Measuring Token Holder Concentration
Calculate top-holder shares with explicit supply and address rules, and avoid treating custody wallets or contract holdings as individual owners.
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Identity & evidence
Keep network context, record identities and technical evidence in view.
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Token Velocity: Turnover Definitions and Limits
Define token velocity with compatible transfer volume, supply and time windows, while distinguishing economic turnover from raw on-chain movement.
Read the guideDAO Treasury Exposure and Liquidity Data
Separate treasury asset quantities, market valuations, restrictions and liquid execution capacity, rather than treating one headline portfolio value as spendable cash.
Read the guideStablecoin Inflows, Outflows and Net Flow
Measure stablecoin movement with a defined address set, asset identity and netting policy, without equating every transfer with new capital entering a market.
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Bridge Volume vs Net Cross-Chain Flow
Distinguish gross bridge throughput from net movement between networks, matching source and destination stages without counting both as separate economic transfers.
Read the guideTVL and Double Counting in DeFi Analytics
Define total value locked with explicit contract scope, look-through rules and prices, and avoid counting one underlying claim through several receipt layers.
Read the guideProtocol Fees vs Revenue in On-Chain Analytics
Distinguish user-paid fees, liquidity-provider earnings, protocol receipts and token-holder distributions, preserving actual recipient and allocation evidence.
Read the guideMEV and Transaction Ordering: What Data Can Show
Analyse transaction ordering and execution patterns without assuming that adjacency alone proves strategy, common ownership or harmful intent.
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Read-Only Blockchain Tools for AI Agents
Expose bounded blockchain queries to AI agents with explicit schemas, evidence references and separate authorisation for any state-changing operation.
Read the guideAvoiding Look-Ahead Bias in Blockchain Backtests
Use historically available prices, labels and state in blockchain analysis, and distinguish event time from when an application could actually observe the information.
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Prediction-Market Prices vs Implied Probabilities
Interpret prediction-market prices with fees, payout rules and liquidity context, rather than treating a displayed quote as an objective probability.
Read the guidePerpetual Funding vs Trading Profit and Loss
Separate funding transfers from price-driven profit and loss, preserving position size, settlement intervals and the exchange or protocol calculation rules.
Read the guideThe editorial approach
Useful questions.
Traceable explanations.
Each guide starts with a concrete developer question and separates technical observations from the interpretation an application adds. Worked examples use illustrative values; references point to standards and technical documentation.
Published by Indexbase. Explore related guides as your requirements develop, from a first data question to a more deliberate integration workflow.