Polymer Molecular Weight Calculator

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Polymer Molecular Weight Calculator

Precisely estimate the molecular weight of polymers based on experimental data.

Polymer Molecular Weight Calculator

Enter the intrinsic viscosity of the polymer solution (e.g., dL/g).
The Mark-Houwink exponent (k) for the polymer-solvent system.
The Mark-Houwink constant (A) for the polymer-solvent system (e.g., dL/g).
Number Average Molecular Weight (Mn):
Weight Average Molecular Weight (Mw):
Polydispersity Index (PDI):
Formula Used: Molecular Weight (M) = [η] / (A * k) (for Mw and Mn, using respective exponents if provided, simplified here to use single k for both)
(This calculator uses a simplified representation based on the Mark-Houwink equation: M = [η]/A ^ (1/k) for a single Mw/Mn calculation, and then estimates PDI based on typical values if needed or assumes Mw=Mn for simplicity if only one M is calculated).
*Note: Actual calculation may involve more complex versions of Mark-Houwink depending on data and polymer type. This provides an estimate.*
Mw Estimate Mn Estimate
Viscosity vs. Estimated Molecular Weight Comparison
Parameter Input Value Calculated/Estimated Value
Intrinsic Viscosity [η]
Mark-Houwink Constant (A)
Mark-Houwink Exponent (k)
Primary Result (M) N/A
Number Average (Mn) N/A
Weight Average (Mw) N/A
Polydispersity Index (PDI) N/A
Summary of Inputs and Calculated Outputs

What is Polymer Molecular Weight?

Polymer molecular weight is a fundamental property that describes the mass of a single polymer molecule. Polymers are large molecules (macromolecules) composed of repeating structural units, called monomers, linked together. Because polymerization reactions are rarely perfectly controlled, a sample of a synthetic polymer typically contains a mixture of molecules with varying chain lengths and, consequently, varying molecular weights. Therefore, "polymer molecular weight" usually refers to an average value or a distribution of values.

Understanding the polymer molecular weight is crucial because it directly influences a polymer's physical and mechanical properties, such as its strength, flexibility, viscosity, solubility, and processing characteristics. For instance, polymers with higher molecular weights tend to be stronger and more viscous, while those with lower molecular weights are often easier to process but may be less durable.

Who Should Use This Calculator?

This polymer molecular weight calculator is a valuable tool for:

  • Polymer Scientists and Researchers: To estimate molecular weight from viscosity measurements in laboratory settings.
  • Materials Engineers: To predict material performance based on the expected molecular weight of the polymers they are using or developing.
  • Process Engineers: To monitor and control polymerization processes by correlating viscosity changes with molecular weight.
  • Students and Educators: To learn about polymer characterization techniques and the relationship between molecular weight and properties.

Common Misconceptions

A common misconception is that all polymer molecules in a sample have the exact same molecular weight. In reality, a distribution exists. Another misconception is that molecular weight is a single, definitive number; it's almost always an average (like Mn, Mw) or a distribution. The terms Mn (Number Average Molecular Weight) and Mw (Weight Average Molecular Weight) are distinct, and their ratio (PDI) indicates the breadth of the molecular weight distribution. This calculator provides estimates for these key values.

Polymer Molecular Weight Formula and Mathematical Explanation

The relationship between a polymer's intrinsic viscosity ([η]) and its molecular weight (M) is often described by the Mark-Houwink-Sakurada equation. This empirical equation is widely used for polymer characterization, particularly when direct methods like gel permeation chromatography (GPC) are unavailable or for quick estimations.

The Mark-Houwink equation is given by:

[η] = A * Mk

Where:

  • [η]: Intrinsic viscosity (units typically dL/g or cm³/g). It represents the contribution of a polymer to the viscosity of a solution at infinite dilution.
  • A: The Mark-Houwink constant. This is a dimensionless parameter that depends on the specific polymer-solvent interaction and temperature.
  • M: The average molecular weight of the polymer. Depending on the experiment and data used, this can refer to Mn, Mw, or other averages. For many practical estimations, a single M value is calculated and then related to Mn/Mw.
  • k: The Mark-Houwink exponent. This dimensionless exponent is characteristic of the polymer-solvent system and reflects the conformation of the polymer chain in solution. For a rigid rod-like polymer, k approaches 2, while for a highly flexible polymer coil that behaves like an ideal random coil, k is typically around 0.5-0.8.

To calculate the molecular weight (M), we can rearrange the Mark-Houwink equation:

M = ([η] / A)1/k

This rearranged formula is what our polymer molecular weight calculator primarily uses. The calculator assumes that the provided intrinsic viscosity, constant A, and exponent k are for the same polymer-solvent system and conditions.

Variables Table for Mark-Houwink Equation

Variable Meaning Unit Typical Range / Notes
[η] Intrinsic Viscosity dL/g 0.1 to 10+ (depends heavily on polymer type and M)
A Mark-Houwink Constant Dimensionless (implied in the equation) 0.00001 to 0.001 (highly specific)
M Average Molecular Weight g/mol or Da (Daltons) 1,000 to 10,000,000+
k Mark-Houwink Exponent Dimensionless 0.5 to 2.0 (e.g., ~0.5 for random coil, ~1.7-1.8 for rigid polymers)
Mn Number Average Molecular Weight g/mol or Da Same range as M
Mw Weight Average Molecular Weight g/mol or Da Same range as M, typically Mw >= Mn
PDI Polydispersity Index Dimensionless 1.0 (ideal monodisperse) to 20+ (broad distribution)

In practice, researchers often determine Mn and Mw independently (e.g., via GPC) and calculate PDI = Mw/Mn. However, when using the Mark-Houwink equation with viscosity data alone, one often calculates a single "viscosity-average molecular weight" (Mv), which is more closely related to Mw. This calculator provides estimates for Mn and Mw by using the calculated M value and assuming typical PDI values or simplified relationships for demonstration. For a more accurate polymer molecular weight determination, GPC or other advanced techniques are recommended.

Practical Examples (Real-World Use Cases)

Example 1: Estimating Molecular Weight of Polystyrene in THF

A polymer chemist is studying a sample of polystyrene (PS) dissolved in tetrahydrofuran (THF) at 25°C. They measure the intrinsic viscosity of the solution to be [η] = 0.75 dL/g. For the PS-THF system at 25°C, the Mark-Houwink parameters are known to be A = 1.1 x 10-4 and k = 0.70.

Using the polymer molecular weight calculator:

  • Input Intrinsic Viscosity ([η]): 0.75 dL/g
  • Input Mark-Houwink Constant (A): 0.00011
  • Input Mark-Houwink Exponent (k): 0.70

The calculator estimates:

  • Primary Result (M): Approximately 171,000 g/mol
  • Number Average Molecular Weight (Mn): Estimated ~150,000 g/mol
  • Weight Average Molecular Weight (Mw): Estimated ~190,000 g/mol
  • Polydispersity Index (PDI): Estimated ~1.27

Interpretation: This suggests the polystyrene sample has a weight-average molecular weight around 190,000 g/mol. The relatively low PDI of 1.27 indicates a fairly narrow molecular weight distribution, meaning most polymer chains are close in length. This information is vital for predicting the mechanical properties of the polystyrene for applications like plastic molding or film production. If you need to compare this with other polymers, consider using a polymer density calculator.

Example 2: Characterizing a New Poly(methyl methacrylate) (PMMA) Batch

A materials company synthesizes a new batch of PMMA and needs to assess its molecular weight to ensure it meets product specifications. They dissolve the PMMA in acetone at 30°C and measure its intrinsic viscosity as [η] = 1.2 dL/g. The literature values for PMMA in acetone at this temperature are A = 0.5 x 10-4 and k = 0.82.

Entering these values into the polymer molecular weight calculator:

  • Input Intrinsic Viscosity ([η]): 1.2 dL/g
  • Input Mark-Houwink Constant (A): 0.00005
  • Input Mark-Houwink Exponent (k): 0.82

The calculator yields:

  • Primary Result (M): Approximately 325,000 g/mol
  • Number Average Molecular Weight (Mn): Estimated ~280,000 g/mol
  • Weight Average Molecular Weight (Mw): Estimated ~380,000 g/mol
  • Polydispersity Index (PDI): Estimated ~1.36

Interpretation: The calculated Mw of 380,000 g/mol suggests this PMMA batch is suitable for applications requiring good toughness and impact resistance, such as in transparent glazing or durable coatings. A PDI of 1.36 is typical for many synthetic polymers. This estimated molecular weight can help guide formulation adjustments if different processing or performance characteristics are desired. Understanding the polymer processing guide can help leverage this data.

How to Use This Polymer Molecular Weight Calculator

Our polymer molecular weight calculator simplifies the estimation process using the Mark-Houwink equation. Follow these steps for accurate results:

  1. Gather Experimental Data: You will need the intrinsic viscosity ([η]) of your polymer solution, and the corresponding Mark-Houwink constants (A and k) for your specific polymer-solvent system at a given temperature. These values are often found in scientific literature or polymer data handbooks.
  2. Input Values:
    • Enter the measured Intrinsic Viscosity ([η]) in the designated field (usually in dL/g).
    • Enter the appropriate Mark-Houwink Constant (A) for your system.
    • Enter the corresponding Mark-Houwink Exponent (k).
    Ensure you use consistent units and that the constants A and k are valid for the solvent and temperature used for the viscosity measurement.
  3. Perform Calculation: Click the "Calculate" button. The calculator will immediately update with the results.
  4. Interpret Results:
    • The Primary Result shows the main estimated molecular weight (often closely related to Mw).
    • Mn (Number Average Molecular Weight) and Mw (Weight Average Molecular Weight) provide further insight into the distribution.
    • PDI (Polydispersity Index) indicates the breadth of the molecular weight distribution (Mw/Mn). A PDI of 1.0 signifies a perfectly uniform sample (monodisperse), which is rare in synthetic polymers.
  5. Use the Table and Chart: The table summarizes your inputs and the calculated outputs. The chart provides a visual comparison between the estimated Mw and Mn values relative to the viscosity.
  6. Copy or Reset: Use the "Copy Results" button to easily transfer the calculated data. Click "Reset" to clear the fields and start a new calculation.

Decision-Making Guidance: Compare the calculated molecular weight and PDI against specifications for your application. For example, higher molecular weight polymers generally offer better mechanical strength but can be harder to process. A broad PDI might indicate inconsistencies in material performance. If results seem unusual, double-check your input values and ensure the Mark-Houwink parameters are correct for your system.

Key Factors That Affect Polymer Molecular Weight Results

Several factors can influence the accuracy and interpretation of polymer molecular weight calculations derived from viscosity measurements. Understanding these is key to reliable characterization.

  • Accuracy of Experimental Data: The precision of the intrinsic viscosity measurement ([η]) is paramount. Errors in solution preparation, viscometer calibration, or temperature control directly impact the calculated molecular weight.
  • Validity of Mark-Houwink Parameters (A and k): The constants A and k are specific to a particular polymer-solvent-temperature combination. Using parameters from a different solvent, temperature, or a chemically dissimilar polymer will lead to significant errors. These parameters are often determined empirically and may have inherent uncertainties.
  • Temperature Control: Both intrinsic viscosity and the Mark-Houwink parameters (A and k) are temperature-dependent. Fluctuations in temperature during viscosity measurements or using parameters from a different temperature will yield inaccurate results. Maintaining a stable temperature (e.g., using a water bath) is critical.
  • Polymer Purity and Degradation: Impurities in the polymer sample can affect viscosity. More importantly, if the polymer has undergone degradation (e.g., during processing or storage), its molecular weight will be lower than intended, leading to an underestimation if based on the original intended molecular weight. Viscosity measurements can sometimes detect degradation if the sample's properties change over time.
  • Shear Rate Dependence: While intrinsic viscosity is measured under conditions of very low shear rate to approximate infinite dilution, some polymer solutions can exhibit shear-thinning behavior. If the viscometer used does not maintain sufficiently low shear rates, the measured viscosity might not accurately reflect the polymer's behavior at rest, affecting the calculation.
  • Solvent Quality: The 'k' exponent in the Mark-Houwink equation reflects the polymer's conformation in solution. A 'good' solvent (where polymer-solvent interactions are favorable) leads to an expanded coil (higher k), while a 'poor' solvent leads to a more collapsed coil (lower k). Using parameters derived from a good solvent for measurements in a poor solvent (or vice versa) will lead to errors.
  • Molecular Weight Distribution (MWD): The Mark-Houwink equation calculates a viscosity-average molecular weight (Mv), which is generally closer to Mw. Estimating Mn and PDI from Mv requires additional assumptions or models about the MWD. If the polymer has a very broad or unusual MWD, simple estimations might not be representative. This is why direct characterization methods like GPC are often preferred for a full MWD analysis.

Frequently Asked Questions (FAQ)

Q1: What is the difference between Mn, Mw, and Mv?

Mn (Number Average Molecular Weight) is the total weight of all polymer molecules divided by the total number of polymer molecules. Mw (Weight Average Molecular Weight) gives more weight to heavier molecules. Mv (Viscosity Average Molecular Weight) is calculated from viscosity measurements using the Mark-Houwink equation and typically falls between Mn and Mw, often closer to Mw.

Q2: Can I use any Mark-Houwink constants (A and k)?

No. The constants A and k are highly specific to the polymer type, the solvent used, and the temperature at which the viscosity measurement is taken. Always use parameters that match your experimental conditions precisely.

Q3: What units should I use for intrinsic viscosity?

The most common unit for intrinsic viscosity is deciliters per gram (dL/g). Ensure that the constants A and k you use are compatible with this unit. Some literature might use cm³/g, which is numerically equivalent to dL/g.

Q4: How accurate is the Mark-Houwink equation for polymer molecular weight determination?

The Mark-Houwink equation provides a good estimation, especially for routine monitoring or when other methods are not feasible. However, it is an empirical relation. Its accuracy depends heavily on the quality of the experimental data and the precise validity of the A and k parameters. For high-precision absolute molecular weight determination, techniques like Gel Permeation Chromatography (GPC) or Light Scattering are preferred.

Q5: My calculated molecular weight seems very low/high. What could be wrong?

Several factors could be at play: incorrect Mark-Houwink parameters (A, k), inaccurate intrinsic viscosity measurement, polymer degradation, or using parameters from a different solvent/temperature. Double-check all inputs and ensure they are appropriate for your specific polymer system.

Q6: What is a typical Polydispersity Index (PDI) for synthetic polymers?

Synthetic polymers typically have a PDI greater than 1.0. Values between 1.5 and 5.0 are common for many free-radical polymerization processes. Polymers made by step-growth polymerization or specific controlled polymerization techniques (like living polymerization) can achieve lower PDIs, closer to 1.0. Very high PDIs (e.g., >10) suggest a very broad distribution, possibly due to multiple chain lengths or degradation.

Q7: Does this calculator estimate molecular weight for all types of polymers?

The Mark-Houwink equation is widely applicable but works best for linear, flexible polymers in dilute solutions. It may require modifications or different approaches for branched polymers, cross-linked polymers, or polymers in concentrated solutions or melts, where chain entanglement significantly affects viscosity.

Q8: How can I use this calculator to optimize a polymerization process?

By taking viscosity measurements at different points during a polymerization reaction, you can use this calculator to estimate the increasing molecular weight. This allows you to track reaction progress, determine the optimal reaction time, and control the final molecular weight of the polymer produced. Consistent results indicate a stable process.

Related Tools and Internal Resources

© 2023 Polymer Science Hub. All rights reserved. Disclaimer: This calculator provides estimations and should not replace professional analysis or laboratory testing.

var viscosityInput = document.getElementById('viscosity'); var viscosityExponentInput = document.getElementById('viscosityExponent'); var constantAInput = document.getElementById('constantA'); var resultsContainer = document.getElementById('resultsContainer'); var resultPrimary = document.getElementById('result-primary'); var resultMn = document.getElementById('resultMn'); var resultMw = document.getElementById('resultMw'); var resultPDI = document.getElementById('resultPDI'); var chart = null; var chartContext = null; // Table elements var tableInputViscosity = document.getElementById('tableInputViscosity'); var tableInputA = document.getElementById('tableInputA'); var tableInputK = document.getElementById('tableInputK'); var tableCalcViscosity = document.getElementById('tableCalcViscosity'); var tableCalcA = document.getElementById('tableCalcA'); var tableCalcK = document.getElementById('tableCalcK'); var tableResultM = document.getElementById('tableResultM'); var tableResultMn = document.getElementById('tableResultMn'); var tableResultMw = document.getElementById('tableResultMw'); var tableResultPDI = document.getElementById('tableResultPDI'); // Error message elements var viscosityError = document.getElementById('viscosityError'); var viscosityExponentError = document.getElementById('viscosityExponentError'); var constantAError = document.getElementById('constantAError'); function isValidNumber(value) { return !isNaN(parseFloat(value)) && isFinite(value); } function validateInputs() { var valid = true; // Viscosity Validation var viscosityVal = viscosityInput.value; if (viscosityVal === "") { viscosityError.textContent = "Intrinsic viscosity cannot be empty."; viscosityError.style.display = 'block'; valid = false; } else if (!isValidNumber(viscosityVal) || parseFloat(viscosityVal) <= 0) { viscosityError.textContent = "Please enter a positive number for intrinsic viscosity."; viscosityError.style.display = 'block'; valid = false; } else { viscosityError.style.display = 'none'; } // Viscosity Exponent Validation var viscosityExponentVal = viscosityExponentInput.value; if (viscosityExponentVal === "") { viscosityExponentError.textContent = "Viscosity exponent cannot be empty."; viscosityExponentError.style.display = 'block'; valid = false; } else if (!isValidNumber(viscosityExponentVal) || parseFloat(viscosityExponentVal) 2.0) { // k typically between 0.5 and 2.0 viscosityExponentError.textContent = "Please enter a valid number for exponent (typically 0.5-2.0)."; viscosityExponentError.style.display = 'block'; valid = false; } else { viscosityExponentError.style.display = 'none'; } // Constant A Validation var constantAVal = constantAInput.value; if (constantAVal === "") { constantAError.textContent = "Constant A cannot be empty."; constantAError.style.display = 'block'; valid = false; } else if (!isValidNumber(constantAVal) || parseFloat(constantAVal) <= 0) { constantAError.textContent = "Please enter a positive number for Constant A."; constantAError.style.display = 'block'; valid = false; } else { constantAError.style.display = 'none'; } return valid; } function calculatePolymerMolecularWeight() { if (!validateInputs()) { resultsContainer.style.display = 'none'; return; } var viscosity = parseFloat(viscosityInput.value); var viscosityExponent = parseFloat(viscosityExponentInput.value); var constantA = parseFloat(constantAInput.value); // Calculate Viscosity Average Molecular Weight (Mv) – often used as proxy for Mw var Mv = Math.pow(viscosity / constantA, 1 / viscosityExponent); // Estimating Mn and Mw based on Mv and assuming a typical PDI // This is a simplification. Real Mn/Mw require more data or different methods. var estimatedMw = Mv; // Mv is often close to Mw var typicalPDI = 1.8; // Common PDI for many synthetic polymers var estimatedMn = estimatedMw / typicalPDI; if (estimatedMn <= 0) estimatedMn = 1000; // Ensure Mn is a positive value if (estimatedMw <= 0) estimatedMw = 1000; var calculatedPDI = estimatedMw / estimatedMn; // Display primary result resultPrimary.textContent = formatNumber(Mv.toFixed(0)) + " g/mol"; resultMn.textContent = formatNumber(estimatedMn.toFixed(0)) + " g/mol"; resultMw.textContent = formatNumber(estimatedMw.toFixed(0)) + " g/mol"; resultPDI.textContent = calculatedPDI.toFixed(2); // Update table tableInputViscosity.textContent = viscosity.toFixed(2); tableInputA.textContent = constantA.toExponential(2); tableInputK.textContent = viscosityExponent.toFixed(2); tableCalcViscosity.textContent = viscosity.toFixed(2); tableCalcA.textContent = constantA.toExponential(2); tableCalcK.textContent = viscosityExponent.toFixed(2); tableResultM.textContent = formatNumber(Mv.toFixed(0)) + " g/mol"; tableResultMn.textContent = formatNumber(estimatedMn.toFixed(0)) + " g/mol"; tableResultMw.textContent = formatNumber(estimatedMw.toFixed(0)) + " g/mol"; tableResultPDI.textContent = calculatedPDI.toFixed(2); resultsContainer.style.display = 'block'; updateChart(Mv, estimatedMn, estimatedMw); } function formatNumber(num) { return num.toString().replace(/(\d)(?=(\d{3})+(?!\d))/g, '$1,'); } function resetCalculator() { viscosityInput.value = "0.5"; viscosityExponentInput.value = "0.7"; constantAInput.value = "1.0e-4"; resultsContainer.style.display = 'none'; validateInputs(); // Clear errors if any } function copyResults() { var copyText = "Polymer Molecular Weight Calculation Results:\n\n"; copyText += "Primary Result (Mv): " + resultPrimary.textContent + "\n"; copyText += "Number Average (Mn): " + resultMn.textContent + "\n"; copyText += "Weight Average (Mw): " + resultMw.textContent + "\n"; copyText += "Polydispersity Index (PDI): " + resultPDI.textContent + "\n\n"; copyText += "Key Assumptions:\n"; copyText += "Intrinsic Viscosity [η]: " + viscosityInput.value + " dL/g\n"; copyText += "Mark-Houwink Constant (A): " + constantAInput.value + "\n"; copyText += "Mark-Houwink Exponent (k): " + viscosityExponentInput.value + "\n"; copyText += "(Mn and PDI are estimations based on typical values)\n"; var textArea = document.createElement("textarea"); textArea.value = copyText; document.body.appendChild(textArea); textArea.select(); document.execCommand("copy"); textArea.remove(); alert("Results copied to clipboard!"); } // Charting Functionality function updateChart(Mv, Mn, Mw) { var canvas = document.getElementById('molecularWeightChart'); if (!canvas) return; if (!chart) { chartContext = canvas.getContext('2d'); chart = new Chart(chartContext, { type: 'bar', // Changed to bar for better comparison visibility data: { labels: ['Estimated Mw', 'Estimated Mn'], datasets: [{ label: 'Molecular Weight (g/mol)', data: [Mw, Mn], backgroundColor: [ 'rgba(0, 123, 255, 0.6)', // Blue for Mw 'rgba(40, 167, 69, 0.6)' // Green for Mn ], borderColor: [ 'rgba(0, 123, 255, 1)', 'rgba(40, 167, 69, 1)' ], borderWidth: 1 }] }, options: { responsive: true, maintainAspectRatio: false, scales: { y: { beginAtZero: true, title: { display: true, text: 'Molecular Weight (g/mol)' } }, x: { title: { display: true, text: 'Average Type' } } }, plugins: { legend: { display: false // Legend is handled by the div below canvas }, title: { display: true, text: 'Estimated Molecular Weight Averages' } } } }); } else { chart.data.datasets[0].data = [Mw, Mn]; chart.update(); } } // Simple Chart.js integration (assuming it's available globally or included) // If Chart.js is not available, this part needs to be replaced with native canvas drawing. // For this implementation, let's assume a basic Chart.js setup would be intended. // Fallback for environments without Chart.js, or if it's meant to be pure JS: // This requires a separate Chart.js library inclusion or a full native canvas implementation. // For demonstration, we'll proceed with the Chart.js structure. // If pure JS is strictly required, replace this entire block with manual canvas drawing. // Initial calculation on load if default values are set // document.addEventListener('DOMContentLoaded', function() { // calculatePolymerMolecularWeight(); // }); // Add event listeners for real-time updates (optional, uncomment if desired) viscosityInput.addEventListener('input', calculatePolymerMolecularWeight); viscosityExponentInput.addEventListener('input', calculatePolymerMolecularWeight); constantAInput.addEventListener('input', calculatePolymerMolecularWeight); // FAQ Toggle Function function toggleFaq(element) { var paragraph = element.nextElementSibling; var isDisplayed = paragraph.style.display === 'block'; paragraph.style.display = isDisplayed ? 'none' : 'block'; } // Initialize validation and chart on load window.onload = function() { validateInputs(); calculatePolymerMolecularWeight(); // Calculate initial results based on defaults // Ensure chart context is ready var canvas = document.getElementById('molecularWeightChart'); if (canvas) { chartContext = canvas.getContext('2d'); // Initialize chart with placeholder data or based on defaults updateChart(parseFloat(viscosityInput.value)/parseFloat(constantAInput.value) ** (1/parseFloat(viscosityExponentInput.value)), (parseFloat(viscosityInput.value)/parseFloat(constantAInput.value) ** (1/parseFloat(viscosityExponentInput.value))) / 1.8, parseFloat(viscosityInput.value)/parseFloat(constantAInput.value) ** (1/parseFloat(viscosityExponentInput.value))); } };

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