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Polars vs. Pandas in 2026: Should You Make the Switch?HTX Community Spring Creation ContestPredict BTC, Snatch 600K HTX!Vote to help HTX win & share 300 USDT! Data Experts Shift from the Classic Panda

Polars vs. Pandas in 2026: Should You Make the Switch?



Data Experts Shift from the Classic Pandas Library to the High-Speed Rust Engine of Polars: Is it Time for Your Workflow to Make the Jump?
Pandas is a highly flexible and reliable Python Library for small to medium datasets, but it struggles with speed.

Polars is built in Rust to utilize all available computer cores at once, making it faster for handling massive amounts of data.

The lazy execution mode in Polars creates an optimized plan for your data tasks that saves memory.

If you work with data, you probably know Pandas very well. It used to be the only framework people relied on to handle data tables in Python. It is flexible, easy to learn, and has a huge fan base. Now, however, technological advancement has made a new name, Polars, very popular. Many data experts are asking if they should leave their old favorite behind. To make the right choice, you need to understand how these two Python DataFrame Libraries work and where they shine.




Polars vs. Pandas in 2026: Should You Make the Swi

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HTX Community Spring Creation ContestPredict BTC, Snatch 600K HTX!Post To Earn BonusXRP Reclaims Crucial Bollinger Bands Support: Why $1.35 Breakout Is Bullish Signal for This Weekend XRP reclaims $1.

XRP Reclaims Crucial Bollinger Bands Support: Why $1.35 Breakout Is Bullish Signal for This Weekend

XRP reclaims $1.35 Bollinger Bands support on the daily chart, signaling a potential move toward $1.42 for the upcoming week as buyers regain short-term control.



The price of XRP has executed a key technical maneuver and is now confidently breaking above the middle line of the Bollinger Bands at $1.35 on the daily TradingView chart. This event officially moves the digital asset out of a phase of uncertainty into a stage of preparation for an impulsive move — most likely to the upside. 

AD

A breakout above the middle band, represented by the 20-day moving average on the daily time frame, is a classic trigger for market participants. In the context of XRP, the $1.35 level acted as resistance throughout the week but managed to turn into support closer to the weekend

XRP Reclaims Crucial Bollinger Bands Support: Why

WL: Ethereum L2/Sidechain

Ethereum’s next major upgrade, Ethereum Glamsterdam, is officially moving forward — and while the journey isn’t easy, the progress is real. Core developers recently shared that the first Glamsterdam d

Ethereum’s next major upgrade, Ethereum Glamsterdam, is officially moving forward — and while the journey isn’t easy, the progress is real.
Core developers recently shared that the first Glamsterdam devnet could launch as early as next week, marking a key milestone. If the current testing environment stabilizes, more devnets will follow, each introducing additional features step by step.
🔧 The Biggest Challenge: ePBS
At the heart of this upgrade lies ePBS (enshrined Proposer-Builder Separation) — a major architectural shift.
Here’s the difference:
Before: Block building and proposing happened off-protocol
Now: It’s integrated directly into Ethereum’s consensus layer
This introduces a new dynamic where two separate parties must coordinate to produce blocks. As a result:
👉 The network must handle “partial blocks”
👉 It must manage disagreements or failures between participants
This isn’t just a small tweak — it impacts nearly every layer of Ethereum’s system, making it one of the most complex upgrades so far.
⚙️ Other Key Improvements
Glamsterdam isn’t just about ePBS. It also includes:
Gas repricing updates (to improve efficiency and cost structure)
EIP-7954 — increasing the maximum smart contract size, giving developers more flexibility
These may not grab headlines, but they’re crucial for long-term ecosystem growth.
⏳ When Will It Launch?
There’s no confirmed mainnet date yet, but developers suggest the upgrade will likely go live sometime in 2026.
Before that, the process includes:
Multiple devnet iterations
Client releases
Security audits
Public testnet validation
Only after all of these steps are stable will a final launch date be announced.
🔮 What’s Next?
Looking ahead, Ethereum developers are already preparing the next upgrade after Glamsterdam, called Hegotá.
Its roadmap includes:


Ethereum’s Glamsterdam Upgrade Progresses — Slow,

BASED: Hyperliquid’s On-Chain Super App

One of the most impactful applications of DeFi is decentralized lending and borrowing. Platforms allow users to lend their assets and earn interest or borrow funds by providing collateral, all without

One of the most impactful applications of DeFi is decentralized lending and borrowing. Platforms allow users to lend their assets and earn interest or borrow funds by providing collateral, all without traditional banks.

This system operates through smart contracts, ensuring transparency and security. Interest rates are determined algorithmically based on supply and demand, creating a dynamic and efficient market.

DeFi lending platforms have attracted significant attention due to their high yields compared to traditional savings accounts. This has drawn both retail and institutional investors.

However, the system also comes with risks, including collateral liquidation during market volatility. Users must carefully manage their positions to avoid losses.

Despite these challenges, decentralized lending is transforming how people access and manage capital.

Overall, lending and borrowing protocols are a cornerstone of the DeFi ecosystem, driving adoption and innovation.

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One of the most impactful applications of DeFi is

According to a recent update by core Ethereum developers, the implementation of Ethereum’s next upgrade, Glamsterdam, is well underway. Advertisement Core devs are targeting next week for the 1st Glam

Ethereum Devs Signal Glamsterdam Devnet Launch Next Week as Upgrade Progresses

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Moscow A key debate in the meme coin space is the balance between utility and hype. Floki has taken steps toward building real-world use cases, including DeFi integrations and NFT platforms. In contra

Moscow A key debate in the meme coin space is the balance between utility and hype. Floki has taken steps toward building real-world use cases, including DeFi integrations and NFT platforms.

In contrast, Pepe focuses primarily on meme culture and speculative trading. Bonk sits somewhere in between, combining community engagement with ecosystem integration.

This diversity highlights different strategies within the meme coin sector.

Investors must consider whether a project offers long-term value or relies solely on hype.

Overall, the balance between utility and hype will determine the future success of these projects

Moscow A key debate in the meme coin space is the

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Dear HTX Users, HTX has always been committed to delivering users worldwide diversified asset appreciation opportunities. HTX Earn has officially launched a series of earning products for Tether Gold 

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Silver's unique position as both a precious metal and an industrial commodity makes it particularly interesting. It is widely used in electronics, solar panels, and other technologies. The growing dem

Silver's unique position as both a precious metal and an industrial commodity makes it particularly interesting. It is widely used in electronics, solar panels, and other technologies.

The growing demand for renewable energy has significantly increased the need for silver, as it is a key component in solar cells.

This industrial demand adds an additional layer of support to silver prices, distinguishing it from gold.

However, it also introduces volatility, as demand is influenced by economic conditions.

Overall, silver's dual role creates both opportunities and challenges for investors.

Silver's unique position as both a precious metal

WAR: Geopolitical Meme Coin on Solana

Vote to help HTX win & share 300 USDT!Woodies Pivot(Major)Gold is meant to be a ‘safe haven’ in uncertain times. Why is it crashing amid a war?Wall Street Slides as Iran War Uncertainty, Oil Surge, an

Woodies Pivot(Major)Gold is meant to be a ‘safe haven’ in uncertain times. Why is it crashing amid a war?Wall Street Slides as Iran War Uncertainty, Oil Surge, and AI Fears Rattle MarketsSpaceX IPO Filing Expected This Week as Valuation Could Surpass $75 BillionStagflation Shadows: U.S. Manufacturing Shines as Services Slump to 11-Month LowScarcity and Strife: Bitcoin Hits Historic Milestone Amid Geopolitical TremorsStrategy's Multi-Billion Dollar Bitcoin Accumulation: A 2026 Milestone

Woodies Pivot(Major)Gold is meant to be a ‘safe ha

HTX Community Spring Creation ContestTap Now, Claim Airdrop Tomorrow!Predict BTC, Snatch 600K HTX!An Israeli airstrike struck a police checkpoint in the Bureij refugee camp, located in the central Gaz

An Israeli airstrike struck a police checkpoint in the Bureij refugee camp, located in the central Gaza Strip, in the early hours of Saturday morning, killing at least six people and wounding several others, according to local medics. Authorities have not yet confirmed whether all of the victims were members of the police force, and the Israeli military has not released an official statement regarding the incident.This latest strike is part of a broader pattern of Israeli military operations targeting Hamas-affiliated security personnel. Since October, a series of Israeli airstrikes has claimed the lives of dozens of members belonging to the Hamas-led police force, based on accounts from medical workers and police sources on the ground.The violence comes despite a U.S.-brokered ceasefire agreement between Israel and Hamas that was established last October with the goal of ending hostilities across the war-torn Palestinian territory. However, the fragile truce has shown significant signs of collapse, with both sides trading accusations of violations. Since the deal was reached, Israeli military actions have reportedly resulted in the deaths of at least 700 Palestinians, while Palestinian militant attacks have killed four Israeli soldiers during the same timeframe.The ongoing conflict continues to raise serious humanitarian concerns in Gaza, where civilians in densely populated refugee camps like Bureij remain at heightened risk. International observers and human rights organizations have repeatedly called for a durable and lasting ceasefire, urging all parties involved to uphold the terms of previously negotiated agreements and protect civilian lives.As the situation continues to deteriorate, the international community faces mounting pressure to intervene diplomatically and prevent further escalation in one of the world's most prolonged and devastating conflicts. 

An Israeli airstrike struck a police checkpoint in

孙哥带着他的TRON,在纽约时代广场敲了把大锣! 东八区7月24日那天,纳斯达克MarketSite的开市钟被他亲手敲响,这阵仗可不一般,等于向全世界宣告:Tron Inc.彻底换赛道了,以后要一门心思扎进区块链和数字资产的创新里。 说起来,这步棋走得挺有仪式感。从原来的路转向科技新赛道,敲钟这一下,既是给公司发展画了个重要的分号,也明摆着告诉大家:不仅要在新领域搞出点花样,还得靠创新和战略头脑,让股东们的腰包跟着鼓起来,这长远打算藏不住了。 不得不说,孙哥这波操作,把TRON的转型搞得既高调又有排面,估计圈子里又要热闹好一阵子了。#Tron

<p>孙哥带着他的TRON,在纽约时代广场敲了把大锣!
东八区7月24日那天,纳斯达克MarketSite的开市钟被他亲手敲响,这阵仗可不一般,等于向全世界宣告:Tron Inc.彻底换赛道了,以后要一门心思扎进区块链和数字资产的创新里。

说起来,这步棋走得挺有仪式感。从原来的路转向科技新赛道,敲钟这一下,既是给公司发展画了个重要的分号,也明摆着告诉大家:不仅要在新领域搞出点花样,还得靠创新和战略头脑,让股东们的腰包跟着鼓起来,这长远打算藏不住了。

不得不说,孙哥这波操作,把TRON的转型搞得既高调又有排面,估计圈子里又要热闹好一阵子了。#Tron  </p>

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