. Command to execute the files in the machine + * chmod 777 start-server.sh + * chmod 777 start-streaming.sh + +#Steps to run the project +1. Open the terminal and type the following line + * ./start-server.sh -- To check the server is up and running successfully, in the console it will print use the url localhost:8888/web +2. Hit the http://localhost:8888/web in the browser and should show the following image. +![Alt Initial Screen](/images/initialscreen.png "Initial Screen") +3. Open another terminal and type the follwing line + * ./start-streaming.sh +4. Refresh the browser url and should show the following image. +![Alt Inital Streaming Screen](/images/second.png "Inital Streaming Screen") + +#How to start sentiment analysis for the hash tag +1. In the browser url, type the hash tag name(ex:- food) in the textbox and click on show tweets. It should show the following image. +![Alt Sentiment Analysis Screen](/images/third.png "Sentiment Analysis Screen") + +Note:- In the above, code will search the mentioned hash tags in the tweets for the last 60 seconds, if it appear in the tweet then it will do the sentiment analysis using Stanford NLP library and marks the tweet as positive/negaitve/neutral/notunderstood. For the mentioned hash tag if the sentiment graph doesn't show then please wait till someone uses the hashtag in the last 60 seconds. + diff --git a/twittter-sentiment/build.sbt b/twittter-sentiment/build.sbt new file mode 100644 index 00000000..e7bdef8f --- /dev/null +++ b/twittter-sentiment/build.sbt @@ -0,0 +1,21 @@ +name := "twitter-sentiment" +version := "1.0" +scalaVersion := "2.11.8" + +libraryDependencies += "org.apache.spark" % "spark-core_2.11" % "2.0.2" % "provided" +libraryDependencies += "org.apache.spark" % "spark-mllib_2.11" % "2.0.2" % "provided" +libraryDependencies += "org.apache.spark" % "spark-sql_2.11" % "2.0.2" % "provided" +libraryDependencies += "org.apache.bahir" % "spark-streaming-twitter_2.11" % "2.0.1" +libraryDependencies += "org.apache.kafka" % "kafka-clients" % "0.9.0.0" +libraryDependencies += "edu.stanford.nlp" % "stanford-corenlp" % "3.6.0" % "provided" +libraryDependencies += "edu.stanford.nlp" % "stanford-corenlp" % "3.6.0" % "provided" classifier "models" +libraryDependencies += "com.typesafe" % "config" % "1.3.1" +libraryDependencies += "org.scalatest" % "scalatest_2.11" % "3.0.1" % "test" + +crossPaths := false + + +assemblyMergeStrategy in assembly := { + case PathList("META-INF", xs @ _*) => MergeStrategy.discard + case x => MergeStrategy.first +} diff --git a/twittter-sentiment/images/ProjectDesign.png b/twittter-sentiment/images/ProjectDesign.png new file mode 100644 index 00000000..4ecfd8c9 Binary files /dev/null and b/twittter-sentiment/images/ProjectDesign.png differ diff --git a/twittter-sentiment/images/initialscreen.png b/twittter-sentiment/images/initialscreen.png new file mode 100644 index 00000000..0aad9ac9 Binary files /dev/null and b/twittter-sentiment/images/initialscreen.png differ diff --git a/twittter-sentiment/images/second.png b/twittter-sentiment/images/second.png new file mode 100644 index 00000000..f33b0ae4 Binary files /dev/null and b/twittter-sentiment/images/second.png differ diff --git a/twittter-sentiment/images/third.png b/twittter-sentiment/images/third.png new file mode 100644 index 00000000..d453fe84 Binary files /dev/null and b/twittter-sentiment/images/third.png differ diff --git a/twittter-sentiment/jars/ejml-0.23.jar b/twittter-sentiment/jars/ejml-0.23.jar new file mode 100644 index 00000000..a26bfd23 Binary files /dev/null and b/twittter-sentiment/jars/ejml-0.23.jar differ diff --git a/twittter-sentiment/jars/stanford-corenlp-3.6.0.jar b/twittter-sentiment/jars/stanford-corenlp-3.6.0.jar new file mode 100644 index 00000000..2d852b41 Binary files /dev/null and b/twittter-sentiment/jars/stanford-corenlp-3.6.0.jar differ diff --git a/twittter-sentiment/package.json b/twittter-sentiment/package.json new file mode 100644 index 00000000..0d1122a3 --- /dev/null +++ b/twittter-sentiment/package.json @@ -0,0 +1,18 @@ +{ + "name": "twitter-sentiment", + "version": "1.0.0", + "description": "Twitter Sentiment Project", + "dependencies": { + "express": "4.10.2", + "socket.io": "1.7.2", + "kafka-node": "0.4.0" + }, + "main": "web/server.js", + "private": true, + "scripts": { + "test": "echo \"Error: no test specified\" && exit 1", + "start": "node web/server.js" + }, + "author": "Manjunath Kempaiah", + "license": "BSD" +} diff --git a/twittter-sentiment/project/assembly.sbt b/twittter-sentiment/project/assembly.sbt new file mode 100644 index 00000000..b7298909 --- /dev/null +++ b/twittter-sentiment/project/assembly.sbt @@ -0,0 +1 @@ +addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.12.0") \ No newline at end of file diff --git a/twittter-sentiment/src/main/resources/application.properties b/twittter-sentiment/src/main/resources/application.properties new file mode 100644 index 00000000..65a57abc --- /dev/null +++ b/twittter-sentiment/src/main/resources/application.properties @@ -0,0 +1,22 @@ +######################################################################################################### +############## Twitter Streaming Project ############## +############## Configuration Parameters ############## +######################################################################################################### +##Spark related configuration parameters +master.mode=local[*] +application.name=Twitter Streaming Application +log.level=WARN + +##Twitter related configuration parameters +twitter4j.oauth.consumerKey= +twitter4j.oauth.consumerSecret= +twitter4j.oauth.accessToken= +twitter4j.oauth.accessTokenSecret= +twitter.streaming.topic=twitterTopic +twitter.sentiment.topic=sentimentTopic + +##Apache Kakfa related configuration parameters +bootstrap.servers.config=ip-172-31-13-154.ec2.internal:6667 +client.id.config=TweetsProducer +key.serializer.class.config=org.apache.kafka.common.serialization.StringSerializer +value.serializer.class.config=org.apache.kafka.common.serialization.StringSerializer diff --git a/twittter-sentiment/src/main/scala/com/manju/twitter/KafkaTweetProducer.scala b/twittter-sentiment/src/main/scala/com/manju/twitter/KafkaTweetProducer.scala new file mode 100644 index 00000000..128d0406 --- /dev/null +++ b/twittter-sentiment/src/main/scala/com/manju/twitter/KafkaTweetProducer.scala @@ -0,0 +1,37 @@ +package com.manju.twitter + +import java.util.Properties +import org.apache.kafka.clients.producer.KafkaProducer +import org.apache.kafka.clients.producer.ProducerRecord + +/** + * @author Manjunath Kempaiah + * @version 1.0 + * + * Class uses the kafka api to send the message + * to the specific topics. + * + */ +class KafkaTweetProducer(props:Properties) { + + val producer = new KafkaProducer[String, String](props) + + /* + * Method will send the message to the specific kafka topic. + * + * topic -- Topic name. + * message -- Message to publish. + */ + def sendMessage(topic:String, message:String) { + val data = new ProducerRecord[String, String](topic, null, message) + producer.send(data) + } + + /* + * Method will close the producer connection to the Kafka cluster. + */ + def closeProducer() { + producer.close() + } + +} \ No newline at end of file diff --git a/twittter-sentiment/src/main/scala/com/manju/twitter/SENTIMENT_TYPE.scala b/twittter-sentiment/src/main/scala/com/manju/twitter/SENTIMENT_TYPE.scala new file mode 100644 index 00000000..97271d1c --- /dev/null +++ b/twittter-sentiment/src/main/scala/com/manju/twitter/SENTIMENT_TYPE.scala @@ -0,0 +1,15 @@ +package com.manju.twitter + +/** + * @author Manjunath Kempaiah + * @version 1.0 + * + * Defined couple of enums which will be used in Sentiment Analysis. + * + */ +sealed trait SENTIMENT_TYPE +case object NEGATIVE extends SENTIMENT_TYPE +case object NEUTRAL extends SENTIMENT_TYPE +case object POSITIVE extends SENTIMENT_TYPE +case object VERY_POSITIVE extends SENTIMENT_TYPE +case object NOT_UNDERSTOOD extends SENTIMENT_TYPE \ No newline at end of file diff --git a/twittter-sentiment/src/main/scala/com/manju/twitter/SentimentAnalyser.scala b/twittter-sentiment/src/main/scala/com/manju/twitter/SentimentAnalyser.scala new file mode 100644 index 00000000..c26a650f --- /dev/null +++ b/twittter-sentiment/src/main/scala/com/manju/twitter/SentimentAnalyser.scala @@ -0,0 +1,66 @@ +package com.manju.twitter + +import java.util.Properties +import edu.stanford.nlp.pipeline.StanfordCoreNLP +import edu.stanford.nlp.ling.CoreAnnotations +import edu.stanford.nlp.sentiment.SentimentCoreAnnotations + +import scala.collection.JavaConversions._ +import edu.stanford.nlp.neural.rnn.RNNCoreAnnotations +import edu.stanford.nlp.sentiment.SentimentCoreAnnotations.SentimentAnnotatedTree + +/** + * @author Manjunath Kempaiah + * @version 1.0 + * + * Class does the sentiment analysis on the tweets using stanford nlp library. + * + */ +object SentimentAnalyser { + + /* + * Fetching custom Sentiment value based on conditions from the stanford sentiment value. + */ + def fetchSentimentType(sentiment:Int): String = { + sentiment match { + case sentiment if sentiment == 0 => NOT_UNDERSTOOD.toString() + case sentiment if sentiment == 1 => NEGATIVE.toString() + case sentiment if sentiment == 2 => NEUTRAL.toString() + case sentiment if sentiment == 3 => POSITIVE.toString() + case sentiment if sentiment == 4 => VERY_POSITIVE.toString() + case sentiment if sentiment > 4 => NOT_UNDERSTOOD.toString() + } + } + + /* + * Real fun begins from this method where it does the sentiment analysis on the tweet + * using Stanford NLP library. + */ + def detectSentiment(message:String): String = { + //if the message is blank then return the sentiment value as not understood. + if(message == null || message == "" || message.length() == 0) { + NOT_UNDERSTOOD + } + + val props = new Properties() + props.setProperty("annotators", "tokenize, ssplit, pos, lemma, parse, sentiment") + val pipeline = new StanfordCoreNLP(props) + //Calling stanford NLP api to process the message. + val annotation = pipeline.process(message) + + var sentiment = 0 + var longest = 0 + + for (sentence <- annotation.get(classOf[CoreAnnotations.SentencesAnnotation])) { + val tree = sentence.get(classOf[SentimentCoreAnnotations.SentimentAnnotatedTree]) + val tempSentiment = RNNCoreAnnotations.getPredictedClass(tree) + val partText = tempSentiment.toString + if (partText.length() > longest) { + sentiment = tempSentiment + longest = partText.length() + } + } + fetchSentimentType(sentiment) + } + +} diff --git a/twittter-sentiment/src/main/scala/com/manju/twitter/TwitterStreaming.scala b/twittter-sentiment/src/main/scala/com/manju/twitter/TwitterStreaming.scala new file mode 100644 index 00000000..60578214 --- /dev/null +++ b/twittter-sentiment/src/main/scala/com/manju/twitter/TwitterStreaming.scala @@ -0,0 +1,109 @@ +package com.manju.twitter + + +import org.apache.spark.SparkConf +import org.apache.spark.SparkContext +import org.apache.spark.SparkContext._ +import org.apache.spark.streaming.StreamingContext +import org.apache.spark.streaming.Seconds +import scala.sys.SystemProperties +import org.apache.spark.streaming.twitter.TwitterUtils +import java.util.Properties +import org.apache.kafka.clients.producer.ProducerConfig + +import com.manju.twitter.SentimentAnalyser._ +import com.typesafe.config.ConfigFactory + +/** + * @author Manjunath Kempaiah + * @version 1.0 + * + * Class connects to twitter using apache spark streaming api and twitter streaming api to fetch the popular ten hash tags in + * the last 60 seconds and also does the sentiment analysis on the tweets using stanford nlp library. + * + */ +object TwitterStreaming { + + val appConf = ConfigFactory.load(); + + /* + * Method sets the system properties for twitter api. + */ + def setTweeterSystemProperties() { + val property = new SystemProperties() + property.put("twitter4j.oauth.consumerKey", appConf.getString("twitter4j.oauth.consumerKey")) + property.put("twitter4j.oauth.consumerSecret", appConf.getString("twitter4j.oauth.consumerSecret")) + property.put("twitter4j.oauth.accessToken", appConf.getString("twitter4j.oauth.accessToken")) + property.put("twitter4j.oauth.accessTokenSecret", appConf.getString("twitter4j.oauth.accessTokenSecret")) + } + + /* + * Method creates the properties object by setting the necessary configuration parameters for connecting + * to apache kafka cluster. + */ + def getKafkaProperties(): Properties = { + val props = new Properties(); + props.put(ProducerConfig.BOOTSTRAP_SERVERS_CONFIG, appConf.getString("bootstrap.servers.config")) + props.put(ProducerConfig.CLIENT_ID_CONFIG, appConf.getString("client.id.config")) + props.put(ProducerConfig.KEY_SERIALIZER_CLASS_CONFIG, appConf.getString("key.serializer.class.config")) + props.put(ProducerConfig.VALUE_SERIALIZER_CLASS_CONFIG, appConf.getString("value.serializer.class.config")) + + return props + } + + /* + * Method where the main code starts. + */ + def main(args: Array[String]) { + val conf = new SparkConf().setAppName(appConf.getString("application.name")).setMaster(appConf.getString("master.mode")) + val sc = new SparkContext(conf) + + sc.setLogLevel(appConf.getString("log.level")) + + setTweeterSystemProperties(); + + val ssc = new StreamingContext(sc, Seconds(5)) + + val stream = TwitterUtils.createStream(ssc,None) + + val prodcer = new KafkaTweetProducer(getKafkaProperties()) + + //Fetching the tweets from the twitter. + val tweets = stream.window(Seconds(60)).map(tweet => tweet); + + //Fetching the popular ten hash tags along with count in the last 60 seconds. + val topCounts60 = tweets.flatMap(tweet => tweet.getText.split(" ").filter(_.startsWith("#"))).map((_, 1)).reduceByKey(_ + _).map{case (tweet, count) => (count, tweet)} + .transform(_.sortByKey(false)) + + //Sending the popular ten hash tags(json converted string) to kafka topic. + topCounts60.foreachRDD(rdd => { + val topList = rdd.take(10) + var str = "{\"tweets\":[" + if(topList.length > 0) { + topList.foreach{case (count, tag) => str = str + "{\"tag\":\"%s\", \"count\":%d},".format(tag, count)} + prodcer.sendMessage(appConf.getString("twitter.streaming.topic"), str.substring(0, str.length()-1) + "]}") + } + }) + + //Doing sentiment analysis on the tweets in the last 60 seconds. + val data = tweets.filter(tweet => tweet.getText.contains("#")).map(tweet =>{ + val sentiment = detectSentiment(tweet.getText) + (tweet.getText, sentiment) + }) + + //Sending the analysed tweet along with sentiment to kafka topic. + data.foreachRDD(rdd => { + val topList = rdd.collect() + topList.foreach{case (text, sentiment) => + val str = "{\"tweet\":\"%s\", \"sentiment\":\"%s\"}".format(text, sentiment).toString() + prodcer.sendMessage(appConf.getString("twitter.sentiment.topic"), str)} + }) + + + ssc.start() + + ssc.awaitTermination() + + + } +} diff --git a/twittter-sentiment/src/test/scala/com/manju/twitter/SentimentAnalyserTest.scala b/twittter-sentiment/src/test/scala/com/manju/twitter/SentimentAnalyserTest.scala new file mode 100644 index 00000000..663d9a77 --- /dev/null +++ b/twittter-sentiment/src/test/scala/com/manju/twitter/SentimentAnalyserTest.scala @@ -0,0 +1,57 @@ +package com.manju.twitter + +import org.scalatest._ +import com.manju.twitter.SentimentAnalyser._ + +class SentimentAnalyserTest extends FlatSpec { + + it should "detect not understood" in { + println(detectSentiment("")) + assert(detectSentiment("") == "NOT_UNDERSTOOD") + } + + it should "detect a negative sentiment" in { + println(detectSentiment("I am feeling very sad and frustrated.")) + assert(detectSentiment("I am feeling very sad and frustrated.") == "NEGATIVE") + } + + it should "detect a neutral sentiment" in { + println(detectSentiment("I'm watching a movie")) + assert(detectSentiment("I'm watching a movie") == "NEUTRAL") + } + + it should "detect a positive sentiment" in { + println(detectSentiment("It was a nice experience.")) + assert(detectSentiment("It was a nice experience.") == "POSITIVE") + } + + it should "detect a very positive sentiment" in { + println(detectSentiment("It was a very nice experience.")) + assert(detectSentiment("It was a very nice experience.") == "VERY_POSITIVE") + } + + it should "Test 6" in { + println(detectSentiment("I love this world")) + assert(detectSentiment("I love this world") == "POSITIVE") + } + + it should "Test 7" in { + println(detectSentiment("@jetblue you have a MUJI store in the JFK terminal but nowhere to get a BAGEL?#YOU")) + assert(detectSentiment("@jetblue you have a MUJI store in the JFK terminal but nowhere to get a BAGEL?#YOU") == "NEGATIVE") + } + + it should "Test 8" in { + println(detectSentiment("@Seamless almost 2 hours and still no food delivery from Chanpen Thai in NYC. Not pleased and very hungry!!!!!")) + assert(detectSentiment("@Seamless almost 2 hours and still no food delivery from Chanpen Thai in NYC. Not pleased and very hungry!!!!!") == "NEGATIVE") + } + + it should "Test 9" in { + println(detectSentiment("Seriously @Comcast, why must my wireless signal go out intermittently for hours/days every couple of weeks? I am so over this. #evil")) + assert(detectSentiment("Seriously @Comcast, why must my wireless signal go out intermittently for hours/days every couple of weeks? I am so over this. #evil") == "NEGATIVE") + } + + it should "Test 10" in { + println(detectSentiment("Heads up Sys #Admins! Keep an eye on #Blackboard social channels tomorrow for an fun contest to get you pumped up for the Fall!")) + assert(detectSentiment("Heads up Sys #Admins! Keep an eye on #Blackboard social channels tomorrow for an fun contest to get you pumped up for the Fall!") == "POSITIVE") + } +} \ No newline at end of file diff --git a/twittter-sentiment/start-server.bat b/twittter-sentiment/start-server.bat new file mode 100644 index 00000000..80671edc --- /dev/null +++ b/twittter-sentiment/start-server.bat @@ -0,0 +1,5 @@ +::command to install the node.js modules mentioned in the package.json. +call npm install + +::start the server by referring the web\server.js file +npm start \ No newline at end of file diff --git a/twittter-sentiment/start-server.sh b/twittter-sentiment/start-server.sh new file mode 100644 index 00000000..59fac18d --- /dev/null +++ b/twittter-sentiment/start-server.sh @@ -0,0 +1,5 @@ +#command to install the node.js modules mentioned in the package.json. +npm install + +#start the server by referring the web\server.js file +npm start diff --git a/twittter-sentiment/start-streaming.bat b/twittter-sentiment/start-streaming.bat new file mode 100644 index 00000000..fb73a568 --- /dev/null +++ b/twittter-sentiment/start-streaming.bat @@ -0,0 +1,10 @@ +::Script to start the spark streaming to fetch tweets from twitter. + +::command to build the twitter streaming jar file. +call sbt assembly + +::command to submit the jar file to spark to start the twitter streaming. +set SPARK_HOME=G:\\spark-2.0.2-bin-hadoop2.7\\spark-2.0.2-bin-hadoop2.7 +set PATH=%PATH%;%SPARK_HOME%\\bin; + +spark-submit --class com.manju.twitter.TwitterStreaming --jars jars/stanford-corenlp-3.6.0-models.jar,jars/stanford-corenlp-3.6.0.jar,jars/ejml-0.23.jar target/twitter-sentiment-assembly-1.0.jar diff --git a/twittter-sentiment/start-streaming.sh b/twittter-sentiment/start-streaming.sh new file mode 100644 index 00000000..31bd8747 --- /dev/null +++ b/twittter-sentiment/start-streaming.sh @@ -0,0 +1,10 @@ +#!/bin/sh + +#packing project jar +sbt assembly + +#set spark bin path +export PATH=$PATH:/usr/spark2.0.1/bin + +#submit the jar to spark to run +/usr/spark2.0.1/bin/spark-submit --class com.manju.twitter.TwitterStreaming --jars jars/stanford-corenlp-3.6.0-models.jar,jars/stanford-corenlp-3.6.0.jar,jars/ejml-0.23.jar target/twitter-sentiment-assembly-1.0.jar diff --git a/twittter-sentiment/web/css/app.css b/twittter-sentiment/web/css/app.css new file mode 100644 index 00000000..81b3c92e --- /dev/null +++ b/twittter-sentiment/web/css/app.css @@ -0,0 +1,49 @@ +.copyright { + position: relative; + bottom: 0; +} +.header { + color: #B22222; + font-size: 12px; + font-weight: bold; +} +.subheader { + color: #696969; + font-size: 12px; +} +.chartHeight { + height: 430px; +} +.sentimentHeight { + height: 385px; +} +.scrollbar{ + position: relative; + overflow: auto; +} +.textColor { + color: #B22222; +} +.dashboarHeader { + font-size: 20px; + color: #B22222; +} +.textbox { + width: 37%; + height: 34px; + padding: 6px 12px; + font-size: 14px; + color: #555; + background-color: #fff; + background-image: none; + border: 1px solid #ccc; + border-radius: 4px; + line-height: 1.42857143; +} +.displayBlock { + display: block; +} +.alert-neutral { + color: rgb(169, 68, 66); + background-color: rgb(130, 222, 222); + border-color: rgb(235, 204, 209);} \ No newline at end of file diff --git a/twittter-sentiment/web/css/bootstrap/bootstrap.min.css b/twittter-sentiment/web/css/bootstrap/bootstrap.min.css new file mode 100644 index 00000000..c54ad99a --- /dev/null +++ b/twittter-sentiment/web/css/bootstrap/bootstrap.min.css @@ -0,0 +1,6 @@ +/*! 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print{.visible-print{display:block!important}table.visible-print{display:table!important}tr.visible-print{display:table-row!important}td.visible-print,th.visible-print{display:table-cell!important}}.visible-print-block{display:none!important}@media print{.visible-print-block{display:block!important}}.visible-print-inline{display:none!important}@media print{.visible-print-inline{display:inline!important}}.visible-print-inline-block{display:none!important}@media print{.visible-print-inline-block{display:inline-block!important}}@media print{.hidden-print{display:none!important}} +/*# sourceMappingURL=bootstrap.min.css.map */ \ No newline at end of file diff --git a/twittter-sentiment/web/index.html b/twittter-sentiment/web/index.html new file mode 100644 index 00000000..d8ee8b7e --- /dev/null +++ b/twittter-sentiment/web/index.html @@ -0,0 +1,60 @@ + + + + + Twitter Streaming Dashboard + + + + + + + + + +
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+
Twitter Streaming Dashboard
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Dashboard will show three panels, left side panel will show popular top ten hash tags in the last 60 seconds, centre panel will show sentiment analysis on the selected hashtag for the tweets and right side panel will show the graph by counting positive, negative and neutral sentiments for the hashtag.

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Popular Hash Tags Graph
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Sentiment Analysis Graph
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+ ©2016-2017, Developed by Manjunath Kempaiah +
+
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hashtag; + hashtag = $('#hashTagId').val(); + hashtag = hashtag.toLowerCase(); + if(tempHashTag != hashtag) { + $('#sentimentHolder div').remove(); + $('#sentimentHolderGraph').empty(); + dataArr = [0, 0, 0]; + } +} + +function updateChart(id, chartType, titleText, subtitleText, xAxisTitleText, categoriesData, yAxisTitleText, seriesName, seriesData) { + $(id).highcharts({ + chart: { + type: chartType, + animation: Highcharts.svg, + marginRight: 10, + events: { + load: function () { + chartHolder = this; + } + } + }, + title: { + text: titleText + }, + subtitle: { + text: subtitleText + }, + xAxis: { + title: { + text: xAxisTitleText + }, + categories: categoriesData + }, + yAxis: { + title: { + text: yAxisTitleText + } + }, + plotOptions: { + line: { + dataLabels: { + enabled: true + }, + enableMouseTracking: false + } + }, + exporting: { + enabled: true + }, + credits: { + enabled: false + }, + series: [ + { + name: seriesName, + data: seriesData + } + ] + }); +} \ No newline at end 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b)D(this,k,b[k]); +this.isLog&&(this.val2lin=this.log2lin,this.lin2val=this.lin2log)},setOptions:function(a){this.options=r(this.defaultOptions,"yAxis"===this.coll&&this.defaultYAxisOptions,[this.defaultTopAxisOptions,this.defaultRightAxisOptions,this.defaultBottomAxisOptions,this.defaultLeftAxisOptions][this.side],r(v[this.coll],a))},defaultLabelFormatter:function(){var g=this.axis,b=this.value,c=g.categories,e=this.dateTimeLabelFormat,k=v.lang,m=k.numericSymbols,k=k.numericSymbolMagnitude||1E3,q=m&&m.length,d,r=g.options.labels.format, +g=g.isLog?b:g.tickInterval;if(r)d=t(r,this);else if(c)d=b;else if(e)d=a.dateFormat(e,b);else if(q&&1E3<=g)for(;q--&&void 0===d;)c=Math.pow(k,q+1),g>=c&&0===10*b%c&&null!==m[q]&&0!==b&&(d=a.numberFormat(b/c,-1)+m[q]);void 0===d&&(d=1E4<=Math.abs(b)?a.numberFormat(b,-1):a.numberFormat(b,-1,void 0,""));return d},getSeriesExtremes:function(){var 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g=a[0],k=a[a.length-1],e=this.minPointOffset||0;if(b)this.min=g;else for(;this.min-e>a[0];)a.shift();if(c)this.max=k;else for(;this.max+eb&&(this.finalTickAmt=b,b=5);this.tickAmount=b},adjustTickAmount:function(){var a=this.tickInterval,b=this.tickPositions,c=this.tickAmount,k=this.finalTickAmt,e=b&&b.length;if(ec&&(this.tickInterval*=2,this.setTickPositions());if(l(k)){for(a=c=b.length;a--;)(3===k&&1===a%2||2>=k&&0k&&(a=k)),l(c)&&(bk&&(b=k))),this.displayBtn=void 0!==a||void 0!==b,this.setExtremes(a,b,!1,void 0,{trigger:"zoom"});return!0},setAxisSize:function(){var a=this.chart,b=this.options,c=b.offsetLeft||0,k=this.horiz,e=A(b.width,a.plotWidth-c+(b.offsetRight||0)),m=A(b.height,a.plotHeight),q=A(b.top,a.plotTop),b=A(b.left, 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w=e[C.hcGetDate](),K=e[C.hcGetHours]();if(C.hcTimezoneOffset||C.hcGetTimezoneOffset)k=(!n||!!C.hcGetTimezoneOffset)&&(t-y>4*c.month||l(y)!==l(t)),e=e.getTime(),e=new C(e+l(e));n=e.getTime();for(y=1;np&&(!l||q<=v)&&void 0!==q&&y.push(q),q>v&&(z=!0),q=b;else p=c(p),v=c(v),a=f[l?"minorTickInterval":"tickInterval"],a=h("auto"===a?null:a,this._minorAutoInterval,f.tickPixelInterval/(l?5:1)*(v-p)/((l?d/this.tickPositions.length:d)||1)),a=I(a,null,C(a)),y=G(this.getLinearTickPositions(a,p,v),n),l||(this._minorAutoInterval=a/5);l||(this.tickInterval=a);return y};D.prototype.log2lin= +function(a){return Math.log(a)/Math.LN10};D.prototype.lin2log=function(a){return Math.pow(10,a)}})(L);(function(a){var 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f=d.tooltipOptions,m=f.xDateFormat,b=d.xAxis,q=b&&"datetime"===b.options.type&&h(a.key),c=f[c+"Format"];q&&!m&&(m=this.getXDateFormat(a,f,b));q&&m&&(c=c.replace("{point.key}","{point.key:"+m+"}"));return I(c,{point:a,series:d})},bodyFormatter:function(a){return f(a,function(a){var c=a.series.tooltipOptions;return(c.pointFormatter||a.point.tooltipFormatter).call(a.point, +c.pointFormat)})}}})(L);(function(a){var D=a.addEvent,C=a.attr,G=a.charts,I=a.color,h=a.css,f=a.defined,p=a.doc,v=a.each,l=a.extend,u=a.fireEvent,d=a.offset,c=a.pick,n=a.removeEvent,y=a.splat,t=a.Tooltip,m=a.win;a.Pointer=function(a,c){this.init(a,c)};a.Pointer.prototype={init:function(a,m){this.options=m;this.chart=a;this.runChartClick=m.chart.events&&!!m.chart.events.click;this.pinchDown=[];this.lastValidTouch={};t&&m.tooltip.enabled&&(a.tooltip=new t(a,m.tooltip),this.followTouchMove=c(m.tooltip.followTouchMove, +!0));this.setDOMEvents()},zoomOption:function(a){var 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a=this.series.chart,c=a.hoverPoints,f;a.pointCount--;c&&(this.setState(),I(c,this),c.length||(a.hoverPoints=null));if(this===a.hoverPoint)this.onMouseOut();if(this.graphic||this.dataLabel)u(this),this.destroyElements();this.legendItem&&a.legend.destroyItem(this);for(f in this)this[f]=null},destroyElements:function(){for(var a= +["graphic","dataLabel","dataLabelUpper","connector","shadowGroup"],c,f=6;f--;)c=a[f],this[c]&&(this[c]=this[c].destroy())},getLabelConfig:function(){return{x:this.category,y:this.y,color:this.color,key:this.name||this.category,series:this.series,point:this,percentage:this.percentage,total:this.total||this.stackTotal}},tooltipFormatter:function(a){var c=this.series,d=c.tooltipOptions,h=l(d.valueDecimals,""),t=d.valuePrefix||"",m=d.valueSuffix||"";C(c.pointArrayMap||["y"],function(b){b="{point."+b; +if(t||m)a=a.replace(b+"}",t+b+"}"+m);a=a.replace(b+"}",b+":,."+h+"f}")});return f(a,{point:this,series:this.series})},firePointEvent:function(a,c,f){var 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d=b.graphic;if(h(b.plotY)&& +null!==b.y){m=b.shapeArgs;if(d)d[c.pointCountl;++l)u=p[l],a=2>l||2===l&&/%$/.test(u),p[l]=C(u,[f,I,v,p[2]][l])+(a?h:0);p[3]>p[2]&&(p[3]=p[2]);return p}}})(L);(function(a){var D=a.addEvent,C=a.defined,G=a.each,I=a.extend,h=a.inArray,f=a.noop,p=a.pick,v=a.Point,l=a.Series,u=a.seriesType,d=a.setAnimation;u("pie","line",{center:[null,null],clip:!1,colorByPoint:!0,dataLabels:{distance:30,enabled:!0,formatter:function(){return null===this.y? +void 0:this.point.name},x:0},ignoreHiddenPoint:!0,legendType:"point",marker:null,size:null,showInLegend:!1,slicedOffset:10,stickyTracking:!1,tooltip:{followPointer:!0},borderColor:"#ffffff",borderWidth:1,states:{hover:{brightness:.1,shadow:!1}}},{isCartesian:!1,requireSorting:!1,directTouch:!0,noSharedTooltip:!0,trackerGroups:["group","dataLabelsGroup"],axisTypes:[],pointAttribs:a.seriesTypes.column.prototype.pointAttribs,animate:function(a){var c=this,d=c.points,f=c.startAngleRad;a||(G(d,function(a){var b= +a.graphic,d=a.shapeArgs;b&&(b.attr({r:a.startR||c.center[3]/2,start:f,end:f}),b.animate({r:d.r,start:d.start,end:d.end},c.options.animation))}),c.animate=null)},updateTotals:function(){var a,d=0,f=this.points,h=f.length,m,b=this.options.ignoreHiddenPoint;for(a=0;am.y&&(m.y=null),d+=b&&!m.visible?0:m.y;this.total=d;for(a=0;a1.5*Math.PI?u-=2*Math.PI:u<-Math.PI/2&&(u+=2*Math.PI);w.slicedTranslation={translateX:Math.round(Math.cos(u)*f),translateY:Math.round(Math.sin(u)*f)};b=Math.cos(u)*a[2]/2;l=Math.sin(u)*a[2]/2;w.tooltipPos=[a[0]+.7*b,a[1]+.7*l];w.half=u<-Math.PI/2||u>Math.PI/2?1:0;w.angle=u;h=Math.min(h,x/5);w.labelPos=[a[0]+b+Math.cos(u)*x,a[1]+l+Math.sin(u)*x,a[0]+b+Math.cos(u)*h,a[1]+l+Math.sin(u)* +h,a[0]+b,a[1]+l,0>x?"center":w.half?"right":"left",u]}},drawGraph:null,drawPoints:function(){var a=this,d=a.chart.renderer,f,h,m,b,l=a.options.shadow;l&&!a.shadowGroup&&(a.shadowGroup=d.g("shadow").add(a.group));G(a.points,function(c){if(null!==c.y){h=c.graphic;b=c.shapeArgs;f=c.sliced?c.slicedTranslation:{};var n=c.shadowGroup;l&&!n&&(n=c.shadowGroup=d.g("shadow").add(a.shadowGroup));n&&n.attr(f);m=a.pointAttribs(c,c.selected&&"select");h?h.setRadialReference(a.center).attr(m).animate(I(b,f)):(c.graphic= +h=d[c.shapeType](b).addClass(c.getClassName()).setRadialReference(a.center).attr(f).add(a.group),c.visible||h.attr({visibility:"hidden"}),h.attr(m).attr({"stroke-linejoin":"round"}).shadow(l,n))}})},searchPoint:f,sortByAngle:function(a,d){a.sort(function(a,c){return void 0!==a.angle&&(c.angle-a.angle)*d})},drawLegendSymbol:a.LegendSymbolMixin.drawRectangle,getCenter:a.CenteredSeriesMixin.getCenter,getSymbol:f},{init:function(){v.prototype.init.apply(this,arguments);var a=this,d;a.name=p(a.name,"Slice"); +d=function(c){a.slice("select"===c.type)};D(a,"select",d);D(a,"unselect",d);return a},setVisible:function(a,d){var c=this,f=c.series,m=f.chart,b=f.options.ignoreHiddenPoint;d=p(d,b);a!==c.visible&&(c.visible=c.options.visible=a=void 0===a?!c.visible:a,f.options.data[h(c,f.data)]=c.options,G(["graphic","dataLabel","connector","shadowGroup"],function(b){if(c[b])c[b][a?"show":"hide"](!0)}),c.legendItem&&m.legend.colorizeItem(c,a),a||"hover"!==c.state||c.setState(""),b&&(f.isDirty=!0),d&&m.redraw())}, +slice:function(a,f,l){var c=this.series;d(l,c.chart);p(f,!0);this.sliced=this.options.sliced=a=C(a)?a:!this.sliced;c.options.data[h(this,c.data)]=this.options;a=a?this.slicedTranslation:{translateX:0,translateY:0};this.graphic.animate(a);this.shadowGroup&&this.shadowGroup.animate(a)},haloPath:function(a){var c=this.shapeArgs;return this.sliced||!this.visible?[]:this.series.chart.renderer.symbols.arc(c.x,c.y,c.r+a,c.r+a,{innerR:this.shapeArgs.r,start:c.start,end:c.end})}})})(L);(function(a){var D= +a.addEvent,C=a.arrayMax,G=a.defined,I=a.each,h=a.extend,f=a.format,p=a.map,v=a.merge,l=a.noop,u=a.pick,d=a.relativeLength,c=a.Series,n=a.seriesTypes,y=a.stableSort;a.distribute=function(a,c){function b(a,b){return a.target-b.target}var d,f=!0,h=a,e=[],m;m=0;for(d=a.length;d--;)m+=a[d].size;if(m>c){y(a,function(a,b){return(b.rank||0)-(a.rank||0)});for(m=d=0;m<=c;)m+=a[d].size,d++;e=a.splice(d-1,a.length)}y(a,b);for(a=p(a,function(a){return{size:a.size,targets:[a.target]}});f;){for(d=a.length;d--;)f= +a[d],m=(Math.min.apply(0,f.targets)+Math.max.apply(0,f.targets))/2,f.pos=Math.min(Math.max(0,m-f.size/2),c-f.size);d=a.length;for(f=!1;d--;)0a[d].pos&&(a[d-1].size+=a[d].size,a[d-1].targets=a[d-1].targets.concat(a[d].targets),a[d-1].pos+a[d-1].size>c&&(a[d-1].pos=c-a[d-1].size),a.splice(d,1),f=!0)}d=0;I(a,function(a){var b=0;I(a.targets,function(){h[d].pos=a.pos+b;b+=h[d].size;d++})});h.push.apply(h,e);y(h,b)};c.prototype.drawDataLabels=function(){var a=this,c=a.options, +b=c.dataLabels,d=a.points,l,n,e=a.hasRendered||0,r,p,A=u(b.defer,!0),k=a.chart.renderer;if(b.enabled||a._hasPointLabels)a.dlProcessOptions&&a.dlProcessOptions(b),p=a.plotGroup("dataLabelsGroup","data-labels",A&&!e?"hidden":"visible",b.zIndex||6),A&&(p.attr({opacity:+e}),e||D(a,"afterAnimate",function(){a.visible&&p.show(!0);p[c.animation?"animate":"attr"]({opacity:1},{duration:200})})),n=b,I(d,function(e){var d,m=e.dataLabel,q,g,t=e.connector,F=!0,x,A={};l=e.dlOptions||e.options&&e.options.dataLabels; +d=u(l&&l.enabled,n.enabled)&&null!==e.y;if(m&&!d)e.dataLabel=m.destroy();else if(d){b=v(n,l);x=b.style;d=b.rotation;q=e.getLabelConfig();r=b.format?f(b.format,q):b.formatter.call(q,b);x.color=u(b.color,x.color,a.color,"#000000");if(m)G(r)?(m.attr({text:r}),F=!1):(e.dataLabel=m=m.destroy(),t&&(e.connector=t.destroy()));else if(G(r)){m={fill:b.backgroundColor,stroke:b.borderColor,"stroke-width":b.borderWidth,r:b.borderRadius||0,rotation:d,padding:b.padding,zIndex:1};"contrast"===x.color&&(A.color=b.inside|| +0>b.distance||c.stacking?k.getContrast(e.color||a.color):"#000000");c.cursor&&(A.cursor=c.cursor);for(g in m)void 0===m[g]&&delete m[g];m=e.dataLabel=k[d?"text":"label"](r,0,-9999,b.shape,null,null,b.useHTML,null,"data-label").attr(m);m.addClass("highcharts-data-label-color-"+e.colorIndex+" "+(b.className||"")+(b.useHTML?"highcharts-tracker":""));m.css(h(x,A));m.add(p);m.shadow(b.shadow)}m&&a.alignDataLabel(e,m,b,null,F)}})};c.prototype.alignDataLabel=function(a,c,b,d,f){var m=this.chart,e=m.inverted, +l=u(a.plotX,-9999),n=u(a.plotY,-9999),p=c.getBBox(),k,q=b.rotation,t=b.align,v=this.visible&&(a.series.forceDL||m.isInsidePlot(l,Math.round(n),e)||d&&m.isInsidePlot(l,e?d.x+1:d.y+d.height-1,e)),z="justify"===u(b.overflow,"justify");v&&(k=b.style.fontSize,k=m.renderer.fontMetrics(k,c).b,d=h({x:e?m.plotWidth-n:l,y:Math.round(e?m.plotHeight-l:n),width:0,height:0},d),h(b,{width:p.width,height:p.height}),q?(z=!1,e=m.renderer.rotCorr(k,q),e={x:d.x+b.x+d.width/2+e.x,y:d.y+b.y+{top:0,middle:.5,bottom:1}[b.verticalAlign]* +d.height},c[f?"attr":"animate"](e).attr({align:t}),l=(q+720)%360,l=180l,"left"===t?e.y-=l?p.height:0:"center"===t?(e.x-=p.width/2,e.y-=p.height/2):"right"===t&&(e.x-=p.width,e.y-=l?0:p.height)):(c.align(b,null,d),e=c.alignAttr),z?this.justifyDataLabel(c,b,e,p,d,f):u(b.crop,!0)&&(v=m.isInsidePlot(e.x,e.y)&&m.isInsidePlot(e.x+p.width,e.y+p.height)),b.shape&&!q&&c.attr({anchorX:a.plotX,anchorY:a.plotY}));v||(c.attr({y:-9999}),c.placed=!1)};c.prototype.justifyDataLabel=function(a,c,b,d,f,h){var e= +this.chart,m=c.align,l=c.verticalAlign,n,k,p=a.box?0:a.padding||0;n=b.x+p;0>n&&("right"===m?c.align="left":c.x=-n,k=!0);n=b.x+d.width-p;n>e.plotWidth&&("left"===m?c.align="right":c.x=e.plotWidth-n,k=!0);n=b.y+p;0>n&&("bottom"===l?c.verticalAlign="top":c.y=-n,k=!0);n=b.y+d.height-p;n>e.plotHeight&&("top"===l?c.verticalAlign="bottom":c.y=e.plotHeight-n,k=!0);k&&(a.placed=!h,a.align(c,null,f))};n.pie&&(n.pie.prototype.drawDataLabels=function(){var d=this,f=d.data,b,h=d.chart,l=d.options.dataLabels,n= +u(l.connectorPadding,10),e=u(l.connectorWidth,1),r=h.plotWidth,v=h.plotHeight,A,k=l.distance,w=d.center,y=w[2]/2,D=w[1],G=0m-2?u:H,e),g._attr={visibility:P,align:L[6]},g._pos={x:E+l.x+({left:n,right:-n}[L[6]]||0),y:H+l.y-10},L.x=E,L.y=H,null===d.options.size&&(B=g.width,E-Br-n&& +(O[1]=Math.max(Math.round(E+B-r+n),O[1])),0>H-M/2?O[0]=Math.max(Math.round(-H+M/2),O[0]):H+M/2>v&&(O[2]=Math.max(Math.round(H+M/2-v),O[2])))}),0===C(O)||this.verifyDataLabelOverflow(O))&&(this.placeDataLabels(),G&&e&&I(this.points,function(a){var b;A=a.connector;if((g=a.dataLabel)&&g._pos&&a.visible){P=g._attr.visibility;if(b=!A)a.connector=A=h.renderer.path().addClass("highcharts-data-label-connector highcharts-color-"+a.colorIndex).add(d.dataLabelsGroup),A.attr({"stroke-width":e,stroke:l.connectorColor|| +a.color||"#666666"});A[b?"attr":"animate"]({d:d.connectorPath(a.labelPos)});A.attr("visibility",P)}else A&&(a.connector=A.destroy())}))},n.pie.prototype.connectorPath=function(a){var c=a.x,b=a.y;return u(this.options.dataLabels.softConnector,!0)?["M",c+("left"===a[6]?5:-5),b,"C",c,b,2*a[2]-a[4],2*a[3]-a[5],a[2],a[3],"L",a[4],a[5]]:["M",c+("left"===a[6]?5:-5),b,"L",a[2],a[3],"L",a[4],a[5]]},n.pie.prototype.placeDataLabels=function(){I(this.points,function(a){var c=a.dataLabel;c&&a.visible&&((a=c._pos)? +(c.attr(c._attr),c[c.moved?"animate":"attr"](a),c.moved=!0):c&&c.attr({y:-9999}))})},n.pie.prototype.alignDataLabel=l,n.pie.prototype.verifyDataLabelOverflow=function(a){var c=this.center,b=this.options,f=b.center,h=b.minSize||80,l,e;null!==f[0]?l=Math.max(c[2]-Math.max(a[1],a[3]),h):(l=Math.max(c[2]-a[1]-a[3],h),c[0]+=(a[3]-a[1])/2);null!==f[1]?l=Math.max(Math.min(l,c[2]-Math.max(a[0],a[2])),h):(l=Math.max(Math.min(l,c[2]-a[0]-a[2]),h),c[1]+=(a[0]-a[2])/2);lu(this.translatedThreshold,e.yAxis.len)),p=u(b.inside,!!this.options.stacking);m&&(f=v(m),0>f.y&&(f.height+=f.y,f.y=0),m=f.y+f.height-e.yAxis.len,0a+d||e+lc+f||h+mthis.pointCount))}, +pan:function(a,b){var c=this,e=c.hoverPoints,d;e&&p(e,function(a){a.setState()});p("xy"===b?[1,0]:[1],function(b){b=c[b?"xAxis":"yAxis"][0];var e=b.horiz,f=a[e?"chartX":"chartY"],e=e?"mouseDownX":"mouseDownY",h=c[e],k=(b.pointRange||0)/2,g=b.getExtremes(),l=b.toValue(h-f,!0)+k,k=b.toValue(h+b.len-f,!0)-k,m=kk&&0>g&&(b.setExtremes(h,l,!1,!1,{trigger:"pan"}),d=!0);c[e]=f});d&&c.redraw(!1);I(c.container, +{cursor:"move"})}});v(m.prototype,{select:function(a,b){var c=this,e=c.series,f=e.chart;a=t(a,!c.selected);c.firePointEvent(a?"select":"unselect",{accumulate:b},function(){c.selected=c.options.selected=a;e.options.data[d(c,e.data)]=c.options;c.setState(a&&"select");b||p(f.getSelectedPoints(),function(a){a.selected&&a!==c&&(a.selected=a.options.selected=!1,e.options.data[d(a,e.data)]=a.options,a.setState(""),a.firePointEvent("unselect"))})})},onMouseOver:function(a,b){var c=this.series,e=c.chart,d= +e.tooltip,f=e.hoverPoint;if(this.series){if(!b){if(f&&f!==this)f.onMouseOut();if(e.hoverSeries!==c)c.onMouseOver();e.hoverPoint=this}!d||d.shared&&!c.noSharedTooltip?d||this.setState("hover"):(this.setState("hover"),d.refresh(this,a));this.firePointEvent("mouseOver")}},onMouseOut:function(){var a=this.series.chart,b=a.hoverPoints;this.firePointEvent("mouseOut");b&&-1!==d(this,b)||(this.setState(),a.hoverPoint=null)},importEvents:function(){if(!this.hasImportedEvents){var a=y(this.series.options.point, +this.options).events,b;this.events=a;for(b in a)D(this,b,a[b]);this.hasImportedEvents=!0}},setState:function(a,b){var c=Math.floor(this.plotX),d=this.plotY,e=this.series,h=e.options.states[a]||{},l=f[e.type].marker&&e.options.marker,m=l&&!1===l.enabled,n=l&&l.states&&l.states[a]||{},p=!1===n.enabled,g=e.stateMarkerGraphic,q=this.marker||{},u=e.chart,y=e.halo,z,F=l&&e.markerAttribs;a=a||"";if(!(a===this.state&&!b||this.selected&&"select"!==a||!1===h.enabled||a&&(p||m&&!1===n.enabled)||a&&q.states&& +q.states[a]&&!1===q.states[a].enabled)){F&&(z=e.markerAttribs(this,a));if(this.graphic)this.state&&this.graphic.removeClass("highcharts-point-"+this.state),a&&this.graphic.addClass("highcharts-point-"+a),this.graphic.attr(e.pointAttribs(this,a)),z&&this.graphic.animate(z,t(u.options.chart.animation,n.animation,l.animation)),g&&g.hide();else{if(a&&n){l=q.symbol||e.symbol;g&&g.currentSymbol!==l&&(g=g.destroy());if(g)g[b?"animate":"attr"]({x:z.x,y:z.y});else l&&(e.stateMarkerGraphic=g=u.renderer.symbol(l, +z.x,z.y,z.width,z.height).add(e.markerGroup),g.currentSymbol=l);g&&g.attr(e.pointAttribs(this,a))}g&&(g[a&&u.isInsidePlot(c,d,u.inverted)?"show":"hide"](),g.element.point=this)}(c=h.halo)&&c.size?(y||(e.halo=y=u.renderer.path().add(F?e.markerGroup:e.group)),y[b?"animate":"attr"]({d:this.haloPath(c.size)}),y.attr({"class":"highcharts-halo highcharts-color-"+t(this.colorIndex,e.colorIndex)}),y.point=this,y.attr(v({fill:this.color||e.color,"fill-opacity":c.opacity,zIndex:-1},c.attributes))):y&&y.point&& +y.point.haloPath&&y.animate({d:y.point.haloPath(0)});this.state=a}},haloPath:function(a){return this.series.chart.renderer.symbols.circle(Math.floor(this.plotX)-a,this.plotY-a,2*a,2*a)}});v(b.prototype,{onMouseOver:function(){var a=this.chart,b=a.hoverSeries;if(b&&b!==this)b.onMouseOut();this.options.events.mouseOver&&l(this,"mouseOver");this.setState("hover");a.hoverSeries=this},onMouseOut:function(){var 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