Repository: jamesward/koober
Branch: master
Commit: 3c370c60bbe7
Files: 82
Total size: 2.0 MB

Directory structure:
gitextract_o_p3sq4s/

├── .gitignore
├── .travis.yml
├── Procfile
├── README.md
├── app.json
├── build.sbt
├── cassandra-server/
│   ├── build.sbt
│   └── src/
│       └── main/
│           ├── resources/
│           │   └── cassandra.yaml
│           └── scala/
│               └── CassandraServer.scala
├── demand-dashboard/
│   ├── app/
│   │   ├── Module.scala
│   │   ├── assets/
│   │   │   ├── scripts/
│   │   │   │   └── getdemand.js
│   │   │   └── stylesheets/
│   │   │       └── main.css
│   │   ├── controllers/
│   │   │   └── HomeController.scala
│   │   ├── services/
│   │   │   └── PredictionIO.scala
│   │   └── views/
│   │       ├── dashboardAnalysis.scala.html
│   │       ├── dashboardPrediction.scala.html
│   │       ├── dashboardSectionHeader.scala.html
│   │       ├── documentationData.scala.html
│   │       ├── documentationModels.scala.html
│   │       ├── documentationSectionHeader.scala.html
│   │       ├── header.scala.html
│   │       └── index.scala.html
│   ├── build.sbt
│   ├── conf/
│   │   ├── application.conf
│   │   └── routes
│   └── public/
│       ├── analysis.js
│       ├── koober-training.js
│       ├── main.css
│       └── prediction.js
├── demo-data/
│   ├── build.sbt
│   └── src/
│       ├── main/
│       │   └── scala/
│       │       ├── DemoData.scala
│       │       ├── FakeDataSource.scala
│       │       └── NewYorkDataSource.scala
│       └── test/
│           └── scala/
│               ├── FakeDataSourceSpec.scala
│               └── NewYorkDataSourceSpec.scala
├── flink-client/
│   ├── build.sbt
│   └── src/
│       └── main/
│           ├── resources/
│           │   └── log4j.properties
│           └── scala/
│               └── FlinkClient.scala
├── kafka-common/
│   ├── build.sbt
│   └── src/
│       └── main/
│           └── scala/
│               └── helpers/
│                   └── KafkaHelper.scala
├── kafka-server/
│   ├── build.sbt
│   └── src/
│       └── main/
│           ├── resources/
│           │   └── log4j.properties
│           └── scala/
│               └── KafkaServer.scala
├── kafka-to-cassandra/
│   ├── build.sbt
│   └── src/
│       └── main/
│           ├── resources/
│           │   └── log4j.properties
│           └── scala/
│               └── KafkaToCassandra.scala
├── pio-client/
│   ├── build.sbt
│   └── src/
│       ├── main/
│       │   └── scala/
│       │       └── PioClient.scala
│       └── test/
│           └── scala/
│               └── PioClientSpec.scala
├── pio-engine/
│   ├── build.sbt
│   ├── engine.json
│   ├── project/
│   │   └── assembly.sbt
│   ├── src/
│   │   └── main/
│   │       └── scala/
│   │           ├── Algorithm.scala
│   │           ├── AlgorithmGBTree.scala
│   │           ├── Coder.scala
│   │           ├── DataSource.scala
│   │           ├── Engine.scala
│   │           ├── Evaluation.scala
│   │           ├── KooberUtil.scala
│   │           ├── Preparator.scala
│   │           ├── RandomForestAlgorithm.scala
│   │           ├── RidgeRegressionAlgorithm.scala
│   │           └── Serving.scala
│   └── template.json
├── pio-s3/
│   ├── build.sbt
│   └── src/
│       └── main/
│           └── scala/
│               └── pio/
│                   └── s3/
│                       ├── S3Models.scala
│                       └── StorageClient.scala
├── project/
│   ├── build.properties
│   └── plugins.sbt
├── sbt
├── sbt-launch.jar
├── sbt.cmd
├── subproc.sh
├── weather-backfill/
│   └── weather-import.py
└── webapp/
    ├── app/
    │   ├── Module.scala
    │   ├── controllers/
    │   │   └── HomeController.scala
    │   ├── services/
    │   │   └── Kafka.scala
    │   └── views/
    │       ├── driver.scala.html
    │       └── rider.scala.html
    ├── build.sbt
    └── conf/
        ├── application.conf
        └── routes

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
pio.log
/target/
/*/target/
/project/project/
/.idea/
/logs/
/pio-engine/manifest.json
/pio-engine/pio.log
/pio-engine/pio.sbt
/pio-engine/project/target/
/pio-engine/project/project/
/pio-engine/.idea/
*.iml


================================================
FILE: .travis.yml
================================================
language: scala
jdk:
  - oraclejdk8
script: sbt test
cache:
  directories:
    - $HOME/.ivy2/cache
    - $HOME/.sbt/boot
sudo: false


================================================
FILE: Procfile
================================================
web: ./subproc.sh web
train: ./subproc.sh train


================================================
FILE: README.md
================================================
Koober
----------------

An uber data pipeline sample app.  Play Framework, Akka Streams, Kafka, Flink, Spark Streaming, and Cassandra.


Start Kafka:

    ./sbt kafkaServer/run

Web App:

1. Obtain an API key from [mapbox.com](https://www.mapbox.com/)
1. Start the Play web app: `MAPBOX_ACCESS_TOKEN=YOUR-MAPBOX-API-KEY ./sbt webapp/run`

Try it out:

1. Open the driver UI: [http://localhost:9000/driver](http://localhost:9000/driver)
1. Open the rider UI: [http://localhost:9000/rider](http://localhost:9000/rider)
1. In the Rider UI, click on the map to position the rider
1. In the Driver UI, click on the rider to initiate a pickup

Start Flink:

1. `./sbt flinkClient/run`
1. Initiate a few pickups and see the average pickup wait time change (in the stdout console for the Flink process)

Start Cassandra:

    ./sbt cassandraServer/run

Start the Spark Streaming process:

1. `./sbt kafkaToCassandra/run`
1. Watch all of the ride data be micro-batched from Kafka to Cassandra

Setup PredictionIO Pipeline:

1. Setup PIO
2. Set the PIO Access Key:

        export PIO_ACCESS_KEY=<YOUR PIO ACCESS KEY>

3. Start the PIO Pipeline:

        ./sbt pioClient/run

Copy demo data into Kafka or PIO:

For fake data, run:

    ./sbt "demoData/run <kafka|pio> fake <number of records> <number of months> <number of clusters>"
    
For New York data, run:

    ./sbt "demoData/run <kafka|pio> ny <number of months> <sample rate>"

Start the Demand Dashboard

    PREDICTIONIO_URL=http://asdf.com MAPBOX_ACCESS_TOKEN=YOUR_MAPBOX_TOKEN ./sbt demandDashboard/run


================================================
FILE: app.json
================================================
{
  "name": "koober",
  "keywords": [
    "play-framework",
    "scala",
    "akka-streams",
    "kafka",
    "cassandra",
    "flink",
    "spark-streaming"
  ],
  "env": {
    "CRYPTO_SECRET": {
      "generator": "secret"
    }
  },
  "addons": [
    "heroku-kafka"
  ]
}


================================================
FILE: build.sbt
================================================
name := "koober"

lazy val commonSettings = Seq(
  scalaVersion := "2.11.8",

  libraryDependencies ++= Seq(
    "org.scalatest" %% "scalatest" % "3.0.1" % "test"
  )
)

lazy val kafkaServer = (project in file("kafka-server")).settings(commonSettings: _*)

lazy val cassandraServer = (project in file("cassandra-server")).settings(commonSettings: _*)

lazy val kafkaCommon = (project in file("kafka-common")).settings(commonSettings: _*)

lazy val webapp = (project in file("webapp")).settings(commonSettings: _*).dependsOn(kafkaCommon).enablePlugins(PlayScala, SbtWeb)

lazy val flinkClient = (project in file("flink-client")).settings(commonSettings: _*)

lazy val kafkaToCassandra = (project in file("kafka-to-cassandra")).settings(commonSettings: _*).dependsOn(kafkaCommon)

lazy val pioClient = (project in file("pio-client")).settings(commonSettings: _*).dependsOn(kafkaCommon)

lazy val demoData = (project in file("demo-data")).settings(commonSettings: _*).dependsOn(kafkaCommon, pioClient)

lazy val demandDashboard = (project in file("demand-dashboard")).settings(commonSettings: _*).enablePlugins(PlayScala, SbtWeb)

lazy val pioS3 = (project in file("pio-s3")).settings(commonSettings: _*)

lazy val pioEngine = (project in file("pio-engine"))


================================================
FILE: cassandra-server/build.sbt
================================================
libraryDependencies += "org.apache.cassandra" % "cassandra-all" % "3.9"


================================================
FILE: cassandra-server/src/main/resources/cassandra.yaml
================================================
# Cassandra storage config YAML
cluster_name: 'Koober'

commitlog_sync: periodic
commitlog_sync_period_in_ms: 10000

partitioner: org.apache.cassandra.dht.Murmur3Partitioner

endpoint_snitch: SimpleSnitch

seed_provider:
    - class_name: org.apache.cassandra.locator.SimpleSeedProvider
      parameters:
          - seeds: "127.0.0.1"

listen_address: localhost

start_native_transport: true


================================================
FILE: cassandra-server/src/main/scala/CassandraServer.scala
================================================
import java.nio.file.Files

import org.apache.cassandra.service.CassandraDaemon

object CassandraServer extends App {

  System.setProperty("cassandra.config", "cassandra.yaml")
  private val tmpCassandraDirectory: String = Files.createTempDirectory("cassandra").toString
  println(s"using cassandra tmp directory: $tmpCassandraDirectory")
  System.setProperty("cassandra.storagedir", tmpCassandraDirectory)
  System.setProperty("cassandra-foreground", "true")

  val cassandraDaemon = new CassandraDaemon()
  cassandraDaemon.activate()

}


================================================
FILE: demand-dashboard/app/Module.scala
================================================
import com.google.inject.AbstractModule
import services.{PredictionIO, PredictionIOImpl}

class Module extends AbstractModule {

  override def configure() = {
    bind(classOf[PredictionIO]).to(classOf[PredictionIOImpl])
  }

}


================================================
FILE: demand-dashboard/app/assets/scripts/getdemand.js
================================================
function getDemand() {
    // TODO: update demand value with actual predicted demand
    document.getElementById("demand-value").innerHTML = "1";
}

================================================
FILE: demand-dashboard/app/assets/stylesheets/main.css
================================================
/* Global */
* {
  font-family: "Avenir Next";
}
/* Header */
.header {
  display: inline-block;
  width: 100%;
  height: 100px;
  background-color: #89E1D0;
}
.header h1 {
  font-size: 40px;
}
#logo-title {
  display: inline-flex;
  margin-left: 30px;
  height: 100%;
}
#logo-title img {
  margin: auto 10px auto 0;
  width: 50px;
  height: auto;
}
#dashboard-title {
  float: right;
  margin-right: 30px;
  height: 100%;
}
/* Dashboard */
.dashboard {
  display: inline-flex;
  margin-top: 100px;
  width: 100%;
}
/* Form */
#form-view {
  width: 50%;
}
#form-container {
  margin: auto;
  width: 300px;
}
.form-field {
  height: 40px;
  width: 100%;
  margin: 10px auto;
  background-color: #EEEEEE;
  border-radius: 5px;
  border: 1px solid #979797;
}
.form-field-icon {
  position: relative;
  width: 40px;
  height: 100%;
  border-radius: 5px 0 0 5px;
  border-right: 1px solid #979797;
  background-color: #D8D8D8;
}
.form-field-icon img {
  position: absolute;
  margin: auto;
  width: auto;
  height: 24px;
  top:0;
  right: 0;
  bottom:0;
  left: 0;
}
.form-field {
  display: inline-flex;
}
select, input {
  padding-left: 10px;
  width: 260px;
  outline: none;
  -webkit-appearance: none;
  -webkit-border-radius: 0px;
  border: none;
  border-radius: 0 5px 5px 0;
  font-size: 20px;
  font-weight: 500;
  background-color: #EEEEEE;
  color: #A9A9A9;
}
#latitude-field, #longitude-field {
  padding-left: 10px;
  width: 120px;
  outline: none;
  background-color: #EEEEEE;
  border: none;
  font-size: 20px;
  font-weight: 500;
}
#longitude-field {
  border-left: 1px solid #979797;
  border-radius: 0 5px 5px 0;
}
.form-button {
  display: table;
  margin: 10px auto;
  text-align: center;
  width: 150px;
  height: 40px;
  border-radius: 5px;
  border: 1px solid #979797;
  background-color: #89E1D0;
  color: black;
}
.form-button span {
  display: table-cell;
  vertical-align: middle;
  font-weight: bold;
  font-size: 20px;
}
.form-button:hover {
  background-color: #68C8B6;
}
/* Display */
#display-view {
  width: 50%;
}
#demand-card {
  display: block;
  margin: auto;
  width: 250px;
  height: 290px;
  border-radius: 10px;
  background-color: #D8D8D8;
}
#demand-card h2 {
  margin: 0;
  padding: 15px 0 10px;
  text-align: center;
  font-size: 30px;
}
#demand-container {
  display: table;
  margin: auto;
  width: 200px;
  height: 200px;
  border-radius: 8px;
  border: 1px solid #979797;
  text-align: center;
  background-color: #EEEEEE;
}
#demand-container span {
  display: table-cell;
  vertical-align: middle;
  font-size: 100px;
}

================================================
FILE: demand-dashboard/app/controllers/HomeController.scala
================================================
package controllers

import javax.inject._

import org.joda.time.DateTime
import play.api.Configuration
import play.api.libs.json.{Json, JsValue, Reads, Writes}
import play.api.mvc.{Action, Controller}
import services.PredictionIO

import scala.concurrent.{ExecutionContext, Future}
import scala.util.Random


@Singleton
class HomeController @Inject() (configuration: Configuration, predictionIO: PredictionIO)(implicit executionContext: ExecutionContext) extends Controller {

  implicit val dateWrites = Writes.jodaDateWrites("yyyy-MM-dd'T'HH:mm:ss.SSSZ")
  implicit val dateReads = Reads.jodaDateReads("yyyy-MM-dd'T'HH:mm:ss.SSSZ")

  lazy val mapboxAccessToken: String = configuration.getString("mapbox.access-token").get

  def index = Action {
    Ok(views.html.index())
  }

  def header = Action {
    Ok(views.html.header())
  }

  def documentationSectionHeader = Action {
    Ok(views.html.documentationSectionHeader())
  }

  def documentationData = Action {
    Ok(views.html.documentationData())
  }

  def documentationModels = Action {
    Ok(views.html.documentationModels())
  }

  def dashboardSectionHeader = Action {
    Ok(views.html.dashboardSectionHeader())
  }

  def dashboardAnalysis = Action {
    Ok(views.html.dashboardAnalysis(mapboxAccessToken))
  }

  def dashboardPrediction = Action {
    Ok(views.html.dashboardPrediction(mapboxAccessToken))
  }

  // todo: input checking and error handling
  def 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) = Action.async {

    var lngLatArray = makeCluster(lat, lng)

    val resultSeq = (0 to (lngLatArray(0).length - 1)).map(i => {
      var query = Json.obj(
        "eventTime" -> eventTime,
        "lat" -> lngLatArray(0)(i),
        "lng" -> lngLatArray(1)(i),
        "temperature" -> temperature,
        "clear" -> clear,
        "fog" -> fog,
        "rain" -> rain,
        "snow" -> snow,
        "hail" -> hail,
        "thunder" -> thunder,
        "tornado" -> tornado
      )
      var prediction = predictionIO.predict(query)
      prediction.map { json => toGeoJson2(json, lngLatArray(0)(i), lngLatArray(1)(i), i, algorithm) }
    })

    var result = Future.sequence(resultSeq)
    result.map { r => Ok(toGeoJsonCollection(r))
    }
  }

  def analyze(algorithm: String, eventTime: String, coordinates: String) = Action.async {

    var coordinatesData = deserializeCoordinatesData(coordinates)
    val resultSeq = (0 to (coordinatesData.length - 1)).map(i => {
      var query = Json.obj(
        "eventTime" -> eventTime,
        "lat" -> coordinatesData(i)(0),
        "lng" -> coordinatesData(i)(1),
        "temperature" -> 20,
        "clear" -> 1,
        "fog" -> 0,
        "rain" -> 0,
        "snow" -> 0,
        "hail" -> 0,
        "thunder" -> 0,
        "tornado" -> 0
      )
      var prediction = predictionIO.predict(query)
      prediction.map { json => toGeoJsonForAlg(algorithm, json, coordinatesData(i)(1), coordinatesData(i)(0), i) }
    })

    var result = Future.sequence(resultSeq)
    result.map { r => Ok(toGeoJsonCollection(r))
    }
  }

  private def toGeoJsonForAlg(algorithm: String, json: JsValue, lat: Double, lon: Double, id: Int) = {
    var demand = (json \ "algorithms" \ algorithm).as[Double]

    Json.obj(
      "type" -> "Feature",
      "properties" -> Json.obj(
        "Primary ID" -> id,
        "demand" -> demand
      ),
      "geometry" -> Json.obj(
        "type" -> "Point",
        "coordinates" -> Json.arr(lon, lat)
      )
    )
  }

  private def toGeoJson2(json: JsValue, lat: Double, lon: Double, id: Int, alg: Int) = {
    var demand = (json \ "demand").as[Double]
    alg match {
      case 0 => demand = (json \ "demand").as[Double]
      case 1 => demand = (json \ "algorithms" \"algGBTree").as[Double]
      case 2 => demand = (json \ "algorithms" \"algRegression").as[Double]
      case 3 => demand = (json \ "algorithms" \"ridgeRegression").as[Double]
      case 4 => demand = (json \ "algorithms" \"randomForest").as[Double]
      case default => demand = (json \ "demand").as[Double]
    }

    Json.obj(
      "type" -> "Feature",
      "properties" -> Json.obj(
        "Primary ID" -> id,
        "demand" -> demand
      ),
      "geometry" -> Json.obj(
        "type" -> "Point",
        "coordinates" -> Json.arr(lon, lat)
      )
    )
  }

  private def toGeoJson(value: Double, lat: Double, lon: Double) = {
    Json.obj(
      "type" -> "Feature",
      "properties" -> Json.obj(
        "Primary ID" -> value,
        "demand" -> Random.nextInt(10)
      ),
      "geometry" -> Json.obj(
        "type" -> "Point",
        "coordinates" -> Json.arr(lon, lat)
      )
    )
  }

  private def toGeoJsonCollection(demands: IndexedSeq[JsValue]) = {
    Json.obj(
      "type" -> "FeatureCollection",
      "features" -> demands
    )
  }

  def demand(lng: Double, lat: Double) = Action {
    val points = Seq.fill(50) {
      val newLng = lng + (0.1 * Random.nextDouble()) - 0.05
      val newLat = lat + (0.1 * Random.nextDouble()) - 0.05
      toGeoJson(1, newLat, newLng)
    }

    Ok(
      Json.obj(
        "type" -> "FeatureCollection",
        "crs" -> Json.obj(
          "type" -> "name",
          "properties" -> Json.obj(
            "name" -> "urn:ogc:def:crs:OGC:1.3:CRS84"
          )
        ),
        "features" -> points
      )
    )
  }


  def makeCluster(lat:Double, lng:Double) : Array[Array[Double]] = {
    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)
    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)
    Array(lats, lngs)
  }

  def deserializeCoordinatesData(coordinates:String): Array[Array[Double]] = {
    var tokens = coordinates.substring(2, coordinates.length-2).split("\\],\\[")
    var coordinatesArray:Array[Array[String]] = tokens.map(_.split(',')).toArray
    var coordinatesData = coordinatesArray.map( _.map { tmp =>
      try {
        tmp.toDouble
      } catch {
        case _: NumberFormatException => 1.0
      }
    })
    coordinatesData
  }

}


================================================
FILE: demand-dashboard/app/services/PredictionIO.scala
================================================
package services

import javax.inject.{Inject, Singleton}

import org.joda.time.DateTime
import play.api.Configuration
import play.api.libs.json.{JsValue, Json}
import play.api.libs.ws.WSClient
import scala.concurrent.{ExecutionContext, Future}

trait PredictionIO {
    def predict(json: JsValue) : Future[JsValue]

}

@Singleton
class PredictionIOImpl @Inject() (configuration: Configuration, wsClient: WSClient)(implicit executionContext: ExecutionContext) extends PredictionIO {

  val predictionIOUrl = configuration.getString("predictionio.url").get

  override def predict(json: JsValue) : Future[JsValue] = {
    wsClient.url(predictionIOUrl).post(json)
      .map { response =>
        response.json
      }
  }
}



================================================
FILE: demand-dashboard/app/views/dashboardAnalysis.scala.html
================================================
@(mapboxAccessToken: String)

<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>Analysis Dashboard</title>
    <link rel="stylesheet" href="@routes.Assets.versioned("lib/jquery-ui/jquery-ui.min.css")">
    <link href='https://api.mapbox.com/mapbox-gl-js/v0.28.0/mapbox-gl.css' rel='stylesheet' />
    <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"/>
    <link href='//mapbox.com/base/latest/base.css' rel='stylesheet' />
    <link href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css" rel="stylesheet">
    <link href="https://cdnjs.cloudflare.com/ajax/libs/bootstrap-datepicker/1.6.4/css/bootstrap-datepicker.css" rel="stylesheet">
    <link rel="stylesheet" href="@routes.Assets.versioned("main.css")">

    <script src="https://code.jquery.com/jquery-1.12.4.js"></script>
    <script src="https://code.jquery.com/ui/1.12.1/jquery-ui.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/bootstrap-datepicker/1.6.4/js/bootstrap-datepicker.min.js"></script>
    <script src='https://api.mapbox.com/mapbox-gl-js/v0.28.0/mapbox-gl.js'></script>
    <script src="https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.0.2/mapbox-gl-directions.js"></script>
    <script src="https://api.tiles.mapbox.com/mapbox.js/plugins/turf/v2.0.0/turf.min.js" charset="utf-8"></script>
    <script src="@routes.Assets.versioned("koober-training.js")"></script>
    <script src="@routes.Assets.versioned("analysis.js")"></script>

    <script>
        mapboxgl.accessToken = '@mapboxAccessToken';

        $(function(){
            $(".dashboard-section-header-container").load("@routes.HomeController.dashboardSectionHeader()");
            $( "#time-slider" ).slider();
        });
    </script>

    <style>
        #dashboard-analysis {
            color: var(--off-black-color);
            border-bottom: solid 3px var(--off-black-color);
        }

        .mapboxgl-popup {
            max-width: 400px;
            font: 12px/20px 'Helvetica Neue', Arial, Helvetica, sans-serif;
        }
    </style>
</head>
<body>
    <div class="dashboard-section-header-container"></div>

    <div class="analysis-dashboard">
        <div class="interactive-section">
            <div id="dataset-card" class="dashboard-card">
                <h2 class="card-title">Dataset</h2>
                <div class="card-divider"></div>
                <div id="dataset-field" class="input-field">
                    <div class="input-field-icon">
                        <img src="../assets/DatasetIcon.png" alt="dataset">
                    </div>
                    <select id="dataset-select" required title="Choose an algorithm to use!">
                        <option selected="selected" value="0">NYC Taxi Data</option>
                    </select>
                </div>
            </div>
            <div id="datetime-slider-card" class="dashboard-card">
                <h2 class="card-title">Datetime</h2>
                <div class="card-divider"></div>
                <div class="form-group">
                    <div class='input-group date'>
                        <input id='datetimepicker' type='text' class="form-control" />
                        <span class="input-group-addon">
                            <span class="glyphicon glyphicon-calendar"></span>
                        </span>
                    </div>
                </div>
                <div id="time-slider-field" class="datetime-slider-field">
                    <div class="slider-title">Time:</div>
                    <div id="time-slider-value" class="slider-value">00:00-00:30</div>
                    <input id="time-slider" class="datetime-slider" type='range' min='0' max='47' step='1' value='0'></input>
                </div>
            </div>
        </div>
        <div class="all-maps-section">
            <div id="actual-demand-card" class="dashboard-card">
                <h2 class="card-title">Actual Demand</h2>
                <div class="card-divider"></div>
                <div id="actual-demand-map" class="map"></div>
            </div>
            <div id="gradient-boosted-trees-card" class="dashboard-card">
                <h2 class="card-title">Gradient Boosted Trees</h2>
                <div class="card-divider"></div>
                <div id="gradient-boosted-trees-map" class="map"></div>
            </div>
            <div id="linear-regression-card" class="dashboard-card">
                <h2 class="card-title">Linear Regression with SGD</h2>
                <div class="card-divider"></div>
                <div id="linear-regression-map" class="map"></div>
            </div>
            <div id="ridge-regression-card" class="dashboard-card">
                <h2 class="card-title">Ridge Regression</h2>
                <div class="card-divider"></div>
                <div id="ridge-regression-map" class="map"></div>
            </div>
            <div id="neural-network-card" class="dashboard-card">
                <h2 class="card-title">Neural Network</h2>
                <div class="card-divider"></div>
                <div id="neural-network-map" class="map"></div>
            </div>
            <div id="random-forest-card" class="dashboard-card">
                <h2 class="card-title">Random Forest</h2>
                <div class="card-divider"></div>
                <div id="random-forest-map" class="map"></div>
            </div>
        </div>
    </div>
</body>
</html>


================================================
FILE: demand-dashboard/app/views/dashboardPrediction.scala.html
================================================
@(mapboxAccessToken: String)

<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>Prediction Dashboard</title>
    <link rel="stylesheet" href="@routes.Assets.versioned("main.css")">
    <link href="https://api.mapbox.com/mapbox-gl-js/v0.28.0/mapbox-gl.css" rel="stylesheet" type="text/css"/>
    <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"/>
    <script src="@routes.Assets.versioned("lib/jquery/jquery.min.js")"></script>
    <script src="https://api.mapbox.com/mapbox-gl-js/v0.28.0/mapbox-gl.js"></script>
    <script src="https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.0.2/mapbox-gl-directions.js"></script>
    <script src="https://api.tiles.mapbox.com/mapbox.js/plugins/turf/v2.0.0/turf.min.js" charset="utf-8"></script>
    <script src="@routes.Assets.versioned("prediction.js")"></script>

    <script>
        mapboxgl.accessToken = '@mapboxAccessToken';

        $(function(){
            $(".dashboard-section-header-container").load("@routes.HomeController.dashboardSectionHeader()");

            var today = new Date();
            var currMonth = today.getMonth() < 10 ? '0' + today.getMonth() : today.getMonth();
            var currDay = today.getDate() < 10 ? '0' + today.getDate() : today.getDate();
            var currYear = today.getFullYear();
            $("#date-select").val(currYear + "-" + currMonth + "-" + currDay);

            var currHour = today.getHours() < 10 ? '0' + today.getHours() : today.getHours();
            var currMins = today.getMinutes() < 10 ? '0' + today.getMinutes() : today.getMinutes();
            $("#time-select").val(currHour + ":" + currMins);
        });
    </script>

    <style>
        #dashboard-prediction {
            color: var(--off-black-color);
            border-bottom: solid 3px var(--off-black-color);
        }
    </style>
</head>
<body>
    <div class="dashboard-section-header-container"></div>

    <div class="prediction-dashboard">
        <div class="query-section">
            <div id="datetime-card" class="dashboard-card">
                <h2 class="card-title">Datetime</h2>
                <div class="card-divider"></div>
                <div id="date-field" class="input-field">
                    <div class="input-field-icon">
                        <img src="@routes.Assets.versioned("DateIcon.png")" alt="date">
                    </div>
                    <input id="date-select" type="date">
                </div>
                <div id="time-field" class="input-field">
                    <div class="input-field-icon">
                        <img src="@routes.Assets.versioned("TimeIcon.png")" alt="time">
                    </div>
                    <input id="time-select" type="time">
                </div>
            </div>
            <div id="location-card" class="dashboard-card">
                <h2 class="card-title">Location</h2>
                <div class="card-divider"></div>
                <div id="latitude-field" class="input-field">
                    <div class="input-field-icon">
                        <img src="@routes.Assets.versioned("LatitudeIcon.png")" alt="latitude">
                    </div>
                    <input id="latitude-input" type="text" placeholder="Latitude" required title="Enter a latitude!"><br>
                </div>
                <div id="longitude-field" class="input-field">
                    <div class="input-field-icon">
                        <img src="@routes.Assets.versioned("LongitudeIcon.png")" alt="longitude">
                    </div>
                    <input id="longitude-input" type="text" placeholder="Longitude" required title="Enter a longitude!"><br>
                </div>
            </div>
            <div id="weather-card" class="dashboard-card">
                <h2 class="card-title">Weather</h2>
                <div class="card-divider"></div>
                <div id="temperature-field" class="input-field">
                    <div class="input-field-icon">
                        <img src="@routes.Assets.versioned("TemperatureIcon.png")" alt="temperature">
                    </div>
                    <input id="temperature-input" type="text" placeholder="20" required title="Enter a Temperature!"><br>
                </div>
                <div id="weather-field" class="input-field">
                    <div class="input-field-icon">
                        <img src="@routes.Assets.versioned("WeatherIcon.png")" alt="weather">
                    </div>
                    <select id="weather-select" required title="Choose as weather!">
                        <option selected="selected" value="0">Clear</option>
                        <option value="1">Fog</option>
                        <option value="2">Rain</option>
                        <option value="3">Snow</option>
                        <option value="4">Hail</option>
                        <option value="5">Thunder</option>
                        <option value="6">Tornado</option>
                    </select>
                </div>
            </div>
            <div id="algorithm-card" class="dashboard-card">
                <h2 class="card-title">Algorithm</h2>
                <div class="card-divider"></div>
                <div id="algorithm-field" class="input-field">
                    <div class="input-field-icon">
                        <img src="@routes.Assets.versioned("AlgorithmIcon.png")" alt="algorithm">
                    </div>
                    <select id="algorithm-select" required title="Choose an algorithm to use!">
                        <option selected="selected" value="0">Combined</option>
                        <option value="1">Gradient Boosted Trees</option>
                        <option value="2">Linear Regression with SGD</option>
                        <option value="3">Ridge Regression</option>
                        <option value="4">Random Forest</option>
                    </select>
                </div>
            </div>
        </div>
        <div class="map-section">
            <div id="map-card" class="dashboard-card">
                <h2 class="card-title">Map</h2>
                <div class="card-divider"></div>
                <div id="prediction-map" class="map"></div>
            </div>
        </div>
    </div>
</body>
</html>

================================================
FILE: demand-dashboard/app/views/dashboardSectionHeader.scala.html
================================================
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>Dashboard Section Header</title>
    <link rel="stylesheet" href="@routes.Assets.versioned("main.css")">
    <script src="@routes.Assets.versioned("lib/jquery/jquery.min.js")"></script>

    <script>
        $(function(){
            $(".header-container").load("@routes.HomeController.header()");
        });
    </script>
</head>
<body>
    <div class="header-container"></div>

    <div id="dashboard-header-container" class="section-navbar-container">
        <div id="dashboard-header" class="section-navbar">
            <h4 id="dashboard-analysis"><a href="@routes.HomeController.dashboardAnalysis()">Analysis</a></h4>
            <h4 id="dashboard-prediction"><a href="@routes.HomeController.dashboardPrediction()">Prediction</a></h4>
        </div>
    </div>
</body>
</html>

================================================
FILE: demand-dashboard/app/views/documentationData.scala.html
================================================
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>Documentation Data</title>
    <link rel="stylesheet" href="@routes.Assets.versioned("main.css")">
    <script src="@routes.Assets.versioned("lib/jquery/jquery.min.js")"></script>

    <script>
        $(function(){
            $(".documentation-section-header-container").load("@routes.HomeController.documentationSectionHeader()");
        });
    </script>

    <style>
        #documentation-data {
            color: var(--off-black-color);
            border-bottom: solid 3px var(--off-black-color);
        }
    </style>
</head>
<body>
    <div class="documentation-section-header-container"></div>

    <h1 class="documentation-title">Data</h1>

    <div class="documentation-body">
        <div class="subsection">
            <h1>New York City Taxi Data</h1>
            <p>Our website currently supports the Yellow Taxi Cab Dataset provided by NYC Taxi & Limousine Commission.</p>
        </div>
    </div>
</body>
</html>

================================================
FILE: demand-dashboard/app/views/documentationModels.scala.html
================================================
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>Documentation Models</title>
    <link rel="stylesheet" href="@routes.Assets.versioned("main.css")">
    <script src="@routes.Assets.versioned("lib/jquery/jquery.min.js")"></script>

    <script>
        $(function(){
            $(".documentation-section-header-container").load("@routes.HomeController.documentationSectionHeader()");
            $("#models").addClass("selected");
            console.log("test");
        });
    </script>

    <style>
        #documentation-models {
            color: var(--off-black-color);
            border-bottom: solid 3px var(--off-black-color);
        }
    </style>
</head>
<body>
    <div class="documentation-section-header-container"></div>

    <h1 class="documentation-title">Models</h1>

    <div class="documentation-body">
        <div class="subsection">
            <h1>Gradient-Boosted Trees</h1>
            <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>
        </div>
        <div class="divider"></div>
        <div class="subsection">
            <h1>Linear Regression with Stochastic Gradient Descent</h1>
            <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>
        </div>
        <div class="divider"></div>
        <div class="subsection">
            <h1>Neural Network</h1>
            <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>
        </div>
        <div class="divider"></div>
        <div class="subsection">
            <h1>Random Forest</h1>
            <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>
        </div>
        <div class="divider"></div>
        <div class="subsection">
            <h1>Ridge Regression</h1>
            <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>
        </div>
    </div>
</body>
</html>

================================================
FILE: demand-dashboard/app/views/documentationSectionHeader.scala.html
================================================
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>Documentation Section Header</title>
    <link rel="stylesheet" href="@routes.Assets.versioned("main.css")">
    <script src="@routes.Assets.versioned("lib/jquery/jquery.min.js")"></script>

    <script>
        $(function(){
            $(".header-container").load("@routes.HomeController.header()");
        });
    </script>
</head>
<body>
    <div class="header-container"></div>

    <div class="section-header">
        <div class="section-logo-title">
            <img src="../assets/DocumentationSectionIcon.png" alt="logo">
            <h1>Documentation</h1>
        </div>
    </div>

    <div class="section-navbar-container">
        <div id="documentation-navbar" class="section-navbar">
            <h4 id="documentation-data"><a href="@routes.HomeController.documentationData()">Data</a></h4>
            <h4 id="documentation-models"><a href="@routes.HomeController.documentationModels()">Models</a></h4>
        </div>
    </div>
</body>
</html>

================================================
FILE: demand-dashboard/app/views/header.scala.html
================================================
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>Header</title>
    <link rel="stylesheet" href="@routes.Assets.versioned("main.css")">
</head>
<body>
    <div class="header">
        <div id="logo-title">
            <img src="../assets/KooberLogo.png" alt="logo">
            <h1>Koober</h1>
        </div>
        <div id="navbar">
            <h4><a href="@routes.HomeController.index()">About</a></h4>
            <h4><a href="@routes.HomeController.documentationData()">Documentation</a></h4>
            <h4><a href="@routes.HomeController.dashboardAnalysis()">Dashboard</a></h4>
        </div>
    </div>
</body>
</html>

================================================
FILE: demand-dashboard/app/views/index.scala.html
================================================
<!DOCTYPE html>
<html lang="en">
<head>
    <title>About</title>
    <link rel="stylesheet" href="@routes.Assets.versioned("main.css")">
    <script src="@routes.Assets.versioned("lib/jquery/jquery.min.js")"></script>

    <script>
        $(function(){
            $(".header-container").load("@routes.HomeController.header()");
        });
    </script>
</head>
<body>
    <div class="header-container"></div>

    <div class="section-header">
        <div class="section-logo-title">
            <img src="../assets/AboutSectionIcon.png" alt="logo">
            <h1>About Koober</h1>
        </div>
    </div>

    <div id="about-body">
        <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
            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
            City locations.
        </p>
        <a id="github-button" href="https://github.com/jamesward/koober" target="_blank">Github</a>
    </div>
</body>
</html>

================================================
FILE: demand-dashboard/build.sbt
================================================
name := "demand-dashboard"

libraryDependencies ++= Seq(
  ws,
  "org.webjars" % "jquery-ui" % "1.12.1",
  "org.webjars" % "jquery" % "3.1.1"
)

pipelineStages := Seq(digest)


================================================
FILE: demand-dashboard/conf/application.conf
================================================
play.crypto.secret = "changeme"
play.crypto.secret = ${?CRYPTO_SECRET}

play.i18n.langs = ["en"]

play.http.forwarded.trustedProxies = ["0.0.0.0/0", "::/0"]

predictionio.url = ${PREDICTIONIO_URL}

mapbox.access-token = ${MAPBOX_ACCESS_TOKEN}


================================================
FILE: demand-dashboard/conf/routes
================================================
# Routes
# This file defines all application routes (Higher priority routes first)
# ~~~~

GET     /                                controllers.HomeController.index
GET     /header                          controllers.HomeController.header
GET     /documentation/header            controllers.HomeController.documentationSectionHeader
GET     /documentation/data              controllers.HomeController.documentationData
GET     /documentation/models            controllers.HomeController.documentationModels
GET     /dashboard/header                controllers.HomeController.dashboardSectionHeader
GET     /dashboard/analysis              controllers.HomeController.dashboardAnalysis
GET     /dashboard/prediction            controllers.HomeController.dashboardPrediction
GET     /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)
GET     /analyze                         controllers.HomeController.analyze(algorithm: String, eventTime: String, coordinates: String)
GET     /demand                          controllers.HomeController.demand(lng: Double, lat: Double)
GET     /assets/*file                    controllers.Assets.versioned(path="/public", file)


================================================
FILE: demand-dashboard/public/analysis.js
================================================
$(function() {
  // todo: use a default center based on data
  var mapCenter = [-73.9440917, 40.7682802];

  var actualDemandMap = new mapboxgl.Map({
    container: 'actual-demand-map',
    style: 'mapbox://styles/mapbox/streets-v9',
    zoom: 11,
    center: mapCenter
  });

  var gradientBoostedTreesMap = new mapboxgl.Map({
    container: 'gradient-boosted-trees-map',
    style: 'mapbox://styles/mapbox/streets-v9',
    zoom: 11,
    center: mapCenter
  });

  var linearRegressionMap = new mapboxgl.Map({
    container: 'linear-regression-map',
    style: 'mapbox://styles/mapbox/streets-v9',
    zoom: 11,
    center: mapCenter
  });

  var ridgeRegressionMap = new mapboxgl.Map({
    container: 'ridge-regression-map',
    style: 'mapbox://styles/mapbox/streets-v9',
    zoom: 11,
    center: mapCenter
  });

  var neuralNetworkMap = new mapboxgl.Map({
    container: 'neural-network-map',
    style: 'mapbox://styles/mapbox/streets-v9',
    zoom: 11,
    center: mapCenter
  });

  var randomForestMap = new mapboxgl.Map({
    container: 'random-forest-map',
    style: 'mapbox://styles/mapbox/streets-v9',
    zoom: 11,
    center: mapCenter
  });

  var algorithmMapNames = {"algGBTree":gradientBoostedTreesMap, "algRegression":linearRegressionMap, "ridgeRegression":ridgeRegressionMap, "randomForest":randomForestMap};
  var coordinates = [];
  var updateAlgorithmMapSliderDelay = 200; //Milliseconds
  var updateAlgorithmMapInitialDelay = 1000; //Milliseconds

  $('#datetimepicker').datepicker({
    format: 'mm/dd/yyyy',
    autoclose: true
  });
  var startDate = new Date(2016, 5, 7);
  $('#datetimepicker').datepicker('setDate', startDate);

  $('#time-slider').change(function(e) {
    var input = parseInt(e.target.value);
    current_time = input;
    $('#time-slider-value').html(prettyNumbers(Math.floor(input / 2)) + ":" + prettyNumbers((input % 2) * 30) + "-" +
      (prettyNumbers(Math.floor((input + 1) / 2))) + ":" + prettyNumbers(((input + 1) % 2) * 30))
    updateAllMaps(updateAlgorithmMapSliderDelay)
  });

  function getTimeElements() {
    var datepickerTokens = $("#datetimepicker").val().split("/");
    var month = parseInt(datepickerTokens[0])-1;
    var day = parseInt(datepickerTokens[1]);
    var year = parseInt(datepickerTokens[2]);
    var timeInterval = parseInt($('#time-slider').val());
    var hour = parseInt(timeInterval / 2);
    var minute = 30 * (timeInterval - hour * 2);
    return [year, month, day, hour, minute];
  }

  function getNormalizedTime() {
    [year, month, day, hour, minute] = getTimeElements();
    return Date.UTC(year, month, day, hour, minute, 0, 0) / (1000 * 60 * 30);
  }

  function getDateTime() {
    [year, month, day, hour, minute] = getTimeElements();
    return new Date(year, month, day, hour, minute, 0, 0);
  }

  function buildQueryString(algorithm, coordinates) {
    return "algorithm=" + algorithm + "&eventTime=" + getDateTime().toISOString() + "&coordinates=" + JSON.stringify(coordinates)
  }

  function prettyNumbers(number) {
    var result = number.toString()
    if (result.length == 1) {
      return "0" + result
    }
    return result
  }

  function filterBy(time) {
    var filters = ['==', 'time', time];
    actualDemandMap.setFilter('actual', filters);
  }

  actualDemandMap.on('load', function() {
    actualDemandMap.addSource("actualDemand", {
      type: "geojson",
      data: geoJson
    });

    actualDemandMap.addLayer({
      "id": "actual",
      "type": "circle",
      "source": "actualDemand",
      "paint": {
        "circle-color": {
          property: 'demand',
          stops: [
            [1.0, '#FADBD8'],
            [2.0, '#F1948A'],
            [3.0, '#E74C3C'],
            [4.0, '#B03A2E'],
            [5.0, '#78281F']
          ]
        },
        "circle-radius": {
          'base': 8,
          "property": "demand",
          'stops': [
            [0.0, 8],
            [1.0, 10],
            [2.0, 12],
            [3.0, 14],
            [4.0, 16],
            [5.0, 20]
          ]
        },
        'circle-opacity': 1.0
      }
    });
    updateAllMaps(updateAlgorithmMapInitialDelay)
  });

  function updateAllMaps(delay) {
    filterBy(getNormalizedTime().toString())
    setTimeout(function() {
      for (var algorithmName in algorithmMapNames) {
            updateMapPredictions(algorithmMapNames[algorithmName],algorithmName);
      }
    }, delay);
  }


  function updateMapPredictions(algorithmMap, algorithmName) {
    updateCoordinates();
    if (!coordinates || coordinates.length == 0) {
      return;
    }
    var sourceName = "source" + algorithmName;
    var layerName = "layer" + algorithmName;

    try {
      algorithmMap.removeSource(sourceName);
      algorithmMap.removeLayer(layerName);
    } catch (e) {
      // ignored
    }

    algorithmMap.addSource(sourceName, {
      type: "geojson",
      data: "/analyze?" + buildQueryString(algorithmName, coordinates)
    });

    algorithmMap.addLayer({
      "id": layerName,
      "type": "circle",
      "source": sourceName,
      "paint": {
        "circle-color": {
          property: 'demand',
          stops: [
            [14.0, '#FADBD8'],
            [18.0, '#F1948A'],
            [20.0, '#E74C3C'],
            [24.0, '#B03A2E'],
            [30.0, '#78281F']
          ]
        },
        "circle-radius": {
          'base': 8,
          "property": "demand",
          'stops': [
            [14.0, 8],
            [16.0, 10],
            [18.0, 12],
            [20.0, 14],
            [22.0, 16],
            [25.0, 18],
            [30.0, 20]
          ]
        },
        'circle-opacity': 1.0
      }
    });
  }


  function updateCoordinates() {
      var features = actualDemandMap.queryRenderedFeatures({
        layers: ['actual']
      });
      coordinates = [];
      if (features) {
        for (var i = 0; i < features.length; i++) {
          coordinates.push(features[i].geometry.coordinates);
        }
      }
  }

});

================================================
FILE: demand-dashboard/public/koober-training.js
================================================
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", "properties": {"Primary ID": 1, "time": "814603", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-74.00416564941406, 40.71297836303711]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "815185", "demand": "5"}}, {"geometry": {"type": "Point", "coordinates": [-73.96014404296875, 40.773223876953125]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814185", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.95838928222656, 40.778594970703125]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813821", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.97596740722656, 40.68389129638672]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814338", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.95542907714844, 40.77941131591797]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814252", "demand": "3"}}, {"geometry": {"type": "Point", "coordinates": [-73.95542907714844, 40.77941131591797]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814252", "demand": "3"}}, {"geometry": {"type": "Point", "coordinates": [-73.99475860595703, 40.74000930786133]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814755", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.96971893310547, 40.784698486328125]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814307", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.99153900146484, 40.749061584472656]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814057", "demand": "4"}}, {"geometry": {"type": "Point", "coordinates": [-73.98787689208984, 40.74409103393555]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814453", "demand": "4"}}, {"geometry": {"type": "Point", "coordinates": [-73.98237609863281, 40.73160934448242]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814179", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.98110961914062, 40.77434158325195]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814300", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.98530578613281, 40.758522033691406]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814088", "demand": "3"}}, {"geometry": {"type": "Point", "coordinates": [-73.97590637207031, 40.75571060180664]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "815134", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.96141052246094, 40.79625701904297]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813933", "demand": "3"}}, {"geometry": {"type": "Point", "coordinates": [-73.9903793334961, 40.756900787353516]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814846", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.97827911376953, 40.766510009765625]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814846", "demand": "5"}}, {"geometry": {"type": "Point", "coordinates": [-74.00029754638672, 40.730770111083984]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814031", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.9744873046875, 40.76277542114258]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "815073", "demand": "3"}}, {"geometry": {"type": "Point", "coordinates": [-73.89042663574219, 40.74695587158203]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814868", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-74.00288391113281, 40.76042556762695]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814794", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.94432830810547, 40.780723571777344]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814824", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.98296356201172, 40.755802154541016]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814323", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.9820556640625, 40.72798538208008]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814365", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.9893569946289, 40.742008209228516]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814496", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.97827911376953, 40.766510009765625]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814846", "demand": "5"}}, {"geometry": {"type": "Point", "coordinates": [-73.97272491455078, 40.75840759277344]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814840", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.98177337646484, 40.763118743896484]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814893", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.9893569946289, 40.742008209228516]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814496", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.98614501953125, 40.75935745239258]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814079", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.78144073486328, 40.64487075805664]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813776", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.95667266845703, 40.777992248535156]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813872", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.95667266845703, 40.777992248535156]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813872", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-74.00992584228516, 40.7147216796875]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814125", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-74.00992584228516, 40.7147216796875]}, "type": "Feature", "properties": {"Primary 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"type": "Feature", "properties": {"Primary ID": 1, "time": "814647", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.98745727539062, 40.7442512512207]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813878", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.86383819580078, 40.76987838745117]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814464", "demand": "5"}}, {"geometry": {"type": "Point", "coordinates": [-73.86383819580078, 40.76987838745117]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814464", "demand": "5"}}, {"geometry": {"type": "Point", "coordinates": [-73.95336151123047, 40.77262878417969]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813836", "demand": "3"}}, {"geometry": {"type": "Point", "coordinates": [-73.99665832519531, 40.75310134887695]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814032", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": 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{"geometry": {"type": "Point", "coordinates": [-73.98583221435547, 40.7408561706543]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814229", "demand": "4"}}, {"geometry": {"type": "Point", "coordinates": [-73.96058654785156, 40.76982879638672]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814069", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.99478149414062, 40.740211486816406]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814894", "demand": "3"}}, {"geometry": {"type": "Point", "coordinates": [-73.99116516113281, 40.755531311035156]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814446", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.98983001708984, 40.75663757324219]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813779", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.96216583251953, 40.77920150756836]}, "type": "Feature", "properties": 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{"geometry": {"type": "Point", "coordinates": [-73.98065948486328, 40.78242874145508]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813833", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.96797943115234, 40.762367248535156]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "815183", "demand": "3"}}, {"geometry": {"type": "Point", "coordinates": [-73.98516845703125, 40.72768020629883]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814138", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.9781494140625, 40.76219940185547]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "813845", "demand": "2"}}, {"geometry": {"type": "Point", "coordinates": [-73.78820037841797, 40.64189147949219]}, "type": "Feature", "properties": {"Primary ID": 1, "time": "814515", "demand": "1"}}, {"geometry": {"type": "Point", "coordinates": [-73.78820037841797, 40.64189147949219]}, "type": "Feature", "properties": {"Primary 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================================================
FILE: demand-dashboard/public/main.css
================================================
/*************/
/* Variables */
/*************/

:root {
  --header-height: 60px;
  --edge-padding: 20px;
  --section-height: 400px;
  --section-navbar-height: 40px;
  --section-icon-width: 70px;
  --section-title-font-size: 40px;
  --body-font-size: 18px;
  --navbar-font-size: 14px;
  --teal-color: #89E1D0;
  --dark-teal-color: #4BB7A2;
  --off-black-color: #333333;
  --background-grey-color: #F5F5F5;
  --divider-grey-color: #EEEEEE;
  --text-grey-color: #565a5c;
  --text-light-grey-color: #82888a;
  --field-border-grey-color: #979797;
}

/**********/
/* Global */
/**********/

* {
  font-family: "Avenir Next";
}

html, body {
  height: 100%;
  margin: 0;
  padding: 0;
  background-color: var(--background-grey-color);
}

a {
  text-decoration: none;
}

/**********/
/* Header */
/**********/

.header {
  display: block;
  width: 100%;
  height: var(--header-height);
  background-color: white;
}

#logo-title {
  display: inline-flex;
  margin-left: var(--edge-padding);
  height: 100%;
}

#logo-title img {
  margin: auto 10px auto 0;
  width: 30px;
  height: auto;
}

#logo-title h1 {
  margin: 0;
  font-family: "Avenir Next";
  font-size: 28px;
  font-weight: bold;
  text-align: center;
  vertical-align: middle;
  line-height: var(--header-height);
  color: var(--off-black-color);
}

#navbar {
  display: inline-flex;
  float: right;
  margin-right: var(--edge-padding);
  height: 100%;
}

#navbar h4 {
  font-size: var(--navbar-font-size);
  font-weight: 500;
  margin: auto var(--edge-padding);
  line-height: calc(var(--header-height) / 2.5);
  border-top: solid 2px transparent;
  border-bottom: solid 2px transparent;
  color: var(--off-black-color);
}

#navbar a {
  color: inherit;
  text-decoration: none;
}

#navbar h4:hover {
  border-bottom: solid 2px var(--off-black-color);
}

/**************/
/* About Page */
/**************/

.section-header {
  display: table;
  position: relative;
  width: 100%;
  height: var(--section-height);
  background:
    linear-gradient(
      rgba(137, 225, 207, 0.85), /* teal-color */
      rgba(137, 225, 207, 0.85)
    ),
    url("../assets/Background.png");
}

.section-header img {
  width: var(--section-icon-width);
  height: auto;
}

.section-header h1 {
  margin: var(--edge-padding) auto 0px auto;
  font-size: var(--section-title-font-size);
}

.section-logo-title {
  margin: auto;
  display: table-cell;
  vertical-align: middle;
  text-align: center;
}

#about-body {
  margin: 60px auto;
  width: 60%;
  text-align: center;
}

#about-body p {
  margin: 50px auto;
  font-size: var(--body-font-size);
}

.linked-text {
  color: var(--dark-teal-color);
}

#github-button {
  margin: var(--edge-padding) auto;
  padding: 7px 30px;
  font-weight: 500;
  border-radius: 3px;
  box-shadow: 0px 2px 4px -2px var(--off-black-color);
  background-color: var(--dark-teal-color);
  color: white;
}

#github-button:hover {
  opacity: 0.8;
}

/**********************/
/* Documentation Page */
/**********************/

.documentation-title {
  margin: 60px auto 20px auto;
  display: block;
  width: 60%;
  font-size: var(--section-title-font-size);
  font-weight: normal;
}

.section-navbar-container {
  margin: 0;
  background-color: var(--dark-teal-color);
  height: var(--section-navbar-height);
}

#documentation-navbar {
  display: inline-flex;
  margin-left: 20%;
  width: 60%;
  height: 100%;
}

.section-navbar h4 {
  margin: 0 calc(var(--edge-padding) * 2) 0 0;
  font-size: var(--navbar-font-size);
  font-weight: 500;
  line-height: var(--section-navbar-height);
  color: var(--text-grey-color);
  border-top: solid 2px transparent;
  border-bottom: solid 2px transparent;
}

.section-navbar h4:hover {
  color: var(--off-black-color);
}

.section-navbar a {
  color: inherit;
}

.documentation-body {
  display: block;
  margin: 0 auto 60px auto;
  padding: var(--edge-padding);
  width: 60%;
  background-color: white;
  border-radius: 5px;
}

.subsection {
  display: inline-block;
  width: 100%;
}

.subsection h1 {
  margin: 0 auto 10px auto;
  font-size: var(--body-font-size);
  font-weight: 600;
  color: var(--text-grey-color);
}

.subsection p {
  margin: 0;
  font-size: var(--body-font-size);
  color: var(--text-light-grey-color);
}

.divider {
  margin: var(--edge-padding) auto;
  width: 100%;
  height: 1px;
  background-color: var(--divider-grey-color);
}

/******************/
/* Dashboard Page */
/******************/

#dashboard-header-container {
  background-color: var(--teal-color);
}

#dashboard-header {
  display: inline-flex;
  height: 100%;
  width: 100%;
}

#dashboard-header a {
  text-decoration: none;
}

/* Input fields */

.input-field {
  height: 40px;
  width: 100%;
  margin: 10px auto;
  background-color: var(--divider-grey-color);
  border-radius: 5px;
  border: 1px solid var(--field-border-grey-color);
}

.input-field-icon {
  position: relative;
  min-width: 40px;
  height: 100%;
  border-radius: 5px 0 0 5px;
  border-right: 1px solid var(--field-border-grey-color);
  background-color: #D8D8D8;
}

.input-field-icon img {
  position: absolute;
  margin: auto;
  width: auto;
  height: 24px;
  top:0;
  right: 0;
  bottom:0;
  left: 0;
}

.input-field {
  display: inline-flex;
}

select, input {
  padding: 0 10px;
  width: 100%;
  outline: none;
  -webkit-appearance: none;
  -webkit-border-radius: 0;
  border: none;
  border-radius: 0 5px 5px 0;
  font-size: var(--body-font-size);
  font-weight: 500;
  background-color: var(--divider-grey-color);
  color: #A9A9A9;
}

/* Analysis Dashboard */

#dashboard-analysis {
  margin-left: var(--edge-padding);
}

.interactive-section {
  display: inline-flex;
  width: 100%;
}

#dataset-card {
  width: calc(25% - (var(--edge-padding) * 4));
}

#datetime-slider-card {
  width: calc(75% - (var(--edge-padding) * 4));
}

.all-maps-section {
  flex-wrap: wrap;
  display: flex;
}

.all-maps-section .dashboard-card {
  width: calc(50% - (var(--edge-padding) * 4));
}

.all-maps-section .map {
  height: 300px;
}

.map {
  margin: 10px 0;
  background-color: grey;
  border-radius: 3px;
}

.slider-title {
  width: 54px;
  font-size: var(--body-font-size);
  font-weight: 500;
  color: var(--text-grey-color);
}

.slider-value {
  width: 120px;
  font-size: var(--body-font-size);
  font-weight: normal;
  color: var(--text-grey-color);
}

.datetime-slider-field {
  margin: 5px 0;
  display: inline-flex;
  width: 100%;
}

#date-slider-field {
  margin-top: 10px;
}

.datetime-slider {
  margin: 5px 0;
  width: calc(100% - 174px);
}

.datetime-slider .ui-slider-handle {
  border-color: var(--teal-color);
  background: var(--teal-color);
  border: 1px solid var(--teal-color);
  outline: none;
}

/* Prediction Dashboard */

.prediction-dashboard {
  display: inline-flex;
  width: 100%;
}

.query-section {
  width: 25%;
}

.dashboard-card {
  display: block;
  margin: var(--edge-padding);
  padding: var(--edge-padding);
  background-color: white;
  border-radius: 3px;
  box-shadow: -1px 2px 4px -1px var(--divider-grey-color);
}

.card-title {
  display: inline-block;
  margin: 0;
  font-size: var(--body-font-size);
  font-weight: 600;
  color: var(--text-grey-color);
}

.card-divider {
  display: inline-block;
  width: 100%;
  height: 1px;
  background-color: var(--divider-grey-color);
}

#time-field, #longitude-field, #algorithm-field {
  margin-bottom: 0px;
}

#prediction-map {
  height: 500px;
}

.map-section {
  width: 75%;
}

================================================
FILE: demand-dashboard/public/prediction.js
================================================
$(function() {
  // todo: apply code to demand popup on map

  // todo: use a default center based on data or get user's location
  var mapCenter = [-73.9440917, 40.7682802];
  $("#latitude-input").val(mapCenter[1]);
  $("#longitude-input").val(mapCenter[0]);

  var date = "2017-03-22"
  var time = "16:00"
  var lat = 40.7682802
  var lng = -73.9440917
  var temperature = 20
  var weather = 0
  var weatherArray = [1,0,0,0,0,0,0]
  var algorithm = 0

  $("#date-select").on("change", function(){
    console.log(typeof($("#date-select").val()))
    date = $("#date-select").val()
   });

  $("#time-select").on("change", function(){
    console.log($("#time-select").val())
    time = $("#time-select").val()
   });

  $("#temperature-input").on("input", function(data){
    temperature = parseFloat($("#temperature-input").val());
    console.log(temperature);
    console.log(typeof(temperature));
  });

  $("#weather-select").on("change", function(){
    weather = parseInt($("#weather-select").val())
    console.log(weather)
    console.log(typeof(weather))
    weatherArray = [0,0,0,0,0,0,0]
    weatherArray[weather] = 1
    console.log(weatherArray)
  });

  $("#algorithm-select").on("change", function(){
      algorithm = parseInt($("#algorithm-select").val())
    });


  var predictionMap = new mapboxgl.Map({
    container: 'prediction-map',
    style: 'mapbox://styles/mapbox/streets-v9',
    zoom: 11,
    center: mapCenter
  });


  predictionMap.addControl(new mapboxgl.NavigationControl({position: 'top-left'}));

    var pop = new mapboxgl.Popup()
  predictionMap.on('click', function(data) {

    lat = data.lngLat.lat;
    lng = data.lngLat.lng;
    $("#latitude-input").val(lat);
    $("#longitude-input").val(lng);
    pop.remove()
    pop.setLngLat(data.lngLat)

    try {
      predictionMap.removeSource("demand");
      predictionMap.removeLayer("prediction");
    }
    catch (e) {
      // ignored
    }


    predictionMap.addSource("demand", {
         type: "geojson",
         data: "/predict?" + buildQueryString(lat, lng)
    });
    predictionMap.addLayer({
          "id": "prediction",
          "type": "circle",
          "source": "demand",
          "paint": {
            "circle-color": {
                property: 'demand',
                type: 'exponential',
                stops: [
                      [15.0, '#fee5d9'],
                      [30.0, '#fcae91'],
                      [45.0, '#fb6a4a'],
                      [60.0, '#de2d26'],
                      [75.0, '#a50f15']
                    ]
            },
            "circle-radius": {
                'base': 1.75,
                'stops': [[12, 3], [22, 180]]
            },
            'circle-opacity' : 0.8
          }
      });

  });
    predictionMap.on('data', function (data) {
       try {
           var demands = predictionMap.querySourceFeatures('demand', data.point);
           if (demands[0]){
              pop.setHTML('<h2>Demand:' + demands[0]["properties"]["demand"] + '</h2>')
                   .addTo(predictionMap);
           }
        }
        catch (e) {
          // ignored
//          console.log(e)
        }
    });

    predictionMap.on('mousemove', function (data) {
       try {
//            console.log(data.point)
           var demands = predictionMap.querySourceFeatures('demand', data.point);
           if (demands[0]){
              pop.remove()
              var i = findNearestIndex(demands, data);
              if (i != -1){
                pop.setHTML('<h2>Demand:' + demands[i]["properties"]["demand"] + '</h2>')
                    .addTo(predictionMap);
                pop.setLngLat([demands[i]["geometry"]["coordinates"][0], demands[i]["geometry"]["coordinates"][1]])
              }

           }
        }
        catch (e) {
          // ignored
//              console.log(e)
        }
    });

  function makeCluster(lat, lng) {
    lats = [lat];
    lngs = [lng];
    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);
    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);
    return [lats, lngs];
  }

  function buildQueryJson(lat, lng){
    result = {}
    var datetime = date + " " + time;
    var eventTime = new Date(datetime);
    result = {
    "eventTime":eventTime.toISOString(),
    "lat":lat,
    "lng":lng,
    "temperature":temperature,
    "clear":weatherArray[0],
    "fog":weatherArray[1],
    "rain": weatherArray[2],
    "snow": weatherArray[3],
    "hail": weatherArray[4],
    "thunder":weatherArray[5],
    "tornado":weatherArray[6]
    }
    return JSON.stringify(result)
  }

   function buildQueryString(lat, lng){
       var datetime = date + " " + time;
       var eventTime = new Date(datetime);
       return "eventTime=" + eventTime.toISOString() + "&lat=" + lat +
             "&lng=" + lng + "&temperature=" + temperature + "&clear=" + weatherArray[0] + "&fog=" + weatherArray[1] +
             "&rain=" + weatherArray[2] + "&snow=" + weatherArray[3] + "&hail=" + weatherArray[4]
              + "&thunder=" + weatherArray[5] + "&tornado=" + weatherArray[6] + "&algorithm=" + algorithm
       }
    });

    function findNearestIndex(demands, data){
        var nIndex = 0;
        var nDistance = Number.MAX_SAFE_INTEGER
        for (i = 0; i < demands.length; i++){
            var dist = Math.pow((data.lngLat.lng - demands[i]["geometry"]["coordinates"][0]), 2) + Math.pow((data.lngLat.lat - demands[i]["geometry"]["coordinates"][1]),2);
            if (dist < nDistance){
                nDistance = dist;
                nIndex = i;
            }
        }
        if (nDistance > 0.00002){
            nIndex = -1
            console.log("greater")
        }
        return nIndex;

    }

================================================
FILE: demo-data/build.sbt
================================================
name := "demo-data"

libraryDependencies ++= Seq(
  "org.apache.commons" % "commons-io" % "1.3.2",
  "com.typesafe.akka" %% "akka-stream-kafka" % "0.14",
  "com.typesafe.play" %% "play-json" % "2.5.12",
  "org.slf4j" % "slf4j-simple" % "1.7.21"
)


================================================
FILE: demo-data/src/main/scala/DemoData.scala
================================================
import java.time.ZonedDateTime

import akka.NotUsed
import akka.actor.ActorSystem
import akka.kafka.ProducerSettings
import akka.kafka.scaladsl.Producer
import akka.stream.ActorMaterializer
import akka.stream.scaladsl.{Flow, Sink, Source}
import helpers.KafkaHelper
import org.apache.kafka.clients.producer.ProducerRecord
import org.apache.kafka.common.serialization.StringSerializer
import play.api.libs.json.JsValue

import scala.concurrent.ExecutionContext.Implicits.global
import scala.util.{Failure, Success, Try}

object DemoData extends App {

  implicit val system = ActorSystem()
  implicit val materializer = ActorMaterializer()

  def flowFromDestination(destination: String): Try[Flow[JsValue, JsValue, NotUsed]] = {
    if (destination.toLowerCase == "kafka") {
      val producerSettings = ProducerSettings[String, JsValue](materializer.system, new StringSerializer(), KafkaHelper.jsValueSerializer)
        .withBootstrapServers(KafkaHelper.kafkaUrl(materializer.system.settings.config))

      val sink = Producer.plainSink(producerSettings).contramap[JsValue](new ProducerRecord("rider", "", _))
      Success(Flow[JsValue].alsoTo(sink))
    }
    else if (destination.toLowerCase == "pio") {
      val maybeAccessKey = sys.env.get("PIO_ACCESS_KEY")
      maybeAccessKey.fold[Try[Flow[JsValue, JsValue, NotUsed]]] {
        Failure(new Exception("You must set the PIO_ACCESS_KEY env var!"))
      } { accessKey =>
        println("Sending to PIO: " + PioFlow.pioUrl)
        Success(PioFlow(accessKey))
      }
    }
    else {
      Failure(new Exception(s"The destination $destination must be either kafka or pio"))
    }
  }

  val sourceTry: Try[Source[JsValue, NotUsed]] = args match {
    case Array(destination, dataType, numMonths, sampleRate) if dataType == "ny" =>
      val source = NewYorkDataSource(numMonths.toInt, sampleRate.toInt)
      val flowTry = flowFromDestination(destination).map(source.via)
      flowTry.foreach(_ => println(s"Sending New York data to $destination"))
      flowTry
    case Array(destination, dataType, numRecords, numMonths, numClusters) if dataType == "fake" =>
      val endDate = ZonedDateTime.now()
      val startDate = endDate.minusMonths(numMonths.toInt)
      val source = FakeDataSource(numRecords.toInt, startDate, endDate, numClusters.toInt, 10)
      val flowTry = flowFromDestination(destination).map(source.via)
      flowTry.foreach(_ => println(s"Sending Fake data to $destination"))
      flowTry
    case _ =>
      Failure(CommandNotRecognized())
  }

  sourceTry.foreach { source =>
    val countSink = Sink.fold[Int, JsValue](0) { case (count, _) => count + 1 }

    val flow = source.runWith(countSink)

    flow.onComplete { result =>
      result.foreach { records => println(s"Sent $records records") }
      system.terminate()
    }
  }

  sourceTry.recover {
    case t: Throwable =>
      println(t.getMessage)
      t.printStackTrace()
      system.terminate()
  }

  case class CommandNotRecognized() extends Throwable {
    override def getMessage: String = {
      """Command args must be either:
        | <pio|kafka> ny <number of months> <sample rate>
        | <pio|kafka> fake <number of records> <number of months> <number of clusters>""".stripMargin
    }
  }

}


================================================
FILE: demo-data/src/main/scala/FakeDataSource.scala
================================================
import java.time.{Duration, ZonedDateTime}

import akka.NotUsed
import akka.stream.scaladsl.Source
import org.joda.time.DateTime
import play.api.libs.json.{JsObject, Json}

import scala.collection.immutable.Iterable
import scala.util.Random

object FakeDataSource {

  val baseLat: Double = 40.7550506592
  val baseLng: Double = -73.96534729

  def randomJson(dateTime: ZonedDateTime): JsObject = {
    val randomLat = baseLat + (Random.nextDouble() - 0.5)
    val randomLng = baseLng + (Random.nextDouble() - 0.5)
    val randomTemperature = Random.nextDouble()
    val randomClear = 1
    val randomFog = 0
    val randomRain = 0
    val randomSnow = 0
    val randomHail = 0
    val randomThunder = 0
    val randomTornado = 0
    val randomHeat = Random.nextDouble()
    val randomWindchill = Random.nextDouble()
    val randomPrecipitation = Random.nextDouble()

    Json.obj(
        "properties" -> Json.obj(
          // Location Properties
          "lat" -> randomLat,
          "lng" -> randomLng,
          // Weather Properties
          "temperature" -> randomTemperature,
          "clear" -> randomClear,
          "fog" -> randomFog,
          "rain" -> randomRain,
          "snow" -> randomSnow,
          "hail" -> randomHail,
          "thunder" -> randomThunder,
          "tornado" -> randomTornado,
          "heat" -> randomHeat,
          "windchill" -> randomWindchill,
          "precipitation" -> randomPrecipitation
        ),
        "status" -> "pickup",
        "datetime" -> new DateTime(dateTime.toEpochSecond * 1000)
    )
  }

  def apply(numRecords: Int, startDate: ZonedDateTime, endDate: ZonedDateTime, numClusters: Int, demandDistPerCluster: Int): Source[JsObject, NotUsed] = {

    val timeBetween = Duration.between(startDate, endDate)

    val numBaseRecords = (numRecords * 0.20).toInt

    // 20% of numRecords get random dates
    val baseRandomIterable = Iterable.fill(numBaseRecords) {
      val randomSecondsToAddToStart: Long = (timeBetween.getSeconds * Random.nextDouble()).toLong
      val randomZonedDateTime = startDate.plusSeconds(randomSecondsToAddToStart)
      randomJson(randomZonedDateTime)
    }

    val baseRandomSource = Source[JsObject](baseRandomIterable)

    // 80% of numRecords get clustered with the same date and location
    // todo: is this correctly partitioning?
    val numClusteredRecords = numRecords - numBaseRecords
    val numRecordsPerCluster = (numClusteredRecords.toFloat / numClusters).ceil.toInt
    val clustersIterator = Iterator.fill(numClusteredRecords)(Unit).grouped(numRecordsPerCluster).flatMap { partition =>
      val randomSecondsToAddToStart: Long = (timeBetween.getSeconds * Random.nextDouble()).toLong
      val randomZonedDateTime = startDate.plusSeconds(randomSecondsToAddToStart)
      val json = randomJson(randomZonedDateTime)
      partition.map(_ => json)
    }

    val clusteredSource = Source.fromIterator(() => clustersIterator)

    baseRandomSource ++ clusteredSource
  }

}


================================================
FILE: demo-data/src/main/scala/NewYorkDataSource.scala
================================================
import java.io.{File, FileOutputStream}
import java.net.URL

import akka.NotUsed
import akka.stream.scaladsl.{FileIO, Framing, Source}
import akka.util.ByteString
import org.apache.commons.io.IOUtils
import org.joda.time.format.{DateTimeFormat, DateTimeFormatter}
import play.api.libs.json.{JsObject, Json}

import scala.collection.immutable.Range.Inclusive
import scala.collection.immutable.{IndexedSeq, Seq}
import scala.util.Try

// Right now only yellow cab data
// List of sources: https://github.com/toddwschneider/nyc-taxi-data/blob/master/raw_data_urls.txt
object NewYorkDataSource {

  val years: Inclusive = 2009 to 2016
  val months: Inclusive = 1 to 12
  val yearsMonths: IndexedSeq[(Int, Int)] = for {
    year <- years
    month <- months
    if !(year >= 2016 && month >= 7) // the data does not contain GPS coordinates starting in July 2016
  } yield (year, month)

  val dateTimeFormatter: DateTimeFormatter = DateTimeFormat.forPattern("yyyy-MM-dd HH:mm:ss")

  def filename(yearMonth: (Int, Int)): String = {
    val (year, month) = yearMonth
    val monthString = if (month >= 10) month else "0" + month
    s"yellow_tripdata_$year-$monthString.csv"
  }

  // todo: maybe random files?
  def apply(numMonths: Int, sampleRate: Int): Source[JsObject, NotUsed] = {

    // takes the most recent months
    val filenames: Seq[String] = yearsMonths.takeRight(numMonths).map(filename)

    // todo: don't save these locally if there isn't the space for it
    val files = filenames.map { filename =>

      val url = new URL(s"https://s3.amazonaws.com/predictionio-temp-file/ny_yellowcab_with_weather_data.csv")

      val tmpFile = new File("/tmp", filename)

      if (!tmpFile.exists()) {
        val inputStream = url.openConnection().getInputStream
        val tmpFileOutputStream = new FileOutputStream(tmpFile)

        println(s"Downloading $url to $tmpFile")

        IOUtils.copy(inputStream, tmpFileOutputStream)

        tmpFileOutputStream.close()
        inputStream.close()
      }

      tmpFile
    }

    val fileSources = Source.zipN[ByteString](files.map(file => FileIO.fromPath(file.toPath))).mapConcat(identity)

    val allLinesSource = fileSources.via(Framing.delimiter(ByteString(System.lineSeparator), 10000)).map(_.utf8String)

    val partitionedLinesSource = allLinesSource.grouped(sampleRate).mapConcat(_.headOption.toList)

    // todo: data structure changes?
    val parsedLines = partitionedLinesSource.mapConcat { line =>

      val parseTry = Try {
        val parts = line.split(",")

        val lng = parts(5).toDouble
        val lat = parts(6).toDouble
        val datetime = dateTimeFormatter.parseDateTime(parts(1))
        val temperature = parts(19).toDouble
        val clear = parts(20).toInt
        val fog = parts(21).toInt
        val rain = parts(22).toInt
        val snow = parts(23).toInt
        val hail = parts(24).toInt
        val thunder = parts(25).toInt
        val tornado = parts(26).toInt
        val heat = parts(21).toDouble
        val windchill = parts(22).toDouble
        val precipitation = parts(23).toDouble

        (lat, lng, datetime, temperature, clear, fog, rain, snow, hail, thunder, tornado, heat, windchill, precipitation)
      }

      val onlyGoodLocations = parseTry.filter {
        case (lat, lng, datetime, temperature, clear, fog, rain, snow, hail, thunder, tornado, heat, windchill, precipitation) =>
          lat != 0 && lng != 0
      }

      val jsonTry = onlyGoodLocations.map {
        case (lat, lng, datetime, temperature, clear, fog, rain, snow, hail, thunder, tornado, heat, windchill, precipitation) =>
          Json.obj(
            "properties" -> Json.obj(
              // Location Properties
              "lat" -> lat,
              "lng" -> lng,
              // Weather Properties
              "temperature" -> temperature,
              "clear" -> clear,
              "fog" -> fog,
              "rain" -> rain,
              "snow" -> snow,
              "hail" -> hail,
              "thunder" -> thunder,
              "tornado" -> tornado,
              "heat" -> heat,
              "windchill" -> windchill,
              "precipitation" -> precipitation
            ),
            "status" -> "pickup",
            "datetime" -> datetime
          )
      }

      // we won't be able to parse some rows
      jsonTry.toOption.toList
    }

    parsedLines
  }

}


================================================
FILE: demo-data/src/test/scala/FakeDataSourceSpec.scala
================================================
import java.time.ZonedDateTime

import akka.actor.ActorSystem
import akka.stream.ActorMaterializer
import org.joda.time.DateTime
import org.scalatest.{AsyncFlatSpec, MustMatchers}
import play.api.libs.json.JsObject

class FakeDataSourceSpec extends AsyncFlatSpec with MustMatchers {

  implicit val actorSystem = ActorSystem()
  implicit val materializer = ActorMaterializer()

  it should "generate some records" in {
    val numRecords = 1024
    val numClusters = 10
    val demandDistPerCluster = 10

    val source = FakeDataSource(numRecords, ZonedDateTime.now().minusMonths(1), ZonedDateTime.now(), numClusters, demandDistPerCluster)

    val recordsFuture = source.runFold(Seq.empty[JsObject])(_ :+ _)

    recordsFuture.map { records =>
      records.size must equal (numRecords)
      (records.head \ "datetime").asOpt[DateTime] must be ('defined)
      (records.head \ "datetime").as[DateTime].getYear must equal (ZonedDateTime.now().getYear)
    }
  }

}


================================================
FILE: demo-data/src/test/scala/NewYorkDataSourceSpec.scala
================================================
import akka.actor.ActorSystem
import akka.stream.ActorMaterializer
import akka.stream.scaladsl.Sink
import org.scalatest.{AsyncFlatSpec, BeforeAndAfterAll, MustMatchers}
import play.api.libs.json.JsObject

class NewYorkDataSourceSpec extends AsyncFlatSpec with MustMatchers with BeforeAndAfterAll {

  implicit val actorSystem = ActorSystem()
  implicit val materializer = ActorMaterializer()

  it should "get some records" in {
    val numMonths = 1
    val sampleRate = 100

    val source = NewYorkDataSource(numMonths, sampleRate)

    val sink = Sink.seq[JsObject]

    val recordsFuture = source.runWith(sink)

    recordsFuture.map { records =>
      records must not be 'empty
    }
  }

  override def afterAll(): Unit = {
    actorSystem.terminate()
  }

}


================================================
FILE: flink-client/build.sbt
================================================
name := "flink-client"

libraryDependencies ++= Seq(
  "com.github.jkutner" % "env-keystore" % "0.1.2",
  "org.apache.flink" %% "flink-streaming-scala" % "1.2.0",
  "org.apache.flink" %% "flink-connector-kafka-0.10" % "1.2.0",
  "com.typesafe.play" %% "play-json" % "2.5.12"
)


================================================
FILE: flink-client/src/main/resources/log4j.properties
================================================
log4j.rootLogger=INFO, stdout

log4j.appender.stdout=org.apache.log4j.ConsoleAppender
log4j.appender.stdout.Target=System.out
log4j.appender.stdout.layout=org.apache.log4j.PatternLayout
log4j.appender.stdout.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n


================================================
FILE: flink-client/src/main/scala/FlinkClient.scala
================================================
import java.util.Properties

import org.apache.flink.api.common.typeinfo.TypeInformation
import org.apache.flink.streaming.api.scala._
import org.apache.flink.streaming.api.scala.StreamExecutionEnvironment
import org.apache.flink.streaming.connectors.kafka.FlinkKafkaConsumer010
import org.apache.flink.streaming.util.serialization.DeserializationSchema
import play.api.libs.json.{JsValue, Json}

object FlinkClient extends App {

  val env = StreamExecutionEnvironment.createLocalEnvironment()

  val kafkaConsumerProperties = new Properties()
  kafkaConsumerProperties.setProperty("bootstrap.servers", "localhost:9092")
  kafkaConsumerProperties.setProperty("group.id", "flink")

  val deserializationSchema = new DeserializationSchema[JsValue] {
    override def isEndOfStream(nextElement: JsValue): Boolean = false

    override def deserialize(message: Array[Byte]): JsValue = Json.parse(message)

    override def getProducedType: TypeInformation[JsValue] = createTypeInformation[JsValue]
  }

  val kafkaConsumer = new FlinkKafkaConsumer010[JsValue]("driver", deserializationSchema, kafkaConsumerProperties)

  case class RouteTotals(num: Int = 0, seconds: Int = 0) {
    lazy val average: Int = seconds / num
  }

  val stream = env.addSource(kafkaConsumer)

  val onlyRoutesStream = stream.flatMap(_.\("route").toOption).keyBy(_ => "") // todo: should partition by broad location

  val routeTotalsStream = onlyRoutesStream.fold(RouteTotals()) { case (routeTotals, jsValue) =>
    val seconds = (jsValue \ "duration").as[Float].toInt
    routeTotals.copy(routeTotals.num + 1, routeTotals.seconds + seconds)
  }

  routeTotalsStream.map(_.average).print()

  env.execute()

}


================================================
FILE: kafka-common/build.sbt
================================================
name := "kafka-common"

libraryDependencies ++= Seq(
  "org.apache.kafka" % "kafka-clients" % "0.10.1.1",
  "com.github.jkutner" % "env-keystore" % "0.1.2",
  "com.typesafe.play" %% "play-json" % "2.5.12" exclude("com.fasterxml.jackson.core", "jackson-databind")
)


================================================
FILE: kafka-common/src/main/scala/helpers/KafkaHelper.scala
================================================
package helpers

import com.github.jkutner.EnvKeyStore
import com.typesafe.config.{Config, ConfigFactory}
import org.apache.kafka.clients.CommonClientConfigs
import org.apache.kafka.common.config.SslConfigs
import org.apache.kafka.common.serialization.{Deserializer, Serializer}
import play.api.libs.json.{JsValue, Json}

import scala.collection.JavaConverters._
import scala.util.Try

object KafkaHelper {

  lazy val sslConfig: Config = {
    val envTrustStore = EnvKeyStore.createWithRandomPassword("KAFKA_TRUSTED_CERT")
    val envKeyStore = EnvKeyStore.createWithRandomPassword("KAFKA_CLIENT_CERT_KEY", "KAFKA_CLIENT_CERT")

    val trustStore = envTrustStore.storeTemp()
    val keyStore = envKeyStore.storeTemp()

    ConfigFactory.parseMap(
      Map(
        "kafka-clients" -> Map(
          CommonClientConfigs.SECURITY_PROTOCOL_CONFIG -> "SSL",
          SslConfigs.SSL_CLIENT_AUTH_CONFIG -> "required",
          SslConfigs.SSL_TRUSTSTORE_TYPE_CONFIG -> envTrustStore.`type`(),
          SslConfigs.SSL_TRUSTSTORE_LOCATION_CONFIG -> trustStore.getAbsolutePath,
          SslConfigs.SSL_TRUSTSTORE_PASSWORD_CONFIG -> envTrustStore.password(),
          SslConfigs.SSL_KEYSTORE_TYPE_CONFIG -> envKeyStore.`type`(),
          SslConfigs.SSL_KEYSTORE_LOCATION_CONFIG -> keyStore.getAbsolutePath,
          SslConfigs.SSL_KEYSTORE_PASSWORD_CONFIG -> envKeyStore.password
        ).asJava
      ).asJava
    )
  }

  def maybeKafkaUrl(config: Config): Try[String] = {
    Try(config.getString("kafka.url")).map { kafkaUrl =>
      import java.net.URI

      val kafkaUrls = kafkaUrl.split(",").map { urlString =>
        val uri = new URI(urlString)
        Seq(uri.getHost, uri.getPort).mkString(":")
      }

      kafkaUrls.mkString(",")
    }
  }

  def kafkaUrl(config: Config = ConfigFactory.empty()): String = maybeKafkaUrl(config).getOrElse("localhost:9092")

  def kafkaConfig(config: Config, configKey: String): Config = {
    val baseConfig = Try(config.getConfig(configKey)).getOrElse(ConfigFactory.empty())
    maybeKafkaUrl(config).map(_ => baseConfig.withFallback(sslConfig)).getOrElse(baseConfig)
  }

  val jsValueSerializer = new JsValueSerializer()

  val jsValueDeserializer = new JsValueDeserializer()

}

class JsValueSerializer extends Serializer[JsValue] {
  override def configure(configs: java.util.Map[String, _], isKey: Boolean): Unit = Unit
  override def close(): Unit = Unit
  override def serialize(topic: String, jsValue: JsValue): Array[Byte] = jsValue.toString().getBytes
}

class JsValueDeserializer extends Deserializer[JsValue] {
  override def configure(configs: java.util.Map[String, _], isKey: Boolean): Unit = Unit
  override def close(): Unit = Unit
  override def deserialize(topic: String, data: Array[Byte]): JsValue = Json.parse(data)
}


================================================
FILE: kafka-server/build.sbt
================================================
libraryDependencies += "org.apache.kafka" %% "kafka" % "0.10.1.1"


================================================
FILE: kafka-server/src/main/resources/log4j.properties
================================================
log4j.rootLogger=INFO, stdout

log4j.appender.stdout=org.apache.log4j.ConsoleAppender
log4j.appender.stdout.Target=System.out
log4j.appender.stdout.layout=org.apache.log4j.PatternLayout
log4j.appender.stdout.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n


================================================
FILE: kafka-server/src/main/scala/KafkaServer.scala
================================================
import java.net.InetSocketAddress
import java.nio.file.Files
import java.util.Properties

import kafka.server.{KafkaConfig, KafkaServerStartable}
import org.apache.zookeeper.server.{ServerConfig, ZooKeeperServerMain}
import org.apache.zookeeper.server.quorum.QuorumPeerConfig

object KafkaServer extends App {

  val quorumConfiguration = new QuorumPeerConfig {
    override def getDataDir: String = Files.createTempDirectory("zookeeper").toString
    override def getDataLogDir: String = Files.createTempDirectory("zookeeper-logs").toString
    override def getClientPortAddress: InetSocketAddress = new InetSocketAddress(2181)
  }

  class StoppableZooKeeperServerMain extends ZooKeeperServerMain {
    def stop(): Unit = shutdown()
  }

  val zooKeeperServer = new StoppableZooKeeperServerMain()

  val zooKeeperConfig = new ServerConfig()
  zooKeeperConfig.readFrom(quorumConfiguration)

  val zooKeeperThread = new Thread {
    override def run(): Unit = zooKeeperServer.runFromConfig(zooKeeperConfig)
  }

  zooKeeperThread.start()


  val kafkaProperties = new Properties()
  kafkaProperties.put("zookeeper.connect", "localhost:2181")
  kafkaProperties.put("broker.id", "1")
  kafkaProperties.put("log.dirs", Files.createTempDirectory("kafka-logs").toString)

  val kafkaConfig = KafkaConfig.fromProps(kafkaProperties)

  val kafka = new KafkaServerStartable(kafkaConfig)

  kafka.startup()

  zooKeeperThread.join()

  kafka.shutdown()
  kafka.awaitShutdown()

  zooKeeperServer.stop()

}


================================================
FILE: kafka-to-cassandra/build.sbt
================================================
name := "kafka-to-cassandra"

libraryDependencies ++= Seq(
  "org.apache.spark" %% "spark-core" % "2.1.0",
  "org.apache.spark" %% "spark-sql" % "2.1.0",
  "org.apache.spark" %% "spark-streaming" % "2.1.0",
  "org.apache.spark" %% "spark-streaming-kafka-0-10" % "2.1.0",
  "com.datastax.spark" %% "spark-cassandra-connector" % "2.0.0-M3"
)


================================================
FILE: kafka-to-cassandra/src/main/resources/log4j.properties
================================================
log4j.rootLogger=INFO, stdout

log4j.appender.stdout=org.apache.log4j.ConsoleAppender
log4j.appender.stdout.Target=System.out
log4j.appender.stdout.layout=org.apache.log4j.PatternLayout
log4j.appender.stdout.layout.ConversionPattern=%d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n


================================================
FILE: kafka-to-cassandra/src/main/scala/KafkaToCassandra.scala
================================================
import java.util.UUID

import com.datastax.driver.core.{Cluster, ConsistencyLevel}
import com.datastax.spark.connector.streaming._
import com.datastax.spark.connector.writer.WriteConf
import com.datastax.spark.connector.SomeColumns
import helpers.{JsValueDeserializer, KafkaHelper}
import org.apache.kafka.common.serialization.StringDeserializer
import org.apache.spark.sql.SparkSession
import org.apache.spark.streaming.kafka010.{ConsumerStrategies, KafkaUtils, LocationStrategies}
import org.apache.spark.streaming.{Seconds, StreamingContext}
import org.apache.spark.{SparkConf, SparkContext}
import play.api.libs.json.JsValue

object KafkaToCassandra extends App {

  // setup cassandra
  val cluster = Cluster.builder().addContactPoint("127.0.0.1").build()
  val cassandraSession = cluster.connect()
  cassandraSession.execute("CREATE KEYSPACE IF NOT EXISTS koober WITH replication = {'class':'SimpleStrategy', 'replication_factor':3};")
  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);")
  cluster.close()


  val conf = new SparkConf(true).set("spark.cassandra.connection.host", "127.0.0.1").set("spark.sql.warehouse.dir", "spark-warehouse")
  val context = new SparkContext("local", "KafkaToCassandra", conf)
  val streamingContext = new StreamingContext(context, Seconds(1))
  val sparkSession = SparkSession.builder.config(conf).getOrCreate()

  import sparkSession.implicits._

  val kafkaParams = Map(
    "bootstrap.servers" -> KafkaHelper.kafkaUrl(),
    "key.deserializer" -> classOf[StringDeserializer],
    "value.deserializer" -> classOf[JsValueDeserializer],
    "group.id" -> "kafka-to-cassandra"
  )

  val ls = LocationStrategies.PreferBrokers
  val cs = ConsumerStrategies.Subscribe[String, JsValue](List("driver", "rider"), kafkaParams)
  val rawKafkaStream = KafkaUtils.createDirectStream(streamingContext, ls, cs)

  case class Route(uid: String, driver: Option[String], rider: Option[String], lnglat: Map[String, Float], status: Option[String], route: Option[String])

  val jobStream = rawKafkaStream.map { consumerRecord =>
    Route(
      UUID.randomUUID().toString,
      (consumerRecord.value() \ "driver").asOpt[String],
      (consumerRecord.value() \ "rider").asOpt[String],
      (consumerRecord.value() \ "lngLat").asOpt[Map[String, Float]].getOrElse(Map.empty[String, Float]),
      (consumerRecord.value() \ "status").asOpt[String],
      (consumerRecord.value() \ "route").asOpt[String]
    )
  }

  val columnMapping = SomeColumns("uid", "driver", "rider", "lnglat", "status", "route")
  val cassandraWriteConf = WriteConf.fromSparkConf(conf).copy(consistencyLevel = ConsistencyLevel.ONE)
  jobStream.saveToCassandra("koober", "routes", columnMapping, cassandraWriteConf)
  jobStream.foreachRDD(_.toDF().show())

  streamingContext.start()
  streamingContext.awaitTermination()

}


================================================
FILE: pio-client/build.sbt
================================================
name := "pio-client"

libraryDependencies ++= Seq(
  "com.typesafe.akka" %% "akka-stream-kafka" % "0.14",
  "com.typesafe.play" %% "play-json" % "2.5.12",
  "com.typesafe.play" %% "play-ws" % "2.5.12"
)


================================================
FILE: pio-client/src/main/scala/PioClient.scala
================================================
import java.util.UUID

import akka.NotUsed
import akka.actor.ActorSystem
import akka.kafka.scaladsl.Consumer
import akka.kafka.{ConsumerSettings, Subscriptions}
import akka.stream.ActorMaterializer
import akka.stream.scaladsl.{Flow, Sink}
import helpers.KafkaHelper
import org.apache.kafka.common.serialization.StringDeserializer
import org.joda.time.DateTime
import play.api.http.Status
import play.api.libs.json.{JsObject, JsValue, Json}
import play.api.libs.ws.ahc.AhcWSClient

import scala.concurrent.ExecutionContext.Implicits.global
import scala.concurrent.Future

object PioClient extends App {

  implicit val system = ActorSystem()
  implicit val materializer = ActorMaterializer()

  val keyDeserializer = new StringDeserializer()

  val consumerSettings = ConsumerSettings(system, keyDeserializer, KafkaHelper.jsValueDeserializer)
    .withBootstrapServers(KafkaHelper.kafkaUrl(system.settings.config))
    .withGroupId("pio-client")

  val subscriptions = Subscriptions.topics("rider")
  val source = Consumer.plainSource(consumerSettings, subscriptions)

  val accessKey: String = sys.env("PIO_ACCESS_KEY")

  source.map(_.value()).via(PioFlow(accessKey)).runWith(Sink.ignore)
}

object PioFlow {

  val pioUrl: String = "http://localhost:7070/events.json"

  def apply(accessKey: String)(implicit materializer: ActorMaterializer): Flow[JsValue, JsValue, NotUsed] = {
    val wsClient = AhcWSClient()

    materializer.system.registerOnTermination(wsClient.close())

    Flow[JsValue].mapAsync(50) { kafkaJson =>
      val status = (kafkaJson \ "status").as[String]
      val dateTime = (kafkaJson \ "datetime").as[DateTime]
      val properties = (kafkaJson \ "properties").as[JsObject]

      val pioJson = Json.obj(
        "event" -> status,
        "entityId" -> UUID.randomUUID(),
        "entityType" -> "location",
        "properties" -> properties,
        "eventTime" -> dateTime.toString
      )

      wsClient.url(pioUrl).withQueryString("accessKey" -> accessKey).post(pioJson).flatMap { response =>
        response.status match {
          case Status.CREATED => Future.successful(response.json)
          case _ => Future.failed(new Exception((response.json \ "message").as[String]))
        }
      }
    }
  }
}


================================================
FILE: pio-client/src/test/scala/PioClientSpec.scala
================================================
import akka.actor.ActorSystem
import akka.stream.ActorMaterializer
import akka.stream.scaladsl.{Sink, Source}
import org.joda.time.DateTime
import org.scalatest.{AsyncFlatSpec, MustMatchers}
import play.api.libs.json.{JsValue, Json}

class PioClientSpec extends AsyncFlatSpec with MustMatchers {

  implicit val actorSystem = ActorSystem()
  implicit val materializer = ActorMaterializer()

  it should "send data to PIO" in {
    if (sys.env.get("PIO_ACCESS_KEY").isDefined) {
      val source = Source.single(
        Json.obj(
          "status" -> "foo",
          "datetime" -> DateTime.now(),
          "lngLat" -> Json.obj()
        )
      )

      val sink = Sink.fold[Seq[JsValue], JsValue](Seq.empty[JsValue])(_ :+ _)

      val pioFlow = PioFlow(sys.env("PIO_ACCESS_KEY"))

      source.via(pioFlow).runWith(sink).map { jsValues =>
        jsValues.size must equal(1)
      }
    }
    else {
      cancel("You need to set the PIO_ACCESS_KEY env var")
    }
  }

}


================================================
FILE: pio-engine/build.sbt
================================================
name := "predictionio-load-forecasting"

scalaVersion := "2.11.8"

val sparkVersion = "2.1.1"

libraryDependencies ++= Seq(
  "org.apache.predictionio" %% "apache-predictionio-core" % "0.11.0-incubating" % "provided",
  "org.apache.spark" %% "spark-core" % sparkVersion % "provided",
  "org.apache.spark" %% "spark-mllib" % sparkVersion % "provided"
)

stage := {
  assembly.value
  assemblyPackageDependency.value
}


================================================
FILE: pio-engine/engine.json
================================================
{
  "id": "default",
  "description": "Demand Prediction for NYC Taxi",
  "engineFactory": "edu.cs5152.predictionio.demandforecasting.ForecastingEngine",
  "datasource": {
    "params": {
      "appName": "koober"
    }
  },
  "algorithms": [
      {
        "name": "algGBTree",
        "params": {
        "iterations": 200,
        "maxDepth": 4
        }
      }
      ,
      {
        "name": "algRegression",
        "params": {
        "iterations": 500,
        "miniBatchFraction" : 0.5,
        "regParam" : 0.5,
        "stepSize": 0.01
        }
      },
      {
        "name": "ridgeRegression",
        "params": {
          "iterations": 500,
          "miniBatchFraction" : 0.5,
          "regParam" : 0.5,
          "stepSize": 0.01
        }
      },
      {
        "name": "randomForest",
        "params": {
          "numTrees": 4,
          "maxDepth": 8,
          "numBins": 10
        }
      }
  ]
}



================================================
FILE: pio-engine/project/assembly.sbt
================================================
addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.4")

addSbtPlugin("com.typesafe.sbt" % "sbt-native-packager" % "1.1.6")


================================================
FILE: pio-engine/src/main/scala/Algorithm.scala
================================================
package edu.cs5152.predictionio.demandforecasting

import grizzled.slf4j.Logger
import org.apache.predictionio.controller.{CustomQuerySerializer, P2LAlgorithm, Params}
import org.apache.spark.SparkContext
import org.apache.spark.mllib.clustering.KMeansModel
import org.apache.spark.mllib.feature.StandardScalerModel
import org.apache.spark.mllib.linalg.Vectors
import org.apache.spark.mllib.regression.{LinearRegressionModel, LinearRegressionWithSGD}
import org.joda.time.DateTime

case class AlgorithmParams(
  iterations:        Int    = 500,
  regParam:          Double = 0.0,
  miniBatchFraction: Double = 0.5,
  stepSize:          Double = 0.01
) extends Params

class Algorithm(val ap: AlgorithmParams)
  extends P2LAlgorithm[PreparedData, Model, Query, PredictedResult] with MyQuerySerializer {

  @transient lazy val logger = Logger[this.type]

  def train(sc: SparkContext, preparedData: PreparedData): Model = {
    val lin = new LinearRegressionWithSGD()

    lin.setIntercept(true)
    lin.setValidateData(true)
    lin.optimizer
      .setNumIterations(ap.iterations)
      .setMiniBatchFraction(ap.miniBatchFraction)
      .setStepSize(ap.stepSize)
      .setRegParam(ap.regParam)

    val linearRegressionModel = lin.run(preparedData.data)
    new Model(linearRegressionModel, Preparator.locationClusterModel.get, Preparator.standardScalerModel.get)
  }

  def predict(model: Model, query: Query): PredictedResult = {
    val label : Double = model.predict(query)
    new PredictedResult(label, Map("algRegression" -> label))
  }
}

class Model(mod: LinearRegressionModel, locationClusterModel: KMeansModel, standardScalerModel: StandardScalerModel) extends Serializable {
  @transient lazy val logger = Logger[this.type]

  def predict(query: Query): Double = {
    val normalizedFeatureVector = standardScalerModel.transform(Preparator.toFeaturesVector(DateTime.parse(query.eventTime),
      query.temperature, query.clear, query.fog, query.rain, query.snow, query.hail, query.thunder, query.tornado))
    val locationClusterLabel = locationClusterModel.predict(Vectors.dense(query.lat, query.lng))
    val features = Preparator.combineFeatureVectors(normalizedFeatureVector, locationClusterLabel)
    mod.predict((features))
  }
}

trait MyQuerySerializer extends CustomQuerySerializer {
  @transient override lazy val querySerializer = org.json4s.DefaultFormats ++ org.json4s.ext.JodaTimeSerializers.all
}



================================================
FILE: pio-engine/src/main/scala/AlgorithmGBTree.scala
================================================
package edu.cs5152.predictionio.demandforecasting
import grizzled.slf4j.Logger
import org.apache.predictionio.controller.{CustomQuerySerializer, P2LAlgorithm, Params}
import org.apache.spark.SparkContext
import org.apache.spark.mllib.clustering.KMeansModel
import org.apache.spark.mllib.linalg.Vectors
import org.apache.spark.mllib.regression.LinearRegressionModel
import org.apache.spark.mllib.feature.StandardScalerModel
import org.apache.spark.mllib.tree.GradientBoostedTrees
import org.apache.spark.mllib.tree.configuration.BoostingStrategy
import org.apache.spark.mllib.tree.model.GradientBoostedTreesModel
import org.joda.time.DateTime

/**
  * Created by YitingWang on 3/2/17.
  */

case class GBTreeParams(
  iterations:        Int = 100,
  maxDepth:          Int = 10
) extends Params

class AlgorithmGBTree(val ap: GBTreeParams)
  extends P2LAlgorithm[PreparedData, ModelGBTree, Query, PredictedResult] with MyQuerySerializer{

  override def train(sc: SparkContext, preparedData: PreparedData): ModelGBTree ={
    val boostingStrategy = BoostingStrategy.defaultParams("Regression")
    boostingStrategy.setNumIterations(ap.iterations)
    boostingStrategy.getTreeStrategy().setMaxDepth(ap.maxDepth)

    val gradientBoostedTreeModel = GradientBoostedTrees.train(preparedData.data, boostingStrategy)
    new ModelGBTree(gradientBoostedTreeModel, Preparator.locationClusterModel.get, Preparator.standardScalerModel.get)
  }

  override def predict(model: ModelGBTree, query: Query): PredictedResult = {
    val label : Double = model.predict(query)
    new PredictedResult(label, Map("algGBTree" -> label))
  }
}

class ModelGBTree(mod: GradientBoostedTreesModel, locationClusterModel: KMeansModel, standardScalerModel: StandardScalerModel) extends Serializable { // will not be DateTime after changes
// to Preparator
@transient lazy val logger = Logger[this.type]

  def predict(query: Query): Double = {
    val normalizedFeatureVector = standardScalerModel.transform(Preparator.toFeaturesVector(DateTime.parse(query.eventTime),
      query.temperature, query.clear, query.fog, query.rain, query.snow, query.hail, query.thunder, query.tornado))
    val locationClusterLabel = locationClusterModel.predict(Vectors.dense(query.lat, query.lng))
    val features = Preparator.combineFeatureVectors(normalizedFeatureVector, locationClusterLabel)
    mod.predict(features)
  }
}


================================================
FILE: pio-engine/src/main/scala/Coder.scala
================================================
package detrevid.predictionio.loadforecasting

import scala.math.{cos, sin, Pi}

object Coder {
  def simpleCoding(value: Int, maxValue: Int): Array[Double] = {
    Array[Double](value.toDouble / maxValue.toDouble)
  }

  def circleCoding(value: Int, maxValue: Int): Array[Double] = {
    Array[Double](cos(2 * Pi * (value.toDouble / maxValue.toDouble)),
      sin(2 * Pi * (value.toDouble / maxValue.toDouble)))
  }

  def dummyCoding(value: Int, maxValue: Int): Array[Double] = {
    val arr = Array.fill[Double](maxValue)(0.0)
    if (value != 0) arr(value - 1) = 1.0
    arr
  }

  def effectCoding(value: Int, maxValue: Int): Array[Double] = {
    var arr = Array.fill[Double](maxValue)(0.0)
    if (value != 0) arr(value - 1) = 1.0
    else arr = arr map (_ => -1.0)
    arr
  }
}


================================================
FILE: pio-engine/src/main/scala/DataSource.scala
================================================
package edu.cs5152.predictionio.demandforecasting

import org.apache.predictionio.controller.PDataSource
import org.apache.predictionio.controller.EmptyEvaluationInfo
import org.apache.predictionio.controller.Params
import org.apache.predictionio.controller.SanityCheck
import org.apache.predictionio.data.store.PEventStore
import grizzled.slf4j.Logger
import org.apache.spark.SparkContext
import org.apache.spark.rdd.RDD
import org.joda.time.DateTime

case class DataSourceParams(
                             appName: String,
                             evalK: Option[Double]
                           ) extends Params

class UserEvent(
  val eventTime:   DateTime,
  val lat:         Double,
  val lng:         Double,
  val temperature: Double,
  val clear:       Int,
  val fog:         Int,
  val rain:        Int,
  val snow:        Int,
  val hail:        Int,
  val thunder:     Int,
  val tornado:     Int

) extends Serializable

class DataSource(val dsp: DataSourceParams)
  extends PDataSource[TrainingData, EmptyEvaluationInfo, Query, ActualResult] {

  type UserEvents = RDD[UserEvent]

  @transient lazy val logger = Logger[this.type]

  def readData(sc: SparkContext): UserEvents = {
    PEventStore.find(
      appName = dsp.appName,
      entityType = Some("location"))(sc)
      .map { event =>
      try {
        new UserEvent(
          eventTime = event.eventTime,
          lat = event.properties.get[Double]("lat"),
          lng = event.properties.get[Double]("lng"),
          temperature = event.properties.get[Double]("temperature"),
          clear = event.properties.get[Int]("clear"),
          fog = event.properties.get[Int]("fog"),
          rain = event.properties.get[Int]("rain"),
          snow = event.properties.get[Int]("snow"),
          hail = event.properties.get[Int]("hail"),
          thunder = event.properties.get[Int]("thunder"),
          tornado = event.properties.get[Int]("tornado")
        )
      } catch {
        case e: Exception =>
          logger.error(s"Failed to get properties $event.properties of" +
            s" $event.entityId. Exception: $e.")
          throw e
      }
    }
      .cache()
  }

  override
  def readTraining(sc: SparkContext): TrainingData = {
    val data: UserEvents = readData(sc)
    new TrainingData(data)
  }

  override
  def readEval(sc: SparkContext)
  : Seq[(TrainingData, EmptyEvaluationInfo, RDD[(Query, ActualResult)])] = {
    require(dsp.evalK.nonEmpty, "DataSourceParams.evalK must not be None")

    val data: UserEvents = readData(sc) // have eventTime, lng and lat

    // splitting by time based on what evalK is. evalK should be the percent of data to be in the training points
    val evalK = dsp.evalK.get
    val sortedData = data.sortBy(ue=>ue.eventTime.getMillis());
    val indexedPoints: RDD[(UserEvent, Long)] = sortedData.zipWithIndex()
    val count = sortedData.count().toInt
    val trainingPoints = indexedPoints.filter(_._2 <= evalK*count).map(_._1)
    val testingPoints = indexedPoints.filter(_._2 > evalK*count).map(_._1)
    (0 until count).map { idx =>
      val testingNormalized = KooberUtil.createNormalizedMap(testingPoints)
      val testingCountMap = KooberUtil.createCountMap(testingNormalized.values)
      val testingNormalizedMap = testingNormalized.collectAsMap()
      (
        new TrainingData(trainingPoints),
        new EmptyEvaluationInfo(),
        testingPoints.map {
          p => (new Query(p.eventTime.toString(), p.lat, p.lng, p.temperature, p.clear, p.fog, p.rain, p.snow, p.hail,
            p.thunder, p.tornado),
            new ActualResult(testingCountMap(testingNormalizedMap(p.eventTime))))
        }
      )
    }
  }
}

class TrainingData(
  val data: RDD[UserEvent]
) extends Serializable with SanityCheck {


  override def sanityCheck(): Unit = {
    require(data.take(1).nonEmpty, s"data cannot be empty!")
  }
}


================================================
FILE: pio-engine/src/main/scala/Engine.scala
================================================
package edu.cs5152.predictionio.demandforecasting

import org.apache.predictionio.controller.{Engine, EngineFactory}
import org.joda.time.DateTime

class Query(
             val eventTime: String,
             val lng: Double,
             val lat: Double,
             val temperature: Double,
             val clear: Int,
             val fog: Int,
             val rain: Int,
             val snow: Int,
             val hail: Int,
             val thunder: Int,
             val tornado: Int

) extends Serializable

class PredictedResult(
                       val demand: Double,
                       val algorithms: Map[String, Double]
                     ) extends Serializable

class ActualResult(
                    val demand: Double
                  ) extends Serializable

object ForecastingEngine extends EngineFactory {
  def apply() = {
    new Engine(
      classOf[DataSource],
      classOf[Preparator],
      Map("algRegression" -> classOf[Algorithm],
          "algGBTree"     -> classOf[AlgorithmGBTree],
          "ridgeRegression" -> classOf[RidgeRegressionAlgorithm],
          "randomForest" -> classOf[RandomForestAlgorithm]),

      classOf[Serving])
  }
}


================================================
FILE: pio-engine/src/main/scala/Evaluation.scala
================================================
package edu.cs5152.predictionio.demandforecasting

import org.apache.predictionio.controller.AverageMetric
import org.apache.predictionio.controller.EmptyEvaluationInfo
import org.apache.predictionio.controller.EngineParams
import org.apache.predictionio.controller.EngineParamsGenerator
import org.apache.predictionio.controller.Evaluation

import org.apache.spark.SparkContext
import org.apache.spark.rdd.RDD

import math.{pow, sqrt}

case class RMSEMetric()
  extends AverageMetric[EmptyEvaluationInfo, Query, PredictedResult, ActualResult] {

  override
  def calculate(sc: SparkContext,
                evalDataSet: Seq[(EmptyEvaluationInfo,
                  RDD[(Query, PredictedResult, ActualResult)])]): Double = {
    sqrt(super.calculate(sc, evalDataSet))
  }

  def calculate(query: Query, predicted: PredictedResult, actual: ActualResult): Double =
    pow(predicted.demand - actual.demand, 2)

  override
  def compare(r0: Double, r1: Double): scala.Int = {
    -1 * super.compare(r0, r1)
  }
}

object RMSEEvaluation extends Evaluation {
  engineMetric = (ForecastingEngine(), new RMSEMetric())
}

object EngineParamsList extends EngineParamsGenerator {

  private[this] val baseEP = EngineParams(
    dataSourceParams = DataSourceParams(appName = "koober", evalK = Some(0.8)))

  engineParamsList = Seq(
    baseEP.copy(
      algorithmParamsList = Seq(
        ("algGBTree", GBTreeParams(iterations = 20, maxDepth = 10)),
        ("algGBTree", GBTreeParams(iterations = 20, maxDepth = 20))
      )),
    baseEP.copy(
      algorithmParamsList = Seq(
        ("algRegression", AlgorithmParams(iterations = 1000, miniBatchFraction = 0.5, stepSize = 0.01)),
        ("algRegression", AlgorithmParams(iterations = 5000, miniBatchFraction = 0.5, stepSize = 0.01))
      )),
    baseEP.copy(
      algorithmParamsList = Seq(
        ("ridgeRegression", RidgeRegressionParams(iterations = 1000, miniBatchFraction = 1.0, stepSize = 0.01, regParam = 0.5)),
        ("ridgeRegression", RidgeRegressionParams(iterations = 5000, miniBatchFraction = 1.0, stepSize = 0.01, regParam = 0.5)),
        ("ridgeRegression", RidgeRegressionParams(iterations = 5000, miniBatchFraction = 1.0, stepSize = 0.01, regParam = 1.0))
      )),
    baseEP.copy(
      algorithmParamsList = Seq(
        ("randomForest", ForestParams(numTrees = 10, maxDepth = 10, numBins = 32)),
        ("randomForest", ForestParams(numTrees = 30, maxDepth = 20, numBins = 32)),
        ("randomForest", ForestParams(numTrees = 100, maxDepth = 30, numBins = 64))
      ))
  )
}



================================================
FILE: pio-engine/src/main/scala/KooberUtil.scala
================================================
package edu.cs5152.predictionio.demandforecasting


import grizzled.slf4j.Logger
import org.apache.spark.SparkContext
import org.apache.spark.mllib.clustering.KMeansModel
import org.apache.spark.mllib.linalg.{Vector, Vectors}
import org.apache.spark.mllib.regression.LabeledPoint
import org.apache.spark.rdd.RDD
import org.joda.time.DateTime

/**
  * Created by YitingWang on 2/12/17.
  */
object KooberUtil {

  val TIME_INTERVAL_LENGTH = "halfHour"


  def createNormalizedMap(values:RDD[UserEvent]): RDD[(DateTime,Long)] =
  {
    values.map(ev =>
      (ev.eventTime, normalize(ev.eventTime, "halfHour"))) //CHANGE THIS to change the granularity of how to group demands
  }
  /**
    * create a map from eventTime to Normalized eventTime
    * @param timeAndLocationLabels
    * @return
    */
  def createTimeToNormalizedTimeMap(timestamps:RDD[DateTime]): RDD[(DateTime,Long)] ={
    timestamps.map(time =>
      (time, normalize(time, TIME_INTERVAL_LENGTH)))//CHANGE THIS to change the granularity of how to group demands
  }

  def createNormalizedTimeAndLocationLabelTuple(timeAndLocationLabels:RDD[(DateTime, Int)]):RDD[(Long, Int)] = {
    timeAndLocationLabels.map(timeAndLocationLabel =>
      (normalize(timeAndLocationLabel._1, TIME_INTERVAL_LENGTH), timeAndLocationLabel._2))
  }

  /**
    * create a map from normalized eventTime to the count (demand)
    * @param values
    * @return
    */
  def createCountMap(values: RDD[Long])={
    val timeMap: RDD[(Long,Long)] = values.map(normalizedTime => (normalizedTime, 1))
    timeMap.countByKey()//foldByKey(0)((x, y) => x+y)
  }

  def normalize(eventTime: DateTime): Long = {
    normalize(eventTime, TIME_INTERVAL_LENGTH)
  }

  /**
    * Based on different metrics, try to normalize the event time into a long so we can calculate demand
    * @param eventTime
    * @param metric
    *        Supports: minute, fiveMinutes, halfHour, hour
    * @return
    */
  def normalize(eventTime: DateTime, metric: String): Long ={
    metric match{
      case "minute"         => eventTime.getMillis()/(1000*60)
      case "fiveMinutes"    => eventTime.getMillis()/(1000*60*5)
      case "halfHour"       => eventTime.getMillis()/(1000*60*30)
      case "hour"           => eventTime.getMillis()/(1000*60*60)
      case _                => throw new NotImplementedError("This normalization method is not implemented")
    }
  }

  def denormalize(normalizedTime: Long): DateTime = {
    TIME_INTERVAL_LENGTH match{
      case "minute"         => new DateTime(normalizedTime*(1000*60))
      case "fiveMinutes"    => new DateTime(normalizedTime*(1000*60*5))
      case "halfHour"       => new DateTime(normalizedTime*(1000*60*30))
      case "hour"           => new DateTime(normalizedTime*(1000*60*60))
      case _                => throw new NotImplementedError("This normalization method is not implemented")
    }
  }

  def bool2int(b:Boolean) = if (b) 1 else 0


  def convertIntToBinaryArray(n:Int, size:Int):Array[Double] = {
    val ret = new Array[Double](size)
    for( a <- 0 to (size-1)){
      ret.update(a, bool2int(n == a))
    }
    ret
  }
}



================================================
FILE: pio-engine/src/main/scala/Preparator.scala
================================================
package edu.cs5152.predictionio.demandforecasting


import grizzled.slf4j.Logger
import org.apache.predictionio.controller.{PPreparator, SanityCheck}
import org.apache.spark.SparkContext
import org.apache.spark.mllib.clustering.{KMeans, KMeansModel}
import org.apache.spark.mllib.feature.{StandardScaler, StandardScalerModel}
import org.apache.spark.mllib.linalg.{Vector, Vectors}
import org.apache.spark.mllib.regression.LabeledPoint
import org.apache.spark.rdd.RDD
import org.joda.time.DateTime

class PreparedData(
    val data: RDD[LabeledPoint]
) extends Serializable
    with SanityCheck {


  override def sanityCheck(): Unit = {
    require(data.take(1).nonEmpty, s"data cannot be empty!")
  }
}

class Preparator extends PPreparator[TrainingData, PreparedData] {

  @transient lazy val logger = Logger[this.type]

  def prepare(sc: SparkContext, trainingData: TrainingData): PreparedData = {

    // clustering coordinates and assign cluster labels.
    val standardScaler = new StandardScaler(true, true)//Used to calculate mean and std so that we can normalize features
    val locationData = trainingData.data map {entry => Vectors.dense(entry.lat, entry.lng)}

    // store them statically so that we can use them when querying
    Preparator.locationClusterModel = Some(KMeans.train(locationData, Preparator.numOfClustersForLocationModel,
      Preparator.numOfIterationsForLocationModel))

    val timeAndLatLng = trainingData.data map {entry => (entry.eventTime, entry.lat, entry.lng)} distinct()
    val timeAndLocationLabels = timeAndLatLng map {
      entry => (entry._1, Preparator.locationClusterModel.get.predict(Vectors.dense(entry._2, entry._3)))
    } cache()

    val normalizedTimeAndLocationLabels = KooberUtil.createNormalizedTimeAndLocationLabelTuple(timeAndLocationLabels)
    val countMap = normalizedTimeAndLocationLabels.countByValue()

    val timeToWeatherMap = trainingData.data map { trainingDataEntry =>
      (KooberUtil.normalize(trainingDataEntry.eventTime), (trainingDataEntry.temperature, trainingDataEntry.clear, trainingDataEntry.fog, trainingDataEntry.rain,
        trainingDataEntry.snow, trainingDataEntry.hail, trainingDataEntry.thunder, trainingDataEntry.tornado))
    } collectAsMap()

    val featureVector = normalizedTimeAndLocationLabels map { entry =>
      val weatherDataTuple = timeToWeatherMap.get(entry._1).get
      val denormalizedEventTime = KooberUtil.denormalize(entry._1)
      Preparator.toFeaturesVector(denormalizedEventTime, weatherDataTuple._1,
        weatherDataTuple._2, weatherDataTuple._3, weatherDataTuple._4, weatherDataTuple._5, weatherDataTuple._6,
        weatherDataTuple._7, weatherDataTuple._8)
    } cache()

    // store them statically so that we can normalize query data during query time
    Preparator.standardScalerModel = Some(standardScaler.fit(featureVector))

    val data = normalizedTimeAndLocationLabels map { entry =>
      val demand = countMap.get(entry).get
      val weatherDataTuple = timeToWeatherMap.get(entry._1).get
      val denormalizedEventTime = KooberUtil.denormalize(entry._1)
      val timeFeatureVector = Preparator.toFeaturesVector(denormalizedEventTime, weatherDataTuple._1,
        weatherDataTuple._2, weatherDataTuple._3, weatherDataTuple._4, weatherDataTuple._5, weatherDataTuple._6,
        weatherDataTuple._7, weatherDataTuple._8)
      val normalizedTimeFeatureVector = Preparator.standardScalerModel.get.transform(timeFeatureVector)
      LabeledPoint(demand, Preparator.combineFeatureVectors(normalizedTimeFeatureVector, entry._2))
    } cache ()

    new PreparedData(data)
  }
}

object Preparator {

  @transient lazy val logger = Logger[this.type]
  var locationClusterModel: Option[KMeansModel] = None
  var standardScalerModel: Option[StandardScalerModel] = None
  val numOfClustersForLocationModel = 200
  val numOfIterationsForLocationModel = 100

  def toFeaturesVector(eventTime: DateTime, temperature: Double, clear: Int, fog: Int, rain: Int, snow: Int, hail: Int, thunder: Int, tornado: Int): Vector = {
    Vectors.dense(Array(
      eventTime.dayOfWeek().get().toDouble,
      eventTime.dayOfMonth().get().toDouble,
      eventTime.minuteOfDay().get().toDouble,
      eventTime.monthOfYear().get().toDouble,
      temperature,
      clear.toDouble,
      fog.toDouble,
      rain.toDouble,
      snow.toDouble,
      hail.toDouble,
      thunder.toDouble,
      tornado.toDouble
    ))
  }

  def combineFeatureVectors(normalizedFeatureVector: Vector, locationClusterLabel: Int): Vector = {
    val timeFeatures = normalizedFeatureVector.toArray
    val locationFeatureOneHotEncoding = KooberUtil.convertIntToBinaryArray(locationClusterLabel, numOfClustersForLocationModel)
    Vectors.dense(timeFeatures ++ locationFeatureOneHotEncoding)
  }
}


================================================
FILE: pio-engine/src/main/scala/RandomForestAlgorithm.scala
================================================
package edu.cs5152.predictionio.demandforecasting

import grizzled.slf4j.Logger
import org.apache.predictionio.controller.{P2LAlgorithm, Params}
import org.apache.spark.SparkContext
import org.apache.spark.mllib.clustering.KMeansModel
import org.apache.spark.mllib.feature.StandardScalerModel
import org.apache.spark.mllib.linalg.Vectors
import org.apache.spark.mllib.tree.RandomForest
import org.apache.spark.mllib.tree.model.RandomForestModel
import org.joda.time.DateTime

case class ForestParams (
                          numTrees: Int = 10,
                          maxDepth: Int = 10,
                          numBins:  Int = 32
                        ) extends Params

class RandomForestAlgorithm(val fp: ForestParams)
  extends P2LAlgorithm[PreparedData, ForestModel, Query, PredictedResult] with MyQuerySerializer {

  @transient lazy val logger = Logger[this.type]

  def train(sc: SparkContext, preparedData: PreparedData): ForestModel = {
    val randomForestModel = RandomForest.trainRegressor(preparedData.data, Map[Int,Int](), fp.numTrees, "auto",
      "variance", fp.maxDepth, fp.numBins);
    new ForestModel(randomForestModel, Preparator.locationClusterModel.get, Preparator.standardScalerModel.get)
  }

  def predict(model: ForestModel, query: Query): PredictedResult = {
    val label : Double = model.predict(query)
    new PredictedResult(label, Map("randomForest" -> label))
  }
}

class ForestModel(mod: RandomForestModel, locationClusterModel: KMeansModel, standardScalerModel: StandardScalerModel) extends Serializable {
  @transient lazy val logger = Logger[this.type]

  def predict(query: Query): Double = {
    val normalizedFeatureVector = standardScalerModel.transform(Preparator.toFeaturesVector(DateTime.parse(query.eventTime),
      query.temperature, query.clear, query.fog, query.rain, query.snow, query.hail, query.thunder, query.tornado))
    val locationClusterLabel = locationClusterModel.predict(Vectors.dense(query.lat, query.lng))
    val features = Preparator.combineFeatureVectors(normalizedFeatureVector, locationClusterLabel)
    mod.predict(features)
  }
}




================================================
FILE: pio-engine/src/main/scala/RidgeRegressionAlgorithm.scala
================================================
package edu.cs5152.predictionio.demandforecasting

import grizzled.slf4j.Logger
import org.apache.predictionio.controller.{CustomQuerySerializer, P2LAlgorithm, Params}
import org.apache.spark.SparkContext
import org.apache.spark.mllib.classification.{LogisticRegressionModel, LogisticRegressionWithLBFGS}
import org.apache.spark.mllib.clustering.KMeansModel
import org.apache.spark.mllib.feature.StandardScalerModel
import org.apache.spark.mllib.linalg.Vectors
import org.apache.spark.mllib.optimization.SquaredL2Updater
import org.apache.spark.mllib.regression.{RidgeRegressionModel, RidgeRegressionWithSGD, LinearRegressionModel, LinearRegressionWithSGD}
import org.joda.time.DateTime

case class RidgeRegressionParams(
    iterations:        Int    = 1000,
    regParam:          Double = 0.5,
    miniBatchFraction: Double = 1.0,
    stepSize:          Double = 0.01
) extends Params

class RidgeRegressionAlgorithm(val ap: RidgeRegressionParams)
  extends P2LAlgorithm[PreparedData, RidgeRegressionAlgorithmModel, Query, PredictedResult] with MyQuerySerializer {

  @transient lazy val logger = Logger[this.type]

  def train(sc: SparkContext, preparedData: PreparedData): RidgeRegressionAlgorithmModel = {
//    val logisticRegression = new LogisticRegressionWithLBFGS()
    val ridgeRegressionWithSGD = new RidgeRegressionWithSGD();

    ridgeRegressionWithSGD.setIntercept(true)
    ridgeRegressionWithSGD.setValidateData(true)
    ridgeRegressionWithSGD.optimizer
      .setNumIterations(ap.iterations)
      .setMiniBatchFraction(ap.miniBatchFraction)
      .setStepSize(ap.stepSize)
      .setRegParam(ap.regParam)

// We can use the following sampling to reduce training set by sampling or increase training set by bootstrap
//    val sample = preparedData.data.sample(true, 0.01).cache();
//    sample.foreach(println)

    val ridgeRegressionModel = ridgeRegressionWithSGD.run(preparedData.data)
//    println(logisticRegressionModel.intercept)
//    println(logisticRegressionModel.weights)
    new RidgeRegressionAlgorithmModel(ridgeRegressionModel, Preparator.locationClusterModel.get, Preparator.standardScalerModel.get)
  }

  def predict(model: RidgeRegressionAlgorithmModel, query: Query): PredictedResult = {
    val label : Double = model.predict(query)
    new PredictedResult(label, Map("ridgeRegression" -> label))
  }
}

class RidgeRegressionAlgorithmModel(mod: RidgeRegressionModel, locationClusterModel: KMeansModel, standardScalerModel: StandardScalerModel) extends Serializable {
  @transient lazy val logger = Logger[this.type]

  def predict(query: Query): Double = {
    val normalizedFeatureVector = standardScalerModel.transform(Preparator.toFeaturesVector(DateTime.parse(query.eventTime),
      query.temperature, query.clear, query.fog, query.rain, query.snow, query.hail, query.thunder, query.tornado))
    val locationClusterLabel = locationClusterModel.predict(Vectors.dense(query.lat, query.lng))
    val features = Preparator.combineFeatureVectors(normalizedFeatureVector, locationClusterLabel)
    mod.predict(features)
  }
}




================================================
FILE: pio-engine/src/main/scala/Serving.scala
================================================
package edu.cs5152.predictionio.demandforecasting

import org.apache.predictionio.controller.LServing

class Serving extends LServing[Query, PredictedResult] {

  override def serve(query: Query,
                     predictedResults: Seq[PredictedResult]): PredictedResult = {

    val algorithms : Map[String, Double] = predictedResults.foldLeft(Map.empty[String, Double]) {
      (acc: Map[String, Double], pred: PredictedResult) =>
        (acc.keySet ++ pred.algorithms.keySet).map(i=>
          (i, acc.getOrElse(i, 0.0) + pred.algorithms.getOrElse(i,0.0))).toMap
    }

    val demand = predictedResults.foldLeft(0.0) {
      (acc : Double, pred: PredictedResult) =>
        acc + pred.demand
    }

    new PredictedResult(demand / predictedResults.length, algorithms)
  }
}


================================================
FILE: pio-engine/template.json
================================================
{"pio": {"version": { "min": "0.11.0-incubating" }}}


================================================
FILE: pio-s3/build.sbt
================================================
name := "pio-data-s3"

libraryDependencies ++= Seq(
  "jp.co.bizreach" %% "aws-s3-scala" % "0.0.11",
  "org.apache.predictionio" %% "apache-predictionio-data" % "0.11.0-incubating" % "provided"
)

assemblyOption in assembly := (assemblyOption in assembly).value.copy(includeScala = false)

assemblyJarName in assembly := "pio-s3.jar"

stage := assembly.value


================================================
FILE: pio-s3/src/main/scala/pio/s3/S3Models.scala
================================================
package pio.s3

import java.io.ByteArrayInputStream

import awscala.s3.S3
import com.amazonaws.services.s3.model.ObjectMetadata
import grizzled.slf4j.Logging
import org.apache.predictionio.data.storage.{Model, Models, StorageClientConfig}

import scala.io.Source
import scala.util.Try

class S3Models(s3: S3, config: StorageClientConfig, prefix: String) extends Models with Logging {

  private val s3BucketName = config.properties("BUCKET_NAME")

  def insert(model: Model): Unit = {
    val objectMetadata = new ObjectMetadata()
    val inputStream = new ByteArrayInputStream(model.models)
    s3.putObject(s3BucketName, model.id, inputStream, objectMetadata)
    inputStream.close()
  }

  def get(id: String): Option[Model] = {
    Try(s3.getObject(s3BucketName, id)).toOption.map { s3Object =>
      val inputStream = s3Object.getObjectContent
      val byteArray = Source.fromInputStream(inputStream).map(_.toByte).toArray
      inputStream.close()
      Model(id, byteArray)
    }
  }

  def delete(id: String): Unit = {
    s3.deleteObject(s3BucketName, id)
  }

}


================================================
FILE: pio-s3/src/main/scala/pio/s3/StorageClient.scala
================================================
package pio.s3

import awscala.Region
import grizzled.slf4j.Logging
import jp.co.bizreach.s3scala.S3
import org.apache.predictionio.data.storage.{BaseStorageClient, StorageClientConfig}

class StorageClient(val config: StorageClientConfig) extends BaseStorageClient with Logging {
  override val prefix = "S3"

  private val accessKeyId = config.properties("ACCESS_KEY_ID")
  private val secretAccessKey = config.properties("SECRET_ACCESS_KEY")

  override val client: awscala.s3.S3 = S3(accessKeyId, secretAccessKey)(Region.US_EAST_1)
}


================================================
FILE: project/build.properties
================================================
sbt.version=0.13.13


================================================
FILE: project/plugins.sbt
================================================
addSbtPlugin("com.typesafe.play" % "sbt-plugin" % "2.5.12")

addSbtPlugin("com.typesafe.sbt" % "sbt-digest" % "1.1.1")

addSbtPlugin("com.eed3si9n" % "sbt-assembly" % "0.14.4")


================================================
FILE: sbt
================================================
#!/bin/bash
SBT_OPTS="-Xms512M -Xmx1536M -Xss1M -XX:+CMSClassUnloadingEnabled -XX:MaxPermSize=256M"
java $SBT_OPTS -jar `dirname $0`/sbt-launch.jar "$@"


================================================
FILE: sbt.cmd
================================================
@REM sbt launcher script
@setlocal enabledelayedexpansion

@echo off

set ERROR_CODE=0
set SBT_LAUNCH_JAR=%~dp0%sbt-launch.jar

@REM Detect if we were double clicked, although theoretically A user could manually run cmd /c
for %%x in (%cmdcmdline%) do if %%~x==/c set DOUBLECLICKED=1

@REM We use the value of the JAVACMD environment variable if defined
set _JAVACMD=%JAVACMD%

if "%_JAVACMD%"=="" (
  if not "%JAVA_HOME%"=="" (
    if exist "%JAVA_HOME%\bin\java.exe" set "_JAVACMD=%JAVA_HOME%\bin\java.exe"

    @@REM if there is a java home set we make sure it is the first picked up when invoking 'java'
    SET "PATH=%JAVA_HOME%\bin;%PATH%"
  )
)

if "%_JAVACMD%"=="" set _JAVACMD=java

@REM Detect if this java is ok to use.
for /F %%j in ('"%_JAVACMD%" -version  2^>^&1') do (
  if %%~j==java set JAVAINSTALLED=1
  if %%~j==openjdk set JAVAINSTALLED=1
)

@REM Detect the same thing about javac
if "%_JAVACCMD%"=="" (
  if not "%JAVA_HOME%"=="" (
    if exist "%JAVA_HOME%\bin\javac.exe" set "_JAVACCMD=%JAVA_HOME%\bin\javac.exe"
  )
)
if "%_JAVACCMD%"=="" set _JAVACCMD=javac
for /F %%j in ('"%_JAVACCMD%" -version 2^>^&1') do (
  if %%~j==javac set JAVACINSTALLED=1
)

@REM Check what Java version is being used
for /f "tokens=3" %%g in ('java -version 2^>^&1 ^| findstr /i "version"') do (
  set JAVA_VERSION=%%g
)

@REM Strips away the " characters
set JAVA_VERSION=%JAVA_VERSION:"=%

@REM Make sure Java 8 is installed
for /f "delims=. tokens=1-3" %%v in ("%JAVA_VERSION%") do (
  set MAJOR=%%v
  set MINOR=%%w
  set BUILD=%%x

  if "!MINOR!" GEQ "8" (
    set HASJAVA8=true
  )
)

@REM BAT has no logical or, so we do it OLD SCHOOL! Oppan Redmond Style
set JAVAOK=true
if not defined JAVAINSTALLED set JAVAOK=false
if not defined JAVACINSTALLED set JAVAOK=false
if not defined HASJAVA8 set JAVAOK=false

if "%JAVAOK%"=="false" (
  echo.
  echo A Java 8 JDK is not installed or can't be found.
  if not "%JAVA_HOME%"=="" (
    echo JAVA_HOME = "%JAVA_HOME%"
  )
  echo.
  echo Please go to
  echo   http://www.oracle.com/technetwork/java/javase/downloads/index.html
  echo and download a valid Java 8 JDK and install before running sbt.
  echo.
  echo If you think this message is in error, please check
  echo your environment variables to see if "java.exe" and "javac.exe" are
  echo available via JAVA_HOME or PATH.
  echo.
  if defined DOUBLECLICKED pause
  exit /B 1
)

if "%~1"=="shell" (
  set CMDS=
) else (
  if "%~1"=="" (
    set CMDS=default
  ) else (
    set CMDS=%~1
  )
)

set SBT_OPTS=-Xms512M -Xmx1024M -Xss1M -XX:MetaspaceSize=64M -XX:MaxMetaspaceSize=256M -XX:+CMSClassUnloadingEnabled

@REM Checks if the command contains spaces to know if it should be wrapped in quotes or not
set NON_SPACED_CMD=%_JAVACMD: =%

@REM Run sbt
if "%_JAVACMD%"=="%NON_SPACED_CMD%" %_JAVACMD% %SBT_OPTS% -jar "%SBT_LAUNCH_JAR%" %CMDS%
if NOT "%_JAVACMD%"=="%NON_SPACED_CMD%" "%_JAVACMD%" %SBT_OPTS% -jar "%SBT_LAUNCH_JAR%" %CMDS%

if ERRORLEVEL 1 goto error
goto end

:error
set ERROR_CODE=1

:end

@endlocal

exit /B %ERROR_CODE%

================================================
FILE: subproc.sh
================================================
#!/bin/bash

if [ "$SUB_APP" = "pio-engine" ]; then

  if [ "$PIO_HOME" = "" ]; then
    echo "Downloading PredictionIO"
    wget https://${BUCKETEER_BUCKET_NAME}.s3.amazonaws.com/public/PredictionIO-0.11.0-incubating.zip
    echo "Unzipping"
    unzip PredictionIO-0.11.0-incubating.zip
    PIO_HOME=~/PredictionIO-0.11.0-incubating
  fi

  if [ "$DATABASE_URL" != "" ]; then
    # from: http://stackoverflow.com/a/17287984/77409
    # extract the protocol
    proto="`echo $DATABASE_URL | grep '://' | sed -e's,^\(.*://\).*,\1,g'`"
    # remove the protocol
    url=`echo $DATABASE_URL | sed -e s,$proto,,g`

    # extract the user and password (if any)
    userpass="`echo $url | grep @ | cut -d@ -f1`"
    pass=`echo $userpass | grep : | cut -d: -f2`
    if [ -n "$pass" ]; then
        user=`echo $userpass | grep : | cut -d: -f1`
    else
        user=$userpass
    fi

    # extract the host -- updated
    hostport=`echo $url | sed -e s,$userpass@,,g | cut -d/ -f1`
    port=`echo $hostport | grep : | cut -d: -f2`
    if [ -n "$port" ]; then
        host=`echo $hostport | grep : | cut -d: -f1`
    else
        host=$hostport
    fi

    # extract the path (if any)
    path="`echo $url | grep / | cut -d/ -f2-`"

    echo "PIO_STORAGE_SOURCES_PGSQL_URL=jdbc:postgresql://$hostport/$path" >> $PIO_HOME/conf/pio-env.sh
    echo "PIO_STORAGE_SOURCES_PGSQL_USERNAME=$user" >> $PIO_HOME/conf/pio-env.sh
    echo "PIO_STORAGE_SOURCES_PGSQL_PASSWORD=$pass" >> $PIO_HOME/conf/pio-env.sh
  fi

  if [ "$BUCKETEER_AWS_ACCESS_KEY_ID" != "" ]; then
    echo "PIO_STORAGE_REPOSITORIES_MODELDATA_SOURCE=S3" >> $PIO_HOME/conf/pio-env.sh
    echo "PIO_STORAGE_SOURCES_S3_TYPE=pio.s3" >> $PIO_HOME/conf/pio-env.sh
    echo "PIO_STORAGE_SOURCES_S3_ACCESS_KEY_ID=${BUCKETEER_AWS_ACCESS_KEY_ID}" >> $PIO_HOME/conf/pio-env.sh
    echo "PIO_STORAGE_SOURCES_S3_SECRET_ACCESS_KEY=${BUCKETEER_AWS_SECRET_ACCESS_KEY}" >> $PIO_HOME/conf/pio-env.sh
    echo "PIO_STORAGE_SOURCES_S3_BUCKET_NAME=${BUCKETEER_BUCKET_NAME}" >> $PIO_HOME/conf/pio-env.sh
  fi

  cp pio-s3/target/scala-2.11/pio-s3.jar $PIO_HOME/lib/spark

  cd pio-engine

  if [ "$1" = "web" ]; then
    echo "Temporarily bind port $PORT to avoid Heroku boot timeout"

    mkdir tmp
    pushd tmp
      python -m SimpleHTTPServer $PORT > /dev/null & echo $! > pid
    popd
  fi

  if [ "$1" = "web" ]; then
    echo "Build finished. Cleaning up the temporary port bind"
    cat tmp/pid | xargs kill -9
    rm -r tmp/

    echo "Starting the PredictionIO Service"
    if [ "$PORT" = "" ]; then
      $PIO_HOME/bin/pio deploy
    else
      $PIO_HOME/bin/pio deploy --port $PORT
    fi
  fi

  if [ "$1" = "train" ]; then
    $PIO_HOME/bin/pio build
    $PIO_HOME/bin/pio train
  fi
elif [ "$SUB_APP" = "demand-dashboard" ]; then
  demand-dashboard/target/universal/stage/bin/demand-dashboard -Dhttp.port=${PORT}
fi


================================================
FILE: weather-backfill/weather-import.py
================================================
#!/usr/bin/python

import requests
import csv
import time
import datetime
import sys
import getopt

cache = {}
def compareObs(ob1, ob2):
    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']):
        return 1;
    elif int(ob1['date']['hour']) == int(ob2['date']['hour']) and int(ob1['date']['min']) == int(ob2['date']['min']):
        return 0;
    else:
        return -1;

def cmp_to_key(mycmp):
    'Convert a cmp= function into a key= function'
    class K(object):
        def __init__(self, obj, *args):
            self.obj = obj
        def __lt__(self, other):
            return mycmp(self.obj, other.obj) < 0
        def __gt__(self, other):
            return mycmp(self.obj, other.obj) > 0
        def __eq__(self, other):
            return mycmp(self.obj, other.obj) == 0
        def __le__(self, other):
            return mycmp(self.obj, other.obj) <= 0  
        def __ge__(self, other):
            return mycmp(self.obj, other.obj) >= 0
        def __ne__(self, other):
            return mycmp(self.obj, other.obj) != 0
    return K

def getWeatherData(pickup_hour, observations):
    for observation in observations:
        if observation['date']['hour'] == pickup_hour:
            fog = observation['fog']
            rain = observation['rain']
            snow = observation['snow']
            hail = observation['hail']
            thunder = observation['thunder']
            tornado = observation['tornado']
            heat = 0 if observation['heatindexm'] == '-9999' else observation['heatindexm']
            windchill = 0 if observation['windchillm'] == '-999' else observation['windchillm']
            precipitation = 0 if observation['precipm'] == '-9999.00' else observation['precipm']
            clear = '0'
            if fog == '0' and rain == '0' and snow == '0' and hail == '0' and thunder == '0' and tornado == '0':
                clear = '1'
            return {'temp': observation['tempm'], 'clear':clear, 'fog':fog, 'rain':rain, 'snow':snow, 'hail':hail, 'thunder':thunder, 'tornado':tornado, 
            'heat':heat, 'windchill':windchill, 'precipitation':precipitation}

def import_weather_data(inputfile, outputfile):
    with open(inputfile, newline='') as csvfile:
        datareader = csv.DictReader(csvfile)
        # row_count = sum(1 for row in datareader)
        headers = datareader.fieldnames
        headers.extend(['temp', 'clear', 'fog', 'rain', 'snow', 'hail', 'thunder', 'tornado', 'heat', 'windchill', 'precipitation'])
        with open(outputfile, 'w') as csvfile:
            outputfilewriter = csv.DictWriter(csvfile, delimiter=',', quotechar='|', fieldnames=headers)
            # print(headers)
            outputfilewriter.writeheader()
            for row in datareader:
                if datareader.line_num % 10000 == 0:
                    print('line number: ' + str(datareader.line_num))
                pickup_datetime = datetime.datetime.strptime(row['tpep_pickup_datetime'], "%Y-%m-%d %H:%M:%S");
                pickup_date = pickup_datetime.strftime('%Y%m%d')
                pickup_hour = pickup_datetime.strftime('%H')
                # print(pickup_date)
                if pickup_date not in cache:
                    url = "http://api.wunderground.com/api/c05d3c35081ff3d9/history_" + pickup_date + "/q/NY/New_York.json"
                    # print(url)
                    r = requests.get(url)
                    response_json = r.json()
                    observations = response_json['history']['observations']
                    cache[pickup_date] = sorted(observations, key=cmp_to_key(compareObs))
                weather_data = getWeatherData(pickup_hour, cache[pickup_date])
                row.update(weather_data)
                # print(row)
                outputfilewriter.writerow(row)

def main(argv):
   inputfile = ''
   outputfile = ''
   try:
      opts, args = getopt.getopt(argv,"hi:o:",["ifile=","ofile="])
   except getopt.GetoptError:
      print('WeatherImport.py -i <inputfile> -o <outputfile>')
      sys.exit(2)
   for opt, arg in opts:
      if opt == '-h':
         print('WeatherImport.py -i <inputfile> -o <outputfile>')
         sys.exit()
      elif opt in ("-i", "--ifile"):
         inputfile = arg
      elif opt in ("-o", "--ofile"):
         outputfile = arg
   print('Input file is "', inputfile)
   print('Output file is "', outputfile)
   import_weather_data(inputfile, outputfile)

main(sys.argv[1:])

================================================
FILE: webapp/app/Module.scala
================================================
import com.google.inject.AbstractModule
import services.{Kafka, KafkaImpl}

class Module extends AbstractModule {

  override def configure() = {
    bind(classOf[Kafka]).to(classOf[KafkaImpl])
  }

}


================================================
FILE: webapp/app/controllers/HomeController.scala
================================================
package controllers

import javax.inject._

import akka.stream.scaladsl.Flow
import org.apache.kafka.clients.producer.ProducerRecord
import play.api.Configuration
import play.api.libs.json.JsValue
import play.api.mvc.{Action, Controller, WebSocket}
import services.Kafka


@Singleton
class HomeController @Inject() (kafka: Kafka, configuration: Configuration) extends Controller {

  lazy val mapboxAccessToken: String = configuration.getString("mapbox.access-token").get

  def driver = Action { implicit request =>
    Ok(views.html.driver(routes.HomeController.driverWs().webSocketURL(), mapboxAccessToken))
  }

  def rider = Action { implicit request =>
    Ok(views.html.rider(routes.HomeController.riderWs().webSocketURL(), mapboxAccessToken))
  }

  // sink is incoming driver messages
  // source is outgoing rider messages
  def driverWs = WebSocket.accept { _ =>
    val sink = kafka.sink.contramap[JsValue](new ProducerRecord("driver", "", _))
    val source = kafka.source("rider").map(_.value())
    Flow.fromSinkAndSource(sink, source)
  }

  // sink is incoming rider messages
  // source is outgoing driver messages
  def riderWs = WebSocket.accept { _ =>
    val sink = kafka.sink.contramap[JsValue](new ProducerRecord("rider", "", _))
    val source = kafka.source("driver").map(_.value())
    Flow.fromSinkAndSource(sink, source)
  }

}


================================================
FILE: webapp/app/services/Kafka.scala
================================================
package services

import java.util.UUID
import javax.inject.{Inject, Singleton}

import akka.kafka.scaladsl.{Consumer, Producer}
import akka.kafka.{ConsumerSettings, ProducerSettings, Subscriptions}
import akka.stream.scaladsl.{Sink, Source}
import helpers.KafkaHelper
import org.apache.kafka.clients.consumer.ConsumerRecord
import org.apache.kafka.clients.producer.ProducerRecord
import org.apache.kafka.common.serialization.{StringDeserializer, StringSerializer}
import play.api.Configuration
import play.api.libs.json.JsValue


trait Kafka {
  def sink: Sink[ProducerRecord[String, JsValue], _]
  def source(topic: String): Source[ConsumerRecord[String, JsValue], _]
}

@Singleton
class KafkaImpl @Inject() (configuration: Configuration) extends Kafka {

  def producerSettings: ProducerSettings[String, JsValue] = {
    val keySerializer = new StringSerializer()

    val config = KafkaHelper.kafkaConfig(configuration.underlying, "akka.kafka.producer")

    ProducerSettings[String, JsValue](config, keySerializer, KafkaHelper.jsValueSerializer)
      .withBootstrapServers(KafkaHelper.kafkaUrl(configuration.underlying))
  }

  def consumerSettings: ConsumerSettings[String, JsValue] = {
    val keyDeserializer = new StringDeserializer()

    val config = KafkaHelper.kafkaConfig(configuration.underlying, "akka.kafka.consumer")

    ConsumerSettings(config, keyDeserializer, KafkaHelper.jsValueDeserializer)
      .withBootstrapServers(KafkaHelper.kafkaUrl(configuration.underlying))
      .withGroupId(UUID.randomUUID().toString)
  }

  def sink: Sink[ProducerRecord[String, JsValue], _] = {
    Producer.plainSink(producerSettings)
  }

  def source(topic: String): Source[ConsumerRecord[String, JsValue], _] = {
    val subscriptions = Subscriptions.topics(topic)
    Consumer.plainSource(consumerSettings, subscriptions)
  }

}


================================================
FILE: webapp/app/views/driver.scala.html
================================================
@(wsUrl: String, mapboxAccessToken: String)

<!DOCTYPE html>
<html lang="en">
    <head>
        <title>Driver</title>

        <script>
            // dummy amd
            var module = {};
        </script>

        <script src="https://api.mapbox.com/mapbox-gl-js/v0.43.0/mapbox-gl.js"></script>
        <script src="https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.1.2/mapbox-gl-directions.js"></script>
        <script src="https://api.tiles.mapbox.com/mapbox.js/plugins/turf/v2.0.0/turf.min.js" charset="utf-8"></script>
        <script src="@routes.Assets.versioned("lib/vue/vue.js")"></script>
        <script src="@routes.Assets.versioned("lib/google-polyline/lib/decode.js")"></script>

        <link href="@routes.Assets.versioned("lib/ionicons/css/ionicons.min.css")" rel="stylesheet" type="text/css"/>
        <link href="https://api.mapbox.com/mapbox-gl-js/v0.43.0/mapbox-gl.css" rel="stylesheet" type="text/css"/>
        <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"/>

        <style>
            html, body {
                height: 100%;
                margin: 0;
                padding: 0;
            }

            #app {
                height: 30px;
                text-align: center;
                padding-top: 10px;
            }

            #map {
                height: auto;
                width: 100%;
                position: absolute;
                top: 40px;
                bottom: 0;
            }

            .marker {
                font-size: 24px;
                cursor: pointer;
            }
        </style>
    </head>
    <body>
        <div id="app">
            Your Driver ID: {{ uuid }}
        </div>

        <div id="map"></div>

        <script>
            function guid() {
                function s4() {
                    return Math.floor((1 + Math.random()) * 0x10000).toString(16).substring(1);
                }
                return s4() + s4() + '-' + s4() + '-' + s4() + '-' + s4() + '-' + s4() + s4() + s4();
            }

            mapboxgl.accessToken = '@mapboxAccessToken';

            var map = new mapboxgl.Map({
                container: 'map',
                style: 'mapbox://styles/mapbox/streets-v9',
                zoom: 14
            });

            var directions = new MapboxDirections({
                accessToken: mapboxgl.accessToken,
                interactive: false,
                profile: 'driving',
                controls: {
                    inputs: false,
                    instructions: false
                }
            });

            directions.on('route', function(event) {
                var route = event.route[0];

                ws.send(JSON.stringify({driver: uuid, rider: rider, route: route}));

                // start driving
                var metersTraveled = 0;
                var metersPerSecond = route.distance / route.duration;
                // flip from latLng to lngLat
                var coordinates = decode(route.geometry).map(function (latLng) {
                    var lngLat = [latLng[1], latLng[0]];
                    return lngLat;
                });
                var line = {type: 'Feature', geometry: {'type': 'LineString', 'coordinates': coordinates }};

                var drivingInterval = window.setInterval(function() {
                    if (metersTraveled >= route.distance) {
                        window.clearInterval(drivingInterval);
                    }
                    else {
                        var along = turf.along(line, metersTraveled / 1000, 'kilometers');
                        marker.setLngLat(along.geometry.coordinates);
                        metersTraveled = metersTraveled + metersPerSecond;
                    }
                }, 1000);
            });

            map.addControl(directions);

            var marker = null;

            navigator.geolocation.getCurrentPosition(function(position) {
                var el = document.createElement('i');
                el.className = 'marker icon ion-android-car';
                marker = new mapboxgl.Marker(el, {offset: [-12, -24]}).setLngLat([position.coords.longitude, position.coords.latitude]).addTo(map);
                map.setCenter([position.coords.longitude, position.coords.latitude]);
            });

            var uuid = guid();

            var app = new Vue({
                el: '#app',
                data: {
                    uuid: uuid
                }
            });

            var riderMarkers = {};

            var status = 'available';
            var rider = null;

            var ws = new WebSocket("@wsUrl");
            ws.onmessage = function(event) {
                var data = JSON.parse(event.data);
                if (riderMarkers[data.rider] == null) {
                    var el = document.createElement('i');
                    el.className = 'marker icon ion-ios-body';
                    el.addEventListener('click', function() {
                        status = 'pickup';
                        rider = data.rider;

                        directions.setOrigin(marker.getLngLat().toArray());
                        directions.setDestination([data.lngLat.lng, data.lngLat.lat]);

                        // todo: hide other riders
                    });
                    riderMarkers[data.rider] = new mapboxgl.Marker(el, {offset: [-12, -24]}).setLngLat(data.lngLat).addTo(map);
                }
                else {
                    riderMarkers[data.rider].setLngLat(data.lngLat);
                }
            };

            window.setInterval(function() {
                if ((marker != null) && (ws.readyState == 1)) {
                    ws.send(JSON.stringify({driver: uuid, lngLat: marker.getLngLat(), status: status, rider: rider}));
                }
            }, 500);
        </script>
    </body>
</html>


================================================
FILE: webapp/app/views/rider.scala.html
================================================
@(wsUrl: String, mapboxAccessToken: String)

<!DOCTYPE html>
<html lang="en">
    <head>
        <title>Rider</title>

        <script src="https://api.mapbox.com/mapbox-gl-js/v0.43.0/mapbox-gl.js"></script>
        <script src="https://api.mapbox.com/mapbox-gl-js/plugins/mapbox-gl-directions/v3.1.2/mapbox-gl-directions.js"></script>
        <script src="@routes.Assets.versioned("lib/vue/vue.js")"></script>

        <link href="@routes.Assets.versioned("lib/ionicons/css/ionicons.min.css")" rel="stylesheet"/>
        <link href="https://api.mapbox.com/mapbox-gl-js/v0.43.0/mapbox-gl.css" rel="stylesheet" type="text/css"/>
        <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"/>

        <style>
        html, body {
            height: 100%;
            margin: 0;
            padding: 0;
        }

        #app {
            height: 30px;
            text-align: center;
            padding-top: 10px;
        }

        #map {
            height: auto;
            width: 100%;
            position: absolute;
            top: 40px;
            bottom: 0;
        }

        .marker {
            font-size: 24px;
            cursor: pointer;
        }

        .mapboxgl-ctrl-directions {
            display: none;
        }
        </style>
    </head>
    <body>
        <div id="app">
            Your Rider ID: {{ uuid }}
        </div>

        <div id="map"></div>

        <script>
                function guid() {
                    function s4() {
                        return Math.floor((1 + Math.random()) * 0x10000).toString(16).substring(1);
                    }
                    return s4() + s4() + '-' + s4() + '-' + s4() + '-' + s4() + '-' + s4() + s4() + s4();
                }

                var marker = null;

                mapboxgl.accessToken = '@mapboxAccessToken';

                var map = new mapboxgl.Map({
                    container: 'map',
                    style: 'mapbox://styles/mapbox/streets-v9',
                    zoom: 14
                });

                var directions = new MapboxDirections({
                    accessToken: mapboxgl.accessToken,
                    interactive: false,
                    profile: 'driving',
                    controls: {
                        inputs: false,
                        instructions: false
                    }
                });

                map.addControl(directions);

                map.on('click', function(e) {
                    if (driver == null) {
                        if (marker == null) {
                            var el = document.createElement('i');
                            el.className = 'marker icon ion-ios-body';
                            marker = new mapboxgl.Marker(el, {offset: [-12, -24]}).setLngLat(e.lngLat).addTo(map);
                        }
                        else {
                            marker.setLngLat(e.lngLat);
                        }
                    }
                });

                navigator.geolocation.getCurrentPosition(function(position) {
                    map.setCenter([position.coords.longitude, position.coords.latitude]);
                });

                var uuid = guid();

                var app = new Vue({
                    el: '#app',
                    data: {
                        uuid: uuid
                    }
                });

                var driverMarkers = {};

                var status = 'available';
                var driver = null;

                var ws = new WebSocket("@wsUrl");
                ws.onmessage = function(event) {
                    var data = JSON.parse(event.data);

                    if ((data.rider == uuid) && (status != 'pickup') && (data.lngLat != null)) {
                        status = 'pickup';
                        driver = data.driver;

                        directions.setOrigin([data.lngLat.lng, data.lngLat.lat]);
                        directions.setDestination(marker.getLngLat().toArray());

                        // todo: hide other drivers
                    }

                    if (driverMarkers[data.driver] == null) {
                        var el = document.createElement('i');
                        el.className = 'marker icon ion-android-car';
                        driverMarkers[data.driver] =  new mapboxgl.Marker(el, {offset: [-12, -24]}).setLngLat(data.lngLat).addTo(map);
                    }
                    else {
                        if (data.lngLat != null) {
                            driverMarkers[data.driver].setLngLat([data.lngLat.lng, data.lngLat.lat]);
                        }
                    }
                };

                window.setInterval(function() {
                    if ((marker != null) && (ws.readyState == 1)) {
                        ws.send(JSON.stringify({rider: uuid, lngLat: marker.getLngLat(), status: status, driver: driver}));
                    }
                }, 500);
        </script>
    </body>
</html>


================================================
FILE: webapp/build.sbt
================================================
name := "webapp"

libraryDependencies ++= Seq(
  "com.typesafe.akka" %% "akka-stream-kafka" % "0.14",
  "org.webjars" % "vue" % "2.1.3",
  "org.webjars" % "ionicons" % "2.0.1",
  "org.webjars.npm" % "google-polyline" % "1.0.0"
)

pipelineStages := Seq(digest)


================================================
FILE: webapp/conf/application.conf
================================================
akka {
  kafka.producer {
    close-timeout = 60s
    kafka-clients {
      acks = "all"
      retries = 0
      batch.size = 16384
      linger.ms = 1
      buffer.memory = 33554432
      max.block.ms = 5000
    }
  }
  kafka.consumer {
    poll-interval = 50ms
    poll-timeout = 50ms
    stop-timeout = 30s
    close-timeout = 20s
    commit-timeout = 15s
    wakeup-timeout = 5s
    kafka-clients.enable.auto.commit = true
  }
}

kafka.url = ${?KAFKA_URL}

mapbox.access-token = ${MAPBOX_ACCESS_TOKEN}

play.crypto.secret = "changeme"
play.crypto.secret = ${?CRYPTO_SECRET}

play.i18n.langs = ["en"]

play.http.forwarded.trustedProxies = ["0.0.0.0/0", "::/0"]


================================================
FILE: webapp/conf/routes
================================================
# Routes
# This file defines all application routes (Higher priority routes first)
# ~~~~

GET     /driver                          controllers.HomeController.driver
GET     /rider                           controllers.HomeController.rider
GET     /driver-ws                       controllers.HomeController.driverWs
GET     /rider-ws                        controllers.HomeController.riderWs
GET     /assets/*file                    controllers.Assets.versioned(path="/public", file)