2025-07-28 Derivatives Futures and Options with Kiwoom API


📊 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: 07-28 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.



📊 (⏱️ 07-28 09:00) 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 431.5 435.15 435.2 431.35 11,527 432.1 4.37 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 435.95 436.0 432.4 66 433.67 5.17 2.89 3206.21 93

📌 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 435.15 432.1 4.37 1.32 3.05 -3.05
📙 Next Month 435.95 433.67 5.17 2.89 2.28 -2.28

📌 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: 8 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:00, total 8 points)
As of 07-28 09:00, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:00

📌 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 435.15, 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
1,842 27 1.39 13 1.42 12.37 1.39 457.50 27.20 87.63 24.50 1 23.70 1 0
2,857 16 1.71 10 1.74 14.75 1.73 455.00 25.40 85.25 22.30 1 21.50 2 0
1,369 7 2.10 5 2.13 17.44 2.09 452.50 19.95 82.56 20.60 2 19.25 2 2
2,145 6 2.57 181 2.60 20.44 2.60 450.00 21 79.56 18.10 2 17.50 2 0
1,328 2 3.13 4 3.16 23.75 3.15 447.50 15.95 76.25 16.15 2 15.65 2 25
1,541 2 3.79 1 3.82 27.35 3.81 445.00 14.25 72.65 14 1 13.85 1 52
711 1 4.55 3 4.61 31.22 4.56 442.50 12.35 68.78 12.25 1 12.15 3 46
583 2 5.46 12 5.50 35.34 5.50 440.00 10.80 64.66 10.65 1 10.55 1 61
367 1 6.50 1 6.56 39.66 6.52 437.50 9.24 60.34 9.19 1 9.12 1 129
749 2 7.67 1 7.74 44.14 7.65 435.00 7.84 55.86 7.89 1 7.82 1 203
297 3 9.01 1 9.09 48.72 8.97 432.50 6.70 51.28 6.73 2 6.68 1 377
320 1 10.50 3 10.60 53.35 10.45 430.00 5.68 46.65 5.71 2 5.66 7 700
109 1 12.10 1 12.25 57.95 12.15 427.50 4.82 42.05 4.85 1 4.81 7 383
73 1 13.85 1 14 62.48 13.80 425.00 4.09 37.52 4.11 4 4.06 3 402
113 1 15.70 1 15.85 66.86 15.50 422.50 3.50 33.14 3.47 5 3.43 5 296
23 1 17.65 1 17.80 71.05 17.55 420.00 2.90 28.95 2.91 2 2.89 3 693
3 3 19.70 2 19.85 75.00 18.45 417.50 2.44 25.00 2.46 1 2.43 8 515
2 2 21.45 1 21.95 78.66 21.45 415.00 2.06 21.34 2.07 4 2.05 4 699
0 2 23.55 2 24.35 82.00 20.30 412.50 1.74 18.00 1.75 4 1.73 9 1,250

📌 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.



🧮 (⏱️ 07-28 09:12) 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
3,600 6 1.39 7 1.41 17.02 1.40 452.50 19.75 77.64 23.90 2 23 2 6
6,041 2 1.72 4 1.73 19.97 1.72 450.00 18.75 76.17 21.75 2 20.80 1 10
3,268 3 2.11 1 2.13 23.48 2.11 447.50 17.60 74.12 19.50 2 18.85 2 63
2,955 3 2.58 2 2.61 26.79 2.59 445.00 17.25 72.88 17.35 3 17.20 1 130
1,299 4 3.14 3 3.18 30.63 3.14 442.50 15.45 69.09 15.40 1 15.30 1 131
1,204 3 3.82 2 3.86 35.01 3.81 440.00 13.50 64.92 13.60 1 13.50 1 136
948 1 4.61 1 4.65 39.32 4.59 437.50 11.85 60.54 11.90 3 11.80 1 284
1,564 2 5.54 2 5.58 43.48 5.55 435.00 10.30 56.21 10.35 2 10.20 3 537
837 2 6.61 2 6.65 48.05 6.60 432.50 8.87 51.63 8.88 2 8.82 1 863
631 1 7.83 1 7.88 53.12 7.85 430.00 7.57 47.32 7.61 3 7.55 2 1,633
263 3 9.20 1 9.27 57.61 9.17 427.50 6.46 42.70 6.49 1 6.44 1 831
171 1 10.70 1 10.80 62.41 10.90 425.00 5.50 38.28 5.52 2 5.47 2 912
198 1 12.35 1 12.50 66.64 12.70 422.50 4.70 33.46 4.68 4 4.64 1 730
106 1 14.15 1 14.25 70.75 14.15 420.00 3.94 29.52 3.95 1 3.93 2 1,858
7 1 16 1 16.15 75.10 16.45 417.50 3.35 25.29 3.34 2 3.32 3 1,611
8 1 18 1 18.15 78.58 18.20 415.00 2.81 21.83 2.82 3 2.80 4 3,078
0 2 19.70 2 21.70 82.00 20.30 412.50 2.38 18.44 2.38 4 2.36 6 4,740
1 2 21.95 2 22.85 85.97 23 410.00 2.01 15.38 2.01 6 1.99 8 4,174
0 2 23.90 2 25.10 87.69 24.75 407.50 1.72 12.66 1.71 10 1.69 9 2,736

📌 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.



📊 (⏱️ 07-28 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 431.5 430.05 436.1 430.05 49,612 431.32 0.05 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 431.1 436.95 431.1 145 432.88 1.11 2.89 3206.21 93

📌 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 430.05 431.32 0.05 1.32 -1.27 +1.27
📙 Next Month 431.1 432.88 1.11 2.89 -1.78 +1.78

📌 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: 21 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:17, total 21 points)
As of 07-28 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 430.05, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (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
4,002 14 1.36 2 1.37 16.53 1.37 452.50 19.75 77.64 24.30 2 23.35 1 6
6,915 1 1.68 9 1.69 19.22 1.68 450.00 18.75 76.17 22.05 2 21.25 1 10
3,538 24 2.05 2 2.07 22.42 2.06 447.50 17.60 74.12 19.85 2 19.20 2 63
3,295 4 2.51 2 2.53 25.91 2.54 445.00 17.70 73.84 17.70 2 17.60 1 133
1,442 3 3.05 1 3.08 29.97 3.05 442.50 15.60 70.10 15.75 1 15.65 1 136
1,398 2 3.71 2 3.73 33.73 3.71 440.00 13.85 66.02 13.90 1 13.80 1 145
1,118 1 4.48 3 4.50 38.29 4.49 437.50 11.95 61.59 12.15 1 12.10 1 296
1,819 4 5.37 1 5.40 42.69 5.42 435.00 10.45 57.34 10.55 1 10.50 1 554
934 2 6.42 2 6.45 47.26 6.45 432.50 9.09 52.72 9.10 1 9.06 1 941
701 1 7.61 1 7.64 51.85 7.68 430.00 7.78 48.40 7.79 1 7.76 3 1,863
292 1 8.96 2 9 56.55 9 427.50 6.63 43.47 6.65 1 6.62 1 937
185 1 10.45 1 10.50 61.04 10.55 425.00 5.64 39.19 5.65 1 5.63 2 1,035
207 1 12.10 1 12.15 65.48 12.20 422.50 4.80 34.46 4.83 1 4.78 2 777
116 1 13.85 1 13.90 69.75 13.95 420.00 4.06 30.19 4.06 1 4.04 1 2,101
12 1 15.70 1 15.80 74.33 16.10 417.50 3.42 26.41 3.43 2 3.41 2 1,973
10 1 17.65 1 17.75 77.54 17.80 415.00 2.89 22.41 2.90 3 2.88 1 3,382
0 2 0.32 2 21.70 82.00 20.30 412.50 2.43 18.96 2.44 2 2.43 8 5,172
1 1 21.55 1 22.45 85.97 23 410.00 2.06 15.83 2.07 4 2.05 6 4,659
0 1 23.55 1 24.70 87.69 24.75 407.50 1.73 13.08 1.75 5 1.74 3 3,107

📌 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
201W8455 3 📈 Long
301W8415 1 📈 Long
301W8412 9 📈 Long
201W8450 7 📈 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 1.91 301W8415 1.96 2025_0728_0900_4989
201W8455 1.78 301W8412 1.71 2025_0728_0901_4989
201W8455 1.78 301W8412 1.75 2025_0728_0901_4989
201W8450 2.01 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.07 2025_0728_0905_4989
201W8450 2.01 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.09 2025_0728_0905_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 301W8415 -0.8 0.93 0.13
201W8455 301W8412 -0.67 0.72 0.05
201W8455 301W8412 -0.67 0.68 0.01
201W8450 301W8412 -0.33 0.36 0.03
201W8450 301W8412 -0.32 0.36 0.04
201W8450 301W8412 -0.33 0.38 0.05
201W8450 301W8412 -0.34 0.38 0.04
201W8450 301W8412 -0.34 0.36 0.02
201W8450 301W8412 -0.34 0.36 0.02
201W8450 301W8412 -0.32 0.34 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.



📊 (⏱️ 07-28 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 431.5 430.25 436.1 429.75 54,240 431.52 0.05 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 431.4 436.95 430.9 162 433.09 1.2 2.89 3206.21 93

📌 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 430.25 431.52 0.05 1.32 -1.27 +1.27
📙 Next Month 431.4 433.09 1.2 2.89 -1.69 +1.69

📌 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 ~ 09:20, total 23 points)
As of 07-28 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 430.25, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 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
4,398 9 1.36 7 1.38 16.76 1.36 452.50 19.75 77.64 24.05 2 23.15 1 6
7,379 16 1.68 1 1.69 19.69 1.69 450.00 18.75 76.17 22.05 2 21 1 10
3,920 23 2.06 3 2.08 22.92 2.07 447.50 17.60 74.12 19.70 2 18.75 2 63
3,600 5 2.52 3 2.54 26.46 2.54 445.00 16.95 72.77 17.55 1 17.45 1 138
1,704 4 3.07 2 3.09 30.27 3.08 442.50 15.45 69.69 15.60 1 15.50 1 145
1,666 3 3.73 1 3.75 34.34 3.75 440.00 13.65 65.52 13.75 1 13.65 1 158
1,313 1 4.50 1 4.53 38.63 4.51 437.50 11.90 61.23 12.05 1 11.95 1 307
2,028 3 5.41 2 5.44 43.22 5.45 435.00 10.35 56.57 10.45 2 10.35 1 588
1,047 1 6.46 1 6.50 47.79 6.51 432.50 8.92 52.21 9 1 8.94 1 1,050
834 1 7.67 1 7.70 52.27 7.70 430.00 7.64 47.58 7.72 1 7.65 2 2,305
350 1 8.97 1 9.08 56.89 9.06 427.50 6.50 43.07 6.58 1 6.52 1 1,032
209 1 10.50 1 10.60 62.35 10.95 425.00 5.53 38.41 5.57 2 5.55 1 1,211
222 1 12.15 1 12.25 65.88 12.20 422.50 4.71 34.12 4.73 1 4.70 1 880
126 1 13.95 1 14 70.43 14.05 420.00 3.96 29.75 3.99 2 3.97 2 2,323
15 1 15.80 1 15.90 74.77 16.40 417.50 3.35 25.75 3.38 3 3.36 1 2,171
12 1 17.75 1 17.90 78.45 18.40 415.00 2.83 22.03 2.85 3 2.83 4 3,635
0 2 0.32 2 21.70 82.00 20.30 412.50 2.40 18.71 2.41 5 2.39 5 5,641
1 2 21.70 1 22.70 85.97 23 410.00 2.02 15.53 2.04 5 2.02 5 5,165
0 2 23.70 1 24.85 87.69 24.75 407.50 1.70 12.68 1.73 10 1.71 11 3,497

📌 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
201W8455 3 📈 Long
301W8415 1 📈 Long
301W8412 9 📈 Long
201W8450 7 📈 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 1.91 301W8415 1.96 2025_0728_0900_4989
201W8455 1.78 301W8412 1.71 2025_0728_0901_4989
201W8455 1.78 301W8412 1.75 2025_0728_0901_4989
201W8450 2.01 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.07 2025_0728_0905_4989
201W8450 2.01 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.09 2025_0728_0905_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 301W8415 -0.8 0.87 0.07
201W8455 301W8412 -0.67 0.69 0.02
201W8455 301W8412 -0.67 0.65 -0.02
201W8450 301W8412 -0.32 0.33 0.01
201W8450 301W8412 -0.31 0.33 0.02
201W8450 301W8412 -0.32 0.35 0.03
201W8450 301W8412 -0.33 0.35 0.02
201W8450 301W8412 -0.33 0.33 0.0
201W8450 301W8412 -0.33 0.33 0.0
201W8450 301W8412 -0.31 0.31 0.0
📘 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.



📊 (⏱️ 07-28 09:24) 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 431.5 430.25 436.1 429.75 58,500 431.53 0.04 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 431.9 436.95 430.9 163 433.34 1.45 2.89 3206.21 93

📌 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 430.25 431.53 0.04 1.32 -1.28 +1.28
📙 Next Month 431.9 433.34 1.45 2.89 -1.44 +1.44

📌 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: 25 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:24, total 25 points)
As of 07-28 09:24, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:24

📌 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 430.25, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 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
4,603 4 1.36 7 1.38 16.77 1.37 452.50 23.10 83.01 24 1 23.15 1 7
7,943 6 1.68 2 1.69 19.70 1.69 450.00 18.75 76.17 21.90 2 20.90 1 10
4,147 4 2.06 1 2.08 22.94 2.07 447.50 17.60 74.12 19.85 2 18.85 2 63
3,895 2 2.52 3 2.54 26.47 2.53 445.00 17.40 73.40 17.65 2 17.35 1 152
1,956 5 3.07 3 3.09 30.29 3.08 442.50 15.40 69.46 15.65 2 15.40 1 158
2,005 1 3.74 3 3.76 34.36 3.75 440.00 13.60 65.50 13.75 1 13.65 1 172
1,416 3 4.50 3 4.55 38.79 4.53 437.50 11.85 61.02 12 1 11.90 1 319
2,308 2 5.42 4 5.46 43.10 5.46 435.00 10.40 56.90 10.40 1 10.35 1 630
1,158 1 6.45 4 6.51 47.66 6.50 432.50 8.95 52.34 8.99 1 8.89 1 1,146
949 1 7.66 1 7.72 52.29 7.76 430.00 7.65 47.71 7.69 2 7.62 1 2,476
412 1 8.97 1 9.09 56.91 9.05 427.50 6.51 43.09 6.55 1 6.51 1 1,134
226 1 10.55 1 10.65 61.61 10.70 425.00 5.54 38.53 5.56 3 5.53 4 1,450
241 1 12.20 1 12.30 65.90 12.30 422.50 4.70 34.10 4.71 1 4.68 1 946
131 1 13.95 1 14.10 70.27 14.15 420.00 3.98 29.86 3.99 3 3.96 2 2,564
19 1 15.85 2 15.95 74.37 16 417.50 3.36 25.85 3.37 3 3.35 2 2,394
14 2 17.60 1 17.90 77.99 18 415.00 2.84 22.12 2.84 1 2.82 1 3,786
0 2 0.32 2 21.70 82.00 20.30 412.50 2.39 18.68 2.40 5 2.38 5 6,050
1 1 21.90 1 22.70 85.97 23 410.00 2.02 15.61 2.03 5 2.01 7 5,450
0 1 23.95 1 24.95 87.69 24.75 407.50 1.72 12.86 1.73 10 1.71 3 3,716

📌 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.

📦 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
201W8455 3 📈 Long
301W8415 1 📈 Long
301W8412 9 📈 Long
201W8450 7 📈 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 1.91 301W8415 1.96 2025_0728_0900_4989
201W8455 1.78 301W8412 1.71 2025_0728_0901_4989
201W8455 1.78 301W8412 1.75 2025_0728_0901_4989
201W8450 2.01 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.07 2025_0728_0905_4989
201W8450 2.01 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.09 2025_0728_0905_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 301W8415 -0.8 0.88 0.08
201W8455 301W8412 -0.67 0.68 0.01
201W8455 301W8412 -0.67 0.64 -0.03
201W8450 301W8412 -0.32 0.32 0.0
201W8450 301W8412 -0.31 0.32 0.01
201W8450 301W8412 -0.32 0.34 0.02
201W8450 301W8412 -0.33 0.34 0.01
201W8450 301W8412 -0.33 0.32 -0.01
201W8450 301W8412 -0.33 0.32 -0.01
201W8450 301W8412 -0.31 0.3 -0.01
📘 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.



📊 (⏱️ 07-28 09:31) 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 431.5 430.25 436.1 429.1 65,809 431.15 0.42 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 430.8 436.95 430.2 179 432.05 1.63 2.88 3206.21 93

📌 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 430.25 431.15 0.42 1.32 -0.9 +0.90
📙 Next Month 430.8 432.05 1.63 2.88 -1.25 +1.25

📌 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: 29 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:31, total 29 points)
As of 07-28 09:31, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:31

📌 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 430.25, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 Fast Market
5 09:10 09:25 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
6 09:11 09:26 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
8 09:16 09:31 Now: 9 signals / Last 3 windows total: 26 🔥 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
5,015 13 1.41 9 1.43 16.46 1.42 452.50 23.10 83.01 24.70 1 23.35 2 7
8,976 6 1.74 1 1.75 19.20 1.75 450.00 18.75 76.17 22.60 1 21.25 1 10
4,912 3 2.13 8 2.15 22.39 2.14 447.50 17.60 74.12 22.25 2 19.15 2 63
4,547 2 2.60 1 2.62 25.88 2.61 445.00 17.60 74.12 17.65 1 17.55 2 161
2,440 4 3.15 2 3.17 29.66 3.16 442.50 15.70 70.15 15.75 1 15.65 1 193
2,461 2 3.81 3 3.84 33.47 3.82 440.00 14 66.71 13.90 1 13.80 1 199
1,687 1 4.59 3 4.62 38.00 4.60 437.50 12.15 61.84 12.20 1 12.10 1 362
2,598 2 5.48 1 5.53 42.27 5.50 435.00 10.55 57.85 10.60 1 10.50 1 694
1,498 1 6.53 1 6.60 46.83 6.54 432.50 9.09 53.06 9.12 1 9.08 1 1,283
1,218 1 7.73 1 7.80 51.12 7.66 430.00 7.81 48.21 7.84 1 7.77 1 2,825
546 1 9.10 2 9.14 56.25 9.12 427.50 6.66 43.75 6.69 1 6.65 1 1,288
279 2 10.60 1 10.65 60.66 10.60 425.00 5.67 39.23 5.69 1 5.67 1 1,869
288 1 12.20 1 12.30 65.43 12.25 422.50 4.83 34.76 4.86 1 4.80 1 1,092
158 1 13.95 1 14.05 69.70 14 420.00 4.08 30.71 4.09 1 4.07 2 2,955
37 1 15.85 1 15.95 72.52 15.50 417.50 3.54 26.40 3.47 2 3.44 1 2,829
19 1 17.80 1 17.90 76.50 17.25 415.00 2.91 22.85 2.92 2 2.90 4 4,544
5 1 19.85 1 19.95 79.36 19.15 412.50 2.46 19.15 2.47 4 2.45 5 6,832
1 1 21.25 1 22.30 85.97 23 410.00 2.08 16.01 2.09 6 2.08 2 6,522
0 1 23.30 1 24.55 87.69 24.75 407.50 1.77 13.12 1.77 7 1.76 3 4,487

📌 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
201W8455 3 📈 Long
301W8415 1 📈 Long
301W8412 9 📈 Long
201W8450 7 📈 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 1.91 301W8415 1.96 2025_0728_0900_4989
201W8455 1.78 301W8412 1.71 2025_0728_0901_4989
201W8455 1.78 301W8412 1.75 2025_0728_0901_4989
201W8450 2.01 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.07 2025_0728_0905_4989
201W8450 2.01 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.09 2025_0728_0905_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 301W8415 -0.75 0.95 0.2
201W8455 301W8412 -0.62 0.75 0.13
201W8455 301W8412 -0.62 0.71 0.09
201W8450 301W8412 -0.26 0.39 0.13
201W8450 301W8412 -0.25 0.39 0.14
201W8450 301W8412 -0.26 0.41 0.15
201W8450 301W8412 -0.27 0.41 0.14
201W8450 301W8412 -0.27 0.39 0.12
201W8450 301W8412 -0.27 0.39 0.12
201W8450 301W8412 -0.25 0.37 0.12
📘 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.



📊 (⏱️ 07-28 09:35) 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 431.5 430.35 436.1 429.1 68,083 431.16 0.51 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 431.3 436.95 430.2 181 432.72 1.46 2.88 3206.21 93

📌 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 430.35 431.16 0.51 1.32 -0.81 +0.81
📙 Next Month 431.3 432.72 1.46 2.88 -1.42 +1.42

📌 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: 31 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:35, total 31 points)
As of 07-28 09:35, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:35

📌 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 430.35, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 Fast Market
5 09:10 09:25 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
6 09:11 09:26 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
8 09:16 09:31 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
9 09:17 09:32 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
10 09:20 09:35 Now: 9 signals / Last 3 windows total: 28 🔥 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
5,135 6 1.45 4 1.46 16.34 1.46 452.50 23.10 83.01 24.50 1 23.60 1 7
9,413 6 1.78 7 1.80 19.22 1.79 450.00 18.75 76.17 22.45 1 21.35 2 10
5,184 3 2.18 3 2.20 22.42 2.19 447.50 17.60 74.12 22.25 2 19.15 2 63
4,766 5 2.66 1 2.67 25.91 2.67 445.00 17.55 74.09 18.30 2 17.35 1 164
2,625 4 3.22 1 3.24 29.69 3.23 442.50 15.90 70.90 15.70 1 15.40 2 204
2,523 1 3.87 2 3.91 33.73 3.88 440.00 13.80 66.27 13.85 1 13.10 2 211
1,759 3 4.66 1 4.68 37.99 4.68 437.50 12.50 62.69 12.15 1 12.05 3 373
2,654 1 5.55 1 5.64 42.42 5.61 435.00 10.50 57.58 10.55 1 10.45 2 793
1,528 1 6.61 1 6.68 46.98 6.65 432.50 9.15 53.26 9.12 1 9.08 1 1,333
1,351 2 7.81 2 7.89 51.60 7.86 430.00 7.77 48.40 7.82 1 7.69 1 3,080
623 1 9.18 1 9.22 56.23 9.20 427.50 6.65 43.77 6.68 1 6.57 1 1,356
291 1 10.65 2 10.75 60.14 10.50 425.00 5.66 39.19 5.69 3 5.65 2 2,007
300 2 12.30 2 12.40 64.71 12.15 422.50 4.80 34.74 4.83 1 4.75 4 1,137
160 1 14.05 1 14.15 69.33 14.05 420.00 4.01 30.46 4.07 2 4 3 3,129
39 1 15.95 1 16 73.59 15.80 417.50 3.45 26.41 3.47 1 3.42 4 2,956
20 1 17.90 2 18.20 77.36 17.75 415.00 2.90 22.64 2.91 3 2.89 2 4,751
6 1 19.90 2 21.70 80.36 19.70 412.50 2.45 19.17 2.45 5 2.44 2 7,148
1 1 21.35 1 22.30 85.97 23 410.00 2.07 16.02 2.07 4 2.06 3 6,859
0 1 23.60 1 24.55 87.69 24.75 407.50 1.76 13.22 1.77 3 1.75 13 4,825

📌 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
201W8455 3 📈 Long
301W8415 1 📈 Long
301W8412 9 📈 Long
201W8450 7 📈 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 1.91 301W8415 1.96 2025_0728_0900_4989
201W8455 1.78 301W8412 1.71 2025_0728_0901_4989
201W8455 1.78 301W8412 1.75 2025_0728_0901_4989
201W8450 2.01 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.07 2025_0728_0905_4989
201W8450 2.01 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.05 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.02 301W8412 2.07 2025_0728_0905_4989
201W8450 2.0 301W8412 2.09 2025_0728_0905_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 301W8415 -0.72 0.94 0.22
201W8455 301W8412 -0.59 0.74 0.15
201W8455 301W8412 -0.59 0.7 0.11
201W8450 301W8412 -0.22 0.38 0.16
201W8450 301W8412 -0.21 0.38 0.17
201W8450 301W8412 -0.22 0.4 0.18
201W8450 301W8412 -0.23 0.4 0.17
201W8450 301W8412 -0.23 0.38 0.15
201W8450 301W8412 -0.23 0.38 0.15
201W8450 301W8412 -0.21 0.36 0.15
📘 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.



📊 (⏱️ 07-28 10:57) 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 431.5 430.35 436.1 429.1 110,038 430.99 0.68 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 431.0 436.95 430.2 223 432.55 1.33 2.88 3206.21 93

📌 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 430.35 430.99 0.68 1.32 -0.64 +0.64
📙 Next Month 431.0 432.55 1.33 2.88 -1.55 +1.55

📌 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: 47 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 10:57, total 47 points)
As of 07-28 10:57, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 10:57

📌 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 430.35, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 Fast Market
5 09:10 09:25 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
6 09:11 09:26 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
8 09:16 09:31 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
9 09:17 09:32 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
10 09:20 09:35 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
12 09:23 09:38 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
13 09:27 09:42 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
14 09:38 09:53 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market 📉
15 09:41 09:56 Now: 3 signals / Last 3 windows total: 13 ⚖️ Neutral Market
16 09:50 10:05 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
17 09:53 10:08 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
18 09:54 10:09 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
19 09:58 10:13 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
20 10:00 10:15 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
21 10:04 10:19 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
22 10:05 10:20 Now: 7 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:15 10:30 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
24 10:16 10:31 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
25 10:38 10:53 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
26 10:42 10:57 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
7,534 7 1.34 7 1.35 16.15 1.34 452.50 23.10 83.01 24.20 1 23.45 1 7
15,148 4 1.66 5 1.67 18.80 1.65 450.00 20.65 79.28 21.95 1 21.35 1 11
8,213 8 2.04 5 2.06 22.18 2.05 447.50 17.60 74.12 22.25 2 19.30 2 63
8,388 2 2.51 3 2.52 25.66 2.52 445.00 17.50 74.39 17.45 1 17.35 2 197
4,361 4 3.06 3 3.08 29.42 3.07 442.50 15.85 70.84 15.50 1 15.40 1 299
4,286 1 3.73 2 3.75 33.44 3.72 440.00 13.85 66.93 13.70 1 13.60 1 457
2,741 2 4.50 1 4.55 37.67 4.50 437.50 12 62.56 11.95 2 11.90 1 618
3,646 1 5.42 1 5.45 42.11 5.44 435.00 10.40 57.91 10.75 4 10.30 1 1,086
2,204 1 6.48 1 6.54 46.66 6.49 432.50 9.04 53.50 9.01 2 8.88 1 1,682
1,886 1 7.69 1 7.73 51.07 7.61 430.00 7.64 48.71 7.64 4 7.59 1 4,216
834 2 9.01 2 9.46 56.12 9.02 427.50 6.51 44.13 6.54 1 6.48 2 1,904
462 1 10.55 4 10.65 60.09 10.55 425.00 5.67 39.95 5.55 3 5.50 2 2,762
496 1 12.20 3 12.30 64.76 12.15 422.50 4.75 35.19 4.70 1 4.65 1 2,124
295 1 13.95 2 14.05 69.24 13.95 420.00 3.97 30.66 3.95 2 3.92 3 4,695
89 1 15.85 1 15.95 73.74 15.95 417.50 3.34 26.80 3.34 3 3.31 1 4,312
50 1 17.80 1 17.90 77.42 17.95 415.00 2.78 22.88 2.80 5 2.78 3 7,160
7 1 19.85 1 19.95 80.41 19.55 412.50 2.36 19.38 2.36 7 2.35 3 11,379
1 1 21.65 1 22.30 85.97 23 410.00 1.99 16.22 1.99 2 1.98 3 9,281
0 1 23.80 1 24.45 87.69 24.75 407.50 1.69 13.32 1.69 9 1.67 8 7,381

📌 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
301W8415 2 📉 Short
201W8445 2 📉 Short

📌 Unclosed Call-Put 1:1 Short Pairs

This table shows Call and Put options that were sold 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 Short Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8445 2.55 301W8415 2.74 2025_0728_1028_8949
201W8445 2.56 301W8415 2.7 2025_0728_1037_8949

🧮 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
201W8445 301W8415 0.03 -0.04 -0.01
201W8445 301W8415 0.04 -0.08 -0.04
📘 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.

💼 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_0728_0900_4989 📈 Entry (Long) 201W8455 1.19 1.91 -0.72
2025_0728_0900_4989 📈 Entry (Long) 301W8415 2.86 1.96 0.90
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.71 0.67
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.75 0.63
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.0 -0.19
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.02 -0.22
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.0 -0.20
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.05 0.34
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.37 2.05 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.09 0.29
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.



📊 (⏱️ 07-28 11:27) 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 431.5 430.35 436.1 428.7 124,543 431.01 0.66 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 430.75 436.95 429.7 257 432.03 1.6 2.88 3206.21 93

📌 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 430.35 431.01 0.66 1.32 -0.66 +0.66
📙 Next Month 430.75 432.03 1.6 2.88 -1.28 +1.28

📌 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: 53 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 11:27, total 53 points)
As of 07-28 11:27, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 11:27

📌 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 430.35, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 Fast Market
5 09:10 09:25 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
6 09:11 09:26 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
8 09:16 09:31 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
9 09:17 09:32 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
10 09:20 09:35 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
12 09:23 09:38 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
13 09:27 09:42 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
14 09:38 09:53 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market 📉
15 09:41 09:56 Now: 3 signals / Last 3 windows total: 13 ⚖️ Neutral Market
16 09:50 10:05 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
17 09:53 10:08 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
18 09:54 10:09 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
19 09:58 10:13 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
20 10:00 10:15 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
21 10:04 10:19 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
22 10:05 10:20 Now: 7 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:15 10:30 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
24 10:16 10:31 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
25 10:38 10:53 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
26 10:42 10:57 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
27 10:48 11:03 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
28 10:53 11:08 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
29 10:57 11:12 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 11:05 11:20 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
31 11:09 11:24 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 11:12 11:27 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
8,656 12 1.39 10 1.40 16.17 1.40 452.50 23.10 83.01 57.30 2 23.60 1 7
17,157 1 1.72 11 1.73 19.03 1.72 450.00 20.65 79.28 22.10 1 21.50 1 11
9,355 6 2.10 1 2.11 22.11 2.11 447.50 17.60 74.12 20.85 2 19.35 2 63
9,356 4 2.57 5 2.58 25.49 2.57 445.00 17.55 74.51 17.90 3 17.40 2 212
5,292 14 3.13 5 3.14 29.45 3.13 442.50 15.70 71.01 15.60 1 15.50 1 319
4,889 4 3.78 1 3.80 33.34 3.80 440.00 13.80 66.83 13.75 1 13.65 4 517
2,869 4 4.56 2 4.59 37.65 4.58 437.50 12.10 62.62 12.05 1 11.95 2 723
4,050 2 5.48 2 5.51 42.20 5.50 435.00 10.40 57.85 10.55 1 10.35 1 1,119
2,724 3 6.53 2 6.57 46.63 6.55 432.50 9 53.54 9.18 3 8.84 2 1,792
2,068 1 7.73 3 7.80 50.94 7.68 430.00 7.77 49.03 7.72 2 7.65 2 4,509
905 1 9.10 2 9.17 55.74 8.98 427.50 6.56 44.28 6.59 2 6.53 2 2,093
595 1 10.60 1 10.65 60.20 10.55 425.00 5.63 39.80 5.59 1 5.55 3 2,970
551 1 12.20 1 12.30 64.80 12.10 422.50 4.81 35.76 4.72 1 4.69 3 2,263
354 1 14 1 14.05 69.10 13.85 420.00 3.98 30.87 3.98 3 3.96 5 5,135
112 1 15.85 1 15.95 72.62 15.50 417.50 3.37 26.93 3.37 5 3.34 3 4,658
61 1 17.80 1 17.90 76.47 17.45 415.00 2.81 22.95 2.83 4 2.81 3 8,056
16 1 19.85 1 19.95 80.18 19.65 412.50 2.37 19.52 2.38 5 2.36 6 13,136
1 1 21.55 1 22.20 85.97 23 410.00 2 16.31 2.01 4 1.99 7 10,477
0 1 23.70 1 24.45 87.69 24.75 407.50 1.69 13.49 1.70 12 1.68 12 8,552

📌 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
301W8415 3 📉 Short
201W8445 3 📉 Short

📌 Unclosed Call-Put 1:1 Short Pairs

This table shows Call and Put options that were sold 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 Short Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8445 2.55 301W8415 2.74 2025_0728_1028_8949
201W8445 2.56 301W8415 2.7 2025_0728_1037_8949
201W8445 2.56 301W8415 2.72 2025_0728_1059_8949

🧮 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
201W8445 301W8415 -0.02 -0.07 -0.09
201W8445 301W8415 -0.01 -0.11 -0.12
201W8445 301W8415 -0.01 -0.09 -0.1
📘 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.

💼 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_0728_0900_4989 📈 Entry (Long) 201W8455 1.19 1.91 -0.72
2025_0728_0900_4989 📈 Entry (Long) 301W8415 2.86 1.96 0.90
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.71 0.67
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.75 0.63
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.0 -0.19
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.02 -0.22
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.0 -0.20
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.05 0.34
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.37 2.05 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.09 0.29
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.



📊 (⏱️ 07-28 12:01) 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 431.5 430.3 436.1 428.7 134,689 431.27 0.35 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 431.45 436.95 429.7 305 432.84 1.5 2.89 3206.21 93

📌 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 430.3 431.27 0.35 1.32 -0.97 +0.97
📙 Next Month 431.45 432.84 1.5 2.89 -1.39 +1.39

📌 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 ~ 12:01, total 55 points)
As of 07-28 12:01, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 12:01

📌 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 430.3, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 Fast Market
5 09:10 09:25 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
6 09:11 09:26 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
8 09:16 09:31 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
9 09:17 09:32 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
10 09:20 09:35 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
12 09:23 09:38 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
13 09:27 09:42 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
14 09:38 09:53 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market 📉
15 09:41 09:56 Now: 3 signals / Last 3 windows total: 13 ⚖️ Neutral Market
16 09:50 10:05 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
17 09:53 10:08 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
18 09:54 10:09 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
19 09:58 10:13 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
20 10:00 10:15 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
21 10:04 10:19 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
22 10:05 10:20 Now: 7 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:15 10:30 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
24 10:16 10:31 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
25 10:38 10:53 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
26 10:42 10:57 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
27 10:48 11:03 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
28 10:53 11:08 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
29 10:57 11:12 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 11:05 11:20 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
31 11:09 11:24 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 11:12 11:27 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
33 11:16 11:31 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
34 11:46 12:01 Now: 1 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
9,357 24 1.37 10 1.39 16.43 1.38 452.50 23.10 83.01 57.30 2 23.30 1 7
18,832 15 1.70 8 1.71 19.44 1.71 450.00 20.65 79.28 21.75 1 21.10 1 11
10,046 6 2.08 5 2.10 22.57 2.09 447.50 17.60 74.12 19.60 2 19 2 63
10,154 9 2.55 10 2.57 26.12 2.58 445.00 17.35 74.12 17.55 2 16.95 2 224
6,046 3 3.11 11 3.13 29.87 3.12 442.50 15.20 69.89 15.55 1 15.45 1 375
5,242 1 3.77 1 3.81 33.87 3.80 440.00 13.65 66.08 13.70 1 13.65 1 641
3,029 1 4.55 2 4.59 38.47 4.68 437.50 11.70 61.53 12 1 11.95 1 818
4,363 1 5.47 1 5.52 42.57 5.50 435.00 10.30 57.34 10.45 3 10.35 1 1,126
2,884 2 6.52 2 6.56 47.18 6.59 432.50 8.91 52.87 8.98 1 8.90 2 1,845
2,210 1 7.73 2 7.80 51.75 7.77 430.00 7.58 48.12 7.67 1 7.62 4 4,665
961 1 9.10 7 9.20 56.60 9.30 427.50 6.37 43.12 6.58 2 6.49 4 2,233
621 1 10.60 1 10.65 61.06 10.65 425.00 5.55 39.00 5.58 1 5.54 4 3,199
589 1 12.25 1 12.30 65.69 12.55 422.50 4.67 34.45 4.72 3 4.68 4 2,421
399 1 14 1 14.10 69.99 14.30 420.00 3.92 30.22 3.98 2 3.96 3 5,523
126 1 15.85 1 15.95 73.78 16.10 417.50 3.32 26.19 3.36 1 3.34 4 4,930
84 1 17.85 1 17.90 77.60 18.20 415.00 2.81 22.53 2.83 6 2.81 9 8,577
16 1 19.90 1 20 80.18 19.65 412.50 2.36 19.01 2.38 2 2.37 10 13,881
1 1 21.95 1 22.50 85.97 23 410.00 2 15.93 2.01 3 2 7 11,101
0 1 24.05 1 24.80 87.69 24.75 407.50 1.68 13.08 1.71 16 1.69 15 9,042

📌 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
301W8415 3 📉 Short
201W8445 3 📉 Short

📌 Unclosed Call-Put 1:1 Short Pairs

This table shows Call and Put options that were sold 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 Short Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8445 2.55 301W8415 2.74 2025_0728_1028_8949
201W8445 2.56 301W8415 2.7 2025_0728_1037_8949
201W8445 2.56 301W8415 2.72 2025_0728_1059_8949

🧮 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
201W8445 301W8415 -0.03 -0.07 -0.1
201W8445 301W8415 -0.02 -0.11 -0.13
201W8445 301W8415 -0.02 -0.09 -0.11
📘 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.

💼 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_0728_0900_4989 📈 Entry (Long) 201W8455 1.19 1.91 -0.72
2025_0728_0900_4989 📈 Entry (Long) 301W8415 2.86 1.96 0.90
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.71 0.67
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.75 0.63
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.0 -0.19
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.02 -0.22
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.0 -0.20
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.05 0.34
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.37 2.05 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.09 0.29
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.



📊 (⏱️ 07-28 12:47) 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 431.5 430.3 436.1 428.7 145,191 431.19 0.43 1.32 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 431.75 436.95 429.7 313 432.8 1.83 2.88 3206.21 93

📌 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 430.3 431.19 0.43 1.32 -0.89 +0.89
📙 Next Month 431.75 432.8 1.83 2.88 -1.05 +1.05

📌 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: 57 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 12:47, total 57 points)
As of 07-28 12:47, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 12:47

📌 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 430.3, 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 Fast Market
5 09:10 09:25 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
6 09:11 09:26 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
8 09:16 09:31 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
9 09:17 09:32 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
10 09:20 09:35 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
12 09:23 09:38 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
13 09:27 09:42 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
14 09:38 09:53 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market 📉
15 09:41 09:56 Now: 3 signals / Last 3 windows total: 13 ⚖️ Neutral Market
16 09:50 10:05 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
17 09:53 10:08 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
18 09:54 10:09 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
19 09:58 10:13 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
20 10:00 10:15 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
21 10:04 10:19 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
22 10:05 10:20 Now: 7 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:15 10:30 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
24 10:16 10:31 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
25 10:38 10:53 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
26 10:42 10:57 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
27 10:48 11:03 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
28 10:53 11:08 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
29 10:57 11:12 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 11:05 11:20 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
31 11:09 11:24 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 11:12 11:27 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
33 11:16 11:31 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
34 11:46 12:01 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
35 12:23 12:38 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
36 12:32 12:47 Now: 2 signals / Last 3 windows total: 4 🧊 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
10,120 16 1.39 18 1.41 16.43 1.40 452.50 23.10 83.01 57.30 2 23.50 1 7
20,634 64 1.72 3 1.73 19.16 1.73 450.00 20.65 79.28 21.90 1 21.30 1 11
10,861 16 2.11 3 2.12 22.35 2.12 447.50 17.60 74.12 19.75 2 19.20 2 63
11,115 6 2.58 4 2.59 26.03 2.59 445.00 17.15 73.88 17.60 2 17.20 2 240
6,703 1 3.14 2 3.16 29.63 3.15 442.50 15.45 70.26 15.65 2 15.30 2 397
5,521 1 3.81 2 3.83 33.63 3.83 440.00 13.65 66.13 13.75 2 13.65 1 736
3,145 5 4.58 1 4.63 37.83 4.62 437.50 12 61.87 12.05 2 11.95 1 972
4,512 1 5.51 1 5.55 42.31 5.54 435.00 10.25 57.16 10.60 3 10.40 3 1,145
3,066 3 6.55 2 6.60 46.94 6.62 432.50 8.90 53.04 9 1 8.95 3 1,949
2,320 2 7.76 1 7.84 51.49 7.80 430.00 7.66 48.43 7.73 2 7.67 2 4,935
1,011 1 9.13 2 9.26 56.20 9.20 427.50 6.46 43.67 6.59 2 6.53 2 2,326
679 2 10.60 1 10.70 60.97 10.65 425.00 5.54 39.05 5.60 1 5.56 4 3,350
659 3 12.25 1 12.35 65.38 12.30 422.50 4.71 34.62 4.74 2 4.71 4 2,560
501 1 14 1 14.10 69.51 14.05 420.00 3.97 30.33 4 2 3.98 3 5,781
154 1 15.90 1 15.95 73.92 16.25 417.50 3.35 26.31 3.38 2 3.35 4 5,179
136 1 17.85 1 17.95 77.33 17.95 415.00 2.83 22.61 2.84 2 2.83 3 9,412
26 1 19.90 1 20 80.86 19.95 412.50 2.39 19.10 2.40 4 2.38 20 15,218
1 1 21.85 1 22.40 85.97 23 410.00 2.01 16.07 2.02 4 2.01 1 12,576
0 1 24 1 24.60 87.69 24.75 407.50 1.70 13.24 1.71 22 1.69 16 9,684

📌 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
301W8415 3 📉 Short
201W8445 3 📉 Short

📌 Unclosed Call-Put 1:1 Short Pairs

This table shows Call and Put options that were sold 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 Short Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8445 2.55 301W8415 2.74 2025_0728_1028_8949
201W8445 2.56 301W8415 2.7 2025_0728_1037_8949
201W8445 2.56 301W8415 2.72 2025_0728_1059_8949

🧮 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
201W8445 301W8415 -0.04 -0.09 -0.13
201W8445 301W8415 -0.03 -0.13 -0.16
201W8445 301W8415 -0.03 -0.11 -0.14
📘 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.

💼 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_0728_0900_4989 📈 Entry (Long) 201W8455 1.19 1.91 -0.72
2025_0728_0900_4989 📈 Entry (Long) 301W8415 2.86 1.96 0.90
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.71 0.67
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.75 0.63
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.0 -0.19
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.02 -0.22
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.0 -0.20
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.05 0.34
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.37 2.05 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.09 0.29
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.



🧮 (⏱️ 07-28 13:51) 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
22,133 11 1.33 13 1.34 15.86 1.33 455.00 25.40 85.25 24.70 1 23.95 1 0
12,692 6 1.64 13 1.65 18.78 1.64 452.50 23.10 83.01 57.30 2 21.60 1 7
24,670 15 2.01 13 2.03 21.92 2.02 450.00 20.65 79.28 20.65 2 19.60 2 11
13,106 7 2.46 5 2.48 25.34 2.47 447.50 18.10 75.12 18.15 2 17.45 2 64
13,858 4 3.01 10 3.03 29.39 3.02 445.00 15.85 71.09 16.20 2 15.60 2 275
7,574 4 3.65 1 3.67 33.25 3.65 442.50 13.95 66.93 13.95 2 13.85 1 463
6,856 4 4.41 1 4.44 37.24 4.42 440.00 12.20 62.53 12.20 1 12.15 1 873
3,575 3 5.29 1 5.32 41.97 5.30 437.50 10.65 58.83 10.60 3 10.55 1 1,139
5,038 1 6.33 2 6.36 46.38 6.32 435.00 9.10 53.80 9.15 1 9.08 1 1,385
3,331 2 7.50 1 7.55 50.78 7.49 432.50 7.80 49.34 7.81 2 7.72 2 2,144
2,630 1 8.83 1 8.88 55.09 8.80 430.00 6.61 44.26 6.64 1 6.60 4 5,443
1,089 1 10.30 1 10.40 59.43 10.05 427.50 5.63 40.15 5.64 2 5.60 1 2,704
792 2 11.90 3 12 64.71 11.95 425.00 4.75 35.40 4.76 2 4.72 2 3,862
758 2 13.65 3 13.75 68.26 13.60 422.50 3.98 31.32 4 1 3.95 1 2,951
575 2 15.50 2 15.60 72.51 15.50 420.00 3.34 26.95 3.35 1 3.33 1 6,862
192 1 17.45 1 17.55 75.76 17.20 417.50 2.80 23.42 2.81 2 2.78 6 5,800
169 2 19.50 2 19.60 79.48 19.20 415.00 2.34 19.73 2.34 2 2.32 2 10,810
37 1 21.15 1 21.90 80.60 19.85 412.50 1.96 16.55 1.96 5 1.95 3 17,193
2 1 23.35 1 24.10 85.52 23.50 410.00 1.64 13.62 1.64 1 1.63 11 14,659

📌 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.


❌ System Error Detected: Unrecognized market_mode

The value of market_mode is outside the expected range. Detected value:
2
Please verify whether the market_mode is set correctly. This may have disrupted the normal flow of your trading strategy.



📘 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 431.5 432.65 436.1 428.7 212,852 434.7 0.72 1.33 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 434.3 436.95 429.7 378 435.65 1.56 2.91 3206.21 93

📌 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 432.65 434.7 0.72 1.33 -2.05 +0.61
📙 Next Month 434.3 435.65 1.56 2.91 -1.35 +1.35

📌 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: 68 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 15:34, total 68 points)
As of 07-28 15:34, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 15:34

📌 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 Fast Market
5 09:10 09:25 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
6 09:11 09:26 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
8 09:16 09:31 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
9 09:17 09:32 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
10 09:20 09:35 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
12 09:23 09:38 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
13 09:27 09:42 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
14 09:38 09:53 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market 📉
15 09:41 09:56 Now: 3 signals / Last 3 windows total: 13 ⚖️ Neutral Market
16 09:50 10:05 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
17 09:53 10:08 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
18 09:54 10:09 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
19 09:58 10:13 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
20 10:00 10:15 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
21 10:04 10:19 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
22 10:05 10:20 Now: 7 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:15 10:30 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
24 10:16 10:31 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
25 10:38 10:53 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
26 10:42 10:57 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
27 10:48 11:03 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
28 10:53 11:08 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
29 10:57 11:12 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 11:05 11:20 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
31 11:09 11:24 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 11:12 11:27 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
33 11:16 11:31 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
34 11:46 12:01 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
35 12:23 12:38 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
36 12:32 12:47 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
37 12:49 13:04 Now: 1 signals / Last 3 windows total: 4 🧊 Slow Market
38 12:53 13:08 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
39 13:04 13:19 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
40 13:06 13:21 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
41 13:10 13:25 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
42 13:18 13:33 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
43 13:26 13:41 Now: 2 signals / Last 3 windows total: 9 🧊 Slow Market
44 13:34 13:49 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
45 13:37 13:52 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
46 14:05 14:20 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
47 15:19 15:34 Now: 1 signals / Last 3 windows total: 5 🧊 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
25,805 3 1.45 4 1.46 17.69 1.45 455.00 25.40 85.25 24.30 1 23.45 1 0
16,235 1 1.77 12 1.79 20.70 1.78 452.50 23.10 83.01 57.30 12 21.50 1 7
29,661 6 2.17 5 2.18 24.01 2.18 450.00 19.65 75.99 20.65 2 19.30 2 15
17,767 8 2.62 5 2.65 27.61 2.65 447.50 17.35 73.87 18.10 2 17.40 2 65
16,249 3 3.18 4 3.20 31.48 3.20 445.00 15.50 69.55 16.05 2 15.45 2 277
8,644 1 3.82 2 3.96 35.59 3.85 442.50 13.50 65.49 14.25 2 13.70 2 550
7,904 1 4.60 2 4.68 39.89 4.62 440.00 12.20 60.11 12.30 2 12.20 2 1,080
4,304 1 5.47 4 5.64 44.35 5.51 437.50 10.50 55.65 10.70 3 10.60 2 1,376
5,937 5 6.53 8 6.72 48.91 6.56 435.00 9.12 51.09 9.21 2 9.16 2 1,747
3,686 2 7.04 3 8.05 53.50 7.80 432.50 7.88 46.50 7.97 2 7.80 3 2,403
3,009 3 8.05 6 9.33 58.08 9.11 430.00 6.66 41.92 6.75 2 6.63 4 5,750
1,152 2 10.50 2 10.95 62.58 10.60 427.50 5.70 37.42 5.74 5 5.40 2 3,054
998 2 12.10 2 12.20 66.93 12.25 425.00 4.81 33.07 4.89 1 4.78 2 4,279
894 2 13.85 2 13.95 71.09 13.95 422.50 4.09 28.91 4.14 1 4.05 5 3,423
677 1 15.75 2 15.80 75.01 15.85 420.00 3.45 24.99 3.46 4 3.41 5 7,767
214 2 17.65 2 17.75 78.65 17.85 417.50 2.87 21.35 2.94 1 2.87 2 6,578
184 2 19.65 1 19.80 80.65 19.85 415.00 2.42 18.02 2.48 1 2.40 6 12,228
37 1 21.65 1 22.30 80.60 19.85 412.50 2.07 15.02 2.06 2 2.02 10 18,561
11 1 23.85 1 24.45 87.64 24.30 410.00 1.79 12.36 1.74 2 1.70 10 16,279

📌 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.

📬 Completed Option Positions (State: 9)

This table shows option orders that were fully executed, where the State value is 9.
It includes details such as order ID, position type (Buy/Sell), and timestamps for transmission, acceptance, and execution,
making it useful for order flow analysis and backtesting.

📬 List of Completed Option Orders
Code Position Sent Time Accepted Time Filled Time Order ID
301W8415 📈 Long 15:20:04.419 15:20:04.638 15:20:04.764 2025_0728_1421_8949
201W8450 📈 Long 15:20:03.919 15:20:04.216 15:20:04.247 2025_0728_1421_8949
ℹ️ Explanation
  • Position is marked as 📈 Long or 📉 Short for easy understanding.
  • Time columns follow the flow of Sent → Accepted → Filled to track the full order process.
  • Order ID is a unique identifier for each transaction, used in strategy validation and audit trails.

📌 Unclosed Call-Put 1:1 Short Pairs

This table shows Call and Put options that were sold 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 Short Positions
Call Option Entry Price Put Option Entry Price Order ID
201W8450 2.13 301W8415 2.27 2025_0728_1421_8949

🧮 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
201W8450 301W8415 -0.11 -0.07 -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.

💼 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_0728_0900_4989 📈 Entry (Long) 201W8455 1.19 1.91 -0.72
2025_0728_0900_4989 📈 Entry (Long) 301W8415 2.86 1.96 0.90
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.71 0.67
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.75 0.63
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.0 -0.19
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.02 -0.22
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.0 -0.20
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.05 0.34
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.37 2.05 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.09 0.29
2025_0728_1028_8949 📉 Entry (Short) 201W8445 2.55 3.03 -0.48
2025_0728_1028_8949 📉 Entry (Short) 301W8415 2.74 2.34 0.40
2025_0728_1037_8949 📉 Entry (Short) 201W8445 2.56 3.02 -0.46
2025_0728_1037_8949 📉 Entry (Short) 301W8415 2.7 2.34 0.36
2025_0728_1059_8949 📉 Entry (Short) 201W8445 2.56 3.03 -0.47
2025_0728_1059_8949 📉 Entry (Short) 301W8415 2.72 2.34 0.38
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.



📈 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 431.5 432.65 436.1 428.7 215,300 434.7 0.72 1.33 3198.42 33
📙 Next Month 101WC000 F 202512 432.7 433.6 436.95 429.7 379 436.29 0.23 2.92 3206.21 93

📌 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 432.65 434.7 0.72 1.33 -2.05 +0.61
📙 Next Month 433.6 436.29 0.23 2.92 -2.69 +2.69

📌 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: 68 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 15:34, total 68 points)
As of 07-28 16:00, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 15:34

📌 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 09:02 09:17 Now: 12 signals / Last 1 windows total: 12 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 12 signals / Last 2 windows total: 24 (Insufficient Data) ⚖️ Neutral Market
2 09:05 09:20 Now: 11 signals / Last 3 windows total: 35 🔥 Fast Market
3 09:06 09:21 Now: 11 signals / Last 3 windows total: 34 🔥 Fast Market
4 09:09 09:24 Now: 9 signals / Last 3 windows total: 31 🔥 Fast Market
5 09:10 09:25 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
6 09:11 09:26 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
8 09:16 09:31 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
9 09:17 09:32 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
10 09:20 09:35 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
12 09:23 09:38 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
13 09:27 09:42 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
14 09:38 09:53 Now: 3 signals / Last 3 windows total: 19 ⚖️ Neutral Market 📉
15 09:41 09:56 Now: 3 signals / Last 3 windows total: 13 ⚖️ Neutral Market
16 09:50 10:05 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
17 09:53 10:08 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
18 09:54 10:09 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
19 09:58 10:13 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
20 10:00 10:15 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
21 10:04 10:19 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
22 10:05 10:20 Now: 7 signals / Last 3 windows total: 18 ⚖️ Neutral Market
23 10:15 10:30 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
24 10:16 10:31 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
25 10:38 10:53 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
26 10:42 10:57 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
27 10:48 11:03 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
28 10:53 11:08 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
29 10:57 11:12 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 11:05 11:20 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
31 11:09 11:24 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 11:12 11:27 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
33 11:16 11:31 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
34 11:46 12:01 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
35 12:23 12:38 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
36 12:32 12:47 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
37 12:49 13:04 Now: 1 signals / Last 3 windows total: 4 🧊 Slow Market
38 12:53 13:08 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
39 13:04 13:19 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
40 13:06 13:21 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
41 13:10 13:25 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
42 13:18 13:33 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
43 13:26 13:41 Now: 2 signals / Last 3 windows total: 9 🧊 Slow Market
44 13:34 13:49 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
45 13:37 13:52 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
46 14:05 14:20 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
47 15:19 15:34 Now: 1 signals / Last 3 windows total: 5 🧊 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
25,943 35 1.41 14 1.45 17.69 1.41 455.00 25.40 85.25 24.95 2 1.76 1 0
16,376 4 1.75 12 1.76 20.70 1.76 452.50 23.10 83.01 57.30 2 20.80 2 7
29,782 11 2.13 1 2.18 24.01 2.13 450.00 19.65 75.99 20.65 2 2.02 2 15
17,834 3 2.55 2 2.62 27.61 2.60 447.50 17.35 73.87 18.60 2 16.75 2 65
16,346 1 3.16 31 3.18 31.48 3.18 445.00 15.50 69.55 16.75 2 13.50 2 277
8,713 7 3.78 2 3.87 35.59 3.78 442.50 13.50 65.49 14.70 2 13.50 1 550
7,943 1 4.55 16 4.60 39.89 4.60 440.00 12.15 60.11 13.80 2 10.80 2 1,087
4,318 1 5.47 1 5.48 44.35 5.48 437.50 10.55 55.65 11.80 2 8.62 2 1,380
5,955 1 6.52 2 6.53 48.91 6.53 435.00 9.21 51.09 9.21 2 9.20 1 1,757
3,697 2 7.57 9 7.71 53.50 7.71 432.50 7.89 46.50 7.89 2 7.52 1 2,415
3,015 1 9.05 1 9.09 58.08 9.09 430.00 6.75 41.92 6.76 1 6.56 1 5,759
1,152 2 9.45 1 11.50 62.58 10.60 427.50 5.73 37.42 5.81 1 5.72 2 3,056
1,004 1 11.95 1 12.25 66.93 12.25 425.00 4.98 33.07 4.98 5 4.90 1 4,302
905 2 12.95 2 15.40 71.09 14 422.50 4.10 28.91 4.17 1 4.09 1 3,431
684 2 14.30 2 22.90 75.01 15.80 420.00 3.44 24.99 3.44 2 3.43 1 7,779
219 2 16.70 2 50 78.65 17.85 417.50 2.90 21.35 2.90 6 2.75 1 6,597
186 2 18.65 2 22.95 81.98 19.85 415.00 2.43 18.02 2.45 1 2.43 5 12,278
37 2 21 2 54.60 80.60 19.85 412.50 2.08 15.02 2.08 10 2.04 1 18,582
11 2 23.20 2 25.10 87.64 24.30 410.00 1.70 12.36 1.73 1 1.70 15 16,316

📌 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_0728_0900_4989 📈 Entry (Long) 201W8455 1.19 1.91 -0.72
2025_0728_0900_4989 📈 Entry (Long) 301W8415 2.86 1.96 0.90
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 201W8455 1.2 1.78 -0.58
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.71 0.67
2025_0728_0901_4989 📈 Entry (Long) 301W8412 2.38 1.75 0.63
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.0 -0.19
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.01 -0.20
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.81 2.02 -0.21
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.02 -0.22
2025_0728_0905_4989 📈 Entry (Long) 201W8450 1.8 2.0 -0.20
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.05 0.34
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.37 2.05 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.07 0.31
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.39 2.07 0.32
2025_0728_0905_4989 📈 Entry (Long) 301W8412 2.38 2.09 0.29
2025_0728_1028_8949 📉 Entry (Short) 201W8445 2.55 3.03 -0.48
2025_0728_1028_8949 📉 Entry (Short) 301W8415 2.74 2.34 0.40
2025_0728_1037_8949 📉 Entry (Short) 201W8445 2.56 3.02 -0.46
2025_0728_1037_8949 📉 Entry (Short) 301W8415 2.7 2.34 0.36
2025_0728_1059_8949 📉 Entry (Short) 201W8445 2.56 3.03 -0.47
2025_0728_1059_8949 📉 Entry (Short) 301W8415 2.72 2.34 0.38
2025_0728_1421_8949 📉 Entry (Short) 201W8450 2.13 2.25 -0.12
2025_0728_1421_8949 📉 Entry (Short) 301W8415 2.27 2.35 -0.08
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_0728_0900_4989 📈 Entry (Long) 201W8455 -446 -716 -1,162 -180,000
2025_0728_0900_4989 📈 Entry (Long) 301W8415 -1,129 -735 -1,864 225,000
2025_0728_0901_4989 📈 Entry (Long) 201W8455 -450 -667 -1,117 -145,000
2025_0728_0901_4989 📈 Entry (Long) 201W8455 -450 -667 -1,117 -145,000
2025_0728_0901_4989 📈 Entry (Long) 301W8412 -892 -641 -1,533 167,500
2025_0728_0901_4989 📈 Entry (Long) 301W8412 -892 -656 -1,548 157,500
2025_0728_0905_4989 📈 Entry (Long) 201W8450 -678 -753 -1,431 -50,000
2025_0728_0905_4989 📈 Entry (Long) 201W8450 -678 -750 -1,428 -47,500
2025_0728_0905_4989 📈 Entry (Long) 201W8450 -678 -753 -1,431 -50,000
2025_0728_0905_4989 📈 Entry (Long) 201W8450 -678 -757 -1,435 -52,500
2025_0728_0905_4989 📈 Entry (Long) 201W8450 -678 -757 -1,435 -52,500
2025_0728_0905_4989 📈 Entry (Long) 201W8450 -675 -757 -1,432 -55,000
2025_0728_0905_4989 📈 Entry (Long) 201W8450 -675 -750 -1,425 -50,000
2025_0728_0905_4989 📈 Entry (Long) 301W8412 -892 -776 -1,668 77,500
2025_0728_0905_4989 📈 Entry (Long) 301W8412 -896 -776 -1,672 80,000
2025_0728_0905_4989 📈 Entry (Long) 301W8412 -896 -768 -1,664 85,000
2025_0728_0905_4989 📈 Entry (Long) 301W8412 -888 -768 -1,656 80,000
2025_0728_0905_4989 📈 Entry (Long) 301W8412 -892 -776 -1,668 77,500
2025_0728_0905_4989 📈 Entry (Long) 301W8412 -896 -776 -1,672 80,000
2025_0728_0905_4989 📈 Entry (Long) 301W8412 -892 -783 -1,675 72,500
2025_0728_1028_8949 📉 Entry (Short) 201W8445 -1,015 -1,191 -2,206 -120,000
2025_0728_1028_8949 📉 Entry (Short) 301W8415 -1,084 -877 -1,961 100,000
2025_0728_1037_8949 📉 Entry (Short) 201W8445 -1,018 -1,187 -2,205 -115,000
2025_0728_1037_8949 📉 Entry (Short) 301W8415 -1,070 -877 -1,947 90,000
2025_0728_1059_8949 📉 Entry (Short) 201W8445 -1,018 -1,191 -2,209 -117,500
2025_0728_1059_8949 📉 Entry (Short) 301W8415 -1,077 -877 -1,954 95,000
2025_0728_1421_8949 📉 Entry (Short) 201W8450 -798 -843 -1,641 -30,000
2025_0728_1421_8949 📉 Entry (Short) 301W8415 -851 -881 -1,732 -20,000
Total -45,888 157,500
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)
157,500 -45,888 ✅ 111,612
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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