2025-06-24 Derivatives Futures and Options with Kiwoom API

📋 Strategy Components

📊 This strategy utilizes a high-frequency trading algorithm capable of responding instantly to rapid price fluctuations,
and is designed to achieve fully automated trading through live price analysis and rule-based execution.

📈 Note: This system also generates an automated end-of-day summary report, allowing you to quantitatively evaluate daily trade performance and strategy results.

🧠 Unlike simple price averaging, this delta-based ATM detection relies on the balance of market sensitivity (delta), enabling more precise and data-driven decision-making. (Automated Trading System using Kiwoom Open API+ and Python)

📌 Note: The same center strike identification logic is applied not only in real-time strategy execution but also in backtesting evaluations and automated report generation for the previous trading day.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 11 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 413.1, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 19 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 413.2, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

🧠 Unlike simple price averaging, this delta-based ATM detection relies on the balance of market sensitivity (delta), enabling more precise and data-driven decision-making. (Automated Trading System using Kiwoom Open API+ and Python)

📌 Note: The same center strike identification logic is applied not only in real-time strategy execution but also in backtesting evaluations and automated report generation for the previous trading day.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 24 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.6, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 26 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.55, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 27 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 416.0, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 28 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.55, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 30 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.55, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 32 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.5, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 34 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.5, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

🧠 Unlike simple price averaging, this delta-based ATM detection relies on the balance of market sensitivity (delta), enabling more precise and data-driven decision-making. (Automated Trading System using Kiwoom Open API+ and Python)

📌 Note: The same center strike identification logic is applied not only in real-time strategy execution but also in backtesting evaluations and automated report generation for the previous trading day.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

📌 Note: Current-month contracts are typically used for short-term tactical decisions,
while next-month contracts reflect market expectations and are key to basis and calendar spread strategies.
Significant deviations between the two may indicate arbitrage opportunities, making regular comparison essential for informed futures trading.

📌 Interpretation Guide:
• Market Basis: Live Futures Price – KOSPI200 Spot Index
• Theorist Basis: Theoretical Futures Price – KOSPI200 Spot Index
• Actual Basis: Live Futures Price – Theoretical Price
• Basis Gap: Difference between theorist and market basis
→ Positive (+): May indicate underpriced futures
→ Negative (–): May suggest overpriced futures

📈 KOSPI200 Futures Price Movement Visualization (Total: 42 events)

📌 Chart Interpretation:

• Event-Driven Sampling: Data points are logged whenever the price moves more than 0.1%, capturing only significant market shifts.
• X-axis represents event sequence rather than real time. More frequent price changes result in denser data, visualizing volatility concentration.
• Y-axis shows futures price. Color coding:
  Red indicates upward movement,
  Blue for downward movement, based on real-time deviation from the session’s opening price.
• ‘BUY’ and ‘SELL’ markers denote trade signal triggers and are used for evaluating long-short (dual position) strategies.
• This chart is designed for intra-day analysis; it does not reflect previous closing prices.
• It is also applicable to advanced use cases such as machine learning-based pattern recognition and high-frequency strategy testing.

🚦 KOSPI200 Market Speed Analysis (Based on the Last 15 Minutes)

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 418.2, and the threshold movement size is 0.1%.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.

📌 Notes on Option Price Data:

• Data is collected when the real-time futures price changes by more than 0.1%.
• We gather quotes for 9 levels above and below the central strike at that moment, for both calls and puts.
• Captured fields include volume, bid/ask prices and sizes, delta – key metrics for strategy development.
• This dataset provides high-resolution intraday option quotes beyond traditional open/close snapshots.
• It supports automated trading systems and backtesting analysis with thousands of entries accumulated.
• Our strategies continue to evolve using this detailed, real-world data as a core foundation.

🧠 Unlike simple price averaging, this delta-based ATM detection relies on the balance of market sensitivity (delta), enabling more precise and data-driven decision-making. (Automated Trading System using Kiwoom Open API+ and Python)

📌 Note: The same center strike identification logic is applied not only in real-time strategy execution but also in backtesting evaluations and automated report generation for the previous trading day.

📊 Option Price Table (±9 Rows from Central Strike)

The table below presents real-time data for call and put options centered around the strike price,
captured during significant price movements in KOSPI200 futures.