2025-07-18 Derivatives Futures and Options Insights


📊 KOSPI200 Opening Strategy Overview (Automated Trading System using Kiwoom Open API+ and Python)

This report provides a detailed overview of the opening strategy implemented in the KOSPI200 futures and options automated trading system.
Built on the Kiwoom Open API+ and Python, the system is designed to analyze market conditions in real time and manage risks effectively before market entry.

⏱️ Opening Time: 07-18 09:00

✅ System Flow: Strategy Initialization → Live Price Monitoring → Auto Order Execution on Entry Condition → Auto Exit on Target Margin or Risk Trigger

📋 Strategy Components

📌 Strategy Summary Pair trading strategy using KOSPI200 futures involving short or long positions in both call and put options. Designed to adapt to both neutral and volatile market phases.
📈 Price Movement Detection When the real-time price fluctuation exceeds 0.1% compared to the futures reference price, the system detects and evaluates entry conditions.
⚙️ Option Price Collection The system collects real-time option quotes for ±9 strike prices around the at-the-money strike. If futures prices move beyond 0.1%, the data is saved in the database and used for strategy analysis and backtesting.
🔍 Market Speed Analysis Market speed is categorized as fast or slow based on the frequency and volume of trades. Different trading scenarios are applied accordingly.
🧭 Basis Analysis By analyzing the basis (price difference) between the near-month and next-month futures, the system identifies arbitrage and market inefficiency opportunities.
📅 Conditional Strategy Branching Right after the market opens, the strategy branches into defensive or trending models depending on volatility and trade density.
🧠 System Architecture Refined through real-trade-based backtesting, the entire process—monitoring, order placement, and exit—is fully automated.
🛡️ Risk Management Logic The system proactively exits positions or switches strategy modes when significant market direction shifts or option mispricings occur.

📊 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.



🧮 (⏱️ 07-18 09:01) Delta-Based Center Strike Identification Algorithm

📌 Purpose: To determine a market-neutral central strike (ATM) by analyzing the delta symmetry between call and put options.

📐 Definition of Center Strike The strike at which the call delta (+0.5) and put delta (–0.5) are in equilibrium is considered the “At-The-Money” (ATM) level in the options market.
🔍 Scanning Methodology The algorithm slides through call and put delta pairs in blocks of three, checking whether the central delta lies within the adjusted tolerance range of the opposite side’s delta.
📊 Delta Comparison Logic Delta thresholds are calculated based on the put side, then the call delta is checked for containment within this band. The reverse check is also performed—from call to put—to validate mutual alignment.
📏 Adjustment Mechanism The difference between deltas is divided into four segments to derive tolerance bands, ensuring a balanced zone that avoids overly narrow or excessively wide boundaries.
✅ ATM Identification Condition If both call and put deltas fall within each other’s adjusted range, the corresponding strike is confirmed as the ATM strike and returned as the central point.
⚙️ Strategic Benefit By mathematically validating delta symmetry, this method eliminates subjectivity and provides a quantitative basis for determining the central strike. It serves as a foundational input for sophisticated algorithmic trading models.
⚠️ Filtering Criteria Deltas with a value of zero are excluded due to lack of reliability. A minimum of ±9 strike data points is recommended for robust analysis.
💡 Practical Applications The identified center strike can be used for hedge baselines, reference points in straddle/strangle strategies, volatility indicators, and auto-trade condition triggers.

🧠 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
658 2 1.95 5 1.98 20.72 1.99 457.50 27.15 80.77 27.10 1 26.05 1 0
2,048 6 2.31 5 2.33 23.29 2.33 455.00 25 78.29 59.60 23 1.78 23 0
460 1 2.73 2 2.75 26.07 2.73 452.50 22.90 75.61 57.25 23 1.78 23 0
477 3 3.20 3 3.24 29.06 3.23 450.00 20.80 72.75 54.85 22 19.55 2 0
199 1 3.76 2 3.80 31.82 3.82 447.50 19.40 69.72 18.65 2 18.15 2 0
231 4 4.33 2 4.46 35.29 4.44 445.00 16.20 66.52 16.80 2 16.30 2 1
134 2 5.15 2 5.21 38.70 5.16 442.50 15.70 63.19 15.15 2 14.50 2 0
308 2 5.99 2 6.07 42.32 6.08 440.00 13.15 57.59 13.30 2 12.95 2 18
230 1 6.93 3 7.05 45.65 7 437.50 11.80 56.16 12.05 2 11.50 2 38
132 3 7.99 1 8.14 49.29 8.05 435.00 10.30 50.57 10.35 1 10.10 1 118
181 1 9.22 2 9.34 52.80 9.35 432.50 8.97 46.62 9.11 3 8.96 3 168
119 2 10.55 2 10.70 56.98 10.70 430.00 7.88 43.13 7.89 1 7.82 4 316
75 3 11.95 2 12.20 60.42 12.20 427.50 6.79 39.39 6.86 1 6.80 3 106
29 1 13.60 2 13.80 62.10 13.75 425.00 5.90 36.04 5.96 2 5.88 2 220
4 2 15.05 2 15.75 65.63 15.15 422.50 5.10 32.35 5.13 2 5.08 1 190
0 2 16.90 2 17.55 69.05 16.30 420.00 4.38 29.08 4.41 3 4.38 2 664
6 1 18.80 2 19.10 72.33 18.70 417.50 3.80 25.82 3.80 1 3.76 2 159
2 2 20.15 2 22.05 75.45 20.80 415.00 3.25 23.20 3.28 3 3.23 3 345
6 2 22.90 11 57.55 78.39 22.75 412.50 2.80 20.02 2.82 2 2.78 2 437

📌 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.



🧮 (⏱️ 07-18 09:08) Delta-Based Center Strike Identification Algorithm

📌 Purpose: To determine a market-neutral central strike (ATM) by analyzing the delta symmetry between call and put options.

📐 Definition of Center Strike The strike at which the call delta (+0.5) and put delta (–0.5) are in equilibrium is considered the “At-The-Money” (ATM) level in the options market.
🔍 Scanning Methodology The algorithm slides through call and put delta pairs in blocks of three, checking whether the central delta lies within the adjusted tolerance range of the opposite side’s delta.
📊 Delta Comparison Logic Delta thresholds are calculated based on the put side, then the call delta is checked for containment within this band. The reverse check is also performed—from call to put—to validate mutual alignment.
📏 Adjustment Mechanism The difference between deltas is divided into four segments to derive tolerance bands, ensuring a balanced zone that avoids overly narrow or excessively wide boundaries.
✅ ATM Identification Condition If both call and put deltas fall within each other’s adjusted range, the corresponding strike is confirmed as the ATM strike and returned as the central point.
⚙️ Strategic Benefit By mathematically validating delta symmetry, this method eliminates subjectivity and provides a quantitative basis for determining the central strike. It serves as a foundational input for sophisticated algorithmic trading models.
⚠️ Filtering Criteria Deltas with a value of zero are excluded due to lack of reliability. A minimum of ±9 strike data points is recommended for robust analysis.
💡 Practical Applications The identified center strike can be used for hedge baselines, reference points in straddle/strangle strategies, volatility indicators, and auto-trade condition triggers.

🧠 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
3,682 1 2.06 6 2.07 21.19 2.06 455.00 25 78.29 26.45 1 24.80 1 0
935 2 2.37 5 2.40 23.83 2.38 452.50 22.90 75.61 57.25 22 1.78 22 0
1,210 1 2.82 2 2.84 26.66 2.83 450.00 20.80 72.75 54.85 22 19.20 2 0
475 4 3.28 4 3.42 29.69 3.35 447.50 18.85 69.06 52.75 10 18.95 2 2
474 1 3.88 1 3.93 32.83 3.92 445.00 16.20 66.52 18.20 2 17.15 2 1
278 2 4.55 5 4.61 35.97 4.57 442.50 15.70 63.19 16.45 2 15.25 2 0
544 2 5.31 1 5.37 39.38 5.36 440.00 13.95 59.59 14.70 2 13.80 3 29
452 3 6.20 4 6.25 43.06 6.27 437.50 10.95 53.06 13.40 2 12.10 2 42
342 4 7.04 1 7.27 46.69 7.21 435.00 11.25 53.31 11.45 2 11.20 2 200
300 3 8.30 5 8.38 50.36 8.33 432.50 9.96 49.76 10.05 3 9.92 2 312
175 2 9.48 1 9.75 53.90 9.57 430.00 8.70 46.07 8.74 2 8.65 4 540
119 1 10.45 2 11 57.68 11.10 427.50 7.61 42.28 7.63 3 7.55 5 216
67 2 11.95 1 12.55 61.95 12.70 425.00 6.56 38.76 6.62 1 6.56 2 378
7 2 13.85 2 14.80 66.08 14.70 422.50 5.70 35.20 5.73 2 5.66 2 301
1 2 15.50 2 16.60 70.09 16.70 420.00 4.94 31.78 4.94 1 4.87 4 1,148
10 2 17.25 2 18.40 72.92 19.05 417.50 4.21 28.33 4.27 5 4.20 5 343
3 2 19.10 2 54.60 76.37 20.50 415.00 3.67 25.17 3.68 5 3.63 3 675
14 2 21.45 1 21.55 77.93 21.75 412.50 3.15 22.14 3.16 2 3.13 2 678
3 2 19.90 2 25.05 81.12 25.30 410.00 2.72 19.41 2.73 4 2.71 3 2,079

📌 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.



📊 (⏱️ 07-18 09:14) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

This section provides a real-time summary of the active auto-trading strategy based on intraday fluctuations in the KOSPI200 futures market.
It offers a concise overview of the system’s live order execution, position liquidation (exit), and risk control mechanisms currently in operation.



📘 Current-Month vs 📙 Next-Month KOSPI200 Futures Comparison

The table below presents a comparative overview of the KOSPI200 futures contracts for the current and next expiry months.
This data supports position planning, arbitrage strategy evaluation, and interpretation of short-term vs forward-looking market sentiment.


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 434.0 432.65 434.4 430.75 36,576 433.52 0.75 1.62 3193.47 39
📙 Next Month 101WC000 F 202512 434.4 433.6 435.1 431.85 67 435.11 1.7 3.21 3200.5 99

📌 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.



✅ KOSPI200 Futures Basis Analysis (📘 Current vs 📙 Next Month)

The table below compares KOSPI200 futures between the current-month and next-month contracts.
It includes live futures prices, theoretical prices, and various basis metrics.
This data is crucial for basis spread analysis and identifying arbitrage opportunities.

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 432.65 433.52 0.75 1.62 -0.87 +0.87
📙 Next Month 433.6 435.11 1.7 3.21 -1.51 +1.51

📌 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: 18 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:14, total 18 points)
As of 07-18 09:14, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:14

📌 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 432.65, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status

📊 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
4,378 9 2.25 2 2.29 21.99 2.28 455.00 25 78.29 25.60 2 23.90 2 0
1,462 1 2.67 5 2.71 24.69 2.68 452.50 22.90 75.61 57.25 22 1.78 22 0
1,657 2 3.16 4 3.19 27.57 3.17 450.00 20.80 72.75 54.85 22 19.20 2 0
519 2 3.70 1 3.75 30.62 3.72 447.50 18.85 69.06 19.65 2 18.45 2 2
591 4 4.33 2 4.39 33.83 4.36 445.00 16.20 66.52 17.40 2 16.65 2 1
355 5 4.97 2 5.11 37.28 4.97 442.50 15.70 63.19 15.70 2 14.90 2 0
627 1 5.84 1 5.97 40.91 5.85 440.00 13.50 59.35 13.85 2 13.20 2 31
574 7 6.61 1 6.94 44.22 6.82 437.50 10.95 53.06 12.40 2 11.10 2 42
444 4 7.84 3 8.11 47.85 7.90 435.00 10.60 51.83 10.55 2 10.20 2 245
395 5 9.01 1 9.17 51.52 9.13 432.50 9.12 48.48 9.18 2 8.66 3 391
252 2 10.40 2 10.50 55.35 10.35 430.00 7.98 44.79 8 4 7.92 10 696
134 2 11.70 1 12 58.89 11.55 427.50 6.93 41.14 7.01 5 6.86 1 301
88 3 12.90 1 13.55 62.47 13.35 425.00 6.05 37.39 6.22 5 5.85 2 649
15 2 14.55 2 15.40 65.13 14.70 422.50 5.18 34.01 5.28 4 5.13 3 354
1 2 16.35 2 17.05 70.09 16.70 420.00 4.44 30.61 4.51 6 4.42 4 1,316
10 2 18.30 2 19.05 72.92 19.05 417.50 3.84 27.35 3.85 3 3.80 5 494
3 2 19.65 2 54.60 76.37 20.50 415.00 3.28 24.25 3.45 6 3.24 5 835
20 2 21.30 11 57.55 77.28 21.30 412.50 2.82 21.33 2.89 5 2.81 1 1,063
3 1 23.85 2 25.30 81.12 25.30 410.00 2.42 18.62 2.44 2 2.41 3 2,679

📌 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.

📦 Current Option Holdings

This table shows your currently held call and put option positions.
Each row includes the option code, holding quantity, and whether the position is a 📈 Long (Buy) or 📉 Short (Sell).

💼 My Option Positions
Option Code Quantity Position
301W8412 3 📈 Long
201W8455 1 📈 Long
201W8450 2 📈 Long

📌 Unclosed Call-Put 1:1 Long Pairs

This table shows Call and Put options that were bought together and are still open positions (not yet closed).
Each row includes the entry price and order ID, which help analyze exit timing and manage risk.

📈 Unclosed Long Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8455 2.34 301W8412 2.72 2025_0718_0902_4989
201W8450 2.88 301W8412 3.13 2025_0718_0907_4989
201W8450 2.91 301W8412 3.06 2025_0718_0907_4989

🧮 Real-Time Margin Analysis Results

This table presents a real-time margin analysis of your currently held 1:1 Call-Put option pairs.
You can assess each position based on its individual Call Margin, Put Margin, and the Total Margin,
which may inform decisions on potential exit or risk mitigation.

💰 Margin Analysis Table
Call Option Put Option Call Margin Put Margin Total Margin
201W8455 301W8412 -0.06 0.1 0.04
201W8450 301W8412 0.29 -0.31 -0.02
201W8450 301W8412 0.26 -0.24 0.02
📘 Margin Guide
  • 1:1 Call-Put Pair: A position where a Call and a Put were entered at the same strike price, either both bought or both sold simultaneously.
  • Total Margin: The sum of the individual Call and Put margins, representing the net real-time exposure of the position.
  • Margin Responsiveness: These values are updated in real time according to futures price movement (0.1%).
    A significant change may trigger an automatic exit condition based on your strategy’s thresholds.



📊 (⏱️ 07-18 09:17) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

This section provides a real-time summary of the active auto-trading strategy based on intraday fluctuations in the KOSPI200 futures market.
It offers a concise overview of the system’s live order execution, position liquidation (exit), and risk control mechanisms currently in operation.



📘 Current-Month vs 📙 Next-Month KOSPI200 Futures Comparison

The table below presents a comparative overview of the KOSPI200 futures contracts for the current and next expiry months.
This data supports position planning, arbitrage strategy evaluation, and interpretation of short-term vs forward-looking market sentiment.


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 434.0 432.65 434.4 430.75 39,995 434.04 0.23 1.62 3193.47 39
📙 Next Month 101WC000 F 202512 434.4 433.9 435.1 431.85 70 435.58 1.53 3.21 3200.5 99

📌 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.



✅ KOSPI200 Futures Basis Analysis (📘 Current vs 📙 Next Month)

The table below compares KOSPI200 futures between the current-month and next-month contracts.
It includes live futures prices, theoretical prices, and various basis metrics.
This data is crucial for basis spread analysis and identifying arbitrage opportunities.

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 432.65 434.04 0.23 1.62 -1.39 +1.39
📙 Next Month 433.9 435.58 1.53 3.21 -1.68 +1.68

📌 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: 20 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:17, total 20 points)
As of 07-18 09:17, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:17

📌 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 432.65, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:02 09:17 Now: 14 signals / Last 2 windows total: 28 (Insufficient Data) ⚖️ Neutral Market

📊 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
4,580 4 2.27 1 2.28 22.57 2.28 455.00 25 78.29 25.60 2 23.90 2 0
1,639 1 2.68 4 2.71 25.34 2.68 452.50 22.90 75.61 57.25 22 1.78 22 0
1,834 5 3.15 3 3.19 28.29 3.18 450.00 20.80 72.75 54.85 22 19.20 2 0
554 1 3.70 1 3.74 31.28 3.74 447.50 18.85 69.06 18.85 2 18.20 2 2
700 2 4.34 2 4.39 34.52 4.38 445.00 16.20 66.52 17.05 2 16.30 2 1
373 4 5 4 5.26 38.10 5.22 442.50 14.70 61.77 15.35 2 14.45 2 4
673 4 5.91 2 5.99 41.58 5.96 440.00 13.15 58.68 13.50 2 13 2 32
643 4 6.81 2 6.94 45.06 6.95 437.50 10.95 53.06 12.20 2 11.40 2 42
545 2 7.93 2 8 48.72 7.99 435.00 10.20 51.13 10.55 1 10.35 1 252
449 3 9.10 3 9.22 52.38 9.22 432.50 9.10 47.52 9.17 2 9.11 1 439
270 4 10.40 1 10.55 56.15 10.50 430.00 7.95 43.99 7.97 1 7.80 5 810
150 2 11.85 3 12.05 59.70 12 427.50 6.83 40.20 7.05 5 6.85 4 326
93 1 13.45 2 13.60 63.38 13.50 425.00 5.95 36.62 5.99 1 5.89 4 689
17 2 15.05 2 15.50 66.94 15.25 422.50 5.09 33.16 5.30 5 5.03 4 398
4 2 16.80 2 17.30 70.23 16.95 420.00 4.40 29.86 4.46 2 4.42 2 1,366
12 2 18.50 2 18.85 73.50 19.15 417.50 3.82 26.67 3.84 1 3.65 4 510
3 2 19.65 2 54.60 76.37 20.50 415.00 3.27 23.66 3.30 3 3.25 3 880
21 2 21.30 1 22.85 79.40 23.15 412.50 2.81 20.64 2.83 2 2.81 1 1,192
3 2 24.50 3 25.45 81.12 25.30 410.00 2.42 18.08 2.44 4 2.41 3 2,826

📌 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.

📦 Current Option Holdings

This table shows your currently held call and put option positions.
Each row includes the option code, holding quantity, and whether the position is a 📈 Long (Buy) or 📉 Short (Sell).

💼 My Option Positions
Option Code Quantity Position
301W8412 3 📈 Long
201W8455 1 📈 Long
201W8450 2 📈 Long

📌 Unclosed Call-Put 1:1 Long Pairs

This table shows Call and Put options that were bought together and are still open positions (not yet closed).
Each row includes the entry price and order ID, which help analyze exit timing and manage risk.

📈 Unclosed Long Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8455 2.34 301W8412 2.72 2025_0718_0902_4989
201W8450 2.88 301W8412 3.13 2025_0718_0907_4989
201W8450 2.91 301W8412 3.06 2025_0718_0907_4989

🧮 Real-Time Margin Analysis Results

This table presents a real-time margin analysis of your currently held 1:1 Call-Put option pairs.
You can assess each position based on its individual Call Margin, Put Margin, and the Total Margin,
which may inform decisions on potential exit or risk mitigation.

💰 Margin Analysis Table
Call Option Put Option Call Margin Put Margin Total Margin
201W8455 301W8412 -0.06 0.09 0.03
201W8450 301W8412 0.3 -0.32 -0.02
201W8450 301W8412 0.27 -0.25 0.02
📘 Margin Guide
  • 1:1 Call-Put Pair: A position where a Call and a Put were entered at the same strike price, either both bought or both sold simultaneously.
  • Total Margin: The sum of the individual Call and Put margins, representing the net real-time exposure of the position.
  • Margin Responsiveness: These values are updated in real time according to futures price movement (0.1%).
    A significant change may trigger an automatic exit condition based on your strategy’s thresholds.



📊 (⏱️ 07-18 09:20) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

This section provides a real-time summary of the active auto-trading strategy based on intraday fluctuations in the KOSPI200 futures market.
It offers a concise overview of the system’s live order execution, position liquidation (exit), and risk control mechanisms currently in operation.



📘 Current-Month vs 📙 Next-Month KOSPI200 Futures Comparison

The table below presents a comparative overview of the KOSPI200 futures contracts for the current and next expiry months.
This data supports position planning, arbitrage strategy evaluation, and interpretation of short-term vs forward-looking market sentiment.


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 434.0 432.75 434.4 430.75 43,200 433.73 0.64 1.62 3193.47 39
📙 Next Month 101WC000 F 202512 434.4 433.9 435.1 431.85 70 435.58 1.53 3.21 3200.5 99

📌 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.



✅ KOSPI200 Futures Basis Analysis (📘 Current vs 📙 Next Month)

The table below compares KOSPI200 futures between the current-month and next-month contracts.
It includes live futures prices, theoretical prices, and various basis metrics.
This data is crucial for basis spread analysis and identifying arbitrage opportunities.

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 432.75 433.73 0.64 1.62 -0.98 +0.98
📙 Next Month 433.9 435.58 1.53 3.21 -1.68 +1.68

📌 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: 22 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:20, total 22 points)
As of 07-18 09:20, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:20

📌 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 432.75, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:02 09:17 Now: 14 signals / Last 2 windows total: 28 (Insufficient Data) ⚖️ Neutral Market
2 09:03 09:18 Now: 14 signals / Last 3 windows total: 42 🔥 Fast Market
3 09:05 09:20 Now: 13 signals / Last 3 windows total: 41 🔥 Fast Market

📊 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
4,799 1 2.23 1 2.24 22.23 2.24 455.00 25 78.29 25.25 2 24.20 2 0
2,127 3 2.63 3 2.65 24.93 2.64 452.50 22.90 75.61 57.25 22 1.78 22 0
1,923 4 3.06 2 3.13 27.83 3.12 450.00 20.80 72.75 54.85 22 19.20 2 0
585 2 3.66 2 3.69 30.86 3.63 447.50 18.85 69.06 18.95 2 18.35 2 2
777 4 4.25 3 4.35 34.11 4.32 445.00 16.20 66.52 17.20 2 16.50 2 1
380 4 4.83 4 5.14 37.49 4.88 442.50 14.70 61.77 15.50 2 14.80 2 4
728 2 5.81 1 5.92 40.39 5.80 440.00 13.35 59.14 13.75 2 13.20 1 35
668 3 6.81 2 6.90 44.52 6.84 437.50 10.95 53.06 12.20 2 11.70 2 42
589 4 7.77 1 7.94 47.58 7.76 435.00 10.65 52.25 10.40 2 10.25 1 258
465 4 8.96 2 9.15 51.80 9.04 432.50 9.06 48.20 9.14 2 9 1 482
304 1 10.40 1 10.50 55.41 10.40 430.00 7.86 44.49 7.90 2 7.83 1 874
151 2 11.75 1 12 58.79 11.55 427.50 6.84 40.86 6.85 1 6.71 4 343
97 2 13.35 2 13.75 62.50 13 425.00 5.96 37.27 5.93 3 5.85 3 709
17 2 14.75 2 15.40 66.94 15.25 422.50 5.10 33.76 5.34 5 5 4 406
8 2 16.60 2 17.10 69.62 16.75 420.00 4.38 30.34 4.45 5 4.36 1 1,418
12 2 18.50 2 19.90 73.50 19.15 417.50 3.82 27.06 3.77 2 3.73 1 527
3 2 19.65 2 54.60 76.37 20.50 415.00 3.25 24.20 3.35 7 3.20 5 907
21 2 21.30 1 22.85 79.40 23.15 412.50 2.78 21.13 2.77 1 2.75 1 1,272
3 1 24.30 2 25.15 81.12 25.30 410.00 2.37 18.41 2.38 8 2.36 3 3,187

📌 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.

📦 Current Option Holdings

This table shows your currently held call and put option positions.
Each row includes the option code, holding quantity, and whether the position is a 📈 Long (Buy) or 📉 Short (Sell).

💼 My Option Positions
Option Code Quantity Position
301W8412 3 📈 Long
201W8455 1 📈 Long
201W8450 2 📈 Long

📌 Unclosed Call-Put 1:1 Long Pairs

This table shows Call and Put options that were bought together and are still open positions (not yet closed).
Each row includes the entry price and order ID, which help analyze exit timing and manage risk.

📈 Unclosed Long Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8455 2.34 301W8412 2.72 2025_0718_0902_4989
201W8450 2.88 301W8412 3.13 2025_0718_0907_4989
201W8450 2.91 301W8412 3.06 2025_0718_0907_4989

🧮 Real-Time Margin Analysis Results

This table presents a real-time margin analysis of your currently held 1:1 Call-Put option pairs.
You can assess each position based on its individual Call Margin, Put Margin, and the Total Margin,
which may inform decisions on potential exit or risk mitigation.

💰 Margin Analysis Table
Call Option Put Option Call Margin Put Margin Total Margin
201W8455 301W8412 -0.1 0.06 -0.04
201W8450 301W8412 0.24 -0.35 -0.11
201W8450 301W8412 0.21 -0.28 -0.07
📘 Margin Guide
  • 1:1 Call-Put Pair: A position where a Call and a Put were entered at the same strike price, either both bought or both sold simultaneously.
  • Total Margin: The sum of the individual Call and Put margins, representing the net real-time exposure of the position.
  • Margin Responsiveness: These values are updated in real time according to futures price movement (0.1%).
    A significant change may trigger an automatic exit condition based on your strategy’s thresholds.



📊 (⏱️ 07-18 09:22) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

This section provides a real-time summary of the active auto-trading strategy based on intraday fluctuations in the KOSPI200 futures market.
It offers a concise overview of the system’s live order execution, position liquidation (exit), and risk control mechanisms currently in operation.



📘 Current-Month vs 📙 Next-Month KOSPI200 Futures Comparison

The table below presents a comparative overview of the KOSPI200 futures contracts for the current and next expiry months.
This data supports position planning, arbitrage strategy evaluation, and interpretation of short-term vs forward-looking market sentiment.


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 434.0 432.3 434.4 430.75 44,303 433.59 0.33 1.62 3193.47 39
📙 Next Month 101WC000 F 202512 434.4 433.9 435.1 431.85 70 435.58 1.53 3.21 3200.5 99

📌 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.



✅ KOSPI200 Futures Basis Analysis (📘 Current vs 📙 Next Month)

The table below compares KOSPI200 futures between the current-month and next-month contracts.
It includes live futures prices, theoretical prices, and various basis metrics.
This data is crucial for basis spread analysis and identifying arbitrage opportunities.

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 432.3 433.59 0.33 1.62 -1.29 +1.29
📙 Next Month 433.9 435.58 1.53 3.21 -1.68 +1.68

📌 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: 23 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:22, total 23 points)
As of 07-18 09:22, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:22

📌 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 432.3, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:02 09:17 Now: 14 signals / Last 2 windows total: 28 (Insufficient Data) ⚖️ Neutral Market
2 09:03 09:18 Now: 14 signals / Last 3 windows total: 42 🔥 Fast Market
3 09:05 09:20 Now: 13 signals / Last 3 windows total: 41 🔥 Fast Market
4 09:07 09:22 Now: 12 signals / Last 3 windows total: 39 🔥 Fast Market

📊 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
4,895 7 2.12 4 2.14 22.20 2.14 455.00 25 78.29 25.10 1 24.35 1 0
2,201 2 2.51 5 2.53 24.77 2.52 452.50 22.90 75.61 57.25 22 1.78 22 0
1,957 11 2.98 4 3.01 27.86 3.02 450.00 20.80 72.75 54.85 22 19.20 2 0
597 1 3.50 3 3.55 30.86 3.54 447.50 18.85 69.06 19.05 2 18.30 2 2
797 1 4.13 4 4.21 34.10 4.22 445.00 16.20 66.52 17.10 2 16.60 2 1
380 3 4.84 4 5.12 37.49 4.88 442.50 14.70 61.77 15.30 2 14.90 2 4
742 5 5.67 2 5.74 40.94 5.78 440.00 13.30 59.08 13.65 2 13.20 2 37
672 1 6.61 1 6.65 44.55 6.72 437.50 10.95 53.06 12.10 2 11.50 2 42
622 2 7.65 1 7.70 47.95 7.68 435.00 10.40 51.75 10.65 1 10.15 5 263
467 4 8.79 2 8.91 51.91 8.93 432.50 9.13 48.12 9.24 1 9.14 3 500
323 2 10.10 2 10.30 55.31 10.15 430.00 7.88 44.40 8.02 2 7.97 1 897
152 3 11.30 2 11.75 58.96 11.60 427.50 6.95 41.04 6.99 2 6.91 1 353
97 3 12.80 1 13.25 62.50 13 425.00 6 37.43 6.02 2 5.96 4 725
17 2 14.75 4 15.40 66.94 15.25 422.50 5.10 33.76 5.34 6 5.01 5 406
9 2 16.40 2 16.95 69.48 16.55 420.00 4.38 30.32 4.46 1 4.40 4 1,532
12 2 18.20 2 18.90 73.50 19.15 417.50 3.80 27.11 3.83 1 3.72 5 536
3 2 19.65 2 54.60 76.37 20.50 415.00 3.19 24.04 3.28 3 3.25 2 917
21 2 21.30 1 22.50 79.40 23.15 412.50 2.77 21.08 2.82 2 2.79 3 1,293
3 1 24.40 1 25 81.12 25.30 410.00 2.40 18.55 2.41 1 2.39 4 3,298

📌 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.

📦 Current Option Holdings

This table shows your currently held call and put option positions.
Each row includes the option code, holding quantity, and whether the position is a 📈 Long (Buy) or 📉 Short (Sell).

💼 My Option Positions
Option Code Quantity Position
301W8412 3 📈 Long
201W8455 1 📈 Long
201W8450 2 📈 Long

📌 Unclosed Call-Put 1:1 Long Pairs

This table shows Call and Put options that were bought together and are still open positions (not yet closed).
Each row includes the entry price and order ID, which help analyze exit timing and manage risk.

📈 Unclosed Long Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8455 2.34 301W8412 2.72 2025_0718_0902_4989
201W8450 2.88 301W8412 3.13 2025_0718_0907_4989
201W8450 2.91 301W8412 3.06 2025_0718_0907_4989

🧮 Real-Time Margin Analysis Results

This table presents a real-time margin analysis of your currently held 1:1 Call-Put option pairs.
You can assess each position based on its individual Call Margin, Put Margin, and the Total Margin,
which may inform decisions on potential exit or risk mitigation.

💰 Margin Analysis Table
Call Option Put Option Call Margin Put Margin Total Margin
201W8455 301W8412 -0.2 0.05 -0.15
201W8450 301W8412 0.14 -0.36 -0.22
201W8450 301W8412 0.11 -0.29 -0.18
📘 Margin Guide
  • 1:1 Call-Put Pair: A position where a Call and a Put were entered at the same strike price, either both bought or both sold simultaneously.
  • Total Margin: The sum of the individual Call and Put margins, representing the net real-time exposure of the position.
  • Margin Responsiveness: These values are updated in real time according to futures price movement (0.1%).
    A significant change may trigger an automatic exit condition based on your strategy’s thresholds.



📊 (⏱️ 07-18 09:23) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

This section provides a real-time summary of the active auto-trading strategy based on intraday fluctuations in the KOSPI200 futures market.
It offers a concise overview of the system’s live order execution, position liquidation (exit), and risk control mechanisms currently in operation.



📘 Current-Month vs 📙 Next-Month KOSPI200 Futures Comparison

The table below presents a comparative overview of the KOSPI200 futures contracts for the current and next expiry months.
This data supports position planning, arbitrage strategy evaluation, and interpretation of short-term vs forward-looking market sentiment.


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 434.0 432.75 434.4 430.75 44,763 433.82 0.55 1.62 3193.47 39
📙 Next Month 101WC000 F 202512 434.4 433.9 435.1 431.85 70 435.58 1.53 3.21 3200.5 99

📌 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.



✅ KOSPI200 Futures Basis Analysis (📘 Current vs 📙 Next Month)

The table below compares KOSPI200 futures between the current-month and next-month contracts.
It includes live futures prices, theoretical prices, and various basis metrics.
This data is crucial for basis spread analysis and identifying arbitrage opportunities.

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 432.75 433.82 0.55 1.62 -1.07 +1.07
📙 Next Month 433.9 435.58 1.53 3.21 -1.68 +1.68

📌 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)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:23, total 24 points)
As of 07-18 09:23, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:23

📌 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 432.75, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:02 09:17 Now: 14 signals / Last 2 windows total: 28 (Insufficient Data) ⚖️ Neutral Market
2 09:03 09:18 Now: 14 signals / Last 3 windows total: 42 🔥 Fast Market
3 09:05 09:20 Now: 13 signals / Last 3 windows total: 41 🔥 Fast Market
4 09:07 09:22 Now: 12 signals / Last 3 windows total: 39 🔥 Fast Market
5 09:08 09:23 Now: 12 signals / Last 3 windows total: 37 🔥 Fast Market

📊 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
4,947 11 2.17 6 2.20 22.35 2.19 455.00 25 78.29 25.05 2 24.35 1 0
2,342 3 2.58 1 2.60 24.95 2.58 452.50 22.90 75.61 57.25 22 1.78 22 0
1,973 1 3.06 2 3.08 27.96 3.07 450.00 20.80 72.75 54.85 22 19.20 2 0
606 1 3.60 2 3.64 31.07 3.61 447.50 18.85 69.06 18.85 2 18.30 2 2
799 4 4.17 1 4.27 34.10 4.22 445.00 16.20 66.52 17 2 16.40 2 1
380 4 4.84 4 5.12 37.49 4.88 442.50 14.95 62.26 15.45 2 14.65 2 5
747 4 5.81 1 5.87 41.04 5.80 440.00 13.25 59.01 13.65 2 13.15 1 39
679 5 6.66 1 6.81 44.68 6.79 437.50 10.95 53.06 12.10 2 11.50 2 42
625 7 7.82 3 7.93 48.17 7.85 435.00 10.40 51.75 10.35 2 10.15 5 263
469 3 9.03 1 9.12 51.82 9 432.50 9.03 48.08 9.01 2 8.95 1 507
325 2 10.35 2 10.45 55.56 10.40 430.00 7.80 44.36 7.84 2 7.77 1 913
155 3 11.40 14 11.90 59.25 11.85 427.50 6.80 40.81 6.82 2 6.74 1 360
97 3 13 1 13.55 62.50 13 425.00 5.90 37.13 5.89 2 5.83 2 733
17 2 14.80 2 15.30 66.94 15.25 422.50 5.10 33.76 5.34 6 5.01 1 406
9 2 16.60 1 17 69.48 16.55 420.00 4.34 30.21 4.36 4 4.30 1 1,541
12 2 18.50 2 19 73.50 19.15 417.50 3.71 26.98 3.74 5 3.69 1 539
3 2 19.65 2 54.60 76.37 20.50 415.00 3.19 23.88 3.20 2 3.18 1 928
21 2 21.30 1 22.85 79.40 23.15 412.50 2.74 20.98 2.75 2 2.72 3 1,307
3 1 24.50 1 25.10 81.12 25.30 410.00 2.34 18.30 2.35 2 2.34 3 3,408

📌 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.

📦 Current Option Holdings

This table shows your currently held call and put option positions.
Each row includes the option code, holding quantity, and whether the position is a 📈 Long (Buy) or 📉 Short (Sell).

💼 My Option Positions
Option Code Quantity Position
301W8412 3 📈 Long
201W8455 1 📈 Long
201W8450 2 📈 Long

📌 Unclosed Call-Put 1:1 Long Pairs

This table shows Call and Put options that were bought together and are still open positions (not yet closed).
Each row includes the entry price and order ID, which help analyze exit timing and manage risk.

📈 Unclosed Long Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8455 2.34 301W8412 2.72 2025_0718_0902_4989
201W8450 2.88 301W8412 3.13 2025_0718_0907_4989
201W8450 2.91 301W8412 3.06 2025_0718_0907_4989

🧮 Real-Time Margin Analysis Results

This table presents a real-time margin analysis of your currently held 1:1 Call-Put option pairs.
You can assess each position based on its individual Call Margin, Put Margin, and the Total Margin,
which may inform decisions on potential exit or risk mitigation.

💰 Margin Analysis Table
Call Option Put Option Call Margin Put Margin Total Margin
201W8455 301W8412 -0.15 0.02 -0.13
201W8450 301W8412 0.19 -0.39 -0.2
201W8450 301W8412 0.16 -0.32 -0.16
📘 Margin Guide
  • 1:1 Call-Put Pair: A position where a Call and a Put were entered at the same strike price, either both bought or both sold simultaneously.
  • Total Margin: The sum of the individual Call and Put margins, representing the net real-time exposure of the position.
  • Margin Responsiveness: These values are updated in real time according to futures price movement (0.1%).
    A significant change may trigger an automatic exit condition based on your strategy’s thresholds.



🧮 (⏱️ 07-18 09:32) Delta-Based Center Strike Identification Algorithm

📌 Purpose: To determine a market-neutral central strike (ATM) by analyzing the delta symmetry between call and put options.

📐 Definition of Center Strike The strike at which the call delta (+0.5) and put delta (–0.5) are in equilibrium is considered the “At-The-Money” (ATM) level in the options market.
🔍 Scanning Methodology The algorithm slides through call and put delta pairs in blocks of three, checking whether the central delta lies within the adjusted tolerance range of the opposite side’s delta.
📊 Delta Comparison Logic Delta thresholds are calculated based on the put side, then the call delta is checked for containment within this band. The reverse check is also performed—from call to put—to validate mutual alignment.
📏 Adjustment Mechanism The difference between deltas is divided into four segments to derive tolerance bands, ensuring a balanced zone that avoids overly narrow or excessively wide boundaries.
✅ ATM Identification Condition If both call and put deltas fall within each other’s adjusted range, the corresponding strike is confirmed as the ATM strike and returned as the central point.
⚙️ Strategic Benefit By mathematically validating delta symmetry, this method eliminates subjectivity and provides a quantitative basis for determining the central strike. It serves as a foundational input for sophisticated algorithmic trading models.
⚠️ Filtering Criteria Deltas with a value of zero are excluded due to lack of reliability. A minimum of ±9 strike data points is recommended for robust analysis.
💡 Practical Applications The identified center strike can be used for hedge baselines, reference points in straddle/strangle strategies, volatility indicators, and auto-trade condition triggers.

🧠 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
3,517 24 1.88 6 1.90 20.46 1.91 457.50 27.15 80.77 26.70 1 25.95 1 0
5,724 11 2.23 17 2.26 23.10 2.26 455.00 25 78.29 25.05 2 23.60 2 0
2,809 2 2.65 3 2.67 25.89 2.65 452.50 22.90 75.61 57.25 22 1.78 22 0
2,192 2 3.13 4 3.16 28.84 3.13 450.00 20.80 72.75 54.85 22 19.60 2 0
661 2 3.68 3 3.72 31.93 3.70 447.50 18.85 69.06 18.40 2 17.85 2 2
863 3 4.33 2 4.38 35.22 4.34 445.00 16.20 66.52 16.55 2 15.95 2 1
420 3 5.08 4 5.16 38.61 5.08 442.50 14.95 62.26 14.90 2 14.35 2 5
843 3 5.93 1 5.99 42.12 5.94 440.00 12.95 57.88 13 1 12.75 5 63
738 2 6.89 1 6.97 45.44 6.98 437.50 10.95 53.06 11.80 2 11.20 2 42
739 3 7.99 3 8.11 49.09 8.10 435.00 10.05 50.65 10.05 3 9.84 1 282
507 2 9.15 4 9.36 52.69 9.08 432.50 8.66 47.08 8.78 1 8.69 3 649
363 2 10.50 2 10.65 56.69 10.55 430.00 7.54 43.57 7.62 1 7.55 3 1,016
159 2 11.90 4 12.30 59.74 12.10 427.50 6.57 39.83 6.61 1 6.46 3 411
102 2 13.35 2 13.80 63.57 13.70 425.00 5.69 36.11 5.75 4 5.50 4 867
30 2 15.10 2 15.70 66.50 15.05 422.50 4.89 32.64 4.92 2 4.86 11 494
13 2 16.90 2 17.40 70.19 16.95 420.00 4.15 29.45 4.21 2 4.17 1 1,852
12 2 18.90 2 19.35 73.50 19.15 417.50 3.55 26.25 3.62 3 3.57 3 608
3 2 19.65 2 54.60 76.37 20.50 415.00 3.06 23.19 3.10 3 3.06 1 1,032
21 2 22.80 11 57.55 79.40 23.15 412.50 2.60 20.34 2.65 2 2.63 1 1,543

📌 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.



🧮 (⏱️ 07-18 09:56) Delta-Based Center Strike Identification Algorithm

📌 Purpose: To determine a market-neutral central strike (ATM) by analyzing the delta symmetry between call and put options.

📐 Definition of Center Strike The strike at which the call delta (+0.5) and put delta (–0.5) are in equilibrium is considered the “At-The-Money” (ATM) level in the options market.
🔍 Scanning Methodology The algorithm slides through call and put delta pairs in blocks of three, checking whether the central delta lies within the adjusted tolerance range of the opposite side’s delta.
📊 Delta Comparison Logic Delta thresholds are calculated based on the put side, then the call delta is checked for containment within this band. The reverse check is also performed—from call to put—to validate mutual alignment.
📏 Adjustment Mechanism The difference between deltas is divided into four segments to derive tolerance bands, ensuring a balanced zone that avoids overly narrow or excessively wide boundaries.
✅ ATM Identification Condition If both call and put deltas fall within each other’s adjusted range, the corresponding strike is confirmed as the ATM strike and returned as the central point.
⚙️ Strategic Benefit By mathematically validating delta symmetry, this method eliminates subjectivity and provides a quantitative basis for determining the central strike. It serves as a foundational input for sophisticated algorithmic trading models.
⚠️ Filtering Criteria Deltas with a value of zero are excluded due to lack of reliability. A minimum of ±9 strike data points is recommended for robust analysis.
💡 Practical Applications The identified center strike can be used for hedge baselines, reference points in straddle/strangle strategies, volatility indicators, and auto-trade condition triggers.

🧠 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
7,524 7 1.98 7 1.99 21.33 1.98 455.00 25 78.29 25.90 2 24.85 1 0
3,957 4 2.35 3 2.37 23.98 2.36 452.50 22.90 75.61 57.25 22 1.78 22 0
2,722 6 2.79 7 2.81 26.82 2.80 450.00 20.80 72.75 54.85 22 19.60 2 0
781 2 3.30 3 3.33 30.01 3.31 447.50 18.60 68.97 19.40 2 18.85 2 4
1,199 4 3.90 2 3.93 33.14 3.94 445.00 16.20 66.52 17.50 2 16.85 2 1
505 2 4.59 2 4.62 36.34 4.62 442.50 14.95 62.26 15.70 2 15.05 2 5
1,176 2 5.38 2 5.44 39.99 5.37 440.00 13.15 58.92 14.15 2 13.40 2 81
861 1 6.27 2 6.33 43.47 6.34 437.50 11.55 55.13 12.40 2 11.85 2 48
852 3 7.28 1 7.41 47.17 7.30 435.00 10.55 52.52 10.90 4 10.50 3 326
621 2 8.26 3 8.54 50.73 8.47 432.50 9.44 49.45 9.46 4 9.36 2 800
466 1 9.75 2 9.87 54.35 9.72 430.00 8.17 45.37 8.25 1 8.17 1 1,341
170 2 11.05 2 11.50 58.17 11.10 427.50 7.04 41.47 7.19 3 6.97 3 460
110 3 12.25 4 13.25 62.65 13.20 425.00 6.18 38.10 6.22 3 5.99 4 965
30 2 14.05 2 14.90 66.50 15.05 422.50 5.27 34.44 5.32 1 5.29 2 650
21 2 15.85 2 16.45 68.88 16.15 420.00 4.55 31.28 4.58 1 4.55 2 2,254
12 2 17.75 2 18.35 73.50 19.15 417.50 3.90 27.98 3.94 1 3.91 1 737
3 2 19.70 2 54.60 76.37 20.50 415.00 3.40 24.81 3.39 1 3.31 5 1,127
25 1 21.75 1 22 78.32 22 412.50 2.88 21.98 2.90 3 2.88 3 2,238
3 2 23.05 2 24.55 81.12 25.30 410.00 2.47 19.13 2.49 6 2.48 7 4,682

📌 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.



🧮 (⏱️ 07-18 10:57) Delta-Based Center Strike Identification Algorithm

📌 Purpose: To determine a market-neutral central strike (ATM) by analyzing the delta symmetry between call and put options.

📐 Definition of Center Strike The strike at which the call delta (+0.5) and put delta (–0.5) are in equilibrium is considered the “At-The-Money” (ATM) level in the options market.
🔍 Scanning Methodology The algorithm slides through call and put delta pairs in blocks of three, checking whether the central delta lies within the adjusted tolerance range of the opposite side’s delta.
📊 Delta Comparison Logic Delta thresholds are calculated based on the put side, then the call delta is checked for containment within this band. The reverse check is also performed—from call to put—to validate mutual alignment.
📏 Adjustment Mechanism The difference between deltas is divided into four segments to derive tolerance bands, ensuring a balanced zone that avoids overly narrow or excessively wide boundaries.
✅ ATM Identification Condition If both call and put deltas fall within each other’s adjusted range, the corresponding strike is confirmed as the ATM strike and returned as the central point.
⚙️ Strategic Benefit By mathematically validating delta symmetry, this method eliminates subjectivity and provides a quantitative basis for determining the central strike. It serves as a foundational input for sophisticated algorithmic trading models.
⚠️ Filtering Criteria Deltas with a value of zero are excluded due to lack of reliability. A minimum of ±9 strike data points is recommended for robust analysis.
💡 Practical Applications The identified center strike can be used for hedge baselines, reference points in straddle/strangle strategies, volatility indicators, and auto-trade condition triggers.

🧠 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
6,916 10 1.74 5 1.76 21.42 1.75 452.50 22.90 75.61 25.20 1 24.30 1 0
8,222 15 2.10 12 2.12 24.09 2.11 450.00 21.60 73.87 54.85 22 19.60 2 1
2,346 5 2.52 2 2.55 26.95 2.54 447.50 19.90 71.82 52.75 10 20 2 8
3,551 2 3.03 3 3.05 29.83 3.04 445.00 18.60 70.17 19.55 2 18.30 2 24
3,914 3 3.62 1 3.64 33.02 3.63 442.50 15.30 63.65 17 2 16.45 2 16
4,580 2 4.32 4 4.34 36.53 4.33 440.00 15 63.76 15 1 14.60 2 116
1,543 2 5.11 1 5.15 39.93 5.11 437.50 12.80 58.59 13.40 2 12.85 2 51
1,367 1 6.05 1 6.08 43.27 6.03 435.00 11.55 56.26 11.75 2 11.50 2 453
1,006 3 7.07 1 7.16 46.92 7.07 432.50 10.10 52.55 10.30 1 10.20 1 1,176
848 1 8.26 1 8.34 50.61 8.25 430.00 8.93 49.00 8.99 1 8.88 1 2,072
275 1 9.61 3 9.67 54.73 9.71 427.50 7.80 45.68 7.81 1 7.68 4 843
164 1 10.85 2 11.15 58.01 11 425.00 6.68 41.55 6.77 3 6.66 3 1,391
32 2 12.45 2 12.90 62.11 12.80 422.50 5.78 38.21 5.85 4 5.76 1 1,653
40 2 14.20 2 14.60 65.23 14.25 420.00 5 34.77 5 2 4.95 2 3,004
20 2 15.85 1 16.20 68.68 16.10 417.50 4.28 31.32 4.30 4 4.25 1 1,215
5 2 17.25 2 18.40 72.07 18 415.00 3.66 27.89 3.67 3 3.65 2 1,946
31 1 19.85 1 20.05 75.37 20.05 412.50 3.14 24.74 3.15 6 3.13 14 3,758
3 3 19.90 2 23.90 81.12 25.30 410.00 2.71 21.70 2.70 4 2.68 3 7,434
0 1 23.85 1 24.60 83.65 26.60 407.50 2.32 19.01 2.32 5 2.31 2 5,362

📌 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.



📊 (⏱️ 07-18 11:12) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

This section provides a real-time summary of the active auto-trading strategy based on intraday fluctuations in the KOSPI200 futures market.
It offers a concise overview of the system’s live order execution, position liquidation (exit), and risk control mechanisms currently in operation.



📘 Current-Month vs 📙 Next-Month KOSPI200 Futures Comparison

The table below presents a comparative overview of the KOSPI200 futures contracts for the current and next expiry months.
This data supports position planning, arbitrage strategy evaluation, and interpretation of short-term vs forward-looking market sentiment.


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 434.0 430.2 434.4 429.15 108,419 431.07 0.74 1.61 3193.47 39
📙 Next Month 101WC000 F 202512 434.4 430.95 435.1 430.5 134 432.56 1.57 3.18 3200.5 99

📌 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.



✅ KOSPI200 Futures Basis Analysis (📘 Current vs 📙 Next Month)

The table below compares KOSPI200 futures between the current-month and next-month contracts.
It includes live futures prices, theoretical prices, and various basis metrics.
This data is crucial for basis spread analysis and identifying arbitrage opportunities.

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 430.2 431.07 0.74 1.61 -0.87 +0.87
📙 Next Month 430.95 432.56 1.57 3.18 -1.61 +1.61

📌 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: 54 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 11:12, total 54 points)
As of 07-18 11:12, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 11:12

📌 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 430.2, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:02 09:17 Now: 14 signals / Last 2 windows total: 28 (Insufficient Data) ⚖️ Neutral Market
2 09:03 09:18 Now: 14 signals / Last 3 windows total: 42 🔥 Fast Market
3 09:05 09:20 Now: 13 signals / Last 3 windows total: 41 🔥 Fast Market
4 09:07 09:22 Now: 12 signals / Last 3 windows total: 39 🔥 Fast Market
5 09:08 09:23 Now: 12 signals / Last 3 windows total: 37 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 34 🔥 Fast Market
7 09:18 09:33 Now: 6 signals / Last 3 windows total: 28 🔥 Fast Market
8 09:25 09:40 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market
9 09:27 09:42 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
10 09:29 09:44 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
11 09:31 09:46 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
12 09:39 09:54 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
13 09:40 09:55 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
14 09:43 09:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
15 09:44 09:59 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
16 09:46 10:01 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
17 09:50 10:05 Now: 6 signals / Last 3 windows total: 18 ⚖️ Neutral Market
18 09:51 10:06 Now: 7 signals / Last 3 windows total: 19 ⚖️ Neutral Market
19 09:55 10:10 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
20 09:57 10:12 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
21 09:59 10:14 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
22 10:08 10:23 Now: 4 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:11 10:26 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
24 10:13 10:28 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market 📉
25 10:21 10:36 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
26 10:23 10:38 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
27 10:30 10:45 Now: 3 signals / Last 3 windows total: 12 ⚖️ Neutral Market
28 10:33 10:48 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
29 10:34 10:49 Now: 5 signals / Last 3 windows total: 12 ⚖️ Neutral Market
30 10:36 10:51 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
31 10:38 10:53 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
32 10:41 10:56 Now: 6 signals / Last 3 windows total: 18 ⚖️ Neutral Market
33 10:52 11:07 Now: 3 signals / Last 3 windows total: 15 ⚖️ Neutral Market
34 10:54 11:09 Now: 3 signals / Last 3 windows total: 12 ⚖️ Neutral Market
35 10:57 11:12 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market

📊 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
8,346 6 1.82 5 1.84 21.98 1.83 452.50 22.90 75.61 24.80 1 24 1 0
10,720 5 2.19 6 2.21 24.63 2.20 450.00 21.60 73.87 23.10 2 21.95 2 1
3,126 2 2.63 4 2.65 27.52 2.63 447.50 19.90 71.82 52.75 10 19.80 2 8
5,079 5 3.14 5 3.16 30.65 3.15 445.00 18.15 69.42 18.25 2 18.15 1 44
4,522 3 3.74 3 3.78 33.81 3.77 442.50 16.25 66.19 16.35 1 16.25 2 23
6,001 4 4.47 1 4.49 37.35 4.46 440.00 15 63.48 14.90 2 14.40 2 117
2,560 4 5.27 1 5.32 40.84 5.29 437.50 12.80 58.59 13.25 2 12.65 2 51
1,564 3 6.19 3 6.32 44.18 6.17 435.00 11.30 55.74 11.35 2 11.25 1 499
1,177 1 7.28 1 7.37 47.84 7.20 432.50 9.86 52.09 9.93 1 9.86 1 1,250
1,041 3 8.48 3 8.58 51.33 8.37 430.00 8.61 48.39 8.74 6 8.59 1 2,222
433 2 9.83 1 9.93 55.31 9.75 427.50 7.48 44.69 7.49 1 7.44 2 1,007
211 2 11.30 1 11.90 58.97 11.30 425.00 6.43 41.01 6.48 1 6.42 1 1,490
33 2 12.55 2 13.10 61.57 12.30 422.50 5.54 37.39 5.62 4 5.54 1 1,751
65 2 14.25 2 14.80 65.98 14.60 420.00 4.74 33.86 4.79 2 4.73 2 3,150
29 2 16 2 16.60 69.34 16.35 417.50 4.06 30.44 4.09 1 4.05 2 1,315
5 2 17.95 2 18.50 72.07 18 415.00 3.49 27.17 3.50 3 3.48 1 2,253
47 2 19.70 1 20.45 75.79 20.30 412.50 2.99 24.00 3 3 2.98 1 4,143
3 3 19.90 2 23.90 81.12 25.30 410.00 2.56 21.14 2.57 4 2.55 2 8,149
0 1 24.10 1 24.80 83.65 26.60 407.50 2.18 18.38 2.21 5 2.19 2 5,716

📌 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.

💼 Matched Entry & Exit Positions + Margin Summary

The table below summarizes matched entry and exit positions where a trade was completed through both buy and sell actions.
For each entry, you’ll find the order type, entry time, option code, and liquidation margin.
This helps assess strategy profitability and risk management efficiency.

📊 Matched Trade & Liquidation Margin Overview
Order ID Entry Type Option Code Sell Price Buy Price Liquidation Margin
2025_0718_0902_4989 📈 Entry (Long) 201W8455 2.18 2.34 -0.16
2025_0718_0902_4989 📈 Entry (Long) 301W8412 2.72 2.72
2025_0718_0907_4989 📈 Entry (Long) 201W8450 3.06 2.88 0.18
2025_0718_0907_4989 📈 Entry (Long) 201W8450 3.05 2.91 0.14
2025_0718_0907_4989 📈 Entry (Long) 301W8412 2.72 3.13 -0.41
2025_0718_0907_4989 📈 Entry (Long) 301W8412 2.71 3.06 -0.35
ℹ️ Interpretation Guide
  • Order ID: A unique identifier for each trading transaction, used to track and match entries and exits.
  • Entry Type: Classified based on the order ID suffix (e.g., 8949 for sell, 4989 for buy). Exit records are also included.
  • Liquidation Margin: The profit (or loss) calculated based on the difference between entry and exit prices. It reflects the result of the matched position.



📊 (⏱️ 07-18 11:15) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

This section provides a real-time summary of the active auto-trading strategy based on intraday fluctuations in the KOSPI200 futures market.
It offers a concise overview of the system’s live order execution, position liquidation (exit), and risk control mechanisms currently in operation.



📘 Current-Month vs 📙 Next-Month KOSPI200 Futures Comparison

The table below presents a comparative overview of the KOSPI200 futures contracts for the current and next expiry months.
This data supports position planning, arbitrage strategy evaluation, and interpretation of short-term vs forward-looking market sentiment.


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 434.0 430.65 434.4 429.15 110,272 431.48 0.78 1.61 3193.47 39
📙 Next Month 101WC000 F 202512 434.4 431.25 435.1 430.5 135 432.95 1.49 3.19 3200.5 99

📌 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.



✅ KOSPI200 Futures Basis Analysis (📘 Current vs 📙 Next Month)

The table below compares KOSPI200 futures between the current-month and next-month contracts.
It includes live futures prices, theoretical prices, and various basis metrics.
This data is crucial for basis spread analysis and identifying arbitrage opportunities.

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 430.65 431.48 0.78 1.61 -0.83 +0.83
📙 Next Month 431.25 432.95 1.49 3.19 -1.7 +1.70

📌 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: 55 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 11:15, total 55 points)
As of 07-18 11:15, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 11:15

📌 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 430.65, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:02 09:17 Now: 14 signals / Last 2 windows total: 28 (Insufficient Data) ⚖️ Neutral Market
2 09:03 09:18 Now: 14 signals / Last 3 windows total: 42 🔥 Fast Market
3 09:05 09:20 Now: 13 signals / Last 3 windows total: 41 🔥 Fast Market
4 09:07 09:22 Now: 12 signals / Last 3 windows total: 39 🔥 Fast Market
5 09:08 09:23 Now: 12 signals / Last 3 windows total: 37 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 34 🔥 Fast Market
7 09:18 09:33 Now: 6 signals / Last 3 windows total: 28 🔥 Fast Market
8 09:25 09:40 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market
9 09:27 09:42 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
10 09:29 09:44 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
11 09:31 09:46 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
12 09:39 09:54 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
13 09:40 09:55 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
14 09:43 09:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
15 09:44 09:59 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
16 09:46 10:01 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
17 09:50 10:05 Now: 6 signals / Last 3 windows total: 18 ⚖️ Neutral Market
18 09:51 10:06 Now: 7 signals / Last 3 windows total: 19 ⚖️ Neutral Market
19 09:55 10:10 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
20 09:57 10:12 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
21 09:59 10:14 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
22 10:08 10:23 Now: 4 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:11 10:26 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
24 10:13 10:28 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market 📉
25 10:21 10:36 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
26 10:23 10:38 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
27 10:30 10:45 Now: 3 signals / Last 3 windows total: 12 ⚖️ Neutral Market
28 10:33 10:48 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
29 10:34 10:49 Now: 5 signals / Last 3 windows total: 12 ⚖️ Neutral Market
30 10:36 10:51 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
31 10:38 10:53 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
32 10:41 10:56 Now: 6 signals / Last 3 windows total: 18 ⚖️ Neutral Market
33 10:52 11:07 Now: 3 signals / Last 3 windows total: 15 ⚖️ Neutral Market
34 10:54 11:09 Now: 3 signals / Last 3 windows total: 12 ⚖️ Neutral Market
35 10:57 11:12 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
36 11:00 11:15 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market

📊 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
8,533 5 1.92 3 1.94 22.37 1.93 452.50 22.90 75.61 24.50 1 23.80 1 0
11,100 7 2.31 20 2.33 25.11 2.32 450.00 21.60 73.87 23.10 2 21.65 2 1
3,231 4 2.76 3 2.79 28.03 2.77 447.50 19.90 71.82 52.75 10 19.65 2 8
5,174 3 3.29 1 3.31 31.12 3.30 445.00 18.15 69.42 17.95 2 17.60 2 44
4,664 3 3.91 1 3.94 34.37 3.94 442.50 16.25 66.19 16.10 2 15.70 2 23
6,139 6 4.64 2 4.69 37.76 4.66 440.00 15 63.48 14.50 2 14.10 2 117
2,593 6 5.48 1 5.53 41.26 5.52 437.50 12.80 58.59 13.05 2 12.35 2 51
1,629 4 6.45 3 6.51 44.99 6.44 435.00 11.10 54.85 11.15 4 11 3 504
1,192 3 7.58 2 7.62 48.48 7.56 432.50 9.76 51.58 9.73 1 9.50 3 1,266
1,057 4 8.74 18 8.83 52.21 8.82 430.00 8.56 47.74 8.55 5 8.41 2 2,270
488 1 10.10 4 10.30 56.21 10.15 427.50 7.30 44.09 7.31 1 7.28 2 1,072
215 2 11.60 1 12 59.59 11.55 425.00 6.34 40.29 6.30 2 6.26 4 1,543
33 2 12.85 2 13.55 61.57 12.30 422.50 5.50 36.83 5.47 4 5.38 1 1,784
65 2 14.55 2 15.45 65.98 14.60 420.00 4.63 33.30 4.66 4 4.62 1 3,194
29 2 16.30 2 17.15 69.34 16.35 417.50 4.01 29.96 3.98 4 3.95 1 1,330
5 2 18.35 2 18.90 72.07 18 415.00 3.40 26.55 3.39 2 3.37 1 2,292
49 2 19.70 1 20.75 76.38 20.65 412.50 2.89 23.42 2.90 3 2.88 1 4,214
3 3 19.90 2 23.90 81.12 25.30 410.00 2.47 20.60 2.47 1 2.46 2 8,429
0 1 24.40 1 25.15 83.65 26.60 407.50 2.10 18.02 2.12 3 2.10 4 5,841

📌 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.

💼 Matched Entry & Exit Positions + Margin Summary

The table below summarizes matched entry and exit positions where a trade was completed through both buy and sell actions.
For each entry, you’ll find the order type, entry time, option code, and liquidation margin.
This helps assess strategy profitability and risk management efficiency.

📊 Matched Trade & Liquidation Margin Overview
Order ID Entry Type Option Code Sell Price Buy Price Liquidation Margin
2025_0718_0902_4989 📈 Entry (Long) 201W8455 2.18 2.34 -0.16
2025_0718_0902_4989 📈 Entry (Long) 301W8412 2.72 2.72
2025_0718_0907_4989 📈 Entry (Long) 201W8450 3.06 2.88 0.18
2025_0718_0907_4989 📈 Entry (Long) 201W8450 3.05 2.91 0.14
2025_0718_0907_4989 📈 Entry (Long) 301W8412 2.72 3.13 -0.41
2025_0718_0907_4989 📈 Entry (Long) 301W8412 2.71 3.06 -0.35
ℹ️ Interpretation Guide
  • Order ID: A unique identifier for each trading transaction, used to track and match entries and exits.
  • Entry Type: Classified based on the order ID suffix (e.g., 8949 for sell, 4989 for buy). Exit records are also included.
  • Liquidation Margin: The profit (or loss) calculated based on the difference between entry and exit prices. It reflects the result of the matched position.



🧮 (⏱️ 07-18 11:29) Delta-Based Center Strike Identification Algorithm

📌 Purpose: To determine a market-neutral central strike (ATM) by analyzing the delta symmetry between call and put options.

📐 Definition of Center Strike The strike at which the call delta (+0.5) and put delta (–0.5) are in equilibrium is considered the “At-The-Money” (ATM) level in the options market.
🔍 Scanning Methodology The algorithm slides through call and put delta pairs in blocks of three, checking whether the central delta lies within the adjusted tolerance range of the opposite side’s delta.
📊 Delta Comparison Logic Delta thresholds are calculated based on the put side, then the call delta is checked for containment within this band. The reverse check is also performed—from call to put—to validate mutual alignment.
📏 Adjustment Mechanism The difference between deltas is divided into four segments to derive tolerance bands, ensuring a balanced zone that avoids overly narrow or excessively wide boundaries.
✅ ATM Identification Condition If both call and put deltas fall within each other’s adjusted range, the corresponding strike is confirmed as the ATM strike and returned as the central point.
⚙️ Strategic Benefit By mathematically validating delta symmetry, this method eliminates subjectivity and provides a quantitative basis for determining the central strike. It serves as a foundational input for sophisticated algorithmic trading models.
⚠️ Filtering Criteria Deltas with a value of zero are excluded due to lack of reliability. A minimum of ±9 strike data points is recommended for robust analysis.
💡 Practical Applications The identified center strike can be used for hedge baselines, reference points in straddle/strangle strategies, volatility indicators, and auto-trade condition triggers.

🧠 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
18,991 15 1.68 15 1.70 20.31 1.69 455.00 25 78.29 26.30 1 25.60 1 0
8,756 5 2.02 3 2.04 22.85 2.03 452.50 22.90 75.61 24.10 1 23.50 1 0
11,945 5 2.42 4 2.43 25.60 2.43 450.00 21.60 73.87 23.10 2 21.35 2 1
3,475 3 2.88 1 2.90 28.59 2.89 447.50 19.90 71.82 52.75 10 19.45 2 8
5,284 6 3.42 1 3.45 31.50 3.46 445.00 18.15 69.42 17.75 2 17.30 2 44
4,786 2 4.06 1 4.09 34.99 4.08 442.50 15.95 65.32 15.90 2 15.40 2 27
6,291 3 4.81 4 4.86 38.39 4.84 440.00 14.20 61.92 14.15 2 13.05 2 121
2,680 1 5.67 2 5.71 41.57 5.72 437.50 12.80 58.72 12.85 2 12.10 2 53
2,009 1 6.65 1 6.71 45.64 6.71 435.00 10.95 54.73 11.10 1 10.90 2 515
1,237 3 7.73 2 7.84 49.20 7.77 432.50 9.52 50.96 9.63 1 9.55 2 1,297
1,110 1 8.97 3 9.08 52.81 9.05 430.00 8.34 47.28 8.44 4 8.28 3 2,310
501 3 10.35 2 10.50 56.19 10.35 427.50 7.19 43.56 7.25 1 7.20 2 1,120
229 1 11.80 4 12.15 60.07 11.90 425.00 6.23 40.02 6.25 1 6.19 2 1,574
59 2 13.40 2 13.65 63.51 13.40 422.50 5.31 36.35 5.37 2 5.33 1 1,838
65 2 14.95 2 15.60 65.98 14.60 420.00 4.55 32.60 4.59 3 4.56 2 3,250
29 2 16.85 2 17.30 69.34 16.35 417.50 3.90 29.53 3.94 1 3.90 6 1,370
5 2 18.75 2 19.15 72.07 18 415.00 3.35 26.14 3.36 1 3.33 1 2,334
50 2 19.70 1 21.05 76.31 20.60 412.50 2.84 22.93 2.87 1 2.85 1 4,284
3 3 19.90 2 23.90 81.12 25.30 410.00 2.45 20.09 2.45 1 2.44 6 8,702

📌 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.



📉 KOSPI200 End-of-Day Liquidation Summary and Performance Analysis

🔚 Liquidation Time: Positions automatically closed just before market close

📦 Liquidation Method: Remaining open option positions identified → Unsettled positions prioritized → Auto-liquidation triggered upon condition match

📌 Post-close analysis engine quantifies the entire strategy lifecycle and outcomes,
enabling automated logging and statistical tracking for strategy review and refinement on the next trading day.



📘 Current-Month vs 📙 Next-Month KOSPI200 Futures Comparison

The table below presents a comparative overview of the KOSPI200 futures contracts for the current and next expiry months.
This data supports position planning, arbitrage strategy evaluation, and interpretation of short-term vs forward-looking market sentiment.


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 434.0 431.55 434.4 429.15 180,540 432.71 0.45 1.61 3193.47 39
📙 Next Month 101WC000 F 202512 434.4 432.4 435.1 430.5 205 434.3 1.3 3.2 3200.5 99

📌 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.



✅ KOSPI200 Futures Basis Analysis (📘 Current vs 📙 Next Month)

The table below compares KOSPI200 futures between the current-month and next-month contracts.
It includes live futures prices, theoretical prices, and various basis metrics.
This data is crucial for basis spread analysis and identifying arbitrage opportunities.

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 431.55 432.71 0.45 1.61 -1.16 +1.16
📙 Next Month 432.4 434.3 1.3 3.2 -1.9 +1.90

📌 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: 71 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 14:45, total 71 points)
As of 07-18 16:00, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 14:45

📌 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 431.55, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:02 09:17 Now: 14 signals / Last 2 windows total: 28 (Insufficient Data) ⚖️ Neutral Market
2 09:03 09:18 Now: 14 signals / Last 3 windows total: 42 🔥 Fast Market
3 09:05 09:20 Now: 13 signals / Last 3 windows total: 41 🔥 Fast Market
4 09:07 09:22 Now: 12 signals / Last 3 windows total: 39 🔥 Fast Market
5 09:08 09:23 Now: 12 signals / Last 3 windows total: 37 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 34 🔥 Fast Market
7 09:18 09:33 Now: 6 signals / Last 3 windows total: 28 🔥 Fast Market
8 09:25 09:40 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market
9 09:27 09:42 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
10 09:29 09:44 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
11 09:31 09:46 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
12 09:39 09:54 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
13 09:40 09:55 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
14 09:43 09:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
15 09:44 09:59 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
16 09:46 10:01 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
17 09:50 10:05 Now: 6 signals / Last 3 windows total: 18 ⚖️ Neutral Market
18 09:51 10:06 Now: 7 signals / Last 3 windows total: 19 ⚖️ Neutral Market
19 09:55 10:10 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
20 09:57 10:12 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
21 09:59 10:14 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
22 10:08 10:23 Now: 4 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:11 10:26 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
24 10:13 10:28 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market 📉
25 10:21 10:36 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
26 10:23 10:38 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
27 10:30 10:45 Now: 3 signals / Last 3 windows total: 12 ⚖️ Neutral Market
28 10:33 10:48 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
29 10:34 10:49 Now: 5 signals / Last 3 windows total: 12 ⚖️ Neutral Market
30 10:36 10:51 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
31 10:38 10:53 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
32 10:41 10:56 Now: 6 signals / Last 3 windows total: 18 ⚖️ Neutral Market
33 10:52 11:07 Now: 3 signals / Last 3 windows total: 15 ⚖️ Neutral Market
34 10:54 11:09 Now: 3 signals / Last 3 windows total: 12 ⚖️ Neutral Market
35 10:57 11:12 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
36 11:00 11:15 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
37 11:16 11:31 Now: 1 signals / Last 3 windows total: 8 🧊 Slow Market
38 11:22 11:37 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
39 11:26 11:41 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
40 11:47 12:02 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market 📉
41 11:51 12:06 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
42 12:04 12:19 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
43 12:13 12:28 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
44 12:19 12:34 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
45 12:46 13:01 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
46 12:55 13:10 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
47 13:03 13:18 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
48 13:43 13:58 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
49 14:01 14:16 Now: 1 signals / Last 3 windows total: 4 🧊 Slow Market
50 14:12 14:27 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
51 14:16 14:31 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
52 14:30 14:45 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market

📊 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.

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
25,904 16 1.65 1 1.69 21.13 1.65 455.00 26.30 80.36 26.25 2 1.79 1 1
11,473 1 2.01 2 2.03 23.76 2.02 452.50 22.90 75.61 24.05 2 22.15 2 0
20,254 8 2.41 7 2.42 26.59 2.41 450.00 21.60 73.87 23.10 2 2.06 5 1
5,946 3 2.75 3 2.92 29.59 2.92 447.50 18.90 70.63 52.75 10 0.39 5 10
7,433 6 3.48 1 3.50 32.75 3.48 445.00 17.55 68.06 17.95 2 0.50 3 90
5,761 1 4.06 12 4.16 36.06 4.16 442.50 15.10 63.90 16.30 2 4.72 1 38
8,020 1 4.84 8 4.93 39.50 4.93 440.00 13.55 60.50 14.45 2 13.55 2 180
3,828 1 5.70 3 5.82 43.05 5.82 437.50 12.05 57.37 12.25 1 10 1 92
2,954 1 6.80 4 6.84 46.67 6.84 435.00 10.50 53.33 10.50 1 9.20 2 681
2,009 3 7.95 1 8.15 50.34 7.95 432.50 9.11 49.66 9.75 2 9.11 2 2,303
1,924 1 9.24 1 9.25 54.03 9.24 430.00 7.93 45.97 7.69 2 7.64 7 3,551
710 1 10.40 1 10.65 57.71 10.65 427.50 6.83 42.29 6.83 1 6.62 1 1,625
449 1 10.15 1 12.15 61.31 12.15 425.00 5.87 38.66 5.87 1 5.70 1 2,067
79 2 12.85 2 14.85 65.21 13.80 422.50 5.01 35.11 5.12 1 5 1 2,723
224 2 14.70 2 16.55 68.34 15.60 420.00 4.28 31.66 4.38 1 4.28 8 4,567
65 2 16.65 2 18.35 71.66 17.45 417.50 3.65 28.34 3.68 1 3.65 2 2,114
25 2 18.35 2 54.60 74.56 19.35 415.00 3.12 25.18 3.29 3 3.12 5 3,173
59 2 19.60 2 57.55 77.22 21.25 412.50 2.66 22.21 2.80 1 2.66 3 5,782
12 2 22.55 0 0 80.50 23.75 410.00 2.27 19.42 2.30 1 2.27 5 11,871

📌 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.

💼 Matched Entry & Exit Positions + Margin Summary

The table below summarizes matched entry and exit positions where a trade was completed through both buy and sell actions.
For each entry, you’ll find the order type, entry time, option code, and liquidation margin.
This helps assess strategy profitability and risk management efficiency.

📊 Matched Trade & Liquidation Margin Overview
Order ID Entry Type Option Code Sell Price Buy Price Liquidation Margin
2025_0718_0902_4989 📈 Entry (Long) 201W8455 2.18 2.34 -0.16
2025_0718_0902_4989 📈 Entry (Long) 301W8412 2.72 2.72
2025_0718_0907_4989 📈 Entry (Long) 201W8450 3.06 2.88 0.18
2025_0718_0907_4989 📈 Entry (Long) 201W8450 3.05 2.91 0.14
2025_0718_0907_4989 📈 Entry (Long) 301W8412 2.72 3.13 -0.41
2025_0718_0907_4989 📈 Entry (Long) 301W8412 2.71 3.06 -0.35
ℹ️ Interpretation Guide
  • Order ID: A unique identifier for each trading transaction, used to track and match entries and exits.
  • Entry Type: Classified based on the order ID suffix (e.g., 8949 for sell, 4989 for buy). Exit records are also included.
  • Liquidation Margin: The profit (or loss) calculated based on the difference between entry and exit prices. It reflects the result of the matched position.


💰 [Settlement Summary] Fees and Net Profit Based on Option Pairs

This section summarizes the settlement details for paired Call and Put options.
It includes entry and exit fees, total transaction cost, and the final realized profit/loss (in KRW) for each position, categorized by entry type.

📊 Option Fees & Profit Summary Table
Order ID Entry Type Option Code Entry Fee Exit Fee Total Fees Total P&L (KRW)
2025_0718_0902_4989 📈 Entry (Long) 201W8455 -817 -877 -1,694 -40,000
2025_0718_0902_4989 📈 Entry (Long) 301W8412 -1,077 -1,077 -2,154 0
2025_0718_0907_4989 📈 Entry (Long) 201W8450 -1,202 -1,136 -2,338 45,000
2025_0718_0907_4989 📈 Entry (Long) 201W8450 -1,198 -1,147 -2,345 35,000
2025_0718_0907_4989 📈 Entry (Long) 301W8412 -1,077 -1,228 -2,305 -102,500
2025_0718_0907_4989 📈 Entry (Long) 301W8412 -1,073 -1,202 -2,275 -87,500
Total -13,111 -150,000
ℹ️ How to Read This Table
  • Entry/Exit Fees: These are the transaction costs associated with opening and closing positions. Total fees = entry + exit.
  • Total P&L (KRW): Net profit or loss in Korean Won, calculated based on settlement prices.
  • Color Indicators: Green for gains, Red for losses.

📈 Realized Profit Overview

This table summarizes your total realized profit after all entries and exits have been settled.
It includes the total P&L, total fees, and the final net realized profit (P&L − fees).

💹 Overall Profit Summary
Total P&L (KRW) Total Fees (KRW) Net Realized Profit (KRW)
-150,000 -13,111 ❌ -163,111
ℹ️ Interpretation Guide
  • Total P&L: Combined profit and loss from all closed trades.
  • Total Fees: Sum of all entry and exit transaction costs.
  • Net Realized Profit: Final earnings after subtracting total fees. Displayed with
    ✅ if positive,
    ❌ if negative.

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