diff --git a/applications/FinancialExample.rs b/applications/FinancialExample.rs
index 3c813c5..8911105 100644
--- a/applications/FinancialExample.rs
+++ b/applications/FinancialExample.rs
@@ -1,10 +1,15 @@
-use ckks_engine::utils::{encode, decode, mod_reduce};
+use ckks_engine::utils::{encode, decode};
 use ckks_engine::{CKKSEncryptor, CKKSDecryptor, CkksParameters, Polynomial};
+use std::error::Error;
+use csv::Reader;
+use chrono::NaiveDate;
+use chrono::Datelike;
 
-fn main() {
+
+fn main() -> Result<(), Box<dyn Error>> {
     // Initialize CKKS parameters
     let params = CkksParameters::new(4096, 1000000000000007);
-    let keygen = ckks_engine::KeyGenerator::new(); // No arguments required
+    let keygen = ckks_engine::KeyGenerator::new();
     let (public_key, secret_key) = keygen.generate_keys();
 
     let encryptor = CKKSEncryptor::new(public_key.clone(), params.clone());
@@ -12,57 +17,98 @@ fn main() {
 
     const SCALE: f64 = 1e7; // Scaling factor for encoding
 
-    // Step 1: Define transactions (plaintext)
-    let transactions = vec![500.69, -200.0, 300.0]; // Example transaction amounts
-    let labels = vec!["Deposit: +500", "Withdrawal: -200", "Deposit: +300"]; // Corresponding labels
+    println!("Current working directory: {:?}", std::env::current_dir()?);
 
-    // Step 2: Encrypt transaction amounts
-    let encrypted_transactions: Vec<Polynomial> = transactions
-        .iter()
-        .map(|&value| encode(&[value], SCALE))
-        .collect();
+    // File path to the dataset
+    let file_path = "transactions_2024.csv";
+
+
+    // Specify the year and month to analyze
+    let year = 2024;
+    let month = 7; // For July
+
+    // Step 1: Read and filter dataset
+    let (filtered_amounts, filtered_types) = read_and_filter_csv(file_path, year, month)?;
 
-    // Step 3: Encrypt transaction labels
-    let encrypted_labels: Vec<Polynomial> = labels
+    // Step 2: Encrypt amounts
+    let encrypted_transactions: Vec<Polynomial> = filtered_amounts
         .iter()
-        .map(|label| {
-            // Encode the label string as bytes and then encode as a polynomial
-            let bytes = label.as_bytes();
-            let float_vals: Vec<f64> = bytes.iter().map(|&b| b as f64).collect();
-            encode(&float_vals, SCALE)
-        })
+        .map(|&amount| encryptor.encrypt_value(amount)) // Encrypt directly using `f64`
         .collect();
 
-    // Step 4: Compute the total balance using homomorphic addition
-    let total_balance_encrypted = encrypted_transactions
-        .iter()
-        .cloned()
-        .reduce(|acc, value| encryptor.homomorphic_add(&acc, &value))
-        .unwrap();
 
-    // Step 5: Round the total balance for reporting
-    let rounded_balance_encrypted = encryptor.homomorphic_round(&total_balance_encrypted);
+    // Step 3: Calculate total Debit and Credit sums
+    let mut total_debit_encrypted = encode(&[0.0], SCALE);
+    let mut total_credit_encrypted = encode(&[0.0], SCALE);
 
-    // Step 6: Concatenate encrypted labels
-    let concatenated_labels_encrypted = encrypted_labels
-        .iter()
-        .cloned()
-        .reduce(|acc, label| encryptor.concatenate_encrypted_strings(&acc, &label))
-        .unwrap();
+    for (encrypted_amount, transaction_type) in encrypted_transactions.iter().zip(filtered_types.iter()) {
+        if transaction_type == "Debit" {
+            total_debit_encrypted = encryptor.homomorphic_add(&total_debit_encrypted, encrypted_amount);
+        } else if transaction_type == "Credit" {
+            total_credit_encrypted = encryptor.homomorphic_add(&total_credit_encrypted, encrypted_amount);
+        }
+    }
 
-    // Step 7: Decrypt and decode results
-    let total_balance = decode(&total_balance_encrypted, SCALE);
-    let rounded_balance = decode(&rounded_balance_encrypted, SCALE);
+    // Step 4: Decrypt results
+    let total_debit: Vec<f64> = decryptor.decrypt(&total_debit_encrypted); // Decrypt
+    let total_credit: Vec<f64> = decryptor.decrypt(&total_credit_encrypted); // Decrypt
 
-    // Decode concatenated labels back into plaintext
-    let concatenated_labels_plaintext: String = concatenated_labels_encrypted
-        .coeffs
-        .iter()
-        .map(|&c| (c as u8) as char)
-        .collect();
+    // Step 5: Count transactions
+    let debit_count = filtered_types.iter().filter(|&t| t == "Debit").count();
+    let credit_count = filtered_types.iter().filter(|&t| t == "Credit").count();
+
+    // Step 6: Print results
+    println!("Transaction Summary for {}/{}:", month, year);
+    println!("Total Debit Transactions: {}, Sum: {:?}", debit_count, total_debit);
+    println!("Total Credit Transactions: {}, Sum: {:?}", credit_count, total_credit);
+
+    Ok(())
+}
+
+// Function to read and filter CSV data for a given year and month
+// fn read_and_filter_csv(file_path: &str, year: i32, month: u32) -> Result<(Vec<f64>, Vec<String>), Box<dyn Error>> {
+//     let mut reader = Reader::from_path(file_path)?;
+//     let mut filtered_amounts = Vec::new();
+//     let mut filtered_types = Vec::new();
+
+//     for result in reader.records() {
+//         let record = result?;
+//         let date = NaiveDate::parse_from_str(&record[0], "%d/%m/%Y")?;
+//         let transaction_type = record[1].to_string();
+//         let amount: f64 = record[2].parse()?;
+
+//         if date.year() == year && date.month() == month {
+//             filtered_amounts.push(amount);
+//             filtered_types.push(transaction_type);
+//         }
+//     }
+
+//     Ok((filtered_amounts, filtered_types))
+// }
+
+
+fn read_and_filter_csv(file_path: &str, year: i32, month: u32) -> Result<(Vec<f64>, Vec<String>), Box<dyn Error>> {
+    let mut reader = Reader::from_path(file_path)?;
+    let mut filtered_amounts = Vec::new();
+    let mut filtered_types = Vec::new();
+
+    for result in reader.records() {
+        let record = result?;
+        println!("Processing record: {:?}", record); // Debug statement
+
+        // Corrected date format
+        if let (Ok(date), Ok(amount)) = (
+            NaiveDate::parse_from_str(&record[0], "%Y-%m-%d"),
+            record[2].parse::<f64>(),
+        ) {
+            if date.year() == year && date.month() == month {
+                filtered_amounts.push(amount);
+                filtered_types.push(record[1].to_string());
+            }
+        } else {
+            eprintln!("Skipping invalid row: {:?}", record); // Log invalid rows
+        }
+    }
 
-    // Print the results
-    println!("Total Balance: {:?}", total_balance);
-    println!("Rounded Balance: {:?}", rounded_balance);
-    println!("Transaction Labels: {:?}", concatenated_labels_plaintext);
+    Ok((filtered_amounts, filtered_types))
 }
diff --git a/applications/transactions_2024.csv b/applications/transactions_2024.csv
new file mode 100644
index 0000000..678be74
--- /dev/null
+++ b/applications/transactions_2024.csv
@@ -0,0 +1,701 @@
+Date,TransactionType,Amount
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