2025-06-30 Derivatives Futures and Options Insights


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

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

⏱️ Opening Time: 06-30 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.



🧮 (⏱️ 06-30 09:01) Delta-Based Center Strike Identification Algorithm

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

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

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

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

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
0 15 0.88 2 0.89 7.86 0.77 437.50 23.45 92.14 0 0 0 0 0
4,204 9 1.13 2 1.14 12.78 1.13 435.00 21.05 89.83 20.95 1 20 1 0
2,950 1 1.44 8 1.45 15.96 1.44 432.50 20.80 87.04 18.95 3 18 2 0
3,556 6 1.83 6 1.85 19.72 1.84 430.00 16.05 83.73 16.85 2 15.90 2 1
2,283 4 2.31 6 2.33 24.20 2.32 427.50 17.45 79.91 14.85 2 13.85 2 0
2,418 1 2.91 2 2.93 28.77 2.91 425.00 12.45 71.13 12.70 4 12 2 50
1,726 3 3.60 1 3.62 33.98 3.61 422.50 10.15 70.71 10.80 4 10.25 4 6
2,177 2 4.45 3 4.50 39.54 4.47 420.00 9.02 60.46 9.03 2 8.92 5 153
697 1 5.51 2 5.54 45.58 5.52 417.50 7.51 54.37 7.54 1 7.47 3 152
726 1 6.68 1 6.76 51.33 6.69 415.00 6.28 48.55 6.24 3 6.19 1 739
254 3 8.02 6 8.40 57.42 8.01 412.50 5.14 42.58 5.11 2 5.06 3 757
217 1 9.55 2 9.80 64.11 9.71 410.00 4.13 36.61 4.14 3 4.11 1 922
5 4 11.05 3 11.75 68.83 11.25 407.50 3.33 31.05 3.34 3 3.31 2 575
43 4 12.80 2 13.60 69.48 13.50 405.00 2.67 25.85 2.68 7 2.65 6 1,761
16 3 14.95 2 15.55 79.77 15.20 402.50 2.14 21.31 2.15 4 2.13 5 2,074
43 3 17 2 17.60 79.36 17.85 400.00 1.71 16.91 1.71 5 1.70 12 3,361
1 4 18.85 2 19.75 83.53 18.50 397.50 1.37 13.27 1.38 9 1.36 17 1,938
6 2 21 3 22.10 87.13 22.25 395.00 1.11 10.25 1.11 13 1.10 7 2,944
1 1 23.55 4 24.45 90.16 23.20 392.50 0.90 7.70 0.91 26 0.89 34 2,200

📌 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.



📊 (⏱️ 06-30 09:02) 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 413.25 415.75 416.9 413.25 17,778 416.6 1.22 2.07 3061.35 53
📙 Next Month 101WC000 F 202512 414.15 417.65 417.65 414.15 38 416.3 4.93 3.58 3069.49 113

📌 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 415.75 416.6 1.22 2.07 -0.85 +0.85
📙 Next Month 417.65 416.3 4.93 3.58 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: 11 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:02, total 11 points)
As of 06-30 09:02, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:02

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.75, and the threshold movement size is 0.1%.

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

📊 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
2,714 32 0.84 32 0.86 9.40 0.84 437.50 23.45 92.14 23.80 3 22.55 1 0
4,324 24 1.08 23 1.10 12.03 1.09 435.00 21.05 89.83 21.30 1 20.30 1 0
3,010 16 1.38 8 1.40 15.15 1.37 432.50 20.80 87.04 18.95 2 18.30 2 0
3,671 6 1.76 8 1.78 18.80 1.77 430.00 16.05 83.73 16.85 2 16.10 3 1
2,425 3 2.23 4 2.25 22.96 2.24 427.50 17.45 79.91 14.85 2 14.15 3 0
2,455 5 2.80 2 2.83 27.63 2.82 425.00 12.75 71.88 12.90 4 12.20 2 51
1,816 1 3.51 1 3.53 32.75 3.52 422.50 10.75 66.31 11.10 3 10.45 3 10
2,233 2 4.33 2 4.37 38.25 4.36 420.00 9.20 61.33 9.24 2 9.20 2 211
789 2 5.33 2 5.38 44.04 5.37 417.50 7.78 55.96 7.76 4 7.70 1 204
736 2 6.47 1 6.58 49.99 6.45 415.00 6.42 49.48 6.43 1 6.36 3 767
271 3 7.77 4 7.94 56.50 7.86 412.50 5.31 44.03 5.28 3 5.23 1 773
217 4 9.28 1 9.53 64.11 9.71 410.00 4.26 38.14 4.29 3 4.25 1 975
5 4 10.90 3 11.55 68.83 11.25 407.50 3.44 32.48 3.46 3 3.43 71 612
43 3 12.70 2 13.30 69.48 13.50 405.00 2.76 27.17 2.76 1 2.75 2 1,855
16 3 14.50 2 15.25 79.77 15.20 402.50 2.21 21.98 2.22 4 2.20 2 2,147
43 3 16.60 3 17.30 79.36 17.85 400.00 1.77 17.67 1.78 6 1.76 35 3,528
1 3 18.65 2 19.45 83.53 18.50 397.50 1.42 14.15 1.43 4 1.41 8 1,975
6 1 20.65 3 21.75 87.13 22.25 395.00 1.15 10.92 1.15 3 1.14 25 3,035
1 1 23.05 3 24.05 90.16 23.20 392.50 0.94 8.24 0.94 14 0.93 20 2,244

📌 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
301W7395 📉 Short 09:01:47.572 09:01:47.791 09:01:48.994 0856_0900_0901_8949
201W7435 📉 Short 09:01:46.572 09:01:47.197 09:01:47.229 0856_0900_0901_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.

📦 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
201W7435 2 📉 Short
301W7395 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
201W7435 1.11 301W7395 1.12 0856_0900_0901_8949
201W7435 1.11 301W7395 1.12 0856_0900_0901_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
201W7435 301W7395 0.02 -0.03 -0.01
201W7435 301W7395 0.02 -0.03 -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.



🧮 (⏱️ 06-30 09:10) Delta-Based Center Strike Identification Algorithm

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

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

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

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

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
6,394 74 0.74 6 0.75 8.94 0.75 440.00 28.20 94.02 0 0 0 0 0
4,170 46 0.95 26 0.97 11.44 0.96 437.50 23.45 92.14 22.40 1 21.35 1 0
7,108 20 1.22 25 1.24 14.44 1.23 435.00 21.05 89.83 20.25 1 19.30 2 0
4,635 10 1.56 19 1.58 17.94 1.56 432.50 20.80 87.04 17.90 2 17.05 3 0
6,380 9 1.98 3 1.99 22.03 1.99 430.00 16.05 83.73 16 2 15.10 2 1
3,977 4 2.50 5 2.52 26.61 2.50 427.50 17.45 79.91 13.95 2 13.10 2 0
3,695 2 3.14 1 3.15 31.61 3.15 425.00 11.60 69.21 12.05 3 11.50 2 61
2,937 2 3.91 2 3.92 36.92 3.91 422.50 9.75 63.62 10 4 9.72 3 18
3,973 2 4.84 2 4.87 42.72 4.83 420.00 8.26 57.33 8.31 1 8.25 1 576
1,280 1 5.92 2 5.96 48.61 5.94 417.50 6.89 51.22 6.92 1 6.84 1 375
1,008 1 7.16 1 7.25 54.24 7.14 415.00 5.60 45.54 5.67 1 5.61 3 1,104
338 3 8.59 3 8.70 60.15 8.57 412.50 4.58 39.53 4.60 3 4.56 3 1,311
249 1 10.20 2 10.30 65.40 10.25 410.00 3.69 33.83 3.70 1 3.68 1 1,549
8 3 11.60 2 12.25 67.82 10.90 407.50 2.98 28.74 2.96 2 2.94 1 1,584
50 3 13.40 2 14.20 75.79 13.95 405.00 2.36 23.58 2.36 4 2.34 9 3,202
18 3 15.55 2 16.20 79.99 15.70 402.50 1.88 19.10 1.88 4 1.87 1 4,210
65 3 17.85 2 18.20 84.51 18.10 400.00 1.50 15.09 1.50 10 1.49 1 6,207
1 1 19.85 1 20.70 83.53 18.50 397.50 1.20 11.73 1.20 22 1.18 22 3,085
6 1 22 1 22.80 87.13 22.25 395.00 0.96 8.93 0.96 6 0.95 34 4,981

📌 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.



🧮 (⏱️ 06-30 09:17) 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
5,789 38 0.81 15 0.83 10.01 0.82 437.50 23.45 92.14 23.35 1 22.50 1 0
9,101 46 1.04 15 1.06 12.76 1.05 435.00 21.05 89.83 21.05 1 20.35 1 0
6,164 11 1.33 6 1.35 16.00 1.34 432.50 20.80 87.04 18.85 2 18.15 3 0
8,342 19 1.70 17 1.72 19.84 1.71 430.00 15 77.67 16.90 2 15.95 2 5
4,950 2 2.16 1 2.17 24.05 2.16 427.50 17.45 79.91 14.65 2 14 2 0
4,485 4 2.72 3 2.74 28.83 2.73 425.00 11.25 67.60 12.65 28 12.20 2 79
3,617 2 3.40 3 3.43 34.13 3.40 422.50 9.53 62.65 11.05 3 10.50 2 24
4,882 2 4.24 1 4.27 39.61 4.25 420.00 9.12 60.39 9.19 2 9.12 1 784
1,432 1 5.24 3 5.27 45.44 5.24 417.50 7.64 54.56 7.67 1 7.58 1 457
1,143 1 6.40 1 6.44 51.40 6.41 415.00 6.31 48.60 6.33 2 6.28 8 1,342
404 1 7.73 3 7.87 57.30 7.76 412.50 5.16 42.63 5.17 2 5.14 1 1,666
315 3 9.21 2 9.45 63.32 9.46 410.00 4.17 36.79 4.18 2 4.16 1 2,084
14 3 10.70 2 11.35 71.43 12.05 407.50 3.35 31.22 3.36 3 3.34 3 1,975
55 2 12.70 2 13.10 74.40 12.90 405.00 2.69 26.01 2.68 1 2.67 5 4,017
19 3 14.45 2 15.05 78.74 14.70 402.50 2.13 21.19 2.13 9 2.12 10 5,144
70 3 16.65 2 17.20 85.03 18.45 400.00 1.70 17.04 1.70 21 1.69 13 7,848
1 3 18.75 2 19.35 83.53 18.50 397.50 1.35 13.37 1.36 20 1.34 28 3,918
7 1 21 3 21.70 90.94 22.85 395.00 1.08 10.27 1.08 5 1.07 31 6,269
9 2 22.95 2 24 92.23 23.75 392.50 0.87 7.71 0.88 39 0.87 7 3,515

📌 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.



📊 (⏱️ 06-30 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 413.25 415.65 417.75 413.25 40,508 417.06 0.67 2.08 3061.35 53
📙 Next Month 101WC000 F 202512 414.15 416.7 418.5 414.15 65 418.86 1.45 3.61 3069.49 113

📌 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 415.65 417.06 0.67 2.08 -1.41 +1.41
📙 Next Month 416.7 418.86 1.45 3.61 -2.16 +2.16

📌 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 06-30 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 415.65, 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 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 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
5,789 38 0.81 15 0.83 10.01 0.82 437.50 23.45 92.14 23.35 1 22.50 1 0
9,101 46 1.04 15 1.06 12.76 1.05 435.00 21.05 89.83 21.05 1 20.35 1 0
6,164 11 1.33 6 1.35 16.00 1.34 432.50 20.80 87.04 18.85 2 18.15 3 0
8,342 19 1.70 17 1.72 19.84 1.71 430.00 15 77.67 16.90 2 15.95 2 5
4,950 2 2.16 1 2.17 24.05 2.16 427.50 17.45 79.91 14.65 2 14 2 0
4,485 4 2.72 3 2.74 28.83 2.73 425.00 11.25 67.60 12.65 28 12.20 2 79
3,617 2 3.40 3 3.43 34.13 3.40 422.50 9.53 62.65 11.05 3 10.50 2 24
4,882 2 4.24 1 4.27 39.61 4.25 420.00 9.12 60.39 9.19 2 9.12 1 784
1,432 1 5.24 3 5.27 45.44 5.24 417.50 7.64 54.56 7.67 1 7.58 1 457
1,143 1 6.40 1 6.44 51.40 6.41 415.00 6.31 48.60 6.33 2 6.28 8 1,342
404 1 7.73 3 7.87 57.30 7.76 412.50 5.16 42.63 5.17 2 5.14 1 1,666
315 3 9.21 2 9.45 63.32 9.46 410.00 4.17 36.79 4.18 2 4.16 1 2,084
14 3 10.70 2 11.35 71.43 12.05 407.50 3.35 31.22 3.36 3 3.34 3 1,975
55 2 12.70 2 13.10 74.40 12.90 405.00 2.69 26.01 2.68 1 2.67 5 4,017
19 3 14.45 2 15.05 78.74 14.70 402.50 2.13 21.19 2.13 9 2.12 10 5,144
70 3 16.65 2 17.20 85.03 18.45 400.00 1.70 17.04 1.70 21 1.69 13 7,848
1 3 18.75 2 19.35 83.53 18.50 397.50 1.35 13.37 1.36 20 1.34 28 3,918
7 1 21 3 21.70 90.94 22.85 395.00 1.08 10.27 1.08 5 1.07 31 6,269
9 2 22.95 2 24 92.23 23.75 392.50 0.87 7.71 0.88 39 0.87 7 3,515

📌 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
201W7435 2 📉 Short
301W7395 2 📉 Short

⌛ Pending Option Orders (State: 0)

The table below lists option orders that have not yet been filled.
You can check the position type, order quantity, and order ID. This is useful for evaluating the validity of current trading strategies.

Unfilled Option Order List
Option Code Position Quantity Order ID
201W7435 📈 Long 1 0856_0900_0901_8949
301W7395 📈 Long 1 0856_0900_0901_8949
201W7435 📈 Long 1 0856_0900_0901_8949
301W7395 📈 Long 1 0856_0900_0901_8949
ℹ️ What does ‘Pending’ mean?
  • Orders marked as (State = 0) have not yet been executed. These may be modified or canceled depending on market conditions.
  • Position types are shown as 📈 Long or 📉 Short, highlighted in color for clarity.
  • Order ID is a unique identifier and helps in tracking trades or debugging strategy issues.

📌 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
201W7435 1.11 301W7395 1.12 0856_0900_0901_8949
201W7435 1.11 301W7395 1.12 0856_0900_0901_8949



📊 (⏱️ 06-30 09:33) 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 413.25 415.65 417.75 413.25 58,466 416.57 1.15 2.07 3061.35 53
📙 Next Month 101WC000 F 202512 414.15 416.3 418.5 414.15 86 418.09 1.81 3.6 3069.49 113

📌 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 415.65 416.57 1.15 2.07 -0.92 +0.92
📙 Next Month 416.3 418.09 1.81 3.6 -1.79 +1.79

📌 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 ~ 09:33, total 29 points)
As of 06-30 09:33, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:33

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.65, 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 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 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
7,996 66 0.81 26 0.82 9.56 0.82 437.50 23.45 92.14 23.95 1 23.05 1 0
12,848 39 1.04 10 1.05 12.21 1.05 435.00 21.05 89.83 21.55 1 20.80 1 0
8,709 31 1.33 2 1.34 15.25 1.34 432.50 20.80 87.04 19.10 2 18.70 1 0
11,959 5 1.70 12 1.71 19.04 1.70 430.00 16.95 81.67 17.10 2 16.60 2 6
7,080 5 2.15 4 2.16 23.28 2.16 427.50 17.45 79.91 15.30 2 14.55 2 0
6,423 1 2.71 3 2.72 27.98 2.71 425.00 12.80 72.29 13 3 12.60 2 118
4,770 6 3.38 2 3.41 33.08 3.40 422.50 11.90 69.31 11.25 3 10.80 2 25
6,393 3 4.21 3 4.24 38.64 4.23 420.00 9.35 61.65 9.30 2 9.16 3 897
2,209 2 5.19 2 5.24 44.44 5.19 417.50 7.70 55.56 7.83 7 7.67 1 669
2,060 3 6.36 1 6.40 50.40 6.34 415.00 6.38 49.60 6.37 3 6.34 1 1,828
504 1 7.67 1 7.74 56.38 7.70 412.50 5.25 43.88 5.23 1 5.19 4 2,897
480 5 9.05 1 9.25 62.20 9.24 410.00 4.23 37.75 4.23 2 4.20 3 2,814
39 3 10.65 1 11 67.78 10.75 407.50 3.40 32.11 3.41 3 3.37 3 2,598
65 3 12.35 2 12.80 72.71 12.65 405.00 2.72 26.87 2.72 3 2.70 10 6,129
77 3 14.35 1 14.70 77.95 14.60 402.50 2.17 22.03 2.17 2 2.16 5 7,119
97 3 16.35 2 16.85 80.79 15.70 400.00 1.73 17.71 1.73 7 1.72 28 12,813
6 3 18.70 2 19.10 85.43 18.40 397.50 1.38 13.95 1.39 20 1.37 18 6,318
8 1 20.65 1 21.20 89.19 21 395.00 1.11 10.75 1.11 10 1.10 39 10,261
13 1 22.95 2 23.55 91.09 22.75 392.50 0.91 8.09 0.91 45 0.90 3 5,276

📌 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
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.



📊 (⏱️ 06-30 09:47) 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 413.25 415.7 417.75 413.25 69,988 417.08 0.7 2.08 3061.35 53
📙 Next Month 101WC000 F 202512 414.15 416.9 418.5 414.15 110 418.87 1.64 3.61 3069.49 113

📌 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 415.7 417.08 0.7 2.08 -1.38 +1.38
📙 Next Month 416.9 418.87 1.64 3.61 -1.97 +1.97

📌 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: 35 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:47, total 35 points)
As of 06-30 09:47, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:47

📌 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 415.7, 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 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
11 09:19 09:34 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
12 09:20 09:35 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
13 09:22 09:37 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:26 09:41 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
15 09:30 09:45 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
16 09:32 09:47 Now: 8 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
9,644 65 0.76 34 0.78 10.08 0.77 437.50 23.45 92.14 23.30 1 22.55 1 0
16,455 28 0.98 1 0.99 12.83 0.99 435.00 21.05 89.83 21.45 1 20.30 1 0
10,955 4 1.28 22 1.29 16.21 1.29 432.50 20.80 87.04 18.80 2 18.45 2 0
15,482 8 1.64 8 1.65 19.87 1.64 430.00 15.70 78.69 16.60 2 15.90 2 8
9,007 4 2.09 6 2.11 24.17 2.10 427.50 17.45 79.91 14.65 2 13.80 2 0
7,601 7 2.64 3 2.67 28.95 2.66 425.00 12.35 70.59 12.60 2 12.05 6 119
5,416 3 3.33 4 3.37 34.35 3.36 422.50 9.97 63.24 10.80 3 10.25 3 34
7,526 6 4.17 2 4.21 39.75 4.19 420.00 8.96 60.39 9.10 1 9 3 962
2,476 1 5.17 2 5.20 45.61 5.20 417.50 7.54 54.23 7.60 1 7.54 2 836
2,284 2 6.33 2 6.38 51.74 6.40 415.00 6.28 48.45 6.30 1 6.24 3 2,136
589 1 7.68 2 7.77 58.57 8.25 412.50 5.06 42.80 5.13 3 5.09 2 3,292
545 1 9.17 5 9.50 63.52 9.30 410.00 4.15 36.66 4.16 2 4.13 1 3,308
88 4 10.80 4 11.30 68.83 11.05 407.50 3.34 31.09 3.35 2 3.31 3 3,007
79 1 12.60 2 13.45 74.11 12.75 405.00 2.65 25.89 2.67 3 2.66 3 7,114
86 2 14.65 2 15.15 78.85 14.75 402.50 2.13 21.15 2.14 8 2.12 9 8,238
102 2 16.60 2 17.05 83.96 17.50 400.00 1.70 16.94 1.71 14 1.69 14 14,450
7 2 18.85 2 19.15 87.71 19.90 397.50 1.35 13.32 1.37 26 1.35 27 7,740
9 2 20.95 2 21.65 90.92 22.50 395.00 1.09 10.21 1.10 32 1.09 8 12,522
14 2 23.25 2 24 93.04 24.30 392.50 0.89 7.66 0.90 45 0.88 56 6,318

📌 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
201W7430 1 📉 Short
301W7400 1 📉 Short

⌛ Pending Option Orders (State: 0)

The table below lists option orders that have not yet been filled.
You can check the position type, order quantity, and order ID. This is useful for evaluating the validity of current trading strategies.

Unfilled Option Order List
Option Code Position Quantity Order ID
201W7430 📈 Long 1 0937_0941_0945_8949
301W7400 📈 Long 1 0937_0941_0945_8949
ℹ️ What does ‘Pending’ mean?
  • Orders marked as (State = 0) have not yet been executed. These may be modified or canceled depending on market conditions.
  • Position types are shown as 📈 Long or 📉 Short, highlighted in color for clarity.
  • Order ID is a unique identifier and helps in tracking trades or debugging strategy issues.

📌 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
201W7430 1.69 301W7400 1.68 0937_0941_0945_8949

💼 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.72 1.64 0.08
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.73 1.64 0.09
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.



📊 (⏱️ 06-30 09:49) 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 413.25 415.7 417.75 413.25 72,513 416.69 1.08 2.07 3061.35 53
📙 Next Month 101WC000 F 202512 414.15 416.6 418.5 414.15 112 418.47 1.73 3.6 3069.49 113

📌 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 415.7 416.69 1.08 2.07 -0.99 +0.99
📙 Next Month 416.6 418.47 1.73 3.6 -1.87 +1.87

📌 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: 37 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:49, total 37 points)
As of 06-30 09:49, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:49

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.7, 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 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
11 09:19 09:34 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
12 09:20 09:35 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
13 09:22 09:37 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:26 09:41 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
15 09:30 09:45 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
16 09:32 09:47 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
17 09:33 09:48 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:34 09:49 Now: 8 signals / Last 3 windows total: 24 🔥 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
10,021 48 0.78 5 0.79 9.51 0.78 437.50 23.45 92.14 23.85 1 22.65 1 0
17,059 34 1 9 1.02 12.36 1.01 435.00 21.05 89.83 21.65 1 20.55 1 0
11,309 20 1.29 3 1.30 15.54 1.30 432.50 20.80 87.04 19.15 2 18.65 2 0
15,963 2 1.65 7 1.67 19.24 1.66 430.00 16.95 80.73 17 2 16.40 2 9
9,316 1 2.11 5 2.12 23.17 2.11 427.50 17.45 79.91 15.05 2 14.40 2 0
7,878 5 2.66 4 2.68 28.18 2.67 425.00 12.35 70.59 13 3 12.05 6 119
5,551 2 3.34 4 3.37 32.99 3.33 422.50 9.97 63.24 11.25 3 10.70 2 34
7,680 2 4.16 2 4.20 38.87 4.19 420.00 9.49 61.45 9.28 3 9.07 3 965
2,507 2 5.14 2 5.20 44.30 5.16 417.50 7.62 55.32 7.70 1 7.61 1 865
2,355 1 6.30 1 6.37 50.25 6.34 415.00 6.29 49.36 6.34 1 6.27 1 2,205
612 1 7.64 3 7.73 56.45 7.64 412.50 5.16 43.77 5.17 2 5.13 2 3,392
555 3 9.06 3 9.24 61.86 9.02 410.00 4.15 37.52 4.19 1 4.14 6 3,391
88 3 10.50 2 11.05 68.83 11.05 407.50 3.35 32.24 3.37 3 3.33 1 3,067
81 3 12.40 2 12.80 73.41 12.35 405.00 2.69 26.95 2.68 2 2.67 1 7,379
87 3 14.35 2 14.75 77.48 14.30 402.50 2.13 21.82 2.14 3 2.13 6 8,602
104 3 16.25 2 16.90 82.33 16.55 400.00 1.71 17.78 1.71 9 1.70 4 14,847
7 3 18.50 2 19.15 87.71 19.90 397.50 1.37 14.00 1.37 21 1.35 19 7,967
9 1 20.45 2 21.65 90.92 22.50 395.00 1.10 10.80 1.10 22 1.09 1 12,962
14 2 22.80 3 24.15 93.04 24.30 392.50 0.89 8.14 0.90 65 0.88 77 6,508

📌 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.72 1.64 0.08
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.73 1.64 0.09
0937_0941_0945_8949 📉 Entry (Short) 201W7430 1.69 1.65 0.04
0937_0941_0945_8949 📉 Entry (Short) 301W7400 1.68 1.7 -0.02
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.



📊 (⏱️ 06-30 09:51) 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 413.25 415.7 417.75 413.25 73,601 416.6 1.17 2.07 3061.35 53
📙 Next Month 101WC000 F 202512 414.15 416.6 418.5 414.15 112 418.47 1.73 3.6 3069.49 113

📌 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 415.7 416.6 1.17 2.07 -0.9 +0.90
📙 Next Month 416.6 418.47 1.73 3.6 -1.87 +1.87

📌 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: 39 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:51, total 39 points)
As of 06-30 09:51, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:51

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.7, 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 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
11 09:19 09:34 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
12 09:20 09:35 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
13 09:22 09:37 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:26 09:41 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
15 09:30 09:45 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
16 09:32 09:47 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
17 09:33 09:48 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:34 09:49 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
19 09:35 09:50 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
20 09:36 09:51 Now: 8 signals / Last 3 windows total: 24 🔥 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
10,193 8 0.79 53 0.80 9.59 0.79 437.50 23.45 92.14 23.65 1 23 1 0
17,321 38 1.01 1 1.02 12.25 1.02 435.00 21.05 89.83 21.65 1 20.70 1 0
11,492 9 1.30 17 1.31 15.22 1.29 432.50 20.80 87.04 19.25 3 18.65 2 0
16,262 10 1.66 19 1.68 19.09 1.67 430.00 16.95 80.73 17.60 2 16.50 2 9
9,479 1 2.11 8 2.13 23.29 2.12 427.50 17.45 79.91 15.05 2 14.50 2 0
8,004 3 2.67 5 2.69 28.00 2.68 425.00 12.35 70.59 12.90 3 12.55 1 119
5,612 3 3.34 1 3.37 33.14 3.36 422.50 9.97 63.24 11.05 3 10.60 2 34
7,739 8 4.14 1 4.21 38.67 4.20 420.00 9.49 61.45 9.21 1 9.10 3 965
2,533 2 5.16 3 5.20 44.32 5.15 417.50 7.65 55.61 7.69 1 7.61 1 898
2,376 7 6.33 1 6.37 50.35 6.33 415.00 6.34 49.72 6.35 5 6.29 1 2,240
612 2 7.64 1 7.73 56.45 7.64 412.50 5.16 43.32 5.16 2 5.13 1 3,448
557 1 9.15 3 9.25 62.20 8.96 410.00 4.19 37.57 4.19 1 4.16 2 3,419
88 3 10.60 2 10.95 68.83 11.05 407.50 3.38 32.37 3.37 3 3.34 1 3,104
81 3 12.50 2 12.95 73.41 12.35 405.00 2.68 26.81 2.68 2 2.67 1 7,498
87 3 14.45 2 14.75 77.48 14.30 402.50 2.15 22.21 2.14 6 2.13 3 8,791
106 4 16.35 3 16.95 82.36 16.55 400.00 1.71 17.71 1.71 8 1.70 7 15,073
7 3 18.55 1 19 87.71 19.90 397.50 1.37 13.75 1.37 16 1.36 5 8,176
9 2 20.55 3 21.30 90.92 22.50 395.00 1.09 10.59 1.10 39 1.09 16 13,180
14 1 23.05 2 23.60 93.04 24.30 392.50 0.89 8.08 0.90 49 0.89 76 6,632

📌 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
301W7400 📈 Long 09:50:30.924 09:50:31.221 09:50:31.267 0947_0948_0949_8949
201W7430 📈 Long 09:50:31.938 09:50:32.156 09:50:39.920 0947_0948_0949_8949
301W7400 📈 Long 09:50:28.959 09:50:29.209 09:50:29.240 0947_0948_0949_8949
201W7430 📈 Long 09:50:29.926 09:50:30.207 09:50:30.238 0947_0948_0949_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.

💼 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.72 1.64 0.08
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.73 1.64 0.09
0937_0941_0945_8949 📉 Entry (Short) 201W7430 1.69 1.65 0.04
0937_0941_0945_8949 📉 Entry (Short) 301W7400 1.68 1.7 -0.02
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.7 1.77 -0.07
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.71 1.75 -0.04
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.



📊 (⏱️ 06-30 09:56) 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 413.25 415.7 417.75 413.25 75,770 416.69 1.08 2.07 3061.35 53
📙 Next Month 101WC000 F 202512 414.15 416.6 418.5 414.15 118 418.38 1.82 3.6 3069.49 113

📌 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 415.7 416.69 1.08 2.07 -0.99 +0.99
📙 Next Month 416.6 418.38 1.82 3.6 -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: 41 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 09:56, total 41 points)
As of 06-30 09:56, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 09:56

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.7, 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 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
11 09:19 09:34 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
12 09:20 09:35 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
13 09:22 09:37 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:26 09:41 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
15 09:30 09:45 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
16 09:32 09:47 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
17 09:33 09:48 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:34 09:49 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
19 09:35 09:50 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
20 09:36 09:51 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
21 09:40 09:55 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 25 🔥 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
10,590 6 0.78 47 0.79 9.68 0.78 437.50 23.45 92.14 23.75 1 23.05 1 0
17,973 28 1 7 1.01 12.36 1.01 435.00 21.05 89.83 21.45 1 20.65 1 0
12,086 10 1.29 14 1.31 15.54 1.30 432.50 20.80 87.04 19.10 2 18.70 2 0
16,919 14 1.65 13 1.67 19.24 1.66 430.00 16.95 80.73 17.35 2 16.35 2 9
9,924 6 2.10 5 2.12 23.46 2.11 427.50 17.45 79.91 14.95 2 14.20 2 0
8,319 1 2.66 3 2.68 28.18 2.66 425.00 12.55 72.15 13.20 3 12.40 2 120
5,722 1 3.34 2 3.37 33.34 3.36 422.50 9.97 63.24 11.15 3 10.65 2 34
7,821 1 4.16 1 4.21 38.87 4.20 420.00 9.32 60.99 9.24 2 9.06 3 977
2,594 4 5.12 3 5.20 44.68 5.16 417.50 7.61 55.32 7.71 5 7.59 1 948
2,447 1 6.28 5 6.39 50.64 6.34 415.00 6.29 49.36 6.36 3 6.23 5 2,295
628 1 7.63 1 7.73 56.61 7.71 412.50 5.14 43.39 5.16 1 5.12 3 3,570
563 1 9.10 3 9.24 62.61 9.05 410.00 4.14 37.52 4.17 1 4.13 2 3,478
90 3 10.50 2 10.95 68.51 10.95 407.50 3.32 31.90 3.35 3 3.32 2 3,166
83 3 12.40 2 12.90 73.09 12.55 405.00 2.65 26.63 2.66 2 2.64 1 7,713
87 3 14.35 2 14.90 77.48 14.30 402.50 2.12 21.82 2.13 3 2.11 3 9,150
107 3 16.15 2 16.75 82.55 16.90 400.00 1.69 17.53 1.70 19 1.68 11 15,403
7 3 18.40 2 18.95 87.71 19.90 397.50 1.35 13.79 1.36 25 1.34 18 8,503
9 1 20.55 2 21.25 90.92 22.50 395.00 1.09 10.62 1.09 11 1.08 28 13,629
14 1 23.05 2 23.50 93.04 24.30 392.50 0.89 8.00 0.89 14 0.88 53 6,823

📌 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
301W7400 📈 Long 09:55:42.632 09:55:42.866 09:55:42.913 0949_0950_0951_8949
201W7430 📈 Long 09:55:41.648 09:55:41.866 09:55:42.007 0949_0950_0951_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.

📦 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
301W7400 1 📉 Short
201W7430 1 📉 Short

⌛ Pending Option Orders (State: 0)

The table below lists option orders that have not yet been filled.
You can check the position type, order quantity, and order ID. This is useful for evaluating the validity of current trading strategies.

Unfilled Option Order List
Option Code Position Quantity Order ID
201W7430 📈 Long 1 0949_0950_0951_8949
301W7400 📈 Long 1 0949_0950_0951_8949
ℹ️ What does ‘Pending’ mean?
  • Orders marked as (State = 0) have not yet been executed. These may be modified or canceled depending on market conditions.
  • Position types are shown as 📈 Long or 📉 Short, highlighted in color for clarity.
  • Order ID is a unique identifier and helps in tracking trades or debugging strategy issues.

📌 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
201W7430 1.67 301W7400 1.7 0949_0950_0951_8949

💼 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.72 1.64 0.08
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.73 1.64 0.09
0937_0941_0945_8949 📉 Entry (Short) 201W7430 1.69 1.65 0.04
0937_0941_0945_8949 📉 Entry (Short) 301W7400 1.68 1.7 -0.02
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.7 1.77 -0.07
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.71 1.75 -0.04
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.6 0.07
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.69 1.76 -0.07
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 Opening Strategy Overview (System Restart Notification)

This report provides a comprehensive overview of the KOSPI200 futures and options automated trading strategy executed at market open.
Developed using the Kiwoom Open API+ and Python, the system is designed to assess market conditions and manage risk in real time prior to trade execution.

⏱️ Market Opening Timestamp: 06-30 10:04

⚠️ Note: This opening timestamp was manually set by the operator following a system restart after the market had already opened.
As such, the displayed time may not exactly match the actual market open time. Please consider this when interpreting strategy performance and data.

✅ System Workflow: Strategy Initialization → Live Market Monitoring → Auto Order Execution on Signal Trigger → Auto Exit on Profit Target or Risk Threshold

📋 Strategy Structure

📌 Strategy Summary A pair trading model based on KOSPI200 futures, implementing either short strangle (dual option writing) or long strangle (dual option buying) positions. Designed to operate effectively during both range-bound and high-volatility market phases.
📈 Price Action Trigger When real-time futures price fluctuations exceed 0.1% from the reference price, the system evaluates entry conditions for trade initiation.
⚙️ Option Quote Aggregation Real-time option quotes are continuously collected for ±9 strike prices surrounding the at-the-money strike. If price movement surpasses 0.1%, data is stored in the database for live execution logic and historical backtesting.
🔍 Market Speed Assessment Execution intervals and trade volume changes are used to classify the market as fast or slow, dynamically adapting scenario rules accordingly.
🧭 Basis Arbitrage Analysis Analyzes pricing differentials between the near-month and next-month futures contracts to identify arbitrage opportunities and structural inefficiencies.
📅 Conditional Strategy Diversification Immediately after market open, volatility and trade density are assessed to branch into either a defensive strategy (risk-controlled) or a trend-following strategy (momentum-based).
🧠 System Architecture The system is fully automated, encompassing monitoring, execution, and exit logic, and has been refined through continuous backtesting using actual trade data.
🛡️ Risk Management Protocols Proactive risk mitigation is performed when significant directional shifts or option pricing distortions are detected. This includes preemptive exits or strategic model transitions.

📊 This strategy is powered by a high-frequency trading engine capable of reacting swiftly to market volatility,
enabling fully automated trade execution based on real-time data analytics and predefined signal logic.

📈 Post-Close Reports: An automated end-of-day P&L summary and strategy performance report is generated daily, providing a quantitative breakdown of trade outcomes and system behavior.



🧮 (⏱️ 06-30 10:08) Delta-Based Center Strike Identification Algorithm

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

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

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

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

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
15,426 83 0.72 29 0.73 8.22 0.66 440.00 28.20 91.78 25.05 1 24.30 1 0
11,651 4 0.94 41 0.95 11.64 0.94 437.50 23.45 89.41 22.25 1 21.40 1 0
20,613 11 1.21 16 1.22 14.63 1.22 435.00 21.05 86.56 19.95 3 18.85 2 0
13,797 14 1.55 6 1.56 18.18 1.56 432.50 20.80 83.20 17.50 2 17.10 2 0
19,481 6 1.98 13 1.99 22.29 1.98 430.00 16.95 79.32 15.45 2 14.90 2 9
11,774 10 2.50 8 2.52 26.86 2.50 427.50 13.35 73.51 13.75 2 13.05 2 4
9,160 3 3.15 4 3.17 31.89 3.16 425.00 11.35 68.58 11.55 3 11.20 2 137
6,052 2 3.93 2 3.96 37.31 3.94 422.50 9.72 63.17 9.78 5 9.48 4 44
8,159 2 4.88 5 4.91 42.95 4.88 420.00 8 57.59 8.09 1 8 1 1,020
2,757 2 6 2 6.04 48.92 6 417.50 6.68 51.32 6.69 2 6.61 1 1,136
2,703 1 7.26 3 7.33 54.84 7.30 415.00 5.45 45.50 5.47 2 5.43 2 2,441
712 3 8.71 1 8.87 60.54 8.76 412.50 4.41 39.46 4.44 3 4.41 1 3,842
658 2 10.35 4 10.85 65.97 10.45 410.00 3.56 33.61 3.57 1 3.55 1 3,675
105 3 11.85 2 12.30 71.37 12.30 407.50 2.86 28.39 2.86 6 2.82 3 3,491
91 4 13.95 2 14.20 76.46 14.20 405.00 2.27 23.30 2.27 1 2.26 7 8,739
91 2 16.05 2 16.45 80.84 16.20 402.50 1.81 18.86 1.82 17 1.81 1 10,165
123 3 17.95 2 18.35 84.78 18.35 400.00 1.44 14.95 1.45 7 1.44 24 16,550
7 3 19.55 2 20.90 87.32 19.90 397.50 1.16 11.61 1.17 34 1.15 37 9,882
9 1 22.30 2 23.20 90.30 22.50 395.00 0.94 8.88 0.94 35 0.93 65 15,042

📌 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.



📊 (⏱️ 06-30 13:40) 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 413.25 418.15 418.2 413.25 151,605 418.99 1.25 2.09 3083.61 53
📙 Next Month 101WC000 F 202512 414.15 418.8 418.85 414.15 217 420.48 1.94 3.62 3090.8 113

📌 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 418.15 418.99 1.25 2.09 -0.84 +0.84
📙 Next Month 418.8 420.48 1.94 3.62 -1.68 +1.68

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



📈 KOSPI200 Futures Price Movement Visualization (Total: 74 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 13:40, total 74 points)
As of 06-30 13:40, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 13:40

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 418.15, 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
0 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
11 09:19 09:34 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
12 09:20 09:35 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
13 09:22 09:37 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:26 09:41 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
15 09:30 09:45 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
16 09:32 09:47 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
17 09:33 09:48 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:34 09:49 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
19 09:35 09:50 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
20 09:36 09:51 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
21 09:40 09:55 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
23 09:43 09:58 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
24 09:46 10:01 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
25 09:51 10:06 Now: 6 signals / Last 3 windows total: 24 🔥 Fast Market
26 09:53 10:08 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
27 10:04 10:19 Now: 3 signals / Last 3 windows total: 15 ⚖️ Neutral Market
28 10:05 10:20 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
29 10:07 10:22 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 10:17 10:32 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
31 10:24 10:39 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 10:29 10:44 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
33 10:31 10:46 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
34 10:33 10:48 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
35 10:35 10:50 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
36 10:52 11:07 Now: 1 signals / Last 3 windows total: 10 ⚖️ Neutral Market
37 10:57 11:12 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
38 10:59 11:14 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
39 11:05 11:20 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
40 11:09 11:24 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
41 11:19 11:34 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
42 11:22 11:37 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
43 11:28 11:43 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
44 11:32 11:47 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
45 11:35 11:50 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
46 11:40 11:55 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
47 11:45 12:00 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
48 11:50 12:05 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
49 12:07 12:22 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
50 12:20 12:35 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market 📉
51 12:32 12:47 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
52 12:36 12:51 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
53 12:38 12:53 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
54 13:22 13:37 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market 📉
55 13:25 13:40 Now: 2 signals / Last 3 windows total: 6 🧊 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
26,505 67 0.68 15 0.69 9.59 0.69 440.00 24.20 91.05 23.80 1 23.15 1 1
18,480 22 0.90 25 0.91 12.23 0.91 437.50 22 88.95 21.50 1 20.85 1 3
37,267 35 1.17 58 1.19 15.37 1.18 435.00 21.05 86.56 19.05 2 18.40 1 0
27,277 33 1.53 1 1.54 19.03 1.53 432.50 17.30 82.12 16.85 2 16.55 2 11
35,687 13 1.96 10 1.98 23.20 1.97 430.00 14.85 77.67 15 2 14.25 1 60
22,174 5 2.50 9 2.52 27.86 2.51 427.50 13.20 73.49 13.10 2 12.45 2 16
13,927 4 3.18 2 3.20 32.97 3.19 425.00 10.95 67.55 10.90 2 10.75 2 229
8,036 4 3.97 3 4.02 38.44 4 422.50 9.40 62.85 9.65 4 9.04 3 166
10,701 1 4.96 7 5 44.20 4.99 420.00 7.52 55.80 7.68 6 7.51 4 1,668
3,846 2 6.08 2 6.14 50.12 6.12 417.50 6.22 49.88 6.26 3 6.21 1 2,246
3,791 3 7.39 3 7.48 56.07 7.48 415.00 5.08 43.93 5.11 1 5.05 3 4,269
1,269 6 8.77 3 8.99 61.82 8.90 412.50 4.08 38.09 4.12 5 4.03 6 5,447
1,195 6 10.30 1 10.70 67.45 10.55 410.00 3.26 32.46 3.28 1 3.26 1 5,362
158 3 12.10 2 12.50 71.02 11.70 407.50 2.60 27.19 2.62 1 2.60 3 6,137
251 3 14.20 7 14.50 77.66 14.45 405.00 2.05 22.34 2.06 4 2.05 11 16,831
107 3 16 2 16.55 80.59 15.80 402.50 1.64 18.01 1.65 28 1.63 21 17,929
323 3 18.40 7 18.70 85.77 18.70 400.00 1.29 14.23 1.30 6 1.29 15 25,057
16 3 20.50 2 21.30 88.74 20.75 397.50 1.04 11.00 1.05 33 1.04 10 16,578
26 1 22.80 2 23.40 91.49 23 395.00 0.84 8.32 0.84 27 0.83 93 25,194

📌 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.72 1.64 0.08
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.73 1.64 0.09
0937_0941_0945_8949 📉 Entry (Short) 201W7430 1.69 1.65 0.04
0937_0941_0945_8949 📉 Entry (Short) 301W7400 1.68 1.7 -0.02
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.7 1.77 -0.07
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.71 1.75 -0.04
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.6 0.07
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.66 0.01
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.69 1.76 -0.07
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.7 1.69 0.01
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 Opening Strategy Overview (System Restart Notification)

This report provides a comprehensive overview of the KOSPI200 futures and options automated trading strategy executed at market open.
Developed using the Kiwoom Open API+ and Python, the system is designed to assess market conditions and manage risk in real time prior to trade execution.

⏱️ Market Opening Timestamp: 06-30 13:57

⚠️ Note: This opening timestamp was manually set by the operator following a system restart after the market had already opened.
As such, the displayed time may not exactly match the actual market open time. Please consider this when interpreting strategy performance and data.

✅ System Workflow: Strategy Initialization → Live Market Monitoring → Auto Order Execution on Signal Trigger → Auto Exit on Profit Target or Risk Threshold

📋 Strategy Structure

📌 Strategy Summary A pair trading model based on KOSPI200 futures, implementing either short strangle (dual option writing) or long strangle (dual option buying) positions. Designed to operate effectively during both range-bound and high-volatility market phases.
📈 Price Action Trigger When real-time futures price fluctuations exceed 0.1% from the reference price, the system evaluates entry conditions for trade initiation.
⚙️ Option Quote Aggregation Real-time option quotes are continuously collected for ±9 strike prices surrounding the at-the-money strike. If price movement surpasses 0.1%, data is stored in the database for live execution logic and historical backtesting.
🔍 Market Speed Assessment Execution intervals and trade volume changes are used to classify the market as fast or slow, dynamically adapting scenario rules accordingly.
🧭 Basis Arbitrage Analysis Analyzes pricing differentials between the near-month and next-month futures contracts to identify arbitrage opportunities and structural inefficiencies.
📅 Conditional Strategy Diversification Immediately after market open, volatility and trade density are assessed to branch into either a defensive strategy (risk-controlled) or a trend-following strategy (momentum-based).
🧠 System Architecture The system is fully automated, encompassing monitoring, execution, and exit logic, and has been refined through continuous backtesting using actual trade data.
🛡️ Risk Management Protocols Proactive risk mitigation is performed when significant directional shifts or option pricing distortions are detected. This includes preemptive exits or strategic model transitions.

📊 This strategy is powered by a high-frequency trading engine capable of reacting swiftly to market volatility,
enabling fully automated trade execution based on real-time data analytics and predefined signal logic.

📈 Post-Close Reports: An automated end-of-day P&L summary and strategy performance report is generated daily, providing a quantitative breakdown of trade outcomes and system behavior.



🧮 (⏱️ 06-30 14:19) 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
21,433 30 0.67 78 0.68 9.98 0.67 437.50 22 88.44 23.05 1 22.60 1 3
41,344 48 0.88 1 0.89 12.56 0.89 435.00 20.15 86.58 20.65 1 20.25 1 4
30,667 35 1.16 7 1.17 16.16 1.17 432.50 17.30 81.89 18.45 1 18.15 2 11
39,193 8 1.52 15 1.53 19.64 1.52 430.00 16.05 80.25 16.35 2 16.05 3 67
24,248 14 1.96 9 1.98 24.13 1.97 427.50 13.20 73.28 14.25 2 13.90 2 16
15,110 5 2.52 5 2.54 28.91 2.53 425.00 11.20 68.26 12.60 3 11.95 2 231
8,468 2 3.20 3 3.24 34.18 3.24 422.50 10.35 65.82 10.55 3 9.92 2 168
11,472 2 4.06 2 4.08 39.71 4.06 420.00 8.65 60.41 8.80 1 8.71 1 1,791
4,211 2 5.06 2 5.13 45.58 5.13 417.50 7.25 54.65 7.29 1 7.22 3 2,426
4,028 1 6.25 1 6.32 51.47 6.30 415.00 5.96 48.79 5.98 2 5.93 4 4,592
1,324 3 7.61 3 7.72 57.72 7.71 412.50 4.86 42.80 4.87 2 4.82 3 5,729
1,227 4 9.12 5 9.37 64.73 9.55 410.00 3.91 37.16 3.92 1 3.88 2 5,991
171 4 10.85 1 11 68.87 10.95 407.50 3.12 31.36 3.14 3 3.11 2 6,495
271 2 12.75 3 13 73.92 12.80 405.00 2.48 26.16 2.49 5 2.48 6 18,598
111 1 14.70 2 15 79.07 14.85 402.50 1.98 21.54 1.98 9 1.97 14 19,372
334 3 16.75 3 17.10 83.98 17.30 400.00 1.57 16.87 1.58 22 1.57 7 27,615
18 3 18.85 2 19.35 88.03 20.05 397.50 1.26 13.58 1.26 12 1.25 45 18,545
29 2 21.10 3 21.55 90.37 21.85 395.00 1.01 10.36 1.02 63 1 54 27,216
74 1 24.65 2 25.10 93.42 24.70 392.50 0.71 6.58 0.72 119 0.70 123 13,058

📌 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.



📊 (⏱️ 06-30 14:59) 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 413.25 415.45 418.2 413.25 184,435 416.76 0.77 2.08 3089.18 53
📙 Next Month 101WC000 F 202512 414.15 416.7 419.0 414.15 254 418.24 2.06 3.6 3095.47 113

📌 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 415.45 416.76 0.77 2.08 -1.31 +1.31
📙 Next Month 416.7 418.24 2.06 3.6 -1.54 +1.54

📌 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: 80 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 14:59, total 80 points)
As of 06-30 14:59, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 14:59

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 415.45, 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 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
11 09:19 09:34 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
12 09:20 09:35 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
13 09:22 09:37 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:26 09:41 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
15 09:30 09:45 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
16 09:32 09:47 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
17 09:33 09:48 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:34 09:49 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
19 09:35 09:50 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
20 09:36 09:51 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
21 09:40 09:55 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
23 09:43 09:58 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
24 09:46 10:01 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
25 09:51 10:06 Now: 6 signals / Last 3 windows total: 24 🔥 Fast Market
26 09:53 10:08 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
27 10:04 10:19 Now: 3 signals / Last 3 windows total: 15 ⚖️ Neutral Market
28 10:05 10:20 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
29 10:07 10:22 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 10:17 10:32 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
31 10:24 10:39 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 10:29 10:44 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
33 10:31 10:46 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
34 10:33 10:48 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
35 10:35 10:50 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
36 10:52 11:07 Now: 1 signals / Last 3 windows total: 10 ⚖️ Neutral Market
37 10:57 11:12 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
38 10:59 11:14 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
39 11:05 11:20 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
40 11:09 11:24 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
41 11:19 11:34 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
42 11:22 11:37 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
43 11:28 11:43 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
44 11:32 11:47 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
45 11:35 11:50 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
46 11:40 11:55 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
47 11:45 12:00 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
48 11:50 12:05 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
49 12:07 12:22 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
50 12:20 12:35 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market 📉
51 12:32 12:47 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
52 12:36 12:51 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
53 12:38 12:53 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
54 13:22 13:37 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market 📉
55 13:25 13:40 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market 📉
56 13:30 13:45 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
57 13:42 13:57 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
58 13:44 13:59 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
59 13:46 14:01 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
60 14:16 14:31 Now: 1 signals / Last 3 windows total: 7 🧊 Slow Market
61 14:44 14:59 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
23,281 142 0.60 105 0.62 9.78 0.61 437.50 22 88.44 23.35 1 22.85 1 3
44,676 25 0.80 13 0.81 12.43 0.81 435.00 20.15 86.58 21.15 1 20.55 1 4
33,325 5 1.07 28 1.08 15.62 1.07 432.50 17.30 81.89 18.85 2 18.45 2 11
42,490 18 1.40 24 1.41 19.34 1.40 430.00 16.50 80.66 16.75 1 16.35 2 72
26,065 1 1.82 8 1.84 23.57 1.83 427.50 14.20 75.70 14.70 2 14.10 2 17
16,629 9 2.37 2 2.39 28.30 2.39 425.00 12.30 71.54 12.60 3 12.30 2 254
8,810 2 3.04 2 3.08 33.47 3.04 422.50 10.35 65.78 10.75 3 10.20 2 173
11,870 1 3.84 3 3.91 39.01 3.85 420.00 8.97 60.99 9.03 3 8.89 4 1,855
4,368 1 4.84 1 4.88 44.82 4.85 417.50 7.42 55.32 7.48 1 7.37 5 2,533
4,296 2 6 3 6.07 50.78 6.03 415.00 6.14 49.22 6.19 44 6.11 1 5,035
1,395 1 7.39 1 7.46 56.52 7.40 412.50 5 43.24 5.01 1 4.94 6 5,953
1,237 4 8.86 4 9.19 62.59 9 410.00 4.05 37.39 4.05 4 4.02 1 6,325
186 3 10.55 2 10.70 68.27 10.80 407.50 3.24 31.77 3.24 3 3.20 2 6,779
300 2 12.35 2 12.70 73.48 12.45 405.00 2.58 26.52 2.59 7 2.57 3 20,437
115 3 14.35 2 14.75 78.76 14.85 402.50 2.06 21.71 2.07 5 2.05 2 20,666
338 2 16.20 2 16.85 82.57 16.50 400.00 1.64 17.43 1.65 7 1.63 7 29,435
18 3 18.60 2 19.05 88.03 20.05 397.50 1.31 13.71 1.32 19 1.30 20 20,284
30 1 20.60 2 21.10 89.34 21 395.00 1.05 10.55 1.05 16 1.04 49 28,830
103 1 23.05 2 23.60 92.30 23.70 392.50 0.85 8.04 0.86 80 0.84 92 14,863

📌 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.72 1.64 0.08
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.73 1.64 0.09
0937_0941_0945_8949 📉 Entry (Short) 201W7430 1.69 1.65 0.04
0937_0941_0945_8949 📉 Entry (Short) 301W7400 1.68 1.7 -0.02
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.7 1.77 -0.07
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.71 1.75 -0.04
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.6 0.07
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.66 0.01
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.69 1.76 -0.07
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.7 1.69 0.01
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.



📊 (⏱️ 06-30 15:00) 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 413.25 415.9 418.2 413.25 186,047 416.89 1.09 2.08 3089.18 53
📙 Next Month 101WC000 F 202512 414.15 416.7 419.0 414.15 254 418.24 2.06 3.6 3095.47 113

📌 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 415.9 416.89 1.09 2.08 -0.99 +0.99
📙 Next Month 416.7 418.24 2.06 3.6 -1.54 +1.54

📌 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: 81 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 15:00, total 81 points)
As of 06-30 15:00, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 15:00

📌 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 415.9, 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 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
11 09:19 09:34 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
12 09:20 09:35 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
13 09:22 09:37 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:26 09:41 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
15 09:30 09:45 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
16 09:32 09:47 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
17 09:33 09:48 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:34 09:49 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
19 09:35 09:50 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
20 09:36 09:51 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
21 09:40 09:55 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
23 09:43 09:58 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
24 09:46 10:01 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
25 09:51 10:06 Now: 6 signals / Last 3 windows total: 24 🔥 Fast Market
26 09:53 10:08 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
27 10:04 10:19 Now: 3 signals / Last 3 windows total: 15 ⚖️ Neutral Market
28 10:05 10:20 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
29 10:07 10:22 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 10:17 10:32 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
31 10:24 10:39 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 10:29 10:44 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
33 10:31 10:46 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
34 10:33 10:48 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
35 10:35 10:50 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
36 10:52 11:07 Now: 1 signals / Last 3 windows total: 10 ⚖️ Neutral Market
37 10:57 11:12 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
38 10:59 11:14 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
39 11:05 11:20 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
40 11:09 11:24 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
41 11:19 11:34 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
42 11:22 11:37 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
43 11:28 11:43 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
44 11:32 11:47 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
45 11:35 11:50 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
46 11:40 11:55 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
47 11:45 12:00 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
48 11:50 12:05 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
49 12:07 12:22 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
50 12:20 12:35 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market 📉
51 12:32 12:47 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
52 12:36 12:51 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
53 12:38 12:53 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
54 13:22 13:37 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market 📉
55 13:25 13:40 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market 📉
56 13:30 13:45 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
57 13:42 13:57 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
58 13:44 13:59 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
59 13:46 14:01 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
60 14:16 14:31 Now: 1 signals / Last 3 windows total: 7 🧊 Slow Market
61 14:44 14:59 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
62 14:45 15:00 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
23,423 90 0.62 14 0.63 9.69 0.62 437.50 22 88.44 23.45 1 22.65 1 3
44,850 47 0.83 9 0.84 12.62 0.83 435.00 20.15 86.58 21.20 1 20.35 1 4
33,406 41 1.10 7 1.11 15.84 1.10 432.50 17.30 81.89 18.55 2 18.30 1 11
42,664 25 1.45 17 1.46 19.42 1.45 430.00 16.50 80.66 16.40 2 16.15 1 72
26,148 12 1.89 12 1.91 23.66 1.90 427.50 14.20 75.70 14.40 2 14 2 17
16,762 8 2.45 2 2.46 28.40 2.45 425.00 12.25 71.50 12.45 3 12.20 2 256
8,833 5 3.12 1 3.16 33.58 3.14 422.50 10.35 65.78 10.55 3 10.35 2 173
11,897 2 3.97 3 4.01 39.13 3.99 420.00 8.79 60.76 9.04 6 8.77 1 1,860
4,392 5 4.97 2 5.02 44.94 5 417.50 7.29 55.06 7.32 2 7.27 4 2,543
4,333 1 6.17 1 6.23 51.14 6.16 415.00 6.01 48.81 6.05 6 5.98 1 5,072
1,398 3 7.52 3 7.63 56.35 7.44 412.50 4.91 43.43 4.91 3 4.86 2 5,967
1,240 1 9.07 1 9.14 62.25 8.86 410.00 3.94 37.27 3.99 8 3.92 4 6,365
188 3 10.70 1 10.90 68.36 10.80 407.50 3.15 31.66 3.17 3 3.14 2 6,792
301 6 12.60 2 12.80 73.46 12.35 405.00 2.51 26.42 2.52 8 2.51 1 20,537
115 3 14.55 2 14.85 78.76 14.85 402.50 2.01 21.63 2.01 9 2 4 20,760
338 4 16.35 2 16.85 82.57 16.50 400.00 1.60 17.16 1.60 11 1.59 15 29,552
18 3 18.55 2 19.05 88.03 20.05 397.50 1.28 13.64 1.28 6 1.27 32 20,410
33 1 20.95 2 21.45 89.56 21.20 395.00 1.03 10.50 1.03 23 1.02 53 29,014
103 1 23.10 3 23.80 92.30 23.70 392.50 0.84 7.90 0.85 77 0.83 79 14,990

📌 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.72 1.64 0.08
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.73 1.64 0.09
0937_0941_0945_8949 📉 Entry (Short) 201W7430 1.69 1.65 0.04
0937_0941_0945_8949 📉 Entry (Short) 301W7400 1.68 1.7 -0.02
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.7 1.77 -0.07
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.71 1.75 -0.04
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.6 0.07
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.66 0.01
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.69 1.76 -0.07
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.7 1.69 0.01
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 413.25 416.15 418.2 413.25 210,384 416.67 1.55 2.07 3089.18 53
📙 Next Month 101WC000 F 202512 414.15 416.95 419.0 414.15 278 418.2 2.35 3.6 3095.47 113

📌 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 416.15 416.67 1.55 2.07 -0.52 +0.52
📙 Next Month 416.95 418.2 2.35 3.6 -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: 81 events)

Event-driven time series chart of KOSPI200 futures price movements (08:45 ~ 15:00, total 81 points)
As of 06-30 16:00, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:45 to 15:00

📌 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 416.15, 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
0 09:00 09:15 Now: 11 signals / Last 1 windows total: 11 (Insufficient Data) ⚖️ Neutral Market
1 09:01 09:16 Now: 11 signals / Last 2 windows total: 22 (Insufficient Data) ⚖️ Neutral Market
2 09:02 09:17 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
3 09:04 09:19 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market 📈
4 09:05 09:20 Now: 11 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:10 09:25 Now: 8 signals / Last 3 windows total: 30 🔥 Fast Market
6 09:12 09:27 Now: 7 signals / Last 3 windows total: 26 🔥 Fast Market
7 09:15 09:30 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
8 09:16 09:31 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
9 09:17 09:32 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
10 09:18 09:33 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
11 09:19 09:34 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
12 09:20 09:35 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
13 09:22 09:37 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:26 09:41 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
15 09:30 09:45 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
16 09:32 09:47 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
17 09:33 09:48 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:34 09:49 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
19 09:35 09:50 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
20 09:36 09:51 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
21 09:40 09:55 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
23 09:43 09:58 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
24 09:46 10:01 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
25 09:51 10:06 Now: 6 signals / Last 3 windows total: 24 🔥 Fast Market
26 09:53 10:08 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
27 10:04 10:19 Now: 3 signals / Last 3 windows total: 15 ⚖️ Neutral Market
28 10:05 10:20 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
29 10:07 10:22 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
30 10:17 10:32 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
31 10:24 10:39 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
32 10:29 10:44 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
33 10:31 10:46 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
34 10:33 10:48 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
35 10:35 10:50 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
36 10:52 11:07 Now: 1 signals / Last 3 windows total: 10 ⚖️ Neutral Market
37 10:57 11:12 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
38 10:59 11:14 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
39 11:05 11:20 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
40 11:09 11:24 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
41 11:19 11:34 Now: 3 signals / Last 3 windows total: 11 ⚖️ Neutral Market
42 11:22 11:37 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
43 11:28 11:43 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
44 11:32 11:47 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
45 11:35 11:50 Now: 4 signals / Last 3 windows total: 11 ⚖️ Neutral Market
46 11:40 11:55 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
47 11:45 12:00 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
48 11:50 12:05 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
49 12:07 12:22 Now: 1 signals / Last 3 windows total: 9 🧊 Slow Market
50 12:20 12:35 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market 📉
51 12:32 12:47 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
52 12:36 12:51 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
53 12:38 12:53 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
54 13:22 13:37 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market 📉
55 13:25 13:40 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market 📉
56 13:30 13:45 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
57 13:42 13:57 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
58 13:44 13:59 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
59 13:46 14:01 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
60 14:16 14:31 Now: 1 signals / Last 3 windows total: 7 🧊 Slow Market
61 14:44 14:59 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
62 14:45 15:00 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
24,875 1 0.62 2 0.64 9.66 0.64 437.50 22 88.44 0 0 21.75 2 3
46,806 3 0.83 64 0.86 12.33 0.86 435.00 20.15 86.58 0 0 19.60 2 4
35,364 2 1.09 97 1.14 15.51 1.14 432.50 17.30 81.89 53 2 16.80 1 11
45,207 36 1.46 1 1.47 19.21 1.46 430.00 16.50 80.66 17 8 15.35 2 72
27,626 21 1.89 23 1.94 23.42 1.94 427.50 14.35 75.64 0 0 13.20 2 18
18,172 5 2.47 8 2.51 28.14 2.47 425.00 12.20 71.86 15.90 3 11.35 2 289
9,501 11 3.15 1 3.16 33.30 3.15 422.50 10.35 66.70 11.35 2 10.35 1 192
12,479 5 4.01 1 4.02 38.83 4.01 420.00 8.92 61.17 9 1 8.15 1 1,902
4,538 3 5.07 7 5.08 44.63 5.07 417.50 7.15 55.37 7.16 1 6.65 2 2,656
4,681 1 6.25 2 6.28 50.59 6.28 415.00 5.89 49.41 5.89 5 5.54 1 5,464
1,489 1 7.66 9 7.68 56.57 7.68 412.50 4.77 43.43 4.77 78 4.64 1 6,190
1,726 1 9.24 1 9.25 62.43 9.25 410.00 3.85 37.57 3.85 6 3.83 1 6,702
193 1 10.35 1 11.60 68.06 10.85 407.50 3.06 31.94 3.06 5 3.04 1 7,185
328 1 12.20 2 13.90 73.33 12.45 405.00 2.46 26.67 2.46 10 2.45 5 21,762
121 1 14.15 1 15.40 78.14 14.40 402.50 1.94 21.86 1.94 100 1.90 1 21,868
343 1 16.20 1 16.80 82.44 16.80 400.00 1.51 17.56 1.53 3 1.51 70 31,099
20 2 16.70 2 19.85 86.18 18.95 397.50 1.21 13.82 1.35 20 1.21 6 22,025
37 1 21 2 22.15 89.36 20.90 395.00 0.99 10.64 0.99 52 0.98 1 30,112
131 1 21 2 24.45 92.16 23.45 392.50 0.78 8.01 0.84 3 0.78 21 16,131

📌 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
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 201W7435 1.11 1.05 0.06
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0856_0900_0901_8949 📉 Entry (Short) 301W7395 1.12 1.08 0.04
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 201W7430 1.7 1.76 -0.06
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.72 1.64 0.08
0931_0932_0933_8949 📉 Entry (Short) 301W7400 1.73 1.64 0.09
0937_0941_0945_8949 📉 Entry (Short) 201W7430 1.69 1.65 0.04
0937_0941_0945_8949 📉 Entry (Short) 301W7400 1.68 1.7 -0.02
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 201W7430 1.66 1.6 0.06
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.7 1.77 -0.07
0947_0948_0949_8949 📉 Entry (Short) 301W7400 1.71 1.75 -0.04
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.6 0.07
0949_0950_0951_8949 📉 Entry (Short) 201W7430 1.67 1.66 0.01
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.69 1.76 -0.07
0949_0950_0951_8949 📉 Entry (Short) 301W7400 1.7 1.69 0.01
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)
0856_0900_0901_8949 📉 Entry (Short) 201W7435 -416 -393 -809 15,000
0856_0900_0901_8949 📉 Entry (Short) 201W7435 -416 -393 -809 15,000
0856_0900_0901_8949 📉 Entry (Short) 301W7395 -420 -405 -825 10,000
0856_0900_0901_8949 📉 Entry (Short) 301W7395 -420 -405 -825 10,000
0931_0932_0933_8949 📉 Entry (Short) 201W7430 -637 -660 -1,297 -15,000
0931_0932_0933_8949 📉 Entry (Short) 201W7430 -637 -660 -1,297 -15,000
0931_0932_0933_8949 📉 Entry (Short) 301W7400 -645 -615 -1,260 20,000
0931_0932_0933_8949 📉 Entry (Short) 301W7400 -648 -615 -1,263 22,500
0937_0941_0945_8949 📉 Entry (Short) 201W7430 -633 -618 -1,251 10,000
0937_0941_0945_8949 📉 Entry (Short) 301W7400 -630 -637 -1,267 -5,000
0947_0948_0949_8949 📉 Entry (Short) 201W7430 -622 -600 -1,222 15,000
0947_0948_0949_8949 📉 Entry (Short) 201W7430 -622 -600 -1,222 15,000
0947_0948_0949_8949 📉 Entry (Short) 301W7400 -637 -663 -1,300 -17,500
0947_0948_0949_8949 📉 Entry (Short) 301W7400 -641 -656 -1,297 -10,000
0949_0950_0951_8949 📉 Entry (Short) 201W7430 -626 -600 -1,226 17,500
0949_0950_0951_8949 📉 Entry (Short) 201W7430 -626 -622 -1,248 2,500
0949_0950_0951_8949 📉 Entry (Short) 301W7400 -633 -660 -1,293 -17,500
0949_0950_0951_8949 📉 Entry (Short) 301W7400 -637 -633 -1,270 2,500
Total -20,981 75,000
ℹ️ How to Read This Table
  • Entry/Exit Fees: These are the transaction costs associated with opening and closing positions. Total fees = entry + exit.
  • Total P&L (KRW): Net profit or loss in Korean Won, calculated based on settlement prices.
  • Color Indicators: Green for gains, Red for losses.

📈 Realized Profit Overview

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

💹 Overall Profit Summary
Total P&L (KRW) Total Fees (KRW) Net Realized Profit (KRW)
75,000 -20,981 ✅ 54,019
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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