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Why Does a 50% Loss Require a 100% Gain to Break Even? Uncovering the Asymmetry of Compounding

In cryptocurrency trading, many people focus only on how much they lost in a single trade, overlooking how much it takes to recover their original capital after a loss. Losses and gains in an account are not simply symmetrical, and this is a mathematical principle that must be understood in long-term trading.

First, the loss percentage and the return needed to break even are not equal.

Suppose an account starts with 10,000 USDT. After a 20% loss, 8,000 USDT remains. At this point, a 25% gain is ne
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🏎️ Double Podium in Brazil. Big Conversations Beyond the Track.

🇧🇷 A strong weekend for Red Bull Racing.

🏆 Max Verstappen climbed from P21 to P2
🥉 Isack Hadjar secured P3

A double podium showcasing resilience and teamwork. 💙

Meanwhile, Gate Founder & CEO Dr. Han visited Red Bull Racing HQ for Racing the Future Vol.5, engaging with Team Principal Laurent Mekies.

From F1's evolving rules to crypto's next chapter, Dr. Han shared Gate's vision for PoSEC security, global compliance, and Gate Money.

On the track and beyond, Gate and Red Bull Racing continue pushing boundaries.

💬 What i
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Gate_Square
🏎️ Double Podium in Brazil. Big Conversations Beyond the Track.

🇧🇷 A strong weekend for Red Bull Racing.

🏆 Max Verstappen climbed from P21 to P2
🥉 Isack Hadjar secured P3

A double podium showcasing resilience and teamwork. 💙

Meanwhile, Gate Founder & CEO Dr. Han visited Red Bull Racing HQ for Racing the Future Vol.5, engaging with Team Principal Laurent Mekies.

From F1's evolving rules to crypto's next chapter, Dr. Han shared Gate's vision for PoSEC security, global compliance, and Gate Money.

On the track and beyond, Gate and Red Bull Racing continue pushing boundaries.

💬 What impressed you more — Max's incredible comeback or the growing connection between F1 and Web3?

Share your thoughts on Gate Square.

📖 Source:
https://www.odaily.news/zh-CN/newsflash/532743

‍#Gate #RedBullRacing #BrazilGP
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🚨 $ETH USDT – A BIG MOVE COULD BE BREWING!

I'm watching Ethereum ($ETH) closely because the 15-minute chart is showing an interesting battle between buyers and sellers. After a sharp sell-off from the $2,236 region, ETH recovered from the $2,079 low and is now holding around $2,123.

The market is trying to build a base, but bulls still need to reclaim nearby resistance. I'm watching the $2,110–$2,120 area for a potential bullish continuation. A strong move above $2,135 could open the door to higher targets. 👀

🎯 TRADE SETUP – LONG

Entry Level: $2,115 – $2,125

TP1: $2,140
TP2: $2,158
TP3
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ETH-1.26%
📣 Gate Live’s fixed host lineup is here, going live on time every day!

📅 November 9–November 13, 6 talented hosts will take turns going live on a set schedule, covering crypto, U.S. stocks, market analysis, and trading strategies to help you stay on top of market trends and spot hot opportunities!

⏰ Daily from 09:00 to 21:20, the excitement never stops!
🔥 Follow your favorite hosts, save their stream times, and join the live room on time to talk markets, learn strategies, and follow trends!
🎙️ Catch the exciting livestreams on Gate Live!

‍#GateLive #Gate #Crypto
GateLiveChinese
📣 Gate Live’s fixed host lineup is here, going live on time every day!

📅 November 9–November 13, 6 talented hosts will take turns going live on a set schedule, covering crypto, U.S. stocks, market analysis, and trading strategies to help you stay on top of market trends and spot hot opportunities!

⏰ Daily from 09:00 to 21:20, the excitement never stops!
🔥 Follow your favorite hosts, save their stream times, and join the live room on time to talk markets, learn strategies, and follow trends!
🎙️ Catch the exciting livestreams on Gate Live!

‍#GateLive #Gate #Crypto
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$INIT ‌#USIranTalksShowNewProgress
Recent developments provide grounds for cautious optimism. However, diplomatic progress does not signify that a final peace deal has been reached. Nuclear limits, sanctions, and regional security continue to pose significant challenges.
The next few days may prove crucial in determining whether these talks result in a durable agreement or usher in another period of uncertainty.
Peace talks are moving forward, but a genuine breakthrough will hinge on concrete steps from both sides.$NVDA ‌$XTIUSD ‌
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INIT-2.53%
NVDA-4.34%
XTIUSD-1.84%
[ NEW STREAMER ] BITCOIN TALK
live-cover
LIVE1,879
What Is SHAP? How Can We Explain Why a Machine Learning Model Gives a Bullish or Bearish Prediction?

In crypto quantitative trading, machine learning models may use features such as price momentum, trading volume, volatility, and funding rates to predict future movements. But when a model gives a bullish or bearish prediction, that does not mean traders know why it made that call. SHAP is a method for helping explain model predictions by analyzing how different features contribute to an individual prediction.

First, what is SHAP?

SHAP is based on the idea of Shapley values, which allocate c
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BTC-0.67%
$NIGHT $ondo $met
#EXO_KASE #Riyadh_now
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NIGHT-3.10%
ONDO-0.29%
MET-0.33%
Samsung is up, and SK hynix is up too! The Korean stock market’s rebound is most at risk not from a drop, but from investors chasing the rally!

The Korean stock market put in an impressive performance today, with the KOSPI up more than 5% intraday. Samsung Electronics and SK hynix were the main drivers of the gains.
But I want to pour a little cold water on excited investors: a sharp rally doesn’t mean there’s no risk, especially after the extreme volatility seen earlier.
This rebound was mainly driven by a recovery in U.S. semiconductor stocks, bargain hunting, and an improvement in risk app
SNDK+6.27%
The moment I saw major players dumping aggressively, I went all in on a 10x short without hesitation! $SOXL completely crashed, and my return surged to +349.38%—perfectly catching the main downward wave!

Entry logic: I spotted the bulls’ defense giving way and opened a short in the direction of the trend near 86.44, where a definitive top had formed.

Current status: At the current price of 55.99, I’m firmly in profit, and bearish momentum remains strong.

Market sentiment remains subdued, with the price likely to continue plunging rapidly to new lows. Despite the substantial profit, beware
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SOXL-1.16%
BTC-0.65%
ETH-1.23%
It seems like every year there are photos of bills from these outrageously expensive menus
I feel like I’ve seen them two or three times
First day on the job,
Already got the blue verification badge,
Ready to give it our all,
Let’s all work hard together!!!
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You have to get back up where you fell, and the same goes for trading. The real problem is that SpaceX may never return to 120. Can I still wait for a chance to rebuild my position at 120? $SPCX
Risk warning: The above is only my personal opinion and does not constitute investment advice. The crypto market is highly volatile, so please manage your risk.
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SPCX+0.78%
#GE Feels great. The community staggered entries from 300-280, and it’s already climbed to 335. Very steady and solid
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GE+3.80%
Change one word, and the whole text changes along with it
Review an AI draft, and you only want to replace one word.
[Change only this part]
Mark the character to be changed.
[Next version]
The surrounding sentences were rewritten too.
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Today's CPI data is very crucial for the crypto market
At 8:30am ET, CPI data will be released with MoM expectations at 0.3%
If CPI MoM comes higher than 0.3%, the rate hike odds will go up, and we could see another dump
If CPI MoM comes lower than 0.3%, there could be a short squeeze
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LIVE TA: Bitcoin Morning Price Discovery
RAW ORGANIC NO-PESTICIDES PURE HONEST & EFFECTIVE TA
In minutes LIVE for members
#liveta #bitcoin #livestream
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BTC-0.67%
What Are ROC Curves and AUC? How Can You Tell Whether a Price-Movement Prediction Model Can Truly Discriminate?

In cryptocurrency quantitative trading, you cannot judge whether a model is effective by accuracy alone. Suppose BTC spends most of the time without a sharp rise: a model that always predicts a price drop could still achieve seemingly decent accuracy, yet fail to identify genuine opportunities to buy. ROC curves and AUC can help us evaluate a model’s ability to distinguish between different outcomes.

First, what is an ROC curve?

An ROC curve compares the true positive rate with th
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BTC-0.67%
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