# Synthetic Scenarios ⎊ Area ⎊ Resource 1

---

## What is the Algorithm of Synthetic Scenarios?

Synthetic scenarios, within quantitative finance, represent computationally generated market simulations designed to stress-test trading strategies and derivative pricing models. These are not merely random data sets, but rather constructed to mimic plausible, yet potentially extreme, market events, often incorporating historical volatility surfaces and correlation structures. Their utility extends to backtesting algorithmic trading systems, assessing counterparty credit risk, and evaluating the robustness of option pricing frameworks, particularly in cryptocurrency markets where historical data is limited. The creation of these scenarios relies heavily on stochastic modeling and Monte Carlo simulations, demanding careful calibration to reflect observed market dynamics.

## What is the Analysis of Synthetic Scenarios?

The application of synthetic scenarios in options trading and financial derivatives centers on risk management and portfolio optimization. Detailed analysis of these simulations allows traders to quantify potential losses under adverse conditions, informing decisions regarding hedging strategies and position sizing. Specifically, in the context of crypto derivatives, synthetic scenarios can model flash crashes, liquidity squeezes, and regulatory shocks, providing insights beyond those obtainable from historical price data alone. Furthermore, scenario analysis facilitates the identification of model vulnerabilities and the refinement of risk parameters, enhancing the overall resilience of trading operations.

## What is the Calibration of Synthetic Scenarios?

Effective calibration of synthetic scenarios requires a nuanced understanding of market microstructure and the specific characteristics of the underlying asset. This process involves adjusting model parameters to ensure that the generated scenarios accurately reflect observed price distributions, volatility clustering, and correlation patterns. In cryptocurrency markets, where price discovery can be fragmented and subject to manipulation, calibration demands careful consideration of exchange-specific data and order book dynamics. Accurate calibration is paramount for generating scenarios that provide meaningful insights into potential risks and opportunities, and for validating the performance of trading strategies.


---

## [Synthetic Assets](https://term.greeks.live/term/synthetic-assets/)

Meaning ⎊ Synthetic assets are financial instruments that replicate the price action of a reference asset, enabling permissionless exposure to otherwise inaccessible markets. ⎊ Term

## [Stress Testing Scenarios](https://term.greeks.live/term/stress-testing-scenarios/)

Meaning ⎊ Stress testing scenarios evaluate the resilience of crypto options protocols against extreme volatility, smart contract exploits, and systemic contagion to ensure collateral adequacy and prevent insolvency. ⎊ Term

## [Synthetic Volatility Products](https://term.greeks.live/term/synthetic-volatility-products/)

Meaning ⎊ Synthetic volatility products isolate and financialize price fluctuation, allowing for direct speculation on or hedging against future market uncertainty without directional price exposure. ⎊ Term

## [Synthetic Positions](https://term.greeks.live/definition/synthetic-positions/)

Financial constructs using options and assets to replicate the risk and reward profile of a different instrument. ⎊ Term

## [Synthetic Derivatives](https://term.greeks.live/term/synthetic-derivatives/)

Meaning ⎊ Synthetic derivatives replicate financial exposure through collateralized positions, enabling capital-efficient risk management within decentralized markets. ⎊ Term

## [Synthetic Interest Rate](https://term.greeks.live/term/synthetic-interest-rate/)

Meaning ⎊ The synthetic interest rate, derived from options pricing via put-call parity, serves as a critical benchmark for capital cost and arbitrage in decentralized derivative markets. ⎊ Term

## [Synthetic Risk-Free Rate](https://term.greeks.live/term/synthetic-risk-free-rate/)

Meaning ⎊ The Synthetic Risk-Free Rate serves as a dynamic, on-chain benchmark for options pricing by modeling the cost of capital in a permissionless system. ⎊ Term

## [Synthetic Risk-Free Rate Proxy](https://term.greeks.live/term/synthetic-risk-free-rate-proxy/)

Meaning ⎊ The Synthetic Risk-Free Rate Proxy calculates the opportunity cost of capital for option writers by using stablecoin lending rates as the on-chain benchmark. ⎊ Term

## [Pre-Trade Simulation](https://term.greeks.live/term/pre-trade-simulation/)

Meaning ⎊ Pre-trade simulation in crypto finance models potential trades against adversarial on-chain conditions to quantify systemic risk and optimize strategy parameters. ⎊ Term

## [Stress Scenarios](https://term.greeks.live/term/stress-scenarios/)

Meaning ⎊ Stress scenarios in crypto options model extreme market events and protocol vulnerabilities to assess systemic risk and prevent liquidation cascades. ⎊ Term

## [Oracle Manipulation Scenarios](https://term.greeks.live/term/oracle-manipulation-scenarios/)

Meaning ⎊ Oracle manipulation exploits data latency and source vulnerabilities to execute profitable options trades or liquidations at false prices. ⎊ Term

## [Synthetic Options](https://term.greeks.live/term/synthetic-options/)

Meaning ⎊ Synthetic options replicate complex financial exposures by combining simpler derivatives and underlying assets, enhancing capital efficiency in decentralized markets. ⎊ Term

## [Adversarial Machine Learning Scenarios](https://term.greeks.live/term/adversarial-machine-learning-scenarios/)

Meaning ⎊ Adversarial machine learning scenarios exploit vulnerabilities in financial models by manipulating data inputs, leading to mispricing or incorrect liquidations in crypto options protocols. ⎊ Term

## [Synthetic Credit Markets](https://term.greeks.live/term/synthetic-credit-markets/)

Meaning ⎊ Synthetic credit markets in crypto enable the transfer and speculation of credit risk by creating derivatives on underlying debt positions, enhancing capital efficiency and financial complexity. ⎊ Term

## [Market Stress Scenarios](https://term.greeks.live/term/market-stress-scenarios/)

Meaning ⎊ Market Stress Scenarios analyze how interconnected protocols amplify volatility shocks, leading to cascading liquidations and systemic risk across decentralized finance. ⎊ Term

## [Synthetic Collateral](https://term.greeks.live/term/synthetic-collateral/)

Meaning ⎊ Synthetic collateral allows yield-bearing assets or derivative positions to back new financial instruments, significantly increasing capital efficiency within decentralized options markets. ⎊ Term

## [Synthetic Portfolio Stress Testing](https://term.greeks.live/term/synthetic-portfolio-stress-testing/)

Meaning ⎊ Synthetic Portfolio Stress Testing utilizes high-fidelity simulations to quantify systemic tail risk and validate protocol solvency under extreme market conditions. ⎊ Term

## [Systemic Stress Scenarios](https://term.greeks.live/term/systemic-stress-scenarios/)

Meaning ⎊ Systemic Stress Scenarios model the failure of interconnected crypto derivative systems, primarily triggered by oracle data compromise leading to an automated liquidation spiral. ⎊ Term

## [Synthetic Gas Fee Derivatives](https://term.greeks.live/term/synthetic-gas-fee-derivatives/)

Meaning ⎊ Gas Synthetic Swaps provide a sophisticated financial layer for hedging stochastic blockspace costs through cash-settled volatility instruments. ⎊ Term

## [Synthetic Gas Fee Futures](https://term.greeks.live/term/synthetic-gas-fee-futures/)

Meaning ⎊ The Gas Volatility Swap is a synthetic derivative used to hedge the highly volatile transaction costs of a blockchain network, converting operational uncertainty into a tradable financial risk. ⎊ Term

## [Synthetic Order Book Generation](https://term.greeks.live/term/synthetic-order-book-generation/)

Meaning ⎊ Synthetic Order Book Generation unifies fragmented liquidity sources into a discrete bid-ask structure to optimize capital efficiency and execution. ⎊ Term

## [Adversarial Stress Scenarios](https://term.greeks.live/term/adversarial-stress-scenarios/)

Meaning ⎊ The Volatility Death Spiral is a positive feedback loop where sudden volatility spikes force automated liquidations, accelerating price decline and causing systemic risk across decentralized option markets. ⎊ Term

## [Synthetic Order Book](https://term.greeks.live/term/synthetic-order-book/)

Meaning ⎊ Synthetic Order Book protocols virtualize market depth by algorithmically aggregating fragmented liquidity into a unified, high-precision interface. ⎊ Term

## [Synthetic Assets Verification](https://term.greeks.live/term/synthetic-assets-verification/)

Meaning ⎊ Synthetic Assets Verification ensures the mathematical solvency and price parity of digital derivatives through decentralized, real-time cryptographic proofs. ⎊ Term

## [Synthetic Position](https://term.greeks.live/definition/synthetic-position/)

A strategy using derivatives to replicate the price action and exposure of an alternative asset or position. ⎊ Term

## [Synthetic Long](https://term.greeks.live/definition/synthetic-long/)

An options combination that mimics the price behavior of owning the underlying asset directly. ⎊ Term

## [Synthetic Asset Valuation](https://term.greeks.live/definition/synthetic-asset-valuation/)

The process of pricing derivative instruments that mirror the value of real-world assets through smart contracts. ⎊ Term

## [Synthetic Asset Delta](https://term.greeks.live/term/synthetic-asset-delta/)

Meaning ⎊ Synthetic Asset Delta measures the directional price sensitivity of decentralized derivative positions to ensure accurate risk and hedge management. ⎊ Term

## [Synthetic Shorting](https://term.greeks.live/definition/synthetic-shorting/)

Creating a short position profile using derivatives, like options, rather than borrowing the actual underlying asset. ⎊ Term

## [Synthetic Long Position](https://term.greeks.live/definition/synthetic-long-position/)

A derivative-based strategy that mimics the price exposure of owning the underlying asset directly. ⎊ Term

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            "url": "https://term.greeks.live/term/adversarial-machine-learning-scenarios/",
            "headline": "Adversarial Machine Learning Scenarios",
            "description": "Meaning ⎊ Adversarial machine learning scenarios exploit vulnerabilities in financial models by manipulating data inputs, leading to mispricing or incorrect liquidations in crypto options protocols. ⎊ Term",
            "datePublished": "2025-12-22T09:06:42+00:00",
            "dateModified": "2025-12-22T09:06:42+00:00",
            "author": {
                "@type": "Person",
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            "@id": "https://term.greeks.live/term/synthetic-credit-markets/",
            "url": "https://term.greeks.live/term/synthetic-credit-markets/",
            "headline": "Synthetic Credit Markets",
            "description": "Meaning ⎊ Synthetic credit markets in crypto enable the transfer and speculation of credit risk by creating derivatives on underlying debt positions, enhancing capital efficiency and financial complexity. ⎊ Term",
            "datePublished": "2025-12-23T08:42:49+00:00",
            "dateModified": "2025-12-23T08:42:49+00:00",
            "author": {
                "@type": "Person",
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            "url": "https://term.greeks.live/term/market-stress-scenarios/",
            "headline": "Market Stress Scenarios",
            "description": "Meaning ⎊ Market Stress Scenarios analyze how interconnected protocols amplify volatility shocks, leading to cascading liquidations and systemic risk across decentralized finance. ⎊ Term",
            "datePublished": "2025-12-23T09:05:19+00:00",
            "dateModified": "2025-12-23T09:05:19+00:00",
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            "@id": "https://term.greeks.live/term/synthetic-collateral/",
            "url": "https://term.greeks.live/term/synthetic-collateral/",
            "headline": "Synthetic Collateral",
            "description": "Meaning ⎊ Synthetic collateral allows yield-bearing assets or derivative positions to back new financial instruments, significantly increasing capital efficiency within decentralized options markets. ⎊ Term",
            "datePublished": "2025-12-23T09:37:39+00:00",
            "dateModified": "2026-01-04T21:05:57+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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        },
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            "@id": "https://term.greeks.live/term/synthetic-portfolio-stress-testing/",
            "url": "https://term.greeks.live/term/synthetic-portfolio-stress-testing/",
            "headline": "Synthetic Portfolio Stress Testing",
            "description": "Meaning ⎊ Synthetic Portfolio Stress Testing utilizes high-fidelity simulations to quantify systemic tail risk and validate protocol solvency under extreme market conditions. ⎊ Term",
            "datePublished": "2026-01-22T12:24:06+00:00",
            "dateModified": "2026-01-22T12:24:47+00:00",
            "author": {
                "@type": "Person",
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                "url": "https://term.greeks.live/author/greeks-live/"
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        },
        {
            "@type": "Article",
            "@id": "https://term.greeks.live/term/systemic-stress-scenarios/",
            "url": "https://term.greeks.live/term/systemic-stress-scenarios/",
            "headline": "Systemic Stress Scenarios",
            "description": "Meaning ⎊ Systemic Stress Scenarios model the failure of interconnected crypto derivative systems, primarily triggered by oracle data compromise leading to an automated liquidation spiral. ⎊ Term",
            "datePublished": "2026-01-29T01:19:42+00:00",
            "dateModified": "2026-01-29T01:21:11+00:00",
            "author": {
                "@type": "Person",
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            "@type": "Article",
            "@id": "https://term.greeks.live/term/synthetic-gas-fee-derivatives/",
            "url": "https://term.greeks.live/term/synthetic-gas-fee-derivatives/",
            "headline": "Synthetic Gas Fee Derivatives",
            "description": "Meaning ⎊ Gas Synthetic Swaps provide a sophisticated financial layer for hedging stochastic blockspace costs through cash-settled volatility instruments. ⎊ Term",
            "datePublished": "2026-01-29T19:09:32+00:00",
            "dateModified": "2026-01-29T19:13:33+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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            "@type": "Article",
            "@id": "https://term.greeks.live/term/synthetic-gas-fee-futures/",
            "url": "https://term.greeks.live/term/synthetic-gas-fee-futures/",
            "headline": "Synthetic Gas Fee Futures",
            "description": "Meaning ⎊ The Gas Volatility Swap is a synthetic derivative used to hedge the highly volatile transaction costs of a blockchain network, converting operational uncertainty into a tradable financial risk. ⎊ Term",
            "datePublished": "2026-01-29T20:37:31+00:00",
            "dateModified": "2026-01-29T20:45:55+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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            "image": {
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                "caption": "A detailed cross-section reveals a complex, high-precision mechanical component within a dark blue casing. The internal mechanism features teal cylinders and intricate metallic elements, suggesting a carefully engineered system in operation."
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            "@type": "Article",
            "@id": "https://term.greeks.live/term/synthetic-order-book-generation/",
            "url": "https://term.greeks.live/term/synthetic-order-book-generation/",
            "headline": "Synthetic Order Book Generation",
            "description": "Meaning ⎊ Synthetic Order Book Generation unifies fragmented liquidity sources into a discrete bid-ask structure to optimize capital efficiency and execution. ⎊ Term",
            "datePublished": "2026-02-01T09:46:51+00:00",
            "dateModified": "2026-02-01T09:47:15+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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        {
            "@type": "Article",
            "@id": "https://term.greeks.live/term/adversarial-stress-scenarios/",
            "url": "https://term.greeks.live/term/adversarial-stress-scenarios/",
            "headline": "Adversarial Stress Scenarios",
            "description": "Meaning ⎊ The Volatility Death Spiral is a positive feedback loop where sudden volatility spikes force automated liquidations, accelerating price decline and causing systemic risk across decentralized option markets. ⎊ Term",
            "datePublished": "2026-02-02T11:45:41+00:00",
            "dateModified": "2026-02-02T11:47:26+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
            },
            "image": {
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            "@type": "Article",
            "@id": "https://term.greeks.live/term/synthetic-order-book/",
            "url": "https://term.greeks.live/term/synthetic-order-book/",
            "headline": "Synthetic Order Book",
            "description": "Meaning ⎊ Synthetic Order Book protocols virtualize market depth by algorithmically aggregating fragmented liquidity into a unified, high-precision interface. ⎊ Term",
            "datePublished": "2026-02-08T16:14:58+00:00",
            "dateModified": "2026-02-08T16:22:22+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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                "url": "https://term.greeks.live/wp-content/uploads/2025/12/precision-mechanism-for-options-spread-execution-and-synthetic-asset-yield-generation-in-defi-protocols.jpg",
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                "caption": "A close-up view shows a technical mechanism composed of dark blue or black surfaces and a central off-white lever system. A bright green bar runs horizontally through the lower portion, contrasting with the dark background."
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            "@type": "Article",
            "@id": "https://term.greeks.live/term/synthetic-assets-verification/",
            "url": "https://term.greeks.live/term/synthetic-assets-verification/",
            "headline": "Synthetic Assets Verification",
            "description": "Meaning ⎊ Synthetic Assets Verification ensures the mathematical solvency and price parity of digital derivatives through decentralized, real-time cryptographic proofs. ⎊ Term",
            "datePublished": "2026-02-24T16:29:41+00:00",
            "dateModified": "2026-02-24T16:31:33+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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            "@id": "https://term.greeks.live/definition/synthetic-position/",
            "url": "https://term.greeks.live/definition/synthetic-position/",
            "headline": "Synthetic Position",
            "description": "A strategy using derivatives to replicate the price action and exposure of an alternative asset or position. ⎊ Term",
            "datePublished": "2026-03-09T13:59:16+00:00",
            "dateModified": "2026-03-23T22:39:06+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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            "@id": "https://term.greeks.live/definition/synthetic-long/",
            "url": "https://term.greeks.live/definition/synthetic-long/",
            "headline": "Synthetic Long",
            "description": "An options combination that mimics the price behavior of owning the underlying asset directly. ⎊ Term",
            "datePublished": "2026-03-10T07:39:57+00:00",
            "dateModified": "2026-04-06T18:54:32+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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            "@id": "https://term.greeks.live/definition/synthetic-asset-valuation/",
            "url": "https://term.greeks.live/definition/synthetic-asset-valuation/",
            "headline": "Synthetic Asset Valuation",
            "description": "The process of pricing derivative instruments that mirror the value of real-world assets through smart contracts. ⎊ Term",
            "datePublished": "2026-03-10T10:14:05+00:00",
            "dateModified": "2026-03-30T13:49:14+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
            },
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                "height": 2166,
                "caption": "A stylized digital render shows smooth, interwoven forms of dark blue, green, and cream converging at a central point against a dark background. The structure symbolizes the intricate mechanisms of synthetic asset creation and management within the cryptocurrency ecosystem."
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            "@type": "Article",
            "@id": "https://term.greeks.live/term/synthetic-asset-delta/",
            "url": "https://term.greeks.live/term/synthetic-asset-delta/",
            "headline": "Synthetic Asset Delta",
            "description": "Meaning ⎊ Synthetic Asset Delta measures the directional price sensitivity of decentralized derivative positions to ensure accurate risk and hedge management. ⎊ Term",
            "datePublished": "2026-03-10T20:28:47+00:00",
            "dateModified": "2026-03-10T20:29:25+00:00",
            "author": {
                "@type": "Person",
                "name": "Greeks.live",
                "url": "https://term.greeks.live/author/greeks-live/"
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                "url": "https://term.greeks.live/wp-content/uploads/2025/12/synthetic-derivatives-market-interaction-visualized-cross-asset-liquidity-aggregation-in-defi-ecosystems.jpg",
                "width": 3850,
                "height": 2166,
                "caption": "A stylized digital render shows smooth, interwoven forms of dark blue, green, and cream converging at a central point against a dark background. The structure symbolizes the intricate mechanisms of synthetic asset creation and management within the cryptocurrency ecosystem."
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            "@type": "Article",
            "@id": "https://term.greeks.live/definition/synthetic-shorting/",
            "url": "https://term.greeks.live/definition/synthetic-shorting/",
            "headline": "Synthetic Shorting",
            "description": "Creating a short position profile using derivatives, like options, rather than borrowing the actual underlying asset. ⎊ Term",
            "datePublished": "2026-03-11T01:00:29+00:00",
            "dateModified": "2026-04-03T13:10:13+00:00",
            "author": {
                "@type": "Person",
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                "url": "https://term.greeks.live/author/greeks-live/"
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                "@type": "ImageObject",
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            "@id": "https://term.greeks.live/definition/synthetic-long-position/",
            "url": "https://term.greeks.live/definition/synthetic-long-position/",
            "headline": "Synthetic Long Position",
            "description": "A derivative-based strategy that mimics the price exposure of owning the underlying asset directly. ⎊ Term",
            "datePublished": "2026-03-11T13:09:04+00:00",
            "dateModified": "2026-03-31T16:49:19+00:00",
            "author": {
                "@type": "Person",
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                "url": "https://term.greeks.live/author/greeks-live/"
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            "image": {
                "@type": "ImageObject",
                "url": "https://term.greeks.live/wp-content/uploads/2025/12/high-frequency-trading-algorithmic-synthetic-derivative-instrument-with-collateralized-debt-position-architecture.jpg",
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}
```


---

**Original URL:** https://term.greeks.live/area/synthetic-scenarios/resource/1/
