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Coin: 5PkapHW7FMBSzTqksYLH38nvC5amykveT1J83zuVpump
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TRADE BOT UNIVERSITY (BOTU19): TRADE BOT UNIVERSITY DAY 20 import math import statistics def scale_volatility(price_series): """ 3/8: Measuring Scale-Based Volatility. Raw price variance depends on price level (10->20 is 100%, 1000->1010 is 1%). Volatility of 's=ln(r)' is relative, price-level agnostic. """ log_returns = [] for i in range(1, len(price_series)): log_returns.append(math.log(price_series[i] / price_series[i-1])) # Simple Volatility (Standard Deviation of log returns) return statistics.stdev(log_returns) # Comparing 10% daily gain to 1% daily gain volatility stable = [100, 101, 102.01] # 1% gain volatile = [100, 110, 121] # 10% gain Objective: Calculate volatility of log returns as a more robust measure of relative price risk. vol_stable = scale_volatility(stable) vol_volatile = scale_volatility(volatile) # vol_volatile is much higher, reflecting higher risk/reward on pump.fun. FIND OTHER LESSONS ON SCALE CALCULUS: F4D5iQUoA67qkB4KCsbECoaxhhUtVcCy9ZzK3tjHAZru JgKkpaVMse7nhhJt7kwr7B2R4xS7JASgkTS2FGPpump 5YQFcsxuoSSFa2nMBSvWgMBPUVywtm76X919RF6Tpump dGr7yvu7GBTGMs22eZMrM2biMEXZETviFzATnNvpump E5AZ2ntCwnzeW2RZKnEmE8Ko5nQfEhAk5T47s3fApump HnLT6rJnJymm8KmDuPcnnYDedEPwa29GSjmvLhe9pump 6i1mNEmafKhTGrNjPv9L14q75bQuYZAGP3zSfBygpump BpqsvmWEZRSwrAptrrdzBtGGhVLen6Byz6BLH9iTpump Dzkcf3q4u3L7P81zbeZbTAU3kFvMekNrRmsSgt5Zpump BpqsvmWEZRSwrAptrrdzBtGGhVLen6Byz6BLH9iTpump 7oyovJGs2VjU13aqdXdSa3vYVEPH3bc8uQF4aRR4pump 6UrxCvSJcKQi7hM39axYEvhoGy8YxyZfUFRqHubApump DUABnYJk1ab76Cn7FSH9jfHXCsiZSFiZjpZxTCR3pump 6wQhEVmjB2WzbxtNKJBfSQqCgTiJ5bvou83aUzGHpump BOX SET COMPLETION: Gkc1swosS1wRmB88TfmRP5HjdVLY3HK5kNdna3dtpump
Insults, Unwanted Sexual Content & Graphic Objectification, Unwanted NSFW & Graphic Content, Violent Event Denial, Targeted Harassment and Inciting Harassment
Child sexual exploitation, grooming, physical child abuse, underage user
Encouraging, promoting, providing instructions or sharing strategies for self-harm.
Graphic Content, Gratuitous Gore, Adult Nudity & Sexual Behavior, Violent Sexual Conduct, Bestiality & Necrophilia, Media depicting a deceased individual.
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