[
  {
    "path": ".gitignore",
    "content": "pio.log\n/target/\n/*/target/\n/project/project/\n/.idea/\n/logs/\n/pio-engine/manifest.json\n/pio-engine/pio.log\n/pio-engine/pio.sbt\n/pio-engine/project/target/\n/pio-engine/project/project/\n/pio-engine/.idea/\n*.iml\n"
  },
  {
    "path": ".travis.yml",
    "content": "language: scala\njdk:\n  - oraclejdk8\nscript: sbt test\ncache:\n  directories:\n    - $HOME/.ivy2/cache\n    - $HOME/.sbt/boot\nsudo: false\n"
  },
  {
    "path": "Procfile",
    "content": "web: ./subproc.sh web\ntrain: ./subproc.sh train\n"
  },
  {
    "path": "README.md",
    "content": "Koober\n----------------\n\nAn uber data pipeline sample app.  Play Framework, Akka Streams, Kafka, Flink, Spark Streaming, and Cassandra.\n\n\nStart Kafka:\n\n    ./sbt kafkaServer/run\n\nWeb App:\n\n1. Obtain an API key from [mapbox.com](https://www.mapbox.com/)\n1. Start the Play web app: `MAPBOX_ACCESS_TOKEN=YOUR-MAPBOX-API-KEY ./sbt webapp/run`\n\nTry it out:\n\n1. Open the driver UI: [http://localhost:9000/driver](http://localhost:9000/driver)\n1. Open the rider UI: [http://localhost:9000/rider](http://localhost:9000/rider)\n1. In the Rider UI, click on the map to position the rider\n1. In the Driver UI, click on the rider to initiate a pickup\n\nStart Flink:\n\n1. `./sbt flinkClient/run`\n1. Initiate a few pickups and see the average pickup wait time change (in the stdout console for the Flink process)\n\nStart Cassandra:\n\n    ./sbt cassandraServer/run\n\nStart the Spark Streaming process:\n\n1. `./sbt kafkaToCassandra/run`\n1. Watch all of the ride data be micro-batched from Kafka to Cassandra\n\nSetup PredictionIO Pipeline:\n\n1. Setup PIO\n2. Set the PIO Access Key:\n\n        export PIO_ACCESS_KEY=<YOUR PIO ACCESS KEY>\n\n3. Start the PIO Pipeline:\n\n        ./sbt pioClient/run\n\nCopy demo data into Kafka or PIO:\n\nFor fake data, run:\n\n    ./sbt \"demoData/run <kafka|pio> fake <number of records> <number of months> <number of clusters>\"\n    \nFor New York data, run:\n\n    ./sbt \"demoData/run <kafka|pio> ny <number of months> <sample rate>\"\n\nStart the Demand Dashboard\n\n    PREDICTIONIO_URL=http://asdf.com MAPBOX_ACCESS_TOKEN=YOUR_MAPBOX_TOKEN ./sbt demandDashboard/run\n"
  },
  {
    "path": "app.json",
    "content": "{\n  \"name\": \"koober\",\n  \"keywords\": [\n    \"play-framework\",\n    \"scala\",\n    \"akka-streams\",\n    \"kafka\",\n    \"cassandra\",\n    \"flink\",\n    \"spark-streaming\"\n  ],\n  \"env\": {\n    \"CRYPTO_SECRET\": {\n      \"generator\": \"secret\"\n    }\n  },\n  \"addons\": [\n    \"heroku-kafka\"\n  ]\n}\n"
  },
  {
    "path": "build.sbt",
    "content": "name := \"koober\"\n\nlazy val commonSettings = Seq(\n  scalaVersion := \"2.11.8\",\n\n  libraryDependencies ++= Seq(\n    \"org.scalatest\" %% \"scalatest\" % \"3.0.1\" % \"test\"\n  )\n)\n\nlazy val kafkaServer = (project in file(\"kafka-server\")).settings(commonSettings: _*)\n\nlazy val cassandraServer = (project in file(\"cassandra-server\")).settings(commonSettings: _*)\n\nlazy val kafkaCommon = (project in file(\"kafka-common\")).settings(commonSettings: _*)\n\nlazy val webapp = (project in file(\"webapp\")).settings(commonSettings: _*).dependsOn(kafkaCommon).enablePlugins(PlayScala, SbtWeb)\n\nlazy val flinkClient = (project in file(\"flink-client\")).settings(commonSettings: _*)\n\nlazy val kafkaToCassandra = (project in file(\"kafka-to-cassandra\")).settings(commonSettings: _*).dependsOn(kafkaCommon)\n\nlazy val pioClient = (project in file(\"pio-client\")).settings(commonSettings: _*).dependsOn(kafkaCommon)\n\nlazy val demoData = (project in file(\"demo-data\")).settings(commonSettings: _*).dependsOn(kafkaCommon, pioClient)\n\nlazy val demandDashboard = (project in file(\"demand-dashboard\")).settings(commonSettings: _*).enablePlugins(PlayScala, SbtWeb)\n\nlazy val pioS3 = (project in file(\"pio-s3\")).settings(commonSettings: _*)\n\nlazy val pioEngine = (project in file(\"pio-engine\"))\n"
  },
  {
    "path": "cassandra-server/build.sbt",
    "content": "libraryDependencies += \"org.apache.cassandra\" % \"cassandra-all\" % \"3.9\"\n"
  },
  {
    "path": "cassandra-server/src/main/resources/cassandra.yaml",
    "content": "# Cassandra storage config YAML\ncluster_name: 'Koober'\n\ncommitlog_sync: periodic\ncommitlog_sync_period_in_ms: 10000\n\npartitioner: org.apache.cassandra.dht.Murmur3Partitioner\n\nendpoint_snitch: SimpleSnitch\n\nseed_provider:\n    - class_name: org.apache.cassandra.locator.SimpleSeedProvider\n      parameters:\n          - seeds: \"127.0.0.1\"\n\nlisten_address: localhost\n\nstart_native_transport: true\n"
  },
  {
    "path": "cassandra-server/src/main/scala/CassandraServer.scala",
    "content": "import java.nio.file.Files\n\nimport org.apache.cassandra.service.CassandraDaemon\n\nobject CassandraServer extends App {\n\n  System.setProperty(\"cassandra.config\", \"cassandra.yaml\")\n  private val tmpCassandraDirectory: String = Files.createTempDirectory(\"cassandra\").toString\n  println(s\"using cassandra tmp directory: $tmpCassandraDirectory\")\n  System.setProperty(\"cassandra.storagedir\", tmpCassandraDirectory)\n  System.setProperty(\"cassandra-foreground\", \"true\")\n\n  val cassandraDaemon = new CassandraDaemon()\n  cassandraDaemon.activate()\n\n}\n"
  },
  {
    "path": "demand-dashboard/app/Module.scala",
    "content": "import com.google.inject.AbstractModule\nimport services.{PredictionIO, PredictionIOImpl}\n\nclass Module extends AbstractModule {\n\n  override def configure() = {\n    bind(classOf[PredictionIO]).to(classOf[PredictionIOImpl])\n  }\n\n}\n"
  },
  {
    "path": "demand-dashboard/app/assets/scripts/getdemand.js",
    "content": "function getDemand() {\n    // TODO: update demand value with actual predicted demand\n    document.getElementById(\"demand-value\").innerHTML = \"1\";\n}"
  },
  {
    "path": "demand-dashboard/app/assets/stylesheets/main.css",
    "content": "/* Global */\n* {\n  font-family: \"Avenir Next\";\n}\n/* Header */\n.header {\n  display: inline-block;\n  width: 100%;\n  height: 100px;\n  background-color: #89E1D0;\n}\n.header h1 {\n  font-size: 40px;\n}\n#logo-title {\n  display: inline-flex;\n  margin-left: 30px;\n  height: 100%;\n}\n#logo-title img {\n  margin: auto 10px auto 0;\n  width: 50px;\n  height: auto;\n}\n#dashboard-title {\n  float: right;\n  margin-right: 30px;\n  height: 100%;\n}\n/* Dashboard */\n.dashboard {\n  display: inline-flex;\n  margin-top: 100px;\n  width: 100%;\n}\n/* Form */\n#form-view {\n  width: 50%;\n}\n#form-container {\n  margin: auto;\n  width: 300px;\n}\n.form-field {\n  height: 40px;\n  width: 100%;\n  margin: 10px auto;\n  background-color: #EEEEEE;\n  border-radius: 5px;\n  border: 1px solid #979797;\n}\n.form-field-icon {\n  position: relative;\n  width: 40px;\n  height: 100%;\n  border-radius: 5px 0 0 5px;\n  border-right: 1px solid #979797;\n  background-color: #D8D8D8;\n}\n.form-field-icon img {\n  position: absolute;\n  margin: auto;\n  width: auto;\n  height: 24px;\n  top:0;\n  right: 0;\n  bottom:0;\n  left: 0;\n}\n.form-field {\n  display: inline-flex;\n}\nselect, input {\n  padding-left: 10px;\n  width: 260px;\n  outline: none;\n  -webkit-appearance: none;\n  -webkit-border-radius: 0px;\n  border: none;\n  border-radius: 0 5px 5px 0;\n  font-size: 20px;\n  font-weight: 500;\n  background-color: #EEEEEE;\n  color: #A9A9A9;\n}\n#latitude-field, #longitude-field {\n  padding-left: 10px;\n  width: 120px;\n  outline: none;\n  background-color: #EEEEEE;\n  border: none;\n  font-size: 20px;\n  font-weight: 500;\n}\n#longitude-field {\n  border-left: 1px solid #979797;\n  border-radius: 0 5px 5px 0;\n}\n.form-button {\n  display: table;\n  margin: 10px auto;\n  text-align: center;\n  width: 150px;\n  height: 40px;\n  border-radius: 5px;\n  border: 1px solid #979797;\n  background-color: #89E1D0;\n  color: black;\n}\n.form-button span {\n  display: table-cell;\n  vertical-align: middle;\n  font-weight: bold;\n  font-size: 20px;\n}\n.form-button:hover {\n  background-color: #68C8B6;\n}\n/* Display */\n#display-view {\n  width: 50%;\n}\n#demand-card {\n  display: block;\n  margin: auto;\n  width: 250px;\n  height: 290px;\n  border-radius: 10px;\n  background-color: #D8D8D8;\n}\n#demand-card h2 {\n  margin: 0;\n  padding: 15px 0 10px;\n  text-align: center;\n  font-size: 30px;\n}\n#demand-container {\n  display: table;\n  margin: auto;\n  width: 200px;\n  height: 200px;\n  border-radius: 8px;\n  border: 1px solid #979797;\n  text-align: center;\n  background-color: #EEEEEE;\n}\n#demand-container span {\n  display: table-cell;\n  vertical-align: middle;\n  font-size: 100px;\n}"
  },
  {
    "path": "demand-dashboard/app/controllers/HomeController.scala",
    "content": "package controllers\n\nimport javax.inject._\n\nimport org.joda.time.DateTime\nimport play.api.Configuration\nimport play.api.libs.json.{Json, JsValue, Reads, Writes}\nimport play.api.mvc.{Action, Controller}\nimport services.PredictionIO\n\nimport scala.concurrent.{ExecutionContext, Future}\nimport scala.util.Random\n\n\n@Singleton\nclass HomeController @Inject() (configuration: Configuration, predictionIO: PredictionIO)(implicit executionContext: ExecutionContext) extends Controller {\n\n  implicit val dateWrites = Writes.jodaDateWrites(\"yyyy-MM-dd'T'HH:mm:ss.SSSZ\")\n  implicit val dateReads = Reads.jodaDateReads(\"yyyy-MM-dd'T'HH:mm:ss.SSSZ\")\n\n  lazy val mapboxAccessToken: String = configuration.getString(\"mapbox.access-token\").get\n\n  def index = Action {\n    Ok(views.html.index())\n  }\n\n  def header = Action {\n    Ok(views.html.header())\n  }\n\n  def documentationSectionHeader = Action {\n    Ok(views.html.documentationSectionHeader())\n  }\n\n  def documentationData = Action {\n    Ok(views.html.documentationData())\n  }\n\n  def documentationModels = Action {\n    Ok(views.html.documentationModels())\n  }\n\n  def dashboardSectionHeader = Action {\n    Ok(views.html.dashboardSectionHeader())\n  }\n\n  def dashboardAnalysis = Action {\n    Ok(views.html.dashboardAnalysis(mapboxAccessToken))\n  }\n\n  def dashboardPrediction = Action {\n    Ok(views.html.dashboardPrediction(mapboxAccessToken))\n  }\n\n  // todo: input checking and error handling\n  def predict(eventTime: String, lat: Double, lng: Double, temperature: Double,\n              clear: Int, fog: Int, rain: Int, snow: Int, hail: Int, thunder: Int, tornado: Int, algorithm:Int) = Action.async {\n\n    var lngLatArray = makeCluster(lat, lng)\n\n    val resultSeq = (0 to (lngLatArray(0).length - 1)).map(i => {\n      var query = Json.obj(\n        \"eventTime\" -> eventTime,\n        \"lat\" -> lngLatArray(0)(i),\n        \"lng\" -> lngLatArray(1)(i),\n        \"temperature\" -> temperature,\n        \"clear\" -> clear,\n        \"fog\" -> fog,\n        \"rain\" -> rain,\n        \"snow\" -> snow,\n        \"hail\" -> hail,\n        \"thunder\" -> thunder,\n        \"tornado\" -> tornado\n      )\n      var prediction = predictionIO.predict(query)\n      prediction.map { json => toGeoJson2(json, lngLatArray(0)(i), lngLatArray(1)(i), i, algorithm) }\n    })\n\n    var result = Future.sequence(resultSeq)\n    result.map { r => Ok(toGeoJsonCollection(r))\n    }\n  }\n\n  def analyze(algorithm: String, eventTime: String, coordinates: String) = Action.async {\n\n    var coordinatesData = deserializeCoordinatesData(coordinates)\n    val resultSeq = (0 to (coordinatesData.length - 1)).map(i => {\n      var query = Json.obj(\n        \"eventTime\" -> eventTime,\n        \"lat\" -> coordinatesData(i)(0),\n        \"lng\" -> coordinatesData(i)(1),\n        \"temperature\" -> 20,\n        \"clear\" -> 1,\n        \"fog\" -> 0,\n        \"rain\" -> 0,\n        \"snow\" -> 0,\n        \"hail\" -> 0,\n        \"thunder\" -> 0,\n        \"tornado\" -> 0\n      )\n      var prediction = predictionIO.predict(query)\n      prediction.map { json => toGeoJsonForAlg(algorithm, json, coordinatesData(i)(1), coordinatesData(i)(0), i) }\n    })\n\n    var result = Future.sequence(resultSeq)\n    result.map { r => Ok(toGeoJsonCollection(r))\n    }\n  }\n\n  private def toGeoJsonForAlg(algorithm: String, json: JsValue, lat: Double, lon: Double, id: Int) = {\n    var demand = (json \\ \"algorithms\" \\ algorithm).as[Double]\n\n    Json.obj(\n      \"type\" -> \"Feature\",\n      \"properties\" -> Json.obj(\n        \"Primary ID\" -> id,\n        \"demand\" -> demand\n      ),\n      \"geometry\" -> Json.obj(\n        \"type\" -> \"Point\",\n        \"coordinates\" -> Json.arr(lon, lat)\n      )\n    )\n  }\n\n  private def toGeoJson2(json: JsValue, lat: Double, lon: Double, id: Int, alg: Int) = {\n    var demand = (json \\ \"demand\").as[Double]\n    alg match {\n      case 0 => demand = (json \\ \"demand\").as[Double]\n      case 1 => demand = (json \\ \"algorithms\" \\\"algGBTree\").as[Double]\n      case 2 => demand = (json \\ \"algorithms\" \\\"algRegression\").as[Double]\n      case 3 => demand = (json \\ \"algorithms\" \\\"ridgeRegression\").as[Double]\n      case 4 => demand = (json \\ \"algorithms\" \\\"randomForest\").as[Double]\n      case default => demand = (json \\ \"demand\").as[Double]\n    }\n\n    Json.obj(\n      \"type\" -> \"Feature\",\n      \"properties\" -> Json.obj(\n        \"Primary ID\" -> id,\n        \"demand\" -> demand\n      ),\n      \"geometry\" -> Json.obj(\n        \"type\" -> \"Point\",\n        \"coordinates\" -> Json.arr(lon, lat)\n      )\n    )\n  }\n\n  private def toGeoJson(value: Double, lat: Double, lon: Double) = {\n    Json.obj(\n      \"type\" -> \"Feature\",\n      \"properties\" -> Json.obj(\n        \"Primary ID\" -> value,\n        \"demand\" -> Random.nextInt(10)\n      ),\n      \"geometry\" -> Json.obj(\n        \"type\" -> \"Point\",\n        \"coordinates\" -> Json.arr(lon, lat)\n      )\n    )\n  }\n\n  private def toGeoJsonCollection(demands: IndexedSeq[JsValue]) = {\n    Json.obj(\n      \"type\" -> \"FeatureCollection\",\n      \"features\" -> demands\n    )\n  }\n\n  def demand(lng: Double, lat: Double) = Action {\n    val points = Seq.fill(50) {\n      val newLng = lng + (0.1 * Random.nextDouble()) - 0.05\n      val newLat = lat + (0.1 * Random.nextDouble()) - 0.05\n      toGeoJson(1, newLat, newLng)\n    }\n\n    Ok(\n      Json.obj(\n        \"type\" -> \"FeatureCollection\",\n        \"crs\" -> Json.obj(\n          \"type\" -> \"name\",\n          \"properties\" -> Json.obj(\n            \"name\" -> \"urn:ogc:def:crs:OGC:1.3:CRS84\"\n          )\n        ),\n        \"features\" -> points\n      )\n    )\n  }\n\n\n  def makeCluster(lat:Double, lng:Double) : Array[Array[Double]] = {\n    var lats = Array(lat, lat + 2*0.0016, lat + 0.0016, lat + 0.0016, lat + 0.0016, lat, lat, lat, lat, lat - 0.0016, lat - 0.0016, lat - 0.0016, lat - 2*0.0016)\n    var lngs = Array(lng, lng, lng - 0.0016, lng, lng + 0.0016, lng - 2*0.0016, lng - 0.0016, lng + 0.0016, lng + 2*0.0016, lng - 0.0016, lng, lng + 0.0016, lng)\n    Array(lats, lngs)\n  }\n\n  def deserializeCoordinatesData(coordinates:String): Array[Array[Double]] = {\n    var tokens = coordinates.substring(2, coordinates.length-2).split(\"\\\\],\\\\[\")\n    var coordinatesArray:Array[Array[String]] = tokens.map(_.split(',')).toArray\n    var coordinatesData = coordinatesArray.map( _.map { tmp =>\n      try {\n        tmp.toDouble\n      } catch {\n        case _: NumberFormatException => 1.0\n      }\n    })\n    coordinatesData\n  }\n\n}\n"
  },
  {
    "path": "demand-dashboard/app/services/PredictionIO.scala",
    "content": "package services\n\nimport javax.inject.{Inject, Singleton}\n\nimport org.joda.time.DateTime\nimport play.api.Configuration\nimport play.api.libs.json.{JsValue, Json}\nimport play.api.libs.ws.WSClient\nimport scala.concurrent.{ExecutionContext, Future}\n\ntrait PredictionIO {\n    def predict(json: JsValue) : Future[JsValue]\n\n}\n\n@Singleton\nclass PredictionIOImpl @Inject() (configuration: Configuration, wsClient: WSClient)(implicit executionContext: ExecutionContext) extends PredictionIO {\n\n  val predictionIOUrl = configuration.getString(\"predictionio.url\").get\n\n  override def predict(json: JsValue) : Future[JsValue] = {\n    wsClient.url(predictionIOUrl).post(json)\n      .map { response =>\n        response.json\n      }\n  }\n}\n\n"
  },
  {
    "path": "demand-dashboard/app/views/dashboardAnalysis.scala.html",
    "content": "@(mapboxAccessToken: String)\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <title>Analysis Dashboard</title>\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"lib/jquery-ui/jquery-ui.min.css\")\">\n    <link href='https://api.mapbox.com/mapbox-gl-js/v0.28.0/mapbox-gl.css' rel='stylesheet' />\n    <link href=\"https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.0.2/mapbox-gl-directions.css\" rel=\"stylesheet\" type=\"text/css\"/>\n    <link href='//mapbox.com/base/latest/base.css' rel='stylesheet' />\n    <link href=\"https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css\" rel=\"stylesheet\">\n    <link href=\"https://cdnjs.cloudflare.com/ajax/libs/bootstrap-datepicker/1.6.4/css/bootstrap-datepicker.css\" rel=\"stylesheet\">\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"main.css\")\">\n\n    <script src=\"https://code.jquery.com/jquery-1.12.4.js\"></script>\n    <script src=\"https://code.jquery.com/ui/1.12.1/jquery-ui.js\"></script>\n    <script src=\"https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js\"></script>\n    <script src=\"https://cdnjs.cloudflare.com/ajax/libs/bootstrap-datepicker/1.6.4/js/bootstrap-datepicker.min.js\"></script>\n    <script src='https://api.mapbox.com/mapbox-gl-js/v0.28.0/mapbox-gl.js'></script>\n    <script src=\"https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.0.2/mapbox-gl-directions.js\"></script>\n    <script src=\"https://api.tiles.mapbox.com/mapbox.js/plugins/turf/v2.0.0/turf.min.js\" charset=\"utf-8\"></script>\n    <script src=\"@routes.Assets.versioned(\"koober-training.js\")\"></script>\n    <script src=\"@routes.Assets.versioned(\"analysis.js\")\"></script>\n\n    <script>\n        mapboxgl.accessToken = '@mapboxAccessToken';\n\n        $(function(){\n            $(\".dashboard-section-header-container\").load(\"@routes.HomeController.dashboardSectionHeader()\");\n            $( \"#time-slider\" ).slider();\n        });\n    </script>\n\n    <style>\n        #dashboard-analysis {\n            color: var(--off-black-color);\n            border-bottom: solid 3px var(--off-black-color);\n        }\n\n        .mapboxgl-popup {\n            max-width: 400px;\n            font: 12px/20px 'Helvetica Neue', Arial, Helvetica, sans-serif;\n        }\n    </style>\n</head>\n<body>\n    <div class=\"dashboard-section-header-container\"></div>\n\n    <div class=\"analysis-dashboard\">\n        <div class=\"interactive-section\">\n            <div id=\"dataset-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Dataset</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"dataset-field\" class=\"input-field\">\n                    <div class=\"input-field-icon\">\n                        <img src=\"../assets/DatasetIcon.png\" alt=\"dataset\">\n                    </div>\n                    <select id=\"dataset-select\" required title=\"Choose an algorithm to use!\">\n                        <option selected=\"selected\" value=\"0\">NYC Taxi Data</option>\n                    </select>\n                </div>\n            </div>\n            <div id=\"datetime-slider-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Datetime</h2>\n                <div class=\"card-divider\"></div>\n                <div class=\"form-group\">\n                    <div class='input-group date'>\n                        <input id='datetimepicker' type='text' class=\"form-control\" />\n                        <span class=\"input-group-addon\">\n                            <span class=\"glyphicon glyphicon-calendar\"></span>\n                        </span>\n                    </div>\n                </div>\n                <div id=\"time-slider-field\" class=\"datetime-slider-field\">\n                    <div class=\"slider-title\">Time:</div>\n                    <div id=\"time-slider-value\" class=\"slider-value\">00:00-00:30</div>\n                    <input id=\"time-slider\" class=\"datetime-slider\" type='range' min='0' max='47' step='1' value='0'></input>\n                </div>\n            </div>\n        </div>\n        <div class=\"all-maps-section\">\n            <div id=\"actual-demand-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Actual Demand</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"actual-demand-map\" class=\"map\"></div>\n            </div>\n            <div id=\"gradient-boosted-trees-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Gradient Boosted Trees</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"gradient-boosted-trees-map\" class=\"map\"></div>\n            </div>\n            <div id=\"linear-regression-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Linear Regression with SGD</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"linear-regression-map\" class=\"map\"></div>\n            </div>\n            <div id=\"ridge-regression-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Ridge Regression</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"ridge-regression-map\" class=\"map\"></div>\n            </div>\n            <div id=\"neural-network-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Neural Network</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"neural-network-map\" class=\"map\"></div>\n            </div>\n            <div id=\"random-forest-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Random Forest</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"random-forest-map\" class=\"map\"></div>\n            </div>\n        </div>\n    </div>\n</body>\n</html>\n"
  },
  {
    "path": "demand-dashboard/app/views/dashboardPrediction.scala.html",
    "content": "@(mapboxAccessToken: String)\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <title>Prediction Dashboard</title>\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"main.css\")\">\n    <link href=\"https://api.mapbox.com/mapbox-gl-js/v0.28.0/mapbox-gl.css\" rel=\"stylesheet\" type=\"text/css\"/>\n    <link href=\"https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.0.2/mapbox-gl-directions.css\" rel=\"stylesheet\" type=\"text/css\"/>\n    <script src=\"@routes.Assets.versioned(\"lib/jquery/jquery.min.js\")\"></script>\n    <script src=\"https://api.mapbox.com/mapbox-gl-js/v0.28.0/mapbox-gl.js\"></script>\n    <script src=\"https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.0.2/mapbox-gl-directions.js\"></script>\n    <script src=\"https://api.tiles.mapbox.com/mapbox.js/plugins/turf/v2.0.0/turf.min.js\" charset=\"utf-8\"></script>\n    <script src=\"@routes.Assets.versioned(\"prediction.js\")\"></script>\n\n    <script>\n        mapboxgl.accessToken = '@mapboxAccessToken';\n\n        $(function(){\n            $(\".dashboard-section-header-container\").load(\"@routes.HomeController.dashboardSectionHeader()\");\n\n            var today = new Date();\n            var currMonth = today.getMonth() < 10 ? '0' + today.getMonth() : today.getMonth();\n            var currDay = today.getDate() < 10 ? '0' + today.getDate() : today.getDate();\n            var currYear = today.getFullYear();\n            $(\"#date-select\").val(currYear + \"-\" + currMonth + \"-\" + currDay);\n\n            var currHour = today.getHours() < 10 ? '0' + today.getHours() : today.getHours();\n            var currMins = today.getMinutes() < 10 ? '0' + today.getMinutes() : today.getMinutes();\n            $(\"#time-select\").val(currHour + \":\" + currMins);\n        });\n    </script>\n\n    <style>\n        #dashboard-prediction {\n            color: var(--off-black-color);\n            border-bottom: solid 3px var(--off-black-color);\n        }\n    </style>\n</head>\n<body>\n    <div class=\"dashboard-section-header-container\"></div>\n\n    <div class=\"prediction-dashboard\">\n        <div class=\"query-section\">\n            <div id=\"datetime-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Datetime</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"date-field\" class=\"input-field\">\n                    <div class=\"input-field-icon\">\n                        <img src=\"@routes.Assets.versioned(\"DateIcon.png\")\" alt=\"date\">\n                    </div>\n                    <input id=\"date-select\" type=\"date\">\n                </div>\n                <div id=\"time-field\" class=\"input-field\">\n                    <div class=\"input-field-icon\">\n                        <img src=\"@routes.Assets.versioned(\"TimeIcon.png\")\" alt=\"time\">\n                    </div>\n                    <input id=\"time-select\" type=\"time\">\n                </div>\n            </div>\n            <div id=\"location-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Location</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"latitude-field\" class=\"input-field\">\n                    <div class=\"input-field-icon\">\n                        <img src=\"@routes.Assets.versioned(\"LatitudeIcon.png\")\" alt=\"latitude\">\n                    </div>\n                    <input id=\"latitude-input\" type=\"text\" placeholder=\"Latitude\" required title=\"Enter a latitude!\"><br>\n                </div>\n                <div id=\"longitude-field\" class=\"input-field\">\n                    <div class=\"input-field-icon\">\n                        <img src=\"@routes.Assets.versioned(\"LongitudeIcon.png\")\" alt=\"longitude\">\n                    </div>\n                    <input id=\"longitude-input\" type=\"text\" placeholder=\"Longitude\" required title=\"Enter a longitude!\"><br>\n                </div>\n            </div>\n            <div id=\"weather-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Weather</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"temperature-field\" class=\"input-field\">\n                    <div class=\"input-field-icon\">\n                        <img src=\"@routes.Assets.versioned(\"TemperatureIcon.png\")\" alt=\"temperature\">\n                    </div>\n                    <input id=\"temperature-input\" type=\"text\" placeholder=\"20\" required title=\"Enter a Temperature!\"><br>\n                </div>\n                <div id=\"weather-field\" class=\"input-field\">\n                    <div class=\"input-field-icon\">\n                        <img src=\"@routes.Assets.versioned(\"WeatherIcon.png\")\" alt=\"weather\">\n                    </div>\n                    <select id=\"weather-select\" required title=\"Choose as weather!\">\n                        <option selected=\"selected\" value=\"0\">Clear</option>\n                        <option value=\"1\">Fog</option>\n                        <option value=\"2\">Rain</option>\n                        <option value=\"3\">Snow</option>\n                        <option value=\"4\">Hail</option>\n                        <option value=\"5\">Thunder</option>\n                        <option value=\"6\">Tornado</option>\n                    </select>\n                </div>\n            </div>\n            <div id=\"algorithm-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Algorithm</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"algorithm-field\" class=\"input-field\">\n                    <div class=\"input-field-icon\">\n                        <img src=\"@routes.Assets.versioned(\"AlgorithmIcon.png\")\" alt=\"algorithm\">\n                    </div>\n                    <select id=\"algorithm-select\" required title=\"Choose an algorithm to use!\">\n                        <option selected=\"selected\" value=\"0\">Combined</option>\n                        <option value=\"1\">Gradient Boosted Trees</option>\n                        <option value=\"2\">Linear Regression with SGD</option>\n                        <option value=\"3\">Ridge Regression</option>\n                        <option value=\"4\">Random Forest</option>\n                    </select>\n                </div>\n            </div>\n        </div>\n        <div class=\"map-section\">\n            <div id=\"map-card\" class=\"dashboard-card\">\n                <h2 class=\"card-title\">Map</h2>\n                <div class=\"card-divider\"></div>\n                <div id=\"prediction-map\" class=\"map\"></div>\n            </div>\n        </div>\n    </div>\n</body>\n</html>"
  },
  {
    "path": "demand-dashboard/app/views/dashboardSectionHeader.scala.html",
    "content": "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <title>Dashboard Section Header</title>\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"main.css\")\">\n    <script src=\"@routes.Assets.versioned(\"lib/jquery/jquery.min.js\")\"></script>\n\n    <script>\n        $(function(){\n            $(\".header-container\").load(\"@routes.HomeController.header()\");\n        });\n    </script>\n</head>\n<body>\n    <div class=\"header-container\"></div>\n\n    <div id=\"dashboard-header-container\" class=\"section-navbar-container\">\n        <div id=\"dashboard-header\" class=\"section-navbar\">\n            <h4 id=\"dashboard-analysis\"><a href=\"@routes.HomeController.dashboardAnalysis()\">Analysis</a></h4>\n            <h4 id=\"dashboard-prediction\"><a href=\"@routes.HomeController.dashboardPrediction()\">Prediction</a></h4>\n        </div>\n    </div>\n</body>\n</html>"
  },
  {
    "path": "demand-dashboard/app/views/documentationData.scala.html",
    "content": "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <title>Documentation Data</title>\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"main.css\")\">\n    <script src=\"@routes.Assets.versioned(\"lib/jquery/jquery.min.js\")\"></script>\n\n    <script>\n        $(function(){\n            $(\".documentation-section-header-container\").load(\"@routes.HomeController.documentationSectionHeader()\");\n        });\n    </script>\n\n    <style>\n        #documentation-data {\n            color: var(--off-black-color);\n            border-bottom: solid 3px var(--off-black-color);\n        }\n    </style>\n</head>\n<body>\n    <div class=\"documentation-section-header-container\"></div>\n\n    <h1 class=\"documentation-title\">Data</h1>\n\n    <div class=\"documentation-body\">\n        <div class=\"subsection\">\n            <h1>New York City Taxi Data</h1>\n            <p>Our website currently supports the Yellow Taxi Cab Dataset provided by NYC Taxi & Limousine Commission.</p>\n        </div>\n    </div>\n</body>\n</html>"
  },
  {
    "path": "demand-dashboard/app/views/documentationModels.scala.html",
    "content": "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <title>Documentation Models</title>\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"main.css\")\">\n    <script src=\"@routes.Assets.versioned(\"lib/jquery/jquery.min.js\")\"></script>\n\n    <script>\n        $(function(){\n            $(\".documentation-section-header-container\").load(\"@routes.HomeController.documentationSectionHeader()\");\n            $(\"#models\").addClass(\"selected\");\n            console.log(\"test\");\n        });\n    </script>\n\n    <style>\n        #documentation-models {\n            color: var(--off-black-color);\n            border-bottom: solid 3px var(--off-black-color);\n        }\n    </style>\n</head>\n<body>\n    <div class=\"documentation-section-header-container\"></div>\n\n    <h1 class=\"documentation-title\">Models</h1>\n\n    <div class=\"documentation-body\">\n        <div class=\"subsection\">\n            <h1>Gradient-Boosted Trees</h1>\n            <p>Gradient Boosted Trees is a prediction model that consists of a set of numerous decision produced in sequence. The set is produced iteratively by using the current ensemble of trees to predict values for the training data and comparing these predictions against the actual values. Based on the differences in predicted and actual values, a new tree is added to the ensemble to reduce the error. Gradient-Boosted Trees tend to have high bias but low variance.</p>\n        </div>\n        <div class=\"divider\"></div>\n        <div class=\"subsection\">\n            <h1>Linear Regression with Stochastic Gradient Descent</h1>\n            <p>Linear Regression is a prediction model in which the output is a linear combination of the inputs. Each of the one or more inputs, such as time or weather in the case of Koober, is assigned a weight in a linear regression such that the resulting function, a sum of the inputs' weights and values, is a line that best fits the training data. Stochastic Gradient Descent, or SGD, is a method that optimizes the regression by iteratively modifying the equation based on its gradient.</p>\n        </div>\n        <div class=\"divider\"></div>\n        <div class=\"subsection\">\n            <h1>Neural Network</h1>\n            <p>Neural network is a prediction model that attempts to mimic the structure of biological brains in order to learn from provided data. A neural network contains many small units called neurons. Each neuron has an activation strength and a number of other neurons that it is connected to. If the combined strength of incoming signals is large enough, the neuron will activate and send a signal to other neurons that it is connected to. The network is trained in an interative process called back propogation; some input is given to the input layer of the network, and the output layer is then read and compared against the actual value for the given input. The neurons are assigned error values, which correspond to their contribution to the output, and the error values are propogation back through the network. These error values are used to calculate a gradient for the network, which can then be used to correct the network via Stochastic Gradient Descent.</p>\n        </div>\n        <div class=\"divider\"></div>\n        <div class=\"subsection\">\n            <h1>Random Forest</h1>\n            <p>Random Forest is a prediction model that consists of a set of numerous decision trees produced in parallel. Each decision tree uses a random subset of the provided training data, making each tree unique. To predict an output, each decision tree gives a prediction, and the mean of these predictions is the prediction of the random forest. Random forests tend to have high variance but low</p>\n        </div>\n        <div class=\"divider\"></div>\n        <div class=\"subsection\">\n            <h1>Ridge Regression</h1>\n            <p>Ridge Regression is a prediction model that functions very similarly to linear regression, in that it models the output as a linear combination of the inputs. However, it differs from linear regression by atttempting to minimize the coefficient values themselves in addition to the error of the predicted values. The result is a model that has, compared to an equivalent linear regression, more bias but less variance.</p>\n        </div>\n    </div>\n</body>\n</html>"
  },
  {
    "path": "demand-dashboard/app/views/documentationSectionHeader.scala.html",
    "content": "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <title>Documentation Section Header</title>\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"main.css\")\">\n    <script src=\"@routes.Assets.versioned(\"lib/jquery/jquery.min.js\")\"></script>\n\n    <script>\n        $(function(){\n            $(\".header-container\").load(\"@routes.HomeController.header()\");\n        });\n    </script>\n</head>\n<body>\n    <div class=\"header-container\"></div>\n\n    <div class=\"section-header\">\n        <div class=\"section-logo-title\">\n            <img src=\"../assets/DocumentationSectionIcon.png\" alt=\"logo\">\n            <h1>Documentation</h1>\n        </div>\n    </div>\n\n    <div class=\"section-navbar-container\">\n        <div id=\"documentation-navbar\" class=\"section-navbar\">\n            <h4 id=\"documentation-data\"><a href=\"@routes.HomeController.documentationData()\">Data</a></h4>\n            <h4 id=\"documentation-models\"><a href=\"@routes.HomeController.documentationModels()\">Models</a></h4>\n        </div>\n    </div>\n</body>\n</html>"
  },
  {
    "path": "demand-dashboard/app/views/header.scala.html",
    "content": "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <title>Header</title>\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"main.css\")\">\n</head>\n<body>\n    <div class=\"header\">\n        <div id=\"logo-title\">\n            <img src=\"../assets/KooberLogo.png\" alt=\"logo\">\n            <h1>Koober</h1>\n        </div>\n        <div id=\"navbar\">\n            <h4><a href=\"@routes.HomeController.index()\">About</a></h4>\n            <h4><a href=\"@routes.HomeController.documentationData()\">Documentation</a></h4>\n            <h4><a href=\"@routes.HomeController.dashboardAnalysis()\">Dashboard</a></h4>\n        </div>\n    </div>\n</body>\n</html>"
  },
  {
    "path": "demand-dashboard/app/views/index.scala.html",
    "content": "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <title>About</title>\n    <link rel=\"stylesheet\" href=\"@routes.Assets.versioned(\"main.css\")\">\n    <script src=\"@routes.Assets.versioned(\"lib/jquery/jquery.min.js\")\"></script>\n\n    <script>\n        $(function(){\n            $(\".header-container\").load(\"@routes.HomeController.header()\");\n        });\n    </script>\n</head>\n<body>\n    <div class=\"header-container\"></div>\n\n    <div class=\"section-header\">\n        <div class=\"section-logo-title\">\n            <img src=\"../assets/AboutSectionIcon.png\" alt=\"logo\">\n            <h1>About Koober</h1>\n        </div>\n    </div>\n\n    <div id=\"about-body\">\n        <p>Koober is an open-source project that uses <a class=\"linked-text\" href=\"http://predictionio.incubator.apache.org/\" target=\"_blank\">PredictionIO</a> to predict taxi demand based on past usage and to analyze\n            trends depending on time, location, and weather across different models. The dashboard integrates <a class=\"linked-text\" href=\"https://www.mapbox.com/\" target=\"_blank\">MapBox</a> for data visualization on an interactive map. Koober currently supports data analysis of certain New York\n            City locations.\n        </p>\n        <a id=\"github-button\" href=\"https://github.com/jamesward/koober\" target=\"_blank\">Github</a>\n    </div>\n</body>\n</html>"
  },
  {
    "path": "demand-dashboard/build.sbt",
    "content": "name := \"demand-dashboard\"\n\nlibraryDependencies ++= Seq(\n  ws,\n  \"org.webjars\" % \"jquery-ui\" % \"1.12.1\",\n  \"org.webjars\" % \"jquery\" % \"3.1.1\"\n)\n\npipelineStages := Seq(digest)\n"
  },
  {
    "path": "demand-dashboard/conf/application.conf",
    "content": "play.crypto.secret = \"changeme\"\nplay.crypto.secret = ${?CRYPTO_SECRET}\n\nplay.i18n.langs = [\"en\"]\n\nplay.http.forwarded.trustedProxies = [\"0.0.0.0/0\", \"::/0\"]\n\npredictionio.url = ${PREDICTIONIO_URL}\n\nmapbox.access-token = ${MAPBOX_ACCESS_TOKEN}\n"
  },
  {
    "path": "demand-dashboard/conf/routes",
    "content": "# Routes\n# This file defines all application routes (Higher priority routes first)\n# ~~~~\n\nGET     /                                controllers.HomeController.index\nGET     /header                          controllers.HomeController.header\nGET     /documentation/header            controllers.HomeController.documentationSectionHeader\nGET     /documentation/data              controllers.HomeController.documentationData\nGET     /documentation/models            controllers.HomeController.documentationModels\nGET     /dashboard/header                controllers.HomeController.dashboardSectionHeader\nGET     /dashboard/analysis              controllers.HomeController.dashboardAnalysis\nGET     /dashboard/prediction            controllers.HomeController.dashboardPrediction\nGET     /predict                         controllers.HomeController.predict(eventTime: String, lat: Double, lng: Double, temperature: Double, clear: Int, fog: Int, rain: Int, snow: Int, hail: Int, thunder: Int, tornado: Int, algorithm: Int)\nGET     /analyze                         controllers.HomeController.analyze(algorithm: String, eventTime: String, coordinates: String)\nGET     /demand                          controllers.HomeController.demand(lng: Double, lat: Double)\nGET     /assets/*file                    controllers.Assets.versioned(path=\"/public\", file)\n"
  },
  {
    "path": "demand-dashboard/public/analysis.js",
    "content": "$(function() {\n  // todo: use a default center based on data\n  var mapCenter = [-73.9440917, 40.7682802];\n\n  var actualDemandMap = new mapboxgl.Map({\n    container: 'actual-demand-map',\n    style: 'mapbox://styles/mapbox/streets-v9',\n    zoom: 11,\n    center: mapCenter\n  });\n\n  var gradientBoostedTreesMap = new mapboxgl.Map({\n    container: 'gradient-boosted-trees-map',\n    style: 'mapbox://styles/mapbox/streets-v9',\n    zoom: 11,\n    center: mapCenter\n  });\n\n  var linearRegressionMap = new mapboxgl.Map({\n    container: 'linear-regression-map',\n    style: 'mapbox://styles/mapbox/streets-v9',\n    zoom: 11,\n    center: mapCenter\n  });\n\n  var ridgeRegressionMap = new mapboxgl.Map({\n    container: 'ridge-regression-map',\n    style: 'mapbox://styles/mapbox/streets-v9',\n    zoom: 11,\n    center: mapCenter\n  });\n\n  var neuralNetworkMap = new mapboxgl.Map({\n    container: 'neural-network-map',\n    style: 'mapbox://styles/mapbox/streets-v9',\n    zoom: 11,\n    center: mapCenter\n  });\n\n  var randomForestMap = new mapboxgl.Map({\n    container: 'random-forest-map',\n    style: 'mapbox://styles/mapbox/streets-v9',\n    zoom: 11,\n    center: mapCenter\n  });\n\n  var algorithmMapNames = {\"algGBTree\":gradientBoostedTreesMap, \"algRegression\":linearRegressionMap, \"ridgeRegression\":ridgeRegressionMap, \"randomForest\":randomForestMap};\n  var coordinates = [];\n  var updateAlgorithmMapSliderDelay = 200; //Milliseconds\n  var updateAlgorithmMapInitialDelay = 1000; //Milliseconds\n\n  $('#datetimepicker').datepicker({\n    format: 'mm/dd/yyyy',\n    autoclose: true\n  });\n  var startDate = new Date(2016, 5, 7);\n  $('#datetimepicker').datepicker('setDate', startDate);\n\n  $('#time-slider').change(function(e) {\n    var input = parseInt(e.target.value);\n    current_time = input;\n    $('#time-slider-value').html(prettyNumbers(Math.floor(input / 2)) + \":\" + prettyNumbers((input % 2) * 30) + \"-\" +\n      (prettyNumbers(Math.floor((input + 1) / 2))) + \":\" + prettyNumbers(((input + 1) % 2) * 30))\n    updateAllMaps(updateAlgorithmMapSliderDelay)\n  });\n\n  function getTimeElements() {\n    var datepickerTokens = $(\"#datetimepicker\").val().split(\"/\");\n    var month = parseInt(datepickerTokens[0])-1;\n    var day = parseInt(datepickerTokens[1]);\n    var year = parseInt(datepickerTokens[2]);\n    var timeInterval = parseInt($('#time-slider').val());\n    var hour = parseInt(timeInterval / 2);\n    var minute = 30 * (timeInterval - hour * 2);\n    return [year, month, day, hour, minute];\n  }\n\n  function getNormalizedTime() {\n    [year, month, day, hour, minute] = getTimeElements();\n    return Date.UTC(year, month, day, hour, minute, 0, 0) / (1000 * 60 * 30);\n  }\n\n  function getDateTime() {\n    [year, month, day, hour, minute] = getTimeElements();\n    return new Date(year, month, day, hour, minute, 0, 0);\n  }\n\n  function buildQueryString(algorithm, coordinates) {\n    return \"algorithm=\" + algorithm + \"&eventTime=\" + getDateTime().toISOString() + \"&coordinates=\" + JSON.stringify(coordinates)\n  }\n\n  function prettyNumbers(number) {\n    var result = number.toString()\n    if (result.length == 1) {\n      return \"0\" + result\n    }\n    return result\n  }\n\n  function filterBy(time) {\n    var filters = ['==', 'time', time];\n    actualDemandMap.setFilter('actual', filters);\n  }\n\n  actualDemandMap.on('load', function() {\n    actualDemandMap.addSource(\"actualDemand\", {\n      type: \"geojson\",\n      data: geoJson\n    });\n\n    actualDemandMap.addLayer({\n      \"id\": \"actual\",\n      \"type\": \"circle\",\n      \"source\": \"actualDemand\",\n      \"paint\": {\n        \"circle-color\": {\n          property: 'demand',\n          stops: [\n            [1.0, '#FADBD8'],\n            [2.0, '#F1948A'],\n            [3.0, '#E74C3C'],\n            [4.0, '#B03A2E'],\n            [5.0, '#78281F']\n          ]\n        },\n        \"circle-radius\": {\n          'base': 8,\n          \"property\": \"demand\",\n          'stops': [\n            [0.0, 8],\n            [1.0, 10],\n            [2.0, 12],\n            [3.0, 14],\n            [4.0, 16],\n            [5.0, 20]\n          ]\n        },\n        'circle-opacity': 1.0\n      }\n    });\n    updateAllMaps(updateAlgorithmMapInitialDelay)\n  });\n\n  function updateAllMaps(delay) {\n    filterBy(getNormalizedTime().toString())\n    setTimeout(function() {\n      for (var algorithmName in algorithmMapNames) {\n            updateMapPredictions(algorithmMapNames[algorithmName],algorithmName);\n      }\n    }, delay);\n  }\n\n\n  function updateMapPredictions(algorithmMap, algorithmName) {\n    updateCoordinates();\n    if (!coordinates || coordinates.length == 0) {\n      return;\n    }\n    var sourceName = \"source\" + algorithmName;\n    var layerName = \"layer\" + algorithmName;\n\n    try {\n      algorithmMap.removeSource(sourceName);\n      algorithmMap.removeLayer(layerName);\n    } catch (e) {\n      // ignored\n    }\n\n    algorithmMap.addSource(sourceName, {\n      type: \"geojson\",\n      data: \"/analyze?\" + buildQueryString(algorithmName, coordinates)\n    });\n\n    algorithmMap.addLayer({\n      \"id\": layerName,\n      \"type\": \"circle\",\n      \"source\": sourceName,\n      \"paint\": {\n        \"circle-color\": {\n          property: 'demand',\n          stops: [\n            [14.0, '#FADBD8'],\n            [18.0, '#F1948A'],\n            [20.0, '#E74C3C'],\n            [24.0, '#B03A2E'],\n            [30.0, '#78281F']\n          ]\n        },\n        \"circle-radius\": {\n          'base': 8,\n          \"property\": \"demand\",\n          'stops': [\n            [14.0, 8],\n            [16.0, 10],\n            [18.0, 12],\n            [20.0, 14],\n            [22.0, 16],\n            [25.0, 18],\n            [30.0, 20]\n          ]\n        },\n        'circle-opacity': 1.0\n      }\n    });\n  }\n\n\n  function updateCoordinates() {\n      var features = actualDemandMap.queryRenderedFeatures({\n        layers: ['actual']\n      });\n      coordinates = [];\n      if (features) {\n        for (var i = 0; i < features.length; i++) {\n          coordinates.push(features[i].geometry.coordinates);\n        }\n      }\n  }\n\n});"
  },
  {
    "path": "demand-dashboard/public/koober-training.js",
    "content": "var geoJson = {\"type\": \"FeatureCollection\", \"features\": [{\"geometry\": {\"type\": \"Point\", \"coordinates\": [-73.87293243408203, 40.77409362792969]}, \"type\": \"Feature\", \"properties\": {\"Primary ID\": 1, \"time\": \"814068\", \"demand\": \"2\"}}, {\"geometry\": {\"type\": \"Point\", \"coordinates\": [-73.973876953125, 40.76049041748047]}, \"type\": \"Feature\", \"properties\": {\"Primary ID\": 1, \"time\": \"814523\", \"demand\": \"1\"}}, {\"geometry\": {\"type\": \"Point\", \"coordinates\": [-73.97454833984375, 40.74241256713867]}, \"type\": \"Feature\", \"properties\": {\"Primary ID\": 1, \"time\": \"814482\", \"demand\": \"1\"}}, {\"geometry\": {\"type\": \"Point\", \"coordinates\": [-73.97322845458984, 40.752628326416016]}, \"type\": \"Feature\", \"properties\": {\"Primary ID\": 1, \"time\": \"814303\", \"demand\": \"1\"}}, {\"geometry\": {\"type\": \"Point\", \"coordinates\": [-73.98832702636719, 40.75935363769531]}, \"type\": \"Feature\", 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  {
    "path": "demand-dashboard/public/main.css",
    "content": "/*************/\n/* Variables */\n/*************/\n\n:root {\n  --header-height: 60px;\n  --edge-padding: 20px;\n  --section-height: 400px;\n  --section-navbar-height: 40px;\n  --section-icon-width: 70px;\n  --section-title-font-size: 40px;\n  --body-font-size: 18px;\n  --navbar-font-size: 14px;\n  --teal-color: #89E1D0;\n  --dark-teal-color: #4BB7A2;\n  --off-black-color: #333333;\n  --background-grey-color: #F5F5F5;\n  --divider-grey-color: #EEEEEE;\n  --text-grey-color: #565a5c;\n  --text-light-grey-color: #82888a;\n  --field-border-grey-color: #979797;\n}\n\n/**********/\n/* Global */\n/**********/\n\n* {\n  font-family: \"Avenir Next\";\n}\n\nhtml, body {\n  height: 100%;\n  margin: 0;\n  padding: 0;\n  background-color: var(--background-grey-color);\n}\n\na {\n  text-decoration: none;\n}\n\n/**********/\n/* Header */\n/**********/\n\n.header {\n  display: block;\n  width: 100%;\n  height: var(--header-height);\n  background-color: white;\n}\n\n#logo-title {\n  display: inline-flex;\n  margin-left: var(--edge-padding);\n  height: 100%;\n}\n\n#logo-title img {\n  margin: auto 10px auto 0;\n  width: 30px;\n  height: auto;\n}\n\n#logo-title h1 {\n  margin: 0;\n  font-family: \"Avenir Next\";\n  font-size: 28px;\n  font-weight: bold;\n  text-align: center;\n  vertical-align: middle;\n  line-height: var(--header-height);\n  color: var(--off-black-color);\n}\n\n#navbar {\n  display: inline-flex;\n  float: right;\n  margin-right: var(--edge-padding);\n  height: 100%;\n}\n\n#navbar h4 {\n  font-size: var(--navbar-font-size);\n  font-weight: 500;\n  margin: auto var(--edge-padding);\n  line-height: calc(var(--header-height) / 2.5);\n  border-top: solid 2px transparent;\n  border-bottom: solid 2px transparent;\n  color: var(--off-black-color);\n}\n\n#navbar a {\n  color: inherit;\n  text-decoration: none;\n}\n\n#navbar h4:hover {\n  border-bottom: solid 2px var(--off-black-color);\n}\n\n/**************/\n/* About Page */\n/**************/\n\n.section-header {\n  display: table;\n  position: relative;\n  width: 100%;\n  height: var(--section-height);\n  background:\n    linear-gradient(\n      rgba(137, 225, 207, 0.85), /* teal-color */\n      rgba(137, 225, 207, 0.85)\n    ),\n    url(\"../assets/Background.png\");\n}\n\n.section-header img {\n  width: var(--section-icon-width);\n  height: auto;\n}\n\n.section-header h1 {\n  margin: var(--edge-padding) auto 0px auto;\n  font-size: var(--section-title-font-size);\n}\n\n.section-logo-title {\n  margin: auto;\n  display: table-cell;\n  vertical-align: middle;\n  text-align: center;\n}\n\n#about-body {\n  margin: 60px auto;\n  width: 60%;\n  text-align: center;\n}\n\n#about-body p {\n  margin: 50px auto;\n  font-size: var(--body-font-size);\n}\n\n.linked-text {\n  color: var(--dark-teal-color);\n}\n\n#github-button {\n  margin: var(--edge-padding) auto;\n  padding: 7px 30px;\n  font-weight: 500;\n  border-radius: 3px;\n  box-shadow: 0px 2px 4px -2px var(--off-black-color);\n  background-color: var(--dark-teal-color);\n  color: white;\n}\n\n#github-button:hover {\n  opacity: 0.8;\n}\n\n/**********************/\n/* Documentation Page */\n/**********************/\n\n.documentation-title {\n  margin: 60px auto 20px auto;\n  display: block;\n  width: 60%;\n  font-size: var(--section-title-font-size);\n  font-weight: normal;\n}\n\n.section-navbar-container {\n  margin: 0;\n  background-color: var(--dark-teal-color);\n  height: var(--section-navbar-height);\n}\n\n#documentation-navbar {\n  display: inline-flex;\n  margin-left: 20%;\n  width: 60%;\n  height: 100%;\n}\n\n.section-navbar h4 {\n  margin: 0 calc(var(--edge-padding) * 2) 0 0;\n  font-size: var(--navbar-font-size);\n  font-weight: 500;\n  line-height: var(--section-navbar-height);\n  color: var(--text-grey-color);\n  border-top: solid 2px transparent;\n  border-bottom: solid 2px transparent;\n}\n\n.section-navbar h4:hover {\n  color: var(--off-black-color);\n}\n\n.section-navbar a {\n  color: inherit;\n}\n\n.documentation-body {\n  display: block;\n  margin: 0 auto 60px auto;\n  padding: var(--edge-padding);\n  width: 60%;\n  background-color: white;\n  border-radius: 5px;\n}\n\n.subsection {\n  display: inline-block;\n  width: 100%;\n}\n\n.subsection h1 {\n  margin: 0 auto 10px auto;\n  font-size: var(--body-font-size);\n  font-weight: 600;\n  color: var(--text-grey-color);\n}\n\n.subsection p {\n  margin: 0;\n  font-size: var(--body-font-size);\n  color: var(--text-light-grey-color);\n}\n\n.divider {\n  margin: var(--edge-padding) auto;\n  width: 100%;\n  height: 1px;\n  background-color: var(--divider-grey-color);\n}\n\n/******************/\n/* Dashboard Page */\n/******************/\n\n#dashboard-header-container {\n  background-color: var(--teal-color);\n}\n\n#dashboard-header {\n  display: inline-flex;\n  height: 100%;\n  width: 100%;\n}\n\n#dashboard-header a {\n  text-decoration: none;\n}\n\n/* Input fields */\n\n.input-field {\n  height: 40px;\n  width: 100%;\n  margin: 10px auto;\n  background-color: var(--divider-grey-color);\n  border-radius: 5px;\n  border: 1px solid var(--field-border-grey-color);\n}\n\n.input-field-icon {\n  position: relative;\n  min-width: 40px;\n  height: 100%;\n  border-radius: 5px 0 0 5px;\n  border-right: 1px solid var(--field-border-grey-color);\n  background-color: #D8D8D8;\n}\n\n.input-field-icon img {\n  position: absolute;\n  margin: auto;\n  width: auto;\n  height: 24px;\n  top:0;\n  right: 0;\n  bottom:0;\n  left: 0;\n}\n\n.input-field {\n  display: inline-flex;\n}\n\nselect, input {\n  padding: 0 10px;\n  width: 100%;\n  outline: none;\n  -webkit-appearance: none;\n  -webkit-border-radius: 0;\n  border: none;\n  border-radius: 0 5px 5px 0;\n  font-size: var(--body-font-size);\n  font-weight: 500;\n  background-color: var(--divider-grey-color);\n  color: #A9A9A9;\n}\n\n/* Analysis Dashboard */\n\n#dashboard-analysis {\n  margin-left: var(--edge-padding);\n}\n\n.interactive-section {\n  display: inline-flex;\n  width: 100%;\n}\n\n#dataset-card {\n  width: calc(25% - (var(--edge-padding) * 4));\n}\n\n#datetime-slider-card {\n  width: calc(75% - (var(--edge-padding) * 4));\n}\n\n.all-maps-section {\n  flex-wrap: wrap;\n  display: flex;\n}\n\n.all-maps-section .dashboard-card {\n  width: calc(50% - (var(--edge-padding) * 4));\n}\n\n.all-maps-section .map {\n  height: 300px;\n}\n\n.map {\n  margin: 10px 0;\n  background-color: grey;\n  border-radius: 3px;\n}\n\n.slider-title {\n  width: 54px;\n  font-size: var(--body-font-size);\n  font-weight: 500;\n  color: var(--text-grey-color);\n}\n\n.slider-value {\n  width: 120px;\n  font-size: var(--body-font-size);\n  font-weight: normal;\n  color: var(--text-grey-color);\n}\n\n.datetime-slider-field {\n  margin: 5px 0;\n  display: inline-flex;\n  width: 100%;\n}\n\n#date-slider-field {\n  margin-top: 10px;\n}\n\n.datetime-slider {\n  margin: 5px 0;\n  width: calc(100% - 174px);\n}\n\n.datetime-slider .ui-slider-handle {\n  border-color: var(--teal-color);\n  background: var(--teal-color);\n  border: 1px solid var(--teal-color);\n  outline: none;\n}\n\n/* Prediction Dashboard */\n\n.prediction-dashboard {\n  display: inline-flex;\n  width: 100%;\n}\n\n.query-section {\n  width: 25%;\n}\n\n.dashboard-card {\n  display: block;\n  margin: var(--edge-padding);\n  padding: var(--edge-padding);\n  background-color: white;\n  border-radius: 3px;\n  box-shadow: -1px 2px 4px -1px var(--divider-grey-color);\n}\n\n.card-title {\n  display: inline-block;\n  margin: 0;\n  font-size: var(--body-font-size);\n  font-weight: 600;\n  color: var(--text-grey-color);\n}\n\n.card-divider {\n  display: inline-block;\n  width: 100%;\n  height: 1px;\n  background-color: var(--divider-grey-color);\n}\n\n#time-field, #longitude-field, #algorithm-field {\n  margin-bottom: 0px;\n}\n\n#prediction-map {\n  height: 500px;\n}\n\n.map-section {\n  width: 75%;\n}"
  },
  {
    "path": "demand-dashboard/public/prediction.js",
    "content": "$(function() {\n  // todo: apply code to demand popup on map\n\n  // todo: use a default center based on data or get user's location\n  var mapCenter = [-73.9440917, 40.7682802];\n  $(\"#latitude-input\").val(mapCenter[1]);\n  $(\"#longitude-input\").val(mapCenter[0]);\n\n  var date = \"2017-03-22\"\n  var time = \"16:00\"\n  var lat = 40.7682802\n  var lng = -73.9440917\n  var temperature = 20\n  var weather = 0\n  var weatherArray = [1,0,0,0,0,0,0]\n  var algorithm = 0\n\n  $(\"#date-select\").on(\"change\", function(){\n    console.log(typeof($(\"#date-select\").val()))\n    date = $(\"#date-select\").val()\n   });\n\n  $(\"#time-select\").on(\"change\", function(){\n    console.log($(\"#time-select\").val())\n    time = $(\"#time-select\").val()\n   });\n\n  $(\"#temperature-input\").on(\"input\", function(data){\n    temperature = parseFloat($(\"#temperature-input\").val());\n    console.log(temperature);\n    console.log(typeof(temperature));\n  });\n\n  $(\"#weather-select\").on(\"change\", function(){\n    weather = parseInt($(\"#weather-select\").val())\n    console.log(weather)\n    console.log(typeof(weather))\n    weatherArray = [0,0,0,0,0,0,0]\n    weatherArray[weather] = 1\n    console.log(weatherArray)\n  });\n\n  $(\"#algorithm-select\").on(\"change\", function(){\n      algorithm = parseInt($(\"#algorithm-select\").val())\n    });\n\n\n  var predictionMap = new mapboxgl.Map({\n    container: 'prediction-map',\n    style: 'mapbox://styles/mapbox/streets-v9',\n    zoom: 11,\n    center: mapCenter\n  });\n\n\n  predictionMap.addControl(new mapboxgl.NavigationControl({position: 'top-left'}));\n\n    var pop = new mapboxgl.Popup()\n  predictionMap.on('click', function(data) {\n\n    lat = data.lngLat.lat;\n    lng = data.lngLat.lng;\n    $(\"#latitude-input\").val(lat);\n    $(\"#longitude-input\").val(lng);\n    pop.remove()\n    pop.setLngLat(data.lngLat)\n\n    try {\n      predictionMap.removeSource(\"demand\");\n      predictionMap.removeLayer(\"prediction\");\n    }\n    catch (e) {\n      // ignored\n    }\n\n\n    predictionMap.addSource(\"demand\", {\n         type: \"geojson\",\n         data: \"/predict?\" + buildQueryString(lat, lng)\n    });\n    predictionMap.addLayer({\n          \"id\": \"prediction\",\n          \"type\": \"circle\",\n          \"source\": \"demand\",\n          \"paint\": {\n            \"circle-color\": {\n                property: 'demand',\n                type: 'exponential',\n                stops: [\n                      [15.0, '#fee5d9'],\n                      [30.0, '#fcae91'],\n                      [45.0, '#fb6a4a'],\n                      [60.0, '#de2d26'],\n                      [75.0, '#a50f15']\n                    ]\n            },\n            \"circle-radius\": {\n                'base': 1.75,\n                'stops': [[12, 3], [22, 180]]\n            },\n            'circle-opacity' : 0.8\n          }\n      });\n\n  });\n    predictionMap.on('data', function (data) {\n       try {\n           var demands = predictionMap.querySourceFeatures('demand', data.point);\n           if (demands[0]){\n              pop.setHTML('<h2>Demand:' + demands[0][\"properties\"][\"demand\"] + '</h2>')\n                   .addTo(predictionMap);\n           }\n        }\n        catch (e) {\n          // ignored\n//          console.log(e)\n        }\n    });\n\n    predictionMap.on('mousemove', function (data) {\n       try {\n//            console.log(data.point)\n           var demands = predictionMap.querySourceFeatures('demand', data.point);\n           if (demands[0]){\n              pop.remove()\n              var i = findNearestIndex(demands, data);\n              if (i != -1){\n                pop.setHTML('<h2>Demand:' + demands[i][\"properties\"][\"demand\"] + '</h2>')\n                    .addTo(predictionMap);\n                pop.setLngLat([demands[i][\"geometry\"][\"coordinates\"][0], demands[i][\"geometry\"][\"coordinates\"][1]])\n              }\n\n           }\n        }\n        catch (e) {\n          // ignored\n//              console.log(e)\n        }\n    });\n\n  function makeCluster(lat, lng) {\n    lats = [lat];\n    lngs = [lng];\n    lats.push(lat + 2*0.0016, lat + 0.0016, lat + 0.0016, lat + 0.0016, lat, lat, lat, lat, lat - 0.0016, lat - 0.0016, lat - 0.0016, lat - 2*0.0016);\n    lngs.push(lng, lng - 0.0016, lng, lng + 0.0016, lng - 2*0.0016, lng - 0.0016, lng + 0.0016, lng + 2*0.0016, lng - 0.0016, lng, lng + 0.0016, lng);\n    return [lats, lngs];\n  }\n\n  function buildQueryJson(lat, lng){\n    result = {}\n    var datetime = date + \" \" + time;\n    var eventTime = new Date(datetime);\n    result = {\n    \"eventTime\":eventTime.toISOString(),\n    \"lat\":lat,\n    \"lng\":lng,\n    \"temperature\":temperature,\n    \"clear\":weatherArray[0],\n    \"fog\":weatherArray[1],\n    \"rain\": weatherArray[2],\n    \"snow\": weatherArray[3],\n    \"hail\": weatherArray[4],\n    \"thunder\":weatherArray[5],\n    \"tornado\":weatherArray[6]\n    }\n    return JSON.stringify(result)\n  }\n\n   function buildQueryString(lat, lng){\n       var datetime = date + \" \" + time;\n       var eventTime = new Date(datetime);\n       return \"eventTime=\" + eventTime.toISOString() + \"&lat=\" + lat +\n             \"&lng=\" + lng + \"&temperature=\" + temperature + \"&clear=\" + weatherArray[0] + \"&fog=\" + weatherArray[1] +\n             \"&rain=\" + weatherArray[2] + \"&snow=\" + weatherArray[3] + \"&hail=\" + weatherArray[4]\n              + \"&thunder=\" + weatherArray[5] + \"&tornado=\" + weatherArray[6] + \"&algorithm=\" + algorithm\n       }\n    });\n\n    function findNearestIndex(demands, data){\n        var nIndex = 0;\n        var nDistance = Number.MAX_SAFE_INTEGER\n        for (i = 0; i < demands.length; i++){\n            var dist = Math.pow((data.lngLat.lng - demands[i][\"geometry\"][\"coordinates\"][0]), 2) + Math.pow((data.lngLat.lat - demands[i][\"geometry\"][\"coordinates\"][1]),2);\n            if (dist < nDistance){\n                nDistance = dist;\n                nIndex = i;\n            }\n        }\n        if (nDistance > 0.00002){\n            nIndex = -1\n            console.log(\"greater\")\n        }\n        return nIndex;\n\n    }"
  },
  {
    "path": "demo-data/build.sbt",
    "content": "name := \"demo-data\"\n\nlibraryDependencies ++= Seq(\n  \"org.apache.commons\" % \"commons-io\" % \"1.3.2\",\n  \"com.typesafe.akka\" %% \"akka-stream-kafka\" % \"0.14\",\n  \"com.typesafe.play\" %% \"play-json\" % \"2.5.12\",\n  \"org.slf4j\" % \"slf4j-simple\" % \"1.7.21\"\n)\n"
  },
  {
    "path": "demo-data/src/main/scala/DemoData.scala",
    "content": "import java.time.ZonedDateTime\n\nimport akka.NotUsed\nimport akka.actor.ActorSystem\nimport akka.kafka.ProducerSettings\nimport akka.kafka.scaladsl.Producer\nimport akka.stream.ActorMaterializer\nimport akka.stream.scaladsl.{Flow, Sink, Source}\nimport helpers.KafkaHelper\nimport org.apache.kafka.clients.producer.ProducerRecord\nimport org.apache.kafka.common.serialization.StringSerializer\nimport play.api.libs.json.JsValue\n\nimport scala.concurrent.ExecutionContext.Implicits.global\nimport scala.util.{Failure, Success, Try}\n\nobject DemoData extends App {\n\n  implicit val system = ActorSystem()\n  implicit val materializer = ActorMaterializer()\n\n  def flowFromDestination(destination: String): Try[Flow[JsValue, JsValue, NotUsed]] = {\n    if (destination.toLowerCase == \"kafka\") {\n      val producerSettings = ProducerSettings[String, JsValue](materializer.system, new StringSerializer(), KafkaHelper.jsValueSerializer)\n        .withBootstrapServers(KafkaHelper.kafkaUrl(materializer.system.settings.config))\n\n      val sink = Producer.plainSink(producerSettings).contramap[JsValue](new ProducerRecord(\"rider\", \"\", _))\n      Success(Flow[JsValue].alsoTo(sink))\n    }\n    else if (destination.toLowerCase == \"pio\") {\n      val maybeAccessKey = sys.env.get(\"PIO_ACCESS_KEY\")\n      maybeAccessKey.fold[Try[Flow[JsValue, JsValue, NotUsed]]] {\n        Failure(new Exception(\"You must set the PIO_ACCESS_KEY env var!\"))\n      } { accessKey =>\n        println(\"Sending to PIO: \" + PioFlow.pioUrl)\n        Success(PioFlow(accessKey))\n      }\n    }\n    else {\n      Failure(new Exception(s\"The destination $destination must be either kafka or pio\"))\n    }\n  }\n\n  val sourceTry: Try[Source[JsValue, NotUsed]] = args match {\n    case Array(destination, dataType, numMonths, sampleRate) if dataType == \"ny\" =>\n      val source = NewYorkDataSource(numMonths.toInt, sampleRate.toInt)\n      val flowTry = flowFromDestination(destination).map(source.via)\n      flowTry.foreach(_ => println(s\"Sending New York data to $destination\"))\n      flowTry\n    case Array(destination, dataType, numRecords, numMonths, numClusters) if dataType == \"fake\" =>\n      val endDate = ZonedDateTime.now()\n      val startDate = endDate.minusMonths(numMonths.toInt)\n      val source = FakeDataSource(numRecords.toInt, startDate, endDate, numClusters.toInt, 10)\n      val flowTry = flowFromDestination(destination).map(source.via)\n      flowTry.foreach(_ => println(s\"Sending Fake data to $destination\"))\n      flowTry\n    case _ =>\n      Failure(CommandNotRecognized())\n  }\n\n  sourceTry.foreach { source =>\n    val countSink = Sink.fold[Int, JsValue](0) { case (count, _) => count + 1 }\n\n    val flow = source.runWith(countSink)\n\n    flow.onComplete { result =>\n      result.foreach { records => println(s\"Sent $records records\") }\n      system.terminate()\n    }\n  }\n\n  sourceTry.recover {\n    case t: Throwable =>\n      println(t.getMessage)\n      t.printStackTrace()\n      system.terminate()\n  }\n\n  case class CommandNotRecognized() extends Throwable {\n    override def getMessage: String = {\n      \"\"\"Command args must be either:\n        | <pio|kafka> ny <number of months> <sample rate>\n        | <pio|kafka> fake <number of records> <number of months> <number of clusters>\"\"\".stripMargin\n    }\n  }\n\n}\n"
  },
  {
    "path": "demo-data/src/main/scala/FakeDataSource.scala",
    "content": "import java.time.{Duration, ZonedDateTime}\n\nimport akka.NotUsed\nimport akka.stream.scaladsl.Source\nimport org.joda.time.DateTime\nimport play.api.libs.json.{JsObject, Json}\n\nimport scala.collection.immutable.Iterable\nimport scala.util.Random\n\nobject FakeDataSource {\n\n  val baseLat: Double = 40.7550506592\n  val baseLng: Double = -73.96534729\n\n  def randomJson(dateTime: ZonedDateTime): JsObject = {\n    val randomLat = baseLat + (Random.nextDouble() - 0.5)\n    val randomLng = baseLng + (Random.nextDouble() - 0.5)\n    val randomTemperature = Random.nextDouble()\n    val randomClear = 1\n    val randomFog = 0\n    val randomRain = 0\n    val randomSnow = 0\n    val randomHail = 0\n    val randomThunder = 0\n    val randomTornado = 0\n    val randomHeat = Random.nextDouble()\n    val randomWindchill = Random.nextDouble()\n    val randomPrecipitation = Random.nextDouble()\n\n    Json.obj(\n        \"properties\" -> Json.obj(\n          // Location Properties\n          \"lat\" -> randomLat,\n          \"lng\" -> randomLng,\n          // Weather Properties\n          \"temperature\" -> randomTemperature,\n          \"clear\" -> randomClear,\n          \"fog\" -> randomFog,\n          \"rain\" -> randomRain,\n          \"snow\" -> randomSnow,\n          \"hail\" -> randomHail,\n          \"thunder\" -> randomThunder,\n          \"tornado\" -> randomTornado,\n          \"heat\" -> randomHeat,\n          \"windchill\" -> randomWindchill,\n          \"precipitation\" -> randomPrecipitation\n        ),\n        \"status\" -> \"pickup\",\n        \"datetime\" -> new DateTime(dateTime.toEpochSecond * 1000)\n    )\n  }\n\n  def apply(numRecords: Int, startDate: ZonedDateTime, endDate: ZonedDateTime, numClusters: Int, demandDistPerCluster: Int): Source[JsObject, NotUsed] = {\n\n    val timeBetween = Duration.between(startDate, endDate)\n\n    val numBaseRecords = (numRecords * 0.20).toInt\n\n    // 20% of numRecords get random dates\n    val baseRandomIterable = Iterable.fill(numBaseRecords) {\n      val randomSecondsToAddToStart: Long = (timeBetween.getSeconds * Random.nextDouble()).toLong\n      val randomZonedDateTime = startDate.plusSeconds(randomSecondsToAddToStart)\n      randomJson(randomZonedDateTime)\n    }\n\n    val baseRandomSource = Source[JsObject](baseRandomIterable)\n\n    // 80% of numRecords get clustered with the same date and location\n    // todo: is this correctly partitioning?\n    val numClusteredRecords = numRecords - numBaseRecords\n    val numRecordsPerCluster = (numClusteredRecords.toFloat / numClusters).ceil.toInt\n    val clustersIterator = Iterator.fill(numClusteredRecords)(Unit).grouped(numRecordsPerCluster).flatMap { partition =>\n      val randomSecondsToAddToStart: Long = (timeBetween.getSeconds * Random.nextDouble()).toLong\n      val randomZonedDateTime = startDate.plusSeconds(randomSecondsToAddToStart)\n      val json = randomJson(randomZonedDateTime)\n      partition.map(_ => json)\n    }\n\n    val clusteredSource = Source.fromIterator(() => clustersIterator)\n\n    baseRandomSource ++ clusteredSource\n  }\n\n}\n"
  },
  {
    "path": "demo-data/src/main/scala/NewYorkDataSource.scala",
    "content": "import java.io.{File, FileOutputStream}\nimport java.net.URL\n\nimport akka.NotUsed\nimport akka.stream.scaladsl.{FileIO, Framing, Source}\nimport akka.util.ByteString\nimport org.apache.commons.io.IOUtils\nimport org.joda.time.format.{DateTimeFormat, DateTimeFormatter}\nimport play.api.libs.json.{JsObject, Json}\n\nimport scala.collection.immutable.Range.Inclusive\nimport scala.collection.immutable.{IndexedSeq, Seq}\nimport scala.util.Try\n\n// Right now only yellow cab data\n// List of sources: https://github.com/toddwschneider/nyc-taxi-data/blob/master/raw_data_urls.txt\nobject NewYorkDataSource {\n\n  val years: Inclusive = 2009 to 2016\n  val months: Inclusive = 1 to 12\n  val yearsMonths: IndexedSeq[(Int, Int)] = for {\n    year <- years\n    month <- months\n    if !(year >= 2016 && month >= 7) // the data does not contain GPS coordinates starting in July 2016\n  } yield (year, month)\n\n  val dateTimeFormatter: DateTimeFormatter = DateTimeFormat.forPattern(\"yyyy-MM-dd HH:mm:ss\")\n\n  def filename(yearMonth: (Int, Int)): String = {\n    val (year, month) = yearMonth\n    val monthString = if (month >= 10) month else \"0\" + month\n    s\"yellow_tripdata_$year-$monthString.csv\"\n  }\n\n  // todo: maybe random files?\n  def apply(numMonths: Int, sampleRate: Int): Source[JsObject, NotUsed] = {\n\n    // takes the most recent months\n    val filenames: Seq[String] = yearsMonths.takeRight(numMonths).map(filename)\n\n    // todo: don't save these locally if there isn't the space for it\n    val files = filenames.map { filename =>\n\n      val url = new URL(s\"https://s3.amazonaws.com/predictionio-temp-file/ny_yellowcab_with_weather_data.csv\")\n\n      val tmpFile = new File(\"/tmp\", filename)\n\n      if (!tmpFile.exists()) {\n        val inputStream = url.openConnection().getInputStream\n        val tmpFileOutputStream = new FileOutputStream(tmpFile)\n\n        println(s\"Downloading $url to $tmpFile\")\n\n        IOUtils.copy(inputStream, tmpFileOutputStream)\n\n        tmpFileOutputStream.close()\n        inputStream.close()\n      }\n\n      tmpFile\n    }\n\n    val fileSources = Source.zipN[ByteString](files.map(file => FileIO.fromPath(file.toPath))).mapConcat(identity)\n\n    val allLinesSource = fileSources.via(Framing.delimiter(ByteString(System.lineSeparator), 10000)).map(_.utf8String)\n\n    val partitionedLinesSource = allLinesSource.grouped(sampleRate).mapConcat(_.headOption.toList)\n\n    // todo: data structure changes?\n    val parsedLines = partitionedLinesSource.mapConcat { line =>\n\n      val parseTry = Try {\n        val parts = line.split(\",\")\n\n        val lng = parts(5).toDouble\n        val lat = parts(6).toDouble\n        val datetime = dateTimeFormatter.parseDateTime(parts(1))\n        val temperature = parts(19).toDouble\n        val clear = parts(20).toInt\n        val fog = parts(21).toInt\n        val rain = parts(22).toInt\n        val snow = parts(23).toInt\n        val hail = parts(24).toInt\n        val thunder = parts(25).toInt\n        val tornado = parts(26).toInt\n        val heat = parts(21).toDouble\n        val windchill = parts(22).toDouble\n        val precipitation = parts(23).toDouble\n\n        (lat, lng, datetime, temperature, clear, fog, rain, snow, hail, thunder, tornado, heat, windchill, precipitation)\n      }\n\n      val onlyGoodLocations = parseTry.filter {\n        case (lat, lng, datetime, temperature, clear, fog, rain, snow, hail, thunder, tornado, heat, windchill, precipitation) =>\n          lat != 0 && lng != 0\n      }\n\n      val jsonTry = onlyGoodLocations.map {\n        case (lat, lng, datetime, temperature, clear, fog, rain, snow, hail, thunder, tornado, heat, windchill, precipitation) =>\n          Json.obj(\n            \"properties\" -> Json.obj(\n              // Location Properties\n              \"lat\" -> lat,\n              \"lng\" -> lng,\n              // Weather Properties\n              \"temperature\" -> temperature,\n              \"clear\" -> clear,\n              \"fog\" -> fog,\n              \"rain\" -> rain,\n              \"snow\" -> snow,\n              \"hail\" -> hail,\n              \"thunder\" -> thunder,\n              \"tornado\" -> tornado,\n              \"heat\" -> heat,\n              \"windchill\" -> windchill,\n              \"precipitation\" -> precipitation\n            ),\n            \"status\" -> \"pickup\",\n            \"datetime\" -> datetime\n          )\n      }\n\n      // we won't be able to parse some rows\n      jsonTry.toOption.toList\n    }\n\n    parsedLines\n  }\n\n}\n"
  },
  {
    "path": "demo-data/src/test/scala/FakeDataSourceSpec.scala",
    "content": "import java.time.ZonedDateTime\n\nimport akka.actor.ActorSystem\nimport akka.stream.ActorMaterializer\nimport org.joda.time.DateTime\nimport org.scalatest.{AsyncFlatSpec, MustMatchers}\nimport play.api.libs.json.JsObject\n\nclass FakeDataSourceSpec extends AsyncFlatSpec with MustMatchers {\n\n  implicit val actorSystem = ActorSystem()\n  implicit val materializer = ActorMaterializer()\n\n  it should \"generate some records\" in {\n    val numRecords = 1024\n    val numClusters = 10\n    val demandDistPerCluster = 10\n\n    val source = FakeDataSource(numRecords, ZonedDateTime.now().minusMonths(1), ZonedDateTime.now(), numClusters, demandDistPerCluster)\n\n    val recordsFuture = source.runFold(Seq.empty[JsObject])(_ :+ _)\n\n    recordsFuture.map { records =>\n      records.size must equal (numRecords)\n      (records.head \\ \"datetime\").asOpt[DateTime] must be ('defined)\n      (records.head \\ \"datetime\").as[DateTime].getYear must equal (ZonedDateTime.now().getYear)\n    }\n  }\n\n}\n"
  },
  {
    "path": "demo-data/src/test/scala/NewYorkDataSourceSpec.scala",
    "content": "import akka.actor.ActorSystem\nimport akka.stream.ActorMaterializer\nimport akka.stream.scaladsl.Sink\nimport org.scalatest.{AsyncFlatSpec, BeforeAndAfterAll, MustMatchers}\nimport play.api.libs.json.JsObject\n\nclass NewYorkDataSourceSpec extends AsyncFlatSpec with MustMatchers with BeforeAndAfterAll {\n\n  implicit val actorSystem = ActorSystem()\n  implicit val materializer = ActorMaterializer()\n\n  it should \"get some records\" in {\n    val numMonths = 1\n    val sampleRate = 100\n\n    val source = NewYorkDataSource(numMonths, sampleRate)\n\n    val sink = Sink.seq[JsObject]\n\n    val recordsFuture = source.runWith(sink)\n\n    recordsFuture.map { records =>\n      records must not be 'empty\n    }\n  }\n\n  override def afterAll(): Unit = {\n    actorSystem.terminate()\n  }\n\n}\n"
  },
  {
    "path": "flink-client/build.sbt",
    "content": "name := \"flink-client\"\n\nlibraryDependencies ++= Seq(\n  \"com.github.jkutner\" % \"env-keystore\" % \"0.1.2\",\n  \"org.apache.flink\" %% \"flink-streaming-scala\" % \"1.2.0\",\n  \"org.apache.flink\" %% \"flink-connector-kafka-0.10\" % \"1.2.0\",\n  \"com.typesafe.play\" %% \"play-json\" % \"2.5.12\"\n)\n"
  },
  {
    "path": "flink-client/src/main/resources/log4j.properties",
    "content": "log4j.rootLogger=INFO, stdout\n\nlog4j.appender.stdout=org.apache.log4j.ConsoleAppender\nlog4j.appender.stdout.Target=System.out\nlog4j.appender.stdout.layout=org.apache.log4j.PatternLayout\nlog4j.appender.stdout.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n\n"
  },
  {
    "path": "flink-client/src/main/scala/FlinkClient.scala",
    "content": "import java.util.Properties\n\nimport org.apache.flink.api.common.typeinfo.TypeInformation\nimport org.apache.flink.streaming.api.scala._\nimport org.apache.flink.streaming.api.scala.StreamExecutionEnvironment\nimport org.apache.flink.streaming.connectors.kafka.FlinkKafkaConsumer010\nimport org.apache.flink.streaming.util.serialization.DeserializationSchema\nimport play.api.libs.json.{JsValue, Json}\n\nobject FlinkClient extends App {\n\n  val env = StreamExecutionEnvironment.createLocalEnvironment()\n\n  val kafkaConsumerProperties = new Properties()\n  kafkaConsumerProperties.setProperty(\"bootstrap.servers\", \"localhost:9092\")\n  kafkaConsumerProperties.setProperty(\"group.id\", \"flink\")\n\n  val deserializationSchema = new DeserializationSchema[JsValue] {\n    override def isEndOfStream(nextElement: JsValue): Boolean = false\n\n    override def deserialize(message: Array[Byte]): JsValue = Json.parse(message)\n\n    override def getProducedType: TypeInformation[JsValue] = createTypeInformation[JsValue]\n  }\n\n  val kafkaConsumer = new FlinkKafkaConsumer010[JsValue](\"driver\", deserializationSchema, kafkaConsumerProperties)\n\n  case class RouteTotals(num: Int = 0, seconds: Int = 0) {\n    lazy val average: Int = seconds / num\n  }\n\n  val stream = env.addSource(kafkaConsumer)\n\n  val onlyRoutesStream = stream.flatMap(_.\\(\"route\").toOption).keyBy(_ => \"\") // todo: should partition by broad location\n\n  val routeTotalsStream = onlyRoutesStream.fold(RouteTotals()) { case (routeTotals, jsValue) =>\n    val seconds = (jsValue \\ \"duration\").as[Float].toInt\n    routeTotals.copy(routeTotals.num + 1, routeTotals.seconds + seconds)\n  }\n\n  routeTotalsStream.map(_.average).print()\n\n  env.execute()\n\n}\n"
  },
  {
    "path": "kafka-common/build.sbt",
    "content": "name := \"kafka-common\"\n\nlibraryDependencies ++= Seq(\n  \"org.apache.kafka\" % \"kafka-clients\" % \"0.10.1.1\",\n  \"com.github.jkutner\" % \"env-keystore\" % \"0.1.2\",\n  \"com.typesafe.play\" %% \"play-json\" % \"2.5.12\" exclude(\"com.fasterxml.jackson.core\", \"jackson-databind\")\n)\n"
  },
  {
    "path": "kafka-common/src/main/scala/helpers/KafkaHelper.scala",
    "content": "package helpers\n\nimport com.github.jkutner.EnvKeyStore\nimport com.typesafe.config.{Config, ConfigFactory}\nimport org.apache.kafka.clients.CommonClientConfigs\nimport org.apache.kafka.common.config.SslConfigs\nimport org.apache.kafka.common.serialization.{Deserializer, Serializer}\nimport play.api.libs.json.{JsValue, Json}\n\nimport scala.collection.JavaConverters._\nimport scala.util.Try\n\nobject KafkaHelper {\n\n  lazy val sslConfig: Config = {\n    val envTrustStore = EnvKeyStore.createWithRandomPassword(\"KAFKA_TRUSTED_CERT\")\n    val envKeyStore = EnvKeyStore.createWithRandomPassword(\"KAFKA_CLIENT_CERT_KEY\", \"KAFKA_CLIENT_CERT\")\n\n    val trustStore = envTrustStore.storeTemp()\n    val keyStore = envKeyStore.storeTemp()\n\n    ConfigFactory.parseMap(\n      Map(\n        \"kafka-clients\" -> Map(\n          CommonClientConfigs.SECURITY_PROTOCOL_CONFIG -> \"SSL\",\n          SslConfigs.SSL_CLIENT_AUTH_CONFIG -> \"required\",\n          SslConfigs.SSL_TRUSTSTORE_TYPE_CONFIG -> envTrustStore.`type`(),\n          SslConfigs.SSL_TRUSTSTORE_LOCATION_CONFIG -> trustStore.getAbsolutePath,\n          SslConfigs.SSL_TRUSTSTORE_PASSWORD_CONFIG -> envTrustStore.password(),\n          SslConfigs.SSL_KEYSTORE_TYPE_CONFIG -> envKeyStore.`type`(),\n          SslConfigs.SSL_KEYSTORE_LOCATION_CONFIG -> keyStore.getAbsolutePath,\n          SslConfigs.SSL_KEYSTORE_PASSWORD_CONFIG -> envKeyStore.password\n        ).asJava\n      ).asJava\n    )\n  }\n\n  def maybeKafkaUrl(config: Config): Try[String] = {\n    Try(config.getString(\"kafka.url\")).map { kafkaUrl =>\n      import java.net.URI\n\n      val kafkaUrls = kafkaUrl.split(\",\").map { urlString =>\n        val uri = new URI(urlString)\n        Seq(uri.getHost, uri.getPort).mkString(\":\")\n      }\n\n      kafkaUrls.mkString(\",\")\n    }\n  }\n\n  def kafkaUrl(config: Config = ConfigFactory.empty()): String = maybeKafkaUrl(config).getOrElse(\"localhost:9092\")\n\n  def kafkaConfig(config: Config, configKey: String): Config = {\n    val baseConfig = Try(config.getConfig(configKey)).getOrElse(ConfigFactory.empty())\n    maybeKafkaUrl(config).map(_ => baseConfig.withFallback(sslConfig)).getOrElse(baseConfig)\n  }\n\n  val jsValueSerializer = new JsValueSerializer()\n\n  val jsValueDeserializer = new JsValueDeserializer()\n\n}\n\nclass JsValueSerializer extends Serializer[JsValue] {\n  override def configure(configs: java.util.Map[String, _], isKey: Boolean): Unit = Unit\n  override def close(): Unit = Unit\n  override def serialize(topic: String, jsValue: JsValue): Array[Byte] = jsValue.toString().getBytes\n}\n\nclass JsValueDeserializer extends Deserializer[JsValue] {\n  override def configure(configs: java.util.Map[String, _], isKey: Boolean): Unit = Unit\n  override def close(): Unit = Unit\n  override def deserialize(topic: String, data: Array[Byte]): JsValue = Json.parse(data)\n}\n"
  },
  {
    "path": "kafka-server/build.sbt",
    "content": "libraryDependencies += \"org.apache.kafka\" %% \"kafka\" % \"0.10.1.1\"\n"
  },
  {
    "path": "kafka-server/src/main/resources/log4j.properties",
    "content": "log4j.rootLogger=INFO, stdout\n\nlog4j.appender.stdout=org.apache.log4j.ConsoleAppender\nlog4j.appender.stdout.Target=System.out\nlog4j.appender.stdout.layout=org.apache.log4j.PatternLayout\nlog4j.appender.stdout.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n\n"
  },
  {
    "path": "kafka-server/src/main/scala/KafkaServer.scala",
    "content": "import java.net.InetSocketAddress\nimport java.nio.file.Files\nimport java.util.Properties\n\nimport kafka.server.{KafkaConfig, KafkaServerStartable}\nimport org.apache.zookeeper.server.{ServerConfig, ZooKeeperServerMain}\nimport org.apache.zookeeper.server.quorum.QuorumPeerConfig\n\nobject KafkaServer extends App {\n\n  val quorumConfiguration = new QuorumPeerConfig {\n    override def getDataDir: String = Files.createTempDirectory(\"zookeeper\").toString\n    override def getDataLogDir: String = Files.createTempDirectory(\"zookeeper-logs\").toString\n    override def getClientPortAddress: InetSocketAddress = new InetSocketAddress(2181)\n  }\n\n  class StoppableZooKeeperServerMain extends ZooKeeperServerMain {\n    def stop(): Unit = shutdown()\n  }\n\n  val zooKeeperServer = new StoppableZooKeeperServerMain()\n\n  val zooKeeperConfig = new ServerConfig()\n  zooKeeperConfig.readFrom(quorumConfiguration)\n\n  val zooKeeperThread = new Thread {\n    override def run(): Unit = zooKeeperServer.runFromConfig(zooKeeperConfig)\n  }\n\n  zooKeeperThread.start()\n\n\n  val kafkaProperties = new Properties()\n  kafkaProperties.put(\"zookeeper.connect\", \"localhost:2181\")\n  kafkaProperties.put(\"broker.id\", \"1\")\n  kafkaProperties.put(\"log.dirs\", Files.createTempDirectory(\"kafka-logs\").toString)\n\n  val kafkaConfig = KafkaConfig.fromProps(kafkaProperties)\n\n  val kafka = new KafkaServerStartable(kafkaConfig)\n\n  kafka.startup()\n\n  zooKeeperThread.join()\n\n  kafka.shutdown()\n  kafka.awaitShutdown()\n\n  zooKeeperServer.stop()\n\n}\n"
  },
  {
    "path": "kafka-to-cassandra/build.sbt",
    "content": "name := \"kafka-to-cassandra\"\n\nlibraryDependencies ++= Seq(\n  \"org.apache.spark\" %% \"spark-core\" % \"2.1.0\",\n  \"org.apache.spark\" %% \"spark-sql\" % \"2.1.0\",\n  \"org.apache.spark\" %% \"spark-streaming\" % \"2.1.0\",\n  \"org.apache.spark\" %% \"spark-streaming-kafka-0-10\" % \"2.1.0\",\n  \"com.datastax.spark\" %% \"spark-cassandra-connector\" % \"2.0.0-M3\"\n)\n"
  },
  {
    "path": "kafka-to-cassandra/src/main/resources/log4j.properties",
    "content": "log4j.rootLogger=INFO, stdout\n\nlog4j.appender.stdout=org.apache.log4j.ConsoleAppender\nlog4j.appender.stdout.Target=System.out\nlog4j.appender.stdout.layout=org.apache.log4j.PatternLayout\nlog4j.appender.stdout.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n\n"
  },
  {
    "path": "kafka-to-cassandra/src/main/scala/KafkaToCassandra.scala",
    "content": "import java.util.UUID\n\nimport com.datastax.driver.core.{Cluster, ConsistencyLevel}\nimport com.datastax.spark.connector.streaming._\nimport com.datastax.spark.connector.writer.WriteConf\nimport com.datastax.spark.connector.SomeColumns\nimport helpers.{JsValueDeserializer, KafkaHelper}\nimport org.apache.kafka.common.serialization.StringDeserializer\nimport org.apache.spark.sql.SparkSession\nimport org.apache.spark.streaming.kafka010.{ConsumerStrategies, KafkaUtils, LocationStrategies}\nimport org.apache.spark.streaming.{Seconds, StreamingContext}\nimport org.apache.spark.{SparkConf, SparkContext}\nimport play.api.libs.json.JsValue\n\nobject KafkaToCassandra extends App {\n\n  // setup cassandra\n  val cluster = Cluster.builder().addContactPoint(\"127.0.0.1\").build()\n  val cassandraSession = cluster.connect()\n  cassandraSession.execute(\"CREATE KEYSPACE IF NOT EXISTS koober WITH replication = {'class':'SimpleStrategy', 'replication_factor':3};\")\n  cassandraSession.execute(\"CREATE TABLE IF NOT EXISTS koober.routes (uid uuid primary key, driver uuid, rider uuid, lnglat map<text, float>, status text, route text);\")\n  cluster.close()\n\n\n  val conf = new SparkConf(true).set(\"spark.cassandra.connection.host\", \"127.0.0.1\").set(\"spark.sql.warehouse.dir\", \"spark-warehouse\")\n  val context = new SparkContext(\"local\", \"KafkaToCassandra\", conf)\n  val streamingContext = new StreamingContext(context, Seconds(1))\n  val sparkSession = SparkSession.builder.config(conf).getOrCreate()\n\n  import sparkSession.implicits._\n\n  val kafkaParams = Map(\n    \"bootstrap.servers\" -> KafkaHelper.kafkaUrl(),\n    \"key.deserializer\" -> classOf[StringDeserializer],\n    \"value.deserializer\" -> classOf[JsValueDeserializer],\n    \"group.id\" -> \"kafka-to-cassandra\"\n  )\n\n  val ls = LocationStrategies.PreferBrokers\n  val cs = ConsumerStrategies.Subscribe[String, JsValue](List(\"driver\", \"rider\"), kafkaParams)\n  val rawKafkaStream = KafkaUtils.createDirectStream(streamingContext, ls, cs)\n\n  case class Route(uid: String, driver: Option[String], rider: Option[String], lnglat: Map[String, Float], status: Option[String], route: Option[String])\n\n  val jobStream = rawKafkaStream.map { consumerRecord =>\n    Route(\n      UUID.randomUUID().toString,\n      (consumerRecord.value() \\ \"driver\").asOpt[String],\n      (consumerRecord.value() \\ \"rider\").asOpt[String],\n      (consumerRecord.value() \\ \"lngLat\").asOpt[Map[String, Float]].getOrElse(Map.empty[String, Float]),\n      (consumerRecord.value() \\ \"status\").asOpt[String],\n      (consumerRecord.value() \\ \"route\").asOpt[String]\n    )\n  }\n\n  val columnMapping = SomeColumns(\"uid\", \"driver\", \"rider\", \"lnglat\", \"status\", \"route\")\n  val cassandraWriteConf = WriteConf.fromSparkConf(conf).copy(consistencyLevel = ConsistencyLevel.ONE)\n  jobStream.saveToCassandra(\"koober\", \"routes\", columnMapping, cassandraWriteConf)\n  jobStream.foreachRDD(_.toDF().show())\n\n  streamingContext.start()\n  streamingContext.awaitTermination()\n\n}\n"
  },
  {
    "path": "pio-client/build.sbt",
    "content": "name := \"pio-client\"\n\nlibraryDependencies ++= Seq(\n  \"com.typesafe.akka\" %% \"akka-stream-kafka\" % \"0.14\",\n  \"com.typesafe.play\" %% \"play-json\" % \"2.5.12\",\n  \"com.typesafe.play\" %% \"play-ws\" % \"2.5.12\"\n)\n"
  },
  {
    "path": "pio-client/src/main/scala/PioClient.scala",
    "content": "import java.util.UUID\n\nimport akka.NotUsed\nimport akka.actor.ActorSystem\nimport akka.kafka.scaladsl.Consumer\nimport akka.kafka.{ConsumerSettings, Subscriptions}\nimport akka.stream.ActorMaterializer\nimport akka.stream.scaladsl.{Flow, Sink}\nimport helpers.KafkaHelper\nimport org.apache.kafka.common.serialization.StringDeserializer\nimport org.joda.time.DateTime\nimport play.api.http.Status\nimport play.api.libs.json.{JsObject, JsValue, Json}\nimport play.api.libs.ws.ahc.AhcWSClient\n\nimport scala.concurrent.ExecutionContext.Implicits.global\nimport scala.concurrent.Future\n\nobject PioClient extends App {\n\n  implicit val system = ActorSystem()\n  implicit val materializer = ActorMaterializer()\n\n  val keyDeserializer = new StringDeserializer()\n\n  val consumerSettings = ConsumerSettings(system, keyDeserializer, KafkaHelper.jsValueDeserializer)\n    .withBootstrapServers(KafkaHelper.kafkaUrl(system.settings.config))\n    .withGroupId(\"pio-client\")\n\n  val subscriptions = Subscriptions.topics(\"rider\")\n  val source = Consumer.plainSource(consumerSettings, subscriptions)\n\n  val accessKey: String = sys.env(\"PIO_ACCESS_KEY\")\n\n  source.map(_.value()).via(PioFlow(accessKey)).runWith(Sink.ignore)\n}\n\nobject PioFlow {\n\n  val pioUrl: String = \"http://localhost:7070/events.json\"\n\n  def apply(accessKey: String)(implicit materializer: ActorMaterializer): Flow[JsValue, JsValue, NotUsed] = {\n    val wsClient = AhcWSClient()\n\n    materializer.system.registerOnTermination(wsClient.close())\n\n    Flow[JsValue].mapAsync(50) { kafkaJson =>\n      val status = (kafkaJson \\ \"status\").as[String]\n      val dateTime = (kafkaJson \\ \"datetime\").as[DateTime]\n      val properties = (kafkaJson \\ \"properties\").as[JsObject]\n\n      val pioJson = Json.obj(\n        \"event\" -> status,\n        \"entityId\" -> UUID.randomUUID(),\n        \"entityType\" -> \"location\",\n        \"properties\" -> properties,\n        \"eventTime\" -> dateTime.toString\n      )\n\n      wsClient.url(pioUrl).withQueryString(\"accessKey\" -> accessKey).post(pioJson).flatMap { response =>\n        response.status match {\n          case Status.CREATED => Future.successful(response.json)\n          case _ => Future.failed(new Exception((response.json \\ \"message\").as[String]))\n        }\n      }\n    }\n  }\n}\n"
  },
  {
    "path": "pio-client/src/test/scala/PioClientSpec.scala",
    "content": "import akka.actor.ActorSystem\nimport akka.stream.ActorMaterializer\nimport akka.stream.scaladsl.{Sink, Source}\nimport org.joda.time.DateTime\nimport org.scalatest.{AsyncFlatSpec, MustMatchers}\nimport play.api.libs.json.{JsValue, Json}\n\nclass PioClientSpec extends AsyncFlatSpec with MustMatchers {\n\n  implicit val actorSystem = ActorSystem()\n  implicit val materializer = ActorMaterializer()\n\n  it should \"send data to PIO\" in {\n    if (sys.env.get(\"PIO_ACCESS_KEY\").isDefined) {\n      val source = Source.single(\n        Json.obj(\n          \"status\" -> \"foo\",\n          \"datetime\" -> DateTime.now(),\n          \"lngLat\" -> Json.obj()\n        )\n      )\n\n      val sink = Sink.fold[Seq[JsValue], JsValue](Seq.empty[JsValue])(_ :+ _)\n\n      val pioFlow = PioFlow(sys.env(\"PIO_ACCESS_KEY\"))\n\n      source.via(pioFlow).runWith(sink).map { jsValues =>\n        jsValues.size must equal(1)\n      }\n    }\n    else {\n      cancel(\"You need to set the PIO_ACCESS_KEY env var\")\n    }\n  }\n\n}\n"
  },
  {
    "path": "pio-engine/build.sbt",
    "content": "name := \"predictionio-load-forecasting\"\n\nscalaVersion := \"2.11.8\"\n\nval sparkVersion = \"2.1.1\"\n\nlibraryDependencies ++= Seq(\n  \"org.apache.predictionio\" %% \"apache-predictionio-core\" % \"0.11.0-incubating\" % \"provided\",\n  \"org.apache.spark\" %% \"spark-core\" % sparkVersion % \"provided\",\n  \"org.apache.spark\" %% \"spark-mllib\" % sparkVersion % \"provided\"\n)\n\nstage := {\n  assembly.value\n  assemblyPackageDependency.value\n}\n"
  },
  {
    "path": "pio-engine/engine.json",
    "content": "{\n  \"id\": \"default\",\n  \"description\": \"Demand Prediction for NYC Taxi\",\n  \"engineFactory\": \"edu.cs5152.predictionio.demandforecasting.ForecastingEngine\",\n  \"datasource\": {\n    \"params\": {\n      \"appName\": \"koober\"\n    }\n  },\n  \"algorithms\": [\n      {\n        \"name\": \"algGBTree\",\n        \"params\": {\n        \"iterations\": 200,\n        \"maxDepth\": 4\n        }\n      }\n      ,\n      {\n        \"name\": \"algRegression\",\n        \"params\": {\n        \"iterations\": 500,\n        \"miniBatchFraction\" : 0.5,\n        \"regParam\" : 0.5,\n        \"stepSize\": 0.01\n        }\n      },\n      {\n        \"name\": \"ridgeRegression\",\n        \"params\": {\n          \"iterations\": 500,\n          \"miniBatchFraction\" : 0.5,\n          \"regParam\" : 0.5,\n          \"stepSize\": 0.01\n        }\n      },\n      {\n        \"name\": \"randomForest\",\n        \"params\": {\n          \"numTrees\": 4,\n          \"maxDepth\": 8,\n          \"numBins\": 10\n        }\n      }\n  ]\n}\n\n"
  },
  {
    "path": "pio-engine/project/assembly.sbt",
    "content": "addSbtPlugin(\"com.eed3si9n\" % \"sbt-assembly\" % \"0.14.4\")\n\naddSbtPlugin(\"com.typesafe.sbt\" % \"sbt-native-packager\" % \"1.1.6\")\n"
  },
  {
    "path": "pio-engine/src/main/scala/Algorithm.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\nimport grizzled.slf4j.Logger\nimport org.apache.predictionio.controller.{CustomQuerySerializer, P2LAlgorithm, Params}\nimport org.apache.spark.SparkContext\nimport org.apache.spark.mllib.clustering.KMeansModel\nimport org.apache.spark.mllib.feature.StandardScalerModel\nimport org.apache.spark.mllib.linalg.Vectors\nimport org.apache.spark.mllib.regression.{LinearRegressionModel, LinearRegressionWithSGD}\nimport org.joda.time.DateTime\n\ncase class AlgorithmParams(\n  iterations:        Int    = 500,\n  regParam:          Double = 0.0,\n  miniBatchFraction: Double = 0.5,\n  stepSize:          Double = 0.01\n) extends Params\n\nclass Algorithm(val ap: AlgorithmParams)\n  extends P2LAlgorithm[PreparedData, Model, Query, PredictedResult] with MyQuerySerializer {\n\n  @transient lazy val logger = Logger[this.type]\n\n  def train(sc: SparkContext, preparedData: PreparedData): Model = {\n    val lin = new LinearRegressionWithSGD()\n\n    lin.setIntercept(true)\n    lin.setValidateData(true)\n    lin.optimizer\n      .setNumIterations(ap.iterations)\n      .setMiniBatchFraction(ap.miniBatchFraction)\n      .setStepSize(ap.stepSize)\n      .setRegParam(ap.regParam)\n\n    val linearRegressionModel = lin.run(preparedData.data)\n    new Model(linearRegressionModel, Preparator.locationClusterModel.get, Preparator.standardScalerModel.get)\n  }\n\n  def predict(model: Model, query: Query): PredictedResult = {\n    val label : Double = model.predict(query)\n    new PredictedResult(label, Map(\"algRegression\" -> label))\n  }\n}\n\nclass Model(mod: LinearRegressionModel, locationClusterModel: KMeansModel, standardScalerModel: StandardScalerModel) extends Serializable {\n  @transient lazy val logger = Logger[this.type]\n\n  def predict(query: Query): Double = {\n    val normalizedFeatureVector = standardScalerModel.transform(Preparator.toFeaturesVector(DateTime.parse(query.eventTime),\n      query.temperature, query.clear, query.fog, query.rain, query.snow, query.hail, query.thunder, query.tornado))\n    val locationClusterLabel = locationClusterModel.predict(Vectors.dense(query.lat, query.lng))\n    val features = Preparator.combineFeatureVectors(normalizedFeatureVector, locationClusterLabel)\n    mod.predict((features))\n  }\n}\n\ntrait MyQuerySerializer extends CustomQuerySerializer {\n  @transient override lazy val querySerializer = org.json4s.DefaultFormats ++ org.json4s.ext.JodaTimeSerializers.all\n}\n\n"
  },
  {
    "path": "pio-engine/src/main/scala/AlgorithmGBTree.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\nimport grizzled.slf4j.Logger\nimport org.apache.predictionio.controller.{CustomQuerySerializer, P2LAlgorithm, Params}\nimport org.apache.spark.SparkContext\nimport org.apache.spark.mllib.clustering.KMeansModel\nimport org.apache.spark.mllib.linalg.Vectors\nimport org.apache.spark.mllib.regression.LinearRegressionModel\nimport org.apache.spark.mllib.feature.StandardScalerModel\nimport org.apache.spark.mllib.tree.GradientBoostedTrees\nimport org.apache.spark.mllib.tree.configuration.BoostingStrategy\nimport org.apache.spark.mllib.tree.model.GradientBoostedTreesModel\nimport org.joda.time.DateTime\n\n/**\n  * Created by YitingWang on 3/2/17.\n  */\n\ncase class GBTreeParams(\n  iterations:        Int = 100,\n  maxDepth:          Int = 10\n) extends Params\n\nclass AlgorithmGBTree(val ap: GBTreeParams)\n  extends P2LAlgorithm[PreparedData, ModelGBTree, Query, PredictedResult] with MyQuerySerializer{\n\n  override def train(sc: SparkContext, preparedData: PreparedData): ModelGBTree ={\n    val boostingStrategy = BoostingStrategy.defaultParams(\"Regression\")\n    boostingStrategy.setNumIterations(ap.iterations)\n    boostingStrategy.getTreeStrategy().setMaxDepth(ap.maxDepth)\n\n    val gradientBoostedTreeModel = GradientBoostedTrees.train(preparedData.data, boostingStrategy)\n    new ModelGBTree(gradientBoostedTreeModel, Preparator.locationClusterModel.get, Preparator.standardScalerModel.get)\n  }\n\n  override def predict(model: ModelGBTree, query: Query): PredictedResult = {\n    val label : Double = model.predict(query)\n    new PredictedResult(label, Map(\"algGBTree\" -> label))\n  }\n}\n\nclass ModelGBTree(mod: GradientBoostedTreesModel, locationClusterModel: KMeansModel, standardScalerModel: StandardScalerModel) extends Serializable { // will not be DateTime after changes\n// to Preparator\n@transient lazy val logger = Logger[this.type]\n\n  def predict(query: Query): Double = {\n    val normalizedFeatureVector = standardScalerModel.transform(Preparator.toFeaturesVector(DateTime.parse(query.eventTime),\n      query.temperature, query.clear, query.fog, query.rain, query.snow, query.hail, query.thunder, query.tornado))\n    val locationClusterLabel = locationClusterModel.predict(Vectors.dense(query.lat, query.lng))\n    val features = Preparator.combineFeatureVectors(normalizedFeatureVector, locationClusterLabel)\n    mod.predict(features)\n  }\n}\n"
  },
  {
    "path": "pio-engine/src/main/scala/Coder.scala",
    "content": "package detrevid.predictionio.loadforecasting\n\nimport scala.math.{cos, sin, Pi}\n\nobject Coder {\n  def simpleCoding(value: Int, maxValue: Int): Array[Double] = {\n    Array[Double](value.toDouble / maxValue.toDouble)\n  }\n\n  def circleCoding(value: Int, maxValue: Int): Array[Double] = {\n    Array[Double](cos(2 * Pi * (value.toDouble / maxValue.toDouble)),\n      sin(2 * Pi * (value.toDouble / maxValue.toDouble)))\n  }\n\n  def dummyCoding(value: Int, maxValue: Int): Array[Double] = {\n    val arr = Array.fill[Double](maxValue)(0.0)\n    if (value != 0) arr(value - 1) = 1.0\n    arr\n  }\n\n  def effectCoding(value: Int, maxValue: Int): Array[Double] = {\n    var arr = Array.fill[Double](maxValue)(0.0)\n    if (value != 0) arr(value - 1) = 1.0\n    else arr = arr map (_ => -1.0)\n    arr\n  }\n}\n"
  },
  {
    "path": "pio-engine/src/main/scala/DataSource.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\nimport org.apache.predictionio.controller.PDataSource\nimport org.apache.predictionio.controller.EmptyEvaluationInfo\nimport org.apache.predictionio.controller.Params\nimport org.apache.predictionio.controller.SanityCheck\nimport org.apache.predictionio.data.store.PEventStore\nimport grizzled.slf4j.Logger\nimport org.apache.spark.SparkContext\nimport org.apache.spark.rdd.RDD\nimport org.joda.time.DateTime\n\ncase class DataSourceParams(\n                             appName: String,\n                             evalK: Option[Double]\n                           ) extends Params\n\nclass UserEvent(\n  val eventTime:   DateTime,\n  val lat:         Double,\n  val lng:         Double,\n  val temperature: Double,\n  val clear:       Int,\n  val fog:         Int,\n  val rain:        Int,\n  val snow:        Int,\n  val hail:        Int,\n  val thunder:     Int,\n  val tornado:     Int\n\n) extends Serializable\n\nclass DataSource(val dsp: DataSourceParams)\n  extends PDataSource[TrainingData, EmptyEvaluationInfo, Query, ActualResult] {\n\n  type UserEvents = RDD[UserEvent]\n\n  @transient lazy val logger = Logger[this.type]\n\n  def readData(sc: SparkContext): UserEvents = {\n    PEventStore.find(\n      appName = dsp.appName,\n      entityType = Some(\"location\"))(sc)\n      .map { event =>\n      try {\n        new UserEvent(\n          eventTime = event.eventTime,\n          lat = event.properties.get[Double](\"lat\"),\n          lng = event.properties.get[Double](\"lng\"),\n          temperature = event.properties.get[Double](\"temperature\"),\n          clear = event.properties.get[Int](\"clear\"),\n          fog = event.properties.get[Int](\"fog\"),\n          rain = event.properties.get[Int](\"rain\"),\n          snow = event.properties.get[Int](\"snow\"),\n          hail = event.properties.get[Int](\"hail\"),\n          thunder = event.properties.get[Int](\"thunder\"),\n          tornado = event.properties.get[Int](\"tornado\")\n        )\n      } catch {\n        case e: Exception =>\n          logger.error(s\"Failed to get properties $event.properties of\" +\n            s\" $event.entityId. Exception: $e.\")\n          throw e\n      }\n    }\n      .cache()\n  }\n\n  override\n  def readTraining(sc: SparkContext): TrainingData = {\n    val data: UserEvents = readData(sc)\n    new TrainingData(data)\n  }\n\n  override\n  def readEval(sc: SparkContext)\n  : Seq[(TrainingData, EmptyEvaluationInfo, RDD[(Query, ActualResult)])] = {\n    require(dsp.evalK.nonEmpty, \"DataSourceParams.evalK must not be None\")\n\n    val data: UserEvents = readData(sc) // have eventTime, lng and lat\n\n    // splitting by time based on what evalK is. evalK should be the percent of data to be in the training points\n    val evalK = dsp.evalK.get\n    val sortedData = data.sortBy(ue=>ue.eventTime.getMillis());\n    val indexedPoints: RDD[(UserEvent, Long)] = sortedData.zipWithIndex()\n    val count = sortedData.count().toInt\n    val trainingPoints = indexedPoints.filter(_._2 <= evalK*count).map(_._1)\n    val testingPoints = indexedPoints.filter(_._2 > evalK*count).map(_._1)\n    (0 until count).map { idx =>\n      val testingNormalized = KooberUtil.createNormalizedMap(testingPoints)\n      val testingCountMap = KooberUtil.createCountMap(testingNormalized.values)\n      val testingNormalizedMap = testingNormalized.collectAsMap()\n      (\n        new TrainingData(trainingPoints),\n        new EmptyEvaluationInfo(),\n        testingPoints.map {\n          p => (new Query(p.eventTime.toString(), p.lat, p.lng, p.temperature, p.clear, p.fog, p.rain, p.snow, p.hail,\n            p.thunder, p.tornado),\n            new ActualResult(testingCountMap(testingNormalizedMap(p.eventTime))))\n        }\n      )\n    }\n  }\n}\n\nclass TrainingData(\n  val data: RDD[UserEvent]\n) extends Serializable with SanityCheck {\n\n\n  override def sanityCheck(): Unit = {\n    require(data.take(1).nonEmpty, s\"data cannot be empty!\")\n  }\n}\n"
  },
  {
    "path": "pio-engine/src/main/scala/Engine.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\nimport org.apache.predictionio.controller.{Engine, EngineFactory}\nimport org.joda.time.DateTime\n\nclass Query(\n             val eventTime: String,\n             val lng: Double,\n             val lat: Double,\n             val temperature: Double,\n             val clear: Int,\n             val fog: Int,\n             val rain: Int,\n             val snow: Int,\n             val hail: Int,\n             val thunder: Int,\n             val tornado: Int\n\n) extends Serializable\n\nclass PredictedResult(\n                       val demand: Double,\n                       val algorithms: Map[String, Double]\n                     ) extends Serializable\n\nclass ActualResult(\n                    val demand: Double\n                  ) extends Serializable\n\nobject ForecastingEngine extends EngineFactory {\n  def apply() = {\n    new Engine(\n      classOf[DataSource],\n      classOf[Preparator],\n      Map(\"algRegression\" -> classOf[Algorithm],\n          \"algGBTree\"     -> classOf[AlgorithmGBTree],\n          \"ridgeRegression\" -> classOf[RidgeRegressionAlgorithm],\n          \"randomForest\" -> classOf[RandomForestAlgorithm]),\n\n      classOf[Serving])\n  }\n}\n"
  },
  {
    "path": "pio-engine/src/main/scala/Evaluation.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\nimport org.apache.predictionio.controller.AverageMetric\nimport org.apache.predictionio.controller.EmptyEvaluationInfo\nimport org.apache.predictionio.controller.EngineParams\nimport org.apache.predictionio.controller.EngineParamsGenerator\nimport org.apache.predictionio.controller.Evaluation\n\nimport org.apache.spark.SparkContext\nimport org.apache.spark.rdd.RDD\n\nimport math.{pow, sqrt}\n\ncase class RMSEMetric()\n  extends AverageMetric[EmptyEvaluationInfo, Query, PredictedResult, ActualResult] {\n\n  override\n  def calculate(sc: SparkContext,\n                evalDataSet: Seq[(EmptyEvaluationInfo,\n                  RDD[(Query, PredictedResult, ActualResult)])]): Double = {\n    sqrt(super.calculate(sc, evalDataSet))\n  }\n\n  def calculate(query: Query, predicted: PredictedResult, actual: ActualResult): Double =\n    pow(predicted.demand - actual.demand, 2)\n\n  override\n  def compare(r0: Double, r1: Double): scala.Int = {\n    -1 * super.compare(r0, r1)\n  }\n}\n\nobject RMSEEvaluation extends Evaluation {\n  engineMetric = (ForecastingEngine(), new RMSEMetric())\n}\n\nobject EngineParamsList extends EngineParamsGenerator {\n\n  private[this] val baseEP = EngineParams(\n    dataSourceParams = DataSourceParams(appName = \"koober\", evalK = Some(0.8)))\n\n  engineParamsList = Seq(\n    baseEP.copy(\n      algorithmParamsList = Seq(\n        (\"algGBTree\", GBTreeParams(iterations = 20, maxDepth = 10)),\n        (\"algGBTree\", GBTreeParams(iterations = 20, maxDepth = 20))\n      )),\n    baseEP.copy(\n      algorithmParamsList = Seq(\n        (\"algRegression\", AlgorithmParams(iterations = 1000, miniBatchFraction = 0.5, stepSize = 0.01)),\n        (\"algRegression\", AlgorithmParams(iterations = 5000, miniBatchFraction = 0.5, stepSize = 0.01))\n      )),\n    baseEP.copy(\n      algorithmParamsList = Seq(\n        (\"ridgeRegression\", RidgeRegressionParams(iterations = 1000, miniBatchFraction = 1.0, stepSize = 0.01, regParam = 0.5)),\n        (\"ridgeRegression\", RidgeRegressionParams(iterations = 5000, miniBatchFraction = 1.0, stepSize = 0.01, regParam = 0.5)),\n        (\"ridgeRegression\", RidgeRegressionParams(iterations = 5000, miniBatchFraction = 1.0, stepSize = 0.01, regParam = 1.0))\n      )),\n    baseEP.copy(\n      algorithmParamsList = Seq(\n        (\"randomForest\", ForestParams(numTrees = 10, maxDepth = 10, numBins = 32)),\n        (\"randomForest\", ForestParams(numTrees = 30, maxDepth = 20, numBins = 32)),\n        (\"randomForest\", ForestParams(numTrees = 100, maxDepth = 30, numBins = 64))\n      ))\n  )\n}\n\n"
  },
  {
    "path": "pio-engine/src/main/scala/KooberUtil.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\n\nimport grizzled.slf4j.Logger\nimport org.apache.spark.SparkContext\nimport org.apache.spark.mllib.clustering.KMeansModel\nimport org.apache.spark.mllib.linalg.{Vector, Vectors}\nimport org.apache.spark.mllib.regression.LabeledPoint\nimport org.apache.spark.rdd.RDD\nimport org.joda.time.DateTime\n\n/**\n  * Created by YitingWang on 2/12/17.\n  */\nobject KooberUtil {\n\n  val TIME_INTERVAL_LENGTH = \"halfHour\"\n\n\n  def createNormalizedMap(values:RDD[UserEvent]): RDD[(DateTime,Long)] =\n  {\n    values.map(ev =>\n      (ev.eventTime, normalize(ev.eventTime, \"halfHour\"))) //CHANGE THIS to change the granularity of how to group demands\n  }\n  /**\n    * create a map from eventTime to Normalized eventTime\n    * @param timeAndLocationLabels\n    * @return\n    */\n  def createTimeToNormalizedTimeMap(timestamps:RDD[DateTime]): RDD[(DateTime,Long)] ={\n    timestamps.map(time =>\n      (time, normalize(time, TIME_INTERVAL_LENGTH)))//CHANGE THIS to change the granularity of how to group demands\n  }\n\n  def createNormalizedTimeAndLocationLabelTuple(timeAndLocationLabels:RDD[(DateTime, Int)]):RDD[(Long, Int)] = {\n    timeAndLocationLabels.map(timeAndLocationLabel =>\n      (normalize(timeAndLocationLabel._1, TIME_INTERVAL_LENGTH), timeAndLocationLabel._2))\n  }\n\n  /**\n    * create a map from normalized eventTime to the count (demand)\n    * @param values\n    * @return\n    */\n  def createCountMap(values: RDD[Long])={\n    val timeMap: RDD[(Long,Long)] = values.map(normalizedTime => (normalizedTime, 1))\n    timeMap.countByKey()//foldByKey(0)((x, y) => x+y)\n  }\n\n  def normalize(eventTime: DateTime): Long = {\n    normalize(eventTime, TIME_INTERVAL_LENGTH)\n  }\n\n  /**\n    * Based on different metrics, try to normalize the event time into a long so we can calculate demand\n    * @param eventTime\n    * @param metric\n    *        Supports: minute, fiveMinutes, halfHour, hour\n    * @return\n    */\n  def normalize(eventTime: DateTime, metric: String): Long ={\n    metric match{\n      case \"minute\"         => eventTime.getMillis()/(1000*60)\n      case \"fiveMinutes\"    => eventTime.getMillis()/(1000*60*5)\n      case \"halfHour\"       => eventTime.getMillis()/(1000*60*30)\n      case \"hour\"           => eventTime.getMillis()/(1000*60*60)\n      case _                => throw new NotImplementedError(\"This normalization method is not implemented\")\n    }\n  }\n\n  def denormalize(normalizedTime: Long): DateTime = {\n    TIME_INTERVAL_LENGTH match{\n      case \"minute\"         => new DateTime(normalizedTime*(1000*60))\n      case \"fiveMinutes\"    => new DateTime(normalizedTime*(1000*60*5))\n      case \"halfHour\"       => new DateTime(normalizedTime*(1000*60*30))\n      case \"hour\"           => new DateTime(normalizedTime*(1000*60*60))\n      case _                => throw new NotImplementedError(\"This normalization method is not implemented\")\n    }\n  }\n\n  def bool2int(b:Boolean) = if (b) 1 else 0\n\n\n  def convertIntToBinaryArray(n:Int, size:Int):Array[Double] = {\n    val ret = new Array[Double](size)\n    for( a <- 0 to (size-1)){\n      ret.update(a, bool2int(n == a))\n    }\n    ret\n  }\n}\n\n"
  },
  {
    "path": "pio-engine/src/main/scala/Preparator.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\n\nimport grizzled.slf4j.Logger\nimport org.apache.predictionio.controller.{PPreparator, SanityCheck}\nimport org.apache.spark.SparkContext\nimport org.apache.spark.mllib.clustering.{KMeans, KMeansModel}\nimport org.apache.spark.mllib.feature.{StandardScaler, StandardScalerModel}\nimport org.apache.spark.mllib.linalg.{Vector, Vectors}\nimport org.apache.spark.mllib.regression.LabeledPoint\nimport org.apache.spark.rdd.RDD\nimport org.joda.time.DateTime\n\nclass PreparedData(\n    val data: RDD[LabeledPoint]\n) extends Serializable\n    with SanityCheck {\n\n\n  override def sanityCheck(): Unit = {\n    require(data.take(1).nonEmpty, s\"data cannot be empty!\")\n  }\n}\n\nclass Preparator extends PPreparator[TrainingData, PreparedData] {\n\n  @transient lazy val logger = Logger[this.type]\n\n  def prepare(sc: SparkContext, trainingData: TrainingData): PreparedData = {\n\n    // clustering coordinates and assign cluster labels.\n    val standardScaler = new StandardScaler(true, true)//Used to calculate mean and std so that we can normalize features\n    val locationData = trainingData.data map {entry => Vectors.dense(entry.lat, entry.lng)}\n\n    // store them statically so that we can use them when querying\n    Preparator.locationClusterModel = Some(KMeans.train(locationData, Preparator.numOfClustersForLocationModel,\n      Preparator.numOfIterationsForLocationModel))\n\n    val timeAndLatLng = trainingData.data map {entry => (entry.eventTime, entry.lat, entry.lng)} distinct()\n    val timeAndLocationLabels = timeAndLatLng map {\n      entry => (entry._1, Preparator.locationClusterModel.get.predict(Vectors.dense(entry._2, entry._3)))\n    } cache()\n\n    val normalizedTimeAndLocationLabels = KooberUtil.createNormalizedTimeAndLocationLabelTuple(timeAndLocationLabels)\n    val countMap = normalizedTimeAndLocationLabels.countByValue()\n\n    val timeToWeatherMap = trainingData.data map { trainingDataEntry =>\n      (KooberUtil.normalize(trainingDataEntry.eventTime), (trainingDataEntry.temperature, trainingDataEntry.clear, trainingDataEntry.fog, trainingDataEntry.rain,\n        trainingDataEntry.snow, trainingDataEntry.hail, trainingDataEntry.thunder, trainingDataEntry.tornado))\n    } collectAsMap()\n\n    val featureVector = normalizedTimeAndLocationLabels map { entry =>\n      val weatherDataTuple = timeToWeatherMap.get(entry._1).get\n      val denormalizedEventTime = KooberUtil.denormalize(entry._1)\n      Preparator.toFeaturesVector(denormalizedEventTime, weatherDataTuple._1,\n        weatherDataTuple._2, weatherDataTuple._3, weatherDataTuple._4, weatherDataTuple._5, weatherDataTuple._6,\n        weatherDataTuple._7, weatherDataTuple._8)\n    } cache()\n\n    // store them statically so that we can normalize query data during query time\n    Preparator.standardScalerModel = Some(standardScaler.fit(featureVector))\n\n    val data = normalizedTimeAndLocationLabels map { entry =>\n      val demand = countMap.get(entry).get\n      val weatherDataTuple = timeToWeatherMap.get(entry._1).get\n      val denormalizedEventTime = KooberUtil.denormalize(entry._1)\n      val timeFeatureVector = Preparator.toFeaturesVector(denormalizedEventTime, weatherDataTuple._1,\n        weatherDataTuple._2, weatherDataTuple._3, weatherDataTuple._4, weatherDataTuple._5, weatherDataTuple._6,\n        weatherDataTuple._7, weatherDataTuple._8)\n      val normalizedTimeFeatureVector = Preparator.standardScalerModel.get.transform(timeFeatureVector)\n      LabeledPoint(demand, Preparator.combineFeatureVectors(normalizedTimeFeatureVector, entry._2))\n    } cache ()\n\n    new PreparedData(data)\n  }\n}\n\nobject Preparator {\n\n  @transient lazy val logger = Logger[this.type]\n  var locationClusterModel: Option[KMeansModel] = None\n  var standardScalerModel: Option[StandardScalerModel] = None\n  val numOfClustersForLocationModel = 200\n  val numOfIterationsForLocationModel = 100\n\n  def toFeaturesVector(eventTime: DateTime, temperature: Double, clear: Int, fog: Int, rain: Int, snow: Int, hail: Int, thunder: Int, tornado: Int): Vector = {\n    Vectors.dense(Array(\n      eventTime.dayOfWeek().get().toDouble,\n      eventTime.dayOfMonth().get().toDouble,\n      eventTime.minuteOfDay().get().toDouble,\n      eventTime.monthOfYear().get().toDouble,\n      temperature,\n      clear.toDouble,\n      fog.toDouble,\n      rain.toDouble,\n      snow.toDouble,\n      hail.toDouble,\n      thunder.toDouble,\n      tornado.toDouble\n    ))\n  }\n\n  def combineFeatureVectors(normalizedFeatureVector: Vector, locationClusterLabel: Int): Vector = {\n    val timeFeatures = normalizedFeatureVector.toArray\n    val locationFeatureOneHotEncoding = KooberUtil.convertIntToBinaryArray(locationClusterLabel, numOfClustersForLocationModel)\n    Vectors.dense(timeFeatures ++ locationFeatureOneHotEncoding)\n  }\n}\n"
  },
  {
    "path": "pio-engine/src/main/scala/RandomForestAlgorithm.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\nimport grizzled.slf4j.Logger\nimport org.apache.predictionio.controller.{P2LAlgorithm, Params}\nimport org.apache.spark.SparkContext\nimport org.apache.spark.mllib.clustering.KMeansModel\nimport org.apache.spark.mllib.feature.StandardScalerModel\nimport org.apache.spark.mllib.linalg.Vectors\nimport org.apache.spark.mllib.tree.RandomForest\nimport org.apache.spark.mllib.tree.model.RandomForestModel\nimport org.joda.time.DateTime\n\ncase class ForestParams (\n                          numTrees: Int = 10,\n                          maxDepth: Int = 10,\n                          numBins:  Int = 32\n                        ) extends Params\n\nclass RandomForestAlgorithm(val fp: ForestParams)\n  extends P2LAlgorithm[PreparedData, ForestModel, Query, PredictedResult] with MyQuerySerializer {\n\n  @transient lazy val logger = Logger[this.type]\n\n  def train(sc: SparkContext, preparedData: PreparedData): ForestModel = {\n    val randomForestModel = RandomForest.trainRegressor(preparedData.data, Map[Int,Int](), fp.numTrees, \"auto\",\n      \"variance\", fp.maxDepth, fp.numBins);\n    new ForestModel(randomForestModel, Preparator.locationClusterModel.get, Preparator.standardScalerModel.get)\n  }\n\n  def predict(model: ForestModel, query: Query): PredictedResult = {\n    val label : Double = model.predict(query)\n    new PredictedResult(label, Map(\"randomForest\" -> label))\n  }\n}\n\nclass ForestModel(mod: RandomForestModel, locationClusterModel: KMeansModel, standardScalerModel: StandardScalerModel) extends Serializable {\n  @transient lazy val logger = Logger[this.type]\n\n  def predict(query: Query): Double = {\n    val normalizedFeatureVector = standardScalerModel.transform(Preparator.toFeaturesVector(DateTime.parse(query.eventTime),\n      query.temperature, query.clear, query.fog, query.rain, query.snow, query.hail, query.thunder, query.tornado))\n    val locationClusterLabel = locationClusterModel.predict(Vectors.dense(query.lat, query.lng))\n    val features = Preparator.combineFeatureVectors(normalizedFeatureVector, locationClusterLabel)\n    mod.predict(features)\n  }\n}\n\n\n"
  },
  {
    "path": "pio-engine/src/main/scala/RidgeRegressionAlgorithm.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\nimport grizzled.slf4j.Logger\nimport org.apache.predictionio.controller.{CustomQuerySerializer, P2LAlgorithm, Params}\nimport org.apache.spark.SparkContext\nimport org.apache.spark.mllib.classification.{LogisticRegressionModel, LogisticRegressionWithLBFGS}\nimport org.apache.spark.mllib.clustering.KMeansModel\nimport org.apache.spark.mllib.feature.StandardScalerModel\nimport org.apache.spark.mllib.linalg.Vectors\nimport org.apache.spark.mllib.optimization.SquaredL2Updater\nimport org.apache.spark.mllib.regression.{RidgeRegressionModel, RidgeRegressionWithSGD, LinearRegressionModel, LinearRegressionWithSGD}\nimport org.joda.time.DateTime\n\ncase class RidgeRegressionParams(\n    iterations:        Int    = 1000,\n    regParam:          Double = 0.5,\n    miniBatchFraction: Double = 1.0,\n    stepSize:          Double = 0.01\n) extends Params\n\nclass RidgeRegressionAlgorithm(val ap: RidgeRegressionParams)\n  extends P2LAlgorithm[PreparedData, RidgeRegressionAlgorithmModel, Query, PredictedResult] with MyQuerySerializer {\n\n  @transient lazy val logger = Logger[this.type]\n\n  def train(sc: SparkContext, preparedData: PreparedData): RidgeRegressionAlgorithmModel = {\n//    val logisticRegression = new LogisticRegressionWithLBFGS()\n    val ridgeRegressionWithSGD = new RidgeRegressionWithSGD();\n\n    ridgeRegressionWithSGD.setIntercept(true)\n    ridgeRegressionWithSGD.setValidateData(true)\n    ridgeRegressionWithSGD.optimizer\n      .setNumIterations(ap.iterations)\n      .setMiniBatchFraction(ap.miniBatchFraction)\n      .setStepSize(ap.stepSize)\n      .setRegParam(ap.regParam)\n\n// We can use the following sampling to reduce training set by sampling or increase training set by bootstrap\n//    val sample = preparedData.data.sample(true, 0.01).cache();\n//    sample.foreach(println)\n\n    val ridgeRegressionModel = ridgeRegressionWithSGD.run(preparedData.data)\n//    println(logisticRegressionModel.intercept)\n//    println(logisticRegressionModel.weights)\n    new RidgeRegressionAlgorithmModel(ridgeRegressionModel, Preparator.locationClusterModel.get, Preparator.standardScalerModel.get)\n  }\n\n  def predict(model: RidgeRegressionAlgorithmModel, query: Query): PredictedResult = {\n    val label : Double = model.predict(query)\n    new PredictedResult(label, Map(\"ridgeRegression\" -> label))\n  }\n}\n\nclass RidgeRegressionAlgorithmModel(mod: RidgeRegressionModel, locationClusterModel: KMeansModel, standardScalerModel: StandardScalerModel) extends Serializable {\n  @transient lazy val logger = Logger[this.type]\n\n  def predict(query: Query): Double = {\n    val normalizedFeatureVector = standardScalerModel.transform(Preparator.toFeaturesVector(DateTime.parse(query.eventTime),\n      query.temperature, query.clear, query.fog, query.rain, query.snow, query.hail, query.thunder, query.tornado))\n    val locationClusterLabel = locationClusterModel.predict(Vectors.dense(query.lat, query.lng))\n    val features = Preparator.combineFeatureVectors(normalizedFeatureVector, locationClusterLabel)\n    mod.predict(features)\n  }\n}\n\n\n"
  },
  {
    "path": "pio-engine/src/main/scala/Serving.scala",
    "content": "package edu.cs5152.predictionio.demandforecasting\n\nimport org.apache.predictionio.controller.LServing\n\nclass Serving extends LServing[Query, PredictedResult] {\n\n  override def serve(query: Query,\n                     predictedResults: Seq[PredictedResult]): PredictedResult = {\n\n    val algorithms : Map[String, Double] = predictedResults.foldLeft(Map.empty[String, Double]) {\n      (acc: Map[String, Double], pred: PredictedResult) =>\n        (acc.keySet ++ pred.algorithms.keySet).map(i=>\n          (i, acc.getOrElse(i, 0.0) + pred.algorithms.getOrElse(i,0.0))).toMap\n    }\n\n    val demand = predictedResults.foldLeft(0.0) {\n      (acc : Double, pred: PredictedResult) =>\n        acc + pred.demand\n    }\n\n    new PredictedResult(demand / predictedResults.length, algorithms)\n  }\n}\n"
  },
  {
    "path": "pio-engine/template.json",
    "content": "{\"pio\": {\"version\": { \"min\": \"0.11.0-incubating\" }}}\n"
  },
  {
    "path": "pio-s3/build.sbt",
    "content": "name := \"pio-data-s3\"\n\nlibraryDependencies ++= Seq(\n  \"jp.co.bizreach\" %% \"aws-s3-scala\" % \"0.0.11\",\n  \"org.apache.predictionio\" %% \"apache-predictionio-data\" % \"0.11.0-incubating\" % \"provided\"\n)\n\nassemblyOption in assembly := (assemblyOption in assembly).value.copy(includeScala = false)\n\nassemblyJarName in assembly := \"pio-s3.jar\"\n\nstage := assembly.value\n"
  },
  {
    "path": "pio-s3/src/main/scala/pio/s3/S3Models.scala",
    "content": "package pio.s3\n\nimport java.io.ByteArrayInputStream\n\nimport awscala.s3.S3\nimport com.amazonaws.services.s3.model.ObjectMetadata\nimport grizzled.slf4j.Logging\nimport org.apache.predictionio.data.storage.{Model, Models, StorageClientConfig}\n\nimport scala.io.Source\nimport scala.util.Try\n\nclass S3Models(s3: S3, config: StorageClientConfig, prefix: String) extends Models with Logging {\n\n  private val s3BucketName = config.properties(\"BUCKET_NAME\")\n\n  def insert(model: Model): Unit = {\n    val objectMetadata = new ObjectMetadata()\n    val inputStream = new ByteArrayInputStream(model.models)\n    s3.putObject(s3BucketName, model.id, inputStream, objectMetadata)\n    inputStream.close()\n  }\n\n  def get(id: String): Option[Model] = {\n    Try(s3.getObject(s3BucketName, id)).toOption.map { s3Object =>\n      val inputStream = s3Object.getObjectContent\n      val byteArray = Source.fromInputStream(inputStream).map(_.toByte).toArray\n      inputStream.close()\n      Model(id, byteArray)\n    }\n  }\n\n  def delete(id: String): Unit = {\n    s3.deleteObject(s3BucketName, id)\n  }\n\n}\n"
  },
  {
    "path": "pio-s3/src/main/scala/pio/s3/StorageClient.scala",
    "content": "package pio.s3\n\nimport awscala.Region\nimport grizzled.slf4j.Logging\nimport jp.co.bizreach.s3scala.S3\nimport org.apache.predictionio.data.storage.{BaseStorageClient, StorageClientConfig}\n\nclass StorageClient(val config: StorageClientConfig) extends BaseStorageClient with Logging {\n  override val prefix = \"S3\"\n\n  private val accessKeyId = config.properties(\"ACCESS_KEY_ID\")\n  private val secretAccessKey = config.properties(\"SECRET_ACCESS_KEY\")\n\n  override val client: awscala.s3.S3 = S3(accessKeyId, secretAccessKey)(Region.US_EAST_1)\n}\n"
  },
  {
    "path": "project/build.properties",
    "content": "sbt.version=0.13.13\n"
  },
  {
    "path": "project/plugins.sbt",
    "content": "addSbtPlugin(\"com.typesafe.play\" % \"sbt-plugin\" % \"2.5.12\")\n\naddSbtPlugin(\"com.typesafe.sbt\" % \"sbt-digest\" % \"1.1.1\")\n\naddSbtPlugin(\"com.eed3si9n\" % \"sbt-assembly\" % \"0.14.4\")\n"
  },
  {
    "path": "sbt",
    "content": "#!/bin/bash\nSBT_OPTS=\"-Xms512M -Xmx1536M -Xss1M -XX:+CMSClassUnloadingEnabled -XX:MaxPermSize=256M\"\njava $SBT_OPTS -jar `dirname $0`/sbt-launch.jar \"$@\"\n"
  },
  {
    "path": "sbt.cmd",
    "content": "@REM sbt launcher script\n@setlocal enabledelayedexpansion\n\n@echo off\n\nset ERROR_CODE=0\nset SBT_LAUNCH_JAR=%~dp0%sbt-launch.jar\n\n@REM Detect if we were double clicked, although theoretically A user could manually run cmd /c\nfor %%x in (%cmdcmdline%) do if %%~x==/c set DOUBLECLICKED=1\n\n@REM We use the value of the JAVACMD environment variable if defined\nset _JAVACMD=%JAVACMD%\n\nif \"%_JAVACMD%\"==\"\" (\n  if not \"%JAVA_HOME%\"==\"\" (\n    if exist \"%JAVA_HOME%\\bin\\java.exe\" set \"_JAVACMD=%JAVA_HOME%\\bin\\java.exe\"\n\n    @@REM if there is a java home set we make sure it is the first picked up when invoking 'java'\n    SET \"PATH=%JAVA_HOME%\\bin;%PATH%\"\n  )\n)\n\nif \"%_JAVACMD%\"==\"\" set _JAVACMD=java\n\n@REM Detect if this java is ok to use.\nfor /F %%j in ('\"%_JAVACMD%\" -version  2^>^&1') do (\n  if %%~j==java set JAVAINSTALLED=1\n  if %%~j==openjdk set JAVAINSTALLED=1\n)\n\n@REM Detect the same thing about javac\nif \"%_JAVACCMD%\"==\"\" (\n  if not \"%JAVA_HOME%\"==\"\" (\n    if exist \"%JAVA_HOME%\\bin\\javac.exe\" set \"_JAVACCMD=%JAVA_HOME%\\bin\\javac.exe\"\n  )\n)\nif \"%_JAVACCMD%\"==\"\" set _JAVACCMD=javac\nfor /F %%j in ('\"%_JAVACCMD%\" -version 2^>^&1') do (\n  if %%~j==javac set JAVACINSTALLED=1\n)\n\n@REM Check what Java version is being used\nfor /f \"tokens=3\" %%g in ('java -version 2^>^&1 ^| findstr /i \"version\"') do (\n  set JAVA_VERSION=%%g\n)\n\n@REM Strips away the \" characters\nset JAVA_VERSION=%JAVA_VERSION:\"=%\n\n@REM Make sure Java 8 is installed\nfor /f \"delims=. tokens=1-3\" %%v in (\"%JAVA_VERSION%\") do (\n  set MAJOR=%%v\n  set MINOR=%%w\n  set BUILD=%%x\n\n  if \"!MINOR!\" GEQ \"8\" (\n    set HASJAVA8=true\n  )\n)\n\n@REM BAT has no logical or, so we do it OLD SCHOOL! Oppan Redmond Style\nset JAVAOK=true\nif not defined JAVAINSTALLED set JAVAOK=false\nif not defined JAVACINSTALLED set JAVAOK=false\nif not defined HASJAVA8 set JAVAOK=false\n\nif \"%JAVAOK%\"==\"false\" (\n  echo.\n  echo A Java 8 JDK is not installed or can't be found.\n  if not \"%JAVA_HOME%\"==\"\" (\n    echo JAVA_HOME = \"%JAVA_HOME%\"\n  )\n  echo.\n  echo Please go to\n  echo   http://www.oracle.com/technetwork/java/javase/downloads/index.html\n  echo and download a valid Java 8 JDK and install before running sbt.\n  echo.\n  echo If you think this message is in error, please check\n  echo your environment variables to see if \"java.exe\" and \"javac.exe\" are\n  echo available via JAVA_HOME or PATH.\n  echo.\n  if defined DOUBLECLICKED pause\n  exit /B 1\n)\n\nif \"%~1\"==\"shell\" (\n  set CMDS=\n) else (\n  if \"%~1\"==\"\" (\n    set CMDS=default\n  ) else (\n    set CMDS=%~1\n  )\n)\n\nset SBT_OPTS=-Xms512M -Xmx1024M -Xss1M -XX:MetaspaceSize=64M -XX:MaxMetaspaceSize=256M -XX:+CMSClassUnloadingEnabled\n\n@REM Checks if the command contains spaces to know if it should be wrapped in quotes or not\nset NON_SPACED_CMD=%_JAVACMD: =%\n\n@REM Run sbt\nif \"%_JAVACMD%\"==\"%NON_SPACED_CMD%\" %_JAVACMD% %SBT_OPTS% -jar \"%SBT_LAUNCH_JAR%\" %CMDS%\nif NOT \"%_JAVACMD%\"==\"%NON_SPACED_CMD%\" \"%_JAVACMD%\" %SBT_OPTS% -jar \"%SBT_LAUNCH_JAR%\" %CMDS%\n\nif ERRORLEVEL 1 goto error\ngoto end\n\n:error\nset ERROR_CODE=1\n\n:end\n\n@endlocal\n\nexit /B %ERROR_CODE%"
  },
  {
    "path": "subproc.sh",
    "content": "#!/bin/bash\n\nif [ \"$SUB_APP\" = \"pio-engine\" ]; then\n\n  if [ \"$PIO_HOME\" = \"\" ]; then\n    echo \"Downloading PredictionIO\"\n    wget https://${BUCKETEER_BUCKET_NAME}.s3.amazonaws.com/public/PredictionIO-0.11.0-incubating.zip\n    echo \"Unzipping\"\n    unzip PredictionIO-0.11.0-incubating.zip\n    PIO_HOME=~/PredictionIO-0.11.0-incubating\n  fi\n\n  if [ \"$DATABASE_URL\" != \"\" ]; then\n    # from: http://stackoverflow.com/a/17287984/77409\n    # extract the protocol\n    proto=\"`echo $DATABASE_URL | grep '://' | sed -e's,^\\(.*://\\).*,\\1,g'`\"\n    # remove the protocol\n    url=`echo $DATABASE_URL | sed -e s,$proto,,g`\n\n    # extract the user and password (if any)\n    userpass=\"`echo $url | grep @ | cut -d@ -f1`\"\n    pass=`echo $userpass | grep : | cut -d: -f2`\n    if [ -n \"$pass\" ]; then\n        user=`echo $userpass | grep : | cut -d: -f1`\n    else\n        user=$userpass\n    fi\n\n    # extract the host -- updated\n    hostport=`echo $url | sed -e s,$userpass@,,g | cut -d/ -f1`\n    port=`echo $hostport | grep : | cut -d: -f2`\n    if [ -n \"$port\" ]; then\n        host=`echo $hostport | grep : | cut -d: -f1`\n    else\n        host=$hostport\n    fi\n\n    # extract the path (if any)\n    path=\"`echo $url | grep / | cut -d/ -f2-`\"\n\n    echo \"PIO_STORAGE_SOURCES_PGSQL_URL=jdbc:postgresql://$hostport/$path\" >> $PIO_HOME/conf/pio-env.sh\n    echo \"PIO_STORAGE_SOURCES_PGSQL_USERNAME=$user\" >> $PIO_HOME/conf/pio-env.sh\n    echo \"PIO_STORAGE_SOURCES_PGSQL_PASSWORD=$pass\" >> $PIO_HOME/conf/pio-env.sh\n  fi\n\n  if [ \"$BUCKETEER_AWS_ACCESS_KEY_ID\" != \"\" ]; then\n    echo \"PIO_STORAGE_REPOSITORIES_MODELDATA_SOURCE=S3\" >> $PIO_HOME/conf/pio-env.sh\n    echo \"PIO_STORAGE_SOURCES_S3_TYPE=pio.s3\" >> $PIO_HOME/conf/pio-env.sh\n    echo \"PIO_STORAGE_SOURCES_S3_ACCESS_KEY_ID=${BUCKETEER_AWS_ACCESS_KEY_ID}\" >> $PIO_HOME/conf/pio-env.sh\n    echo \"PIO_STORAGE_SOURCES_S3_SECRET_ACCESS_KEY=${BUCKETEER_AWS_SECRET_ACCESS_KEY}\" >> $PIO_HOME/conf/pio-env.sh\n    echo \"PIO_STORAGE_SOURCES_S3_BUCKET_NAME=${BUCKETEER_BUCKET_NAME}\" >> $PIO_HOME/conf/pio-env.sh\n  fi\n\n  cp pio-s3/target/scala-2.11/pio-s3.jar $PIO_HOME/lib/spark\n\n  cd pio-engine\n\n  if [ \"$1\" = \"web\" ]; then\n    echo \"Temporarily bind port $PORT to avoid Heroku boot timeout\"\n\n    mkdir tmp\n    pushd tmp\n      python -m SimpleHTTPServer $PORT > /dev/null & echo $! > pid\n    popd\n  fi\n\n  if [ \"$1\" = \"web\" ]; then\n    echo \"Build finished. Cleaning up the temporary port bind\"\n    cat tmp/pid | xargs kill -9\n    rm -r tmp/\n\n    echo \"Starting the PredictionIO Service\"\n    if [ \"$PORT\" = \"\" ]; then\n      $PIO_HOME/bin/pio deploy\n    else\n      $PIO_HOME/bin/pio deploy --port $PORT\n    fi\n  fi\n\n  if [ \"$1\" = \"train\" ]; then\n    $PIO_HOME/bin/pio build\n    $PIO_HOME/bin/pio train\n  fi\nelif [ \"$SUB_APP\" = \"demand-dashboard\" ]; then\n  demand-dashboard/target/universal/stage/bin/demand-dashboard -Dhttp.port=${PORT}\nfi\n"
  },
  {
    "path": "weather-backfill/weather-import.py",
    "content": "#!/usr/bin/python\n\nimport requests\nimport csv\nimport time\nimport datetime\nimport sys\nimport getopt\n\ncache = {}\ndef compareObs(ob1, ob2):\n    if int(ob1['date']['hour']) > int(ob2['date']['hour']) or int(ob1['date']['hour']) == int(ob2['date']['hour']) and int(ob1['date']['min']) > int(ob2['date']['min']):\n        return 1;\n    elif int(ob1['date']['hour']) == int(ob2['date']['hour']) and int(ob1['date']['min']) == int(ob2['date']['min']):\n        return 0;\n    else:\n        return -1;\n\ndef cmp_to_key(mycmp):\n    'Convert a cmp= function into a key= function'\n    class K(object):\n        def __init__(self, obj, *args):\n            self.obj = obj\n        def __lt__(self, other):\n            return mycmp(self.obj, other.obj) < 0\n        def __gt__(self, other):\n            return mycmp(self.obj, other.obj) > 0\n        def __eq__(self, other):\n            return mycmp(self.obj, other.obj) == 0\n        def __le__(self, other):\n            return mycmp(self.obj, other.obj) <= 0  \n        def __ge__(self, other):\n            return mycmp(self.obj, other.obj) >= 0\n        def __ne__(self, other):\n            return mycmp(self.obj, other.obj) != 0\n    return K\n\ndef getWeatherData(pickup_hour, observations):\n    for observation in observations:\n        if observation['date']['hour'] == pickup_hour:\n            fog = observation['fog']\n            rain = observation['rain']\n            snow = observation['snow']\n            hail = observation['hail']\n            thunder = observation['thunder']\n            tornado = observation['tornado']\n            heat = 0 if observation['heatindexm'] == '-9999' else observation['heatindexm']\n            windchill = 0 if observation['windchillm'] == '-999' else observation['windchillm']\n            precipitation = 0 if observation['precipm'] == '-9999.00' else observation['precipm']\n            clear = '0'\n            if fog == '0' and rain == '0' and snow == '0' and hail == '0' and thunder == '0' and tornado == '0':\n                clear = '1'\n            return {'temp': observation['tempm'], 'clear':clear, 'fog':fog, 'rain':rain, 'snow':snow, 'hail':hail, 'thunder':thunder, 'tornado':tornado, \n            'heat':heat, 'windchill':windchill, 'precipitation':precipitation}\n\ndef import_weather_data(inputfile, outputfile):\n    with open(inputfile, newline='') as csvfile:\n        datareader = csv.DictReader(csvfile)\n        # row_count = sum(1 for row in datareader)\n        headers = datareader.fieldnames\n        headers.extend(['temp', 'clear', 'fog', 'rain', 'snow', 'hail', 'thunder', 'tornado', 'heat', 'windchill', 'precipitation'])\n        with open(outputfile, 'w') as csvfile:\n            outputfilewriter = csv.DictWriter(csvfile, delimiter=',', quotechar='|', fieldnames=headers)\n            # print(headers)\n            outputfilewriter.writeheader()\n            for row in datareader:\n                if datareader.line_num % 10000 == 0:\n                    print('line number: ' + str(datareader.line_num))\n                pickup_datetime = datetime.datetime.strptime(row['tpep_pickup_datetime'], \"%Y-%m-%d %H:%M:%S\");\n                pickup_date = pickup_datetime.strftime('%Y%m%d')\n                pickup_hour = pickup_datetime.strftime('%H')\n                # print(pickup_date)\n                if pickup_date not in cache:\n                    url = \"http://api.wunderground.com/api/c05d3c35081ff3d9/history_\" + pickup_date + \"/q/NY/New_York.json\"\n                    # print(url)\n                    r = requests.get(url)\n                    response_json = r.json()\n                    observations = response_json['history']['observations']\n                    cache[pickup_date] = sorted(observations, key=cmp_to_key(compareObs))\n                weather_data = getWeatherData(pickup_hour, cache[pickup_date])\n                row.update(weather_data)\n                # print(row)\n                outputfilewriter.writerow(row)\n\ndef main(argv):\n   inputfile = ''\n   outputfile = ''\n   try:\n      opts, args = getopt.getopt(argv,\"hi:o:\",[\"ifile=\",\"ofile=\"])\n   except getopt.GetoptError:\n      print('WeatherImport.py -i <inputfile> -o <outputfile>')\n      sys.exit(2)\n   for opt, arg in opts:\n      if opt == '-h':\n         print('WeatherImport.py -i <inputfile> -o <outputfile>')\n         sys.exit()\n      elif opt in (\"-i\", \"--ifile\"):\n         inputfile = arg\n      elif opt in (\"-o\", \"--ofile\"):\n         outputfile = arg\n   print('Input file is \"', inputfile)\n   print('Output file is \"', outputfile)\n   import_weather_data(inputfile, outputfile)\n\nmain(sys.argv[1:])"
  },
  {
    "path": "webapp/app/Module.scala",
    "content": "import com.google.inject.AbstractModule\nimport services.{Kafka, KafkaImpl}\n\nclass Module extends AbstractModule {\n\n  override def configure() = {\n    bind(classOf[Kafka]).to(classOf[KafkaImpl])\n  }\n\n}\n"
  },
  {
    "path": "webapp/app/controllers/HomeController.scala",
    "content": "package controllers\n\nimport javax.inject._\n\nimport akka.stream.scaladsl.Flow\nimport org.apache.kafka.clients.producer.ProducerRecord\nimport play.api.Configuration\nimport play.api.libs.json.JsValue\nimport play.api.mvc.{Action, Controller, WebSocket}\nimport services.Kafka\n\n\n@Singleton\nclass HomeController @Inject() (kafka: Kafka, configuration: Configuration) extends Controller {\n\n  lazy val mapboxAccessToken: String = configuration.getString(\"mapbox.access-token\").get\n\n  def driver = Action { implicit request =>\n    Ok(views.html.driver(routes.HomeController.driverWs().webSocketURL(), mapboxAccessToken))\n  }\n\n  def rider = Action { implicit request =>\n    Ok(views.html.rider(routes.HomeController.riderWs().webSocketURL(), mapboxAccessToken))\n  }\n\n  // sink is incoming driver messages\n  // source is outgoing rider messages\n  def driverWs = WebSocket.accept { _ =>\n    val sink = kafka.sink.contramap[JsValue](new ProducerRecord(\"driver\", \"\", _))\n    val source = kafka.source(\"rider\").map(_.value())\n    Flow.fromSinkAndSource(sink, source)\n  }\n\n  // sink is incoming rider messages\n  // source is outgoing driver messages\n  def riderWs = WebSocket.accept { _ =>\n    val sink = kafka.sink.contramap[JsValue](new ProducerRecord(\"rider\", \"\", _))\n    val source = kafka.source(\"driver\").map(_.value())\n    Flow.fromSinkAndSource(sink, source)\n  }\n\n}\n"
  },
  {
    "path": "webapp/app/services/Kafka.scala",
    "content": "package services\n\nimport java.util.UUID\nimport javax.inject.{Inject, Singleton}\n\nimport akka.kafka.scaladsl.{Consumer, Producer}\nimport akka.kafka.{ConsumerSettings, ProducerSettings, Subscriptions}\nimport akka.stream.scaladsl.{Sink, Source}\nimport helpers.KafkaHelper\nimport org.apache.kafka.clients.consumer.ConsumerRecord\nimport org.apache.kafka.clients.producer.ProducerRecord\nimport org.apache.kafka.common.serialization.{StringDeserializer, StringSerializer}\nimport play.api.Configuration\nimport play.api.libs.json.JsValue\n\n\ntrait Kafka {\n  def sink: Sink[ProducerRecord[String, JsValue], _]\n  def source(topic: String): Source[ConsumerRecord[String, JsValue], _]\n}\n\n@Singleton\nclass KafkaImpl @Inject() (configuration: Configuration) extends Kafka {\n\n  def producerSettings: ProducerSettings[String, JsValue] = {\n    val keySerializer = new StringSerializer()\n\n    val config = KafkaHelper.kafkaConfig(configuration.underlying, \"akka.kafka.producer\")\n\n    ProducerSettings[String, JsValue](config, keySerializer, KafkaHelper.jsValueSerializer)\n      .withBootstrapServers(KafkaHelper.kafkaUrl(configuration.underlying))\n  }\n\n  def consumerSettings: ConsumerSettings[String, JsValue] = {\n    val keyDeserializer = new StringDeserializer()\n\n    val config = KafkaHelper.kafkaConfig(configuration.underlying, \"akka.kafka.consumer\")\n\n    ConsumerSettings(config, keyDeserializer, KafkaHelper.jsValueDeserializer)\n      .withBootstrapServers(KafkaHelper.kafkaUrl(configuration.underlying))\n      .withGroupId(UUID.randomUUID().toString)\n  }\n\n  def sink: Sink[ProducerRecord[String, JsValue], _] = {\n    Producer.plainSink(producerSettings)\n  }\n\n  def source(topic: String): Source[ConsumerRecord[String, JsValue], _] = {\n    val subscriptions = Subscriptions.topics(topic)\n    Consumer.plainSource(consumerSettings, subscriptions)\n  }\n\n}\n"
  },
  {
    "path": "webapp/app/views/driver.scala.html",
    "content": "@(wsUrl: String, mapboxAccessToken: String)\n\n<!DOCTYPE html>\n<html lang=\"en\">\n    <head>\n        <title>Driver</title>\n\n        <script>\n            // dummy amd\n            var module = {};\n        </script>\n\n        <script src=\"https://api.mapbox.com/mapbox-gl-js/v0.43.0/mapbox-gl.js\"></script>\n        <script src=\"https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.1.2/mapbox-gl-directions.js\"></script>\n        <script src=\"https://api.tiles.mapbox.com/mapbox.js/plugins/turf/v2.0.0/turf.min.js\" charset=\"utf-8\"></script>\n        <script src=\"@routes.Assets.versioned(\"lib/vue/vue.js\")\"></script>\n        <script src=\"@routes.Assets.versioned(\"lib/google-polyline/lib/decode.js\")\"></script>\n\n        <link href=\"@routes.Assets.versioned(\"lib/ionicons/css/ionicons.min.css\")\" rel=\"stylesheet\" type=\"text/css\"/>\n        <link href=\"https://api.mapbox.com/mapbox-gl-js/v0.43.0/mapbox-gl.css\" rel=\"stylesheet\" type=\"text/css\"/>\n        <link href=\"https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.1.2/mapbox-gl-directions.css\" rel=\"stylesheet\" type=\"text/css\"/>\n\n        <style>\n            html, body {\n                height: 100%;\n                margin: 0;\n                padding: 0;\n            }\n\n            #app {\n                height: 30px;\n                text-align: center;\n                padding-top: 10px;\n            }\n\n            #map {\n                height: auto;\n                width: 100%;\n                position: absolute;\n                top: 40px;\n                bottom: 0;\n            }\n\n            .marker {\n                font-size: 24px;\n                cursor: pointer;\n            }\n        </style>\n    </head>\n    <body>\n        <div id=\"app\">\n            Your Driver ID: {{ uuid }}\n        </div>\n\n        <div id=\"map\"></div>\n\n        <script>\n            function guid() {\n                function s4() {\n                    return Math.floor((1 + Math.random()) * 0x10000).toString(16).substring(1);\n                }\n                return s4() + s4() + '-' + s4() + '-' + s4() + '-' + s4() + '-' + s4() + s4() + s4();\n            }\n\n            mapboxgl.accessToken = '@mapboxAccessToken';\n\n            var map = new mapboxgl.Map({\n                container: 'map',\n                style: 'mapbox://styles/mapbox/streets-v9',\n                zoom: 14\n            });\n\n            var directions = new MapboxDirections({\n                accessToken: mapboxgl.accessToken,\n                interactive: false,\n                profile: 'driving',\n                controls: {\n                    inputs: false,\n                    instructions: false\n                }\n            });\n\n            directions.on('route', function(event) {\n                var route = event.route[0];\n\n                ws.send(JSON.stringify({driver: uuid, rider: rider, route: route}));\n\n                // start driving\n                var metersTraveled = 0;\n                var metersPerSecond = route.distance / route.duration;\n                // flip from latLng to lngLat\n                var coordinates = decode(route.geometry).map(function (latLng) {\n                    var lngLat = [latLng[1], latLng[0]];\n                    return lngLat;\n                });\n                var line = {type: 'Feature', geometry: {'type': 'LineString', 'coordinates': coordinates }};\n\n                var drivingInterval = window.setInterval(function() {\n                    if (metersTraveled >= route.distance) {\n                        window.clearInterval(drivingInterval);\n                    }\n                    else {\n                        var along = turf.along(line, metersTraveled / 1000, 'kilometers');\n                        marker.setLngLat(along.geometry.coordinates);\n                        metersTraveled = metersTraveled + metersPerSecond;\n                    }\n                }, 1000);\n            });\n\n            map.addControl(directions);\n\n            var marker = null;\n\n            navigator.geolocation.getCurrentPosition(function(position) {\n                var el = document.createElement('i');\n                el.className = 'marker icon ion-android-car';\n                marker = new mapboxgl.Marker(el, {offset: [-12, -24]}).setLngLat([position.coords.longitude, position.coords.latitude]).addTo(map);\n                map.setCenter([position.coords.longitude, position.coords.latitude]);\n            });\n\n            var uuid = guid();\n\n            var app = new Vue({\n                el: '#app',\n                data: {\n                    uuid: uuid\n                }\n            });\n\n            var riderMarkers = {};\n\n            var status = 'available';\n            var rider = null;\n\n            var ws = new WebSocket(\"@wsUrl\");\n            ws.onmessage = function(event) {\n                var data = JSON.parse(event.data);\n                if (riderMarkers[data.rider] == null) {\n                    var el = document.createElement('i');\n                    el.className = 'marker icon ion-ios-body';\n                    el.addEventListener('click', function() {\n                        status = 'pickup';\n                        rider = data.rider;\n\n                        directions.setOrigin(marker.getLngLat().toArray());\n                        directions.setDestination([data.lngLat.lng, data.lngLat.lat]);\n\n                        // todo: hide other riders\n                    });\n                    riderMarkers[data.rider] = new mapboxgl.Marker(el, {offset: [-12, -24]}).setLngLat(data.lngLat).addTo(map);\n                }\n                else {\n                    riderMarkers[data.rider].setLngLat(data.lngLat);\n                }\n            };\n\n            window.setInterval(function() {\n                if ((marker != null) && (ws.readyState == 1)) {\n                    ws.send(JSON.stringify({driver: uuid, lngLat: marker.getLngLat(), status: status, rider: rider}));\n                }\n            }, 500);\n        </script>\n    </body>\n</html>\n"
  },
  {
    "path": "webapp/app/views/rider.scala.html",
    "content": "@(wsUrl: String, mapboxAccessToken: String)\n\n<!DOCTYPE html>\n<html lang=\"en\">\n    <head>\n        <title>Rider</title>\n\n        <script src=\"https://api.mapbox.com/mapbox-gl-js/v0.43.0/mapbox-gl.js\"></script>\n        <script src=\"https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.1.2/mapbox-gl-directions.js\"></script>\n        <script src=\"@routes.Assets.versioned(\"lib/vue/vue.js\")\"></script>\n\n        <link href=\"@routes.Assets.versioned(\"lib/ionicons/css/ionicons.min.css\")\" rel=\"stylesheet\"/>\n        <link href=\"https://api.mapbox.com/mapbox-gl-js/v0.43.0/mapbox-gl.css\" rel=\"stylesheet\" type=\"text/css\"/>\n        <link href=\"https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.1.2/mapbox-gl-directions.css\" rel=\"stylesheet\" type=\"text/css\"/>\n\n        <style>\n        html, body {\n            height: 100%;\n            margin: 0;\n            padding: 0;\n        }\n\n        #app {\n            height: 30px;\n            text-align: center;\n            padding-top: 10px;\n        }\n\n        #map {\n            height: auto;\n            width: 100%;\n            position: absolute;\n            top: 40px;\n            bottom: 0;\n        }\n\n        .marker {\n            font-size: 24px;\n            cursor: pointer;\n        }\n\n        .mapboxgl-ctrl-directions {\n            display: none;\n        }\n        </style>\n    </head>\n    <body>\n        <div id=\"app\">\n            Your Rider ID: {{ uuid }}\n        </div>\n\n        <div id=\"map\"></div>\n\n        <script>\n                function guid() {\n                    function s4() {\n                        return Math.floor((1 + Math.random()) * 0x10000).toString(16).substring(1);\n                    }\n                    return s4() + s4() + '-' + s4() + '-' + s4() + '-' + s4() + '-' + s4() + s4() + s4();\n                }\n\n                var marker = null;\n\n                mapboxgl.accessToken = '@mapboxAccessToken';\n\n                var map = new mapboxgl.Map({\n                    container: 'map',\n                    style: 'mapbox://styles/mapbox/streets-v9',\n                    zoom: 14\n                });\n\n                var directions = new MapboxDirections({\n                    accessToken: mapboxgl.accessToken,\n                    interactive: false,\n                    profile: 'driving',\n                    controls: {\n                        inputs: false,\n                        instructions: false\n                    }\n                });\n\n                map.addControl(directions);\n\n                map.on('click', function(e) {\n                    if (driver == null) {\n                        if (marker == null) {\n                            var el = document.createElement('i');\n                            el.className = 'marker icon ion-ios-body';\n                            marker = new mapboxgl.Marker(el, {offset: [-12, -24]}).setLngLat(e.lngLat).addTo(map);\n                        }\n                        else {\n                            marker.setLngLat(e.lngLat);\n                        }\n                    }\n                });\n\n                navigator.geolocation.getCurrentPosition(function(position) {\n                    map.setCenter([position.coords.longitude, position.coords.latitude]);\n                });\n\n                var uuid = guid();\n\n                var app = new Vue({\n                    el: '#app',\n                    data: {\n                        uuid: uuid\n                    }\n                });\n\n                var driverMarkers = {};\n\n                var status = 'available';\n                var driver = null;\n\n                var ws = new WebSocket(\"@wsUrl\");\n                ws.onmessage = function(event) {\n                    var data = JSON.parse(event.data);\n\n                    if ((data.rider == uuid) && (status != 'pickup') && (data.lngLat != null)) {\n                        status = 'pickup';\n                        driver = data.driver;\n\n                        directions.setOrigin([data.lngLat.lng, data.lngLat.lat]);\n                        directions.setDestination(marker.getLngLat().toArray());\n\n                        // todo: hide other drivers\n                    }\n\n                    if (driverMarkers[data.driver] == null) {\n                        var el = document.createElement('i');\n                        el.className = 'marker icon ion-android-car';\n                        driverMarkers[data.driver] =  new mapboxgl.Marker(el, {offset: [-12, -24]}).setLngLat(data.lngLat).addTo(map);\n                    }\n                    else {\n                        if (data.lngLat != null) {\n                            driverMarkers[data.driver].setLngLat([data.lngLat.lng, data.lngLat.lat]);\n                        }\n                    }\n                };\n\n                window.setInterval(function() {\n                    if ((marker != null) && (ws.readyState == 1)) {\n                        ws.send(JSON.stringify({rider: uuid, lngLat: marker.getLngLat(), status: status, driver: driver}));\n                    }\n                }, 500);\n        </script>\n    </body>\n</html>\n"
  },
  {
    "path": "webapp/build.sbt",
    "content": "name := \"webapp\"\n\nlibraryDependencies ++= Seq(\n  \"com.typesafe.akka\" %% \"akka-stream-kafka\" % \"0.14\",\n  \"org.webjars\" % \"vue\" % \"2.1.3\",\n  \"org.webjars\" % \"ionicons\" % \"2.0.1\",\n  \"org.webjars.npm\" % \"google-polyline\" % \"1.0.0\"\n)\n\npipelineStages := Seq(digest)\n"
  },
  {
    "path": "webapp/conf/application.conf",
    "content": "akka {\n  kafka.producer {\n    close-timeout = 60s\n    kafka-clients {\n      acks = \"all\"\n      retries = 0\n      batch.size = 16384\n      linger.ms = 1\n      buffer.memory = 33554432\n      max.block.ms = 5000\n    }\n  }\n  kafka.consumer {\n    poll-interval = 50ms\n    poll-timeout = 50ms\n    stop-timeout = 30s\n    close-timeout = 20s\n    commit-timeout = 15s\n    wakeup-timeout = 5s\n    kafka-clients.enable.auto.commit = true\n  }\n}\n\nkafka.url = ${?KAFKA_URL}\n\nmapbox.access-token = ${MAPBOX_ACCESS_TOKEN}\n\nplay.crypto.secret = \"changeme\"\nplay.crypto.secret = ${?CRYPTO_SECRET}\n\nplay.i18n.langs = [\"en\"]\n\nplay.http.forwarded.trustedProxies = [\"0.0.0.0/0\", \"::/0\"]\n"
  },
  {
    "path": "webapp/conf/routes",
    "content": "# Routes\n# This file defines all application routes (Higher priority routes first)\n# ~~~~\n\nGET     /driver                          controllers.HomeController.driver\nGET     /rider                           controllers.HomeController.rider\nGET     /driver-ws                       controllers.HomeController.driverWs\nGET     /rider-ws                        controllers.HomeController.riderWs\nGET     /assets/*file                    controllers.Assets.versioned(path=\"/public\", file)\n"
  }
]