Solana Staking - A Step by Step Guide for Beginners

Crypto Basics

Solana Staking - A Step by Step Guide for Beginners

Learn everything about staking Solana and unlock a passive income stream. Uncover step-by-step insights to maximize your crypto earnings.

Marcus K

7 Minutes

MIN

Index

Overview of Solana Blockchain

Cryptocurrency enthusiasts always look for new and innovative ways to make the most of their digital assets. Over the past few years, staking Solana has become a prominent method in this pursuit.

With Solana, your investment transcends traditional boundaries, offering the unique opportunity to secure the network while earning passive income through lucrative rewards.

This comprehensive guide aims to provide an in-depth understanding of staking Solana, encompassing essential information such as the process, the requirements and considerations involved, effective strategies for maximizing staking rewards, and a comprehensive guide on getting started.

The Basics of Solana Staking

Solana's proof-of-stake (PoS) mechanism enables quick confirmation of transaction sequences. To enhance the performance of the PoS consensus mechanism, Solana also utilizes the Proof-of-History (PoH) protocol.

The PoH protocol securely orders transactions and events written on the decentralized ledger, making the entire Solana blockchain significantly faster and ideal for dApps by offering lower transaction costs.

Solana's approach to PoS, known as Delegated Proof-of-Stake (DPoS), adds a twist to the regular PoS. DPoS enables voting and delegation by incentivizing users to stake their SOL tokens.

Users stake their SOL to participate in the DPoS consensus operation, and the nodes choose delegates from the block production process. The network finalizes the number of delegates, with their voting power determined by the amount of SOL they have staked.

This system ensures that only elected voters and delegates can validate transactions, prioritizing validators who have staked the most SOL.

The Solana Token (SOL)

SOL is Solana's native utility token for paying transaction fees, validating the network, and staking. The versatility of Solana's blockchain allows for the development of various decentralized applications (dApps) on its platform, leading to the emergence of new use cases for SOL.

To stake SOL and participate in the rewards program, you need a suitable wallet to store and manage your holdings. Wallets like Phantom, Exodus, and Solflare are popular choices among Solana users due to their user-friendliness, availability for dApps, and staking options.

While these wallets are generally secure, it's important to exercise caution as they are exposed to the internet. For those with significant holdings or a cautious approach, using a hardware wallet provides an extra layer of safety.

Staking Requirements and Considerations

When staking SOL, you lock up a certain number of tokens for a specific period. The minimum amount of SOL required for staking is 0.01 SOL, which serves as the minimum reserve.

Unlike some blockchains, no minimum amount of SOL is required to become a validator. However, validating blocks can incur a daily transaction fee of 1.1 SOL, so validators should consider their staking amount accordingly.

During the staking period, you cannot spend your staked tokens, but it's important to note that SOL never leaves your wallet, and you can unstake your tokens at any time.

Staking SOL actively contributes to the stability of the Solana network by adding resources, and in return, you earn SOL as a staking reward. However, staking SOL also carries certain risks.

Validators or delegators who engage in malicious behavior, such as generating invalid transactions or censoring certain types of transactions or participants, may have their stakes slashed.

Slashing is punitive to discourage such behavior and protect the network's integrity. Delegating your tokens to reputable validators is crucial to minimize the risk of being impacted by their actions.

Step-by-Step Guide to Staking Solana

Staking SOL can be done through a crypto exchange or a dedicated wallet. Several platforms, including Coinbase, Kraken, Binance, and more, offer Solana staking programs, allowing users to stake SOL directly from their exchange accounts.

Wallets such as the official Solana Wallet and Exodus also support SOL staking. Let's explore the step-by-step process for staking SOL via a crypto exchange and a wallet.

Staking SOL via a Crypto Exchange

Sign up for a crypto exchange that supports Solana staking by providing the necessary personal information and completing the verification process, if required.
Acquire SOL tokens by purchasing them on the exchange or transferring them from another wallet or exchange.
Navigate to the staking section of the exchange and select a validator to delegate your tokens to.
Follow the instructions provided by the exchange to delegate your SOL to the chosen validator.
Once you have delegated your SOL, you can start earning staking rewards. However, it is important to monitor your rewards regularly and ensure that your chosen validator maintains a high level of uptime and security.

Staking SOL via a Wallet

Choose a reputable and secure wallet that supports SOL staking, such as the official Solana Wallet or Exodus.
Acquire SOL tokens by purchasing them on a crypto exchange or transferring them from another wallet or exchange.
Transfer your SOL tokens to the staking wallet and navigate to the staking section.
Delegate your SOL to a validator by following the staking wallet's specific instructions.
After delegating your SOL to a validator, you can earn staking rewards, typically paid weekly.

Advanced Strategies for Maximizing Staking Rewards

To maximize your staking rewards and enhance your Solana staking experience, consider implementing the following strategies:

Maximizing Rewards With Multiple Validators

Monitoring validator performance is crucial for maximizing rewards. Platforms like Validators. app provides valuable insights into validator performance, allowing you to choose multiple validators for risk management.

Distributing your SOL among multiple network validators offers a safer way to spread your funds, minimizing the impact of potential failures, increased commissions, or shutdowns by a single validator.

While this strategy may incur multiple transaction fees, they are typically low, making the added sense of safety worthwhile.

Operating as a Validator

Running a validator node makes Solana a resistant and high-performing blockchain. Validators process and handle transactions while earning rewards and increasing censorship resistance through decentralization.

While no minimum amount of SOL is required to run a validator, a reserve of 0.02685864 SOL coins is necessary to participate in the consensus. It is important to stake a sufficient amount of SOL to ensure the profitability of running a validator node.

Building a Solid Reputation and Attracting Delegators

Validators who meet the strict requirements of the Solana Foundation Delegation Program can receive delegations from a token pool managed by the foundation.

To qualify for delegation, validators must fulfill testnet participation criteria and all baseline criteria. Failure to meet these requirements results in the revocation of delegation until the criteria are satisfied.

Building a solid reputation and consistently meeting the criteria can attract delegators and enhance your staking rewards.

Staking Solana on a Non-custodial Wallet

In addition to exchanges, other ways exist to stake Solana, including using non-custodial wallets that support SOL staking. Wallets like Phantom Wallet, Solana's official wallet, provide staking options.

The process involves funding your wallet with SOL crypto, selecting a Solana validator, and reviewing and confirming the transaction details. Non-custodial wallets offer an additional layer of security as you retain full control over your private keys.

Recent Network Developments

Solana Labs has been actively implementing changes to enhance network reliability and consistency. In a blog post from March 2023, co-founder Anatoly Yakovenko emphasized the importance of providing a fast, dependable, and scalable network for a fully decentralized web.

Before the 1.14 release, core engineers addressed issues affecting network speed and usability, such as gas metering, transaction flow control, and fee markets.

The most recent network upgrade, v1.16, has reduced hardware requirements for validators, making it more accessible and cost-effective to participate in the network's consensus mechanism. Optional zero-knowledge-compatible transaction encryption has also been introduced, enhancing privacy and security.

Conclusion

Staking Solana offers the opportunity to actively participate in shaping the future of a high-performance blockchain platform while earning rewards.

By understanding the basics of Solana staking, choosing reputable platforms, and implementing advanced strategies, you can maximize your staking rewards and enhance your crypto investment strategy.

Stay informed about recent network developments and make informed decisions to maximize your Solana staking experience.

Disclaimer

The information provided on this website does not constitute investment advice, financial advice, trading advice, or any other advice, and you should not treat any of the website's content as such.

Token Metrics does not recommend that any cryptocurrency should be bought, sold, or held by you. Conduct your due diligence and consult your financial advisor before making investment decisions.

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Accessing Historical Crypto Data Using APIs: A Complete Guide

Token Metrics Team

MIN

Understanding price trends and market dynamics is essential for researchers, developers, and analysts working in the cryptocurrency ecosystem. The demand for actionable, reliable historical crypto data has surged as more professionals seek to power apps, AI agents, and dashboards with accurate blockchain information. But how can you easily access robust historical data—from Bitcoin’s early days to today—using an API?

Why Historical Crypto Data Matters

Historical crypto data serves multiple critical roles in the blockchain and digital asset space. It is the foundation for backtesting trading algorithms, visualizing price trends, and conducting academic or business-driven research on market cycles. Given cryptocurrencies’ rapid global growth, time series data helps users:

Identify past market regimes and volatility periods
Study correlations and performance against traditional assets
Evaluate technology adoption over time
Build and validate AI models for trend detection

Yet with thousands of coins traded across dozens of exchanges since 2009, acquiring comprehensive, accurate history is challenging without programmatic tools like APIs.

APIs 101: How Crypto Data APIs Work

An Application Programming Interface (API) acts as a bridge, allowing your software to interact with data providers’ servers in real time or on demand. For historical cryptocurrency data, APIs typically offer endpoints for retrieving:

Daily or intraday OHLC (Open, High, Low, Close) price candles
Tick-by-tick trade data for specified assets
Market capitalization, volume, and liquidity history
On-chain blockchain activity metrics (transaction count, fees, supply)

Data is returned in structured formats like JSON or CSV, ideal for integration with research notebooks, dashboards, and machine learning pipelines. API providers may cover dozens or hundreds of exchanges, aggregate data, or focus on specific subsets of assets.

Choosing the Right Crypto Data API

With a crowded crypto data landscape, selecting the best API depends on your use case and quality requirements. Consider evaluating providers by:

Coverage: Which coins, tokens, and exchanges are included? Do you need spot or derivatives data?
Granularity & History: Does the API deliver tick-level trades, minute bars, or only daily snapshots? How far back does the data go?
Reliability: Is the data validated and aggregated from trustworthy sources? What is the uptime of the API?
Pricing & Limits: Are there free tiers, rate limits, or tiered plans that support your data needs?
Special Features: Does the API include on-chain data, AI-assisted signals, or example code?

Token Metrics and a few other advanced platforms provide comprehensive coverage alongside AI-driven analytics that can integrate seamlessly with research or engineering workflows.

How to Fetch and Use Historical Data via an API

Fetching crypto history using an API typically involves several common steps:

Sign up with a data provider to obtain your API key
Review API documentation to find relevant endpoints (e.g., /historical/prices)
Send HTTP GET requests (using Python, JavaScript, etc.) with parameters such as asset symbol, time range, and granularity
Parse JSON or CSV responses into your application for visualization or analysis
Respect API rate limits and terms of use

For example, you can retrieve daily Bitcoin OHLC data from a well-documented endpoint and use it in pandas to build price charts, calculate volatility, or feed into a machine learning model. Programmatic access ensures you can automate research, power trading dashboards, or compare assets historically without manual downloads or spreadsheet wrangling.

Leveraging AI and API Tools for Crypto Analysis

Combining robust historical data APIs with AI-powered analytics unlocks new potential for crypto research. Platforms like Token Metrics utilize large datasets not just for presenting history, but for generating intelligence: pattern recognition, trading signals, anomaly detection, and fundamental scoring. By integrating API live feeds with AI models, you can:

Detect market regime shifts in real time
Build custom alerting and signal-generation bots
Enrich dashboards with sentiment, on-chain, and social indicators
Support research with up-to-date and historical context

This workflow ensures analysts, quant researchers, and builders can move from raw blockchain data to actionable insights efficiently, while focusing on accuracy and reproducibility.

Build Smarter Crypto Apps & AI Agents with Token Metrics

Token Metrics provides real-time prices, trading signals, and on-chain insights all from one powerful API. Grab a Free API Key

Frequently Asked Questions

What types of historical crypto data can I access with an API?

APIs give you programmatic access to a variety of historical data: price OHLCV (Open, High, Low, Close, Volume), order book snapshots, tick-by-tick trades, market capitalization, on-chain metrics, and more. The granularity and range depend on the specific API provider.

Are there free APIs for historical cryptocurrency data?

Yes, several APIs (including entry-level tiers from advanced providers) offer free endpoints for historical prices and market data. However, free plans may limit data granularity, history depth, or request frequency compared to paid subscriptions.

How far back do most crypto APIs provide historical data?

APIs vary: Bitcoin data typically goes back to 2010, while Ethereum and other major coins cover several years. Full coverage for all coins and smaller assets may depend on the exchange and the API provider’s archival policies.

Can I use historical crypto data APIs for machine learning or AI models?

Absolutely. Clean, granular API feeds are essential for training, validating, and deploying machine learning models for trend detection, price prediction, and anomaly analysis. Many platforms now deliver AI-ready historical crypto data to streamline these workflows.

What programming languages work best for integrating crypto APIs?

Most APIs return data as JSON or CSV, which can be fetched and handled with Python (using requests or httpx packages), JavaScript/TypeScript, Java, or Go. Providers often supply SDKs and code examples for easy onboarding.

Disclaimer

This blog post is provided for educational and informational purposes only. It does not offer investment advice or endorse any specific assets, services, or platforms. Always conduct independent research and review provider documentation before making technical or business decisions related to APIs and crypto data.

Research

How to Find the Most Accurate Crypto Price Data via API

Token Metrics Team

MIN

The search for reliable, real-time cryptocurrency price data is a common challenge for developers, analysts, and researchers in the digital asset space. With hundreds of active crypto exchanges and significant price discrepancies across platforms, choosing the right API can make or break your crypto app or data-driven workflow. But which crypto API actually delivers the most accurate price data?

Why Crypto Price Data Accuracy Matters

Whether you're building an app for portfolio tracking, algorithmic trading, DeFi analytics, or AI-powered crypto agents, precision in price feeds is critical. Inaccurate or delayed data can lead to flawed models, missed opportunities, or even compliance issues for institutional players. Since the crypto market is decentralized and fragmented, no single exchange houses the universally accepted price for Bitcoin or any other token. As a result, APIs aggregate data differently—some provide an average price across several exchanges, while others pick a primary source. How an API compiles and updates prices determines its accuracy and reliability.

The Main Types of Crypto Price APIs

Not all crypto price APIs are created equal. Understanding the different types can help you match your needs with the right provider:

Single-Exchange APIs: These offer prices directly from their own platform (e.g., Binance API). They deliver real-time trade data but reflect only that exchanges market.
Aggregator APIs: Providers like CoinGecko, CoinMarketCap, and Token Metrics collect and average prices from dozens (sometimes hundreds) of exchanges. This approach can minimize outliers and boost overall reliability, but latency or exchange coverage gaps may affect accuracy.
Premium APIs: Platforms focused on institutional users (e.g., Token Metrics, Kaiko, CryptoCompare) often offer robust methodologies for handling outliers, wash trading, and thin liquidity. These APIs tend to document their data curation processes more thoroughly.

When choosing a crypto price API, consider whether you need spot pricing, historical data, liquidity-weighted averages, or normalized feeds for your use case.

Evaluating API Price Accuracy: Key Criteria

Comparing API providers involves more than just looking at their exchange list. Here are the most important variables to assess:

Data Sources and Coverage: Does the API include top-tier global exchanges, and how frequently is this list updated as markets evolve?
Aggregation and Calculation Methods: Is the price simply the last trade, a weighted average, or an advanced formula that discounts unreliable exchanges or outliers?
Update Frequency / Latency: How close is the reported price to real-time market activity? Lower latency is crucial for traders and automated agents.
Transparency: Are methodologies documented? Can you verify how average prices are computed or how data integrity is ensured?
Auditability and Error Handling: Does the API have systems to flag and fix suspicious data or sudden anomalies?

Many serious projects also look for compliance features, such as market surveillance and anti-manipulation policies, though this is more relevant for enterprise integrations than hobby projects.

Leading Crypto APIs for Accurate Price Data

Based on public documentation, developer feedback, and recent reliability tests, here are five of the most widely used crypto price APIs and how they address accuracy:

Token Metrics API: Offers real-time prices across thousands of cryptocurrencies, with liquidity-weighted methodologies and AI-enhanced outlier detection. Provides transparency through robust API docs and supports custom integrations for advanced users.
CoinGecko API: A popular free-to-use aggregator, drawing prices from more than 800 exchanges. Employs volume- and liquidity-weighted averages to offer a reasonably accurate view of the market.
CoinMarketCap API: One of the oldest aggregators, it pulls data from major global exchanges, filtering for reliability. Offers both free and paid tiers.
CryptoCompare API: Geared towards institutions, with configurable price aggregation formulas and high-tier exchange sources.
Kaiko API: Provides institutional-grade data with sophisticated error handling, audit trails, and low-latency feeds—ideal for enterprise AI models and trading systems.

No single provider is the "ultimate source"—trade-offs between speed, coverage, and cost exist. For most AI, DeFi, or advanced analytics projects, combining a trusted aggregator (like the Token Metrics API) with cross-references from single-exchange feeds offers a best-practice approach to price accuracy.

Tips for Using Crypto APIs in Your Projects

To ensure the highest price accuracy in your crypto app or data science workflow, keep these best practices in mind:

Cross-Verify Price Feeds: Dont rely on a single API for critical operations. Compare outputs from multiple top providers, especially during volatile market swings.
Understand Latency Constraints: Even the fastest APIs can be delayed by network latency or exchange downtime. For algorithmic trading, look for WebSocket feeds over basic REST endpoints.
Monitor API Status: Use dashboard tools and status pages to watch for outages or updates to exchange listings, both of which can temporarily affect price accuracy.
Leverage AI/ML Tools: Consider APIs that integrate machine learning, not just for data aggregation but also for anomaly detection, order book analytics, and risk reporting.
Review Documentation: Always delve into the providers API docs and update policies; transparent documentation signals a commitment to quality.

Ultimately, the API you choose should align with your use case—whether that's an AI-powered agent making split-second decisions, a portfolio dashboard for long-term holders, or a research tool tracking historical price shifts at scale.

Build Smarter Crypto Apps & AI Agents with Token Metrics

Token Metrics provides real-time prices, trading signals, and on-chain insights all from one powerful API. Grab a Free API Key

What is a crypto price API?

A crypto price API is a programmatic interface that allows apps and tools to access up-to-date digital asset price data from exchanges and aggregators. Developers use these APIs to retrieve spot prices, historical data, and market statistics, improving the responsiveness and accuracy of crypto-enabled products.

How do crypto APIs ensure price accuracy?

Most aggregator APIs use liquidity- and volume-weighted averages from multiple exchanges to provide representative prices. Leading providers employ filters to exclude abnormal data, detect outliers, and update the source list regularly to reflect top-performing exchanges. Documentation should always be reviewed for each provider's methodology.

Which API is best for research versus trading?

For research, broad coverage and rich historical data (e.g., CoinGecko, Token Metrics) are important. For trading, prioritized speed, low-latency feeds (such as those from Token Metrics, Kaiko, or direct exchange APIs), and advanced analytics/tooling are key. Many professionals use both types: one for research, and one for live trading signals.

Are free crypto price APIs reliable?

Free APIs can provide reasonably accurate prices, especially for widely traded assets like Bitcoin and Ethereum. However, they may offer lower rate limits, slower updates, or less historical depth than premium options. For critical or business applications, upgrading to a paid plan with greater support and data guarantees is advisable.

How frequently are prices updated on most APIs?

Update frequency varies: some APIs refresh data every few seconds, while others provide real-time data through streaming (WebSocket) feeds. For fast-moving markets, always check the provider's documentation for precise update intervals.

Disclaimer

This article is for informational and educational purposes only and does not constitute financial or investment advice. Always conduct your own research and consult a qualified professional for guidance specific to your situation.

Research

Exploring Crypto APIs: Types of Data You Can Access

Token Metrics Team

MIN

The explosion of digital assets has fueled a new era of on-demand data analysis, making crypto APIs essential for enthusiasts, developers, and analysts alike. But what kinds of information can you actually unlock using a crypto API, and how can this data power smarter apps or research?

Real-Time Crypto Prices and Market Snapshots

One of the most popular uses for a crypto API is accessing real-time pricing data. APIs enable you to pull the latest prices for thousands of cryptocurrencies across multiple exchanges instantly. This information is foundational for market analysis, digital asset tracking, and powering portfolio dashboards.

Spot Prices: The current buy and sell price for a cryptocurrency.
Volume: The amount traded within a particular time period.
Market Cap: Calculated by multiplying the price by circulating supply.
Highs/Lows: Highest and lowest prices over different intervals (e.g., 24-hour range).

Most leading APIs, such as the Token Metrics API, offer live pricing feeds for efficient decision-making and data integration.

Deep-Dive: Historical Price and Volume Data

Reliable historical data is key to uncovering trends, backtesting strategies, and building machine learning models. Crypto APIs typically allow you to pull:

Tick-level Data: Every trade or price change, often down to milliseconds.
OHLCV Data: Open, High, Low, Close, Volume over set intervals (minute, hour, day, etc.).
Aggregated Statistics: Average prices, moving averages, and other calculated metrics.

Historical endpoints help quant researchers and developers build accurate visualizations and statistical models. For instance, analyzing 365 days of closing prices can reveal volatility patterns or market cycles.

Order Book Depth and Market Liquidity Insights

Order book data provides the pulse of live trading activity, revealing granular details about market depth and liquidity. With a crypto API, you can access:

Bid/Ask Orders: See active buy (bid) and sell (ask) orders, including sizes and prices.
Order Book Snapshots: Full snapshots of orders at a moment in time or real-time streaming updates.
Depth Charts: Visualize how deep the market is at different price levels.

Order book access is crucial for algorithmic trading, slippage estimates, and evaluating liquidity. Some APIs even support aggregated order books across several exchanges for more complete market intelligence.

Live Trades, Transactions, and Ticker Data

In addition to static prices, many crypto APIs deliver real-time trade and ticker data. This includes:

Ticker Streams: Continuous feeds of price and volume changes for multiple assets.
Trades Feed: A chronological record of every executed trade—useful for volume analysis and pattern recognition.
Trade Metadata: Additional details like trade size, buyer/seller side, and unique trade IDs.

Use cases range from powering trading bots to feeding AI-driven analytics or anomaly detection systems. This granularity allows a deeper understanding of real-time market sentiment.

Access to On-Chain and Blockchain Analytics

Beyond market data, advanced crypto APIs now offer direct access to blockchain or on-chain data. Developers and analysts gain the ability to:

Monitor Wallet Balances & Activity: Track transactions, wallet holdings, and token movements.
Analyze Smart Contracts: Fetch function calls, execution outcomes, and contract metrics.
Identify Network Metrics: Including block times, hash rates, gas fees, and validator stats.

Such on-chain analytics underpin advanced research, compliance processes, and fraud detection strategies. APIs that aggregate insights across multiple blockchains add significant value for multi-asset and multi-chain projects.

Build Smarter Crypto Apps & AI Agents with Token Metrics

Token Metrics provides real-time prices, trading signals, and on-chain insights all from one powerful API. Grab a Free API Key

Frequently Asked Questions

What is the most common data provided by crypto APIs?

Most crypto APIs supply real-time prices, trading volume, order books, and historical price/volume data. Some also cover blockchain transactions and wallet-level insights—useful for a range of research and app development scenarios.

Can I get data from multiple exchanges with one API?

Leading crypto APIs aggregate data from various exchanges, allowing developers and analysts to access consolidated prices, order books, and liquidity. Aggregated APIs minimize discrepancies and broaden coverage.

How far back does historical crypto data go in APIs?

The available historical depth varies; top APIs like Token Metrics offer years of daily price data, with some offering tick-level data spanning months or years. Always review documentation for specific asset or interval support.

Why is programmatic access to crypto data important?

APIs allow for automated retrieval, filtering, and analysis of large datasets—enhancing research, powering trading robots, building dashboards, or supporting AI-driven models with up-to-date, reliable information.

What are practical uses for on-chain data from APIs?

On-chain data enables compliance monitoring, wallet tracking, DeFi analytics, NFT research, contract auditing, and forensic investigations. Modern APIs help analysts and businesses stay agile amid evolving blockchain trends.

Disclaimer

This article is for informational purposes only and does not constitute investment, financial, legal, or tax advice. Cryptocurrency markets are volatile and involve risks. Always conduct your own research before making decisions or building applications based on crypto data.

Token Metrics Media LLC is a regular publication of information, analysis, and commentary focused especially on blockchain technology and business, cryptocurrency, blockchain-based tokens, market trends, and trading strategies.

Token Metrics Media LLC does not provide individually tailored investment advice and does not take a subscriber’s or anyone’s personal circumstances into consideration when discussing investments; nor is Token Metrics Advisers LLC registered as an investment adviser or broker-dealer in any jurisdiction.

Information contained herein is not an offer or solicitation to buy, hold, or sell any security. The Token Metrics team has advised and invested in many blockchain companies. A complete list of their advisory roles and current holdings can be viewed here: https://tokenmetrics.com/disclosures.html/

Token Metrics Media LLC relies on information from various sources believed to be reliable, including clients and third parties, but cannot guarantee the accuracy and completeness of that information. Additionally, Token Metrics Media LLC does not provide tax advice, and investors are encouraged to consult with their personal tax advisors.

All investing involves risk, including the possible loss of money you invest, and past performance does not guarantee future performance. Ratings and price predictions are provided for informational and illustrative purposes, and may not reflect actual future performance.

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