2025-06-26 Derivatives Futures and Options Insights


📊 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: 06-26 09:04

⚠️ 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.



📊 (⏱️ 06-26 09:14) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

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



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

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


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 419.85 417.8 421.15 417.8 35,409 419.22 0.33 1.09 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 419.05 421.95 418.9 67 420.89 0.77 2.61 3105.28 115

📌 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 417.8 419.22 0.33 1.09 -1.42 +0.76
📙 Next Month 419.05 420.89 0.77 2.61 -1.84 +1.84

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



📉 KOSPI200 Futures Price Movement Visualization (Total: 8 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 09:14, total 8 points)
As of 06-26 09:14, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 09:14

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 417.8, 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

📊 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
6,199 6 1.56 8 1.58 13.50 1.59 440.00 22.80 85.67 24.35 2 23.20 2 0
3,796 4 1.90 8 1.93 16.37 1.93 437.50 23.60 82.73 22.25 2 21.25 2 0
3,098 3 2.30 2 2.31 19.57 2.31 435.00 17.90 79.41 51.40 10 19.45 2 4
2,551 3 2.77 3 2.80 23.10 2.79 432.50 18.55 75.72 17.95 2 17.30 2 0
2,307 4 3.34 2 3.36 27.11 3.35 430.00 15.35 72.25 16 2 15.50 2 4
945 12 4 2 4.03 31.40 4.01 427.50 13.90 68.18 14.65 2 13.60 2 5
972 1 4.77 3 4.82 35.96 4.83 425.00 11.75 62.76 42.55 1 11.95 2 194
846 6 5.65 2 5.71 41.53 5.80 422.50 10.55 58.67 10.80 3 10.65 3 261
2,315 2 6.67 2 6.76 46.09 6.75 420.00 9.23 54.18 9.30 2 9.16 2 466
174 2 7.84 1 7.90 51.14 7.95 417.50 7.97 49.19 7.97 1 7.89 2 618
168 2 9.14 2 9.29 56.01 9.22 415.00 6.75 43.99 6.79 2 6.72 1 619
6 2 10.35 3 10.90 61.05 10.65 412.50 5.60 38.68 5.73 3 5.67 2 663
102 1 12.20 2 12.55 66.54 12.35 410.00 4.80 34.14 4.82 1 4.77 1 1,370
64 2 13.85 2 14.20 71.01 14 407.50 3.99 29.42 4.04 3 3.99 1 1,614
46 2 15.65 2 16 75.34 16.05 405.00 3.35 25.10 3.36 2 3.34 1 2,279
8 2 17.45 2 17.95 80.69 18.70 402.50 2.78 21.01 2.80 2 2.78 3 3,381
26 3 19.55 2 20.45 83.05 19.90 400.00 2.32 17.42 2.33 7 2.31 8 5,655
0 2 21.55 2 22.65 86.79 23.30 397.50 1.93 14.14 1.94 8 1.92 8 4,121
2 2 23.75 2 24.70 88.71 24.50 395.00 1.62 11.37 1.62 7 1.60 10 3,727

📌 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.



📊 (⏱️ 06-26 09:28) 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 419.85 417.85 421.15 416.35 52,145 418.98 0.04 1.09 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 418.55 421.95 417.3 109 420.33 0.83 2.61 3105.28 115

📌 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 417.85 418.98 0.04 1.09 -1.13 +1.05
📙 Next Month 418.55 420.33 0.83 2.61 -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: 16 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 09:28, total 16 points)
As of 06-26 09:28, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 09:28

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

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 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
8,323 17 1.58 19 1.60 13.12 1.59 440.00 22.80 85.67 24.45 1 24.05 1 0
4,959 11 1.92 3 1.93 15.91 1.91 437.50 22.65 84.91 22.20 1 21.80 1 1
4,659 3 2.32 6 2.33 19.05 2.32 435.00 17.90 79.41 20.40 1 19.30 2 4
3,374 2 2.79 3 2.80 22.60 2.79 432.50 18.55 75.72 18.40 3 17.80 2 0
3,489 3 3.35 1 3.36 26.49 3.35 430.00 16.70 75.17 16.20 2 15.60 2 8
1,537 1 4.01 5 4.03 30.75 3.98 427.50 14.65 70.44 14.45 2 14 2 8
1,441 4 4.77 4 4.80 35.27 4.79 425.00 12.60 65.51 12.80 3 12.20 2 219
1,052 2 5.65 2 5.69 39.63 5.58 422.50 10.85 60.57 10.85 5 10.65 5 465
2,612 1 6.67 3 6.72 44.95 6.62 420.00 9.31 54.95 9.39 1 9.27 1 666
423 1 7.85 4 7.90 50.14 7.84 417.50 8.05 49.76 8 1 7.94 2 899
400 1 9.10 2 9.20 55.27 9.12 415.00 6.82 44.73 6.80 3 6.76 1 929
36 3 10.45 2 10.85 60.18 10.60 412.50 5.77 39.66 5.74 1 5.71 1 955
230 1 12.15 3 12.45 65.24 12.20 410.00 4.82 34.59 4.82 3 4.80 3 1,724
96 3 13.50 4 14.35 69.69 13.85 407.50 4.03 30.06 4.03 3 4.01 1 2,085
82 2 15.50 2 16 74.36 15.75 405.00 3.36 25.49 3.36 4 3.34 6 3,486
17 5 17.40 2 17.85 78.46 17.60 402.50 2.79 21.56 2.79 1 2.78 4 5,645
62 2 19.45 3 20.15 82.14 19.70 400.00 2.31 17.74 2.32 9 2.31 4 8,915
0 1 21.60 1 21.95 86.79 23.30 397.50 1.93 14.57 1.93 3 1.92 5 6,872
2 1 23.60 1 24.15 88.71 24.50 395.00 1.61 11.70 1.61 16 1.60 13 5,525

📌 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.



📊 (⏱️ 06-26 09:36) 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 419.85 417.85 421.15 416.35 60,476 419.08 0.14 1.09 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 419.2 421.95 417.3 116 421.1 0.72 2.62 3105.28 115

📌 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 417.85 419.08 0.14 1.09 -1.23 +0.95
📙 Next Month 419.2 421.1 0.72 2.62 -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: 20 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 09:36, total 20 points)
As of 06-26 09:36, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 09:36

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

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 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
10,147 17 1.57 1 1.58 13.33 1.58 440.00 22.80 85.67 24.35 2 23.85 1 0
5,844 9 1.91 9 1.93 16.13 1.92 437.50 22.65 84.91 22 1 21.65 1 1
5,672 3 2.29 9 2.31 19.32 2.30 435.00 17.90 79.41 20.30 2 19.40 2 4
4,039 2 2.77 5 2.78 22.88 2.77 432.50 18.55 75.72 17.90 2 17.25 2 0
4,246 2 3.31 4 3.34 26.81 3.32 430.00 15.80 72.84 15.95 3 15.65 2 12
1,826 1 3.98 3 4.01 31.04 4.01 427.50 14.65 70.44 14.10 2 13.65 2 8
1,826 1 4.72 1 4.78 35.58 4.76 425.00 12.60 65.51 12.40 2 11.80 3 219
1,144 1 5.61 2 5.67 40.41 5.66 422.50 10.60 59.43 10.75 1 10.65 2 584
2,761 2 6.62 2 6.68 45.54 6.66 420.00 9.26 54.56 9.30 1 9.18 1 723
489 2 7.78 1 7.86 50.59 7.91 417.50 7.92 49.47 7.93 1 7.87 2 1,056
457 1 9.09 1 9.15 55.64 9.15 415.00 6.72 44.36 6.73 1 6.68 1 1,175
51 2 10.50 3 10.90 60.71 10.75 412.50 5.62 39.35 5.66 2 5.62 2 1,029
286 3 12.05 4 12.65 66.63 12.65 410.00 4.75 34.40 4.76 1 4.73 4 2,024
96 2 13.75 2 14.35 69.69 13.85 407.50 3.97 29.72 3.98 1 3.94 2 2,338
87 2 15.45 2 16 76.05 16.40 405.00 3.30 25.32 3.31 4 3.29 3 4,459
33 2 17.55 2 17.80 79.02 17.85 402.50 2.74 21.27 2.75 3 2.73 6 6,458
79 1 19.45 2 19.95 82.43 19.80 400.00 2.27 17.61 2.28 8 2.26 6 10,174
0 1 21.55 1 22.05 86.79 23.30 397.50 1.89 14.35 1.90 6 1.88 13 7,529
4 2 23.70 1 24.20 88.53 24.10 395.00 1.57 11.51 1.58 11 1.56 27 6,683

📌 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.



🧮 (⏱️ 06-26 10:09) 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
9,108 12 1.52 16 1.54 13.67 1.53 437.50 22.45 85.12 24.05 1 23.55 1 3
9,550 11 1.84 6 1.86 16.43 1.85 435.00 17.90 79.41 21.90 1 21.45 1 4
5,779 2 2.23 2 2.24 19.82 2.24 432.50 18.55 75.72 19.80 2 18.90 2 0
7,140 2 2.70 4 2.72 23.46 2.70 430.00 17.25 75.79 17.80 2 16.95 2 20
2,757 1 3.24 2 3.26 27.39 3.25 427.50 14.90 71.55 15.90 2 15 2 12
2,666 2 3.90 1 3.93 31.77 3.91 425.00 13.20 67.40 14.15 2 13.20 2 224
1,443 2 4.66 3 4.72 36.71 4.78 422.50 12.10 63.88 12.15 1 12 1 852
3,897 2 5.55 6 5.60 41.30 5.59 420.00 10.45 58.70 10.55 3 10.40 4 1,098
1,385 3 6.57 2 6.63 46.01 6.59 417.50 9.04 53.99 9.07 1 8.98 2 1,619
781 2 7.75 2 7.80 51.47 7.79 415.00 7.73 48.86 7.72 1 7.68 2 1,723
83 2 8.63 3 9.38 57.11 9.33 412.50 6.53 43.62 6.54 1 6.49 1 1,478
355 2 10.50 1 10.65 61.34 10.55 410.00 5.49 38.66 5.50 4 5.46 1 2,703
100 2 12.05 2 12.75 67.67 12.70 407.50 4.59 33.66 4.59 1 4.57 3 3,082
137 4 13.55 2 14.10 71.18 14.05 405.00 3.82 29.08 3.83 3 3.80 9 6,334
59 2 15.15 2 16.35 75.29 15.70 402.50 3.18 24.71 3.17 6 3.15 6 10,483
119 2 17.45 3 18.30 81.08 18.70 400.00 2.61 20.46 2.62 4 2.60 5 15,053
3 2 19.55 2 19.95 84.35 20.95 397.50 2.16 17.01 2.17 3 2.16 3 10,032
19 1 21.65 1 22.15 86.72 22.25 395.00 1.79 13.81 1.80 21 1.78 19 9,399
1 1 23.70 1 24.35 91.74 28.20 392.50 1.49 10.92 1.50 12 1.48 17 7,083

📌 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.



📊 (⏱️ 06-26 10:12) KOSPI200 Futures Price Fluctuation (0.1%) — Live Auto-Trading Strategy Status

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



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

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


Type Code Name Open Close High Low Volume Theoretical Market Basis Theorist Basis KOSPI Eqv. DTE
📘 Current Month 101W9000 F 202509 419.85 415.6 421.15 415.05 94,083 416.6 0.08 1.08 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 416.0 421.95 416.0 164 418.16 0.42 2.58 3105.28 115

📌 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 415.6 416.6 0.08 1.08 -1.0 +1.00
📙 Next Month 416.0 418.16 0.42 2.58 -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: 40 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 10:12, total 40 points)
As of 06-26 10:12, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 10:12

📌 Chart Interpretation:

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


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

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

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

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
9,458 5 1.53 16 1.54 13.14 1.53 437.50 22.45 85.12 24.30 1 23.75 1 3
9,982 3 1.85 6 1.86 15.83 1.85 435.00 17.90 79.41 22.10 1 21.55 1 4
5,884 3 2.23 2 2.25 19.21 2.25 432.50 18.55 75.72 20.30 1 19.40 2 0
7,402 4 2.70 5 2.72 22.71 2.70 430.00 17.70 76.78 18.05 2 17.30 2 22
2,868 2 3.25 1 3.27 26.54 3.26 427.50 14.90 71.55 16.10 2 15.40 2 12
2,780 2 3.89 3 3.93 30.83 3.88 425.00 13.20 67.40 14.35 3 13.70 2 224
1,461 1 4.66 1 4.70 35.47 4.67 422.50 12.30 64.53 12.40 7 12 3 873
4,073 3 5.56 3 5.60 40.14 5.58 420.00 10.50 59.70 10.55 3 10.35 2 1,141
1,465 1 6.58 3 6.63 45.23 6.60 417.50 8.99 54.68 9.05 2 8.96 2 1,672
874 2 7.75 1 7.81 50.44 7.78 415.00 7.65 49.56 7.72 3 7.63 1 1,767
88 3 8.81 1 9.11 55.52 9.05 412.50 6.50 44.42 6.52 1 6.47 1 1,491
364 2 10.50 1 10.60 60.66 10.55 410.00 5.47 39.42 5.49 3 5.44 1 2,802
130 2 11.80 2 12.25 65.89 12 407.50 4.55 34.63 4.56 1 4.54 10 3,189
147 2 13.60 1 13.95 70.35 13.85 405.00 3.77 29.56 3.80 2 3.77 2 6,596
59 3 15.30 2 15.95 75.29 15.70 402.50 3.13 25.34 3.14 2 3.12 6 10,897
119 2 17.40 2 17.75 81.08 18.70 400.00 2.58 21.26 2.59 2 2.58 2 15,746
5 2 19.35 2 19.95 82.48 19.70 397.50 2.14 17.52 2.15 5 2.14 1 10,428
19 1 21.65 1 21.95 86.72 22.25 395.00 1.77 14.30 1.78 17 1.76 20 9,979
1 1 23.70 1 24.15 91.74 28.20 392.50 1.48 11.57 1.48 5 1.46 28 7,213

📌 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.



📊 (⏱️ 06-26 10:21) 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 419.85 415.15 421.15 415.05 100,328 416.51 0.28 1.08 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 416.45 421.95 416.0 174 418.32 0.71 2.58 3105.28 115

📌 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 415.15 416.51 0.28 1.08 -1.36 +0.80
📙 Next Month 416.45 418.32 0.71 2.58 -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: 45 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 10:21, total 45 points)
As of 06-26 10:21, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 10:21

📌 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 415.15, 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 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
10,253 29 1.45 13 1.47 13.11 1.46 437.50 22.45 85.12 24.65 1 23.80 1 3
10,853 3 1.76 5 1.77 15.91 1.77 435.00 17.90 79.41 22.15 1 21.60 1 4
6,264 6 2.11 3 2.14 19.08 2.12 432.50 18.55 75.72 20.30 1 19 2 0
8,179 2 2.58 3 2.59 22.78 2.60 430.00 17.55 76.79 18 2 17.35 2 23
3,277 2 3.11 1 3.14 26.57 3.12 427.50 14.90 71.55 16.15 2 15.20 2 12
3,014 4 3.71 4 3.78 30.85 3.75 425.00 13.20 67.40 14.20 2 13.60 2 224
1,598 2 4.48 3 4.52 35.83 4.56 422.50 12.25 64.45 12.45 4 12.25 1 902
4,919 3 5.35 2 5.41 40.26 5.37 420.00 10.65 59.74 10.75 6 10.60 1 1,315
1,648 1 6.36 2 6.42 45.46 6.40 417.50 9.13 54.54 9.19 3 9.09 2 1,842
982 3 7.50 1 7.58 50.58 7.55 415.00 7.75 49.36 7.87 2 7.78 2 1,847
106 2 8.80 3 8.97 57.05 9.33 412.50 6.58 44.34 6.65 1 6.61 2 1,572
381 1 10.15 1 10.35 61.44 10.50 410.00 5.53 39.26 5.59 1 5.55 2 2,943
131 2 11.80 2 12.25 66.73 12.20 407.50 4.63 34.32 4.70 4 4.65 2 3,439
178 10 13.45 3 14.25 71.23 14 405.00 3.89 29.72 3.90 2 3.87 3 6,878
59 2 15.25 2 16.10 75.29 15.70 402.50 3.22 25.30 3.23 5 3.22 2 11,625
139 3 16.95 2 18.15 79.42 17.65 400.00 2.66 21.23 2.67 2 2.66 5 16,739
6 2 19.15 2 19.85 83.31 19.75 397.50 2.20 17.55 2.21 4 2.20 5 11,404
23 1 21.40 1 21.80 86.09 21.95 395.00 1.82 14.28 1.83 12 1.82 7 11,284
10 1 23.50 1 24.10 89.07 24.15 392.50 1.50 11.37 1.52 6 1.51 7 7,601

📌 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.



🧮 (⏱️ 06-26 10:33) 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
12,883 4 1.48 14 1.49 13.29 1.48 435.00 17.90 79.41 23.80 1 23.20 2 4
7,135 6 1.79 10 1.81 16.12 1.80 432.50 18.55 75.72 21.85 1 21.05 1 0
9,563 7 2.18 7 2.20 19.35 2.19 430.00 18.70 79.36 47.10 10 19.25 1 26
4,171 3 2.64 12 2.66 22.96 2.65 427.50 16.60 75.80 17.60 2 16.35 2 13
3,724 4 3.19 3 3.22 26.94 3.20 425.00 14.25 70.11 15.65 2 14.45 4 226
1,834 3 3.83 1 3.87 31.27 3.86 422.50 13.25 68.03 13.65 2 12.95 3 989
5,993 2 4.60 2 4.65 35.51 4.60 420.00 11.60 63.46 11.85 2 11.75 1 1,399
1,779 2 5.51 1 5.56 40.78 5.50 417.50 9.94 58.37 10.25 1 10.15 1 2,051
2,029 2 6.56 1 6.61 45.42 6.53 415.00 8.62 53.82 8.79 1 8.67 1 2,072
178 3 7.74 1 7.81 50.57 7.73 412.50 7.27 48.29 7.48 3 7.41 1 1,660
475 2 9.06 2 9.17 56.85 9.17 410.00 6.20 43.27 6.29 2 6.26 1 3,307
166 2 10.55 2 11.15 62.88 11.30 407.50 5.26 38.74 5.29 3 5.24 1 3,596
200 2 12.05 2 12.70 66.52 12.25 405.00 4.38 34.05 4.40 3 4.37 2 7,410
62 2 13.55 11 14.15 71.20 14.20 402.50 3.64 29.10 3.65 2 3.63 4 12,552
161 2 15.55 5 16.20 75.75 16 400.00 3.01 24.70 3.02 5 3 7 18,640
6 2 17.35 2 18.75 83.31 19.75 397.50 2.49 20.66 2.50 5 2.48 6 12,800
26 2 19.60 1 20.25 85.50 21.50 395.00 2.06 17.02 2.07 8 2.05 9 12,684
15 1 21.85 1 22.30 86.05 22 392.50 1.71 13.80 1.72 13 1.70 12 8,182
5 1 24.15 2 24.60 93.63 29.05 390.00 1.42 11.01 1.43 38 1.41 41 11,006

📌 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.



📊 (⏱️ 06-26 10:45) 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 419.85 412.95 421.15 412.9 123,169 413.71 0.3 1.06 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 413.85 421.95 413.85 224 415.2 1.2 2.55 3105.28 115

📌 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 412.95 413.71 0.3 1.06 -0.76 +0.76
📙 Next Month 413.85 415.2 1.2 2.55 -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: 52 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 10:45, total 52 points)
As of 06-26 10:45, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 10:45

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

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ 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
14,419 17 1.41 8 1.42 12.74 1.43 435.00 17.90 79.41 24.10 1 23.50 1 4
7,900 14 1.71 2 1.72 15.72 1.72 432.50 18.55 75.72 21.85 1 21.40 1 0
10,352 6 2.08 7 2.10 18.54 2.09 430.00 19.35 81.25 19.75 2 18.85 2 31
4,878 5 2.52 2 2.54 22.10 2.54 427.50 17.25 77.37 17.75 2 16.80 2 14
4,263 1 3.06 4 3.09 26.00 3.08 425.00 14.95 73.11 15.70 2 14.90 2 229
2,066 2 3.70 2 3.73 30.23 3.73 422.50 13.30 69.36 13.80 1 13.35 2 992
6,684 2 4.45 4 4.49 35.03 4.49 420.00 11.90 64.74 12.20 4 11.95 1 1,437
1,944 2 5.33 3 5.39 40.13 5.48 417.50 10.25 59.36 10.65 4 10 5 2,194
2,212 2 6.34 1 6.40 44.93 6.41 415.00 8.80 55.07 8.97 1 8.87 3 2,183
273 2 7.51 1 7.58 50.32 7.65 412.50 7.57 50.15 7.62 1 7.56 1 1,786
669 1 8.71 2 8.90 55.67 8.98 410.00 6.40 44.97 6.44 2 6.39 2 3,591
170 2 10.20 2 10.65 60.78 10.50 407.50 5.38 39.84 5.41 3 5.36 2 3,807
209 2 11.80 2 12.25 65.34 11.95 405.00 4.48 34.86 4.50 1 4.48 1 7,636
71 2 13.35 2 14.15 71.13 14.10 402.50 3.71 30.13 3.73 3 3.71 1 13,298
179 2 15.30 2 16.10 75.30 15.75 400.00 3.06 25.65 3.08 4 3.06 6 20,295
6 2 16.90 2 18.15 83.31 19.75 397.50 2.53 21.49 2.54 3 2.53 3 13,625
26 2 19.35 2 19.80 85.50 21.50 395.00 2.09 17.78 2.09 2 2.08 7 13,914
33 1 21.50 1 22.05 86.10 22.30 392.50 1.71 14.22 1.73 3 1.72 14 8,892
55 1 23.80 1 24.15 88.92 24.50 390.00 1.43 11.55 1.44 20 1.42 20 12,233

📌 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.



📊 (⏱️ 06-26 11:10) 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 419.85 413.35 421.15 411.65 142,648 413.93 0.48 1.06 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 414.15 421.95 412.6 250 415.39 1.31 2.55 3105.28 115

📌 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 413.35 413.93 0.48 1.06 -0.58 +0.58
📙 Next Month 414.15 415.39 1.31 2.55 -1.24 +1.24

📌 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: 59 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 11:10, total 59 points)
As of 06-26 11:10, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 11:10

📌 Chart Interpretation:

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


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

This section evaluates the market speed and volatility of KOSPI200 futures
based on the number of price movement signals detected in the most recent 15 minutes.
As of now, the futures price is 413.35, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ 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
16,788 19 1.46 15 1.48 12.97 1.47 435.00 24.20 87.86 23.90 1 23.60 1 5
9,521 5 1.78 6 1.79 15.68 1.79 432.50 18.55 75.72 21.75 1 21.35 1 0
12,146 11 2.16 4 2.18 18.85 2.18 430.00 20.25 82.09 20.35 2 19.30 2 39
5,932 3 2.62 1 2.63 22.36 2.63 427.50 18.25 78.97 17.95 2 17.25 2 15
5,062 2 3.17 1 3.19 26.29 3.18 425.00 15.80 74.05 15.65 2 15.35 1 230
2,589 2 3.81 3 3.85 30.63 3.84 422.50 13.70 69.97 13.80 2 13.50 2 1,005
7,379 2 4.58 4 4.63 35.30 4.60 420.00 11.90 64.84 12.15 4 11.80 2 1,476
2,271 1 5.47 1 5.52 40.15 5.44 417.50 10.30 59.99 10.35 1 10.20 1 2,392
2,560 1 6.51 1 6.57 45.05 6.51 415.00 8.79 54.95 8.86 1 8.76 1 2,303
568 1 7.68 1 7.74 50.35 7.70 412.50 7.51 49.80 7.52 1 7.43 2 1,953
934 1 9 1 9.37 55.42 8.97 410.00 6.30 44.62 6.32 1 6.28 2 3,973
270 2 10.45 1 10.90 60.64 10.50 407.50 5.28 39.44 5.31 1 5.26 4 4,145
240 2 11.80 2 12.30 65.47 12.10 405.00 4.39 34.53 4.41 2 4.37 2 8,187
84 2 13.50 2 14.05 70.02 13.75 402.50 3.63 29.73 3.65 2 3.64 1 14,719
215 2 15.35 2 15.90 74.67 15.70 400.00 3.01 25.33 3.02 6 3 10 23,720
9 2 17.40 2 18 77.88 17.25 397.50 2.48 21.19 2.49 3 2.48 1 15,544
35 2 19.50 1 20.05 82.59 19.75 395.00 2.04 17.53 2.05 4 2.04 1 16,762
103 1 21.80 1 22.10 85.53 21.65 392.50 1.69 14.24 1.69 1 1.68 10 10,962
65 1 23.95 1 24.30 88.45 23.90 390.00 1.40 11.38 1.41 21 1.39 21 15,194

📌 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.



📊 (⏱️ 06-26 11:18) 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 419.85 412.95 421.15 411.65 149,195 414.05 0.04 1.06 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 414.0 421.95 412.6 256 415.57 0.98 2.55 3105.28 115

📌 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 412.95 414.05 0.04 1.06 -1.1 +1.02
📙 Next Month 414.0 415.57 0.98 2.55 -1.57 +1.57

📌 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: 62 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 11:18, total 62 points)
As of 06-26 11:18, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 11:18

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

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
51 10:58 11:13 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
52 11:01 11:16 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
53 11:03 11:18 Now: 4 signals / Last 3 windows total: 14 ⚖️ 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
17,484 4 1.45 16 1.46 13.03 1.46 435.00 24.20 87.86 24.25 1 23.60 2 5
9,842 3 1.76 12 1.77 15.73 1.78 432.50 18.55 75.72 22 1 21.50 1 0
12,604 7 2.13 5 2.15 19.05 2.16 430.00 19.20 80.45 19.80 2 18.90 2 40
6,205 3 2.58 3 2.60 22.60 2.59 427.50 18.25 78.97 17.80 2 16.90 2 15
5,317 1 3.12 2 3.15 26.56 3.14 425.00 15.55 73.44 15.75 1 15.20 2 235
2,698 1 3.77 3 3.83 30.84 3.78 422.50 13.60 68.86 13.95 1 13.35 2 1,029
7,722 2 4.53 2 4.55 35.45 4.54 420.00 11.95 64.49 12.20 3 12.05 1 1,497
2,345 3 5.40 2 5.44 40.62 5.49 417.50 10.35 59.65 10.55 1 10.45 1 2,473
2,613 3 6.40 2 6.48 45.42 6.47 415.00 8.92 54.74 9.07 2 8.94 2 2,361
628 3 7.54 3 7.65 50.47 7.68 412.50 7.49 49.16 7.73 3 7.63 3 1,981
964 3 8.55 1 8.99 55.71 8.94 410.00 6.30 43.99 6.52 1 6.46 1 4,086
274 2 10.15 2 10.85 62.19 10.90 407.50 5.30 38.90 5.48 1 5.42 2 4,218
260 2 11.60 3 12.55 66.76 12.70 405.00 4.55 34.42 4.57 1 4.53 1 8,550
84 2 13.60 2 14.25 70.02 13.75 402.50 3.78 29.51 3.79 2 3.77 4 15,258
228 2 15.45 2 15.85 75.93 16.40 400.00 3.12 25.08 3.13 5 3.12 3 24,747
9 2 17.05 2 18.05 77.88 17.25 397.50 2.56 21.14 2.59 2 2.57 6 16,134
35 1 19.25 2 19.75 82.59 19.75 395.00 2.13 17.33 2.13 2 2.12 6 17,581
125 1 21.50 1 21.95 85.97 21.75 392.50 1.74 14.16 1.77 9 1.76 5 11,777
68 1 23.75 1 24.15 89.24 24.55 390.00 1.45 11.32 1.47 20 1.45 20 15,973

📌 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.



🧮 (⏱️ 06-26 11:35) 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
10,572 4 1.53 10 1.55 13.13 1.54 432.50 18.55 75.72 23.45 1 22.95 1 0
13,536 6 1.87 5 1.89 15.86 1.88 430.00 20 82.14 21.25 1 20.95 1 67
6,790 5 2.27 2 2.29 19.20 2.28 427.50 18.25 78.97 19.15 2 18.45 2 15
5,807 4 2.75 3 2.78 22.67 2.75 425.00 16.55 76.03 17.30 2 16.45 2 244
2,880 2 3.32 3 3.36 26.84 3.34 422.50 14.75 72.71 15.20 2 14.80 2 1,053
8,382 2 4.01 2 4.05 31.19 4.02 420.00 13.15 68.25 13.35 2 13.15 12 1,530
2,521 1 4.80 2 4.85 35.85 4.81 417.50 11.55 64.27 11.70 3 11.50 12 2,616
2,742 2 5.72 1 5.76 40.89 5.75 415.00 10 59.11 10.10 2 9.95 2 2,410
738 1 6.79 2 6.86 45.71 6.83 412.50 8.58 54.16 8.62 2 8.52 2 2,059
1,160 1 8 1 8.05 51.52 8.09 410.00 7.30 48.98 7.34 3 7.26 1 4,211
281 2 9.06 2 9.99 57.11 9.44 407.50 6.14 43.77 6.19 2 6.12 1 4,377
282 2 10.80 2 10.95 62.17 11 405.00 5.13 38.41 5.18 1 5.14 2 8,859
85 2 12.20 2 12.95 68.33 13.20 402.50 4.28 33.68 4.32 6 4.28 4 15,785
283 2 14.10 2 14.60 71.65 14.60 400.00 3.56 28.99 3.57 1 3.56 2 26,615
14 2 16.05 11 16.45 75.55 16.25 397.50 2.95 24.58 2.96 2 2.95 2 17,290
38 2 17.60 2 18.25 79.84 18.40 395.00 2.44 20.66 2.45 9 2.43 5 18,937
170 2 20 2 20.45 83.15 20.20 392.50 2.02 16.80 2.03 7 2.02 2 13,339
79 1 22.15 2 22.60 86.64 22.55 390.00 1.68 13.75 1.69 14 1.67 16 17,164
0 1 24.50 1 24.80 95.18 32.40 387.50 1.39 10.87 1.40 15 1.39 8 10,962

📌 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.



📊 (⏱️ 06-26 11:44) 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 419.85 410.65 421.15 410.65 163,891 411.53 0.17 1.05 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 411.6 421.95 411.6 288 412.97 1.15 2.52 3105.28 115

📌 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 410.65 411.53 0.17 1.05 -0.88 +0.88
📙 Next Month 411.6 412.97 1.15 2.52 -1.37 +1.37

📌 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: 69 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 11:44, total 69 points)
As of 06-26 11:44, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 11:44

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

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
51 10:58 11:13 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
52 11:01 11:16 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
53 11:03 11:18 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
54 11:07 11:22 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
55 11:13 11:28 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
56 11:17 11:32 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
57 11:21 11:36 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
58 11:22 11:37 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
59 11:24 11:39 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
60 11:29 11:44 Now: 5 signals / Last 3 windows total: 15 ⚖️ 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
10,997 38 1.50 13 1.52 12.84 1.51 432.50 18.55 75.72 23.95 1 23.60 1 0
14,143 14 1.83 1 1.84 15.63 1.84 430.00 21.50 84.33 21.85 1 21.35 1 68
7,090 14 2.22 5 2.24 18.81 2.23 427.50 18.25 78.97 20.05 1 18.75 2 15
6,254 2 2.69 4 2.71 22.50 2.71 425.00 16.55 76.03 17.65 2 16.75 2 244
2,998 3 3.23 2 3.27 26.40 3.25 422.50 15.30 73.31 15.70 2 15.20 2 1,083
8,636 13 3.90 3 3.94 30.66 3.92 420.00 13.60 69.40 13.85 1 13.55 4 1,587
2,580 1 4.67 4 4.73 35.28 4.71 417.50 11.95 64.58 12.10 1 11.95 2 2,640
2,852 1 5.59 3 5.65 40.16 5.61 415.00 10.35 59.86 10.55 1 10.35 2 2,493
778 1 6.62 1 6.68 45.13 6.73 412.50 9 54.76 9.05 2 8.92 1 2,082
1,192 2 7.78 1 7.84 50.48 7.81 410.00 7.65 49.58 7.74 1 7.57 3 4,298
287 2 8.73 2 9.30 55.98 9.31 407.50 6.41 44.23 6.53 1 6.44 3 4,431
294 1 10.45 5 10.90 61.17 10.85 405.00 5.47 39.23 5.52 1 5.46 2 8,985
85 2 12.10 2 12.65 68.33 13.20 402.50 4.59 34.24 4.61 1 4.58 3 16,085
293 2 13.90 2 14.40 70.65 14 400.00 3.84 29.43 3.85 4 3.83 5 27,922
23 2 15.65 2 16.30 75.37 16.10 397.50 3.18 24.99 3.21 4 3.19 5 17,889
40 2 17.70 2 18.30 79.62 18.30 395.00 2.66 20.89 2.66 1 2.65 2 19,669
181 2 19.70 1 20.05 83.12 20.10 392.50 2.22 17.20 2.22 4 2.21 3 14,424
80 1 21.85 1 22.15 86.18 22 390.00 1.85 13.93 1.85 8 1.84 8 18,548
0 1 24.05 1 24.45 95.18 32.40 387.50 1.52 11.02 1.54 4 1.52 7 11,451

📌 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.



🧮 (⏱️ 06-26 12:35) Delta-Based Center Strike Identification Algorithm

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

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

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

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

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
18,720 16 1.35 23 1.36 10.71 1.27 435.00 24.20 87.86 25.70 1 25.25 1 5
13,038 7 1.64 4 1.65 14.80 1.64 432.50 18.55 75.72 22.70 1 22.35 1 0
17,086 9 1.99 10 2.01 17.83 2 430.00 21.50 84.33 20.65 1 20.15 1 68
8,233 5 2.41 1 2.43 21.30 2.44 427.50 18.25 78.97 18.50 2 18.05 2 15
7,870 2 2.93 1 2.94 24.97 2.93 425.00 16.35 74.90 16.45 1 16.10 2 253
3,448 2 3.52 2 3.55 29.32 3.53 422.50 15.30 73.31 14.75 2 14.35 2 1,083
10,000 3 4.24 1 4.27 33.84 4.25 420.00 12.60 66.22 12.80 3 12.30 3 1,621
2,943 1 5.07 3 5.13 38.63 5.13 417.50 11.05 61.37 11.10 2 11 7 2,866
3,407 3 6.03 2 6.10 43.61 6.09 415.00 9.43 56.49 9.60 2 9.34 3 2,757
945 3 7.14 2 7.23 48.77 7.16 412.50 8.07 51.23 8.18 1 8.09 1 2,219
1,337 1 8.41 3 8.49 53.91 8.42 410.00 6.89 46.09 6.92 2 6.87 1 4,752
599 1 9.72 2 9.90 58.80 9.92 407.50 5.80 40.89 5.82 2 5.74 3 4,657
363 1 11.30 2 11.50 62.84 11.20 405.00 4.79 35.88 4.85 1 4.82 1 9,526
93 2 12.95 2 13.35 67.53 12.75 402.50 4.03 31.04 4.04 3 4.01 1 16,807
330 2 14.70 2 15.15 73.03 14.80 400.00 3.32 26.51 3.34 4 3.31 3 29,790
26 2 16.65 2 17.15 76.06 16.20 397.50 2.75 22.29 2.75 1 2.74 1 18,994
43 2 18.60 2 19.05 79.70 18.15 395.00 2.26 18.47 2.27 4 2.25 6 21,598
232 1 20.75 1 21.05 82.86 20 392.50 1.87 15.07 1.88 7 1.86 10 16,736
90 1 22.95 1 23.20 85.67 21.70 390.00 1.55 12.09 1.55 13 1.54 8 20,976

📌 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.



📊 (⏱️ 06-26 12:44) 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 419.85 413.0 421.15 410.4 192,707 413.78 0.28 1.06 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 413.25 421.95 411.35 331 414.86 0.93 2.54 3105.28 115

📌 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 413.0 413.78 0.28 1.06 -0.78 +0.78
📙 Next Month 413.25 414.86 0.93 2.54 -1.61 +1.61

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



📉 KOSPI200 Futures Price Movement Visualization (Total: 80 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 12:44, total 80 points)
As of 06-26 12:44, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 12:44

📌 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 413.0, 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 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
51 10:58 11:13 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
52 11:01 11:16 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
53 11:03 11:18 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
54 11:07 11:22 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
55 11:13 11:28 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
56 11:17 11:32 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
57 11:21 11:36 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
58 11:22 11:37 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
59 11:24 11:39 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
60 11:29 11:44 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
61 11:30 11:45 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
62 11:33 11:48 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
63 11:38 11:53 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
64 11:43 11:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
65 11:46 12:01 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
66 11:53 12:08 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
67 12:06 12:21 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
68 12:15 12:30 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
69 12:17 12:32 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
70 12:22 12:37 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
71 12:29 12:44 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
22,242 18 1.46 15 1.48 12.74 1.47 435.00 24.20 87.86 24.35 1 23.95 1 5
13,436 8 1.78 3 1.79 15.39 1.77 432.50 18.55 75.72 22.20 1 21.75 1 0
18,273 4 2.17 7 2.18 18.34 2.15 430.00 20.10 81.65 20.15 2 19.60 2 70
8,516 3 2.62 2 2.63 21.70 2.62 427.50 18.25 78.97 18.15 2 17.55 2 15
8,257 3 3.16 2 3.18 26.09 3.17 425.00 15.95 73.76 16 2 15.70 2 255
3,563 3 3.79 4 3.83 30.35 3.81 422.50 13.90 70.21 14.15 2 13.85 2 1,086
10,256 3 4.52 5 4.57 34.34 4.56 420.00 12.40 65.11 12.50 2 12.10 1 1,623
3,028 2 5.42 1 5.46 39.21 5.32 417.50 10.70 60.79 10.60 1 10.50 2 2,940
3,474 1 6.42 1 6.48 44.00 6.37 415.00 9.10 55.40 9.14 1 9.05 1 2,806
976 2 7.56 1 7.64 49.45 7.54 412.50 7.73 50.05 7.80 2 7.71 1 2,255
1,363 2 8.75 2 8.95 54.62 8.86 410.00 6.55 45.51 6.61 3 6.52 2 4,831
611 1 10.25 1 10.40 59.45 10.20 407.50 5.52 39.94 5.53 1 5.47 2 4,699
367 2 11.80 1 12.05 65.28 11.90 405.00 4.60 34.95 4.62 2 4.57 1 9,627
93 2 13.25 2 13.85 67.53 12.75 402.50 3.87 30.42 3.83 1 3.80 6 16,926
330 2 15.15 2 15.60 73.03 14.80 400.00 3.16 25.70 3.16 3 3.14 2 30,255
26 2 17 2 17.65 76.06 16.20 397.50 2.61 21.89 2.61 2 2.59 4 19,253
43 2 19.05 1 19.60 79.70 18.15 395.00 2.15 17.69 2.15 2 2.14 4 22,005
232 1 21.35 1 21.95 82.86 20 392.50 1.78 14.75 1.79 10 1.77 13 17,080
94 1 23.55 1 24.05 87.94 23.25 390.00 1.49 11.76 1.48 9 1.47 11 21,533

📌 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.



🧮 (⏱️ 06-26 13:33) 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
11,545 8 1.50 8 1.51 10.86 1.21 437.50 24.70 87.64 26.25 2 25.50 1 4
26,013 5 1.81 14 1.82 14.90 1.82 435.00 24.20 87.86 22.55 1 22.10 1 5
14,890 4 2.18 1 2.19 18.07 2.18 432.50 18.55 75.72 20.70 1 20.15 1 0
21,143 4 2.62 3 2.64 21.39 2.63 430.00 18.95 80.29 18.65 2 17.80 2 76
10,016 2 3.15 2 3.17 25.20 3.16 427.50 18.25 78.97 16.50 2 16.15 2 15
9,927 3 3.75 2 3.79 29.37 3.78 425.00 14.95 72.37 14.65 2 14 2 259
3,960 2 4.49 1 4.53 34.00 4.49 422.50 12.65 66.04 12.65 2 12.50 1 1,093
11,422 1 5.34 1 5.39 38.41 5.37 420.00 10.95 61.17 11.05 3 10.85 3 1,753
3,327 2 6.32 3 6.37 43.70 6.32 417.50 9.43 56.22 9.48 3 9.38 2 3,195
3,750 3 7.43 2 7.48 48.70 7.43 415.00 8.05 51.15 8.10 1 8.02 2 2,957
1,170 2 8.68 2 8.79 54.00 8.69 412.50 6.83 45.93 6.87 4 6.80 1 2,467
1,675 1 10.05 2 10.20 59.00 10.10 410.00 5.74 40.90 5.75 1 5.72 1 5,300
668 2 11.40 2 11.90 63.44 11.50 407.50 4.81 36.07 4.80 2 4.76 2 4,958
398 2 12.85 2 13.45 68.48 13.20 405.00 3.95 30.92 4.03 5 3.96 1 10,156
98 2 14.75 2 15.35 72.55 14.75 402.50 3.28 26.58 3.30 2 3.27 2 17,469
527 2 16.80 2 17.35 77.36 16.95 400.00 2.70 22.33 2.72 4 2.70 3 32,000
28 2 18.70 2 19.35 80.55 18.55 397.50 2.23 18.58 2.24 2 2.22 3 20,430
48 1 21.10 1 21.30 83.76 20.20 395.00 1.83 15.10 1.84 4 1.82 10 24,669
246 1 23.20 1 23.60 87.61 23.20 392.50 1.51 12.20 1.51 4 1.50 13 18,666

📌 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.



📊 (⏱️ 06-26 14:48) 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 419.85 415.8 421.15 410.4 250,958 416.44 0.44 1.08 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 416.45 421.95 411.35 388 417.99 1.04 2.58 3105.28 115

📌 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 415.8 416.44 0.44 1.08 -0.64 +0.64
📙 Next Month 416.45 417.99 1.04 2.58 -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: 94 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 14:48, total 94 points)
As of 06-26 14:48, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 14:48

📌 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 415.8, 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 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
51 10:58 11:13 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
52 11:01 11:16 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
53 11:03 11:18 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
54 11:07 11:22 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
55 11:13 11:28 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
56 11:17 11:32 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
57 11:21 11:36 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
58 11:22 11:37 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
59 11:24 11:39 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
60 11:29 11:44 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
61 11:30 11:45 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
62 11:33 11:48 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
63 11:38 11:53 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
64 11:43 11:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
65 11:46 12:01 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
66 11:53 12:08 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
67 12:06 12:21 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
68 12:15 12:30 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
69 12:17 12:32 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
70 12:22 12:37 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
71 12:29 12:44 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
72 12:39 12:54 Now: 2 signals / Last 3 windows total: 9 🧊 Slow Market
73 12:44 12:59 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
74 12:58 13:13 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
75 13:01 13:16 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
76 13:07 13:22 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
77 13:16 13:31 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
78 13:31 13:46 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
79 13:33 13:48 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
80 13:36 13:51 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
81 13:48 14:03 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
82 13:59 14:14 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
83 14:06 14:21 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
84 14:16 14:31 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
85 14:33 14:48 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
21,340 6 1.47 13 1.48 13.15 1.47 437.50 24.70 87.64 24 1 23.65 1 4
30,477 2 1.78 30 1.79 15.95 1.78 435.00 24.20 87.86 21.80 1 21.40 1 5
16,726 2 2.16 2 2.18 18.99 2.17 432.50 18.55 75.72 20.35 2 19.30 2 0
24,122 3 2.62 5 2.64 22.54 2.63 430.00 18.05 78.45 17.75 2 17.30 2 79
11,458 5 3.15 1 3.17 26.61 3.15 427.50 15.85 73.91 15.85 2 15.30 2 16
11,348 2 3.80 1 3.82 30.72 3.81 425.00 13.70 69.49 13.65 1 13.40 2 270
4,323 2 4.53 1 4.58 35.31 4.54 422.50 12.20 65.22 12.20 3 11.60 2 1,104
12,731 3 5.42 2 5.46 40.32 5.45 420.00 10.25 59.86 10.60 6 10.15 4 2,073
3,721 2 6.43 2 6.49 44.89 6.39 417.50 8.74 54.87 8.81 2 8.73 1 3,613
4,060 3 7.60 4 7.71 50.25 7.65 415.00 7.43 49.50 7.47 2 7.39 2 3,218
1,280 3 8.91 1 9.06 54.78 8.52 412.50 6.28 44.50 6.28 2 6.21 3 2,697
2,055 2 10.40 4 10.90 60.37 10.40 410.00 5.23 39.65 5.26 4 5.20 3 5,658
727 1 11.95 4 12.10 64.74 11.65 407.50 4.37 34.49 4.37 3 4.29 3 5,227
425 2 13.45 2 13.90 70.31 13.75 405.00 3.56 29.63 3.59 5 3.55 2 11,084
105 2 15.20 2 15.70 74.18 15.10 402.50 2.94 25.57 2.93 2 2.90 2 18,114
549 2 17.15 2 17.85 77.73 17.05 400.00 2.40 21.16 2.40 5 2.38 5 34,334
44 2 19.35 2 19.95 81.80 19.15 397.50 1.94 17.51 1.96 2 1.95 3 21,942
69 1 21.55 1 21.90 85.30 21.45 395.00 1.60 14.36 1.61 22 1.59 15 30,020
259 1 23.80 1 24.15 87.90 23.30 392.50 1.33 11.57 1.33 25 1.32 7 20,757

📌 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.



📊 (⏱️ 06-26 15:06) 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 419.85 415.35 421.15 410.4 261,027 416.59 0.16 1.08 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 416.8 421.95 411.35 393 418.44 0.95 2.59 3105.28 115

📌 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 415.35 416.59 0.16 1.08 -1.24 +0.92
📙 Next Month 416.8 418.44 0.95 2.59 -1.64 +1.64

📌 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: 97 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 15:06, total 97 points)
As of 06-26 15:06, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 15:06

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

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
51 10:58 11:13 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
52 11:01 11:16 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
53 11:03 11:18 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
54 11:07 11:22 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
55 11:13 11:28 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
56 11:17 11:32 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
57 11:21 11:36 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
58 11:22 11:37 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
59 11:24 11:39 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
60 11:29 11:44 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
61 11:30 11:45 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
62 11:33 11:48 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
63 11:38 11:53 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
64 11:43 11:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
65 11:46 12:01 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
66 11:53 12:08 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
67 12:06 12:21 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
68 12:15 12:30 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
69 12:17 12:32 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
70 12:22 12:37 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
71 12:29 12:44 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
72 12:39 12:54 Now: 2 signals / Last 3 windows total: 9 🧊 Slow Market
73 12:44 12:59 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
74 12:58 13:13 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
75 13:01 13:16 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
76 13:07 13:22 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
77 13:16 13:31 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
78 13:31 13:46 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
79 13:33 13:48 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
80 13:36 13:51 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
81 13:48 14:03 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
82 13:59 14:14 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
83 14:06 14:21 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
84 14:16 14:31 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
85 14:33 14:48 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
86 14:35 14:50 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
87 14:40 14:55 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
88 14:51 15:06 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
21,980 16 1.36 4 1.37 13.36 1.37 437.50 24.70 87.64 24.10 1 23.70 1 4
32,583 21 1.66 11 1.67 16.05 1.68 435.00 24.20 87.86 21.90 1 21.65 1 5
17,205 6 2.01 2 2.03 19.32 2.07 432.50 18.55 75.72 20.05 1 19.40 2 0
25,287 4 2.45 2 2.46 22.77 2.46 430.00 17.40 77.29 17.85 2 17.35 2 80
12,022 1 2.97 3 2.99 26.90 3 427.50 15.85 73.91 15.85 2 15.45 2 16
11,790 2 3.59 2 3.61 31.25 3.60 425.00 13.70 68.95 13.80 1 13.50 2 280
4,540 3 4.31 3 4.36 35.60 4.33 422.50 11.85 63.99 12.10 3 11.75 2 1,110
12,922 2 5.18 2 5.21 40.42 5.21 420.00 10.30 59.64 10.40 2 10.30 3 2,177
3,811 3 6.16 2 6.21 45.58 6.27 417.50 8.64 54.52 8.89 1 8.79 3 3,684
4,211 1 7.31 5 7.42 50.89 7.40 415.00 7.37 49.38 7.54 1 7.47 2 3,322
1,313 3 8.58 2 8.70 55.95 8.68 412.50 6.17 43.87 6.34 3 6.27 2 2,789
2,151 3 9.98 2 10.20 61.10 10.15 410.00 5.21 39.00 5.27 1 5.22 4 5,807
732 2 11.60 2 11.95 66.41 12.20 407.50 4.25 33.96 4.37 3 4.31 2 5,306
429 2 13.15 2 13.50 70.42 13.65 405.00 3.54 29.38 3.59 1 3.55 2 11,327
105 2 15.10 2 15.45 74.18 15.10 402.50 2.92 24.94 2.92 2 2.90 3 18,417
550 2 17.05 2 17.40 78.99 17.50 400.00 2.37 21.16 2.38 6 2.36 7 35,354
45 3 19.05 2 19.50 82.60 19.30 397.50 1.93 17.48 1.94 6 1.92 7 22,526
69 1 21.10 1 21.65 85.30 21.45 395.00 1.57 14.02 1.58 24 1.56 24 32,511
267 1 23.45 2 23.85 88.95 24.25 392.50 1.28 11.32 1.29 8 1.28 6 21,496

📌 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 419.85 415.35 421.15 410.4 269,809 416.05 0.38 1.08 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 416.8 421.95 411.35 393 418.44 0.95 2.59 3105.28 115

📌 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 415.35 416.05 0.38 1.08 -0.7 +0.70
📙 Next Month 416.8 418.44 0.95 2.59 -1.64 +1.64

📌 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: 99 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 15:20, total 99 points)
As of 06-26 15:20, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 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 415.35, and the threshold movement size is 0.1%.

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
51 10:58 11:13 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
52 11:01 11:16 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
53 11:03 11:18 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
54 11:07 11:22 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
55 11:13 11:28 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
56 11:17 11:32 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
57 11:21 11:36 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
58 11:22 11:37 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
59 11:24 11:39 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
60 11:29 11:44 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
61 11:30 11:45 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
62 11:33 11:48 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
63 11:38 11:53 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
64 11:43 11:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
65 11:46 12:01 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
66 11:53 12:08 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
67 12:06 12:21 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
68 12:15 12:30 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
69 12:17 12:32 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
70 12:22 12:37 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
71 12:29 12:44 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
72 12:39 12:54 Now: 2 signals / Last 3 windows total: 9 🧊 Slow Market
73 12:44 12:59 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
74 12:58 13:13 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
75 13:01 13:16 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
76 13:07 13:22 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
77 13:16 13:31 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
78 13:31 13:46 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
79 13:33 13:48 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
80 13:36 13:51 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
81 13:48 14:03 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
82 13:59 14:14 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
83 14:06 14:21 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
84 14:16 14:31 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
85 14:33 14:48 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
86 14:35 14:50 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
87 14:40 14:55 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
88 14:51 15:06 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
89 14:58 15:13 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
90 15:05 15:20 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
22,747 10 1.39 12 1.41 12.61 1.39 437.50 24.70 87.64 24.35 1 23.95 1 4
33,726 8 1.69 7 1.71 15.34 1.70 435.00 24.20 87.86 22.20 1 21.75 1 5
17,740 3 2.05 9 2.11 18.44 2.05 432.50 18.55 75.72 19.95 2 19.65 1 0
26,192 3 2.49 3 2.51 21.93 2.50 430.00 17.95 78.17 17.90 2 17.30 2 82
12,782 2 3.01 3 3.06 25.80 3.02 427.50 15.85 73.91 15.95 2 15.50 2 16
12,249 2 3.61 1 3.65 30.02 3.64 425.00 13.85 69.98 14.05 2 13.75 1 285
4,632 8 4.26 3 4.40 34.55 4.38 422.50 12.25 65.72 12.30 2 11.95 2 1,111
13,135 5 5.11 2 5.25 39.34 5.22 420.00 10.45 60.66 10.80 6 10.30 4 2,224
3,912 6 6.14 2 6.28 44.27 6.14 417.50 8.99 55.89 8.97 1 8.81 1 3,705
4,268 3 7.23 1 7.40 49.80 7.28 415.00 7.63 50.78 7.62 2 7.55 1 3,371
1,336 4 8.56 2 8.78 54.43 8.55 412.50 6.46 45.40 6.59 7 6.30 4 2,887
2,244 1 10.10 1 10.15 59.71 10.10 410.00 5.39 40.51 5.45 5 5.29 4 5,883
738 2 11.50 2 11.80 64.61 11.40 407.50 4.42 35.32 4.51 5 4.37 5 5,420
443 2 13.20 2 13.50 69.45 13.40 405.00 3.68 30.75 3.74 6 3.57 3 11,667
105 2 14.95 2 15.35 74.18 15.10 402.50 3.01 26.07 3 2 2.97 2 18,536
572 2 17.05 2 17.80 78.06 16.85 400.00 2.44 21.93 2.45 4 2.43 1 36,074
45 2 19.10 2 19.40 82.60 19.30 397.50 1.99 18.17 2 7 1.98 2 23,019
69 1 21.15 1 21.50 85.30 21.45 395.00 1.63 14.82 1.63 8 1.61 7 33,508
268 1 23.35 1 23.70 88.32 23.30 392.50 1.34 11.90 1.35 14 1.33 7 21,777

📌 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 419.85 415.8 421.15 410.4 274,948 416.05 0.83 1.08 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 416.55 421.95 411.35 395 417.55 1.58 2.58 3105.28 115

📌 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 415.8 416.05 0.83 1.08 -0.25 +0.25
📙 Next Month 416.55 417.55 1.58 2.58 -1.0 +1.00

📌 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: 100 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 15:29, total 100 points)
As of 06-26 15:29, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 15:29

📌 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 415.8, 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 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
51 10:58 11:13 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
52 11:01 11:16 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
53 11:03 11:18 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
54 11:07 11:22 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
55 11:13 11:28 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
56 11:17 11:32 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
57 11:21 11:36 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
58 11:22 11:37 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
59 11:24 11:39 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
60 11:29 11:44 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
61 11:30 11:45 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
62 11:33 11:48 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
63 11:38 11:53 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
64 11:43 11:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
65 11:46 12:01 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
66 11:53 12:08 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
67 12:06 12:21 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
68 12:15 12:30 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
69 12:17 12:32 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
70 12:22 12:37 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
71 12:29 12:44 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
72 12:39 12:54 Now: 2 signals / Last 3 windows total: 9 🧊 Slow Market
73 12:44 12:59 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
74 12:58 13:13 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
75 13:01 13:16 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
76 13:07 13:22 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
77 13:16 13:31 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
78 13:31 13:46 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
79 13:33 13:48 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
80 13:36 13:51 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
81 13:48 14:03 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
82 13:59 14:14 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
83 14:06 14:21 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
84 14:16 14:31 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
85 14:33 14:48 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
86 14:35 14:50 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
87 14:40 14:55 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
88 14:51 15:06 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
89 14:58 15:13 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
90 15:05 15:20 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
91 15:14 15:29 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
22,850 12 1.42 2 1.43 12.61 1.42 437.50 24.70 87.64 24.05 1 23.60 1 4
33,940 6 1.73 16 1.74 15.34 1.73 435.00 24.20 87.86 21.85 1 21.45 1 5
17,814 3 2.09 3 2.13 18.44 2.10 432.50 18.55 75.72 19.65 1 19.30 1 0
26,530 1 2.54 9 2.55 21.93 2.54 430.00 17.95 78.17 17.60 1 17.25 1 82
13,018 1 3.07 1 3.09 25.80 3.08 427.50 15.85 73.91 15.65 1 15.30 1 16
12,352 2 3.69 1 3.72 30.02 3.70 425.00 13.60 69.98 13.65 1 13.45 1 289
4,695 4 4.42 1 4.50 34.55 4.45 422.50 12.25 65.72 12 1 11.70 1 1,111
13,263 6 5.26 1 5.35 39.34 5.31 420.00 10.30 60.66 10.50 2 10.10 2 2,226
3,980 4 6.28 4 6.40 44.33 6.33 417.50 8.40 55.67 8.76 3 8.40 2 3,763
4,282 3 7.35 2 7.53 49.45 7.53 415.00 7.36 50.55 7.60 4 7.28 4 3,390
1,354 2 8.67 3 9.18 54.60 8.75 412.50 6.24 45.40 6.36 4 6.16 4 2,911
2,259 2 9.98 1 10.35 59.71 10.30 410.00 5.19 40.29 5.29 4 5.13 5 5,930
740 2 11.70 2 12.05 64.68 11.80 407.50 4.31 35.32 4.36 4 4.25 3 5,444
444 2 13.45 1 13.70 69.45 13.45 405.00 3.54 30.55 3.60 6 3.53 1 11,725
105 1 15.35 2 15.65 74.18 15.10 402.50 2.90 26.07 2.92 2 2.88 2 18,597
572 1 17.30 2 17.60 78.06 16.85 400.00 2.37 21.93 2.37 1 2.36 2 36,200
45 1 19.35 2 19.70 82.60 19.30 397.50 1.94 18.17 1.95 7 1.93 2 23,174
71 1 21.50 1 21.80 85.18 21.65 395.00 1.59 14.82 1.59 11 1.58 1 33,934
268 1 23.70 1 24 88.32 23.30 392.50 1.30 11.90 1.31 6 1.30 1 21,900

📌 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 419.85 415.6 421.15 410.4 284,877 416.74 0.06 1.08 3100.09 55
📙 Next Month 101WC000 F 202512 420.7 416.75 421.95 411.35 402 418.24 1.09 2.58 3105.28 115

📌 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 415.6 416.74 0.06 1.08 -1.14 +1.02
📙 Next Month 416.75 418.24 1.09 2.58 -1.49 +1.49

📌 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: 100 events)

Event-driven time series chart of KOSPI200 futures price movements (09:06 ~ 15:29, total 100 points)
As of 06-26 16:00, visualization of KOSPI200 futures price changes based on significant market events
⏱️ Time Interval: 09:06 to 15:29

📌 Chart Interpretation:

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


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

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

Each time window is assessed as a 🔥 Fast, 🧊 Slow, or ⚖️ Neutral market, based on signal count.
No Start Time End Time Signal Count Market Status
0 09:02 09:17 Now: 9 signals / Last 1 windows total: 9 (Insufficient Data) ⚖️ Neutral Market
1 09:03 09:18 Now: 10 signals / Last 2 windows total: 19 (Insufficient Data) ⚖️ Neutral Market
2 09:04 09:19 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
3 09:06 09:21 Now: 12 signals / Last 3 windows total: 33 🔥 Fast Market
4 09:09 09:24 Now: 10 signals / Last 3 windows total: 33 🔥 Fast Market
5 09:11 09:26 Now: 10 signals / Last 3 windows total: 32 🔥 Fast Market
6 09:12 09:27 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
7 09:13 09:28 Now: 10 signals / Last 3 windows total: 30 🔥 Fast Market
8 09:15 09:30 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
9 09:16 09:31 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
10 09:17 09:32 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
11 09:21 09:36 Now: 9 signals / Last 3 windows total: 30 🔥 Fast Market
12 09:24 09:39 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
13 09:25 09:40 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
14 09:28 09:43 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
15 09:29 09:44 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
16 09:30 09:45 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
17 09:31 09:46 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
18 09:33 09:48 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
19 09:35 09:50 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
20 09:36 09:51 Now: 10 signals / Last 3 windows total: 27 🔥 Fast Market
21 09:37 09:52 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
22 09:41 09:56 Now: 9 signals / Last 3 windows total: 29 🔥 Fast Market
23 09:42 09:57 Now: 10 signals / Last 3 windows total: 29 🔥 Fast Market
24 09:43 09:58 Now: 11 signals / Last 3 windows total: 30 🔥 Fast Market
25 09:47 10:02 Now: 8 signals / Last 3 windows total: 29 🔥 Fast Market
26 09:48 10:03 Now: 9 signals / Last 3 windows total: 28 🔥 Fast Market
27 09:49 10:04 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
28 09:52 10:07 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
29 09:53 10:08 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
30 09:56 10:11 Now: 9 signals / Last 3 windows total: 25 🔥 Fast Market
31 09:57 10:12 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
32 09:58 10:13 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
33 10:00 10:15 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
34 10:03 10:18 Now: 9 signals / Last 3 windows total: 27 🔥 Fast Market
35 10:05 10:20 Now: 8 signals / Last 3 windows total: 26 🔥 Fast Market
36 10:06 10:21 Now: 9 signals / Last 3 windows total: 26 🔥 Fast Market
37 10:10 10:25 Now: 8 signals / Last 3 windows total: 25 🔥 Fast Market
38 10:13 10:28 Now: 7 signals / Last 3 windows total: 24 🔥 Fast Market
39 10:16 10:31 Now: 6 signals / Last 3 windows total: 21 ⚖️ Neutral Market
40 10:18 10:33 Now: 7 signals / Last 3 windows total: 20 ⚖️ Neutral Market
41 10:26 10:41 Now: 4 signals / Last 3 windows total: 17 ⚖️ Neutral Market
42 10:28 10:43 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
43 10:30 10:45 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
44 10:36 10:51 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
45 10:38 10:53 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
46 10:39 10:54 Now: 6 signals / Last 3 windows total: 15 ⚖️ Neutral Market
47 10:43 10:58 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
48 10:46 11:01 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
49 10:47 11:02 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
50 10:55 11:10 Now: 4 signals / Last 3 windows total: 15 ⚖️ Neutral Market
51 10:58 11:13 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
52 11:01 11:16 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
53 11:03 11:18 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
54 11:07 11:22 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
55 11:13 11:28 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
56 11:17 11:32 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
57 11:21 11:36 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
58 11:22 11:37 Now: 5 signals / Last 3 windows total: 13 ⚖️ Neutral Market
59 11:24 11:39 Now: 5 signals / Last 3 windows total: 14 ⚖️ Neutral Market
60 11:29 11:44 Now: 5 signals / Last 3 windows total: 15 ⚖️ Neutral Market
61 11:30 11:45 Now: 6 signals / Last 3 windows total: 16 ⚖️ Neutral Market
62 11:33 11:48 Now: 6 signals / Last 3 windows total: 17 ⚖️ Neutral Market
63 11:38 11:53 Now: 5 signals / Last 3 windows total: 17 ⚖️ Neutral Market
64 11:43 11:58 Now: 5 signals / Last 3 windows total: 16 ⚖️ Neutral Market
65 11:46 12:01 Now: 4 signals / Last 3 windows total: 14 ⚖️ Neutral Market
66 11:53 12:08 Now: 4 signals / Last 3 windows total: 13 ⚖️ Neutral Market
67 12:06 12:21 Now: 2 signals / Last 3 windows total: 10 ⚖️ Neutral Market
68 12:15 12:30 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
69 12:17 12:32 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
70 12:22 12:37 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
71 12:29 12:44 Now: 4 signals / Last 3 windows total: 10 ⚖️ Neutral Market
72 12:39 12:54 Now: 2 signals / Last 3 windows total: 9 🧊 Slow Market
73 12:44 12:59 Now: 3 signals / Last 3 windows total: 9 🧊 Slow Market
74 12:58 13:13 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
75 13:01 13:16 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
76 13:07 13:22 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
77 13:16 13:31 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
78 13:31 13:46 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
79 13:33 13:48 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
80 13:36 13:51 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
81 13:48 14:03 Now: 3 signals / Last 3 windows total: 8 🧊 Slow Market
82 13:59 14:14 Now: 2 signals / Last 3 windows total: 8 🧊 Slow Market
83 14:06 14:21 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
84 14:16 14:31 Now: 2 signals / Last 3 windows total: 6 🧊 Slow Market
85 14:33 14:48 Now: 1 signals / Last 3 windows total: 5 🧊 Slow Market
86 14:35 14:50 Now: 2 signals / Last 3 windows total: 5 🧊 Slow Market
87 14:40 14:55 Now: 3 signals / Last 3 windows total: 6 🧊 Slow Market
88 14:51 15:06 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
89 14:58 15:13 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market
90 15:05 15:20 Now: 3 signals / Last 3 windows total: 7 🧊 Slow Market
91 15:14 15:29 Now: 2 signals / Last 3 windows total: 7 🧊 Slow Market

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

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

Displays ±9 rows from the central strike, including bid/ask prices, volumes, delta, and executed volume,
in a symmetric layout for easy comparison between call and put options.
📈 Call Options Strike 📉 Put Options
Volume Bid Vol Bid Ask Vol Ask Delta Last Price Last Price Delta Ask Ask Vol Bid Bid Vol Volume
23,081 3 1.33 11 1.39 13.37 1.33 437.50 24.70 87.64 24.75 2 1.77 2 4
34,266 10 1.60 1 1.64 16.20 1.64 435.00 24.20 87.86 22.55 2 20.65 1 5
18,205 1 2 30 2.02 19.41 2.02 432.50 18.55 75.72 20.45 2 15.85 2 0
26,886 6 2.50 2 2.51 23.00 2.50 430.00 17.95 78.17 18.30 2 15 8 82
13,200 1 2.94 1 2.98 26.97 2.95 427.50 15.85 73.91 16.30 2 1.26 6 16
12,501 1 3.57 10 3.59 31.27 3.59 425.00 13.45 68.73 14.50 2 9.90 1 293
4,718 1 4.10 2 4.40 35.87 4.34 422.50 11.70 64.13 12.65 2 11.50 1 1,115
13,366 1 5.20 9 5.21 40.72 5.21 420.00 10.30 59.28 10.35 1 8.50 2 2,227
4,010 2 6.18 4 6.32 45.75 6.24 417.50 8.60 54.25 8.61 1 7.71 1 3,774
4,312 1 7.29 3 7.40 50.87 7.40 415.00 7.40 49.13 7.41 5 7.23 2 3,407
1,364 1 8.20 1 8.75 56.01 8.74 412.50 6.21 43.99 6.22 4 6.02 1 2,925
2,266 2 10.15 1 10.20 61.08 10.15 410.00 5.15 38.92 5.30 4 4.85 1 5,966
743 2 10.95 1 11.80 66.00 11.75 407.50 4.29 34.00 4.29 3 4.09 1 5,475
453 1 13.40 1 13.55 70.69 13.55 405.00 3.51 29.31 3.53 2 3.44 2 11,821
105 2 14.45 2 16.35 74.18 15.10 402.50 2.90 24.92 2.90 8 2.60 1 18,669
574 1 16.90 2 18.35 78.23 17.50 400.00 2.39 20.89 2.39 23 2.35 18 36,426
45 2 18.45 1 20.40 82.60 19.30 397.50 1.94 17.24 1.94 13 1.87 1 23,352
71 2 20.60 2 22.55 85.18 21.65 395.00 1.57 14.01 1.58 3 1.56 1 34,169
277 2 22.80 2 24.85 88.20 23.90 392.50 1.30 11.20 1.30 4 1.28 6 22,051

📌 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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