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EMASkipPump Strategy: In-Depth Analysis

Strategy Number: #157 (157th of 465 strategies)
Strategy Type: MA Alignment + Volatility Filter + Pump Protection
Timeframe: 5 Minutes (5m)

I. Strategy Overview​

EMASkipPump is a strategy specifically designed to "skip pumps." The core idea is: when the market shows abnormal trading volume (possibly a "pump"), the strategy "skips" and doesn't buy, waiting for the market to return to normal before trading.

Key Characteristics​

FeatureDescription
Buy Conditions1 main condition + volatility filtering
Sell Conditions1 main condition
ProtectionTrading volume anomaly detection (20x 30-period moving average)
Timeframe5 Minutes

II. Strategy Configuration​

# EMA Periods
EMA_SHORT_TERM = 5
EMA_MEDIUM_TERM = 12
EMA_LONG_TERM = 21

# Take-Profit
minimal_roi = {"0": 0.1}  # 10%

# Stoploss
stoploss = -0.05  # -5% (relatively strict)

III. Entry Conditions Details​

# Buy Condition
dataframe.loc[
    (dataframe['volume'] < volume_rolling_mean * 20) &   # Normal volume
    (dataframe['close'] < ema_5) &                        # Price < short-term EMA
    (dataframe['close'] < ema_12) &                       # Price < medium-term EMA
    (dataframe['close'] == dataframe['min']) &            # Close is period low
    (dataframe['close'] <= bb_lowerband),                 # Touched Bollinger lower band
    'buy'
] = 1

Logic Analysis:

  1. Volume filter: volume < rolling_mean * 20 excludes abnormal volume (pump protection)
  2. MA alignment: Price below all EMAs, bearish alignment
  3. Extremum confirmation: Close is the period low
  4. Bollinger confirmation: Price touches or is below the lower band

IV. Exit Conditions Details​

# Sell Condition
dataframe.loc[
    (dataframe['close'] > ema_5) &
    (dataframe['close'] > ema_12) &
    (dataframe['close'] >= dataframe['max']) &
    (dataframe['close'] >= bb_upperband),
    'sell'
] = 1

Logic Analysis:

  • Price above all EMAs, bullish alignment
  • Close is the period high
  • Touched or broke through Bollinger upper band

V. Technical Indicators​

IndicatorPeriodPurpose
EMA55Short-term trend
EMA1212Medium-term trend
EMA2121Long-term trend
Bollinger Bands20, 2Volatility boundaries
MIN/MAX12Extremum confirmation

VI. Risk Management​

6.1 Volume Protection​

volume < volume_rolling_mean.shift(1) * 20

Function: Detects and skips abnormal trading volume, avoiding buying "pump coins."

6.2 Stoploss Settings​

stoploss = -0.05  # -5%

Relatively strict stoploss, suitable for short-term trading.

VII. Strategy Pros & Cons​

✅ Pros​

  1. Pump protection: Specifically designed to avoid buying coins with abnormal volatility
  2. MA alignment: Bullish/bearish alignment confirms trend direction
  3. Extremum trading: Buy at period low, sell at period high
  4. Clear logic: Code is concise and easy to understand

⚠️ Cons​

  1. Counter-trend trading: Buying when MA is bearish — may catch a falling knife
  2. False breakouts: Bollinger lower band may be touched frequently
  3. Fixed volume threshold: 20x may not suit all markets

VIII. Applicable Scenarios​

Market EnvironmentRecommended ConfigNotes
Trending upUse sell conditionSell when bullish alignment
Dip bounceUse buy conditionBuy at support in bearish alignment
Oscillating marketReduce trading pairsSuitable for selling high/buying low
Abnormal volatilitySkipPump protection auto-skips

IX. Applicable Market Environments in Detail​

9.1 Core Strategy Logic​

  • Pump protection: Detect abnormal volume, skip "pump coins"
  • Extremum trading: Buy at period low, sell at period high
  • MA alignment: Confirm trend direction

9.2 Performance in Different Market Environments​

Market TypeRatingAnalysis
Trending up★★★★☆Sell in bullish alignment
Dip bounce★★★★☆Buy at support in bearish alignment
Oscillating market★★★★★Perfect for selling high/buying low
Abnormal volatility★★★★★Auto-skips pumps

X. Important Notes​

10.1 Counter-Trend Trading Risk​

Buying when MA is bearish — may catch a falling knife!

10.2 Hardware Requirements​

The strategy has extremely low computational load, no hardware demands.

XI. Summary​

EMASkipPump is a strategy focused on "avoiding pump" scenarios. Its core value lies in using volume filtering to prevent buying coins with abnormal volatility. The strategy has concise logic and is suitable for running in normal market environments.