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MASTR · CRYPTO & WEB3

From a wallet graph to a finding someone else can reproduce

Preserve observations, test alternative explanations and distinguish a transaction path from a claim about identity or intent.

控制与证据 · Research method · 3 分钟阅读

章节正文和技术图表为英文,导航支持七种语言。

Could another researcher reproduce the conclusion from the cited record?

Begin with a narrow question

A useful investigation asks something concrete: which addresses received an allocation, how much a defined set sold during a period, or which contract action changed a permission. A broad accusation invites selective evidence. Define the chain, asset identifier, time window and accounting unit before collecting transactions. State exclusions early so the reader can see the boundary of the claim.

Preserve the observation

Record transaction identifiers, block references, addresses, decoded actions and the source of labels. Save relevant responses and documents when appropriate, with retrieval dates and hashes for preserved files. A screenshot can help explain a finding but often omits fields needed to reproduce it. An explorer label may change; the original transaction record and the researcher’s interpretation should remain distinguishable.

From observation to a defensible finding
教学示意图:简化机制并注明假设,不构成特定事件的证据。 打开完整图表 ↗

Attribution needs more than a line

A common funder, repeated timing pattern or shared transaction can support a hypothesis of coordination. Shared services, exchanges and routers can also produce relationships between unrelated users. Identity attribution is a further claim. Explain which evidence supports common control and which alternative explanations were considered. Do not turn an uncertain cluster into a named-person accusation simply because the graph looks persuasive.

Reconcile money without double counting

A sale can route through several assets and addresses. Counting each hop as new proceeds inflates the result. Separate gross receipts, fees, conversions, internal transfers and final balances. Keep native units alongside valuation assumptions. A profit calculation also needs costs and a defined starting inventory; sale receipts alone are not profit. MASTR’s existing LAPTOP reading guides demonstrate why that accounting discipline matters.

Publish limitations with the finding

A good conclusion says what the record establishes, what it suggests and what remains unknown. Link corrections to the original claim instead of silently replacing the past. Preserve quoted source wording separately from editorial explanation. This makes an archive useful even when a historical opinion was too strong: readers can inspect what was said, why it was said and how later evidence affects it.

示例解析

If one sale receives 100 USDC and the proceeds are transferred through three wallets, the transfer graph may show 400 units of movements. It still documents only 100 USDC of sale receipts unless additional independent sales occurred. A graph total and an economic total answer different questions.

思考问题

  • Define scope before measuring.
  • Preserve raw identifiers and source dates.
  • Separate observation, inference and identity.

一手资料与延伸阅读

  1. Bitcoin developer guide: transaction structure ↗
  2. Ethereum JSON-RPC: transaction receipts and logs ↗
  3. MemeTrans: methods for launch-risk features ↗

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