Stages Plotted

2020-08-07 17:55:38 +02:00
1 parent ff0dd09dc7
commit b0add9b805
@@ -1 +1 @@
-{"type":"Data Mine","name":"Masters-Trading","config":"{ \n\"codeName\": \"Masters-Trading\"\n}","sensorBots":[],"indicatorBots":[],"tradingBots":[{"type":"Trading Bot","name":"Low Frequency","config":"{\n\"codeName\": \"Low-Frequency\"\n}","processes":[{"type":"Process Definition","name":"Trading","config":"{\n    \"codeName\": \"Trading\",\n    \"liveTradingWaitTime\": 0,\n    \"paperTradingWaitTime\": 0,\n    \"fordwardTestingWaitTime\": 0,\n    \"backtestingWaitTime\": 0,\n    \"sessionRunWaitTime\": 5000,\n    \"retryWaitTime\": 10000,\n    \"framework\": {\n      \"name\": \"Low-Frequency-Trading-Process\"\n    }\n  }","processOutput":{"type":"Process Output","name":"New Process Output","outputDatasets":[{"type":"Output Dataset","name":"Multi-Period-Market Episode 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+{"type":"Data Mine","name":"Masters-Trading","config":"{ \n\"codeName\": \"Masters-Trading\"\n}","sensorBots":[],"indicatorBots":[],"tradingBots":[{"type":"Trading Bot","name":"Low Frequency","config":"{\n\"codeName\": \"Low-Frequency\"\n}","processes":[{"type":"Process Definition","name":"Trading","config":"{\n    \"codeName\": \"Trading\",\n    \"liveTradingWaitTime\": 0,\n    \"paperTradingWaitTime\": 0,\n    \"fordwardTestingWaitTime\": 0,\n    \"backtestingWaitTime\": 0,\n    \"sessionRunWaitTime\": 5000,\n    \"retryWaitTime\": 10000,\n    \"framework\": {\n      \"name\": \"Low-Frequency-Trading-Process\"\n    }\n  }","processOutput":{"type":"Process Output","name":"New Process Output","outputDatasets":[{"type":"Output Dataset","name":"Multi-Period-Market Episode 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@@ -1 +1 @@
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@@ -253,7 +253,7 @@ exports.newSnapshots = function newSnapshots(bot, logger) {

        let closeHeaders = ['Trade Number', 'Open Datetime', 'Close Datetime', 'Strategy Name', 'Trigger On Situation', 'Take Position Situation', 'Result In Base Asset', 'Result In Quoted Asset', 'ROI in Base Asset', 'ROI in Quoted Asset', 'Exit Type']
        closeValues = [
-            tradingEngine.current.episode.episodeCounters.positions.value,                                             // Position Number
+            tradingEngine.current.episode.episodeCounters.positions.value,                                     // Position Number
            (new Date(openDatetime)).toISOString(),                                                            // Open Datetime
            (new Date(closeDatetime)).toISOString(),                                                           // Open Datetime
            tradingEngine.current.strategy.strategyName.value,                                                 // Strategy Name
@@ -8,7 +8,6 @@ exports.newTradingEngine = function newTradingEngine(bot, logger) {
        getNodeById: getNodeById,
        cloneValues: cloneValues,
        setCurrentCandle: setCurrentCandle,
-        updateEpisodeCountersAndStatistics: updateEpisodeCountersAndStatistics,
        updateDistanceToEventsCounters: updateDistanceToEventsCounters,
        initialize: initialize,
        finalize: finalize
@@ -141,11 +140,6 @@ exports.newTradingEngine = function newTradingEngine(bot, logger) {
        }
    }

-    function updateEpisodeCountersAndStatistics() {
-        tradingEngine.current.episode.episodeCounters.periods.value++
-        tradingEngine.current.episode.episodeStatistics.days.value = tradingEngine.current.episode.episodeCounters.periods.value * sessionParameters.timeFrame.config.value / global.ONE_DAY_IN_MILISECONDS
-    }
-
    function updateDistanceToEventsCounters() {
        /* Keeping Distance Counters Up-to-date while avoinding counting before the first event happens. */
        if (
@@ -0,0 +1,203 @@
+exports.newTradingEpisode = function newTradingEpisode(bot, logger) {
+    /*
+    This module packages all functions related to Episodes.
+    */
+    const MODULE_NAME = 'Trading Episode'
+    let thisObject = {
+        openEpisode: openEpisode,
+        closingEpisode: closingEpisode,
+        closeEpisode: closeEpisode,
+        updateEnds: updateEnds,
+        resetTradingEngineDataStructure: resetTradingEngineDataStructure,
+        updateCounters: updateCounters,
+        updateStatistics: updateStatistics,
+        calculateResults: calculateResults,
+        calculateStatistics: calculateStatistics,
+        initialize: initialize,
+        finalize: finalize
+    }
+
+    let tradingEngine
+    let tradingSystem
+    let sessionParameters
+
+    return thisObject
+
+    function initialize() {
+        tradingSystem = bot.simulationState.tradingSystem
+        tradingEngine = bot.simulationState.tradingEngine
+        sessionParameters = bot.SESSION.parameters
+    }
+
+    function finalize() {
+        tradingEngine = undefined
+        tradingSystem = undefined
+        sessionParameters = undefined
+    }
+
+    function openEpisode() {
+
+        /* Recording the opening at the Trading Engine Data Structure */
+        tradingEngine.current.episode.status.value = 'Open'
+        tradingEngine.current.episode.serialNumber.value = 1
+        tradingEngine.current.episode.identifier.value = global.UNIQUE_ID()
+        tradingEngine.current.episode.begin.value = tradingEngine.current.candle.begin.value
+        tradingEngine.current.episode.beginRate.value = tradingEngine.current.candle.close.value
+    }
+
+    function closingEpisode(exitType) {
+        tradingEngine.current.episode.status.value = 'Closing'
+        tradingEngine.current.episode.exitType.value = exitType
+    }
+
+    function closeEpisode() {
+        tradingEngine.current.episode.status.value = 'Closed'
+        tradingEngine.current.episode.end.value = tradingEngine.current.candle.end.value
+        tradingEngine.current.episode.endRate.value = tradingEngine.current.candle.close.value
+    }
+
+    function resetEpisode() {
+        tradingEngine.current.episode.initialize(tradingEngine.current.episode)
+    }
+
+    function updateEnds() {
+        if (tradingEngine.current.episode.status.value === 'Open') {
+            tradingEngine.current.episode.end.value = tradingEngine.current.candle.end.value
+            tradingEngine.current.episode.endRate.value = tradingEngine.current.candle.close.value
+        }
+    }
+
+    function resetTradingEngineDataStructure() {
+        if (tradingEngine.current.episode.status.value === 'Closed') {
+            resetEpisode()
+        }
+    }
+
+    function updateCounters() {
+        if (tradingEngine.current.episode.status.value === 'Open') {
+            tradingEngine.current.episode.episodeCounters.periods.value++
+        }
+    }
+
+    function updateStatistics() {
+
+        /* Daus Calculation */
+        tradingEngine.current.episode.episodeStatistics.days.value =
+            tradingEngine.current.episode.episodeCounters.periods.value *
+            sessionParameters.timeFrame.config.value /
+            global.ONE_DAY_IN_MILISECONDS
+    }
+
+    function calculateStatistics() {
+
+        /* Updating Profit Loss */
+        tradingEngine.current.episode.episodeStatistics.profitLoss.value =
+            tradingEngine.current.episode.episodeBaseAsset.profitLoss.value * tradingEngine.current.candle.close.value +
+            tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value
+
+        tradingEngine.current.episode.episodeStatistics.profitLoss.value = global.PRECISE(tradingEngine.current.episode.episodeStatistics.profitLoss.value, 10)
+
+        /* Updating ROI */
+        tradingEngine.current.episode.episodeStatistics.ROI.value =
+            (
+                sessionParameters.sessionBaseAsset.config.initialBalance * tradingEngine.current.candle.close.value +
+                tradingEngine.current.episode.episodeBaseAsset.profitLoss.value * tradingEngine.current.candle.close.value +
+                sessionParameters.sessionQuotedAsset.config.initialBalance +
+                tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value
+            ) / (
+                sessionParameters.sessionBaseAsset.config.initialBalance * tradingEngine.current.candle.close.value +
+                sessionParameters.sessionQuotedAsset.config.initialBalance
+            ) - 1
+
+        tradingEngine.current.episode.episodeStatistics.ROI.value = global.PRECISE(tradingEngine.current.episode.episodeStatistics.ROI.value, 10)
+
+        /* Updating Anualized Rate Of Return */
+        tradingEngine.current.episode.episodeStatistics.anualizedRateOfReturn.value =
+            tradingEngine.current.episode.episodeStatistics.ROI.value /
+            tradingEngine.current.episode.episodeStatistics.days.value * 365
+
+        tradingEngine.current.episode.episodeStatistics.anualizedRateOfReturn.value = global.PRECISE(tradingEngine.current.episode.episodeStatistics.anualizedRateOfReturn.value, 10)
+
+        /* Updating Hit or Fail */
+        if (tradingEngine.current.episode.episodeStatistics.profitLoss.value > 0) {
+            tradingEngine.current.episode.episodeStatistics.hitFail.value = 'Hit'
+        } else {
+            tradingEngine.current.episode.episodeStatistics.hitFail.value = 'Fail'
+        }
+    }
+
+    function calculateResults() {
+
+        /* Updating Hits & Fails */
+        if (tradingEngine.current.position.positionBaseAsset.profitLoss.value > 0) {
+            tradingEngine.current.episode.episodeBaseAsset.hits.value++
+        } else {
+            tradingEngine.current.episode.episodeBaseAsset.fails.value++
+        }
+        if (tradingEngine.current.position.positionQuotedAsset.profitLoss.value > 0) {
+            tradingEngine.current.episode.episodeQuotedAsset.hits.value++
+        } else {
+            tradingEngine.current.episode.episodeQuotedAsset.fails.value++
+        }
+
+        /* Updating Profit Loss */
+        tradingEngine.current.episode.episodeBaseAsset.profitLoss.value =
+            tradingEngine.current.balance.baseAsset.value -
+            sessionParameters.sessionBaseAsset.config.initialBalance
+
+        tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value =
+            tradingEngine.current.balance.quotedAsset.value -
+            sessionParameters.sessionQuotedAsset.config.initialBalance
+
+        tradingEngine.current.episode.episodeBaseAsset.profitLoss.value = global.PRECISE(tradingEngine.current.episode.episodeBaseAsset.profitLoss.value, 10)
+        tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value = global.PRECISE(tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value, 10)
+
+        /* Updating ROI */
+        tradingEngine.current.episode.episodeBaseAsset.ROI.value =
+            (sessionParameters.sessionBaseAsset.config.initialBalance + tradingEngine.current.episode.episodeBaseAsset.profitLoss.value) /
+            sessionParameters.sessionBaseAsset.config.initialBalance - 1
+
+        tradingEngine.current.episode.episodeQuotedAsset.ROI.value =
+            (sessionParameters.sessionQuotedAsset.config.initialBalance + tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value) /
+            sessionParameters.sessionQuotedAsset.config.initialBalance - 1
+
+        tradingEngine.current.episode.episodeBaseAsset.ROI.value = global.PRECISE(tradingEngine.current.episode.episodeBaseAsset.ROI.value, 10)
+        tradingEngine.current.episode.episodeQuotedAsset.ROI.value = global.PRECISE(tradingEngine.current.episode.episodeQuotedAsset.ROI.value, 10)
+
+        /* Updating Hit Ratio */
+        tradingEngine.current.episode.episodeBaseAsset.hitRatio.value =
+            tradingEngine.current.episode.episodeBaseAsset.hits.value /
+            tradingEngine.current.episode.episodeCounters.positions.value
+
+        tradingEngine.current.episode.episodeQuotedAsset.hitRatio.value =
+            tradingEngine.current.episode.episodeQuotedAsset.hits.value /
+            tradingEngine.current.episode.episodeCounters.positions.value
+
+        tradingEngine.current.episode.episodeBaseAsset.hitRatio.value = global.PRECISE(tradingEngine.current.episode.episodeBaseAsset.hitRatio.value, 10)
+        tradingEngine.current.episode.episodeQuotedAsset.hitRatio.value = global.PRECISE(tradingEngine.current.episode.episodeQuotedAsset.hitRatio.value, 10)
+
+        /* Updating Anualized Rate Of Return */
+        tradingEngine.current.episode.episodeBaseAsset.anualizedRateOfReturn.value =
+            tradingEngine.current.episode.episodeBaseAsset.ROI.value /
+            tradingEngine.current.episode.episodeStatistics.days.value * 365
+
+        tradingEngine.current.episode.episodeQuotedAsset.anualizedRateOfReturn.value =
+            tradingEngine.current.episode.episodeQuotedAsset.ROI.value /
+            tradingEngine.current.episode.episodeStatistics.days.value * 365
+
+        tradingEngine.current.episode.episodeBaseAsset.anualizedRateOfReturn.value = global.PRECISE(tradingEngine.current.episode.episodeBaseAsset.anualizedRateOfReturn.value, 10)
+        tradingEngine.current.episode.episodeQuotedAsset.anualizedRateOfReturn.value = global.PRECISE(tradingEngine.current.episode.episodeQuotedAsset.anualizedRateOfReturn.value, 10)
+
+        /* Updating Hit or Fail */
+        if (tradingEngine.current.episode.episodeBaseAsset.profitLoss.value > 0) {
+            tradingEngine.current.episode.episodeBaseAsset.hitFail.value = 'Hit'
+        } else {
+            tradingEngine.current.episode.episodeBaseAsset.hitFail.value = 'Fail'
+        }
+        if (tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value > 0) {
+            tradingEngine.current.episode.episodeQuotedAsset.hitFail.value = 'Hit'
+        } else {
+            tradingEngine.current.episode.episodeQuotedAsset.hitFail.value = 'Fail'
+        }
+    }
+}
@@ -13,7 +13,7 @@ exports.newTradingPosition = function newTradingPosition(bot, logger, tradingEng
        updateTakeProfit: updateTakeProfit,
        initialTargets: initialTargets,
        updateEnds: updateEnds,
-        updateStatus: updateStatus,
+        resetTradingEngineDataStructure: resetTradingEngineDataStructure,
        updateCounters: updateCounters,
        resetPosition: resetPosition,
        initialize: initialize,
@@ -46,7 +46,6 @@ exports.newTradingPosition = function newTradingPosition(bot, logger, tradingEng
        tradingEngine.current.position.identifier.value = global.UNIQUE_ID()
        tradingEngine.current.position.begin.value = tradingEngine.current.candle.begin.value
        tradingEngine.current.position.beginRate.value = tradingEngine.current.candle.close.value
-        tradingEngine.current.position.end.value = tradingEngine.current.candle.end.value
        tradingEngine.current.position.situationName.value = situationName

        /* Initializing Stop and Take Profit Stage / Phase */
@@ -225,10 +224,11 @@ exports.newTradingPosition = function newTradingPosition(bot, logger, tradingEng
    function updateEnds() {
        if (tradingEngine.current.position.status.value === 'Open') {
            tradingEngine.current.position.end.value = tradingEngine.current.candle.end.value
+            tradingEngine.current.position.endRate.value = tradingEngine.current.candle.close.value
        }
    }

-    function updateStatus() {
+    function resetTradingEngineDataStructure() {
        if (tradingEngine.current.position.status.value === 'Closed') {
            resetPosition()
        }
@@ -46,6 +46,10 @@ exports.newTradingSimulation = function newTradingSimulation(bot, logger, UTILIT
            let tradingSystemModule = TRADING_SYSTEM_MODULE.newTradingSystem(bot, logger, tradingEngineModule)
            tradingSystemModule.initialize()

+            const TRADING_EPISODE_MODULE = require('./TradingEpisode.js')
+            let tradingEpisodeModule = TRADING_EPISODE_MODULE.newTradingEpisode(bot, logger)
+            tradingEpisodeModule.initialize()
+
            /* Setting up the candles array: The whole simulation is based on the array of candles at the time-frame defined at the session parameters. */
            let propertyName = 'at' + sessionParameters.timeFrame.config.label.replace('-', '')
            let candles = chart[propertyName].candles
@@ -53,6 +57,7 @@ exports.newTradingSimulation = function newTradingSimulation(bot, logger, UTILIT
            /* Variables needed for heartbeat functionality */
            let heartBeatDate
            let previousHeartBeatDate
+            let firstLoopExecution = true

            initializeLoop()

@@ -106,13 +111,18 @@ exports.newTradingSimulation = function newTradingSimulation(bot, logger, UTILIT

                tradingEngineModule.setCurrentCandle(candle) // We move the current candle we are standing at, to the trading engine data structure to make it available to anyone, including conditions and formulas.

-                if (checkIfWeAreAtTheHeadOfTheMarket() === false) {
-                    afterLoop()
+                if (firstLoopExecution === true) {
+                    tradingEpisodeModule.openEpisode()
+                    firstLoopExecution = false
+                }
+
+                if (checkLastCandle() === false) {
+                    closeEpisode('Last Candle Reached')
                    return
                }

                if (checkMinimunAndMaximunBalance() === false) {
-                    afterLoop()
+                    closeEpisode('Min or Max Balance Reached')
                    return
                }

@@ -130,15 +140,15 @@ exports.newTradingSimulation = function newTradingSimulation(bot, logger, UTILIT
                /* Do the stuff needed previous to the run */
                tradingSystemModule.mantain()

-                tradingEngineModule.updateEpisodeCountersAndStatistics()
+                /* Episode Counters and Statistics */
+                tradingEpisodeModule.updateCounters()
+                tradingEpisodeModule.updateStatistics()
+
                tradingEngineModule.updateDistanceToEventsCounters()

                /* Run one cycle of the Trading System*/
                await tradingSystemModule.run()

-                /* Add new records to the process output */
-                tradingRecordsModule.appendRecords()
-
                controlLoop()
            }

@@ -147,33 +157,51 @@ exports.newTradingSimulation = function newTradingSimulation(bot, logger, UTILIT
                if (bot.STOP_SESSION === true) {
                    if (FULL_LOG === true) { logger.write(MODULE_NAME, '[INFO] runSimulation -> controlLoop -> We are going to stop here bacause we were requested to stop processing this session.') }
                    console.log('[INFO] runSimulation -> controlLoop -> We are going to stop here bacause we were requested to stop processing this session.')
-                    afterLoop()
+                    closeEpisode('Session Stopped')
                    return
                }

                if (global.STOP_TASK_GRACEFULLY === true) {
                    if (FULL_LOG === true) { logger.write(MODULE_NAME, '[INFO] runSimulation -> controlLoop -> We are going to stop here bacause we were requested to stop processing this task.') }
                    console.log('[INFO] runSimulation -> controlLoop -> We are going to stop here bacause we were requested to stop processing this task.')
-                    afterLoop()
+                    closeEpisode('Task Stopped')
                    return
                }

-                tradingEngine.current.candle.index.value++
-                if (tradingEngine.current.candle.index.value < candles.length) {
+                if (tradingEngine.current.candle.index.value + 1 < candles.length) {
+
+                    /* Add new records to the process output */
+                    tradingRecordsModule.appendRecords()
+
+                    tradingEngine.current.candle.index.value++
+
                    setImmediate(loop) // This will execute the next loop in the next iteration of the NodeJs event loop allowing for other callbacks to be executed.
                } else {
-                    afterLoop()
+                    closeEpisode('All Candles Processed')
                }
            }

+            function closeEpisode(exitType) {
+                tradingEpisodeModule.closingEpisode(exitType)
+                tradingEpisodeModule.closeEpisode()
+
+                /* Add new records to the process output */
+                tradingRecordsModule.appendRecords()
+
+                afterLoop()
+            }
+
            function afterLoop() {
+
                tradingEngineModule.finalize()
                tradingSystemModule.finalize()
                tradingRecordsModule.finalize()
+                tradingEpisodeModule.finalize()

                tradingEngineModule = undefined
                tradingSystemModule = undefined
                tradingRecordsModule = undefined
+                tradingEpisodeModule = undefined

                callback()
            }
@@ -301,7 +329,7 @@ exports.newTradingSimulation = function newTradingSimulation(bot, logger, UTILIT
                }
            }

-            function checkIfWeAreAtTheHeadOfTheMarket() {
+            function checkLastCandle() {
                /* 
                We skip the candle at the head of the market because it has not closed yet. The procedure to determine if we are at the head of the market is different 
                when we are processing Market Files than when we are processing Daily Files. TODO Check that the procedure is good for Beta 6
@@ -310,7 +338,7 @@ exports.newTradingSimulation = function newTradingSimulation(bot, logger, UTILIT
                    let candlesPerDay = global.ONE_DAY_IN_MILISECONDS / sessionParameters.timeFrame.config.value
                    if (tradingEngine.current.candle.index.value === candles.length - 1) {
                        if ((candles.length < candlesPerDay) || (candles.length > candlesPerDay && candles.length < candlesPerDay * 2)) {
-                            if (FULL_LOG === true) { logger.write(MODULE_NAME, '[INFO] runSimulation -> checkIfWeAreAtTheHeadOfTheMarket -> Skipping Candle because it is the last one and has not been closed yet.') }
+                            if (FULL_LOG === true) { logger.write(MODULE_NAME, '[INFO] runSimulation -> checkLastCandle -> Skipping Candle because it is the last one and has not been closed yet.') }
                            return false
                            /* 
                            Note here that in the last candle of the first day or the second day it will use an incomplete candle and partially calculated indicators.
@@ -320,7 +348,7 @@ exports.newTradingSimulation = function newTradingSimulation(bot, logger, UTILIT
                    }
                } else { // We are processing Market Files
                    if (tradingEngine.current.candle.index.value === candles.length - 1) {
-                        if (FULL_LOG === true) { logger.write(MODULE_NAME, '[INFO] runSimulation -> checkIfWeAreAtTheHeadOfTheMarket -> Skipping Candle because it is the last one and has not been closed yet.') }
+                        if (FULL_LOG === true) { logger.write(MODULE_NAME, '[INFO] runSimulation -> checkLastCandle -> Skipping Candle because it is the last one and has not been closed yet.') }
                        return false
                    }
                }
@@ -11,7 +11,7 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM
        runManageStage: runManageStage,
        runCloseStage: runCloseStage,
        updateEnds: updateEnds,
-        updateStatus: updateStatus,
+        resetTradingEngineDataStructure: resetTradingEngineDataStructure,
        updateCounters: updateCounters,
        updateStatistics: updateStatistics,
        resetStage: resetStage,
@@ -34,6 +34,8 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM
    const SNAPSHOTS_MODULE = require('./Snapshots.js')
    let snapshotsModule = SNAPSHOTS_MODULE.newSnapshots(bot, logger)

+    const TRADING_EPISODE_MODULE = require('./TradingEpisode.js')
+    let tradingEpisodeModule = TRADING_EPISODE_MODULE.newTradingEpisode(bot, logger)

    let tradingEngine
    let tradingSystem
@@ -51,6 +53,7 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM
        announcementsModule.initialize()
        snapshotsModule.initialize()
        tradingExecutionModule.initialize()
+        tradingEpisodeModule.initialize()
    }

    function finalize() {
@@ -72,6 +75,9 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM

        tradingExecutionModule.finalize()
        tradingExecutionModule = undefined
+
+        tradingEpisodeModule.finalize()
+        tradingEpisodeModule = undefined
    }

    function updateChart(pChart) {
@@ -85,19 +91,19 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM
        mantainOrders()

        function mantainStrategies() {
-            tradingStrategyModule.updateStatus()
+            tradingStrategyModule.resetTradingEngineDataStructure()
            tradingStrategyModule.updateCounters()
            tradingStrategyModule.updateEnds()
        }

        function mantainStages() {
-            updateStatus()
+            resetTradingEngineDataStructure()
            updateCounters()
            updateEnds()
        }

        function mantainPositions() {
-            tradingPositionModule.updateStatus()
+            tradingPositionModule.resetTradingEngineDataStructure()
            tradingPositionModule.updateCounters()
            tradingPositionModule.updateEnds()
        }
@@ -202,9 +208,6 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM

                                    tradingStrategyModule.openStrategy(j, situation.name, strategy.name)

-                                    /* Updating Episode Counters */
-                                    tradingEngine.current.episode.episodeCounters.strategies.value++
-
                                    /* Initialize this */
                                    tradingEngine.current.distanceToEvent.triggerOn.value = 1

@@ -1013,8 +1016,8 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM
            /* Close the Position */
            tradingPositionModule.closePosition()

-            updatingEpisodeAssets()
-            updatingEpisodeStatistics()
+            tradingEpisodeModule.calculateResults()
+            tradingEpisodeModule.calculateStatistics()

            /* Close the Strategy */
            tradingStrategyModule.closeStrategy('Position Closed')
@@ -1023,118 +1026,6 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM
            tradingEngine.current.distanceToEvent.closePosition.value = 1
            tradingEngine.current.distanceToEvent.triggerOff.value = 1

-            function updatingEpisodeAssets() {
-
-                /* Updating Hits & Fails */
-                if (tradingEngine.current.position.positionBaseAsset.profitLoss.value > 0) {
-                    tradingEngine.current.episode.episodeBaseAsset.hits.value++
-                } else {
-                    tradingEngine.current.episode.episodeBaseAsset.fails.value++
-                }
-                if (tradingEngine.current.position.positionQuotedAsset.profitLoss.value > 0) {
-                    tradingEngine.current.episode.episodeQuotedAsset.hits.value++
-                } else {
-                    tradingEngine.current.episode.episodeQuotedAsset.fails.value++
-                }
-
-                /* Updating Profit Loss */
-                tradingEngine.current.episode.episodeBaseAsset.profitLoss.value =
-                    tradingEngine.current.balance.baseAsset.value -
-                    sessionParameters.sessionBaseAsset.config.initialBalance
-
-                tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value =
-                    tradingEngine.current.balance.quotedAsset.value -
-                    sessionParameters.sessionQuotedAsset.config.initialBalance
-
-                tradingEngine.current.episode.episodeBaseAsset.profitLoss.value = global.PRECISE(tradingEngine.current.episode.episodeBaseAsset.profitLoss.value, 10)
-                tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value = global.PRECISE(tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value, 10)
-
-                /* Updating ROI */
-                tradingEngine.current.episode.episodeBaseAsset.ROI.value =
-                    (sessionParameters.sessionBaseAsset.config.initialBalance + tradingEngine.current.episode.episodeBaseAsset.profitLoss.value) /
-                    sessionParameters.sessionBaseAsset.config.initialBalance - 1
-
-                tradingEngine.current.episode.episodeQuotedAsset.ROI.value =
-                    (sessionParameters.sessionQuotedAsset.config.initialBalance + tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value) /
-                    sessionParameters.sessionQuotedAsset.config.initialBalance - 1
-
-                tradingEngine.current.episode.episodeBaseAsset.ROI.value = global.PRECISE(tradingEngine.current.episode.episodeBaseAsset.ROI.value, 10)
-                tradingEngine.current.episode.episodeQuotedAsset.ROI.value = global.PRECISE(tradingEngine.current.episode.episodeQuotedAsset.ROI.value, 10)
-
-                /* Updating Hit Ratio */
-                tradingEngine.current.episode.episodeBaseAsset.hitRatio.value =
-                    tradingEngine.current.episode.episodeBaseAsset.hits.value /
-                    tradingEngine.current.episode.episodeCounters.positions.value
-
-                tradingEngine.current.episode.episodeQuotedAsset.hitRatio.value =
-                    tradingEngine.current.episode.episodeQuotedAsset.hits.value /
-                    tradingEngine.current.episode.episodeCounters.positions.value
-
-                tradingEngine.current.episode.episodeBaseAsset.hitRatio.value = global.PRECISE(tradingEngine.current.episode.episodeBaseAsset.hitRatio.value, 10)
-                tradingEngine.current.episode.episodeQuotedAsset.hitRatio.value = global.PRECISE(tradingEngine.current.episode.episodeQuotedAsset.hitRatio.value, 10)
-
-                /* Updating Anualized Rate Of Return */
-                tradingEngine.current.episode.episodeBaseAsset.anualizedRateOfReturn.value =
-                    tradingEngine.current.episode.episodeBaseAsset.ROI.value /
-                    tradingEngine.current.episode.episodeStatistics.days.value * 365
-
-                tradingEngine.current.episode.episodeQuotedAsset.anualizedRateOfReturn.value =
-                    tradingEngine.current.episode.episodeQuotedAsset.ROI.value /
-                    tradingEngine.current.episode.episodeStatistics.days.value * 365
-
-                tradingEngine.current.episode.episodeBaseAsset.anualizedRateOfReturn.value = global.PRECISE(tradingEngine.current.episode.episodeBaseAsset.anualizedRateOfReturn.value, 10)
-                tradingEngine.current.episode.episodeQuotedAsset.anualizedRateOfReturn.value = global.PRECISE(tradingEngine.current.episode.episodeQuotedAsset.anualizedRateOfReturn.value, 10)
-
-                /* Updating Hit or Fail */
-                if (tradingEngine.current.episode.episodeBaseAsset.profitLoss.value > 0) {
-                    tradingEngine.current.episode.episodeBaseAsset.hitFail.value = 'Hit'
-                } else {
-                    tradingEngine.current.episode.episodeBaseAsset.hitFail.value = 'Fail'
-                }
-                if (tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value > 0) {
-                    tradingEngine.current.episode.episodeQuotedAsset.hitFail.value = 'Hit'
-                } else {
-                    tradingEngine.current.episode.episodeQuotedAsset.hitFail.value = 'Fail'
-                }
-            }
-
-            function updatingEpisodeStatistics() {
-
-                /* Updating Profit Loss */
-                tradingEngine.current.episode.episodeStatistics.profitLoss.value =
-                    tradingEngine.current.episode.episodeBaseAsset.profitLoss.value * tradingEngine.current.candle.close.value +
-                    tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value
-
-                tradingEngine.current.episode.episodeStatistics.profitLoss.value = global.PRECISE(tradingEngine.current.episode.episodeStatistics.profitLoss.value, 10)
-
-                /* Updating ROI */
-                tradingEngine.current.episode.episodeStatistics.ROI.value =
-                    (
-                        sessionParameters.sessionBaseAsset.config.initialBalance * tradingEngine.current.candle.close.value +
-                        tradingEngine.current.episode.episodeBaseAsset.profitLoss.value * tradingEngine.current.candle.close.value +
-                        sessionParameters.sessionQuotedAsset.config.initialBalance +
-                        tradingEngine.current.episode.episodeQuotedAsset.profitLoss.value
-                    ) / (
-                        sessionParameters.sessionBaseAsset.config.initialBalance * tradingEngine.current.candle.close.value +
-                        sessionParameters.sessionQuotedAsset.config.initialBalance
-                    ) - 1
-
-                tradingEngine.current.episode.episodeStatistics.ROI.value = global.PRECISE(tradingEngine.current.episode.episodeStatistics.ROI.value, 10)
-
-                /* Updating Anualized Rate Of Return */
-                tradingEngine.current.episode.episodeStatistics.anualizedRateOfReturn.value =
-                    tradingEngine.current.episode.episodeStatistics.ROI.value /
-                    tradingEngine.current.episode.episodeStatistics.days.value * 365
-
-                tradingEngine.current.episode.episodeStatistics.anualizedRateOfReturn.value = global.PRECISE(tradingEngine.current.episode.episodeStatistics.anualizedRateOfReturn.value, 10)
-
-                /* Updating Hit or Fail */
-                if (tradingEngine.current.episode.episodeStatistics.profitLoss.value > 0) {
-                    tradingEngine.current.episode.episodeStatistics.hitFail.value = 'Hit'
-                } else {
-                    tradingEngine.current.episode.episodeStatistics.hitFail.value = 'Fail'
-                }
-            }
        }
    }

@@ -1229,7 +1120,7 @@ exports.newTradingStages = function newTradingStages(bot, logger, tradingEngineM
        }
    }

-    function updateStatus() {
+    function resetTradingEngineDataStructure() {
        if (tradingEngine.current.strategyTriggerStage.status.value === 'Closed') {
            resetStage(tradingEngine.current.strategyTriggerStage.status)
        }
@@ -7,7 +7,7 @@ exports.newTradingStrategy = function newTradingStrategy(bot, logger, tradingEng
        openStrategy: openStrategy,
        closeStrategy: closeStrategy,
        updateEnds: updateEnds,
-        updateStatus: updateStatus,
+        resetTradingEngineDataStructure: resetTradingEngineDataStructure,
        updateCounters: updateCounters,
        resetStrategy: resetStrategy,
        initialize: initialize,
@@ -33,11 +33,13 @@ exports.newTradingStrategy = function newTradingStrategy(bot, logger, tradingEng
        tradingEngine.current.strategy.begin.value = tradingEngine.current.candle.begin.value
        tradingEngine.current.strategy.end.value = tradingEngine.current.candle.end.value
        tradingEngine.current.strategy.beginRate.value = tradingEngine.current.candle.min.value
-        tradingEngine.current.strategy.endRate.value = tradingEngine.current.candle.min.value

        tradingEngine.current.strategy.index.value = index
        tradingEngine.current.strategy.situationName.value = situationName
        tradingEngine.current.strategy.strategyName.value = strategyName
+
+        /* Updating Episode Counters */
+        tradingEngine.current.episode.episodeCounters.strategies.value++
    }

    function closeStrategy(exitType) {
@@ -58,11 +60,11 @@ exports.newTradingStrategy = function newTradingStrategy(bot, logger, tradingEng
    function updateEnds() {
        if (tradingEngine.current.strategy.status.value === 'Open') {
            tradingEngine.current.strategy.end.value = tradingEngine.current.candle.end.value
-            tradingEngine.current.strategy.endRate.value = tradingEngine.current.candle.min.value
+            tradingEngine.current.strategy.endRate.value = tradingEngine.current.candle.close.value
        }
    }

-    function updateStatus() {
+    function resetTradingEngineDataStructure() {
        if (tradingEngine.current.strategy.status.value === 'Closed') {
            resetStrategy()
        }