diff --git a/logs/fuzz_data.csv b/logs/fuzz_data.csv
new file mode 100644
index 00000000..b6b8bde9
--- /dev/null
+++ b/logs/fuzz_data.csv
@@ -0,0 +1,5398 @@
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diff --git a/logs/plot.py b/logs/plot.py
new file mode 100644
index 00000000..f38b3940
--- /dev/null
+++ b/logs/plot.py
@@ -0,0 +1,173 @@
+import pandas as pd
+import matplotlib.pyplot as plt
+import matplotlib.ticker as mticker
+import numpy as np
+
+# --- Configuration ---
+CSV_FILE_PATH = 'fuzz_data.csv' # Make sure this path is correct
+OUTPUT_PLOT_PATH = 'loan_cost_fuzz_plot_eth_debug.png' # Updated output filename
+
+# Define the prepaid fee groups - Filtering for EXACT values
+FEE_GROUPS = {
+    '2.5% Prepaid Exact': 25,
+    '25% Prepaid Exact': 250,
+    '50% Prepaid Exact': 500,
+}
+# Color mapping
+GROUP_COLORS = {
+    '2.5% Prepaid Exact': 'red',
+    '25% Prepaid Exact': 'green',
+    '50% Prepaid Exact': 'blue',
+}
+# Style for "other" points
+OTHER_POINTS_STYLE = {
+    'color': 'grey',
+    'marker': '.',
+    'linestyle': 'None',
+    'alpha': 0.3,
+    'label': 'Other Fuzz Runs'
+}
+
+# --- Data Loading and Preparation ---
+try:
+    df = pd.read_csv(CSV_FILE_PATH)
+    print(f"--- Data Loading ---")
+    print(f"Initial shape: {df.shape}")
+except FileNotFoundError:
+    print(f"Error: CSV file not found at '{CSV_FILE_PATH}'")
+    exit()
+except Exception as e:
+    print(f"Error loading CSV: {e}")
+    exit()
+
+# Prepare essential columns & Convert days to years
+required_columns = ['daysUntilPaid', 'initialCapital', 'nonFeelessPaid', 'prePaidFee']
+# ... (add checks for missing columns if needed) ...
+df['yearsUntilPaid'] = df['daysUntilPaid'] / 365.0 # Correctly calculate years
+
+print(f"\n--- Data Coercion & Cleaning ---")
+for col in required_columns:
+    df[col] = pd.to_numeric(df[col], errors='coerce')
+
+print(f"NaN counts after coercion:\n{df.isnull().sum()}")
+
+dropna_subset_cols = required_columns + ['yearsUntilPaid']
+df.dropna(subset=dropna_subset_cols, inplace=True)
+print(f"Shape after dropna: {df.shape}")
+
+if df.empty:
+    print("ERROR: DataFrame is empty after dropna.")
+    exit()
+
+# Convert types AFTER dropping NaNs. Use object for potentially huge wei values.
+df['initialCapital'] = df['initialCapital'].astype(np.int64).astype(object)
+df['nonFeelessPaid'] = df['nonFeelessPaid'].astype(np.int64).astype(object)
+df['prePaidFee'] = df['prePaidFee'].astype(np.int64) # Keep as int for exact matching
+
+# Calculate Total Cost (in wei)
+df['totalCost_wei'] = df['nonFeelessPaid']
+
+# Scale Cost to ETH
+df['totalCost_eth'] = df['totalCost_wei'].astype(float) / 1e18
+
+print(f"Fuzz 'totalCost_eth' calculated. Min: {df['totalCost_eth'].min()}, Max: {df['totalCost_eth'].max()}")
+
+
+# --- Plotting ---
+fig, ax = plt.subplots(figsize=(12, 7))
+
+# Plot the specific groups first
+processed_indices = set() # Keep track of plotted points
+
+for group_name, exact_fee in FEE_GROUPS.items():
+    # Select data for the current group using EXACT match
+    group_df = df[df['prePaidFee'] == exact_fee].copy()
+
+    print(f"\nChecking group {group_name} (prePaidFee == {exact_fee}): Found {group_df.shape[0]} points") # Moved print up
+
+    if not group_df.empty:
+        # Sort by years AND total cost to stabilize order in case of time ties
+        group_df.sort_values(by=['yearsUntilPaid', 'totalCost_eth'], inplace=True) # Added secondary sort
+
+        # --- !!! DEBUG PRINT !!! ---
+        print(f"--- Data for plotting line: {group_name} (Head) ---")
+        # Show relevant columns, including the source days/fees
+        print(group_df[['yearsUntilPaid', 'totalCost_eth', 'daysUntilPaid', 'nonFeelessPaid', 'prePaidFee']].head())
+        # --- !!! END DEBUG PRINT !!! ---
+
+        # Plot as a line using the SCALED ETH cost
+        ax.plot(
+            group_df['yearsUntilPaid'],
+            group_df['totalCost_eth'], # Plot ETH value
+            marker='o',
+            markersize=3,
+            linestyle='-',
+            color=GROUP_COLORS.get(group_name, 'black'),
+            label=group_name
+        )
+        processed_indices.update(group_df.index)
+    # No warning needed if empty
+
+
+# Plot all *other* points as a scatter
+other_df = df[~df.index.isin(processed_indices)]
+print(f"\nChecking other points: Found {other_df.shape[0]} points")
+if not other_df.empty:
+     ax.plot(
+        other_df['yearsUntilPaid'],
+        other_df['totalCost_eth'], # Plot ETH value
+        **OTHER_POINTS_STYLE # Apply scatter style
+     )
+
+
+# --- Plot Customization ---
+ax.set_title('Total Loan Repayment Cost vs. Time (Fuzz Data)')
+ax.set_xlabel('Years Since Loan Creation')
+ax.set_ylabel('Total Cost (ETH)')
+
+# Y-axis Formatter
+formatter = mticker.FuncFormatter(lambda x, p: f'{x:.2f}')
+ax.yaxis.set_major_formatter(formatter)
+
+# Add reference line
+# Convert the extracted Python int (stored as object) directly to float
+initial_cap_value_eth = float(df['initialCapital'].iloc[0]) / 1e18 # Scale to ETH
+ax.axhline(y=initial_cap_value_eth, color='black', linestyle='--', linewidth=0.8, label=f'Initial Capital ({initial_cap_value_eth:.2f} ETH)')
+
+
+# --- Dynamic Y Limits ---
+# Calculate limits based on ALL data points plotted
+all_plotted_costs_eth = df['totalCost_eth'].values # Use all available points after cleaning
+min_y_data = all_plotted_costs_eth.min()
+max_y_data = all_plotted_costs_eth.max()
+range_y = max(max_y_data - min_y_data, 1e-9) # Prevent zero range
+padding_y = range_y * 0.05
+
+# Adjust min_y calculation slightly to better ensure visibility
+min_y_final = min(float(initial_cap_value_eth) * 0.95, min_y_data - padding_y)
+min_y_final = max(0, min_y_final) # Don't go below zero unless data does
+
+max_y_final = max(max_y_data + padding_y, min_y_final * 1.01) # Ensure max > min
+
+print(f"\nSetting Y limits (ETH): Min={min_y_final:.4f}, Max={max_y_final:.4f}")
+ax.set_ylim(min_y_final, max_y_final)
+# --- End Dynamic Y Limits ---
+
+
+ax.grid(True, linestyle='--', alpha=0.6)
+
+# Consolidate legend
+handles, labels = ax.get_legend_handles_labels()
+unique_labels = {}
+for h, l in zip(handles, labels):
+    if l not in unique_labels:
+        unique_labels[l] = h
+ax.legend(unique_labels.values(), unique_labels.keys())
+
+
+plt.tight_layout()
+
+# --- Save and Show ---
+plt.savefig(OUTPUT_PLOT_PATH)
+print(f"\nPlot saved to '{OUTPUT_PLOT_PATH}'")
+plt.show()
\ No newline at end of file
diff --git a/test/REVLoansSourced.t.sol b/test/REVLoansSourced.t.sol
index 50cf97e0..3896fb03 100644
--- a/test/REVLoansSourced.t.sol
+++ b/test/REVLoansSourced.t.sol
@@ -41,6 +41,9 @@ struct FeeProjectConfig {
 }
 
 contract REVLoansSourcedTests is TestBaseWorkflow, JBTest {
+    // Log file for output and graphing later
+    string constant LOG_FILE_PATH = "./logs/fuzz_data.csv";
+
     /// @notice the salts that are used to deploy the contracts.
     bytes32 REV_DEPLOYER_SALT = "REVDeployer";
     bytes32 ERC20_SALT = "REV_TOKEN";
@@ -299,6 +302,12 @@ contract REVLoansSourcedTests is TestBaseWorkflow, JBTest {
     }
 
     function setUp() public override {
+
+        // Prep header for CSV
+        string memory header = "prePaidFee,initialCapital,daysUntilPaid,nonFeelessPaid\n";
+        // Use vm.writeFile to create/overwrite the file with the header
+        vm.writeFile(LOG_FILE_PATH, header);
+
         super.setUp();
 
         FEE_PROJECT_ID = jbProjects().createFor(multisig());
@@ -726,6 +735,203 @@ contract REVLoansSourcedTests is TestBaseWorkflow, JBTest {
         assertGt(USER.balance - balanceBefore, 0);
     }
 
+    function get_fee_percent_RNG(uint8 selector) internal pure returns (uint256) {
+        // Explicitly cast each element to uint256 during initialization
+        uint256[3] memory feeChoices = [uint256(25), uint256(250), uint256(500)];
+        uint8 choiceIndex = selector % 3;
+        return feeChoices[choiceIndex];
+    }
+
+    // --- Helper Function Definitions ---
+
+    /// @notice Helper to perform initial setup: user pays to get tokens.
+    function _setupAndPay(uint256 _revnetId, address _user, uint256 _amount) internal returns (uint256 tokensReceived) {
+        vm.prank(_user);
+        tokensReceived = jbMultiTerminal().pay{value: _amount}(_revnetId, JBConstants.NATIVE_TOKEN, _amount, _user, 0, "", "");
+        assertGt(tokensReceived, 0, "Should receive tokens");
+    }
+
+    /// @notice Helper to borrow the initial loan.
+    function _borrowInitialLoan(
+        uint256 _revnetId,
+        address _user,
+        uint256 _tokens,
+        uint256 _prepaidFeePercent
+    )
+        internal
+        returns (uint256 loanId, uint256 loanAmount)
+    {
+        // Calculate borrowable amount
+        loanAmount = LOANS_CONTRACT.borrowableAmountFrom(
+            _revnetId, _tokens, 18, uint32(uint160(JBConstants.NATIVE_TOKEN))
+        );
+        assertGt(loanAmount, 0, "Loanable amount should be greater than 0");
+
+        // Mock permission
+        mockExpect(
+            address(jbPermissions()),
+            abi.encodeCall(IJBPermissions.hasPermission, (address(LOANS_CONTRACT), _user, 2, 10, true, true)),
+            abi.encode(true)
+        );
+
+        // Prepare source and borrow
+        REVLoanSource memory sauce = REVLoanSource({token: JBConstants.NATIVE_TOKEN, terminal: jbMultiTerminal()});
+        vm.prank(_user);
+        (loanId,) = LOANS_CONTRACT.borrowFrom(
+            _revnetId, sauce, loanAmount, _tokens, payable(_user), _prepaidFeePercent
+        );
+        assertTrue(loanId > 0, "Should receive valid loan ID");
+    }
+
+    // Struct to hold details needed for repayment calculation and checks
+    struct RepaymentDetails {
+        uint256 maxAmountToRepay;     // Max value needed for the repay call (including fees)
+        uint256 collateralToReturn;
+        uint256 expectedReducedAmount;  // Expected loan amount AFTER successful repayment
+        uint256 amountDiff;           // The calculated difference in loan amount due to collateral removal
+        bool expectRevert;            // Flag if revert is expected
+        bytes expectedRevertData;     // Expected revert data if applicable
+    }
+
+    /// @notice Helper to calculate details needed for the repayment step after time warp.
+    function _calculateRepaymentDetails(
+        REVLoan memory _loan,
+        uint256 _daysToWarp, // Original days warped
+        uint256 _percentOfCollateralToRemove,
+        uint256 _revnetId
+    )
+        internal
+        view
+        returns (RepaymentDetails memory details)
+    {
+        details.collateralToReturn = mulDiv(_loan.collateral, _percentOfCollateralToRemove, 10_000);
+        uint256 newCollateral = _loan.collateral - details.collateralToReturn;
+
+        // Calculate new borrowable amount based on remaining collateral
+        uint256 borrowableFromNewCollateral = LOANS_CONTRACT.borrowableAmountFrom(
+            _revnetId, newCollateral, 18, uint32(uint160(JBConstants.NATIVE_TOKEN))
+        );
+
+        // Determine the difference in loan principal amount this collateral change implies
+        details.amountDiff = borrowableFromNewCollateral >= _loan.amount ? 0 : _loan.amount - borrowableFromNewCollateral;
+
+        // Start with the principal amount being paid down
+        details.maxAmountToRepay = details.amountDiff;
+
+        // Check if a revert is expected due to increasing loan amount
+        if (borrowableFromNewCollateral > _loan.amount) {
+            details.expectRevert = true;
+            details.expectedRevertData = abi.encodeWithSelector(
+                REVLoans.REVLoans_NewBorrowAmountGreaterThanLoanAmount.selector,
+                borrowableFromNewCollateral,
+                _loan.amount
+            );
+             // No need to calculate fees if we expect revert here
+            return details;
+        }
+
+        // Calculate additional fees if applicable
+        uint256 timeSinceLoanCreated = block.timestamp - _loan.createdAt; // block.timestamp already reflects warp
+        if (timeSinceLoanCreated > _loan.prepaidDuration) {
+             // Note: The Solidity logic calculates fee based on amountDiff, not the full loan amount.
+             // We replicate that here.
+            uint256 prepaidAmountPortion = JBFees.feeAmountFrom({
+                amountBeforeFee: details.amountDiff, feePercent: _loan.prepaidFeePercent
+            });
+
+            uint256 additionalFee = JBFees.feeAmountFrom({
+                amountBeforeFee: details.amountDiff - prepaidAmountPortion,
+                feePercent: mulDiv(timeSinceLoanCreated, 1000, 3650 days) // Assuming JBConstants.MAX_FEE = 1000
+            });
+            details.maxAmountToRepay += additionalFee;
+        }
+
+        details.expectedReducedAmount = _loan.amount - details.amountDiff;
+        return details;
+    }
+
+    // --- Main Fuzz Test Function (Refactored) ---
+
+    function testFuzz_Pay_Borrow_PayOff_Full_With_Loan_Source(
+        uint256 percentOfCollateralToRemove, // Keep original param names
+        uint256 rawPrepaidFeePercent, // Use a different name to avoid confusion
+        uint256 rawDaysToWarp,       // Use a different name
+        uint8 selector
+    )
+        public
+    {
+        // --- Setup Phase ---
+        // Apply bounds and selections
+        percentOfCollateralToRemove = 10_000; // Fixed for full payoff in this test name
+        uint256 prepaidFeePercent = get_fee_percent_RNG(selector);
+        uint256 daysToWarp = bound(rawDaysToWarp, 0, 3650);
+        uint256 warpDuration = daysToWarp * 1 days; // Keep duration for assertions
+
+        // Initial payment to get tokens
+        uint256 tokens = _setupAndPay(REVNET_ID, USER, 1e18);
+
+        // --- Borrow Phase ---
+        (uint256 newLoanId, uint256 expectedLoanAmount) = _borrowInitialLoan(
+            REVNET_ID, USER, tokens, prepaidFeePercent
+        );
+
+        // Fetch loan and perform initial assertions
+        REVLoan memory loan = LOANS_CONTRACT.loanOf(newLoanId);
+        uint48 initialTimestamp = loan.createdAt; // Store for later assertion
+
+        assertEq(loan.amount, expectedLoanAmount, "Initial loan amount mismatch");
+        assertEq(loan.collateral, tokens, "Initial collateral mismatch");
+        // createdAt checked implicitly by initialTimestamp
+        assertEq(loan.prepaidFeePercent, prepaidFeePercent, "Initial prepaid fee % mismatch");
+        assertEq(loan.prepaidDuration, mulDiv(prepaidFeePercent, 3650 days, 500), "Initial prepaid duration mismatch");
+        assertEq(loan.source.token, JBConstants.NATIVE_TOKEN, "Initial source token mismatch");
+        assertEq(address(loan.source.terminal), address(jbMultiTerminal()), "Initial source terminal mismatch");
+
+        // --- Time Warp ---
+        vm.warp(block.timestamp + warpDuration);
+
+        // --- Repayment Calculation Phase ---
+        RepaymentDetails memory details = _calculateRepaymentDetails(
+            loan, warpDuration, percentOfCollateralToRemove, REVNET_ID
+        );
+
+        // Log fees if applicable (fee calculation happened inside helper)
+        // Note: Fee calculation depends on timeSinceLoanCreated > loan.prepaidDuration
+        if (block.timestamp - initialTimestamp > loan.prepaidDuration && !details.expectRevert) {
+            log_stuff(prepaidFeePercent, expectedLoanAmount, daysToWarp, details.maxAmountToRepay);
+        }
+
+        // Ensure user has funds for repayment
+        vm.deal(USER, details.maxAmountToRepay);
+
+        // --- Repayment Phase ---
+        // Handle expected revert
+        if (details.expectRevert) {
+            vm.expectRevert(details.expectedRevertData);
+        }
+
+        // Prepare for call
+        JBSingleAllowance memory allowance; // empty allowance data
+        vm.prank(USER);
+        (, REVLoan memory reducedLoan) = LOANS_CONTRACT.repayLoan{value: details.maxAmountToRepay}(
+            newLoanId, details.maxAmountToRepay, details.collateralToReturn, payable(USER), allowance
+        );
+
+        // If revert was expected, the test stops above. If not, proceed with assertions.
+        if (details.expectRevert) {
+            return; // Should not be reached if vm.expectRevert worked
+        }
+
+        // --- Final Assertions ---
+        assertApproxEqAbs(reducedLoan.amount, details.expectedReducedAmount, 1, "Reduced loan amount mismatch");
+        assertEq(reducedLoan.collateral, loan.collateral - details.collateralToReturn, "Reduced collateral mismatch");
+        assertEq(reducedLoan.createdAt, initialTimestamp, "Reduced loan createdAt should match original"); // Repay shouldn't change createdAt
+        assertEq(reducedLoan.prepaidFeePercent, prepaidFeePercent, "Reduced loan fee % mismatch");
+        assertEq(reducedLoan.prepaidDuration, mulDiv(prepaidFeePercent, 3650 days, 500), "Reduced loan duration mismatch");
+        assertEq(reducedLoan.source.token, JBConstants.NATIVE_TOKEN, "Reduced loan token mismatch");
+        assertEq(address(reducedLoan.source.terminal), address(jbMultiTerminal()), "Reduced loan terminal mismatch");
+    }
+
     function testFuzz_Pay_Borrow_PayOff_With_Loan_Source(
         uint256 percentOfCollateralToRemove,
         uint256 prepaidFeePercent,
@@ -844,6 +1050,14 @@ contract REVLoansSourcedTests is TestBaseWorkflow, JBTest {
         assertEq(address(reducedLoan.source.terminal), address(jbMultiTerminal()));
     }
 
+    function log_stuff(uint256 prepaidFeePercent, uint256 loanable, uint256 daysToWarp, uint256 excessFeesPaid) public {
+        // --- Format the log line (CSV example) ---
+        string memory logLine = string.concat(vm.toString(prepaidFeePercent), ",", vm.toString(loanable), ",", vm.toString(daysToWarp), ",", vm.toString(excessFeesPaid));
+
+        // --- Append the log line to the file ---
+        vm.writeLine(LOG_FILE_PATH, logLine);
+    }
+
     function test_Refinance_Excess_Collateral() public {
         // peform the auto issuance.
         REV_DEPLOYER.autoIssueFor(REVNET_ID, block.timestamp, multisig());