Those in the airdrop group who got in early enjoyed a nice bite $XAU ‌

🏆 Gate hits the global Top 3 — giveaway time! 🎁
Per DeFiLlama (Nov 9), Gate ranked 3rd globally among CEXs, with $40.66M in 24-hour net inflows.
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🎁 3 winners × 5 USDT
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The U.S. October CPI data will be released tonight at 21:30. The headline CPI monthly rate is expected to fall to 0.30% from the previous reading of 0.60%, while the core CPI monthly rate is expected to decline to 0.20% from 0.30%. The market expects inflationary pressures to ease.

There are three main scenarios for the release:

In line with or below expectations: Cooling inflation is confirmed, rate-cut expectations may rise, and the market could recover.

A stronger-than-expected rebound: Stokes concerns that inflation is persistent, revives expectations of tighter policy, and may put pres

A 5% jump does not, by itself, constitute a trend.

The sharp rise in the KOSPI, which exceeded 5%, was driven primarily by Samsung and SK Hynix. From the perspective of an individual investor, I do not view this move as the beginning of a trend.

Data flows originating from the U.S. and various geopolitical developments remain unclear. In the current climate, it is wiser to maintain a cautious approach and wait for the markets to settle. On days like these, the costliest mistake one can make is to increase one’s position out of fear of missing out on a single day’s rally. While this surge o

The Second Half for Exchanges: The Competition Used to Be About Who Could Move Fastest; Now It’s About Whose “ID” Is Stronger?

Crypto exchange competition used to be about who could list new coins faster, charge lower fees, and offer deeper liquidity. Things are different now: regulators have entered the race, and they’re not exactly the kind of referees who like to joke around.
Gate continues to advance its global compliance efforts and currently covers 81 regulated jurisdictions. Its global footprint is steadily expanding, from Europe’s MiCA and US state-level MTLs to Japan’s FSA and releva

What Is SHAP? How Can We Explain Why a Machine Learning Model Makes a Bullish or Bearish Prediction?

In crypto quantitative trading, machine learning models may predict future price movements based on features such as price momentum, trading volume, volatility, and funding rates. But when a model predicts a bullish or bearish outcome, that does not mean traders know why it made that prediction. SHAP is a method for explaining 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 a

$WLD Longs have reached full TP1—the entire move played out as planned. All profits are locked in. Another successful trade has been closed.

11.9 ZEC Long/Short Strategy (Review)
[Trade Details]: $ZEC
4 winning trades in total, no losing trades
Long entered at 1190, exited at 1230, with 40 points of upside
Short entered at 1230, exited at 1190, with 40 points of downside

[Strategy Review]:
The strategy focused mainly on Range 4; neither the long nor short trades played out, and a downtrend has formed

[Current Market]:
A downtrend channel has formed on the higher timeframe, with a target of 1120. The current price is consolidating around 1140, back at Range 5. A downside breakout is more likely. Market depth shows ample short mom

Nov. 10, Tuesday Market Overview: SKHY (SK Hynix) Returns to the Trading Range

After SKHY on the Korean stock market plunged and triggered a circuit breaker a few days ago, it surged enough to trigger one again today. Korean investors are experiencing both extremes—their roller-coaster ride is quite exhilarating.

SKHY retested support at 123.73 several times, forming a small W-bottom pattern before rebounding back into the 130.49-152.14 trading range

130.49 resistance has turned into support—a resistance/support flip. A retest can be an opportunity to enter a small long position

14

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New users who complete their first deposit and first trade, then take on the BTC spot task, have a chance to receive up to 888 USDT in futures bonuses.
Step 1: Make a net deposit of 100 USDT and complete your first spot trade in any one of XRP, TRX, ZEC, AVAX, or ONDO. Then check the BTC spot trading volume tiers in Step 2; meet the corresponding threshold to receive a reward.
BTC has been moving around 74k these past few days, ETF flows are still negative, and CPI is due tonight,

#交易机器人 I'm using an ETHUSDT contract grid bot on Gate, come copy my trades

$XRP ‌
The market structure has clearly shifted from a bullish rally to a corrective bearish phase. After peaking near 1.1697, the price aggressively broke down, forming a steep descending channel. The structure is currently characterized by lower highs and lower lows, but we are seeing a potential stabilization attempt near the 1.0765 support level.

The K-lines show a strong initial sell-off followed by a period of consolidation. Price action is currently hugging the lower Bollinger Band (LB: 1.0861), indicating persistent selling pressure, though the band is beginning to flatten. The movi

It's been a long time since I washed my car. After washing it today, I found some stuff on the car's surface that wouldn't come off. Does anyone know what it is and how to clean it off?🤔

The U.S. labor market is adding to the turmoil too! Inflation has fallen, so why is the Fed still afraid to cut rates?

Many people think that as long as U.S. inflation falls, the Fed can comfortably cut rates. But in reality, there is another important variable that is often overlooked: the labor market.
If employment is too strong, it may mean wage growth and consumer demand remain robust, making inflationary pressures difficult to eliminate completely; if employment is too weak, it may mean the economy is losing momentum.
This puts the Fed in a dilemma: if the economy is too hot, it doesn’t

Thesis plays out | Pullback under pressure, decline as expected
Short positions were placed in Ethereum’s 2150-2180 resistance zone. Price touched a low of 2088, providing 54 points of downside.
A weak rebound does not change the bearish structure. Follow the trend and short at higher levels, with strict risk management. $ETH

What Is Class Imbalance? Why Can Cryptocurrency Prediction Models Look Accurate Yet Have No Trading Value?

In cryptocurrency quantitative trading, a model’s accuracy can easily be misleading. If most periods in the test data do not feature a strong rise as defined, a model that always predicts “no rise” may still achieve high accuracy, yet fail to identify real trading opportunities. This is the problem caused by class imbalance.

First, what is class imbalance?

Class imbalance occurs when the number of samples in different classes varies greatly in a dataset. For example, only 100 out of 1,