04 RandomForrest-Stocks.ipynb

{"cells":[{"metadata":{},"cell_type":"markdown","source":"# MLLib - Predicting the Direction of Stock Market Prices using a Random Forest Classifier\n\nIn this demo we show how to forecast if the closing price of Apple, General Electric and Samsung Electronics is moving up or down. We do this with the help of a Random Forest Classifier. I tried to replicate the result   from a [research paper](https://www.researchgate.net/publication/301818771_Predicting_the_direction_of_stock_market_prices_using_random_forest)\nauthored by Luckyson Khaidem, Snehanshu Saha, Sudeepa Roy Dey:\n\n- Data Preprocessing\n    - exponentially smoothing\n- Features\n    - Relative Strength Index\n    - Stochastic Oscillator\n    - Williams %R\n    - Moving Average Convergence Divergence\n    - Price Rate of Change\n    - On Balance Volume\n- Labels \n    - Sign(closei+d − closei) \n- Ticker Symbols\n    - Apple (NASDAQ:AAPL) \n    - General Electric (NASDAQ:GE)\n    - Samsung Electronics Co. Ltd (SSNLF)\n\n\nThe solution has been implemented in Scala using Jupyter with the [BeakerX](http://beakerx.com/) kernel using the following libraries\n- Investor\n- Spark & MLLib\n\n\n\n## Setup\nWe add the necessary java libraries with the help of Maven...\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"%classpath config resolver maven-public1 http://nuc.local:8081/repository/maven-public/\n%%classpath add mvn \nch.pschatzmann:investor:LATEST\nch.pschatzmann:investor-dl4j:LATEST\norg.nd4j:nd4j-native:1.0.0-beta2\norg.apache.spark:spark-sql_2.11:2.3.2\norg.apache.spark:spark-mllib_2.11:2.3.2\n","execution_count":1,"outputs":[{"name":"stdout","output_type":"stream","text":"Added new repo: maven-public1\n"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"","version_major":2,"version_minor":0},"method":"display_data"},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bb792b22-2f3f-4bbc-8ca8-09277b8d634c","version_major":2,"version_minor":0},"method":"display_data"},"metadata":{},"output_type":"display_data"}]},{"metadata":{},"cell_type":"markdown","source":"... and we import all relevant packages"},{"metadata":{"trusted":true},"cell_type":"code","source":"import org.ta4j.core.Indicator\nimport org.ta4j.core.num.Num\nimport org.ta4j.core.indicators._\nimport org.ta4j.core.indicators.volume._\nimport org.ta4j.core.indicators.helpers._\nimport org.ta4j.core.num.Num\n\nimport ch.pschatzmann.stocks.forecasting._\nimport ch.pschatzmann.stocks.Context\nimport ch.pschatzmann.stocks.ta4j.indicator._\nimport ch.pschatzmann.stocks.integration.dl4j._\nimport ch.pschatzmann.stocks.integration._\nimport ch.pschatzmann.display.Table\n\nimport org.nd4j.linalg.dataset.api.iterator.DataSetIterator\nimport org.nd4j.linalg.dataset.api._\n\nimport scala.collection.mutable.ListBuffer\nimport scala.collection.Map\n","execution_count":2,"outputs":[{"data":{"text/plain":"import org.ta4j.core.Indicator\nimport org.ta4j.core.num.Num\nimport org.ta4j.core.indicators._\nimport org.ta4j.core.indicators.volume._\nimport org.ta4j.core.indicators.helpers._\nimport org.ta4j.core.num.Num\nimport ch.pschatzmann.stocks.forecasting._\nimport ch.pschatzmann.stocks.Context\nimport ch.pschatzmann.stocks.ta4j.indicator._\nimport ch.pschatzmann.stocks.integration.dl4j._\nimport ch.pschatzmann.stocks.integration._\nimport ch.pschatzmann.display.Table\nimport org.nd4j.linalg.dataset.api.iterator.DataSetIterator\nimport org.nd4j.linalg.dataset.api._\nimport scala.collection.mutable.ListBuffer\nimport scala.collection.Map\n"},"execution_count":2,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"## Data Generation\n\nFirst we can use the StockTimeSeriesEMA for the exponential smoothing of the original input time series. \nWe generate a plot with different smoothing periods:"},{"metadata":{"trusted":true},"cell_type":"code","source":"import scala.collection.JavaConverters._\n\n// Use exponentially smoothed time series\nvar timeSeries = Context.getStockData(\"AAPL\").toTimeSeries()\n\nvar timeSeries0 = StockTimeSeriesEMA.create(timeSeries, 0)\nvar timeSeries5 = StockTimeSeriesEMA.create(timeSeries, 5)\nvar timeSeries10 = StockTimeSeriesEMA.create(timeSeries, 10)\nvar timeSeries20 = StockTimeSeriesEMA.create(timeSeries, 20)\n\nvar close = new ClosePriceIndicator(timeSeries)\nvar close0 = new NamedIndicator(new ClosePriceIndicator(timeSeries0),\"close-0\")\nvar close5 = new NamedIndicator(new ClosePriceIndicator(timeSeries5),\"close-5\")\nvar close10 = new NamedIndicator(new ClosePriceIndicator(timeSeries10),\"close-10\")\nvar close20 = new NamedIndicator(new ClosePriceIndicator(timeSeries20),\"close-20\")\n\nvar table = Table.create(close, close0,close5,close10,close20)\n","execution_count":3,"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1192a519-510a-4aa6-a1b4-67c30207d0bb","version_major":2,"version_minor":0},"method":"display_data"},"metadata":{},"output_type":"display_data"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"new SimpleTimePlot {\n    data = table.seq()\n    columns = Seq(\"ClosePriceIndicator\",\"close-0\",\"close-5\",\"close-10\",\"close-20\")\n    showLegend = true\n}","execution_count":25,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"916b69c0-be35-4598-94fe-2e1b60637dc6","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can  easily generate the described input input features and output labels with the help of ta4j Indicators and then we display the data as a table.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"import scala.collection.JavaConverters._\n\nvar timeSeries = timeSeries10\n\n// Relative Strength Index\nvar close = new ClosePriceIndicator(timeSeries)\nvar rsi = new RSIIndicator(close, 10)\n\n// Stochastic Oscillator\nvar sk = new StochasticOscillatorKIndicator(timeSeries, 10 )\nvar sd = new StochasticOscillatorDIndicator(sk)\n\n// Williams %R\nvar williamsR = new WilliamsRIndicator(timeSeries,10)\n\n// Moving Average Convergence Divergence\nvar macd = new MACDIndicator(close)\n\n// Price Rate of Change\nvar roc = new ROCIndicator(close, 10)\n\n// On Balance Volume\nvar obv = new OnBalanceVolumeIndicator(timeSeries)\n\n// Label\nvar offsetIndicator= new OffsetIndicator(close, +10)\nvar difference = new DifferenceIndicator(close, offsetIndicator)\nvar label = new SignIndicator(difference) \n\nvar in:List[org.ta4j.core.Indicator[org.ta4j.core.num.Num]] = List(rsi,sk,sd,williamsR,macd,roc,obv) \nvar out:List[org.ta4j.core.Indicator[org.ta4j.core.num.Num]] = List(label)\n\nTable.create(rsi,sk,sd,williamsR,macd,roc,obv, label)\n","execution_count":26,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"2b455949-c48a-447d-a295-b9d4e1bf14d7","version_major":2}},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Now we can use a StockData2DIterator to write the result data to a CSV file"},{"metadata":{"trusted":true},"cell_type":"code","source":"var os = new java.io.FileOutputStream(\"rf-stock.csv\")\nvar iterator = new StockData2DIterator(in.asJava, out.asJava, 1, 1); \niterator.writeCSV(os)\nos.close()\n\niterator.getRecordCount()","execution_count":6,"outputs":[{"data":{"text/plain":"9571"},"execution_count":6,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"## Loading and Splitting the Data\n\nWe use Spark MLLib for the subsequent processing. So we need to have a Spark Session first.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"import org.apache.spark.sql.SparkSession\n\nval spark = SparkSession.builder()\n                        .appName(\"Stocks RandomForestClassifier\")\n                        .master(\"local[*]\")\n                        .config(\"spark.ui.enabled\", \"false\")\n                        .getOrCreate()\n","execution_count":7,"outputs":[{"data":{"text/plain":"org.apache.spark.sql.SparkSession@37b95ada"},"execution_count":7,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"Then we load the CSV as Spark Dataset and print the schema"},{"metadata":{"scrolled":true,"trusted":true},"cell_type":"code","source":"import spark.implicits._\n\nval data = spark.read\n  .option(\"header\", \"true\")\n  .option(\"inferSchema\", \"true\")\n  .csv(\"rf-stock.csv\")\n\ndata.printSchema()","execution_count":8,"outputs":[{"name":"stdout","output_type":"stream","text":"root\n |-- RSIIndicator: double (nullable = true)\n |-- StochasticOscillatorKIndicator: double (nullable = true)\n |-- StochasticOscillatorDIndicator: double (nullable = true)\n |-- WilliamsRIndicator: double (nullable = true)\n |-- MACDIndicator: double (nullable = true)\n |-- ROCIndicator: double (nullable = true)\n |-- OnBalanceVolumeIndicator: double (nullable = true)\n |-- SignIndicator: double (nullable = true)\n\n"},{"data":{"text/plain":"org.apache.spark.sql.SparkSession$implicits$@2ee8feac"},"execution_count":8,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"We determine the input fields "},{"metadata":{"trusted":true},"cell_type":"code","source":"var outFieldName = \"SignIndicator\"\nvar inFieldsNames = data.schema.fields.map(f => f.name).filter(n => n!=outFieldName)","execution_count":9,"outputs":[{"data":{"text/plain":"[RSIIndicator, StochasticOscillatorKIndicator, StochasticOscillatorDIndicator, WilliamsRIndicator, MACDIndicator, ROCIndicator, OnBalanceVolumeIndicator]"},"execution_count":9,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"Next we split the data into training ad test data"},{"metadata":{"trusted":true},"cell_type":"code","source":"val Array(trainingData, testData) = data.randomSplit(Array(0.8, 0.2), seed = 1234L)\n","execution_count":10,"outputs":[{"data":{"text/plain":"[RSIIndicator: double, StochasticOscillatorKIndicator: double ... 6 more fields]"},"execution_count":10,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"## Random Forrest Model\n\nWe define and fit our pipline on the training data. The we run forecasts on our test data"},{"metadata":{"trusted":true},"cell_type":"code","source":"import org.apache.spark.ml.Pipeline\nimport org.apache.spark.ml.evaluation.MulticlassClassificationEvaluator\nimport org.apache.spark.ml.feature.{IndexToString, StringIndexer, VectorIndexer}\nimport org.apache.spark.ml.classification.RandomForestClassifier\nimport org.apache.spark.ml.feature.VectorAssembler\n\n// Build the Feature Vector\nval vectorAssembler = new VectorAssembler()\n  .setInputCols(inFieldsNames)\n  .setOutputCol(\"features\")\n\nval labelIndexer = new StringIndexer()\n  .setInputCol(\"SignIndicator\")\n  .setOutputCol(\"indexedLabel\")\n  .fit(data)\n\nval labelConverter = new IndexToString()\n  .setInputCol(\"prediction\")\n  .setOutputCol(\"predictedLabel\")\n  .setLabels(labelIndexer.labels)\n\n\n// Train a RandomForest model.\nval classifier = new RandomForestClassifier()\n  .setLabelCol(\"indexedLabel\")\n  .setFeaturesCol(\"features\")\n\n// Chain indexers and forest in a Pipeline.\nval pipeline = new Pipeline()\n  .setStages(Array(vectorAssembler,labelIndexer,  classifier, labelConverter))\n\n// Train model. This also runs the indexers.\nval model = pipeline.fit(trainingData)\n\n// Make predictions.\nval predictions = model.transform(testData)\n\n//predictions.show\npredictions.select( \"SignIndicator\",\"predictedLabel\", \"features\").show(10)","execution_count":11,"outputs":[{"name":"stdout","output_type":"stream","text":"+-------------+--------------+--------------------+\n|SignIndicator|predictedLabel|            features|\n+-------------+--------------+--------------------+\n|         -1.0|           1.0|(7,[1,2,3],[-2196...|\n|         -1.0|           1.0|[0.0,-6837.843684...|\n|         -1.0|           1.0|[0.0,-2705.464079...|\n|         -1.0|           1.0|[0.37289733733823...|\n|          1.0|           1.0|[0.60599165505431...|\n|          1.0|           1.0|[0.61377963931595...|\n|          1.0|           1.0|[0.68071368083663...|\n|          1.0|           1.0|[0.73653534221789...|\n|         -1.0|           1.0|[0.80460006816019...|\n|          1.0|           1.0|[0.84103575755062...|\n+-------------+--------------+--------------------+\nonly showing top 10 rows\n\n"},{"data":{"text/plain":"null"},"execution_count":11,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"## Accuracy\nHere is the calculation of the accuracy of our predictions (for the test data)"},{"metadata":{"trusted":true},"cell_type":"code","source":"import org.apache.spark.ml.evaluation.MulticlassClassificationEvaluator\n\n// Select (prediction, true label) and compute test error\nval evaluator = new MulticlassClassificationEvaluator()\n  .setLabelCol(\"indexedLabel\")\n  .setPredictionCol(\"prediction\")\n  .setMetricName(\"accuracy\")\nval accuracy = evaluator.evaluate(predictions)\n","execution_count":12,"outputs":[{"data":{"text/plain":"0.6558407543216344"},"execution_count":12,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"## Summary - Accuracy by Time Window for AAPL, GE and SSNLF\nFinally we want to create a chart which displays the accuracy by the time window for the different stocks. The logic which has been described above is wrapped into some simple methods so that we can call them with the different parameters:"},{"metadata":{"trusted":true},"cell_type":"code","source":"import org.apache.spark.sql.Dataset\nimport org.apache.spark.sql.Row\n\ndef getDataset(ticker:String, timeWindow:Int):Dataset[Row] = {\n    var timeSeriesOriginal = Context.getStockData(ticker).toTimeSeries()\n    var timeSeries = StockTimeSeriesEMA.create(timeSeriesOriginal, timeWindow)\n    // Relative Strength Index\n    var close = new ClosePriceIndicator(timeSeries)\n    var rsi = new RSIIndicator(close, timeWindow)\n\n    // Stochastic Oscillator\n    var sk = new StochasticOscillatorKIndicator(timeSeries, timeWindow )\n    var sd = new StochasticOscillatorDIndicator(sk)\n\n    // Williams %R\n    var williamsR = new WilliamsRIndicator(timeSeries,timeWindow)\n\n    // Moving Average Convergence Divergence\n    var macd = new MACDIndicator(close)\n\n    // Price Rate of Change\n    var roc = new ROCIndicator(close, timeWindow)\n\n    // On Balance Volume\n    var obv = new OnBalanceVolumeIndicator(timeSeries)\n\n    // Label\n    var offsetIndicator= new OffsetIndicator(close, +timeWindow)\n    var difference = new DifferenceIndicator(close, offsetIndicator)\n    var label = new SignIndicator(difference) \n\n    var in:List[org.ta4j.core.Indicator[org.ta4j.core.num.Num]] = List(rsi,sk,sd,williamsR,macd,roc,obv) \n    var out:List[org.ta4j.core.Indicator[org.ta4j.core.num.Num]] = List(label)\n    var iterator = new StockData2DIterator(in.asJava, out.asJava, 1, 1); \n    \n    var os = new java.io.FileOutputStream(\"rf-stock.csv\")\n    iterator.writeCSV(os)\n    os.close()\n      \n    val data = spark.read\n      .option(\"header\", \"true\")\n      .option(\"inferSchema\", \"true\")\n      .csv(\"rf-stock.csv\")\n    return data\n}\n\ndef getAccuracy(ticker:String, timeWindow:Int):Double = {\n    var data = getDataset(ticker, timeWindow)\n   \n    // split data into training and test\n    val Array(trainingData, testData) = data.randomSplit(Array(0.8, 0.2), seed = 1234L)\n\n    // Train model. This also runs the indexers.\n    val model = pipeline.fit(trainingData)\n\n    // Make predictions.\n    val predictions = model.transform(testData)\n    \n    // Select (prediction, true label) and compute test error\n    val evaluator = new MulticlassClassificationEvaluator()\n      .setLabelCol(\"indexedLabel\")\n      .setPredictionCol(\"prediction\")\n      .setMetricName(\"accuracy\")\n    val accuracy = evaluator.evaluate(predictions)\n    return accuracy\n}","execution_count":13,"outputs":[{"data":{"text/plain":"import org.apache.spark.sql.Dataset\nimport org.apache.spark.sql.Row\ngetDataset: (ticker: String, timeWindow: Int)org.apache.spark.sql.Dataset[org.apache.spark.sql.Row]\ngetAccuracy: (ticker: String, timeWindow: Int)Double\n"},"execution_count":13,"metadata":{},"output_type":"execute_result"}]},{"metadata":{},"cell_type":"markdown","source":"Now we can calculate the accuracy for the different periods and plot the result for AAPL, GE and SSNLF."},{"metadata":{"trusted":true},"cell_type":"code","source":"var range = (2 to 150)\nvar resultAAPL = range.map(periods => (periods, getAccuracy(\"AAPL\", periods)))\nvar resultGE = range.map(periods => (periods, getAccuracy(\"GE\", periods)))\nvar resultSSNLF = range.map(periods => (periods, getAccuracy(\"SSNLF\", periods)))\n\nnew Plot().add(Seq(\n    new Line() {\n        x = resultAAPL.map(l => l._1)\n        y = resultAAPL.map(l => l._2)\n        displayName = \"AAPL\"\n    },\n    new Line() {\n        x = resultGE.map(l => l._1)\n        y = resultGE.map(l => l._2)\n        displayName = \"GE\"\n    },\n    new Line() {\n        x = resultSSNLF.map(l => l._1)\n        y = resultSSNLF.map(l => l._2)\n        displayName = \"SSNLF\"\n    }\n))","execution_count":24,"outputs":[{"output_type":"display_data","data":{"method":"display_data","application/vnd.jupyter.widget-view+json":{"version_minor":0,"model_id":"6eee9424-8a45-4ceb-b436-d5760819dff4","version_major":2}},"metadata":{}}]}],"metadata":{"kernelspec":{"name":"scala","display_name":"Scala","language":"scala"},"language_info":{"nbconverter_exporter":"","codemirror_mode":"text/x-scala","name":"Scala","mimetype":"","file_extension":".scala","version":"2.11.12"},"toc":{"base_numbering":1,"nav_menu":{},"number_sections":false,"sideBar":false,"skip_h1_title":false,"title_cell":"Table of 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