Notes

A simulation, called C91302, used 1418 blocks and 10000 paths to test a trading strategy. The average return was 0.018580297635250348 percent. The worst return was -1.6361458406196936 percent and the best return was 0.7656523007459272 percent. If the whole fund was invested in US dollars, the worst return would be -1.949304154514303 dollars. There was a 0 percent chance of losing 3 percent of the account. The simulation was completed in 2026 hours or days with no missing data filled in. It used a numpy seed of 91302, and tested 10,000 contiguous 2-hour blocks over weekends with no orders, fees, or stops. The levels were set at the September 12 close price plus 10 basis points, which is a measure of the difference between two prices, but this was not an executable quote. The net return assumes a gross return of 3 times the risk, and a target return of 25 basis points minus 10 basis points for fees and sells. The maximum favorable excursion, or the best possible return, was calculated using overlapping and unconditional data, and did not include the probability of winning. https://runway.adityaperswal.workers.dev/data/crypto-bars

A simulation, called C91302, used 1418 blocks and 10000 paths to estimate results. The average percentage change was 0.0275 percent. The worst 1 percent of results had a loss of 1.8566 percent and the worst 5 percent had a loss of 0.8497 percent. The best 95 percent of results had a gain of 0.9925 percent. If the whole fund was invested in US dollars, the worst 1 percent of results would have been a loss of 2.2119 dollars. There was zero probability of losing 3 percent of the account. This simulation was completed in 2026 hours or days with no missing data filled in. It used a numpy seed of 91302, and simulated 10,000 contiguous 2-hour blocks over weekends with no orders, fees, or stops. The levels were set at the September 12 close plus 10 basis points, which is not an executable quote. The net result assumes a gross return of 2 times the risk, and a target residual of 25 basis points in fees and 10 basis points in sells. The maximum favorable excursion was calculated with overlapping and unconditional probability, and does not include the probability of winning. https://runway.adityaperswal.workers.dev/data/crypto-bars

A simulation, which is a computer model of a trading system, was run with the following results: it used 1754 blocks of data and 10000 paths, which are like different possible outcomes. The average percentage change was -0.01097955532830551, meaning the value decreased by a small amount. The worst 1 percent of results had a percentage change of -2.3328579393850264, and the worst 5 percent had a change of -1.018956575468832. The best 5 percent of results had a change of 0.8829130718653494. If the entire fund had been invested in US dollars, the worst 1 percent of results would have lost -2.7793669489833204 dollars. There was a 0.0 percent chance of losing 3 percent of the account value. This simulation was completed in 2026 hours or days with no missing data filled in. It used a numpy seed of 91302, and simulated 10,000 contiguous 2-hour blocks over weekends with no orders, fees, or stops. The levels were set at the September 12 close price plus 10 basis points, which is a measure of the price difference, but this was not an executable quote. The net result assumed a gross return of 2 times the risk, and a target fee of 25 basis points and 10 basis points for sells. The maximum favorable excursion, or MFE, was calculated with overlapping and unconditional probability, but not with a winning probability. https://runway.adityaperswal.workers.dev/data/crypto-bars

A data scan found the following statistics for LINK/USD: there were 6120 data points, the standard deviation of hourly percentage changes was 0.6804720769194464, and the standard deviation of percentage changes on weekends was 0.6042087202606542. The one-hour percentage change was -1.829741443838048. The correlation with Bitcoin, or how closely the two move together, was 0.8225781071139244, and the beta, or volatility compared to Bitcoin, was 1.1967682612132495. This data was based on a simulation that used 2026 completed hours or days, with no missing data filled in. The simulation used a numpy seed of 91302, and included 10,000 contiguous two-hour weekend blocks, with no orders, fees, or stops. The levels were based on the September 12 close, plus 10 basis points, which is not an executable quote. The net result assumes a gross return of 2 times the risk, and a target return of 25 basis points, with fees of 10 basis points for sells. The maximum favorable excursion, or MFE, was based on overlapping and unconditional data, and did not include win probability. https://runway.adityaperswal.workers.dev/data/crypto-bars

A data scan found the following statistics for HYPE/USD: there were 4978 data points, the standard deviation of hourly percentage changes was 0.9108538807606382, the standard deviation of percentage changes on weekends was 0.707601200640159, the one-hour percentage change was -2.2584500804997782, the correlation with Bitcoin, a measure of how closely two things move together, was 0.5698328750041544, and the beta, a measure of volatility compared to Bitcoin, was 1.1684915060677281. This data was based on 2026 completed hours or days with no missing data filled in. A simulation was run using a numpy seed of 91302, with 10,000 contiguous two-hour blocks on weekends, and no orders, fees, or stops. The levels were based on the September 12 close price plus 10 basis points, which is a unit of measurement for interest rates and prices, but this was not an executable quote. The net result assumed a gross return of 3 times the risk, and a residual target of 25 basis points for fees and 10 basis points for sells. The maximum favorable excursion, or MFE, was calculated, which is the maximum gain during a trade, and it was overlapping and unconditional, and not a winning probability. https://runway.adityaperswal.workers.dev/data/crypto-bars

A data scan found the following statistics for XRP/USD: there were 6120 data points, the standard deviation of hourly percentage changes was 0.6686587423687698, and the standard deviation of percentage changes on weekends was 0.6126713488094775. The one-hour percentage change was -1.8103447810824083. The correlation with Bitcoin, which means how closely the two move together, was 0.7680353821330889, and the beta, which measures volatility compared to Bitcoin, was 1.0980152263987097. This data was based on a simulation that used a numpy seed of 91302, and included 10,000 contiguous two-hour blocks on weekends, with no orders, fees, or stops. The levels were based on the September 12 close price plus 10 basis points, which is not an executable quote, and assumed a net three percent return, with a gross return of two percent per quarter and a residual target of 25 basis points for fees and 10 basis points for sells. The maximum favorable excursion, or MFE, was overlapping and unconditional, and did not win the probability. https://runway.adityaperswal.workers.dev/data/crypto-bars

A data scan found the following statistics for LTC/USD: there were 6120 data points, the standard deviation of hourly percentage changes was 0.5735179539816724, the standard deviation of weekend percentage changes was 0.5286499040691979, the one-hour percentage change was -1.6903484439877474, the correlation with BTC was 0.7394622910148135, and the beta with BTC was 0.9067460194796815. This data is based on 2026 completed hours and days with no filling of missing data. A simulation was run using a numpy seed of 91302, with 10,000 contiguous 2-hour weekend blocks, and no orders, fees, or stops. The levels were set at the September 12 close price plus 10 basis points, which was not an executable quote. The net result assumes a gross return of 3 times the risk and a residual target of 25 basis points in fees and 10 basis points in sells. The maximum favorable excursion was overlapping and unconditional, with no win probability. https://runway.adityaperswal.workers.dev/data/crypto-bars

A data scan found the following statistics for SOL/USD: there were 6120 data points, the standard deviation of hourly percentage changes was 0.6703275821387866, and the standard deviation of percentage changes on weekends was 0.5851457591895239. The one-hour percentage change was -1.9389902049268235. The correlation with Bitcoin, or how closely the two move together, was 0.8374888366942275, and the beta, or volatility compared to Bitcoin, was 1.200297010210393. This data is based on 2026 completed hours or days with no missing data filled in. A simulation was run using a numpy seed of 91302, with 10,000 contiguous two-hour weekend blocks, and no orders, fees, or stops. The levels were set at the September 12 close plus 10 basis points, but this was not an executable quote. The net result assumes a gross return of 3 times the result, and a target of 25 basis points in fees, with 10 basis points for sells. The maximum favorable excursion, or the best possible outcome, was calculated, but it was overlapping and unconditional, and did not win, with a probability that it would not be a winning outcome. https://runway.adityaperswal.workers.dev/data/crypto-bars

A data scan found the following statistics for ETH/USD: there were 6120 data points, the standard deviation of hourly percentage changes was 0.6217308053653277, and the standard deviation of percentage changes on weekends was 0.4875354979909035. The one-hour percentage change was -1.9159718398187797. The correlation with Bitcoin, or how closely the prices move together, was 0.8873100826972741, and the beta, or how much the price moves compared to Bitcoin, was 1.1795066953782638. This data was based on 2026 completed hours or days with no missing data filled in. A simulation was run with a numpy seed of 91302, using 10,000 contiguous 2-hour blocks on weekends, and not accounting for orders, fees, or stops. The levels were based on the September 12 close price plus 10 basis points, but this was not an executable quote. The net result assumed a gross return of 2 times the risk, and a target return of 25 basis points, with fees of 10 basis points for sells. The maximum favorable excursion, or the best possible outcome, was calculated, but this was an overlapping and unconditional result, and not a winning probability. https://runway.adityaperswal.workers.dev/data/crypto-bars

A data scan found the following statistics for BTC/USD: there were 6120 data points, the standard deviation of hourly percentage changes was 0.4677107934069283, and the standard deviation of percentage changes on weekends was 0.3296208283857245. The first percentile of hourly percentage changes was -1.3237516737268007, and the correlation with BTC was 1.0. This data was based on 2026 completed hours or days with no filling of missing data. A simulation was run using a numpy seed of 91302, with 10,000 contiguous 2-hour weekend blocks, and no orders, fees, or stops. The levels were set at the September 12 close price plus 10 basis points, which was not an executable quote. The net assumed a gross return of 2 times the risk, with a target of 25 basis points in fees and 10 basis points in sells. The maximum favorable excursion was overlapping and unconditional, with no win probability. https://runway.adityaperswal.workers.dev/data/crypto-bars

A news scan found the headline about LINK/USD C91302 Donchian HIGH hourly L30 slip0.003 holdout. The symbol is LINK, which is a type of cryptocurrency, and it was analyzed on an hourly basis, also known as a time frame or tf, with a lookback period of 30 hours. The slip, or the amount of price movement allowed before a trade is triggered, was 0.003. This analysis was done during the holdout period, which is a time when the system is not learning or training. The return percentage was -13.473590770613782, the drawdown percentage was 24.852853906838956, and the win rate percentage was 25. There were 4 trades in total, with 1 still open. The mean trade percentage was 0.49116192562680894, the average win percentage was 21.808152666400485, and the average loss percentage was -6.614501654631083. The half Kelly, a measure of the optimal bet size, was 0.17024669493026612. The returns percentages for each trade were -11.016833305593204, -2.335329648172775, -6.49134201012727, and 21.808152666400485. The system entered a trade prior to a high price in the last few days and exited prior to a low price 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 a coin buy, with a ratio of 0.0025 to 0.9975. The analysis did not fill in missing indicator bars and only considered daily 24-hour periods. The system was trained from 2024 to 2025 and reset in 2026, with a holdout period in 2026 where no training or validation was done. The HYPE 2026 only setting meant that no training or out-of-sample validation was done. 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 LINK/USD C91302 Donchian HIGH hourly L30 slip0.003 train. The symbol is LINK, which is a type of cryptocurrency, and it was analyzed on an hourly basis, also known as a time frame or tf. The lookback period, which is the amount of time used to analyze the data, was 30 hours. The slip, or the amount of price movement allowed before a trade is made, was 0.003. The period of analysis was for training, which means the data was used to teach a model how to make predictions. The return percentage, which is the amount of profit made, was 24.80392478839083 percent. The drawdown percentage, which is the amount of loss, was 51.29491734512901 percent. The win rate percentage, which is the percentage of successful trades, was 50 percent. There were 8 trades made, and 0 trades were still open. The mean trade percentage, which is the average amount of profit or loss per trade, was 4.745820273734946 percent. The average win percentage, which is the average amount of profit per successful trade, was 20.081163229016134 percent. The average loss percentage, which is the average amount of loss per unsuccessful trade, was -10.589522681546242 percent. The half Kelly, which is a measure of the optimal amount of capital to allocate to a trade, was 1.1158762657357189. The returns percentage, which is the amount of profit or loss for each trade, were 9.255416520007577, -5.656511506872757, -14.849988980005918, 56.42451709256889, -16.32526229265998, -5.526327946646306, 3.3270199047558764, and 11.317699398732184 percent. The entry, or the point at which a trade was made, was prior to the highest high in the last 10 days, and the exit, or the point at which a trade was closed, was prior to the lowest low in the last 10 days. The next trade will be made at the exact open price. A 25 basis point taker fee, which is a fee charged for making a trade, was credited to the equivalent of 0.0025 coins, and the remaining balance was 0.9975 coins. There were no missing indicator bars, and the analysis only included daily 24-hour periods. The training period was from 2024 to 2025, and the reset period was in 2026, which is a known holdout period, meaning it was not used for training. The HYPE 2026 only, which is a type of analysis, was not used for training or validation out of sample, or OOS. There was no 3R or 15-minute management, and sensitivity was not selected. The return included the open mark, which is the price at which a trade was made, and the win rate was only calculated 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 'LINK/USD C91302 Donchian HIGH hourly L30 slip0.001 holdout'. The symbol is LINK, a type of cryptocurrency, and the time frame 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. The slip is 0.001, a small amount allowed for price movement. The period is holdout, a term meaning a set of data held back from training. The return percentage is -11.902359164035289, and the drawdown percentage is 24.551662035147416. The win rate percentage is 25, based on 4 trades, with 1 still open. The mean trade percentage is 0.8949378427569897, the average win percentage is 22.29736768100599, and the average loss percentage is -6.2392054366593435. The half Kelly, a measure of optimal bet size, is 0.32164736354468637. The returns percentages are -10.659181756497071, -1.942882388638933, -6.115552164842026, and 22.29736768100599. The strategy enters when the prior high is reached, and exits when the prior low is reached. A 25 basis point taker fee is credited, equivalent to 0.0025 for a coin buy of 0.9975. The data does not include missing indicator bars and only considers daily 24-hour periods. The training and reset period is from 2024 to 2025, and the known holdout period is 2026. There is no training or validation outside of this period, and no 3R or 15-minute management is used. The return includes the open mark, and the win rate only considers 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 LINK/USD C91302 Donchian HIGH hourly L30 slip0.001 train. The symbol is LINK, which is a type of cryptocurrency, and the time frame is hourly, meaning the data is based on one-hour periods. The lookback period is 30, which refers to the number of past hours used to make decisions. The slip is 0.001, which is a small amount used to account for trading costs. The period is train, which means the data is used to train a model. The return percentage is 28.86225494379488, and the drawdown percentage is 50.706932954819536. The win rate percentage is 50, which means half of the trades were winners. There were 8 trades in total, and 0 trades were still open. The mean trade percentage is 5.166648980996198, which is the average return of each trade. The average win percentage is 20.563456421462337, and the average loss percentage is -10.230158459469942. The half Kelly is 1.2280059902622733, which is a measure of the optimal bet size. The returns percentage list is 9.694319815654444, -5.277375637488213, -14.50770082648879, 57.0524754678305, -15.98888707600599, -5.146670297896779, 3.742162020297992, 11.764868382066423. The entry is based on the prior high, and the exit is based on the prior low. The next exact open is used, and 25 basis points are credited to the taker, which is equivalent to 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 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 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 hourly L20 slip0.003 holdout'. The symbol is LINK, with a hourly time frame and a lookback period of 20. The slip is 0.003 and the period is holdout. The return percentage is -2.963609345831685, the drawdown percentage is 24.85285390683899, and the win rate percentage is 50. There were 4 trades, with 1 still open. The mean trade percentage is 3.2285353653200537, the average win percentage is 11.509208370792653, and the average loss percentage is -5.052137640152545. The half Kelly is 2.7762266925713, and the returns percentage is -7.862470995266771, 1.210264075184807, -2.241804285038319, and 21.8081526664005. 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 used. 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. 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 hourly L20 slip0.003 train. The symbol is LINK, and the time frame is hourly. The lookback period is 20, which means the system looks back at 20 hours of data. The slip is 0.003, which is a small amount. The period is train, which is short for training, a phase where the system learns. The return percentage is -4.4038, the drawdown percentage is 53.3803, and the win rate percentage is 33.3333. There were 12 trades, with a mean trade percentage of 1.1608. The average win percentage is 22.6304, and the average loss percentage is -9.574. The half Kelly is 0.2679. The returns percentages are 9.2554, -2.8653, -16.3582, -7.9891, -11.7986, -14.8499, 56.4245, -12.1641, -5.0402, -5.5263, 13.524, and 11.3177. The system enters when the price is prior high, and exits when the price is prior low. The next open is exact. A 25 basis point taker is credited, which is a small fee. The system does not fill missing indicator bars and only runs 24 hours a day. The training period is from 2024 to 2025, and the holdout period is 2026. There is no hype in 2026, and no 3R or 15-minute management. The sensitivity is not selected. The return includes open mark, and the win rate is calculated 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 hourly L20 slip0.001 holdout'. The symbol is LINK, which is a type of cryptocurrency, and it was analyzed on an hourly basis, meaning the data was looked at every hour. The lookback period, which is the amount of time used to analyze the data, was 20 hours. The slip, or the amount of price movement allowed before a trade is made, was 0.001. This analysis was done during the holdout period, which is a time when the system is not learning from new data. The return percentage, which is the amount of profit or loss, was -1.2015%. The drawdown percentage, which is the amount of loss from the highest point, was 24.5517%. The win rate percentage, which is the percentage of successful trades, was 50%. There were 4 trades in total, and 1 of them is still open. The mean trade percentage, which is the average amount of profit or loss per trade, was 3.6433%. The average win percentage, which is the average amount of profit from successful trades, was 11.9571%. The average loss percentage, which is the average amount of loss from unsuccessful trades, was -4.6706%. The half Kelly, which is a measure of the optimal amount to bet, was 3.2619. The returns percentage, which is the amount of profit or loss for each trade, were -7.4922%, 1.6169%, -1.849%, and 22.2974%. The system entered a trade prior to a high point in the data, and exited prior to a low point. The next trade will be made at the exact open price. A 25 basis point, or 0.25%, fee was credited to the account for buying the coin, with a ratio of 0.0025 to 0.9975. The analysis did not include any missing indicator bars, and only used daily data from 24-hour periods. The system was trained from 2024 to 2025, and will be reset in 2026. The holdout period in 2026 will not be used for training or validation. The system does not use 3R or 15-minute management, and sensitivity was not selected. The return includes the open mark, but 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 a LINK/USD trading strategy. The strategy uses a Donchian channel, which is a way to track price movements, with a 20-hour lookback period, meaning it looks at the last 20 hours of price data. The slip, or the difference between the expected and actual price of a trade, is 0.001. The strategy is in the training period. The return on investment is 0.2967%, the drawdown, or the largest decrease in value, is 52.44%, and the win rate, or the percentage of successful trades, is 33.33%. There were 12 trades in total, with an average return per trade of 1.5673%. The average win is 23.12% and the average loss is -9.21%. The half Kelly criterion, a way to determine the optimal amount to bet, is 0.3679. The returns on investment for each trade are: 9.6943%, -2.475%, -16.022%, -7.6193%, -11.444%, -14.508%, 57.052%, -11.811%, -4.6586%, -5.1467%, 13.980%, and 11.7649%. 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 made at the exact opening price. A 25 basis point, or 0.25%, fee is credited to the buyer, with a 0.0025 to 0.9975 coin buy equivalent. The strategy does not account for missing indicator bars and only uses daily data from 24-hour periods. The training period is from 2024 to 2025, and the holdout period, or the period used to test the strategy, is from 2026. The HYPE 2026 strategy will not be used for training or validation. The strategy does not use 3R or 15-minute management, and sensitivity was not selected. The return includes the open mark, but 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 'LINK/USD C91302 Donchian HIGH hourly L15 slip0.003 holdout'. This refers to a trading strategy for the LINK/USD currency pair. The strategy uses a Donchian channel, which is a type of technical indicator, with a 15-hour lookback period and a slip of 0.003. The period being analyzed is called the holdout period, which is a time frame used to test the strategy. The return percentage for this strategy is 2.245172349745957%, and the drawdown percentage, which is the maximum loss, is 24.852853906838913%. The win rate percentage, which is the percentage of winning trades, is 50%. There were 4 trades in total, with 1 still open. The mean trade percentage is 4.57787369832319%, the average win percentage is 12.525552717090779%, and the average loss percentage is -3.3698053204443994%. The half Kelly criterion, which is a measure of the optimal bet size, is 5.422906294072231. The returns percentage for each trade is -4.497806355850481%, 1.2102640751848093%, -2.241804285038319%, and 23.84084135899675%. The strategy enters a trade prior to a high in the last few days and exits prior to a low in the last 10 days, with the next trade opening at the exact open price. A 25 basis point taker fee is credited to the equivalent of a coin buy, with a ratio of 0.0025 to 0.9975. There are no missing indicator bars, and the strategy only considers daily 24-hour periods. The training and reset period is from 2024 to 2025, and the known holdout period is in 2026. The HYPE 2026 strategy is only used for testing and not for 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 only calculated 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 LINK/USD C91302 Donchian HIGH hourly L15 slip0.003 train. The symbol is LINK, which is a type of cryptocurrency, and it is being analyzed on an hourly basis, also known as a time frame or tf. The lookback period is 15 hours, and the slip, which is a small allowed difference in price, is 0.003. The period being analyzed is the training period. The return percentage is -19.148640934124487, the drawdown percentage, which is the maximum loss from a peak to a trough, is 55.738840165239026, and the win rate percentage, which is the percentage of winning trades, is 26.666666666666668. There are 15 trades, and the mean trade percentage, which is the average return per trade, is -0.08460846204374965. The average win percentage is 24.230958405057528, and the average loss percentage is -8.926632777353307. The half Kelly, which is a measure of the optimal bet size, is -0.019558049630537422. The returns percentage for each trade are: 9.255416520007577, -2.8652982169557344, -7.006921589579469, -7.989109032534467, -10.463312145796912, -14.849988980005913, 56.42451709256889, -12.164083683822604, -11.526143648405059, -1.4919692580747586, -5.5263279466463056, 16.968109535339586, 14.275790472314068, -13.156583596627716, -11.153222452437431. 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, and 25 basis points, which is a unit of measurement for interest rates and percentages, are credited to the taker, which is the party that takes the other side of the trade, 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 reset period is in 2026, which is also the known holdout period. There is no training or validation out of sample, also known as OOS, for HYPE in 2026. The 3R, which refers to a type of risk management, and 15-minute management are not selected. The sensitivity, which refers to the responsiveness of the system to changes, is also 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 about LINK/USD C91302 Donchian HIGH hourly L15 slip0.001 holdout. The symbol is LINK, which is a type of cryptocurrency, and the time frame is hourly, meaning the data is based on one-hour periods. The lookback period is 15, which refers to the number of past hours considered for analysis. The slip is 0.001, which is a small amount allowed for price movement before a trade is triggered. The period is holdout, meaning this is a test period where the system is not learning from the data. The return percentage is 4.1018%, the drawdown percentage is 24.5517%, and the win rate percentage is 50%. There were 4 trades, with 1 still open. The mean trade percentage is 4.9980%, the average win percentage is 12.9776%, and the average loss percentage is -2.9815%. The half Kelly percentage is 6.4586%, which is a measure of the optimal bet size. The returns percentages are -4.1140%, 1.6169%, -1.8490%, and 24.3382%. The system enters a trade prior to a high price in the last few days and exits prior to a low price in the last 10 days, with the next trade at the exact open price. A 25 basis point taker fee is credited to the equivalent of a coin buy, with a ratio of 0.0025 to 0.9975. There are no filled missing indicator bars, and only daily 24-hour periods are considered. The system was trained from 2024 to 2025 and reset for 2026, which is a known holdout period. The HYPE 2026 only setting 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 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 LINK/USD trading strategy. The strategy uses a Donchian channel, which is a way to track price movements, with a 15-hour lookback period. The slip, or the difference between the expected and actual price, is 0.001. The strategy is in training mode. The return percentage is -14.149049784623116, the drawdown percentage is 54.84470151195763, and the win rate percentage is 26.666666666666668. There are 15 trades, with a mean trade percentage of 0.316859751204879. The average win percentage is 24.729884093096572 and the average loss percentage is -8.560603645846646. The half Kelly, a measure of risk, is 0.07483600762522835. The returns percentage for each trade are: 9.694319815654444, -2.4749750863272366, -6.633198201726259, -7.619322279532669, -10.103442068349326, -14.507700826488787, 57.05247546783051, -11.811030346457473, -11.170533429464488, -1.09614178641565, -5.146670297896774, 17.43792552116622, 14.734815567735124, -12.807508226782774, -10.79611755487168. The strategy enters a trade when the prior high is reached, and exits when the prior low is reached. The next trade is made at the exact open price. A 25 basis point taker fee is credited to the coin buy equivalent, with a ratio of 0.0025 to 0.9975. There are no missing indicator bars, and the strategy only uses daily 24-hour data. The training period is from 2024 to 2025, and the holdout period is in 2026. The HYPE 2026 strategy does not include 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 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 LINK/USD C91302 Donchian HIGH daily L30 slip0.003 holdout. The symbol is LINK, 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 is 30 days, which means the analysis is considering the past 30 days of price movements. The slip is 0.003, which refers to a small allowed difference in price. The period is holdout, which means this is a test period where the system is not learning from the data. The return percentage is 27.241637618070058 percent, and the drawdown percentage, which is the maximum loss from a peak to a trough, is 16.387294461108116 percent. The win rate percentage, which is the percentage of winning trades, is 0 percent. There was 1 trade, and the mean trade percentage, which is the average return of all trades, is -3.9069714393877555 percent. The average win percentage is not available, and the average loss percentage is -3.9069714393877555 percent. The system entered a trade prior to a high price in the last few days, and exited prior to a low price in the last 10 days, with the next trade occurring at the exact open price. A 25 basis point taker fee, which is a fee for taking a trade, was credited, with a coin buy equivalent of 0.0025 to 0.9975. The analysis did not fill missing indicator bars, and only considered daily 24-hour periods. The training and reset period is from 2024 to 2025, and the known holdout period is 2026. There is no training or validation out of sample, or OOS, for HYPE in 2026. The system does not use 3R or 15-minute management, and sensitivity was not selected. The return includes the open mark, and the win rate only considers 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 strategy for LINK/USD. The strategy has a daily time frame, looks back 30 days, and has a slip of 0.003. It is currently in the training period. The return percentage is 15.925569994202093, the drawdown percentage is 46.59397850536761, and the win rate percentage is 50. There were 6 trades, with a mean trade percentage of 4.812627473028711. The average win percentage is 20.450703579116336 and the average loss percentage is -10.82544863305891. The half Kelly criterion is 1.0869212828737016. The returns percentage for each trade is as follows: 3.1758162900790317, -14.1950572198175, 56.75532737286911, -13.413931775293566, -4.867356904065664, 1.420967074400855. The strategy enters when the prior high is reached, exits when the prior low is reached, and the next open is exact. A 25 basis point taker is credited with the equivalent of 0.0025 for buying and 0.9975 for selling. 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. The HYPE 2026 strategy does not include training or out-of-sample validation. There is no 3R or 15-minute management 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 about a trading strategy for LINK/USD. The strategy has a 28.006873677965487 percent return and a 16.05217238944302 percent drawdown. It has a win rate of 0 percent and an average loss of 3.520823364285216 percent. 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. The training period is from 2024 to 2025, and the holdout period is in 2026. The return includes the open mark, and the win rate only includes closed trades. A 25 basis point taker fee is credited to the buyer, equivalent to 0.0025/0.9975. The strategy does not fill missing indicator bars and only uses daily 24-hour data. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-fees