From e6a58f21138b1cf7c7c07ce559642d07106c44ae Mon Sep 17 00:00:00 2001 From: Rocco Date: Sun, 4 Dec 2016 20:00:25 -0900 Subject: [PATCH 1/2] Writing Data to CSV --- Bot.cpp | 3 +- Bot.h | 2 + Driver.cpp | 48 ++++- Exchange.cpp | 132 ++++++++++++-- Exchange.h | 2 + GenAlg.cpp | 28 +++ GenAlg.h | 15 ++ Individual.cpp | 30 ++++ Individual.h | 32 ++++ LList.cpp | 3 +- Population.cpp | 198 +++++++++++++++++++++ Population.h | 43 +++++ Queue.cpp | 4 +- Results.cpp | 35 +++- Results.h | 10 +- myStockSimulationData.csv | 365 ++++++++++++++++++++++++++++++++++++++ 16 files changed, 912 insertions(+), 38 deletions(-) create mode 100644 GenAlg.cpp create mode 100644 GenAlg.h create mode 100644 Individual.cpp create mode 100644 Individual.h create mode 100644 Population.cpp create mode 100644 Population.h create mode 100644 myStockSimulationData.csv diff --git a/Bot.cpp b/Bot.cpp index 067117d..6765887 100644 --- a/Bot.cpp +++ b/Bot.cpp @@ -64,8 +64,7 @@ void Bot::checkForBuySignal(double currPrice) if(getMonies() > currPrice) // can afford? { int monInt = (int) getMonies(); - int price = (int) currPrice; - updateNumStocks(floor(monInt/price)-1); + int price = (int) currPrice;updateNumStocks(floor(monInt/price)-1); updateMonies(getMonies()-(getNumStocks()*currPrice)); updateAssets(getAssets() +(getNumStocks()*currPrice)); diff --git a/Bot.h b/Bot.h index 2c327dd..8a99b57 100644 --- a/Bot.h +++ b/Bot.h @@ -8,6 +8,8 @@ #ifndef BOT_H_ #define BOT_H_ #include +#include +using namespace std; class Bot { public: Bot(); diff --git a/Driver.cpp b/Driver.cpp index 2cc7793..6cf62ef 100644 --- a/Driver.cpp +++ b/Driver.cpp @@ -7,6 +7,7 @@ #include "Driver.h" #include "Exchange.h" +#include "GenAlg.h" #include #include #include @@ -33,12 +34,18 @@ int main() Results data; cout <<"Done .1.." << endl; + //Population test; + //test.generateGeneration0(); + //test.printPop(); + //Individual father = test.randomlySelectFromPop(); + //cout << "Father: " << father.getAttributeAt(0) << " sf " << father.getAttributeAt(2) ; + data = temp->getFitness(100,10000); // Within each exchange, a series of different tests will be performed // that will vary the savings Factor and the initial starting money // Savings factor will vary from 2% to 50% of initial starting money // whereas initial starting money will be either 10k, 50k, 100k, 500k - data = temp->getFitness(200, 10000); +// data = temp->getFitness(200, 10000); // TODO // Keep track of the range of perfomance for those with high // fitness values, update results.h with an int array that holds @@ -49,16 +56,18 @@ int main() // the distribution[], starting Money, - cout <<"Done .2.." << endl; - cout << "Fitness: " << data.getTotalValue() << endl; - cout << "Min: " << data.getMin() << " | Max: " << data.getMax() << endl; +// cout <<"Done .2.." << endl; +// cout << "Fitness: " << data.getTotalValue() << endl; // access the fitness value - cout << "Graph attr: min - " << data.getAttributesForDistr()->getMin() << " max - " << data.getAttributesForDistr()->getMax() << " "; - cout << "interval - " << data.getAttributesForDistr()->getInterval() << endl; +// cout << "Min: " << data.getMin() << " | Max: " << data.getMax() << endl; + +// cout << "Graph attr: min - " << data.getAttributesForDistr()->getMin() << " max - " << data.getAttributesForDistr()->getMax() << " "; +// cout << "interval - " << data.getAttributesForDistr()->getInterval() << endl; // Only access the distrubtion graph if it is one of the chosen individuals // from the population /* int num=0; + cout << "Distribution performance " << endl; int range = data.getAttributesForDistr()->getMin(); for (int j=0; j < 40; j++) { @@ -69,8 +78,33 @@ int main() printX(num); cout << endl; } - delete temp; + //delete temp; */ +// cout << "+++++++++++++++++++++++++++++++++++++++++++++++++" << endl; + +/* + cout << "Graph Perf-vs-Price attr: min - " << data.getAttributesForPerfVsPrice()->getMin() << " max - " << data.getAttributesForPerfVsPrice()->getMax() << " "; + cout << "interval - " << data.getAttributesForPerfVsPrice()->getInterval() << endl; + int range1 =data.getAttributesForPerfVsPrice()->getMin(); + + for (int k=0; k < 40; k++) + { + //cout << range1 << " - "; + range1+=data.getAttributesForPerfVsPrice()->getInterval(); + //cout << range1 << " : "; + + for (int p=0; p < data.getSizeOfListAt(k); p++ ) + { + //cout << " " << data.getListAt_PositionAt(k,p) << " "; + } + //cout << endl; + } +*/ + + + + + //tempF = temp->getFitness(20,5,10); // cout << "Fitness: " << tempF << endl; diff --git a/Exchange.cpp b/Exchange.cpp index 6c03898..e8bb965 100644 --- a/Exchange.cpp +++ b/Exchange.cpp @@ -47,7 +47,7 @@ Results Exchange::startSim() int prevDay=0; - Queue pricePerDay; // keeps record of all the prices during the + Queue* pricePerDay = new Queue(); // keeps record of all the prices during the // existence of the stock while(!yearHasPassed() && !crashed()) // adjust accordingly depending on type of sim @@ -70,7 +70,8 @@ Results Exchange::startSim() // updates queue for moving averages on a new day if (newDay(prevDay)) { - pricePerDay.enqueue(new Node(getPrice(), getTime()->copy())); + + pricePerDay->enqueue(new Node(getPrice(), getTime()->copy())); //cout << "Monies: " << monies << " | Assets: " << assets << " | Savings: " << savings << endl; trader.updatePPA1(getMovingAvg(days1)); @@ -113,9 +114,9 @@ Results Exchange::startSim() } - /* - cout << "Moving1: " << endl; +// cout << "Moving1: " << endl; +/* Node *data = days1.dequeue(); while(!days1.isEmpty()) { @@ -128,9 +129,10 @@ Results Exchange::startSim() else { cout << "NULL" << endl; } data = days1.dequeue(); } - cout << "-----------" << endl; - cout << "Moving2: " << endl; - +*/ +// cout << "-----------" << endl; +// cout << "Moving2: " << endl; +/* while(!days2.isEmpty()) { data = days2.dequeue(); @@ -161,6 +163,9 @@ ExperimentType* Exchange::getExp() { return exp; } int Exchange::getCorrespondingPosition(double portfolioVal, int interval, int min) { + cout << "Value: " << portfolioVal << " Min: " << min << endl; + cout << "Subtract: " << portfolioVal-min << endl; + cout << "Interval: " << interval << endl; return floor( ( ((int) portfolioVal) - min ) / interval ); } @@ -299,27 +304,30 @@ Results Exchange::getFitness(int savingFact, double startMon) int min, max, interval, intervalPrice, positionToIncrement; min=max=interval=0; // Processing for performance distribution - cout << "Pre flooring " << min_max.getMin() << endl; - cout << "Pre ceiling " << min_max.getMax() << endl; +// cout << "Pre flooring " << min_max.getMin() << endl; +// cout << "Pre ceiling " << min_max.getMax() << endl; min = floor( ((int)min_max.getMin()) / 100 )*100; - cout << "Min: " << min << endl; +// cout << "Min: " << min << endl; max = ceil( (int)min_max.getMax()/100)*100 + 100; - cout << "Max: " << max << endl; + //cout << "Max: " << max << endl; interval = (max - min)/40; min_max.getAttributesForDistr()->setMin(min); min_max.getAttributesForDistr()->setMax(max); min_max.getAttributesForDistr()->setInterval(interval); - cout << "Interval: " << interval << endl; + //cout << "Interval: " << interval << endl; // processing for stock price vs. perfomance relation + // NOTE : min, max, and interval for the price vs performance is denoted + // with the word "Price" appended to the variable name cout << "------ Stock price vs Performance " << endl; cout << "Min: " << minPrice << endl << "Max: " << maxPrice << endl; - minPrice = floor(minPrice/10)*10; - maxPrice = ceil(maxPrice/10)*10+10; + minPrice = floor(minPrice/10)*10 - 10; + maxPrice = ceil(maxPrice/10)*10+50; cout << "Min: " << minPrice << endl << "Max: " << maxPrice << endl; - intervalPrice = (maxPrice-minPrice)/40; + intervalPrice = (20+maxPrice-minPrice)/40; + cout << "Interval: " << intervalPrice << endl << endl; min_max.getAttributesForPerfVsPrice()->setMin(minPrice); min_max.getAttributesForPerfVsPrice()->setMax(maxPrice); min_max.getAttributesForPerfVsPrice()->setInterval(intervalPrice); @@ -327,15 +335,21 @@ Results Exchange::getFitness(int savingFact, double startMon) for (int j=0; j < getExp()->getNumTests(); j++ ) { - //cout << " " << data[j].getTotalValue() << endl; - // TODO - // Add logic to add in the performance + // TODO + // Uncomment the increment distribution function !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! positionToIncrement = getCorrespondingPosition(data[j].getTotalValue(), interval, min); //cout << "Postion to increment: " << positionToIncrement << endl; min_max.incrementDistributionAt(positionToIncrement); + positionToIncrement = getCorrespondingPosition(data[j].getFinalPrice(), intervalPrice, minPrice); + cout << "Position to increment: " << positionToIncrement << endl; + if (positionToIncrement >= 40) { cout << "Error in getFitness() -- position to increment too high" << endl; } + else + { + min_max.addToPerfVsPrice(positionToIncrement, data[j].getTotalValue()); + } // TODO // Write all of the stock lifecycles to a file by outputting each queue @@ -356,14 +370,96 @@ Results Exchange::getFitness(int savingFact, double startMon) //cout << "check if set " << min_max.getTotalValue() << endl; data[getExp()->getNumTests()] = min_max; + //Results* datatemp[getExp()->getNumTests()]; + //*datatemp = data; + + CSVExport(data, getExp()->getNumTests()); return min_max; } +void Exchange::CSVExport(Results data[], int size) +{ + // Gives us the number of elements of type Results in the array "data" + + Node* temp = nullptr; + bool done = false; + cout << "Number of trials: " << size << endl; + ofstream Data_File; + Data_File.open("myStockSimulationData.csv"); + if (Data_File.is_open()) + { + cout << "Reading file " << endl; + } + else + { + cout << "Error: could not read file " << endl; + } + Data_File << "Stock Final Price,Stock Total Value,Money,Assets,Savings,Number of Stocks, Minimum Performance, Maximum Performance"; + for (int i = 1; i <= size; i++) + { + Data_File << ",Trial " << (i); + } + + Data_File << "\n"; + + for (int i = 0; i < size; i++) + { + Data_File << data[i].getFinalPrice() << "," << data[i].getTotalValue() << "," << data[i].getMoney() + << "," << data[i].getAssets() << "," << data[i].getSavings() << "," << data[i].getNumStocks() << "," + << data[i].getMin() << "," << data[i].getMax(); + if (!data[0].getLifeCycle()->isEmpty()) + { + for (int j = 0; j < size; j++) + { + temp = data[j].getLifeCycle()->dequeue(); + Data_File << "," << temp->getPrice(); + } + } + Data_File << "\n"; + } + if (!data[0].getLifeCycle()->isEmpty()) + { + while (!done) + { + Data_File << " " << "," << " " << "," << " " + << "," << " "<< "," << " "<< "," << " " << "," + << " " << "," << " "; + for (int j = 0; j < size; j++) + { + Data_File << "," << data[j].getLifeCycle()->dequeue()->getPrice(); + } + Data_File << "\n"; + if (data[0].getLifeCycle()->isEmpty() == true) + { + done = true; + } + } + } + Data_File.close(); + + cout << "Graph Perf-vs-Price attr: min - " << data[size].getAttributesForPerfVsPrice()->getMin() << " max - " << data[size].getAttributesForPerfVsPrice()->getMax() << " "; + cout << "interval - " << data[size].getAttributesForPerfVsPrice()->getInterval() << endl; + int range1 =data[size].getAttributesForPerfVsPrice()->getMin(); + + for (int k=0; k < 40; k++) + { + //cout << range1 << " - "; + range1+=data[size].getAttributesForPerfVsPrice()->getInterval(); + cout << range1 << " : "; + + for (int p=0; p < data[size].getSizeOfListAt(k); p++ ) + { + cout << " " << data[size].getListAt_PositionAt(k,p) << " "; + } + cout << endl; + } + +} diff --git a/Exchange.h b/Exchange.h index 5775e45..3382664 100644 --- a/Exchange.h +++ b/Exchange.h @@ -13,6 +13,7 @@ #include "ExperimentType.h" #include "Results.h" #include "Bot.h" +#include #include #include using namespace std; @@ -27,6 +28,7 @@ class Exchange { Results getFitness(int savingFact, double startMon); // change to return a "Result" object void printByDay(); void tick(bool pass); + void CSVExport(Results data[], int size); ExperimentType* getExp(); int getCorrespondingPosition(double portfolioVal, int interval, int min); // O(1) !!!!!!!!!!!!!!!!!!!!!!!!!! diff --git a/GenAlg.cpp b/GenAlg.cpp new file mode 100644 index 0000000..e9b2461 --- /dev/null +++ b/GenAlg.cpp @@ -0,0 +1,28 @@ +/* + * GenAlg.cpp + * + * Created on: Dec 3, 2016 + * Author: rocco + */ + +#include "GenAlg.h" + +/* +runGA(population , exchange) +{ + repeat + newPop = {} + for (i=1 to population.size()) + { + father = randomSelect(population, exchange); + mother = " "; + child = reproduce(father, mother) + if (small probability) { child = mutate(child); } + add child to newPop; + } + population = newPop; + until 24 hours have passed + + return best(population) +} +*/ diff --git a/GenAlg.h b/GenAlg.h new file mode 100644 index 0000000..fe83243 --- /dev/null +++ b/GenAlg.h @@ -0,0 +1,15 @@ +/* + * GenAlg.h + * + * Created on: Dec 3, 2016 + * Author: rocco + */ + +#ifndef GENALG_H_ +#define GENALG_H_ +#include "Population.h" +class GenAlg { +}; + + +#endif /* GENALG_H_ */ diff --git a/Individual.cpp b/Individual.cpp new file mode 100644 index 0000000..70fc03c --- /dev/null +++ b/Individual.cpp @@ -0,0 +1,30 @@ +/* + * Individual.cpp + * + * Created on: Dec 3, 2016 + * Author: rocco + */ + +#include "Individual.h" + +Individual::Individual() : fitnessValue(1) { setUpAttributes(); } + +void Individual::setUpAttributes() +{ + for (int j=0; j<3; j++) + { + attributes[j] = 0; + } +} + +void Individual::setAttributeAt( int pos, double setThis) +{ + if (pos >= 0 && pos < 3) { attributes[pos] = setThis; } + else { cout << "Error: Cannot add at this position for the individual." << endl; } +} + +void Individual::setFitnessValue(double newFit) { fitnessValue = newFit; } + +double Individual::getFitnessValue() { return fitnessValue; } + +double Individual::getAttributeAt(int pos) { return attributes[pos]; } diff --git a/Individual.h b/Individual.h new file mode 100644 index 0000000..48a77c4 --- /dev/null +++ b/Individual.h @@ -0,0 +1,32 @@ +/* + * Individual.h + * + * Created on: Dec 3, 2016 + * Author: rocco + */ + +#ifndef INDIVIDUAL_H_ +#define INDIVIDUAL_H_ +#include +#include + +using namespace std; + +class Individual { +public: + Individual(); + + void setUpAttributes(); + void setAttributeAt( int pos, double setThis); + void setFitnessValue(double newFit); + + double getFitnessValue(); + double getAttributeAt(int pos); + +private: + double attributes[3]; // mov1, mov2, saving Factor + double fitnessValue; +}; + + +#endif /* INDIVIDUAL_H_ */ diff --git a/LList.cpp b/LList.cpp index d44e707..7d269fc 100644 --- a/LList.cpp +++ b/LList.cpp @@ -15,6 +15,7 @@ void LList::add(double dataIn) { head = new Node(dataIn, nullptr); head->setPos(0); + head->setNext(nullptr); } else { @@ -37,7 +38,7 @@ void LList::add(double dataIn) double LList::getDataAt(int pos) { - if (pos < 0 || pos > getSize()) { return -100; } // out of bounds access + if (pos < 0 && pos > getSize()) { return -100; } // out of bounds access else { bool done = false; diff --git a/Population.cpp b/Population.cpp new file mode 100644 index 0000000..8572317 --- /dev/null +++ b/Population.cpp @@ -0,0 +1,198 @@ +/* + * Population.cpp + * + * Created on: Dec 3, 2016 + * Author: rocco + */ + +#include "Population.h" + +Population::Population() +{ + setGen(); +} + +Population::~Population() +{ + for (int j=0; j < getSize(); j++) + { + + delete Gen0[j]; + } +} + +void Population::setGen() +{ + for (int j=0; j < getSize(); j++) + { + + Gen0[j] = new Individual(); + } +} + +void Population::generateGeneration0() +{ + // moving averages can vary from 1 - 200 days + // saving factor can vary from 50 - 5000 + srand(time(NULL)); + double mov1, mov2, savingFactor; + for(int k=0; k < getSize(); k++) + { + mov1 = (rand()%200) +1; + mov2 = (rand()%200) +1; + savingFactor = (rand()%4950) +50; + + Gen0[k]->setAttributeAt(0,mov1); + Gen0[k]->setAttributeAt(1,mov2); + Gen0[k]->setAttributeAt(2,savingFactor); + } + + +} + +void Population::printPop() +{ + for (int k=0; k < getSize(); k++) + { + cout << k << " : Moving1 = " << Gen0[k]->getAttributeAt(0) << " "; + cout << "Moving2 = " << Gen0[k]->getAttributeAt(1) << " "; + cout << "Saving Factor = " << Gen0[k]->getAttributeAt(2) << endl; + } +} + +void Population::addChildToPos(int pos, Individual thisChild) +{ + // Be sure to deallocate the memory of that position !!!!!!!!!!!!!!!!!!!!!!!! + +} + +int Population::getSize() { return sizeOfPop; } + +Individual Population::randomlySelectFromPop() +{ + // build roullete wheel based off of their fitness values + srand(time(NULL)); + double randNum = 0; // random number from 0 - 1 + randNum = ((double) rand() / (RAND_MAX)); + + double summationOfFitnessInPop = getTotalFitnessFromPop(); // summation of all the fitness values in the population + double sumOfCheckedInd = 0; // summation of all the fitness values that have been traversed thus far + bool done = false; + + if (summationOfFitnessInPop < 1) { cout << "ERROR!!"; exit(1); } // function called before setting population + + Individual prev = *Gen0[0]; + Individual curr = *Gen0[1]; + int counter = 2; + + // check starting case + if (randNum > 0 && randNum < (prev.getFitnessValue()/summationOfFitnessInPop)) + { + return prev; + } + + sumOfCheckedInd = prev.getFitnessValue(); + while (!done) + { + + if (sumOfCheckedInd/summationOfFitnessInPop < randNum && + randNum <= (sumOfCheckedInd + curr.getFitnessValue())/summationOfFitnessInPop) + { + return curr; + } + else + { + sumOfCheckedInd+=curr.getFitnessValue(); + //prev = curr;a + curr = *Gen0[counter]; + counter++; + if (counter == 100) { done = true; } // avoid from accessing out of bounds. Should never happen though + } + } +} + +Individual Population::reproduce(Individual father, Individual mother) +{ + srand(time(NULL)); + int chooseFromFatherOrMother = ( rand() % 2) + 1; + int numAttributesToCopy = ( rand() % 2) + 1; + int whichAttributeToCopy1 = ( rand() % 3) + 1; + int whichAttributeToCopy2 = ( rand() % 3) + 1; + + while(whichAttributeToCopy1 == whichAttributeToCopy2) // ensure unique attributes are copied + { + whichAttributeToCopy2 = ( rand() % 3) + 1; + } + + double childMov1, childMov2, childSavingFactor; + childMov1 = childMov2 = childSavingFactor = -1; // flag that is has not yet been updated + + if (chooseFromFatherOrMother == 1) // get attributes from mother first + { + if (numAttributesToCopy == 2) + { + if (whichAttributeToCopy1 == 1) { childMov1 = mother.getAttributeAt(1); } + else if (whichAttributeToCopy1 == 2) { childMov2 = mother.getAttributeAt(2); } + else { childSavingFactor = mother.getAttributeAt(3); } + + if (whichAttributeToCopy2 == 1) { childMov1 = mother.getAttributeAt(1); } + else if (whichAttributeToCopy2 == 2) { childMov2 = mother.getAttributeAt(2); } + else { childSavingFactor = mother.getAttributeAt(3); } + + } + else + { + if (whichAttributeToCopy1 == 1) { childMov1 = mother.getAttributeAt(1); } + else if (whichAttributeToCopy1 == 2) { childMov2 = mother.getAttributeAt(2); } + else { childSavingFactor = mother.getAttributeAt(3); } + } + + // Identify which attribute has not yet been inherited and get from father + if (childMov1 == -1) { childMov1 = father.getAttributeAt(1); } + if (childMov2 == -1) { childMov2 = father.getAttributeAt(2); } + if (childSavingFactor == -1) { childSavingFactor = father.getAttributeAt(3); } + + } + else // get attributes from mother + { + if (numAttributesToCopy == 2) + { + if (whichAttributeToCopy1 == 1) { childMov1 = father.getAttributeAt(1); } + else if (whichAttributeToCopy1 == 2) { childMov2 = father.getAttributeAt(2); } + else { childSavingFactor = father.getAttributeAt(3); } + + if (whichAttributeToCopy2 == 1) { childMov1 = father.getAttributeAt(1); } + else if (whichAttributeToCopy2 == 2) { childMov2 = father.getAttributeAt(2); } + else { childSavingFactor = father.getAttributeAt(3); } + + } + else + { + if (whichAttributeToCopy1 == 1) { childMov1 = father.getAttributeAt(1); } + else if (whichAttributeToCopy1 == 2) { childMov2 = father.getAttributeAt(2); } + else { childSavingFactor = father.getAttributeAt(3); } + } + + // Identify which attribute has not yet been inherited and get from Mother + if (childMov1 == -1) { childMov1 = mother.getAttributeAt(1); } + if (childMov2 == -1) { childMov2 = mother.getAttributeAt(2); } + if (childSavingFactor == -1) { childSavingFactor = mother.getAttributeAt(3); } + } + + Individual child; child.setAttributeAt(0, childMov1); child.setAttributeAt(1, childMov2); + child.setAttributeAt(2, childSavingFactor); + return child; + +} + +double Population::getTotalFitnessFromPop() +{ + double sum; + for (int j = 0; j < getSize(); j++) + { + sum += Gen0[j]->getFitnessValue(); + } + return sum; +} + + diff --git a/Population.h b/Population.h new file mode 100644 index 0000000..4fc9bad --- /dev/null +++ b/Population.h @@ -0,0 +1,43 @@ +/* + * Population.h + * + * Created on: Dec 3, 2016 + * Author: rocco + */ + +#ifndef POPULATION_H_ +#define POPULATION_H_ +#include "Individual.h" +#include +#include + +class Population { + +public: + Population(); + int getSize(); + + Individual randomlySelectFromPop(); + Individual reproduce(Individual father, Individual mother); + Individual mutate(Individual preMutant); + + double getTotalFitnessFromPop(); + + void generateGeneration0(); + void getPopulationsFitnessValues(); + void addChildToPos(int pos, Individual thisChild); + void printPop(); + void setGen(); + + ~Population(); +private: + + const int sizeOfPop = 10; // size of population + Individual* Gen0[10]; +}; + + +#endif /* POPULATION_H_ */ + + +// LEFT OFF HERE diff --git a/Queue.cpp b/Queue.cpp index 15b53fb..f088c3c 100644 --- a/Queue.cpp +++ b/Queue.cpp @@ -7,7 +7,7 @@ #include "Queue.h" -Queue::Queue() : first(nullptr), last(nullptr), MAX_SIZE(365), currSize(0) {} +Queue::Queue() : first(nullptr), last(nullptr), MAX_SIZE(10000), currSize(0) {} Queue::Queue(int sizeIn) : first(nullptr), last(nullptr), MAX_SIZE(sizeIn), currSize(0) {} @@ -17,6 +17,8 @@ void Queue::enqueue(Node* lastIn) { first = lastIn; last = lastIn; + + currSize++; } else { diff --git a/Results.cpp b/Results.cpp index 076c851..ca431be 100644 --- a/Results.cpp +++ b/Results.cpp @@ -7,13 +7,13 @@ #include "Results.h" -Results::Results() : stockFinalPrice(0), money(0), assets(0), +Results::Results() : stockFinalPrice(0), money(0), assets(0), lifeCycle(nullptr), savings(0), numStocks(0) , minPerf(0), maxPerf(0) {setUpDistributionSet(); parametersForDistr=new GraphAttributes(); parametersForPerfVsPrice=new GraphAttributes(); setUpPerfVsPrice(); } -Results::Results(Queue life, double price, double moneyIn, double assetsIn, +Results::Results(Queue* life, double price, double moneyIn, double assetsIn, double savingsIn, double numS) : lifeCycle(life), stockFinalPrice(price), money(moneyIn), assets(assetsIn), savings(savingsIn), numStocks(numS), @@ -21,7 +21,7 @@ Results::Results(Queue life, double price, double moneyIn, double assetsIn, parametersForDistr=new GraphAttributes(); setUpPerfVsPrice(); parametersForPerfVsPrice=new GraphAttributes();} -Queue Results::getLifeCycle() { return lifeCycle; } +Queue* Results::getLifeCycle() { return lifeCycle; } double Results::getTotalValue() { @@ -69,15 +69,40 @@ void Results::setUpDistributionSet() } } +void Results::addToPerfVsPrice(int pos, double data) +{ + if (pos < 0 && pos > 40) + { + cout << "Error: Invalid location to add to Performance vs. Price" << endl; + } + else + { + performanceVsPrice[pos]->add(data); + } +} + void Results::setUpPerfVsPrice() { - LList initializer; for (int j=0; j < 40; j++) { - performanceVsPrice[j] = initializer; + performanceVsPrice[j] = new LList(); } } +double Results::getListAt_PositionAt(int positionInArr, int posInLList) +{ + if (positionInArr >= 0 && positionInArr < 40) + { + return performanceVsPrice[positionInArr]->getDataAt(posInLList); + } + else { return -200; } // error +} + +int Results::getSizeOfListAt(int pos) +{ + return performanceVsPrice[pos]->getSize(); +} + GraphAttributes* Results::getAttributesForDistr() { return parametersForDistr; } GraphAttributes* Results::getAttributesForPerfVsPrice() { return parametersForPerfVsPrice; } diff --git a/Results.h b/Results.h index 9f5ad65..dc19007 100644 --- a/Results.h +++ b/Results.h @@ -14,9 +14,9 @@ class Results { public: Results(); - Results(Queue life, double price, double moneyIn, double assetsIn, double savingsIn, double numS); + Results(Queue* life, double price, double moneyIn, double assetsIn, double savingsIn, double numS); - Queue getLifeCycle(); + Queue* getLifeCycle(); double getTotalValue(); double getFinalPrice(); double getMoney(); @@ -31,6 +31,8 @@ class Results { void incrementDistributionAt(int position); GraphAttributes* getAttributesForPerfVsPrice(); + double getListAt_PositionAt(int positionInArr, int posInLList); + int getSizeOfListAt(int pos); void addToPerfVsPrice(int pos, double data); void setUpPerfVsPrice(); @@ -45,7 +47,7 @@ class Results { void setUpDistributionSet(); // Possibly hold the life cycle - Queue lifeCycle; + Queue* lifeCycle; double stockFinalPrice; double totalValue; double money; @@ -59,7 +61,7 @@ class Results { int distribution[40]; // holds all performance values GraphAttributes* parametersForDistr; - LList performanceVsPrice[40]; + LList* performanceVsPrice[40]; GraphAttributes* parametersForPerfVsPrice; int volatilityFactor; // TODO Calculate a volatility factor diff --git a/myStockSimulationData.csv b/myStockSimulationData.csv new file mode 100644 index 0000000..e80bc64 --- /dev/null +++ b/myStockSimulationData.csv @@ -0,0 +1,365 @@ +Stock Final Price,Stock Total Value,Money,Assets,Savings,Number of Stocks, Minimum Performance, Maximum Performance,Trial 1,Trial 2,Trial 3,Trial 4,Trial 5,Trial 6,Trial 7,Trial 8,Trial 9,Trial 10 +941.227,10049.7,9949.67,0,100,0,0,0,1017,998.569,1012.11,1003.42,972.766,1013.69,994.157,991.124,1007.57,991.598 +1069.74,10832.2,1874.29,8557.93,400,8,0,0,1017.29,997.104,1002.06,1007.87,974.646,1001.33,998.073,990.9,1022.59,996.812 +1323.95,12589.1,2345.4,7943.69,2300,6,0,0,1021.05,987.865,1002.05,1020.48,962.209,1002.68,997.877,996.06,1021.14,989.58 +1353.13,11610.5,9610.54,0,2000,0,0,0,1028.7,990.604,992.943,1014.39,959.345,998.275,999.389,992.063,1029.01,1014.72 +1037.62,9954.86,9354.86,0,600,0,0,0,1037.3,988.325,994.659,1007.92,967.062,995.372,1004.58,997.845,1040.34,1017.73 +1057.45,9799.89,9599.89,0,200,0,0,0,1036.95,983.277,1003.37,1013.12,986.63,1004.32,1001.73,995.484,1034.11,1021.45 +1106.73,10457.8,1103.96,8853.84,500,8,0,0,1050.82,980.592,992.199,1018.62,984.6,1008.7,1006.37,1009.99,1030.57,1030.64 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,996.506,960.383,1086,980.873,1024.02,1036.87,1045.09,1026.45,1060.08,1059.42 + , , , , , , , ,1006,963.943,1100.55,981.207,1020.95,1029.78,1036.98,1029.79,1058.76,1066.6 + , , , , , , , ,1005,954.058,1098.53,982.437,1023.65,1046.22,1020.22,1038.66,1051.05,1065.26 + , , , , , , , ,1005.42,954.337,1108.67,947.675,1031.74,1050.22,992.9,1037.27,1045.11,1079 + , , , , , , , ,998.624,943.923,1102.43,954.438,1028.18,1041.82,990.124,1033.67,1040.17,1080.1 + , , , , , , , ,1002.47,956.087,1085.52,959.883,1022.7,1036.24,987.982,1021.01,1035.47,1089.73 + , , , , , , , ,999.489,964.153,1079.62,956.249,1033.82,1030.35,983.077,1021.84,1024.72,1095.59 + , , , , , , , ,1009.48,974.293,1093.26,951.652,1036.1,1023.45,973.784,1026.84,1034.28,1086.86 + , , , , , , , ,1014.6,971.186,1090.98,943.215,1042.02,1028.39,964.47,1020.94,1039.95,1085.28 + , , , , , , , ,1032.19,974.616,1102.72,937.717,1026.75,1045.79,960.324,1019.84,1041.18,1096.44 + , , , , , , , ,1031.4,980.29,1112.44,947.193,1013.26,1039.38,953.999,1010.07,1039.19,1097.12 + , , , , , , , ,1029.8,989.225,1121.43,938.68,1018.47,1037.49,934.593,1013.37,1051.26,1087.6 + , , , , , , , ,1041.93,983.932,1129.71,945.763,1015.96,1040.73,945.064,1021.23,1049.34,1083.77 + , , , , , , , ,1035.72,992.137,1112.69,951.682,1018.61,1040.4,924.817,1036.6,1030.88,1086.25 + , , , , , , , ,1037.13,981.612,1115.66,956.678,1025.26,1032.51,922.092,1045.51,1024.62,1080.26 + , , , , , , , ,1043.63,963.736,1116.26,971.953,1013.2,1046.84,923.963,1058.16,1012.79,1091 + , , , , , , , ,1062.97,970.393,1105.62,979.502,1020.57,1065.36,933.195,1052.18,981.981,1084.25 + , , , , , , , ,1066.66,979.068,1107.87,981.969,1014.92,1062.94,934.05,1053.75,963.58,1087.64 + , , , , , , , ,1067.21,977.012,1124,957.631,1023.47,1059.3,948.139,1056.8,953.052,1088.92 + , , , , , , , ,1070.48,965.715,1115.14,951.058,1010.03,1056.2,945.516,1059.47,939.272,1092.22 + , , , , , , , ,1082.07,957.141,1130.03,948.519,1003.01,1053.36,949.378,1050.14,940.906,1100.05 + , , , , , , , ,1092.8,949.892,1129.72,949.296,1012.73,1043.97,962.721,1042.28,941.018,1103.16 + , , , , , , , ,1083.56,957.124,1146.59,935.306,1004.54,1036.95,957.155,1031.13,935.321,1099.78 + , , , , , , , ,1069.81,957.581,1136.2,926.907,1024.3,1038.11,950.936,1032.64,946.511,1074.77 + , , , , , , , ,1070.96,971.023,1134.56,931.848,1019.1,1025.48,941.995,1038.56,958.178,1074.63 + , , , , , , , ,1076.47,976.972,1125.02,945.978,1031.52,1012,940.942,1065.46,955.59,1061.4 + , , , , , , , ,1084.42,970.09,1133.7,936.047,1024.89,1013.58,951.266,1063.35,958.812,1057.03 + , , , , , , , ,1083.12,954.639,1139.73,949.038,1016.5,1038.87,936.078,1065.08,954.829,1045.73 + , , , , , , , ,1084.38,958.918,1153.7,961.228,1029.96,1042.9,944.803,1068.97,951.423,1050.35 + , , , , , , , ,1078.35,940.467,1147.44,967.717,1032.21,1051.98,936.568,1068.57,936.059,1057.17 + , , , , , , , ,1080.13,939.431,1139,979.699,1031.5,1036.36,939.497,1068.06,917.021,1061.06 + , , , , , , , ,1078.76,943.806,1149.69,981.14,1022.82,1020.1,938.509,1077.57,927.315,1087 + , , , , , , , ,1071.45,926.834,1135.21,982.729,1022.52,1030.28,947.573,1058.89,927.995,1090.88 + , , , , , , , ,1077.77,936.062,1132.35,975.451,1030.38,1028.51,940.772,1051.85,948.115,1087.04 + , , , , , , , ,1069.15,945.54,1131.49,972.549,1032.45,1046.7,934.217,1053.53,952.824,1092.98 + , , , , , , , ,1080.36,933.566,1143.03,974.973,1040.11,1056.43,954.404,1063.86,968.853,1097.84 + , , , , , , , ,1082.54,929.595,1141.23,980.756,1038.82,1049.81,949.129,1057.59,976.92,1083.06 + , , , , , , , ,1077.24,936.732,1136.68,966.838,1045.12,1053.05,960.356,1067.23,965.251,1056.77 + , , , , , , , ,1068,937.084,1136.66,956.758,1023.44,1051.73,963.952,1064.99,958.739,1056.87 + , , , , , , , ,1065.99,934.714,1137.63,964.39,1018.21,1042.14,972.303,1073.5,958.415,1056.52 + , , , , , , , ,1054.64,946.484,1132.18,961.046,1018.5,1045.9,970.949,1081.44,964.776,1049.8 + , , , , , , , ,1053.33,947.064,1133.65,969.164,1021.9,1065.9,976.112,1080,977.929,1052.78 + , , , , , , , ,1045.65,942.575,1117.71,971.974,1019.58,1057.78,987.201,1080.77,987.564,1039.46 + , , , , , , , ,1035.95,937.359,1122.54,973.703,1009.55,1055.39,990.693,1090.33,996.139,1019.89 + , , , , , , , ,1028.92,942.699,1115.57,986.924,1005.28,1077.98,983.974,1102.21,1003.71,1025.72 + , , , , , , , ,1033.45,940.683,1118.11,995.025,996.398,1076.95,964.522,1100.54,1002.51,1024.52 + , , , , , , , ,1040.81,939.205,1123,1000.2,1006.46,1086.71,963.513,1106.99,1006.63,1022.19 + , , , , , , , ,1041.07,950.634,1138.08,1001.89,983.225,1087.92,979.011,1099.52,1029.25,1016.47 + , , , , , , , ,1037.86,934.708,1136.8,1011.7,970.454,1094.75,975.165,1094.36,1029.67,1019.38 + , , , , , , , ,1042.65,935.022,1159.12,1012.46,963.759,1105.76,983.962,1085.06,1028.09,1021.67 + , , , , , , , ,1047.72,929.463,1168.89,1001.84,973.658,1111.03,986.702,1077.94,1031.79,1022.2 + , , , , , , , ,1031.48,939.734,1175.67,1022.15,975.186,1100.26,973.466,1071.3,1019.3,1031.76 + , , , , , , , ,1036.89,947.256,1178.68,1020.28,965.884,1102.13,981.461,1062.73,1027.16,1045.18 + , , , , , , , ,1033.9,956.577,1172.21,1037.06,974.926,1096.99,982.906,1071.59,1037.76,1049.49 + , , , , , , , ,1046.94,969.1,1183.88,1024.6,966.999,1086.7,970.007,1060.91,1050.58,1042.77 + , , , , , , , ,1053.47,977.918,1198.47,1026.6,976.567,1074.56,970.626,1070.95,1055.81,1036.46 + , , , , , , , ,1030.18,993.382,1196.66,1031.87,981.159,1062.27,974.554,1071.88,1052.17,1043.72 + , , , , , , , ,1038.56,979.026,1200.77,1053.03,991.147,1046.93,974.519,1062.95,1066.03,1035.26 + , , , , , , , ,1044.91,978.605,1207.61,1064.28,995.293,1049.49,966.771,1066.7,1059.93,1041.96 + , , , , , , , ,1044.95,994.775,1210.78,1063.39,1004.9,1037.95,973.654,1060.21,1061.73,1039.22 + , , , , , , , 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,1156.7,1112.54,1233.7,1351.32,1083.01,1149.59,1035.12,996.401,1247.81,1070.57 + , , , , , , , ,1159.08,1121.44,1227,1356.45,1084.19,1155.19,1052.39,1001.09,1256.28,1062.35 + , , , , , , , ,1158.79,1123.55,1233.88,1359.09,1086.17,1154.59,1049.89,985.053,1267.4,1076.21 + , , , , , , , ,1155.08,1115.95,1223.15,1359.54,1087.86,1151.39,1044.76,987.582,1271.8,1079.76 + , , , , , , , ,1142.86,1125.72,1211.92,1365.51,1085.07,1153.25,1048.02,1000.49,1273.9,1097.87 + , , , , , , , ,1145.71,1105.46,1217.83,1346.13,1089.86,1155.82,1037.61,1001.99,1270.56,1109.83 + , , , , , , , ,1144.27,1096.59,1221.96,1348.28,1098.15,1154.2,1051.16,997.771,1274.84,1108.13 + , , , , , , , ,1151.28,1091.7,1217.48,1351.9,1114.08,1149.83,1055.11,1004.8,1276.85,1116.04 + , , , , , , , ,1143.29,1101.51,1215.63,1372.13,1108.49,1145.2,1054.38,1018.76,1280.97,1112.26 + , , , , , , , ,1155.18,1095.2,1209.75,1350.68,1119.26,1133.27,1067.24,1015.38,1259.28,1094.55 + , , , , , , , 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,1157.07,1090.29,1198.04,1309.6,1110.07,1145.76,1115.63,1039.04,1253.22,1074.42 + , , , , , , , ,1155.39,1101.81,1210.32,1324,1108.52,1156.68,1129.36,1042.93,1262.78,1076.59 + , , , , , , , ,1153.33,1097.61,1193.56,1323.39,1115.33,1163.58,1119.24,1043.74,1268.75,1084.25 + , , , , , , , ,1135.17,1101.42,1191.69,1330.42,1106.41,1164.61,1100.14,1032.56,1267.86,1097.62 + , , , , , , , ,1125.58,1106.51,1190.52,1341.46,1085.81,1167.84,1105.8,1033.67,1263.57,1113.07 + , , , , , , , ,1128.76,1117.58,1194.19,1349.71,1104.46,1161.84,1102.86,1031.69,1286.08,1111.73 + , , , , , , , ,1125.03,1120.7,1195.49,1356.65,1108.36,1156.59,1112.17,1022.28,1284.9,1107.08 + , , , , , , , ,1106.28,1125.59,1200.07,1352.05,1111.88,1160.2,1116.69,1031.74,1277.32,1105.73 + , , , , , , , ,1103.11,1117.28,1203.87,1352.41,1124.28,1163.82,1135.35,1030.37,1282.35,1100.44 + , , , , , , , ,1094.15,1121.79,1210.05,1345.1,1114.87,1145.16,1112.87,1033.01,1296.4,1110.79 + , , , , , , , 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,1092.75,1124.99,1184.93,1367.27,1116.64,1118.06,1112.81,1016.49,1259.52,1156.03 + , , , , , , , ,1108.79,1118.81,1173.94,1354.02,1118.92,1119.22,1114.91,1007.96,1253.71,1149.46 + , , , , , , , ,1120.32,1112.15,1175.84,1353.51,1118.23,1113.7,1107.09,1027.46,1254.6,1156.36 + , , , , , , , ,1123.49,1100.39,1185.58,1357.87,1138.07,1103.68,1098.72,1031.18,1250.48,1157.28 + , , , , , , , ,1124.99,1089.37,1175.26,1351.82,1116.4,1094.83,1094.26,1027,1250.24,1145.88 + , , , , , , , ,1118.46,1088.18,1190.09,1341.58,1115.12,1085.15,1086,1043.61,1243.54,1152.36 + , , , , , , , ,1108,1071.56,1194.09,1348.15,1121.38,1105.61,1095.61,1048.79,1242.4,1143.5 + , , , , , , , ,1104.25,1083.47,1192.61,1348.61,1131.24,1104.36,1078.72,1032.03,1235.77,1134.22 + , , , , , , , ,1116.62,1077.3,1209.22,1355.2,1108.66,1099.29,1077.58,1035.66,1243.88,1135.42 + , , , , , , , ,1096.85,1068.08,1224.74,1339.45,1101.17,1085.06,1083.47,1044.71,1243.73,1127.45 + , , , , , , , ,1100.9,1056.74,1230.7,1329.01,1093.88,1080.46,1092.28,1039.04,1270,1120.53 + , , , , , , , ,1091.22,1069.7,1223,1327.34,1101.18,1079.22,1089.58,1035.46,1260.75,1147.29 + , , , , , , , ,1091.06,1085.16,1214.56,1340.62,1124.58,1087.02,1115.45,1029.46,1252.93,1140.05 + , , , , , , , ,1093.29,1086.03,1232.48,1343.83,1108.04,1090.15,1101.96,1027.63,1262.11,1151.57 + , , , , , , , ,1083.3,1105.48,1239.87,1361.59,1101.85,1092.05,1085.99,1038.14,1262.54,1154.7 + , , , , , , , ,1075.94,1099.22,1249.43,1351.49,1106.13,1097.74,1084.96,1051.05,1271.95,1154.37 + , , , , , , , ,1055.16,1093.91,1258.45,1347.74,1101.62,1083.3,1090.79,1058.73,1272.4,1154.37 + , , , , , , , ,1065.19,1084.85,1251.13,1329.99,1105.64,1091.77,1101.31,1066.96,1269.27,1143.16 + , , , , , , , ,1048.28,1069.21,1258.13,1340.66,1101.92,1107.41,1109.89,1076.89,1278.5,1134.6 + , , , , , , , ,1047.87,1078.88,1268.69,1355,1102.75,1116.03,1109.55,1089.42,1282.85,1134.97 + , , , , , , , ,1050.26,1068.08,1257.44,1358.85,1102.96,1119.61,1104.28,1101.64,1268.34,1149.83 + , , , , , , , ,1067.16,1077.07,1241.55,1358.99,1117.85,1115.14,1099.57,1116.98,1266.25,1138.92 + , , , , , , , ,1076.23,1074,1242.79,1372.9,1123.05,1117.15,1100.02,1111.11,1266.28,1142.63 + , , , , , , , ,1076.87,1058.16,1246.9,1363.28,1137.98,1114.75,1100.72,1118.18,1258.08,1148.21 + , , , , , , , ,1073.4,1059.86,1249.1,1367.78,1135.39,1108.01,1093.18,1131.96,1240.99,1160.18 + , , , , , , , ,1072.1,1073.55,1246.33,1369.99,1123.07,1101.65,1090.32,1128.12,1215.82,1145.28 + , , , , , , , ,1078.52,1081.3,1241.82,1362.76,1122.8,1116.35,1090.12,1129.31,1210.37,1155.01 + , , , , , , , ,1086.03,1077.94,1234.78,1349.3,1110.68,1111.4,1085.11,1113.36,1214.14,1146.68 + , , , , , , , ,1067.25,1079.15,1240.54,1349.65,1112.38,1114.14,1086.23,1124.65,1223.03,1142.65 + , , , , , , , ,1077.9,1082.11,1253.25,1347.3,1107.68,1106.96,1093.55,1117.02,1229.68,1145.93 + , , , , , , , ,1089.74,1070.4,1243.84,1351.04,1096.63,1117.3,1105.14,1118.92,1238.76,1159.5 + , , , , , , , ,1086.86,1070.26,1240.67,1348.58,1104.24,1135.11,1117.72,1133.45,1238.34,1157.95 + , , , , , , , ,1072.9,1057.52,1247.2,1331.31,1109.3,1137.7,1091.49,1136.29,1234.32,1166.5 + , , , , , , , ,1055.28,1058.84,1262.8,1343.38,1122.02,1117.63,1109.35,1126.02,1242.67,1176.95 + , , , , , , , ,1054.52,1062.11,1281.38,1329.85,1111.05,1131.1,1109.63,1137.68,1251.83,1169.77 + , , , , , , , ,1051.57,1051.38,1275.71,1339.34,1115.37,1138.09,1104.83,1148.46,1256.48,1165.61 + , , , , , , , ,1042.7,1058.94,1275.53,1359.32,1104.7,1130.59,1092.46,1160.69,1242.66,1151.45 + , , , , , , , ,1050.29,1058.52,1273.1,1370.83,1104.71,1136.52,1085.6,1170.12,1246.99,1148.99 + , , , , , , , ,1061.49,1047.31,1276.23,1355.34,1105.68,1129.72,1079.66,1170.6,1259.61,1125.12 + , , , , , , , ,1066.18,1037.07,1258.71,1352.29,1105.04,1126.2,1085.5,1184.44,1266.77,1126.85 + , , , , , , , ,1071.77,1039.59,1263.81,1354.6,1108.83,1130.11,1100.24,1179.27,1278.63,1131.52 + , , , , , , , ,1056.95,1026.84,1264.46,1370.59,1110.47,1121.22,1112.79,1180.09,1275.45,1131.07 + , , , , , , , ,1060.35,1032.86,1282.84,1372.4,1119.09,1116.24,1096.62,1179.61,1263.39,1133.34 + , , , , , , , ,1049.95,1008.1,1276.02,1367.85,1128.76,1110.56,1087.71,1178.88,1285.77,1134.67 + , , , , , , , ,1030.53,1003.22,1269.39,1377.34,1128,1112.79,1082.25,1169.7,1285.25,1150.89 + , , , , , , , ,1025.81,990.465,1260.85,1389.3,1122.35,1105.91,1078.68,1159.38,1285.03,1145.13 + , , , , , , , ,1023.47,982.857,1258.55,1394,1120.74,1101.04,1090.1,1160.78,1288,1139.6 + , , , , , , , ,1012.1,976.627,1253.5,1408.94,1112.43,1091.54,1099.25,1167.44,1267.03,1131.75 + , , , , , , , ,1002.9,960.686,1252.03,1415.23,1099.48,1089.58,1087.72,1170.95,1259,1128.34 + , , , , , , , ,994.865,949.228,1263.07,1413.85,1089.27,1096.22,1084.54,1175.8,1265.67,1143.4 + , , , , , , , ,984.99,959.733,1255.9,1411.82,1081.26,1089.14,1097.87,1173.56,1250.25,1146.73 + , , , , , , , ,971.371,963.707,1259.65,1416.84,1085.13,1073.1,1089.25,1172.54,1262.73,1155.85 + , , , , , , , ,959.611,967.092,1252.53,1425.61,1086.33,1075.43,1082.74,1185.54,1257.36,1153.29 + , , , , , , , ,959.34,987.399,1247.17,1431.64,1085.64,1065.62,1091.07,1185.55,1271.15,1150.22 + , , , , , , , ,963.632,993.426,1247.11,1429.45,1094.78,1073.71,1093.58,1191.69,1271.56,1173.31 + , , , , , , , ,964.042,1003.57,1239.67,1430.02,1087.89,1072.45,1090.35,1180,1268.29,1165.64 + , , , , , , , ,967.259,989.237,1244.61,1427.1,1086.02,1073.59,1081.15,1173.91,1261.71,1163.79 + , , , , , , , ,970.338,995.572,1235.75,1423.11,1083.94,1079.64,1072.41,1192.64,1256.93,1175.23 + , , , , , , , ,977.076,1006.56,1247.24,1410.01,1069.47,1092.39,1071.61,1205.59,1262.29,1185.06 + , , , , , , , ,961.417,1014.13,1246.62,1387.65,1061.66,1093.01,1072.04,1222.95,1271.58,1178.59 + , , , , , , , ,968.946,1016.74,1256.24,1382.92,1048.06,1074.4,1077.07,1195.2,1282.51,1170.51 + , , , , , , , ,964.131,1011.75,1258.81,1386.45,1033.78,1074.44,1084.14,1196.88,1286.11,1168.8 + , , , , , , , ,949.887,1028.39,1273.45,1385.4,1030.68,1076,1097.28,1190.99,1297.83,1163.2 + , , , , , , , ,955.553,1013.42,1268.39,1412.85,1024.95,1059.75,1097.04,1217.14,1299.66,1154.18 + , , , , , , , ,943.399,1022.44,1274.34,1436.84,1021.15,1042.84,1101.41,1209.11,1290.66,1168.5 + , , , , , , , ,946.832,1020.26,1274.77,1434.3,1020.68,1049.48,1100.29,1198.69,1283.51,1164.47 + , , , , , , , ,948.282,1017.52,1279.11,1446.79,1018.71,1049.89,1096.52,1182.68,1280.58,1159.96 + , , , , , , , ,952.115,1015.17,1285.93,1439.23,1018.32,1049.05,1095.07,1192.38,1277.72,1161.06 + , , , , , , , ,965.228,1017.9,1274.39,1432.65,1024.28,1044.09,1101.85,1209.01,1282.01,1160.76 + , , , , , , , ,954.353,1029.39,1289.87,1414.58,1040.5,1051.38,1087.27,1216.68,1302.26,1151.41 + , , , , , , , ,958.648,1036.69,1305.66,1405.44,1047.28,1037.81,1104.36,1226.63,1296.6,1159.11 + , , , , , , , ,955.12,1047.63,1309.14,1389.81,1047.19,1021.02,1104.08,1219.89,1310.91,1170.75 + , , , , , , , ,953.904,1045.7,1315.38,1369.83,1047.62,1031.15,1088.83,1231.09,1313.76,1171.78 + , , , , , , , ,954.051,1053.49,1314.6,1378.63,1047.62,1026.53,1095.12,1245.11,1306.01,1174.31 + , , , , , , , ,945.647,1060.72,1306.56,1359.52,1055.31,1030.97,1110.99,1257.29,1299.6,1174.73 + , , , , , , , ,957.919,1070.31,1306.17,1374.35,1063.47,1030.65,1108.15,1255.98,1304.84,1166.88 + , , , , , , , ,950.499,1063.45,1313.31,1379.59,1038.63,1041.67,1108.92,1249.92,1303.11,1167.64 + , , , , , , , ,945.741,1067.86,1316.68,1362.33,1029.08,1043.67,1109.45,1237.26,1311.44,1157.17 From b74a71ff1a99ede41b84d6c8bb99fa3cb07e9132 Mon Sep 17 00:00:00 2001 From: Rocco Date: Mon, 5 Dec 2016 16:05:17 -0900 Subject: [PATCH 2/2] Sets Fitness Values to Population Option to use threads, or to just go through for loop. Still not sure which implementation would be faster. --- Driver.cpp | 33 +- Exchange.cpp | 40 +- GenAlg.cpp | 7 +- GenAlg.h | 9 + Individual.cpp | 32 +- Individual.h | 12 + PerformanceVsPriceData.csv | 40 ++ Population.cpp | 143 ++++-- Population.h | 14 + StockPriceLifeTimes.csv | 1001 ++++++++++++++++++++++++++++++++++++ 10 files changed, 1276 insertions(+), 55 deletions(-) create mode 100644 PerformanceVsPriceData.csv create mode 100644 StockPriceLifeTimes.csv diff --git a/Driver.cpp b/Driver.cpp index 6cf62ef..0a3445d 100644 --- a/Driver.cpp +++ b/Driver.cpp @@ -30,22 +30,39 @@ int main() // the type of moving averge 'D' (day) 'H' (hour) 'M' (min), // and the number of experiments - Exchange* temp = new Exchange(10,40,'A',10); + Exchange* temp = new Exchange(10,40,'A',2); Results data; cout <<"Done .1.." << endl; - //Population test; - //test.generateGeneration0(); - //test.printPop(); - //Individual father = test.randomlySelectFromPop(); - //cout << "Father: " << father.getAttributeAt(0) << " sf " << father.getAttributeAt(2) ; - data = temp->getFitness(100,10000); + + //Testing Population class + Population test(10000, 5); + test.generateGeneration0(); + test.printPop(); + test.runIndividualFitnessAlgorithm(); + test.printPop(); + Individual father = test.randomlySelectFromPop(); + Individual mother = test.randomlySelectFromPop(); + Individual child; + cout << "Father: " << "Mov1: " << father.getAttributeAt(0) << " Mov2: " << father.getAttributeAt(1) << " SF: " << father.getAttributeAt(2) << endl ; + cout << "Mother: " << "Mov1: " << mother.getAttributeAt(0) << " Mov2: " << mother.getAttributeAt(1)<< " SF: " << mother.getAttributeAt(2) << endl ; + child = test.reproduce(father, mother); + cout << "Child: " << "Mov1: " << child.getAttributeAt(0) << " Mov2: " << child.getAttributeAt(1) << " SF: " << child.getAttributeAt(2) << endl ; + test.addChildToPos(0, child); + cout << "Adding child..." << endl; + test.printPop(); + cout << "Testing fitness function" << endl; +// test.runIndividualFitnessAlgorithm(); + + + +// data = temp->getFitness(100,10000); // Within each exchange, a series of different tests will be performed // that will vary the savings Factor and the initial starting money // Savings factor will vary from 2% to 50% of initial starting money // whereas initial starting money will be either 10k, 50k, 100k, 500k -// data = temp->getFitness(200, 10000); + //data = temp->getFitness(200, 10000); // TODO // Keep track of the range of perfomance for those with high // fitness values, update results.h with an int array that holds diff --git a/Exchange.cpp b/Exchange.cpp index e8bb965..1161add 100644 --- a/Exchange.cpp +++ b/Exchange.cpp @@ -163,9 +163,9 @@ ExperimentType* Exchange::getExp() { return exp; } int Exchange::getCorrespondingPosition(double portfolioVal, int interval, int min) { - cout << "Value: " << portfolioVal << " Min: " << min << endl; - cout << "Subtract: " << portfolioVal-min << endl; - cout << "Interval: " << interval << endl; + //cout << "Value: " << portfolioVal << " Min: " << min << endl; + //cout << "Subtract: " << portfolioVal-min << endl; + //cout << "Interval: " << interval << endl; return floor( ( ((int) portfolioVal) - min ) / interval ); } @@ -279,6 +279,7 @@ Results Exchange::getFitness(int savingFact, double startMon) //cout << "working..." << endl; // Store result from startSim in array() + cout << "Trial# " << count << endl; data[count] = sim->startSim(); //cout << "Value stored: " << data[count].getTotalValue() << endl; if (data[count].getTotalValue() < min_max.getMin()) { min_max.setMin(data[count].getTotalValue()); } @@ -344,7 +345,7 @@ Results Exchange::getFitness(int savingFact, double startMon) min_max.incrementDistributionAt(positionToIncrement); positionToIncrement = getCorrespondingPosition(data[j].getFinalPrice(), intervalPrice, minPrice); - cout << "Position to increment: " << positionToIncrement << endl; + //cout << "Position to increment: " << positionToIncrement << endl; if (positionToIncrement >= 40) { cout << "Error in getFitness() -- position to increment too high" << endl; } else { @@ -363,6 +364,8 @@ Results Exchange::getFitness(int savingFact, double startMon) //TODO // update to subtract by the amount of starting money, getExp().getStartingMonies() double fit = (sum/(double)getExp()->getNumTests() - startMon); + + //TODO // solve for a more intricate way of calculating the fitness score for perfomance cout << "F: " << fit << endl; @@ -373,7 +376,7 @@ Results Exchange::getFitness(int savingFact, double startMon) //Results* datatemp[getExp()->getNumTests()]; //*datatemp = data; - CSVExport(data, getExp()->getNumTests()); + //CSVExport(data, getExp()->getNumTests()); return min_max; @@ -388,7 +391,7 @@ void Exchange::CSVExport(Results data[], int size) bool done = false; cout << "Number of trials: " << size << endl; ofstream Data_File; - Data_File.open("myStockSimulationData.csv"); + Data_File.open("StockPriceLifeTimes.csv"); if (Data_File.is_open()) { cout << "Reading file " << endl; @@ -442,23 +445,40 @@ void Exchange::CSVExport(Results data[], int size) } Data_File.close(); + + + + /* + * Now writing the Performance vs. Stock price data + * + + Data_File.open("PerformanceVsPriceData.csv"); + if (Data_File.is_open()) + { + cout << "Reading file " << endl; + } + else + { + cout << "Error: could not read file " << endl; + } cout << "Graph Perf-vs-Price attr: min - " << data[size].getAttributesForPerfVsPrice()->getMin() << " max - " << data[size].getAttributesForPerfVsPrice()->getMax() << " "; cout << "interval - " << data[size].getAttributesForPerfVsPrice()->getInterval() << endl; int range1 =data[size].getAttributesForPerfVsPrice()->getMin(); for (int k=0; k < 40; k++) { - //cout << range1 << " - "; + Data_File << range1 << "-"; range1+=data[size].getAttributesForPerfVsPrice()->getInterval(); - cout << range1 << " : "; + Data_File << range1 << ""; for (int p=0; p < data[size].getSizeOfListAt(k); p++ ) { - cout << " " << data[size].getListAt_PositionAt(k,p) << " "; + Data_File << "," << data[size].getListAt_PositionAt(k,p); } - cout << endl; + Data_File << "\n"; } + */ } diff --git a/GenAlg.cpp b/GenAlg.cpp index e9b2461..cf1c1ab 100644 --- a/GenAlg.cpp +++ b/GenAlg.cpp @@ -8,10 +8,15 @@ #include "GenAlg.h" /* -runGA(population , exchange) + * + * startingMoney must be p +runGA(startingMon, numExp) // be sure to implement the GA as a multithread but storing start monies + // in an array + { repeat newPop = {} + pop.runIndividualFitnessAlg(startingMon); for (i=1 to population.size()) { father = randomSelect(population, exchange); diff --git a/GenAlg.h b/GenAlg.h index fe83243..aecc5c6 100644 --- a/GenAlg.h +++ b/GenAlg.h @@ -8,7 +8,16 @@ #ifndef GENALG_H_ #define GENALG_H_ #include "Population.h" +#include "Exchange.h" + class GenAlg { +public: + GenAlg(); + void runGA(double startingMon); // Initial starting monies + +private: + Population* population; + }; diff --git a/Individual.cpp b/Individual.cpp index 70fc03c..97d6005 100644 --- a/Individual.cpp +++ b/Individual.cpp @@ -7,7 +7,10 @@ #include "Individual.h" -Individual::Individual() : fitnessValue(1) { setUpAttributes(); } +Individual::Individual() : fitnessValue(1), startMonies(10000), + numExperiments(100) { setUpAttributes(); } + + void Individual::setUpAttributes() { @@ -25,6 +28,31 @@ void Individual::setAttributeAt( int pos, double setThis) void Individual::setFitnessValue(double newFit) { fitnessValue = newFit; } -double Individual::getFitnessValue() { return fitnessValue; } +void Individual::runFitnessAlg() +{ + + // set the fitness value returned from exchange + Exchange * exch = new Exchange(getAttributeAt(0), getAttributeAt(1), 'A', getExp()); + resultsFromExp = exch->getFitness(getAttributeAt(2), getStartingMonies()); + + setFitnessValue(resultsFromExp.getTotalValue()); + delete exch; + +} + +void Individual::setExp(int in) { numExperiments = in; } + +void Individual::setMon(double in ) { startMonies = in; } + +int Individual::getExp() { return numExperiments; } + +double Individual::getStartingMonies() { return startMonies; } + +double Individual::getFitnessValue() +{ + return fitnessValue; +} double Individual::getAttributeAt(int pos) { return attributes[pos]; } + +Results Individual::getResults() { return resultsFromExp; } diff --git a/Individual.h b/Individual.h index 48a77c4..e80310e 100644 --- a/Individual.h +++ b/Individual.h @@ -7,6 +7,7 @@ #ifndef INDIVIDUAL_H_ #define INDIVIDUAL_H_ +#include "Exchange.h" #include #include @@ -19,13 +20,24 @@ class Individual { void setUpAttributes(); void setAttributeAt( int pos, double setThis); void setFitnessValue(double newFit); + void runFitnessAlg(); + void setExp(int in); + void setMon(double in); + + int getExp(); + double getStartingMonies(); double getFitnessValue(); double getAttributeAt(int pos); + Results getResults(); + private: double attributes[3]; // mov1, mov2, saving Factor double fitnessValue; + Results resultsFromExp; + double startMonies; + int numExperiments; }; diff --git a/PerformanceVsPriceData.csv b/PerformanceVsPriceData.csv new file mode 100644 index 0000000..1b75372 --- /dev/null +++ b/PerformanceVsPriceData.csv @@ -0,0 +1,40 @@ +600-621,8881.41 +621-642 +642-663 +663-684 +684-705 +705-726 +726-747 +747-768 +768-789 +789-810 +810-831 +831-852 +852-873 +873-894 +894-915 +915-936 +936-957 +957-978 +978-999,12353.8 +999-1020 +1020-1041,10434.3 +1041-1062,12105.2 +1062-1083 +1083-1104 +1104-1125,9446.03 +1125-1146 +1146-1167,11227.4 +1167-1188,10843.9 +1188-1209 +1209-1230,10891.4 +1230-1251 +1251-1272 +1272-1293 +1293-1314 +1314-1335,12049.6 +1335-1356 +1356-1377 +1377-1398,11900.8 +1398-1419 +1419-1440 diff --git a/Population.cpp b/Population.cpp index 8572317..c5fcfa6 100644 --- a/Population.cpp +++ b/Population.cpp @@ -10,6 +10,16 @@ Population::Population() { setGen(); + srand(time(NULL)); + numExperiments=1; +} + +Population::Population(double setMonies, int numExp) +{ + setGen(); + srand(time(NULL)); + startMonies = setMonies; + numExperiments = numExp; } Population::~Population() @@ -30,11 +40,62 @@ void Population::setGen() } } +void *individualRun(void *threadArg) +{ + //runFitnessAlg + Individual* currInd; + currInd = (Individual *) threadArg; + + // run experiment + currInd->runFitnessAlg(); + + +} + +void Population::runIndividualFitnessAlgorithm() +{ + // Set this up to run as a thread + + // Use startMonies in this class to initiliaze the amount of starting money + // do runFitnessAlg(int numExp) for each individual + + const int NUM_THREADS = 10; // change for a larger population + pthread_t threads[NUM_THREADS]; + int errorCatch; + + /* + non-threading + for (int j=0; j < 10; j++) + { + Gen0[j]->setMon(getStartingMonies()); + Gen0[j]->setExp(getNumExp()); + Gen0[j]->runFitnessAlg(); + } + */ + + for (int j=0; j < NUM_THREADS; j++) + { + Gen0[j]->setMon(getStartingMonies()); + Gen0[j]->setExp(getNumExp()); + errorCatch = pthread_create(&threads[j], NULL, individualRun, (void*)Gen0[j]); + if (errorCatch) { cout << "Error in thread " << errorCatch << endl; exit(-1); } + + } + + // Wait for threads to finish + for(int L=0; L < NUM_THREADS; L++) + { + pthread_join(threads[L],NULL); + } + +} + + void Population::generateGeneration0() { // moving averages can vary from 1 - 200 days // saving factor can vary from 50 - 5000 - srand(time(NULL)); + //srand(time(NULL)); double mov1, mov2, savingFactor; for(int k=0; k < getSize(); k++) { @@ -56,22 +117,29 @@ void Population::printPop() { cout << k << " : Moving1 = " << Gen0[k]->getAttributeAt(0) << " "; cout << "Moving2 = " << Gen0[k]->getAttributeAt(1) << " "; - cout << "Saving Factor = " << Gen0[k]->getAttributeAt(2) << endl; + cout << "Saving Factor = " << Gen0[k]->getAttributeAt(2); + cout << "Fitness: " << Gen0[k]->getFitnessValue() << endl; } } void Population::addChildToPos(int pos, Individual thisChild) { - // Be sure to deallocate the memory of that position !!!!!!!!!!!!!!!!!!!!!!!! - + delete Gen0[pos]; + Gen0[pos] = new Individual(); + for (int k=0; k < 3; k++) + { + Gen0[pos]->setAttributeAt(k, thisChild.getAttributeAt(k)); + } } int Population::getSize() { return sizeOfPop; } +int Population::getNumExp() { return numExperiments; } + Individual Population::randomlySelectFromPop() { // build roullete wheel based off of their fitness values - srand(time(NULL)); + //srand(time(NULL)); double randNum = 0; // random number from 0 - 1 randNum = ((double) rand() / (RAND_MAX)); @@ -113,7 +181,7 @@ Individual Population::randomlySelectFromPop() Individual Population::reproduce(Individual father, Individual mother) { - srand(time(NULL)); + //srand(time(NULL)); int chooseFromFatherOrMother = ( rand() % 2) + 1; int numAttributesToCopy = ( rand() % 2) + 1; int whichAttributeToCopy1 = ( rand() % 3) + 1; @@ -129,54 +197,61 @@ Individual Population::reproduce(Individual father, Individual mother) if (chooseFromFatherOrMother == 1) // get attributes from mother first { + cout << "Choosing from mother first..." << endl; if (numAttributesToCopy == 2) { - if (whichAttributeToCopy1 == 1) { childMov1 = mother.getAttributeAt(1); } - else if (whichAttributeToCopy1 == 2) { childMov2 = mother.getAttributeAt(2); } - else { childSavingFactor = mother.getAttributeAt(3); } - - if (whichAttributeToCopy2 == 1) { childMov1 = mother.getAttributeAt(1); } - else if (whichAttributeToCopy2 == 2) { childMov2 = mother.getAttributeAt(2); } - else { childSavingFactor = mother.getAttributeAt(3); } + cout << "Copying attr1: " << whichAttributeToCopy1 << endl; + if (whichAttributeToCopy1 == 1) { childMov1 = mother.getAttributeAt(0); } + else if (whichAttributeToCopy1 == 2) { childMov2 = mother.getAttributeAt(1); } + else { childSavingFactor = mother.getAttributeAt(2); } + cout << "Copying attr2: " << whichAttributeToCopy2 << endl; + if (whichAttributeToCopy2 == 1) { childMov1 = mother.getAttributeAt(0); } + else if (whichAttributeToCopy2 == 2) { childMov2 = mother.getAttributeAt(1); } + else { childSavingFactor = mother.getAttributeAt(2); } } else { - if (whichAttributeToCopy1 == 1) { childMov1 = mother.getAttributeAt(1); } - else if (whichAttributeToCopy1 == 2) { childMov2 = mother.getAttributeAt(2); } - else { childSavingFactor = mother.getAttributeAt(3); } + cout << "Copying attr1: " << whichAttributeToCopy1 << endl; + if (whichAttributeToCopy1 == 1) { childMov1 = mother.getAttributeAt(0); } + else if (whichAttributeToCopy1 == 2) { childMov2 = mother.getAttributeAt(1); } + else { childSavingFactor = mother.getAttributeAt(2); } } // Identify which attribute has not yet been inherited and get from father - if (childMov1 == -1) { childMov1 = father.getAttributeAt(1); } - if (childMov2 == -1) { childMov2 = father.getAttributeAt(2); } - if (childSavingFactor == -1) { childSavingFactor = father.getAttributeAt(3); } + if (childMov1 == -1) { childMov1 = father.getAttributeAt(0); } + if (childMov2 == -1) { childMov2 = father.getAttributeAt(1); } + if (childSavingFactor == -1) { childSavingFactor = father.getAttributeAt(2); } } - else // get attributes from mother + else // get attributes from father { + cout << "Choosing from Father first..." << endl; if (numAttributesToCopy == 2) { - if (whichAttributeToCopy1 == 1) { childMov1 = father.getAttributeAt(1); } - else if (whichAttributeToCopy1 == 2) { childMov2 = father.getAttributeAt(2); } - else { childSavingFactor = father.getAttributeAt(3); } + cout << "Copying attr1: " << whichAttributeToCopy1 << endl; + if (whichAttributeToCopy1 == 1) { childMov1 = father.getAttributeAt(0); } + else if (whichAttributeToCopy1 == 2) { childMov2 = father.getAttributeAt(1); } + else { childSavingFactor = father.getAttributeAt(2); } - if (whichAttributeToCopy2 == 1) { childMov1 = father.getAttributeAt(1); } - else if (whichAttributeToCopy2 == 2) { childMov2 = father.getAttributeAt(2); } - else { childSavingFactor = father.getAttributeAt(3); } + cout << "Copying attr2: " << whichAttributeToCopy2 << endl; + if (whichAttributeToCopy2 == 1) { childMov1 = father.getAttributeAt(0); } + else if (whichAttributeToCopy2 == 2) { childMov2 = father.getAttributeAt(1); } + else { childSavingFactor = father.getAttributeAt(2); } } else { - if (whichAttributeToCopy1 == 1) { childMov1 = father.getAttributeAt(1); } - else if (whichAttributeToCopy1 == 2) { childMov2 = father.getAttributeAt(2); } - else { childSavingFactor = father.getAttributeAt(3); } + cout << "Copying attr1: " << whichAttributeToCopy1 << endl; + if (whichAttributeToCopy1 == 1) { childMov1 = father.getAttributeAt(0); } + else if (whichAttributeToCopy1 == 2) { childMov2 = father.getAttributeAt(1); } + else { childSavingFactor = father.getAttributeAt(2); } } // Identify which attribute has not yet been inherited and get from Mother - if (childMov1 == -1) { childMov1 = mother.getAttributeAt(1); } - if (childMov2 == -1) { childMov2 = mother.getAttributeAt(2); } - if (childSavingFactor == -1) { childSavingFactor = mother.getAttributeAt(3); } + if (childMov1 == -1) { childMov1 = mother.getAttributeAt(0); } + if (childMov2 == -1) { childMov2 = mother.getAttributeAt(1); } + if (childSavingFactor == -1) { childSavingFactor = mother.getAttributeAt(2); } } Individual child; child.setAttributeAt(0, childMov1); child.setAttributeAt(1, childMov2); @@ -185,6 +260,8 @@ Individual Population::reproduce(Individual father, Individual mother) } +double Population::getStartingMonies() { return startMonies; } + double Population::getTotalFitnessFromPop() { double sum; @@ -194,5 +271,3 @@ double Population::getTotalFitnessFromPop() } return sum; } - - diff --git a/Population.h b/Population.h index 4fc9bad..4cfd2bc 100644 --- a/Population.h +++ b/Population.h @@ -10,11 +10,16 @@ #include "Individual.h" #include #include +#include +#include +#include +#include class Population { public: Population(); + Population(double setMonies, int numExp); int getSize(); Individual randomlySelectFromPop(); @@ -22,18 +27,27 @@ class Population { Individual mutate(Individual preMutant); double getTotalFitnessFromPop(); + double getStartingMonies(); + int getNumExp(); + + void runIndividualFitnessAlgorithm(); void generateGeneration0(); void getPopulationsFitnessValues(); void addChildToPos(int pos, Individual thisChild); void printPop(); void setGen(); +// void *individualRun(void *threadArg); + + ~Population(); private: const int sizeOfPop = 10; // size of population Individual* Gen0[10]; + double startMonies; + int numExperiments; }; diff --git a/StockPriceLifeTimes.csv b/StockPriceLifeTimes.csv new file mode 100644 index 0000000..8e04c33 --- /dev/null +++ b/StockPriceLifeTimes.csv @@ -0,0 +1,1001 @@ +Stock Final Price,Stock Total Value,Money,Assets,Savings,Number of Stocks, Minimum Performance, Maximum Performance,Trial 1,Trial 2,Trial 3,Trial 4,Trial 5,Trial 6,Trial 7,Trial 8,Trial 9,Trial 10,Trial 11,Trial 12,Trial 13,Trial 14,Trial 15,Trial 16,Trial 17,Trial 18,Trial 19,Trial 20,Trial 21,Trial 22,Trial 23,Trial 24,Trial 25,Trial 26,Trial 27,Trial 28,Trial 29,Trial 30,Trial 31,Trial 32,Trial 33,Trial 34,Trial 35,Trial 36,Trial 37,Trial 38,Trial 39,Trial 40,Trial 41,Trial 42,Trial 43,Trial 44,Trial 45,Trial 46,Trial 47,Trial 48,Trial 49,Trial 50,Trial 51,Trial 52,Trial 53,Trial 54,Trial 55,Trial 56,Trial 57,Trial 58,Trial 59,Trial 60,Trial 61,Trial 62,Trial 63,Trial 64,Trial 65,Trial 66,Trial 67,Trial 68,Trial 69,Trial 70,Trial 71,Trial 72,Trial 73,Trial 74,Trial 75,Trial 76,Trial 77,Trial 78,Trial 79,Trial 80,Trial 81,Trial 82,Trial 83,Trial 84,Trial 85,Trial 86,Trial 87,Trial 88,Trial 89,Trial 90,Trial 91,Trial 92,Trial 93,Trial 94,Trial 95,Trial 96,Trial 97,Trial 98,Trial 99,Trial 100,Trial 101,Trial 102,Trial 103,Trial 104,Trial 105,Trial 106,Trial 107,Trial 108,Trial 109,Trial 110,Trial 111,Trial 112,Trial 113,Trial 114,Trial 115,Trial 116,Trial 117,Trial 118,Trial 119,Trial 120,Trial 121,Trial 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