Cluc5werk Strategy Explained
Read This and Get It Instantly | Bollinger Bands + ROCR Trend Filter + Dual Confirmation 1-Minute Short-Term Hunter
1. What's This Strategy All About?
Cluc5werk is the 5th generation evolution of the Cluc series; plays 1-minute ultra short-term, but adds several power moves:
"First check big picture (1-hour trend up), then find entry points (Bollinger Band signals), finally confirm twice before acting"
Plainly:
- First confirm big trend — use 1-hour ROCR indicator to judge if market is rising
- Then find entries — use Bollinger Bands to find where price fell to the "floor"
- Confirm twice — must have two consecutive candles satisfying conditions before buying
- Fast entry/exit — sell when price touches BB middle band or three consecutive drops
This strategy is like an extremely cautious short-term hunter: only looks for opportunities when direction is right; requires two confirmations even when opportunities appear; acts only after careful confirmation. Its personality — steady as an old dog; 90%+ win rate.
2. Core Settings: Basically "High Win Rate + Wide Stop-Loss"
2.1 Take-Profit Rule (ROI Table)
| Holding Time | Target Profit | Plain English |
|---|---|---|
| Immediate | 2.13% | Want 2% the moment entering |
| 275 minutes | 1.75% | About 4.5 hours later, lower expectations |
| 559 minutes | 1.62% | About 9 hours later, more conservative |
| 621 minutes | 1.31% | 10 hours later, continue lowering |
| 791 minutes | 0.84% | 13 hours later, small profit就跑 |
| 1048 minutes | 0.44% | 17 hours later, just break even |
| 1074 minutes | 0% | 18 hours later, trailing stop takes over |
Translation:
"Confident I can make 2% when first entering, but the longer I wait the more cowardly I become; in the end just don't lose money."
2.2 Stop-Loss Rule
| Type | Value | Plain English |
|---|---|---|
| Hard stop-loss | -22.4% | Won't admit defeat until down 22%; extremely generous |
| Trailing stop activation | 18.6% profit | Start protecting when making 18% |
| Trailing stop offset | 23.1% profit | Final stop placed at making 23% |
Translation:
"This strategy seems thick-skinned — won't give up until down 22%, but once it starts making money, clings to profits for dear life!"
2.3 Core Parameters
| Parameter | Value | Plain English |
|---|---|---|
| Timeframe | 1 minute | Ultra short-term, fast entry/exit |
| Informative timeframe | 1 hour | Used for big picture |
| Dependencies | ta-lib, technical, qtpylib, numpy | Standard technical analysis libraries |
| Entry modes | 2 types | BB rebound + EMA volume-shrinking pullback |
| Confirmation mechanism | 2 consecutive candles | Both must satisfy before buying |
3. Entry Conditions: I've Categorized Them
This strategy has 2 entry modes, but must satisfy a mandatory prerequisite:
3.1 Mandatory Prerequisite: 1-hour ROCR Filter
1-hour ROCR > 0.8973
Plain English:
"First check big trend; past 7 days price rose at least 89.73% (how ROCR calculates); confirm it's an uptrend before considering buying."
This is the strategy's first line of defense — if big direction is wrong, never acts!
3.2 Mode 1: BB Rebound (Catches false breakout rebounds)
This mode specifically catches opportunities where price briefly breaks BB lower band then quickly rebounds.
6 conditions must all be met:
| Condition | Formula | Plain English |
|---|---|---|
| 1 | BB lower valid | Data normal; not NaN |
| 2 | bbdelta > close × 1.85% | BB wide enough; room to maneuver |
| 3 | Price change > close × 0.17% | This candle volatile enough |
| 4 | Lower shadow < bbdelta × 78.8% | Lower shadow short |
| 5 | Close < previous BB lower | Price broke below lower band; "on sale" |
| 6 | Close ≤ previous close | Price didn't bounce back; still low |
One-liner:
"Price suddenly broke through BB lower band, but lower shadow short — likely false breakout, may rebound immediately!"
3.3 Mode 2: EMA Volume-Shrinking Pullback (Catches panic bottom)
This mode specifically catches opportunities where price crashed then volume shrunk.
3 conditions must all be met:
| Condition | Formula | Plain English |
|---|---|---|
| 1 | close < EMA50 | Below long-term MA (weak zone) |
| 2 | close < BB lower × 0.93% | Fell to extremely low level |
| 3 | Volume < 30-day avg × 35 | Volume shrunk (floor volume) |
One-liner:
"Price fell to extremely low level, and volume dried up — nobody willing to sell, bottom likely!"
3.4 Dual Confirmation Mechanism (KEY!)
This is the biggest difference between Cluc5werk and other Cluc versions:
# First mark the "fake buy" signal
fake_buy = (Mode 1 OR Mode 2)
# Actual buy: must have 2 consecutive candles satisfying fake_buy
buy = (fake_buy[previous] == 1) AND (fake_buy[current] == 1)
Plain English translation:
"Even if a signal appears, the strategy doesn't rush to buy. It waits one candle period (1 minute) to see if the next candle also satisfies conditions. Confirms twice before buying — that's why win rate can reach 90%!"
4. Protection Mechanisms: Three "Life Preservers"
4.1 First Layer: ROCR Trend Filter
1-hour ROCR > 0.8973
Only trades with big trend up; avoids catching falling knives.
4.2 Second Layer: Dual Confirmation
Two consecutive candles must satisfy conditions before buying; filters false signals and noise.
4.3 Third Layer: Hard Stop-Loss + Trailing Stop
| Protection Type | Parameters | Function |
|---|---|---|
| Hard stop-loss | -22.4% | Bottom-line protection; prevents extreme losses |
| Trailing activation | 18.6% profit | Starts tracking protection when making 18% |
| Trailing offset | 23.1% profit | Final stop locked at making 23% |
Plain English:
"High loss tolerance (22%), but once it starts making money, clings to profits desperately — won't let earned money slip away."
5. Sell Logic: Not Greedy; Takes Profit and Runs
5.1 Main Sell Conditions
Sell must simultaneously meet 4 conditions:
| Condition | Formula | Plain English |
|---|---|---|
| 1 | high ≤ previous high | High points declining or flat |
| 2 | previous high ≤ high 2 bars back | Three consecutive high points declining |
| 3 | close ≤ previous close | Close price weakening |
| 4 | close × 97% > BB middle | Price touching near BB middle |
One-liner:
"Three consecutive candles' high points declining; can't rise anymore, and price near BB middle resistance — run!"
5.2 Sell Priority
ROI take-profit > Signal sell > Hard stop-loss
This means:
- Price quickly rises to ROI target → exit via ROI
- Sell signal appears → sell via signal
- Neither met and loss reaches 22.4% → trigger stop-loss
5.3 Only Sell When Profitable
exit_profit_only = True
Plain English:
"Only proactively sell when making money; wait for stop-loss or rebound if losing."
6. Strategy "Personality"
Describing Cluc5werk in human terms:
| Characteristic | Description |
|---|---|
| Personality | Extremely cautious; confirms twice before acting |
| Trading style | Short-term hunter; average holding 6 hours |
| Risk preference | High win rate; tolerates large drawdowns |
| Decision speed | Steady; not eager to enter |
| Biggest advantage | 90%+ win rate; dual confirmation reduces false signals |
| Biggest disadvantage | Many parameters; may overfit historical data |
| Catchphrase | "Wait, confirm again!" |
7. Applicable Scenarios
7.1 Good Scenarios
| Scenario | Recommendation | Description |
|---|---|---|
| Pullbacks in uptrends | ⭐⭐⭐⭐⭐ | Best scenario; trend up + pullback buy |
| High-volatility coins | ⭐⭐⭐⭐⭐ | ALT, SHIB and meme coins; large moves |
| Bull or strong-trend markets | ⭐⭐⭐⭐☆ | ROCR filter effectively catches trending moves |
| High-liquidity markets | ⭐⭐⭐⭐☆ | Large volume; small slippage |
7.2 Bad Scenarios
| Scenario | Recommendation | Description |
|---|---|---|
| Downtrends | ⭐⭐☆☆☆ | ROCR filter stops most trades |
| Low-volatility consolidation | ⭐⭐☆☆☆ | Too little movement; hard to trigger conditions |
| Low-liquidity coins | ⭐☆☆☆☆ | Large slippage; actual returns decrease |
| Around major news | ⭐☆☆☆☆ | Extreme moves may invalidate strategy |
8. Summary: What Do I Think?
One-Line Verdict
"Cluc series' pinnacle creation; dual confirmation traded for 90%+ win rate, but many parameters = overfitting risk. Use cautiously in live trading."
Who's It For?
- ✅ Traders pursuing high win rate
- ✅ People who can accept wide stop-loss (22%)
- ✅ People trading high-liquidity coins
- ✅ People who understand trend + pullback logic
- ✅ People with time to monitor strategy operation
Who's It NOT For?
- ❌ People who can't accept large drawdowns (22% very wide)
- ❌ People trading low-volatility coins
- ❌ People who don't want frequent monitoring
- ❌ People worried about parameter overfitting
My Suggestions
- Prioritize high-liquidity coins: Mainstream coins or hot meme coins
- Keep parameters unchanged: These optimized through 1000 rounds of hyperopt; don't change arbitrarily
- Small-capital live test: Run with small money first; verify live effects
- Monitor win rate changes: If win rate drops below 80%, check market environment
9. What Markets Can This Strategy Make Money In?
9.1 Core Logic: Dual Confirmation Trades for High Win Rate
Cluc5werk's money-making philosophy:
- ROCR filter: Only trades when trend is up; avoids catching falling knives
- BB positioning: Buy near lower band; sell near middle band
- Dual confirmation: Two consecutive candles confirm; filters false signals
Its personality: Not as aggressive as other short-term strategies; steady and methodical.
9.2 Performance in Different Markets (Plain English)
| Market Type | Rating | Plain English |
|---|---|---|
| 📈 Uptrend | ⭐⭐⭐⭐⭐ | Best scenario; ROCR filter makes you only trade with trend |
| 🔄 Wide-range oscillation | ⭐⭐⭐⭐☆ | BB signals frequent; dual confirmation reduces false signals |
| 📉 Downtrend | ⭐⭐☆☆☆ | ROCR filter keeps you in cash; miss bottom-call opportunities |
| ⚡ High volatility | ⭐⭐⭐⭐⭐ | Meme coins love this; large moves create opportunities |
| 💤 Low volatility | ⭐☆☆☆☆ | Hard to trigger buy conditions; low capital utilization |
Bottom Line:
"This strategy thrives in bull markets and high-volatility markets, but basically lies flat in consolidation and downtrends."
9.3 Variant Versions
Strategy includes three versions optimized for different coins:
| Version | Suitable Coins | Characteristics |
|---|---|---|
| Cluc5werk | General | Balanced parameters; suitable for most coins |
| Cluc5werk_ETH | ETH/Stable | More aggressive stop-loss (-33.7%); suitable for ETH volatility |
| Cluc5werk_BTC | BTC/Stable | Conservative stop-loss (-14.5%); suitable for BTC relative stability |
| Cluc5werk_USD | USD/Stable | Similar to ETH version |
10. Want to Run This Strategy? Check These Configs First
10.1 Trading Pair Configuration
| Config Item | Suggested | Note |
|---|---|---|
| Number of pairs | 10-20 | Diversify risk; increase signal opportunities |
| Max positions | 3-5 | Single stop-loss 22%; don't concentrate too much |
| Single position | 3-5% | 22% stop-loss = 0.66%-1.1% per trade risk |
| Timeframe | 1m (mandatory) | Strategy design requires |
10.2 Coin Selection
| Type | Recommendation | Reason |
|---|---|---|
| Mainstream coins | ✅ Recommended | Good liquidity; reliable data |
| Meme coins | ✅ Recommended | High volatility; many triggers |
| New coins | ⚠️ Use carefully | Poor liquidity; large slippage |
| Stablecoin pairs | ❌ Not recommended | Too little movement; meaningless |
10.3 Hardware and Network Requirements
1-minute + dual confirmation needs stable execution:
| Requirement | Note |
|---|---|
| Memory | 2GB+ recommended |
| Network | Low latency (< 100ms) |
| API | Limit orders recommended; reduces slippage |
10.4 Backtesting vs Live Trading
Strategy optimized through 1000 rounds of hyperopt; backtest returns 509%, but:
Backtest performance ≠ Live performance
Live may encounter:
- Slippage
- Fees
- Network latency
- Exchange rate limits
Recommended Process:
- Backtest to verify logic
- Paper trade at least one week
- Small-capital live test
- Observe win rate changes
- Gradually add capital
Don't go all-in right away, strategy needs磨合!
11. Easter Egg: Strategy Author's "Little Tricks"
Looking closely at the code, you'll find interesting design choices:
11.1 Dual Confirmation's Secret
Why two consecutive candles?
"One candle may be noise; two candles are a trend."
This is like crossing the street: looking once isn't enough; looking twice is safe.
11.2 "Weird Numbers" in Parameters
| Parameter | Value | Look random? |
|---|---|---|
| bbdelta-close | 0.01853 | This came from hyperopt |
| rocr-1h | 0.8973 | Not 0.9; precise to 0.0001 |
| stoploss | -0.22405 | Why not -22%? |
Truth:
These numbers are machines running 1000 rounds of optimization for the "optimal solution"; humans can't manually tune to this precision.
11.3 Three Variant Versions
Why ETH, BTC, and USD versions?
Because different coins have different volatility characteristics:
- ETH volatile → stop-loss widened to 33%
- BTC relatively stable → stop-loss tightened to 14.5%
- USD stablecoin pairs → reference ETH version
12. The Final Word
One-Line Verdict
"Dual confirmation traded for 90%+ win rate; the Cluc series' most steady version. But many parameters = high overfitting risk; use cautiously in live trading."
Who's It For?
- ✅ Traders pursuing high win rate
- ✅ People who can accept wide stop-loss (22%)
- ✅ People trading high-liquidity, high-volatility coins
- ✅ People with time to monitor live operation
- ✅ People who understand trend + pullback + dual confirmation logic
Who's It NOT For?
- ❌ People who can't accept single 22% loss
- ❌ People trading low-volatility coins
- ❌ People who don't want frequent strategy adjustments
- ❌ People with strong overfitting concerns
- ❌ People without time to monitor live operation
Manual Trading Suggestions
If you want to follow manually but simplify:
- Open 1-hour chart; confirm ROCR > 0.89 (or price clearly in uptrend)
- Switch to 1-minute chart; add Bollinger Bands (20 periods, 2x std dev)
- Wait for price touching near lower band
- Wait 1 minute; see if next candle still at lows
- Both candles confirmed → buy
- Set 22% stop-loss
- Sell when price touches middle band or three consecutive drops
13. ⚠️ Risk Reminder (Must Read This Section)
Backtesting Looks Good; Live Requires Caution
Cluc5werk's historical backtesting performance is extremely impressive — 90% win rate, 509% returns. But there's a trap:
Because many parameters (6 buy parameters + 1 sell parameter), the strategy easily "fits" the optimal solution for past market conditions, but doesn't guarantee future profitability.
Simply: Like a student who memorized answers to score high; switch exam rooms (market environment changes) and it falls apart.
Hidden Risks of Complex Strategies
Live, complex logic may cause:
| Risk | Description |
|---|---|
| Overfitting | Parameters precisely match historical data; future may not work |
| Look-ahead bias | Some indicators may contain future info; backtest distorted |
| Market changes | Optimized parameters may fail when market structure changes |
| Dual confirmation delay | Waiting two candles may miss best entry |
Wide Stop-Loss Hazards
22.4% stop-loss is very generous, meaning:
- Single loss may be significant
- 5 consecutive losses = 70%+ loss (arithmetic)
- Need larger profits to recover
Psychological preparation:
You may profit on most trades, but one big loss may eat multiple profits.
Live Trading Checklist
| Item | Description |
|---|---|
| Sufficient backtesting | Backtest across different market cycles |
| Paper trade first | Paper trade at least one week before live |
| Small-capital start | Test with small money first; verify live effects |
| Monitor win rate | Alert if win rate drops below 80% |
| Monitor avg profit | Check market environment if persistently below 1% |
| Don't change parameters | Parameters optimized; don't change arbitrarily |
Risk Warning Checklist
1. ⚠️ 90% win rate is historical data; future may decline
2. ⚠️ 22% stop-loss is very wide; single loss may be significant
3. ⚠️ Many parameters = high overfitting risk
4. ⚠️ Dual confirmation may miss best entry
5. ⚠️ 1-minute framework sensitive to network latency
6. ⚠️ High-volatility coins have greater slippage risk
The Final Word
Remember: High win rate doesn't guarantee steady profits; wide stop-loss may eat into many profits.
Cluc5werk is a meticulously designed strategy; its success depends on:
- Market environment cooperation — best in bull markets and high-volatility markets
- Parameter stability — may fail when market changes
- Risk tolerance — can accept 22% stop-loss wide drawdowns
- Live verification — small-capital testing; gradually add capital
If you can do all four, Cluc5werk may become your high win rate tool. But remember:
Past performance doesn't guarantee future returns; decide based on your own risk tolerance.
Survival matters more than making money. Stop-loss is the last line of defense!