The dataset

Take it

One file, no signup

Same file, mirrored with a checker script: GitHub · Hugging Face · web viewer

What we do with it: how many launches actually graduate · a signal that passed out-of-sample testing and was still garbage

Archived and citable: DOI 10.5281/zenodo.21983721 — deposited at Zenodo (CERN), which keeps the file and its OpenTimestamps receipts independently of us.

Why the timestamps hold

Sealed in Bitcoin, once a day

A track record is worthless if its author can quietly edit it, and in this corner of the market almost everyone can. So we removed the possibility. The whole file is hashed with SHA-256 and that hash is anchored in a Bitcoin block through OpenTimestamps. Anyone can prove the file existed, unchanged, at that moment — and nobody, us included, can move a call backwards in time.

# grab the file
curl -O https://smugcalls.com/calls.jsonl

# compare with the hash above
sha256sum calls.jsonl

# checks the Bitcoin anchor
ots verify calls-a.ots

Don't want to download anything? The same file is browsable in the mirror, or in our own web viewer — search by ticker, take the mint from the row, paste it into any chart. Try CATE, the largest call in the file. Ten seconds, no trust required.

What is in it

Seven fields

What we found in it

Field note No.01

How many pump.fun launches actually graduate? — 825,123 launches measured, every denominator spelled out, and the one thing that predicts the outcome before anybody can trade it.

How the numbers are made

Entry is the market cap at the second the message went public — not a price picked later. Peak is the highest the token reached after that moment, including highs made after it migrated off the bonding curve. Anything the token did before the call is deliberately excluded: crediting ourselves with a pump we did not call would be the easiest lie in this business and the hardest for you to catch.

Peaks come from the on-chain trade feed of the bonding curve, cross-checked against the exchange price after migration. A call that never moved shows 1.0 and stays in the file.

Want it fresher?

This page is a snapshot. The same record arrives every morning on the paid feed, carrying the fields we keep out of the public file: peaks re-verified against post-migration exchange prices, a flag for calls that only cleared 2x because SOL moved under them, late flexes, and how complete the observation still is. $20 a month for the daily dump, $100 for a keyed endpoint with webhooks. What is in it — the free file here stays free either way.

What this is not

Not financial advice, and not a claim that these numbers were reachable by anyone. A peak is a peak: it says the token got there, not that a human sold there. Most memecoins go to zero, 64% of these calls never doubled, and the honest way to read the file is as evidence about a signal — not as a promise about your money.