diff --git a/data/.Rhistory b/data/.Rhistory
new file mode 100644
index 0000000..5b3f6a4
--- /dev/null
+++ b/data/.Rhistory
@@ -0,0 +1,47 @@
+# Set working directory
+setwd("C:\\Users\\siyot\\OneDrive\\Desktop\\Khuliso\\prescient-coding-challenge-2024\\data")
+# Load necessary data
+data0 <- read.csv("data0.csv")
+data1 <- read.csv("data1.csv")
+returns <- read.csv("returns.csv")
+# Convert date columns to Date type
+data1$date <- as.Date(data1$date)
+returns$date <- as.Date(returns$date)
+# Define the training and testing periods
+start_train <- as.Date("2017-01-01")
+end_train <- as.Date("2023-12-30")
+start_test <- as.Date("2024-01-01")
+end_test <- as.Date("2024-06-30")
+# Split the data into in-sample (training) and out-of-sample (testing) periods
+in_sample_data <- data1[data1$date >= start_train & data1$date <= end_train, ]
+out_of_sample_data <- data1[data1$date >= start_test & data1$date <= end_test, ]
+# Calculate momentum for each security based on daily price changes (in-sample)
+in_sample_data$momentum <- NA
+# Loop through each unique security in the in-sample data
+unique_securities <- unique(in_sample_data$security)
+for (security in unique_securities) {
+# Get the price data for the current security
+security_data <- in_sample_data[in_sample_data$security == security, ]
+# Calculate momentum: (price / lag(price) - 1) * 100
+security_data$momentum <- c(NA, diff(security_data$price) / head(security_data$price, -1) * 100)
+# Assign the calculated momentum back to the original in-sample data
+in_sample_data[in_sample_data$security == security, "momentum"] <- security_data$momentum
+}
+# Generate buy signals for in-sample data
+generate_buy_signals <- function(data) {
+# Initialize buy matrix with zeros
+buy_matrix <- matrix(0, nrow = length(unique(data$date)), ncol = length(unique(data$security)))
+rownames(buy_matrix) <- unique(data$date)
+colnames(buy_matrix) <- unique(data$security)
+# Loop through each date in the in-sample data
+for (date in unique(data$date)) {
+daily_data <- data[data$date == date, ]
+# Order securities by momentum and select top 10
+top_stocks <- head(daily_data[order(-daily_data$momentum), "security"], 10)
+# Mark buy signals in the matrix
+buy_matrix[date, top_stocks] <- 1
+}
+return(buy_matrix)
+}
+# Generate buy signals for in-sample data
+buy_matrix_in_sample <- generate_buy_signals(in_sample_data)
diff --git a/data/BBdata.csv b/data/BBdata.csv
new file mode 100644
index 0000000..96b9e2f
--- /dev/null
+++ b/data/BBdata.csv
@@ -0,0 +1,125 @@
+"","AAPL","ABBV","ABT","ACN","ADBE","ADI","ADP","AMAT","AMD","AMGN","AMT","AMZN","ANET","AVGO","AXP","BA","BAC","BLK","BSX","BX","C","CAT","CB","CI","CMCSA","COP","COST","CRM","CSCO","CVX","DE","DHR","DIS","ELV","ETN","GE","GILD","GOOG","GS","HD","HON","IBM","INTC","INTU","ISRG","JNJ","JPM","KLAC","KO","LIN","LLY","LMT","LOW","LRCX","MA","MCD","MDT","META","MMC","MRK","MS","MSFT","MU","NEE","NFLX","NKE","NOW","NVDA","ORCL","PANW","PEP","PFE","PG","PGR","PLD","PM","QCOM","REGN","RTX","SBUX","SCHW","SNPS","SPGI","SYK","T","TJX","TMO","TMUS","TSLA","TXN","UBER","UNH","UNP","UPS","V","VRTX","VZ","WFC","WMT","XOM"
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diff --git a/data/Bdata.csv b/data/Bdata.csv
new file mode 100644
index 0000000..ba950cf
--- /dev/null
+++ b/data/Bdata.csv
@@ -0,0 +1,1761 @@
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+"2023-12-27",0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0
+"2023-12-28",0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+"2023-12-29",0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0
diff --git a/data/Lastmile.R b/data/Lastmile.R
new file mode 100644
index 0000000..e5d66be
--- /dev/null
+++ b/data/Lastmile.R
@@ -0,0 +1,155 @@
+# Load necessary libraries
+library(dplyr)
+
+# Define date ranges
+start_train <- as.Date("2017-01-01")
+end_train <- as.Date("2023-12-30")
+start_test <- as.Date("2024-01-01")
+end_test <- as.Date("2024-06-30")
+
+# Set working directory
+setwd("C:\\Users\\siyot\\OneDrive\\Desktop\\Khuliso\\prescient-coding-challenge-2024\\data")
+
+# Load data
+data0 <- read.csv("data0.csv")
+data1 <- read.csv("data1.csv")
+returns <- read.csv("returns.csv")
+
+# Initialize momentum column in data1
+data1$momentum <- NA
+
+# Loop through each unique security to calculate momentum
+unique_securities <- unique(data1$security)
+for (security in unique_securities) {
+  # Get the price data for the current security
+  security_data <- data1[data1$security == security, ]
+  
+  # Calculate momentum: (price / lag(price) - 1) * 100
+  security_data$momentum <- c(NA, diff(security_data$price) / head(security_data$price, -1) * 100)
+  
+  # Assign the calculated momentum back to the original data1
+  data1[data1$security == security, "momentum"] <- security_data$momentum
+}
+
+# Filter training data
+train_data <- data1[data1$date >= start_train & data1$date <= end_train, ]
+# Filter testing data
+test_data <- data1[data1$date >= start_test & data1$date <= end_test, ]
+
+# Function to generate buy signals for a given data
+generate_buy_signals <- function(data) {
+  # Initialize buy matrix with zeros
+  buy_matrix <- matrix(0, nrow = length(unique(data$date)), ncol = length(unique(data$security)))
+  rownames(buy_matrix) <- unique(data$date)
+  colnames(buy_matrix) <- unique(data$security)
+  
+  # Loop through each date in the data
+  for (date in unique(data$date)) {
+    daily_data <- data[data$date == date, ]
+    
+    # Check if daily_data has any records for that date
+    if (nrow(daily_data) > 0) {
+      # Order securities by momentum and select top 10
+      top_stocks <- head(daily_data[order(-daily_data$momentum), "security"], 10)
+      
+      # Mark buy signals in the matrix
+      buy_matrix[date, top_stocks] <- 1
+    }
+  }
+  
+  return(buy_matrix)
+}
+
+# Generate buy signals for training data
+train_buy_matrix <- generate_buy_signals(train_data)
+
+# Generate buy signals for testing data
+test_buy_matrix <- generate_buy_signals(test_data)
+
+# Function to calculate total payoff
+calculate_payoff <- function(buy_matrix, returns) {
+  # Initialize a payoff vector
+  payoff <- rep(0, nrow(buy_matrix))
+  
+  # Loop through each date in the buy_matrix
+  for (i in 1:nrow(buy_matrix)) {
+    date <- rownames(buy_matrix)[i]
+    
+    # Get the returns for the current date
+    daily_returns <- returns[returns$date == date, ]
+    
+    # Check if there are any returns for the given date
+    if (nrow(daily_returns) > 0) {
+      # Calculate the payoff for that day
+      for (j in 1:ncol(buy_matrix)) {
+        stock <- colnames(buy_matrix)[j]
+        if (buy_matrix[i, stock] == 1) {
+          # Check if the stock exists in daily_returns to avoid NA issues
+          stock_return <- daily_returns[daily_returns$security == stock, "return1"]
+          if (length(stock_return) > 0) { # Ensure we have a return value
+            payoff[i] <- payoff[i] + stock_return
+          }
+        }
+      }
+    }
+  }
+  
+  # Return cumulative payoff
+  return(cumsum(payoff))
+}
+
+# Calculate the total payoff based on the training buy matrix and returns
+train_total_payoff <- calculate_payoff(train_buy_matrix, returns)
+
+# Calculate the total payoff based on the testing buy matrix and returns
+test_total_payoff <- calculate_payoff(test_buy_matrix, returns)
+
+# Plot the total payoff over time for both training and testing
+plot(as.Date(rownames(train_buy_matrix)), train_total_payoff, type = "l", 
+     main = "Total Payoff Over Time (Training Period)", xlab = "Date", 
+     ylab = "Cumulative Total Payoff", col = "blue", lwd = 2)
+
+plot(as.Date(rownames(test_buy_matrix)), test_total_payoff, type = "l", 
+     main = "Total Payoff Over Time (Testing Period)", xlab = "Date", 
+     ylab = "Cumulative Total Payoff", col = "red", lwd = 2)
+
+# Assuming the following variables are already defined and available:
+# - buy_matrix: The matrix with buy signals (1s and 0s)
+# - returns: The dataframe containing daily returns (with columns: date, security, return1)
+
+# Initialize total investment and total value
+initial_investment <- 1  # Amount invested in rand
+total_value <- initial_investment  # Start with the initial investment
+n_dates_test <- nrow(test_buy_matrix)  # Number of days in the test period
+daily_returns_vector <- numeric(n_dates_test)  # Vector to store daily returns
+
+# Loop through each date in the test period to calculate daily returns based on buy signals
+for (i in 1:n_dates_test) {
+  date <- rownames(test_buy_matrix)[i]  # Get the current date
+  daily_buy_signals <- test_buy_matrix[i, ]  # Get buy signals for the current date
+  
+  # Get the corresponding daily returns for the stocks bought
+  daily_returns <- returns[returns$date == date, ]
+  
+  # Calculate the return for the stocks bought
+  for (security in colnames(test_buy_matrix)[which(daily_buy_signals == 1)]) {
+    # Find the return for the current security
+    security_return <- daily_returns[daily_returns$security == security, "return1"]
+    
+    # If the security return exists, calculate the impact on total value
+    if (length(security_return) > 0) {
+      # Update total value based on the daily return
+      total_value <- total_value * (1 + security_return / 10)  # Each stock is 10% of the portfolio
+    }
+  }
+  
+  # Store the cumulative value for that day
+  daily_returns_vector[i] <- total_value
+}
+
+# Final total return from the initial investment for testing period
+total_return_test <- total_value - initial_investment
+
+# Display results
+cat("Final value of the investment after the test period: R", round(total_value, 2), "\n")
+cat("Total return from the investment: R", round(total_return_test, 2), "\n")
diff --git a/data/Trial and tribulations/test2.R b/data/Trial and tribulations/test2.R
new file mode 100644
index 0000000..b8dfe87
--- /dev/null
+++ b/data/Trial and tribulations/test2.R	
@@ -0,0 +1,177 @@
+# Set working directory
+setwd("C:\\Users\\siyot\\OneDrive\\Desktop\\Khuliso\\prescient-coding-challenge-2024\\data")
+
+# Load necessary data
+data0 <- read.csv("data0.csv")
+data1 <- read.csv("data1.csv")
+returns <- read.csv("returns.csv")
+
+# Define the training and testing periods
+start_train <- as.Date("2017-01-01")
+end_train <- as.Date("2023-11-30")
+start_test <- as.Date("2024-01-01")
+end_test <- as.Date("2024-06-30")
+
+# Split the data into in-sample (training) and out-of-sample (testing) periods
+in_sample_data <- data1[data1$date >= start_train & data1$date <= end_train, ]
+out_of_sample_data <- data1[data1$date >= start_test & data1$date <= end_test, ]
+
+# Calculate momentum for each security based on daily price changes (in-sample)
+in_sample_data$momentum <- NA
+
+# Loop through each unique security in the in-sample data
+unique_securities <- unique(in_sample_data$security)
+for (security in unique_securities) {
+  # Get the price data for the current security
+  security_data <- in_sample_data[in_sample_data$security == security, ]
+  
+  # Calculate momentum: (price / lag(price) - 1) * 100
+  security_data$momentum <- c(NA, diff(security_data$price) / head(security_data$price, -1) * 100)
+  
+  # Assign the calculated momentum back to the original in-sample data
+  in_sample_data[in_sample_data$security == security, "momentum"] <- security_data$momentum
+}
+
+# Generate buy signals for in-sample data
+generate_buy_signals <- function(data) {
+  # Initialize buy matrix with zeros
+  buy_matrix <- matrix(0, nrow = length(unique(data$date)), ncol = length(unique(data$security)))
+  rownames(buy_matrix) <- unique(data$date)
+  colnames(buy_matrix) <- unique(data$security)
+  
+  # Loop through each date in the in-sample data
+  for (date in unique(data$date)) {
+    daily_data <- data[data$date == date, ]
+    
+    # Order securities by momentum and select top 10
+    top_stocks <- head(daily_data[order(-daily_data$momentum), "security"], 10)
+    
+    # Mark buy signals in the matrix
+    buy_matrix[date, top_stocks] <- 1
+  }
+  
+  return(buy_matrix)
+}
+
+# Generate buy signals for in-sample data
+buy_matrix_in_sample <- generate_buy_signals(in_sample_data)
+
+# Function to calculate total payoff for in-sample
+calculate_payoff <- function(buy_matrix, returns) {
+  # Initialize a payoff vector
+  payoff <- rep(0, nrow(buy_matrix))
+  
+  # Loop through each date in the buy_matrix
+  for (i in 1:nrow(buy_matrix)) {
+    date <- rownames(buy_matrix)[i]
+    
+    # Get the returns for the current date
+    daily_returns <- returns[returns$date == date, ]
+    
+    # Check if there are any returns for the given date
+    if (nrow(daily_returns) > 0) {
+      # Calculate the payoff for that day
+      for (j in 1:ncol(buy_matrix)) {
+        stock <- colnames(buy_matrix)[j]
+        if (buy_matrix[i, stock] == 1) {
+          # Check if the stock exists in daily_returns to avoid NA issues
+          stock_return <- daily_returns[daily_returns$security == stock, "return1"]
+          if (length(stock_return) > 0) { # Ensure we have a return value
+            payoff[i] <- payoff[i] + stock_return
+          }
+        }
+      }
+    }
+  }
+  
+  # Return cumulative payoff
+  return(cumsum(payoff))
+}
+
+# Calculate the total payoff based on the buy matrix and returns for in-sample
+total_payoff_in_sample <- calculate_payoff(buy_matrix_in_sample, returns)
+
+# Plot the total payoff over time for in-sample
+plot(as.Date(rownames(buy_matrix_in_sample)), total_payoff_in_sample, type = "l", 
+     main = "Total Payoff Over Time (In-Sample)", xlab = "Date", ylab = "Cumulative Total Payoff", 
+     col = "blue", lwd = 2)
+
+# For out-of-sample testing, calculate momentum similarly
+out_of_sample_data$momentum <- NA
+for (security in unique_securities) {
+  security_data <- out_of_sample_data[out_of_sample_data$security == security, ]
+  security_data$momentum <- c(NA, diff(security_data$price) / head(security_data$price, -1) * 100)
+  out_of_sample_data[out_of_sample_data$security == security, "momentum"] <- security_data$momentum
+}
+
+# Generate buy signals for out-of-sample data
+buy_matrix_out_sample <- generate_buy_signals(out_of_sample_data)
+
+# Calculate the total payoff for out-of-sample data
+total_payoff_out_sample <- calculate_payoff(buy_matrix_out_sample, returns)
+
+# Plot the total payoff over time for out-of-sample
+plot(as.Date(rownames(buy_matrix_out_sample)), total_payoff_out_sample, type = "l", 
+     main = "Total Payoff Over Time (Out-of-Sample)", xlab = "Date", ylab = "Cumulative Total Payoff", 
+     col = "red", lwd = 2)
+
+# Calculate returns for in-sample
+initial_investment <- 1  # Amount invested in rand
+total_value_in_sample <- initial_investment  # Start with the initial investment
+n_dates_in_sample <- nrow(buy_matrix_in_sample)  # Number of days in the in-sample period
+daily_returns_vector_in_sample <- numeric(n_dates_in_sample)  # Vector to store daily returns for in-sample
+
+# Loop through each date to calculate daily returns based on buy signals for in-sample
+for (i in 1:n_dates_in_sample) {
+  date <- rownames(buy_matrix_in_sample)[i]  # Get the current date
+  daily_buy_signals <- buy_matrix_in_sample[i, ]  # Get buy signals for the current date
+  daily_returns <- returns[returns$date == date, ]
+  
+  # Calculate the return for the stocks bought
+  for (security in colnames(buy_matrix_in_sample)[which(daily_buy_signals == 1)]) {
+    security_return <- daily_returns[daily_returns$security == security, "return1"]
+    if (length(security_return) > 0) {
+      total_value_in_sample <- total_value_in_sample * (1 + security_return)
+    }
+  }
+  
+  # Store the cumulative value for that day
+  daily_returns_vector_in_sample[i] <- total_value_in_sample
+}
+
+# Final total return from the initial investment for in-sample
+total_return_in_sample <- total_value_in_sample - initial_investment
+
+# Display results for in-sample
+cat("Final value of the investment after the in-sample period: R", round(total_value_in_sample, 2), "\n")
+cat("Total return from the investment (in-sample): R", round(total_return_in_sample, 2), "\n")
+
+# Calculate returns for out-of-sample
+total_value_out_sample <- initial_investment  # Start with the initial investment for out-of-sample
+n_dates_out_sample <- nrow(buy_matrix_out_sample)  # Number of days in the out-of-sample period
+daily_returns_vector_out_sample <- numeric(n_dates_out_sample)  # Vector to store daily returns for out-of-sample
+
+# Loop through each date to calculate daily returns based on buy signals for out-of-sample
+for (i in 1:n_dates_out_sample) {
+  date <- rownames(buy_matrix_out_sample)[i]  # Get the current date
+  daily_buy_signals <- buy_matrix_out_sample[i, ]  # Get buy signals for the current date
+  daily_returns <- returns[returns$date == date, ]
+  
+  # Calculate the return for the stocks bought
+  for (security in colnames(buy_matrix_out_sample)[which(daily_buy_signals == 1)]) {
+    security_return <- daily_returns[daily_returns$security == security, "return1"]
+    if (length(security_return) > 0) {
+      total_value_out_sample <- total_value_out_sample * (1 + security_return)
+    }
+  }
+  
+  # Store the cumulative value for that day
+  daily_returns_vector_out_sample[i] <- total_value_out_sample
+}
+
+# Final total return from the initial investment for out-of-sample
+total_return_out_sample <- total_value_out_sample - initial_investment
+
+# Display results for out-of-sample
+cat("Final value of the investment after the out-of-sample period: R", round(total_value_out_sample, 2), "\n")
+cat("Total return from the investment (out-of-sample): R", round(total_return_out_sample, 2), "\n")
diff --git a/data/Trial and tribulations/trading signals.R b/data/Trial and tribulations/trading signals.R
new file mode 100644
index 0000000..1cba650
--- /dev/null
+++ b/data/Trial and tribulations/trading signals.R	
@@ -0,0 +1,178 @@
+# Set working directory
+setwd("C:\\Users\\siyot\\OneDrive\\Desktop\\Khuliso\\prescient-coding-challenge-2024\\data")
+
+# Load necessary data
+data0 <- read.csv("data0.csv")
+data1 <- read.csv("data1.csv")
+returns <- read.csv("returns.csv")
+
+# Define the training and testing periods
+start_train <- as.Date("2017-01-01")
+end_train <- as.Date("2023-12-30")
+start_test <- as.Date("2024-01-01")
+end_test <- as.Date("2024-06-30")
+
+# Split the data into in-sample (training) and out-of-sample (testing) periods
+in_sample_data <- data1[data1$date >= start_train & data1$date <= end_train, ]
+out_of_sample_data <- data1[data1$date >= start_test & data1$date <= end_test, ]
+
+# Calculate momentum for each security based on daily price changes (in-sample)
+in_sample_data$momentum <- NA
+
+# Loop through each unique security in the in-sample data
+unique_securities <- unique(in_sample_data$security)
+for (security in unique_securities) {
+  # Get the price data for the current security
+  security_data <- in_sample_data[in_sample_data$security == security, ]
+  
+  # Calculate momentum: (price / lag(price) - 1) * 100
+  security_data$momentum <- c(NA, diff(security_data$price) / head(security_data$price, -1) * 100)
+  
+  # Assign the calculated momentum back to the original in-sample data
+  in_sample_data[in_sample_data$security == security, "momentum"] <- security_data$momentum
+}
+
+# Generate buy signals for in-sample data
+generate_buy_signals <- function(data) {
+  # Initialize buy matrix with zeros
+  buy_matrix <- matrix(0, nrow = length(unique(data$date)), ncol = length(unique(data$security)))
+  rownames(buy_matrix) <- unique(data$date)
+  colnames(buy_matrix) <- unique(data$security)
+  
+  # Loop through each date in the in-sample data
+  for (date in unique(data$date)) {
+    daily_data <- data[data$date == date, ]
+    
+    # Order securities by momentum and select top 10
+    top_stocks <- head(daily_data[order(-daily_data$momentum), "security"], 10)
+    
+    # Mark buy signals in the matrix
+    buy_matrix[date, top_stocks] <- 1
+  }
+  
+  return(buy_matrix)
+}
+
+
+# Generate buy signals for in-sample data
+buy_matrix_in_sample <- generate_buy_signals(in_sample_data)
+
+# Function to calculate total payoff for in-sample
+calculate_payoff <- function(buy_matrix, returns) {
+  # Initialize a payoff vector
+  payoff <- rep(0, nrow(buy_matrix))
+  
+  # Loop through each date in the buy_matrix
+  for (i in 1:nrow(buy_matrix)) {
+    date <- rownames(buy_matrix)[i]
+    
+    # Get the returns for the current date
+    daily_returns <- returns[returns$date == date, ]
+    
+    # Check if there are any returns for the given date
+    if (nrow(daily_returns) > 0) {
+      # Calculate the payoff for that day
+      for (j in 1:ncol(buy_matrix)) {
+        stock <- colnames(buy_matrix)[j]
+        if (buy_matrix[i, stock] == 1) {
+          # Check if the stock exists in daily_returns to avoid NA issues
+          stock_return <- daily_returns[daily_returns$security == stock, "return1"]
+          if (length(stock_return) > 0) { # Ensure we have a return value
+            payoff[i] <- payoff[i] + stock_return
+          }
+        }
+      }
+    }
+  }
+  
+  # Return cumulative payoff
+  return(cumsum(payoff))
+}
+
+# Calculate the total payoff based on the buy matrix and returns for in-sample
+total_payoff_in_sample <- calculate_payoff(buy_matrix_in_sample, returns)
+
+# Plot the total payoff over time for in-sample
+plot(as.Date(rownames(buy_matrix_in_sample)), total_payoff_in_sample, type = "l", 
+     main = "Total Payoff Over Time (In-Sample)", xlab = "Date", ylab = "Cumulative Total Payoff", 
+     col = "blue", lwd = 2)
+
+# For out-of-sample testing, calculate momentum similarly
+out_of_sample_data$momentum <- NA
+for (security in unique_securities) {
+  security_data <- out_of_sample_data[out_of_sample_data$security == security, ]
+  security_data$momentum <- c(NA, diff(security_data$price) / head(security_data$price, -1) * 100)
+  out_of_sample_data[out_of_sample_data$security == security, "momentum"] <- security_data$momentum
+}
+
+# Generate buy signals for out-of-sample data
+buy_matrix_out_sample <- generate_buy_signals(out_of_sample_data)
+
+# Calculate the total payoff for out-of-sample data
+total_payoff_out_sample <- calculate_payoff(buy_matrix_out_sample, returns)
+
+# Plot the total payoff over time for out-of-sample
+plot(as.Date(rownames(buy_matrix_out_sample)), total_payoff_out_sample, type = "l", 
+     main = "Total Payoff Over Time (Out-of-Sample)", xlab = "Date", ylab = "Cumulative Total Payoff", 
+     col = "red", lwd = 2)
+
+# Calculate returns for in-sample
+initial_investment <- 1  # Amount invested in rand
+total_value_in_sample <- initial_investment  # Start with the initial investment
+n_dates_in_sample <- nrow(buy_matrix_in_sample)  # Number of days in the in-sample period
+daily_returns_vector_in_sample <- numeric(n_dates_in_sample)  # Vector to store daily returns for in-sample
+
+# Loop through each date to calculate daily returns based on buy signals for in-sample
+for (i in 1:n_dates_in_sample) {
+  date <- rownames(buy_matrix_in_sample)[i]  # Get the current date
+  daily_buy_signals <- buy_matrix_in_sample[i, ]  # Get buy signals for the current date
+  daily_returns <- returns[returns$date == date, ]
+  
+  # Calculate the return for the stocks bought
+  for (security in colnames(buy_matrix_in_sample)[which(daily_buy_signals == 1)]) {
+    security_return <- daily_returns[daily_returns$security == security, "return1"]
+    if (length(security_return) > 0) {
+      total_value_in_sample <- total_value_in_sample * (1 + security_return/10)
+    }
+  }
+  
+  # Store the cumulative value for that day
+  daily_returns_vector_in_sample[i] <- total_value_in_sample
+}
+
+# Final total return from the initial investment for in-sample
+total_return_in_sample <- total_value_in_sample - initial_investment
+
+# Display results for in-sample
+cat("Final value of the investment after the in-sample period: R", round(total_value_in_sample, 2), "\n")
+cat("Total return from the investment (in-sample): R", round(total_return_in_sample, 2), "\n")
+
+# Calculate returns for out-of-sample
+total_value_out_sample <- initial_investment  # Start with the initial investment for out-of-sample
+n_dates_out_sample <- nrow(buy_matrix_out_sample)  # Number of days in the out-of-sample period
+daily_returns_vector_out_sample <- numeric(n_dates_out_sample)  # Vector to store daily returns for out-of-sample
+
+# Loop through each date to calculate daily returns based on buy signals for out-of-sample
+for (i in 1:n_dates_out_sample) {
+  date <- rownames(buy_matrix_out_sample)[i]  # Get the current date
+  daily_buy_signals <- buy_matrix_out_sample[i, ]  # Get buy signals for the current date
+  daily_returns <- returns[returns$date == date, ]
+  
+  # Calculate the return for the stocks bought
+  for (security in colnames(buy_matrix_out_sample)[which(daily_buy_signals == 1)]) {
+    security_return <- daily_returns[daily_returns$security == security, "return1"]
+    if (length(security_return) > 0) {
+      total_value_out_sample <- total_value_out_sample * (1 + security_return)
+    }
+  }
+  
+  # Store the cumulative value for that day
+  daily_returns_vector_out_sample[i] <- total_value_out_sample
+}
+
+# Final total return from the initial investment for out-of-sample
+total_return_out_sample <- total_value_out_sample - initial_investment
+
+# Display results for out-of-sample
+cat("Final value of the investment after the out-of-sample period: R", round(total_value_out_sample, 2), "\n")
+cat("Total return from the investment (out-of-sample): R", round(total_return_out_sample, 2), "\n")
diff --git a/data/Trial and tribulations/trading_signals.R b/data/Trial and tribulations/trading_signals.R
new file mode 100644
index 0000000..6e9c3c0
--- /dev/null
+++ b/data/Trial and tribulations/trading_signals.R	
@@ -0,0 +1,108 @@
+# Load necessary data
+setwd("C:\\Users\\siyot\\OneDrive\\Desktop\\Khuliso\\prescient-coding-challenge-2024\\data")
+data0 <- read.csv("data0.csv")
+data1 <- read.csv("data1.csv")
+returns <- read.csv("returns.csv")
+
+# Calculate momentum for each security based on daily price changes
+data1$momentum <- NA
+unique_securities <- unique(data1$security)
+
+for (security in unique_securities) {
+  security_data <- data1[data1$security == security, ]
+  security_data$momentum <- c(NA, diff(security_data$price) / head(security_data$price, -1) * 100)
+  data1[data1$security == security, "momentum"] <- security_data$momentum
+}
+
+# Determine the last month in the dataset for splitting
+last_date <- max(data1$date)
+last_month_start <- as.Date(paste0(format(last_date, "%Y-%m"), "-01"))
+last_month_end <- as.Date(paste0(format(last_date, "%Y-%m"), "-01")) + months(1) - days(1)
+
+# Split the data into in-sample and out-of-sample periods
+in_sample_data <- data1[data1$date < last_month_start, ]
+out_of_sample_data <- data1[data1$date >= last_month_start, ]
+
+# Calculate returns for the in-sample period (assuming R1 investment)
+generate_buy_signals <- function(data) {
+  buy_matrix <- matrix(0, nrow = length(unique(data$date)), ncol = length(unique(data$security)))
+  rownames(buy_matrix) <- unique(data$date)
+  colnames(buy_matrix) <- unique(data$security)
+  
+  for (date in unique(data$date)) {
+    daily_data <- data[data$date == date, ]
+    top_stocks <- head(daily_data[order(-daily_data$momentum), "security"], 10)
+    buy_matrix[date, top_stocks] <- 1
+  }
+  
+  return(buy_matrix)
+}
+
+# Generate buy signals for in-sample period
+buy_matrix_in_sample <- generate_buy_signals(in_sample_data)
+
+# Calculate in-sample return
+initial_investment <- 1  # Amount invested in rand
+total_value_in_sample <- initial_investment  # Start with the initial investment
+n_dates_in_sample <- nrow(buy_matrix_in_sample)  # Number of days in the in-sample period
+daily_returns_vector_in_sample <- numeric(n_dates_in_sample)  # Vector to store daily returns
+
+for (i in 1:n_dates_in_sample) {
+  date <- rownames(buy_matrix_in_sample)[i]
+  daily_buy_signals <- buy_matrix_in_sample[i, ]
+  daily_returns <- returns[returns$date == date, ]
+  
+  for (security in colnames(buy_matrix_in_sample)[which(daily_buy_signals == 1)]) {
+    security_return <- daily_returns[daily_returns$security == security, "return1"]
+    
+    if (length(security_return) > 0) {
+      total_value_in_sample <- total_value_in_sample * (1 + security_return)
+    }
+  }
+  
+  daily_returns_vector_in_sample[i] <- total_value_in_sample
+}
+
+# Final total return from the in-sample investment
+total_return_in_sample <- total_value_in_sample - initial_investment
+cat("Final value of the in-sample investment after the period: R", round(total_value_in_sample, 2), "\n")
+cat("Total return from the in-sample investment: R", round(total_return_in_sample, 2), "\n")
+
+# Generate buy signals for out-of-sample period
+buy_matrix_out_of_sample <- generate_buy_signals(out_of_sample_data)
+
+# Calculate out-of-sample return
+total_value_out_of_sample <- initial_investment  # Start with the initial investment
+n_dates_out_of_sample <- nrow(buy_matrix_out_of_sample)  # Number of days in the out-of-sample period
+daily_returns_vector_out_of_sample <- numeric(n_dates_out_of_sample)  # Vector to store daily returns
+
+for (i in 1:n_dates_out_of_sample) {
+  date <- rownames(buy_matrix_out_of_sample)[i]
+  daily_buy_signals <- buy_matrix_out_of_sample[i, ]
+  daily_returns <- returns[returns$date == date, ]
+  
+  for (security in colnames(buy_matrix_out_of_sample)[which(daily_buy_signals == 1)]) {
+    security_return <- daily_returns[daily_returns$security == security, "return1"]
+    
+    if (length(security_return) > 0) {
+      total_value_out_of_sample <- total_value_out_of_sample * (1 + security_return)
+    }
+  }
+  
+  daily_returns_vector_out_of_sample[i] <- total_value_out_of_sample
+}
+
+# Final total return from the out-of-sample investment
+total_return_out_of_sample <- total_value_out_of_sample - initial_investment
+cat("Final value of the out-of-sample investment after the period: R", round(total_value_out_of_sample, 2), "\n")
+cat("Total return from the out-of-sample investment: R", round(total_return_out_of_sample, 2), "\n")
+
+# Optional: Plot total value over time for both in-sample and out-of-sample
+dates_in_sample <- as.Date(rownames(buy_matrix_in_sample))
+dates_out_of_sample <- as.Date(rownames(buy_matrix_out_of_sample))
+
+plot(dates_in_sample, daily_returns_vector_in_sample, type = "l", col = "blue", lwd = 2,
+     main = "Total Value of Investment Over Time (In-Sample and Out-of-Sample)", 
+     xlab = "Date", ylab = "Total Value (R)", ylim = c(0, max(c(daily_returns_vector_in_sample, daily_returns_vector_out_of_sample), na.rm = TRUE)))
+lines(dates_out_of_sample, daily_returns_vector_out_of_sample, col = "red", lwd = 2)
+legend("topleft", legend = c("In-Sample", "Out-of-Sample"), col = c("blue", "red"), lwd = 2)