Notes

A news scan found the following data line: the symbol is LINK, the time frame is daily, and the lookback period is 30 days. The slip is 0.001, and the period is train. The return percentage is 18.741451290191947, the drawdown percentage is 45.94924277604143, and the win rate percentage is 50. There were 6 trades, with 0 open trades. The mean trade percentage is 5.233723945420685, the average win percentage is 20.934477899662518, and the average loss percentage is -10.467030008821148. The half Kelly is 1.194249897753579. The returns percentage list is 3.590352377287706, -13.850144081414895, 57.38461164502336, -13.065887864175124, -4.485058080873423, and 1.8284696766764814. The entry is prior high, the exit is prior low, and the next is exact open. A 25 basis point taker is credited, with a coin buy equivalent of 0.0025/0.9975. There are no fill missing indicator bars, and only daily 24 hours are considered. The training period is from 2024 to 2025, and the reset is in 2026, with a known holdout. HYPE 2026 only has no training or valid out of sample. There is no 3R or 15 minute management, and sensitivity is not selected. The return includes open mark, and the win rate is closed only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about a trading fund manager's notes for LINK/USD. The manager used a Donchian channel, which is a way to track price movements, with a 20-day lookback period, meaning they looked at the last 20 days of data. The slip value was 0.003, which is a small amount used to adjust the channel. The period was holdout, meaning it was a time when the manager was not actively training the system. The return percentage was 25.780875457961187%, and the drawdown percentage, which is the largest drop in value, was 14.74513617705272%. The win rate percentage, which is the percentage of successful trades, was 50%. There were 2 trades in total, with 1 still open. The mean trade percentage, which is the average change in value per trade, was -4.185093907583217%. The average win percentage was 0.20542095097261667%, and the average loss percentage was -8.57560876613905%. The half Kelly criterion, which is a way to determine the optimal bet size, was -118.78607073952608. The returns percentage for each trade was -8.57560876613905% and 0.20542095097261667%. The manager entered trades prior to a high point in the last few days and exited prior to a low point in the last 10 days, with the next trade at the exact open price. A 25 basis point taker fee was credited to the equivalent of 0.0025 LINK coins for every 0.9975 LINK coins bought. The manager did not fill in missing indicator bars and only used daily 24-hour data. The training data was from 2024-25, and the holdout period was in 2026. The HYPE 2026 only had no training or out-of-sample validation. There was no 3R or 15-minute management, and sensitivity was not selected. The return included the open mark, and the win rate was calculated based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about LINK/USD C91302 Donchian HIGH daily L20 slip0.003 train. The symbol is LINK, which is a type of cryptocurrency, and the time frame is daily, meaning the data is based on daily periods. The lookback period is 20 days, which is the amount of time used to analyze the data, and the slip is 0.003, a small amount used to adjust the data. The period is train, which means the data is used for training, and the return percentage is -42.25%, which is the profit or loss made. The drawdown percentage is 57.48%, which is the largest decline in value, and the win rate percentage is 36.36%, which is the percentage of successful trades. There were 11 trades, and the mean trade percentage is -3.02%, which is the average profit or loss per trade. The average win percentage is 18.17%, and the average loss percentage is -15.14%. The half Kelly is -0.55, a measure used to determine the optimal bet size. The returns percentage list shows the individual returns for each trade: 3.18%, -14.20%, -16.95%, -13.42%, -18.21%, 56.76%, -19.52%, -10.24%, -13.41%, 11.33%, and 1.42%. The entry is based on the prior high, the exit is based on the prior low, and the next open is exact. A 25 basis point taker fee is credited to the coin buy equivalent, which is 0.0025/0.9975. There are no missing indicator bars, and only daily 24-hour data is used. The training period is from 2024 to 2025, and the holdout period is 2026. HYPE 2026 is not used for training or validation, and there is no 3R or 15-minute management. Sensitivity is not selected, and the return includes open mark, while the win rate is based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about LINK/USD C91302 Donchian HIGH daily L20 slip0.001 holdout. The symbol is LINK, and the time frame is daily, with a lookback of 20 days. The slip is 0.001, and the period is holdout. The return percentage is 27.0445, the drawdown percentage is 14.4034, and the win rate percentage is 50. There were 2 trades, with 1 open trade. The mean trade percentage is -3.8001, the average win percentage is 0.6081, and the average loss percentage is -8.2082. The half Kelly is -38.0692, and the returns percentage is -8.2082 and 0.6081. The entry is prior high, and the exit is prior low. The next exact open is noted. A 25 basis point taker is credited with a coin buy equivalent of 0.0025/0.9975. There are no missing indicator bars, and only daily 24-hour data is used. The training and reset period is 2024-25, and the known holdout period is 2026. There is no 3R or 15-minute management, and sensitivity is not selected. The return includes open mark, and the win rate is closed only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about LINK/USD C91302 Donchian HIGH daily L20 slip0.001 train. The symbol is LINK, which is a type of cryptocurrency, and the time frame is daily, meaning the data is based on daily periods. The lookback period is 20 days, which is the amount of time used to analyze the data. The slip is 0.001, which refers to the amount of price movement allowed before a trade is executed. The period is train, which means the data is used for training a model. The return percentage is -39.65489001655578, the drawdown percentage is 56.87649962190545, and the win rate percentage is 36.36363636363637. There were 11 trades, with 0 open trades, and the mean trade percentage is -2.6347484142101996. The average win percentage is 18.64533644592983, and the average loss percentage is -14.794796905718785. The half Kelly percentage is -0.47756217770443765. The returns percentages are 3.590352377287706, -13.850144081414895, -16.620729630964995, -13.06856713185445, -17.877802152211263, 57.38461164502338, -19.196801849487034, -9.883645629923759, -13.065887864175115, 11.777912084731744, and 1.8284696766764859. The entry is based on the prior high, and the exit is based on the prior low. The next exact open is used, with a 25 basis point taker credited coin buy equivalent of 0.0025/0.9975. There are no fill missing indicator bars, and only daily 24-hour data is used. The training period is from 2024 to 2025, and the reset period is 2026, which is a known holdout period. The HYPE 2026 only has no training or valid out-of-sample data. There is no 3R/15 minute management, and sensitivity is not selected. The return includes open mark, and the win rate is based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about a trading strategy for LINK/USD. The strategy has a daily time frame and looks back 15 days. It uses a 0.003 slip value and is in the holdout period. The return percentage is 20.51727052241729, the drawdown percentage is 22.091769938323036, and the win rate percentage is 33.33333333333333. There were 3 trades, with 1 still open. The mean trade percentage is -4.187449950471553, the average win percentage is 0.2054209509726102, and the average loss percentage is -6.383885401193634. The half Kelly value is -159.65768063084803, and the returns percentages are -4.128913091572453, -8.638857710814817, and 0.2054209509726102. The strategy enters when the prior high is reached, exits when the prior low is reached, and the next entry is at the exact open price. A 25 basis point taker fee is credited, equivalent to 0.0025/0.9975. The strategy does not fill missing indicator bars and only uses daily 24-hour data. The training period is from 2024 to 2025, and the holdout period is in 2026. There is no training or validation out of sample for HYPE in 2026. The strategy does not use 3R or 15-minute management, and sensitivity is not selected. The return includes the open mark, and the win rate is calculated for closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about LINK/USD C91302 Donchian HIGH daily L15 slip0.003 train. The symbol is LINK, which is a type of cryptocurrency, and the time frame is daily, meaning the data is based on daily market activity. The lookback period is 15 days, which is the amount of time used to analyze the market. The slip is 0.003, which refers to the amount of price movement allowed before a trade is executed. The period is train, which means the data is used to train a trading model. The return percentage is -43.551023242508265, the drawdown percentage is 61.74881369694255, and the win rate percentage is 30.76923076923077. There were 13 trades, with 0 open trades, and the mean trade percentage is -2.6863041582511755. The average win percentage is 20.818832230941766, and the average loss percentage is -13.133031442336929. The half Kelly criterion, a measure of risk, is -0.49125144316359015. The returns percentage for each trade is listed as follows: 3.1758162900790317, -14.1950572198175, -13.700635080923881, -10.764037635936994, -13.416600347261515, -15.354702034618569, 56.75532737286911, -19.52037098079951, -13.259656387987587, -4.572291518393228, -13.413931775293566, 11.330691030572314, 12.013494230246598. The entry strategy is based on the prior high, and the exit strategy is based on the prior low. The next exact open is used, with a 25 basis point taker credited coin buy equivalent of 0.0025/0.9975. There are no fill missing indicator bars, and only daily 24-hour data is used. The training period is from 2024 to 2025, and the reset period is 2026, which is a known holdout period. The HYPE 2026 only has no training or valid out-of-sample data. There is no 3R/15 minute management, and sensitivity is not selected. The return includes open mark, and the win rate is based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'LINK/USD C91302 Donchian HIGH daily L15 slip0.001 holdout'. The symbol is LINK, which is a type of cryptocurrency, and it was analyzed on a daily time frame, also known as the time period used for analysis, with a lookback period of 15 days, which is the number of days used to calculate the analysis. The slip, or the amount of price movement allowed before a trade is exited, was 0.001. The analysis was done during the holdout period, which is a time period used to test the performance of a trading strategy. The return percentage was 22.21589685974918, the drawdown percentage, which is the percentage of loss from a peak, was 21.46600165045387, and the win rate percentage, which is the percentage of successful trades, was 33.33333333333333. There were 3 trades, with 1 still open. The mean trade percentage, which is the average percentage of profit or loss per trade, was -3.8024260411173327. The average win percentage was 0.6080516102527128, and the average loss percentage was -6.007664866802356. The half Kelly, which is a measure of the optimal bet size, was -52.04567424430394. The returns percentage for each trade were -3.7436545648440447, -8.271675168760668, and 0.6080516102527128. The entry strategy was to enter a trade prior to a high price in the last L days, and exit prior to a low price in the last 10 days, with the next trade exact open. A 25 basis point, or 0.25%, taker fee was credited to the equivalent of a coin buy of 0.0025, with 0.9975 being the remaining balance. There were no missing indicator bars filled, and only daily 24-hour periods were used. The training and reset period was from 2024 to 2025, and the known holdout period was in 2026. There was no hype in 2026, meaning no training or validation was done out of sample. There was no 3R, or three-bar reversal, management on a 15-minute time frame, and sensitivity was not selected. The return included the open mark, and the win rate was calculated only for closed trades. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about a trading fund manager's notes for LINK/USD. The notes are about a daily trading strategy with a 15-day lookback period and a slip of 0.001. The strategy is in the training period. The return percentage is -40.53800379511437 and the drawdown percentage is 60.107882169548276. The win rate percentage is 30.76923076923077. There were 13 trades, with a mean trade percentage of -2.295263614409206. The average win percentage is 21.30408202146161 and the average loss percentage is -12.783861674796238. The half Kelly criterion is -0.42138365728077587. The returns percentage for each trade is as follows: 3.590352377287706, -13.850144081414895, -13.353740284705088, -10.405372874698333, -13.068567131854468, -15.01443678519681, 57.38461164502336, -19.196801849487017, -12.910994136784709, -4.188810064849694, -13.065887864175107, 11.777912084731753, 12.463451978803617. The strategy enters when the prior high is reached and exits when the prior low is reached. The next exact open is used. A 25 basis point taker is credited with a coin buy equivalent of 0.0025/0.9975. There are no missing indicator bars and only daily 24-hour data is used. The training period is from 2024 to 2025 and the holdout period is in 2026. There is no training or validation out of sample for HYPE in 2026. No 3R or 15-minute management is used and sensitivity is not selected. The return includes open mark and the win rate is calculated for closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH hourly L30 slip0.003 holdout'. This refers to a trading strategy for the HYPE/USD currency pair. The strategy uses a Donchian channel, which is a type of technical indicator, with a 30-hour lookback period and a slip of 0.003. The period being analyzed is called the holdout period, which is a time when the strategy is not being trained or validated. The return on investment for this strategy is 31.39833894564252 percent, with a maximum drawdown of 27.30946795470234 percent. The win rate is 100 percent, based on 2 trades. The average trade return is 14.684511695034647 percent. The strategy enters a trade when the price is higher than it was a certain number of days ago, and exits when the price is lower than it was 10 days ago. The next trade will be entered at the exact opening price. A 25 basis point taker fee is credited to the buyer, equivalent to 0.0025/0.9975. The strategy does not fill in missing indicator bars and only uses daily 24-hour data. The training and reset period is from 2024 to 2025, and the holdout period is in 2026. The HYPE data from 2026 is not used for training or validation. The strategy does not use 3R or 15-minute management, and sensitivity is not selected. The return includes the open mark, and the win rate is calculated based on closed trades only. The returns for the two trades are 16.75954119903557 percent and 12.609482191033718 percent. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH hourly L30 slip0.001 holdout'. This refers to a trading strategy for the HYPE/USD currency pair. The strategy uses a Donchian channel, which is a type of technical indicator, with a 30-hour lookback period and a slip of 0.001. The period being analyzed is called the holdout period, which is a time period used to test a strategy. The return on investment was 32.45%, with a maximum drawdown of 27.02% and a win rate of 100%. There were 2 trades, with an average return per trade of 15.15%. The returns for each trade were 17.23% and 13.06%. The strategy enters a trade when the price is higher than it was a certain number of days ago, and exits when the price is lower than it was 10 days ago. The next trade is entered at the exact opening price. A 25 basis point taker fee is credited to the buyer, equivalent to 0.0025/0.9975. The strategy does not fill in missing indicator bars and only uses daily 24-hour data. The training and reset period is from 2024 to 2025, and the known holdout period is 2026. The HYPE 2026 data is only used for testing, with no training or validation. The strategy does not use 3R or 15-minute management, and sensitivity is not selected. The return includes the open mark, and the win rate only includes closed trades. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH hourly L20 slip0.003 holdout'. The symbol HYPE was analyzed on an hourly basis, which means the data was looked at every hour, with a lookback period of 20 hours, meaning the analysis considered the last 20 hours of data. The slip value was 0.003, which refers to the amount of price movement allowed before a trade is triggered. The analysis was done during the holdout period, which is a time when the system is tested without making actual trades. The return percentage was 53.56065689785443%, the drawdown percentage was 32.49080896350771%, and the win rate percentage was 75%. There were 4 trades, with 0 open trades, and the mean trade percentage was 12.430248039995169%. The average win percentage was 18.43862615520098%, and the average loss percentage was -5.594886305622247%. The half Kelly value was 6.024624374871993, which is a measure used to determine the optimal bet size. The returns percentage for each trade were 0.4139305284873465%, -5.594886305622247%, 22.014248423127196%, and 32.88769951398838%. The entry was based on the prior high of the last few days, and the exit was based on the prior low of the last 10 days. The next trade will be based on the exact open price. A 25 basis point taker fee was credited to the coin buy equivalent, with a ratio of 0.0025 to 0.9975. There were no missing indicator bars, and only daily 24-hour data was used. The training data was from 2024 to 2025, and the holdout period was in 2026. The HYPE data from 2026 was not used for training or validation. There was no 3R or 15-minute management, and sensitivity was not selected. The return includes the open mark, and the win rate is based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH hourly L20 slip0.001 holdout'. This refers to a trading strategy for the HYPE symbol, which is a type of investment. The strategy uses a Donchian channel, a technical indicator that shows the highest high and lowest low of an asset over a certain period, in this case, 20 hours. The slip value is 0.001, which means the strategy allows for a small deviation from the optimal price. The period is holdout, meaning the strategy is being tested on unseen data. The return percentage is 56.03739924236625, the drawdown percentage is 31.948567009648677, and the win rate percentage is 75. The strategy made 4 trades, with an average win percentage of 18.914336012932484 and an average loss percentage of -5.215503440700631. The half Kelly criterion, a formula to determine the optimal bet size, is 6.529227294744968. The returns percentage for each trade are 0.8173969000091199, -5.215503440700631, 22.50428947531292, and 33.42132166347541. The entry strategy is based on the prior high, and the exit strategy is based on the prior low. The next trade will be made at the exact open price. A 25 basis point taker fee is credited to the equivalent of 0.0025 coins for every 0.9975 coins bought. The strategy does not fill missing indicator bars and only uses daily 24-hour data. The training data is from 2024-25, and the holdout period is 2026. The HYPE symbol is only used for holdout in 2026, with no training or out-of-sample data. The strategy does not use 3R or 15-minute management, and sensitivity is not selected. The return includes the open mark, and the win rate is calculated based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH hourly L15 slip0.003 holdout'. This refers to a trading strategy for the HYPE/USD currency pair. The strategy has a 24.55% return percentage and a 38.27% drawdown percentage, with a win rate of 50%. It made 6 trades, with an average win of 18.44% and an average loss of -8.40%. The half Kelly criterion, a measure of risk, is 1.62. The returns percentage for each trade is listed as 0.41%, -2.12%, -8.95%, 22.01%, -14.13%, and 32.89%. The strategy enters a trade when the price is higher than the previous high, and exits when the price is lower than the previous low. It uses a 25 basis point taker fee, which is a 0.25% fee for buying or selling, and it does not fill in missing data for indicators. The training data is from 2024-2025, and the holdout period, which is used to test the strategy, is 2026. The HYPE data from 2026 is only used for testing, not for training. The strategy does not use 3R or 15-minute management, and sensitivity is not selected. The return includes the open mark, which is the price at the start of the trade, and the win rate only includes closed trades. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH hourly L15 slip0.001 holdout'. The symbol HYPE was analyzed on an hourly basis, which means the data was looked at every hour, with a lookback period of 15 hours, meaning the analysis considered the last 15 hours of data. The slip value was 0.001, a small amount allowed for price movement before taking action. This analysis was for the holdout period, a time set aside to test the strategy without interfering with it. The return percentage was 27.57297759852939%, and the drawdown percentage, which is the largest decrease in value, was 37.77812024144512%. The win rate percentage, which is the percentage of successful trades, was 50%. There were 6 trades in total, and 0 trades were currently open. The mean trade percentage, which is the average return per trade, was 5.440919105187005%. The average win percentage was 18.914336012932488%, and the average loss percentage was -8.032497802558476%. The half Kelly criterion, a measure used to determine the optimal bet size, was 1.7906081540338348. The returns percentage for each trade were 0.8173969000091199%, -1.7280404494203299%, -8.584182849405192%, 22.504289475312913%, -13.78527010884991%, and 33.421321663475425%. The strategy entered a trade prior to a high point in the last few days and exited prior to a low point in the last 10 days, with the next trade set to open at the exact open price. A 25 basis point taker fee was credited to the equivalent of 0.0025 coins for every 0.9975 coins bought. The analysis did not fill in missing indicator bars and only considered daily 24-hour periods. The training and reset period was from 2024 to 2025, and the known holdout period was in 2026. The HYPE symbol was only analyzed for 2026 without any training or validation outside of this period. There was no 3R or 15-minute management, and sensitivity was not selected. The return included the open mark, and the win rate only considered closed trades. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about HYPE/USD C91302 Donchian HIGH daily L30 slip0.003 holdout. The symbol is HYPE, which is a type of cryptocurrency, and it is being analyzed on a daily time frame, or daily chart, which shows price movements over a day. The lookback period, which is the amount of time used to analyze the data, is 30 days. The slip, or the amount of price movement allowed before a trade is made, is 0.003. The period being analyzed is called the holdout period, which is a time period used to test the performance of a trading strategy. The return percentage, or the profit made, is 22.995362649305278 percent. The drawdown percentage, which is the largest loss from peak to trough, is 28.892101686410363 percent. The win rate percentage, which is the percentage of trades that were profitable, is 100 percent. There were 2 trades made, and 0 trades were still open. The mean trade percentage, which is the average profit per trade, is 10.932790761167428 percent. The average win percentage, which is the average profit of the winning trades, is 10.932790761167428 percent. The average loss percentage is not available, as there were no losing trades. The half Kelly criterion, which is a formula used to determine the optimal bet size, is not available. The returns percentage, which shows the profit made over time, is 10.234969187309495 percent and 11.630612335025361 percent. The entry, or buy, signal is made when the price is higher than it was a certain number of days ago, and the exit, or sell, signal is made when the price is lower than it was a certain number of days ago. The next trade will be made at the exact open price. A 25 basis point, or 0.25 percent, fee is charged for taking, or buying, a coin, and the equivalent of 0.0025 coins is credited. There are no missing indicator bars, and only daily 24-hour data is used. The data from 2024 to 2025 was used for training, and the data from 2026 is used for testing. The HYPE data from 2026 is not used for training or validation. There is no 3R, or three-bar reversal, management, and no 15-minute management. Sensitivity, which refers to how sensitive the trading strategy is to changes in the data, is not selected. The return includes the open mark, which is the price at which the trade was made, and the win rate is calculated only for closed trades. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about HYPE/USD C91302 Donchian HIGH daily L30 slip0.001 holdout. The symbol is HYPE, which is a type of cryptocurrency, and it is being analyzed on a daily time frame, or daily chart, which shows price movements over a day. The lookback period, or the amount of time being considered, is 30 days. The slip, or the amount of price movement allowed before a trade is made, is 0.001. This analysis is for the holdout period, which is a time period set aside to test the performance of a trading strategy. The return percentage, or the amount of profit made, is 23.983276216844445 percent. The drawdown percentage, or the amount of loss, is 28.749457958599745 percent. The win rate percentage, or the percentage of successful trades, is 100 percent. There were 2 trades made, and 0 trades were still open. The mean trade percentage, or the average amount of profit per trade, is 11.37841701987394 percent. The average win percentage, or the average amount of profit per successful trade, is 11.37841701987394 percent. There were no losses, so the average loss percentage is not applicable. The returns percentage, or the amount of profit made, for each trade is 10.677798557552967 percent and 12.079035482194914 percent. The entry strategy, or the rules for making a trade, is to buy before a high point in the price, and exit before a low point in the price. The next trade will be made at the exact open price. A 25 basis point taker fee, or a fee for making a trade, is credited to the buyer, which is equivalent to 0.0025 for the buyer and 0.9975 for the seller. Missing indicator bars, or missing data, are not filled in, and only daily 24-hour data is used. The training data, or the data used to develop the trading strategy, is from 2024-25, and the reset, or the start of a new period, is in 2026. The holdout data, or the data used to test the trading strategy, is only for 2026, and no training or validation is done on this data. There is no 3R, or three-rule, management, and no 15-minute management, which refers to making trades based on 15-minute intervals. Sensitivity, or the analysis of how the trading strategy performs under different conditions, is not selected. The return includes the open mark, or the price at which the trade was made, and the win rate is only for closed trades, or trades that have been completed. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH daily L20 slip0.003 holdout'. The symbol being analyzed is HYPE, with a daily time frame and a lookback period of 20 days. The slip is 0.003, and the period is holdout. The return percentage is 36.1928412212568, the drawdown percentage is 30.332883593681114, and the win rate percentage is 66.66666666666666. There were 3 trades, with 0 open trades. The mean trade percentage is 11.866205370607712, the average win percentage is 20.597222753274025, and the average loss percentage is -5.595829394724911. The half Kelly is 5.147646718402332, and the returns percentages are -5.595829394724911, 10.234969187309492, and 30.959476319238554. The entry is prior high, the exit is prior low, and the next open is exact. A 25 basis point taker is credited, with a coin buy equivalent of 0.0025/0.9975. There are no fill missing indicator bars, and only daily 24 hours are considered. The training and reset period is 2024-25, and the known holdout period is 2026. HYPE 2026 only has no training or valid out of sample data. There is no 3R or 15-minute management, and sensitivity is not selected. The return includes open mark, and the win rate is closed only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH daily L20 slip0.001 holdout'. This refers to a trading strategy for the HYPE/USD currency pair. The strategy uses a 20-day lookback period, which means it considers the last 20 days of price data. The slip value is 0.001, a measure of how much the price can move before a trade is closed. The period is holdout, meaning it is a test period. The return percentage is 37.8370077095359%, the drawdown percentage is 30.053655834854908%, and the win rate percentage is 66.66666666666666%. There were 3 trades, with a mean trade percentage of 12.315572781279375%. The average win percentage was 21.08158432678452%, and the average loss percentage was -5.216450309730911%. The half Kelly value is 5.599461961552718. The returns percentages were -5.216450309730911%, 10.677798557552975%, and 31.485370096016062%. The entry strategy is based on the prior high, and the exit strategy is based on the prior low. A 25 basis point taker fee is credited as a coin buy equivalent of 0.0025/0.9975. There are no filled missing indicator bars, and only daily 24-hour data is used. The training period is from 2024 to 2025, and the reset period is 2026, which is a known holdout period. For HYPE in 2026, there is no training or valid out-of-sample data. The strategy does not use 3R or 15-minute management, and sensitivity is not selected. The return includes the open mark, and the win rate is based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH daily L15 slip0.003 holdout'. The symbol HYPE was analyzed on a daily basis, which means the analysis was done using daily data, with a lookback period of 15 days, and a slip of 0.003. The analysis was done during the holdout period. The return percentage was 48.867429437456295, the drawdown percentage was 30.332883593681103, and the win rate percentage was 75. There were 4 trades, with 0 open trades. The mean trade percentage was 11.400909489320439, the average win percentage was 18.18971393874059, and the average loss percentage was -8.965503858940007. The half Kelly criterion, a measure used to determine the optimal bet size, was 3.4954969797362865. The returns percentage for each trade were 13.3746963096737, -8.965503858940007, 10.234969187309487, and 30.959476319238576. The entry strategy was based on the prior high of the last few days, and the exit strategy was based on the prior low of the last 10 days, with the next exact open price used as a reference. A 25 basis point taker fee was credited to the equivalent of a coin buy of 0.0025 and 0.9975. The analysis did not include missing indicator bars and only considered daily 24-hour data. The training and reset period was from 2024 to 2025, and the holdout period was in 2026. The HYPE data from 2026 was not used for training or validation. The analysis did not include 3R or 15-minute management, and sensitivity was not selected. The return included the open mark, and the win rate was calculated based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'HYPE/USD C91302 Donchian HIGH daily L15 slip0.001 holdout'. The details are about a trading strategy for the symbol HYPE. It uses a daily time frame, looks back 15 days, and has a slip of 0.001. This is for the holdout period. The return percentage is 51.26847586207297, and the drawdown percentage is 30.053655834854897. The win rate percentage is 75. There were 4 trades, with 0 open trades. The mean trade percentage is 11.848411981034292. The average win percentage is 18.664426149319002, and the average loss percentage is -8.59963052381983. The half Kelly is 3.6909292176477932. The returns percentages are 13.830109794387942, -8.59963052381983, 10.677798557552979, and 31.48537009601608. The entry is prior high, and the exit is prior low. The next open is exact. A 25 basis point taker is credited with a coin buy equivalent of 0.0025/0.9975. There are no fill missing indicator bars, and it only uses daily 24 hours. The training and reset period is 2024-25, and the known holdout period is 2026. For HYPE in 2026, there is no training or valid out-of-sample data. It does not use 3R or 15-minute management, and sensitivity is not selected. The return includes open mark, and the win rate is closed only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'XRP/USD C91302 Donchian HIGH hourly L30 slip0.003 holdout'. This refers to a trading strategy for XRP, a cryptocurrency, against the US dollar. The strategy uses a Donchian channel, which is a type of technical indicator, to determine when to buy or sell. The report covers a 30-day period, called the lookback, with a slip of 0.003, meaning a small allowance for price movements. The period is called holdout, which means it is a test period. The return percentage was -19.444897289408445 percent, and the drawdown percentage, which is the largest decline in value, was 33.294710546960694 percent. The win rate percentage, which is the percentage of successful trades, was 25 percent. There were 4 trades, with an average trade percentage of -4.861753897801499 percent. The average win percentage was 10.800725216364073 percent, and the average loss percentage was -10.082580269190021 percent. The half Kelly criterion, a measure of risk, was -2.2322270673921185. The returns percentage for each trade were -10.323910669143881, -7.848326295819391, -12.07550384260679, and 10.800725216364073 percent. The entry strategy was to buy before a prior high, and exit before a prior low. A 25 basis point taker fee was credited to the equivalent of a coin buy. The data only includes daily 24-hour periods, with no missing indicator bars. The training data is from 2024 to 2025, and the holdout period is 2026. There is no 3R or 15-minute management, and sensitivity was not selected. The return includes open mark, and the win rate is based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about XRP/USD C91302 Donchian HIGH hourly L30 slip0.003 train. The symbol is XRP, which is a type of cryptocurrency. The time frame, or tf, is hourly, meaning the data is based on one-hour periods. The lookback period is 30, which refers to the number of past hours considered for analysis. The slip, or the amount of price movement allowed before a trade is triggered, is 0.003. The period is train, which means the data is used for training a model. The return percentage is 126.25607669956906, and the drawdown percentage, which is the maximum loss from a peak to a trough, is 47.36578661106893. The win rate percentage, which is the percentage of successful trades, is 25. There were 8 trades, and 0 trades were still open. The mean trade percentage, which is the average return per trade, is 25.886858900848136. The average win percentage is 133.0089594746451, and the average loss percentage is -9.82050795708419. The half Kelly, a measure of the optimal bet size, is 0.9909106886008723. The returns percentage for each trade are -12.246573060267815, -13.955348186247726, -8.549458613993997, 242.8509652967219, -9.171783594937496, -10.380418060934472, -4.619466226123632, and 23.166953652568292. The entry strategy is based on the prior high, and the exit strategy is based on the prior low. The next trade will be based on the exact open price. A 25 basis point taker fee is credited to the equivalent coin buy, with a ratio of 0.0025 to 0.9975. There are no missing indicator bars, and only daily 24-hour data is used. The training data is from 2024 to 2025, and the reset is in 2026, which is a known holdout period. The HYPE 2026 only means no training or validation out of sample. There is no 3R or 15-minute management, and sensitivity is not selected. The return includes the open mark, and the win rate is based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline 'XRP/USD C91302 Donchian HIGH hourly L30 slip0.001 holdout'. This refers to a trading strategy for XRP, a cryptocurrency, against the US dollar. The strategy uses a Donchian channel, which is a type of technical indicator, with a 30-hour lookback period and a slip of 0.001. The period being analyzed is called the holdout period, meaning it is a test period. The return percentage was -18.14564370466681%, and the maximum drawdown, or largest loss, was 32.489421513218794%. The win rate, or percentage of successful trades, was 25%. There were 4 trades in total, with an average trade return of -4.479432617602816%. The average win was 11.245822152658574%, and the average loss was -9.721184207689946%. The half Kelly criterion, a measure of optimal bet size, was -2.04872010140454. The returns for each trade were -9.963481866663438%, -7.477975281655651%, -11.72209547475075%, and 11.245822152658574%. The strategy entered trades prior to a high point in the market and exited prior to a low point. The next trade will be based on the exact opening price. A 25 basis point taker fee was credited to the equivalent of 0.0025 coins for every 0.9975 coins bought. The strategy does not fill in missing indicator bars and only uses daily 24-hour data. The training and reset period is from 2024 to 2025, and the known holdout period is 2026. There is no training or validation for the HYPE 2026 strategy. The strategy does not use 3R or 15-minute management, and sensitivity was not selected. The return includes open marks, and the win rate only includes closed trades. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees

A news scan found the headline about XRP/USD C91302 Donchian HIGH hourly L30 slip0.001 train. The symbol is XRP, which is a type of cryptocurrency. The time frame, or tf, is hourly, meaning the data is based on one-hour periods. The lookback period is 30, which refers to the number of past hours considered for analysis. The slip, or small allowed difference, is 0.001. The period is train, which is short for training, a phase where a model learns from data. The return percentage is 133.61339226853156, and the drawdown percentage, which is the maximum loss, is 46.516862233536585. The win rate percentage, which is the percentage of successful trades, is 25. There were 8 trades in total, with 0 open trades. The mean trade percentage, which is the average return per trade, is 26.392421484572377. The average win percentage is 133.94387044548387, and the average loss percentage is -9.458061502398127. The half Kelly, a formula to determine the optimal bet size, is 1.0416558678269041. The returns percentage for each trade is -11.893850342639817, -13.60947428730748, -8.181917757849448, 244.22612611128596, -8.80673703479161, -10.020215741667041, -4.236173850133371, and 23.661614779681813. The entry strategy is based on the prior high, and the exit strategy is based on the prior low. The next exact open is considered, and a 25 basis point taker is credited with the equivalent of a coin buy. The data does not include missing indicator bars and only considers daily 24-hour periods. The training period is from 2024 to 2025, and the reset period is 2026, which is a known holdout period. The HYPE 2026 only means no training or validation is done out of sample. There is no 3R or 15-minute management, and sensitivity is not selected. The return includes the open mark, and the win rate is calculated based on closed trades only. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees