2025-07-16 Derivatives Futures and Options Insights


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

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

⏱️ Opening Time: 07-16 09:00

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

📋 Strategy Components

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

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

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



🧮 (⏱️ 07-16 09:02) 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
408 1 2.48 1 2.50 21.32 2.49 457.50 25.70 76.57 28.75 2 1.78 12 0
547 2 2.89 1 2.92 23.86 2.90 455.00 23.45 73.90 58.45 12 0.35 12 0
615 4 3.36 2 3.38 26.59 3.37 452.50 21.40 71.05 55.90 12 0.35 12 0
595 4 3.89 2 3.93 29.48 3.90 450.00 19.50 68.06 53.35 12 19.60 2 0
201 2 4.51 2 4.55 32.50 4.53 447.50 18.35 64.92 19.55 2 18.55 2 0
511 1 5.21 3 5.25 35.68 5.21 445.00 17.20 61.66 17.85 2 16.90 2 4
204 3 5.97 1 6.05 38.86 6.06 442.50 14.55 58.30 16.15 2 14.90 2 0
337 1 6.88 2 6.92 42.05 6.89 440.00 14.30 57.74 14.50 1 14.25 2 56
114 2 7.85 1 7.91 45.97 8.06 437.50 12.50 53.84 12.95 2 12.35 2 11
451 1 8.92 3 9.03 49.04 8.99 435.00 11.45 50.63 11.50 2 11 5 265
234 2 10.10 2 10.20 52.92 10.15 432.50 10.10 47.19 10.20 4 10.05 3 246
52 2 11.40 1 11.80 56.66 11.60 430.00 8.96 43.53 8.99 1 8.90 2 172
35 3 12.75 2 13 59.94 13 427.50 7.79 40.06 7.92 2 7.84 2 67
25 3 14.35 2 14.50 63.63 14.65 425.00 6.77 36.43 6.94 1 6.87 2 202
1 2 15.75 2 16.75 69.34 16.40 422.50 5.88 33.06 6.09 2 6.02 1 181
10 2 17.65 2 18.30 72.49 18.75 420.00 5.23 30.02 5.30 3 5.27 2 100
38 1 19.50 2 56.40 73.22 19.55 417.50 4.54 26.84 4.64 3 4.55 4 102
8 2 19.10 2 58.50 78.31 22.15 415.00 4.04 23.81 4.04 2 4.02 1 439
4 2 20.30 2 23.55 79.59 23.95 412.50 3.50 21.03 3.53 6 3.47 1 235

📌 Notes on Option Price Data:

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



🧮 (⏱️ 07-16 09:05) 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
730 1 2.55 3 2.58 21.68 2.55 455.00 23.45 73.90 58.45 12 0.35 12 0
913 3 2.97 3 3 24.37 2.97 452.50 21.40 71.05 55.90 12 0.35 12 0
961 2 3.46 2 3.49 27.14 3.47 450.00 19.50 68.06 53.35 12 19.60 2 0
311 3 4.01 4 4.06 30.04 4.09 447.50 18.35 64.92 51.25 10 18.95 2 0
606 1 4.65 7 4.73 33.51 4.71 445.00 19.05 66.88 49.55 10 18.95 2 7
259 2 5.37 1 5.42 36.54 5.47 442.50 17.20 63.26 17.75 2 16.65 2 5
456 1 6.20 4 6.28 39.37 6.19 440.00 15.20 59.72 15.85 1 15 2 62
198 2 7.10 1 7.15 43.13 7.13 437.50 13.85 56.56 14.20 2 13.75 2 24
539 4 8.11 2 8.15 46.63 8.11 435.00 12.25 52.87 12.85 2 12.10 3 293
299 1 9.23 1 9.29 50.04 9.23 432.50 11.20 49.82 11.25 2 11.10 2 295
78 2 10.45 4 10.60 53.41 10.50 430.00 9.93 46.25 9.93 1 9.85 1 243
51 1 11.80 1 11.90 57.32 11.80 427.50 8.78 42.68 8.78 2 8.72 1 120
38 1 13.25 2 13.45 61.22 13.35 425.00 7.76 39.19 7.78 5 7.69 1 248
2 2 14.50 2 15.70 65.62 15.60 422.50 6.70 35.67 6.82 4 6.75 1 237
20 2 16.40 2 17.10 67.63 16.55 420.00 5.98 32.37 5.97 2 5.91 2 288
43 1 18.20 2 19.05 71.82 18.80 417.50 4.99 28.55 5.24 4 5.16 4 140
8 2 19.30 2 21.55 78.31 22.15 415.00 4.60 26.03 4.59 5 4.53 1 627
4 2 20.30 2 22.10 79.59 23.95 412.50 4 23.09 4 1 3.90 4 368
0 2 21.60 2 32.90 83.40 27.30 410.00 3.50 20.31 3.51 3 3.48 1 730

📌 Notes on Option Price Data:

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



📊 (⏱️ 07-16 10:19) 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 432.7 432.35 434.25 429.65 80,531 433.93 0.1 1.68 3219.5 41
📙 Next Month 101WC000 F 202512 433.65 433.05 435.0 430.65 96 435.18 1.15 3.28 3225.41 101

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



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

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

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 432.35 433.93 0.1 1.68 -1.58 +1.58
📙 Next Month 433.05 435.18 1.15 3.28 -2.13 +2.13

📌 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 (08:46 ~ 10:19, total 41 points)
As of 07-16 10:19, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:46 to 10:19

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 432.35, and the threshold movement size is 0.1%.

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

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
2,114 3 2.73 6 2.75 23.26 2.75 455.00 23.45 73.90 58.45 12 0.35 12 0
2,738 1 3.21 8 3.22 25.94 3.21 452.50 21.40 71.05 55.90 12 0.35 12 0
3,247 3 3.71 8 3.75 28.79 3.73 450.00 19.50 68.06 53.35 12 10.35 2 0
1,019 1 4.29 1 4.34 31.80 4.32 447.50 20.50 69.71 51.25 10 19.50 2 1
1,496 1 5 1 5.01 34.95 5 445.00 18.65 66.20 18.20 2 17.70 2 34
535 4 5.72 1 5.76 37.78 5.71 442.50 16.25 62.16 16.50 2 16 2 12
1,923 2 6.60 2 6.66 41.60 6.65 440.00 14.50 58.93 14.50 1 14.35 5 79
784 1 7.56 5 7.62 45.07 7.60 437.50 13 55.53 12.95 1 12.75 4 43
1,754 3 8.61 1 8.67 48.35 8.64 435.00 11.45 51.41 11.60 4 11.45 2 1,186
721 3 9.77 1 9.95 52.14 9.89 432.50 10.15 47.86 10.25 1 10.15 3 626
720 2 11.10 1 11.30 55.70 11.15 430.00 8.96 44.30 9.01 2 8.96 2 726
114 3 12.35 1 12.60 58.81 12.50 427.50 7.88 40.77 8.11 4 7.88 2 406
113 2 13.85 1 14.15 62.71 14.10 425.00 6.91 37.29 6.98 3 6.90 1 719
4 2 15.20 2 15.85 63.36 14.35 422.50 6.11 34.44 6.14 4 5.92 5 474
101 2 17 2 17.50 68.96 17.35 420.00 5.26 30.60 5.26 1 5.24 1 1,250
49 2 18.80 2 19.45 69.69 17.55 417.50 4.61 27.77 4.68 4 4.57 4 543
23 2 20.25 2 21.55 74.79 20.50 415.00 3.99 24.44 4.03 4 3.96 1 1,134
6 2 21.35 2 60.95 77.54 22.40 412.50 3.49 21.90 3.49 5 3.47 1 1,171
0 2 22.30 2 27.20 83.40 27.30 410.00 3.01 18.95 3.02 4 3 11 2,253

📌 Notes on Option Price Data:

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



📊 (⏱️ 07-16 10:44) 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 432.7 432.8 434.25 429.65 92,818 433.94 0.54 1.68 3219.5 41
📙 Next Month 101WC000 F 202512 433.65 433.65 435.0 430.65 102 435.55 1.39 3.29 3225.41 101

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



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

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

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 432.8 433.94 0.54 1.68 -1.14 +1.14
📙 Next Month 433.65 435.55 1.39 3.29 -1.9 +1.90

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



📉 KOSPI200 Futures Price Movement Visualization (Total: 44 events)

Event-driven time series chart of KOSPI200 futures price movements (08:46 ~ 10:44, total 44 points)
As of 07-16 10:44, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:46 to 10:44

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 432.8, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 13 signals / Last 2 windows total: 27 (Insufficient Data) ⚖️ Neutral Market
2 09:06 09:21 Now: 11 signals / Last 3 windows total: 38 🔥 Fast Market
3 09:11 09:26 Now: 7 signals / Last 3 windows total: 31 🔥 Fast Market
4 09:12 09:27 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
5 09:14 09:29 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
6 09:16 09:31 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
7 09:20 09:35 Now: 6 signals / Last 3 windows total: 20 ⚖️ Neutral Market
8 09:21 09:36 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market 📉
9 09:23 09:38 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
10 09:24 09:39 Now: 8 signals / Last 3 windows total: 22 ⚖️ Neutral Market
11 09:27 09:42 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
12 09:29 09:44 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
13 09:30 09:45 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
14 09:31 09:46 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
15 09:32 09:47 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
16 09:33 09:48 Now: 10 signals / Last 3 windows total: 28 🔥 Fast Market
17 09:43 09:58 Now: 6 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:46 10:01 Now: 5 signals / Last 3 windows total: 21 ⚖️ Neutral Market
19 09:50 10:05 Now: 3 signals / Last 3 windows total: 14 ⚖️ Neutral Market
20 09:56 10:11 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
21 10:04 10:19 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
22 10:21 10:36 Now: 1 signals / Last 3 windows total: 8 🧊 Slow Market
23 10:28 10:43 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
24 10:29 10:44 Now: 3 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
2,440 3 2.81 4 2.82 23.27 2.82 455.00 23.45 73.90 58.45 12 0.35 12 0
3,144 3 3.27 7 3.28 25.95 3.28 452.50 21.40 71.05 55.90 12 0.35 12 0
3,697 2 3.80 5 3.82 28.80 3.81 450.00 19.50 68.06 53.35 12 10.35 2 0
1,083 3 4.38 2 4.43 31.72 4.40 447.50 20.50 69.71 51.25 10 19 2 1
1,649 2 5.10 2 5.11 34.96 5.11 445.00 18.65 66.20 17.95 2 17.25 2 34
592 1 5.86 5 5.91 38.23 5.90 442.50 16 61.83 16.30 2 15.55 2 13
2,034 5 6.69 3 6.80 41.48 6.78 440.00 14.15 58.38 14.80 3 13.95 1 104
910 2 7.72 2 7.78 44.94 7.75 437.50 12.80 55.36 12.75 2 12.60 2 62
1,870 1 8.80 3 8.87 48.16 8.71 435.00 11.50 51.75 11.30 2 11.20 1 1,199
763 2 10 1 10.10 52.01 10.05 432.50 9.94 47.84 9.98 1 9.93 1 669
742 2 11.15 1 11.40 55.06 10.85 430.00 8.86 44.53 8.87 4 8.76 2 858
142 2 12.65 2 12.95 59.15 12.75 427.50 7.71 40.75 7.79 2 7.69 1 488
116 2 13.85 2 14.35 62.34 14.20 425.00 6.75 37.28 6.81 2 6.75 4 805
8 2 15.45 2 16.20 65.49 15.30 422.50 5.90 34.01 5.92 3 5.87 1 539
109 2 17.20 2 17.80 68.92 17.30 420.00 5.14 30.59 5.20 4 5.12 2 1,529
49 2 19.10 2 19.85 69.69 17.55 417.50 4.52 27.63 4.55 5 4.47 1 567
23 2 20.25 2 21.80 74.79 20.50 415.00 3.91 24.46 4.05 5 3.89 1 1,218
6 2 21.35 2 60.95 77.54 22.40 412.50 3.41 21.58 3.40 1 3.38 1 1,370
0 2 22.30 2 27.20 83.40 27.30 410.00 2.95 19.04 2.96 6 2.94 2 2,617

📌 Notes on Option Price Data:

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



🧮 (⏱️ 07-16 11:01) 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
3,024 7 2.46 14 2.48 21.19 2.47 457.50 25.70 76.57 27.80 2 26.40 2 0
2,660 3 2.87 8 2.89 23.76 2.88 455.00 23.45 73.90 58.45 12 0.35 12 0
3,393 2 3.34 4 3.36 26.45 3.35 452.50 21.40 71.05 55.90 12 0.35 12 0
3,834 1 3.88 2 3.90 29.32 3.90 450.00 19.50 68.06 53.35 12 10.35 2 0
1,128 1 4.49 2 4.53 32.35 4.50 447.50 20.50 69.71 19.40 2 18.95 2 1
1,785 1 5.20 1 5.24 35.53 5.22 445.00 18.65 66.20 17.65 2 17.05 2 34
622 1 5.98 1 6.03 38.53 5.98 442.50 16 61.83 15.90 2 15.35 2 13
2,092 6 6.83 1 6.94 42.20 6.90 440.00 14.05 58.02 14 2 13.80 3 114
985 2 7.86 5 8.04 45.72 7.89 437.50 12.70 54.85 12.80 5 12.40 1 66
1,937 1 8.99 2 9.03 49.24 9 435.00 11.05 50.76 11.10 1 11 1 1,224
810 1 10.20 1 10.30 52.50 10.15 432.50 9.77 47.20 9.80 1 9.74 1 743
753 2 11.50 1 11.65 56.14 11.45 430.00 8.60 43.68 8.67 4 8.54 6 960
143 2 12.85 2 13.15 59.13 12.75 427.50 7.56 40.13 7.59 2 7.49 7 519
118 2 14.45 2 14.60 62.90 14.30 425.00 6.66 36.92 6.63 1 6.59 1 885
8 2 15.85 2 16.40 65.49 15.30 422.50 5.80 33.46 5.79 1 5.75 3 573
109 2 17.60 2 18.20 68.92 17.30 420.00 5.02 30.05 5.05 1 5.01 2 1,590
49 2 19.50 2 56.40 69.69 17.55 417.50 4.36 26.93 4.41 6 4.35 2 604
23 2 20.25 1 22 74.79 20.50 415.00 3.80 23.92 3.81 2 3.79 2 1,300
6 2 21.35 2 60.95 77.54 22.40 412.50 3.29 21.15 3.31 2 3.28 1 1,408

📌 Notes on Option Price Data:

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



🧮 (⏱️ 07-16 13:52) Delta-Based Center Strike Identification Algorithm

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

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

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

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

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
3,699 13 2.51 2 2.53 22.17 2.53 455.00 23.45 73.90 58.45 12 0.35 12 0
4,716 22 2.94 2 2.96 24.78 2.95 452.50 21.40 71.05 55.90 12 0.35 12 0
5,037 5 3.44 4 3.46 27.56 3.45 450.00 19.50 68.06 53.35 12 11.10 2 0
1,483 3 3.99 4 4.05 30.47 4 447.50 19.15 67.87 51.25 10 19.55 2 6
2,234 1 4.64 5 4.69 33.60 4.66 445.00 17.90 65.78 18.35 2 17.85 2 44
838 1 5.37 1 5.43 36.79 5.39 442.50 16 61.83 16.65 2 16.05 2 13
2,562 1 6.22 9 6.30 40.43 6.29 440.00 14.75 59.79 14.85 2 14.40 2 164
1,293 1 7.14 1 7.19 43.98 7.16 437.50 13.20 56.18 13.35 2 12.80 2 101
2,335 4 8.17 1 8.23 47.13 8.20 435.00 11.85 52.78 11.85 2 11.70 1 1,330
1,300 2 9.33 2 9.43 50.69 9.35 432.50 10.45 49.31 10.50 5 10.40 4 1,426
876 2 10.60 1 10.65 54.20 10.60 430.00 9.23 45.75 9.25 1 9.17 4 1,256
170 1 11.95 2 12.05 57.92 12 427.50 8.12 42.19 8.16 2 8.03 4 696
143 4 13.20 1 13.55 61.80 13.65 425.00 7.07 38.42 7.16 2 7.08 4 1,136
10 1 15.05 2 15.50 65.74 15.60 422.50 6.20 34.96 6.27 4 5.99 4 669
121 1 16.75 2 17.20 68.53 16.95 420.00 5.41 32.04 5.46 3 5.43 3 2,135
49 2 18.50 2 18.90 69.69 17.55 417.50 4.72 28.65 4.92 4 4.71 3 753
24 2 20.10 2 21.75 74.56 20.50 415.00 4.14 25.60 4.15 1 4.12 2 1,723
6 2 21.35 2 29.90 77.54 22.40 412.50 3.59 22.77 3.62 3 3.57 2 1,685
1 3 24.10 2 27.20 80.67 24.80 410.00 3.13 20.04 3.14 2 3.13 1 3,464

📌 Notes on Option Price Data:

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


❌ System Error Detected: Unrecognized market_mode

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



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

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


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 432.7 431.0 434.25 429.65 167,598 432.46 0.21 1.67 3219.5 41
📙 Next Month 101WC000 F 202512 433.65 431.65 435.0 430.65 163 433.87 1.05 3.27 3225.41 101

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



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

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

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 431.0 432.46 0.21 1.67 -1.46 +1.46
📙 Next Month 431.65 433.87 1.05 3.27 -2.22 +2.22

📌 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: 64 events)

Event-driven time series chart of KOSPI200 futures price movements (08:46 ~ 15:20, total 64 points)
As of 07-16 15:20, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:46 to 15:20

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 431.0, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 13 signals / Last 2 windows total: 27 (Insufficient Data) ⚖️ Neutral Market
2 09:06 09:21 Now: 11 signals / Last 3 windows total: 38 🔥 Fast Market
3 09:11 09:26 Now: 7 signals / Last 3 windows total: 31 🔥 Fast Market
4 09:12 09:27 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
5 09:14 09:29 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
6 09:16 09:31 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
7 09:20 09:35 Now: 6 signals / Last 3 windows total: 20 ⚖️ Neutral Market
8 09:21 09:36 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market 📉
9 09:23 09:38 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
10 09:24 09:39 Now: 8 signals / Last 3 windows total: 22 ⚖️ Neutral Market
11 09:27 09:42 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
12 09:29 09:44 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
13 09:30 09:45 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
14 09:31 09:46 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
15 09:32 09:47 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
16 09:33 09:48 Now: 10 signals / Last 3 windows total: 28 🔥 Fast Market
17 09:43 09:58 Now: 6 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:46 10:01 Now: 5 signals / Last 3 windows total: 21 ⚖️ Neutral Market
19 09:50 10:05 Now: 3 signals / Last 3 windows total: 14 ⚖️ Neutral Market
20 09:56 10:11 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
21 10:04 10:19 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
22 10:21 10:36 Now: 1 signals / Last 3 windows total: 8 🧊 Slow Market
23 10:28 10:43 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
24 10:29 10:44 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
25 10:51 11:06 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
26 10:54 11:09 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
27 10:57 11:12 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
28 11:06 11:21 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
29 11:12 11:27 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
30 11:21 11:36 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market 📉
31 11:45 12:00 Now: 1 signals / Last 3 windows total: 7 🧊 Slow Market
32 12:19 12:34 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
33 12:34 12:49 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
34 12:38 12:53 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
35 12:48 13:03 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
36 13:06 13:21 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
37 13:25 13:40 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
38 13:34 13:49 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
39 13:36 13:51 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
40 13:47 14:02 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
41 13:53 14:08 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
42 14:27 14:42 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
43 14:33 14:48 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
44 15:05 15:20 Now: 1 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
4,657 6 2.34 9 2.38 21.80 2.35 455.00 23.45 73.90 27.05 2 26.20 2 0
5,817 8 2.76 2 2.78 24.27 2.78 452.50 21.40 71.05 55.90 12 0.35 12 0
6,393 4 3.23 5 3.26 27.03 3.25 450.00 19.50 68.06 53.35 12 11.10 2 0
1,878 5 3.76 5 3.80 29.95 3.79 447.50 19.15 67.87 51.25 10 19.65 2 6
3,138 3 4.39 3 4.42 33.03 4.41 445.00 18.90 67.48 18.95 2 18.35 2 54
1,198 6 5.07 2 5.12 36.24 5.07 442.50 16 61.83 17.15 2 16.65 2 13
3,627 1 5.90 2 5.94 39.84 5.89 440.00 15.20 60.34 15.10 2 14.95 1 180
1,588 2 6.79 3 6.84 43.27 6.78 437.50 13.65 57.28 13.80 2 13.30 2 131
2,699 1 7.80 2 7.85 46.51 7.84 435.00 12.20 53.95 12.20 2 11.85 2 1,393
1,820 3 8.93 3 9.05 50.06 8.95 432.50 10.60 49.67 10.60 3 10.40 2 1,816
1,174 3 10.15 4 10.25 53.70 10.10 430.00 9.40 46.34 9.35 4 9.30 1 1,548
198 2 11.50 2 11.60 56.94 11.40 427.50 8.20 42.81 8.23 3 8.18 1 828
172 2 13 2 13.10 60.80 12.95 425.00 7.21 39.02 7.20 1 7.16 5 1,484
22 2 14.55 1 14.70 64.09 14.50 422.50 6.30 35.57 6.30 1 6.09 2 788
145 2 16.20 2 16.35 67.60 16.20 420.00 5.49 32.22 5.49 2 5.45 1 2,768
54 3 18.05 9 18.15 70.79 18.20 417.50 4.75 29.21 4.78 3 4.55 1 969
29 2 19.90 1 20 73.74 19.80 415.00 4.16 26.05 4.16 3 4.07 4 1,993
7 2 21.85 2 29.90 77.37 22.40 412.50 3.58 23.16 3.61 8 3.55 2 2,058
2 2 23.85 2 24 79.82 24.10 410.00 3.12 20.40 3.13 2 3.10 4 4,418

📌 Notes on Option Price Data:

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


❌ System Error Detected: Unrecognized market_mode

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



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

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


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 432.7 430.55 434.25 429.65 181,036 432.83 0.61 1.67 3219.5 41
📙 Next Month 101WC000 F 202512 433.65 431.5 435.0 430.65 164 434.44 0.34 3.28 3225.41 101

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



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

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

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 430.55 432.83 0.61 1.67 -2.28 +1.06
📙 Next Month 431.5 434.44 0.34 3.28 -2.94 +2.94

📌 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: 65 events)

Event-driven time series chart of KOSPI200 futures price movements (08:46 ~ 15:45, total 65 points)
As of 07-16 15:45, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:46 to 15:45

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 430.55, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 13 signals / Last 2 windows total: 27 (Insufficient Data) ⚖️ Neutral Market
2 09:06 09:21 Now: 11 signals / Last 3 windows total: 38 🔥 Fast Market
3 09:11 09:26 Now: 7 signals / Last 3 windows total: 31 🔥 Fast Market
4 09:12 09:27 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
5 09:14 09:29 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
6 09:16 09:31 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
7 09:20 09:35 Now: 6 signals / Last 3 windows total: 20 ⚖️ Neutral Market
8 09:21 09:36 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market 📉
9 09:23 09:38 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
10 09:24 09:39 Now: 8 signals / Last 3 windows total: 22 ⚖️ Neutral Market
11 09:27 09:42 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
12 09:29 09:44 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
13 09:30 09:45 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
14 09:31 09:46 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
15 09:32 09:47 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
16 09:33 09:48 Now: 10 signals / Last 3 windows total: 28 🔥 Fast Market
17 09:43 09:58 Now: 6 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:46 10:01 Now: 5 signals / Last 3 windows total: 21 ⚖️ Neutral Market
19 09:50 10:05 Now: 3 signals / Last 3 windows total: 14 ⚖️ Neutral Market
20 09:56 10:11 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
21 10:04 10:19 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
22 10:21 10:36 Now: 1 signals / Last 3 windows total: 8 🧊 Slow Market
23 10:28 10:43 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
24 10:29 10:44 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
25 10:51 11:06 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
26 10:54 11:09 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
27 10:57 11:12 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
28 11:06 11:21 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
29 11:12 11:27 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
30 11:21 11:36 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market 📉
31 11:45 12:00 Now: 1 signals / Last 3 windows total: 7 🧊 Slow Market
32 12:19 12:34 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
33 12:34 12:49 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
34 12:38 12:53 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
35 12:48 13:03 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
36 13:06 13:21 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
37 13:25 13:40 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
38 13:34 13:49 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
39 13:36 13:51 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
40 13:47 14:02 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
41 13:53 14:08 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
42 14:27 14:42 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
43 14:33 14:48 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
44 15:05 15:20 Now: 1 signals / Last 3 windows total: 4 🧊 Slow Market
45 15:30 15:45 Now: 1 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
5,107 1 2.26 1 2.32 22.08 2.27 455.00 23.45 73.90 27.50 2 25.60 2 0
6,009 4 2.67 1 2.68 24.69 2.67 452.50 21.40 71.05 55.90 2 0.35 2 0
6,778 1 3.11 17 3.13 27.47 3.13 450.00 19.50 68.06 53.35 2 11.10 2 0
1,974 2 3.62 1 3.63 30.42 3.63 447.50 19.15 67.87 51.25 10 19.55 2 6
3,251 1 4.24 3 4.25 33.51 4.25 445.00 18.90 67.48 19.05 5 17.60 2 54
1,254 1 4.66 1 4.93 36.74 4.93 442.50 16.65 63.76 19.25 2 15.80 2 18
3,782 1 5.71 2 5.75 40.09 5.74 440.00 14.95 59.91 15.85 1 11 2 185
1,679 2 6.57 1 6.61 43.52 6.60 437.50 13.65 57.28 14.30 1 12.55 2 131
2,772 2 7.59 3 7.60 47.03 7.60 435.00 12.20 53.95 13.85 2 10.35 1 1,393
1,898 1 8.69 1 8.73 50.59 8.72 432.50 10.75 49.41 10.80 1 10.75 1 1,851
1,263 1 9.93 1 10.70 54.15 9.96 430.00 9.50 45.85 9.50 3 9.41 4 1,696
205 5 11.10 2 13.30 57.71 11.45 427.50 8.31 42.29 8.88 1 8.30 1 910
187 1 12.05 1 19.80 61.22 12.95 425.00 7.29 38.78 7.34 1 7.13 1 1,535
46 5 14.20 2 15.65 64.67 14.50 422.50 6.37 35.33 7 1 6.37 3 869
154 1 15 2 17.35 68.02 16.20 420.00 5.51 31.98 5.52 3 5.51 4 2,949
72 2 0.33 2 18.95 71.24 17.95 417.50 4.79 28.76 5.98 1 4.79 6 1,025
38 2 18.80 2 21.75 73.89 20.10 415.00 4.20 25.68 4.39 1 4.19 3 2,060
11 2 20.65 2 29.90 76.84 22 412.50 3.62 22.76 3.65 1 3.61 3 2,121
2 2 22.60 2 32.90 79.82 24.10 410.00 3.14 20.03 3.25 2 3.13 25 4,558

📌 Notes on Option Price Data:

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



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

🔚 Liquidation Time: Positions automatically closed just before market close

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

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



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

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


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 432.7 430.55 434.25 429.65 181,036 432.83 0.61 1.67 3219.5 41
📙 Next Month 101WC000 F 202512 433.65 431.5 435.0 430.65 164 434.44 0.34 3.28 3225.41 101

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



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

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

Contract Live Price Theoretical Price Market Basis Theorist Basis Actual Basis Basis Gap
📘 Current Month 430.55 432.83 0.61 1.67 -2.28 +1.06
📙 Next Month 431.5 434.44 0.34 3.28 -2.94 +2.94

📌 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: 65 events)

Event-driven time series chart of KOSPI200 futures price movements (08:46 ~ 15:45, total 65 points)
As of 07-16 16:00, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 08:46 to 15:45

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 430.55, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:01 09:16 Now: 14 signals / Last 1 windows total: 14 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 13 signals / Last 2 windows total: 27 (Insufficient Data) ⚖️ Neutral Market
2 09:06 09:21 Now: 11 signals / Last 3 windows total: 38 🔥 Fast Market
3 09:11 09:26 Now: 7 signals / Last 3 windows total: 31 🔥 Fast Market
4 09:12 09:27 Now: 7 signals / Last 3 windows total: 25 🔥 Fast Market
5 09:14 09:29 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
6 09:16 09:31 Now: 7 signals / Last 3 windows total: 21 ⚖️ Neutral Market
7 09:20 09:35 Now: 6 signals / Last 3 windows total: 20 ⚖️ Neutral Market
8 09:21 09:36 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market 📉
9 09:23 09:38 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
10 09:24 09:39 Now: 8 signals / Last 3 windows total: 22 ⚖️ Neutral Market
11 09:27 09:42 Now: 8 signals / Last 3 windows total: 23 🔥 Fast Market
12 09:29 09:44 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
13 09:30 09:45 Now: 8 signals / Last 3 windows total: 24 🔥 Fast Market
14 09:31 09:46 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
15 09:32 09:47 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
16 09:33 09:48 Now: 10 signals / Last 3 windows total: 28 🔥 Fast Market
17 09:43 09:58 Now: 6 signals / Last 3 windows total: 25 🔥 Fast Market
18 09:46 10:01 Now: 5 signals / Last 3 windows total: 21 ⚖️ Neutral Market
19 09:50 10:05 Now: 3 signals / Last 3 windows total: 14 ⚖️ Neutral Market
20 09:56 10:11 Now: 4 signals / Last 3 windows total: 12 ⚖️ Neutral Market
21 10:04 10:19 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
22 10:21 10:36 Now: 1 signals / Last 3 windows total: 8 🧊 Slow Market
23 10:28 10:43 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
24 10:29 10:44 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
25 10:51 11:06 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
26 10:54 11:09 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
27 10:57 11:12 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
28 11:06 11:21 Now: 4 signals / Last 3 windows total: 9 🧊 Slow Market
29 11:12 11:27 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market
30 11:21 11:36 Now: 3 signals / Last 3 windows total: 10 ⚖️ Neutral Market 📉
31 11:45 12:00 Now: 1 signals / Last 3 windows total: 7 🧊 Slow Market
32 12:19 12:34 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
33 12:34 12:49 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
34 12:38 12:53 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
35 12:48 13:03 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
36 13:06 13:21 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
37 13:25 13:40 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
38 13:34 13:49 Now: 2 signals / Last 3 windows total: 4 🧊 Slow Market
39 13:36 13:51 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
40 13:47 14:02 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
41 13:53 14:08 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
42 14:27 14:42 Now: 1 signals / Last 3 windows total: 6 🧊 Slow Market
43 14:33 14:48 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
44 15:05 15:20 Now: 1 signals / Last 3 windows total: 4 🧊 Slow Market
45 15:30 15:45 Now: 1 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
5,107 1 2.26 1 2.32 22.08 2.27 455.00 23.45 73.90 27.50 2 25.60 2 0
6,009 4 2.67 1 2.68 24.69 2.67 452.50 21.40 71.05 55.90 2 0.35 2 0
6,778 1 3.11 17 3.13 27.47 3.13 450.00 19.50 68.06 53.35 2 11.10 2 0
1,974 2 3.62 1 3.63 30.42 3.63 447.50 19.15 67.87 51.25 10 19.55 2 6
3,251 1 4.24 3 4.25 33.51 4.25 445.00 18.90 67.48 19.05 5 17.60 2 54
1,254 1 4.66 1 4.93 36.74 4.93 442.50 16.65 63.76 19.25 2 15.80 2 18
3,782 1 5.71 2 5.75 40.09 5.74 440.00 14.95 59.91 15.85 1 11 2 185
1,679 2 6.57 1 6.61 43.52 6.60 437.50 13.65 57.28 14.30 1 12.55 2 131
2,772 2 7.59 3 7.60 47.03 7.60 435.00 12.20 53.95 13.85 2 10.35 1 1,393
1,898 1 8.69 1 8.73 50.59 8.72 432.50 10.75 49.41 10.80 1 10.75 1 1,851
1,263 1 9.93 1 10.70 54.15 9.96 430.00 9.50 45.85 9.50 3 9.41 4 1,696
205 5 11.10 2 13.30 57.71 11.45 427.50 8.31 42.29 8.88 1 8.30 1 910
187 1 12.05 1 19.80 61.22 12.95 425.00 7.29 38.78 7.34 1 7.13 1 1,535
46 5 14.20 2 15.65 64.67 14.50 422.50 6.37 35.33 7 1 6.37 3 869
154 1 15 2 17.35 68.02 16.20 420.00 5.51 31.98 5.52 3 5.51 4 2,949
72 2 0.33 2 18.95 71.24 17.95 417.50 4.79 28.76 5.98 1 4.79 6 1,025
38 2 18.80 2 21.75 73.89 20.10 415.00 4.20 25.68 4.39 1 4.19 3 2,060
11 2 20.65 2 29.90 76.84 22 412.50 3.62 22.76 3.65 1 3.61 3 2,121
2 2 22.60 2 32.90 79.82 24.10 410.00 3.14 20.03 3.25 2 3.13 25 4,558

📌 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.


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