Data dictionary

name

8,594 of 8,594 — 100.0%

The person's name as they entered it themselves. Always present, but not always a full legal name: 26.9% are a single word with no surname, and 9.7% are the person's X handle rather than a name, because that is what they typed.

xHandle

8,503 of 8,594 — 98.9%

X (Twitter) username without the leading @. Supplied by the person and used as the primary key for deduplication. The master list contains zero duplicate X handles.

xUrl

Canonical profile URL, https://x.com/{xHandle}. Present on 80.6% of records as a stored field; derivable from xHandle for the rest.

xDisplayName

The display name on the public X profile at time of enrichment, which frequently differs from name and often carries emoji, a current employer, or a conference location tag.

xBio

6,729 of 8,594 — 78.3%

The public X biography, verbatim, at time of enrichment. This is the highest-signal field in the dataset for judging whether a contact is worth approaching, and it is where company affiliations most often appear in practice — frequently as @handle mentions rather than as company names. Searching only the company column will miss many genuine affiliations.

role

6,411 of 8,594 — 74.6%

A normalised role label inferred by a language model from the X biography. Values include Founder, BD, Marketing, Engineer, Investor, Developer, C-Suite, Community Manager, Researcher, Advisor. Founder is the most common. This is a derived judgment, not a self-reported job title, and it reflects the bio at time of enrichment.

linkedin

6,046 of 8,594 — 70.4%

LinkedIn profile URL as supplied by the person. Not verified against the person's name. Twelve records hold more than one URL in a single cell.

company

company2

5,866 (68.3%) and 2,017 (23.5%)

Primary and secondary company affiliation, inferred by a language model from the X biography. company2 typically captures a previous employer or a second project. Because these are derived from a bio, a person who has changed jobs since enrichment may show a stale employer.

telegramHandle

2,709 of 8,594 — 31.5%

telegramTitle

telegramBio

3,063 (35.6%) and 1,865 (21.7%)

The display name and biography on the matched public Telegram profile at time of enrichment. These are the fields to read when deciding whether an inferred Telegram handle is plausibly the right person: a title and bio that corroborate the X profile is meaningful evidence, and an empty profile is no evidence at all.

For contacts enriched from September 2026 onward these are populated whether or not the identity check accepted the handle. Previously a rejected candidate was discarded along with its profile evidence, which removed the very thing you would use to judge it — for exactly the ambiguous cases where judging matters.

telegramCandidateHandle

contacts enriched from September 2026 onward

A Telegram handle that was found but did not pass the identity check. It is kept in its own column, separate from telegramHandle, so a verified handle and an unverified one can never be confused.

Treat it as a lead to check, not an address to message. Read it alongside telegramConfidence and the profile fields, and see the verification guide for the thirty-second check.

telegramConfidence

telegramConfidenceReason

contacts enriched from September 2026 onward

What the identity check concluded, and why.

Value	Meaning	Where the handle appears
accepted	Specific cross-profile evidence supports the match, with no contradiction	telegramHandle
risky	Sparse, generic or ambiguous evidence — commonly an empty Telegram profile	telegramCandidateHandle
rejected	A contradiction, or an organisational rather than personal account	telegramCandidateHandle
unscored	The check could not complete — a provider error or timeout	telegramCandidateHandle
empty	Contact predates the check (August 2026) and was never adjudicated	telegramHandle, unadjudicated

telegramConfidenceReason is a one-line explanation from the evaluator — for instance, that the Telegram profile carried only a first name with no biography, leaving nothing to corroborate. It is there so you can disagree with the verdict on evidence rather than take it on trust.

Note the distinction between an empty value and unscored: empty means the check never ran, unscored means it ran and could not decide. Those are different kinds of unknown.

website

1,788 of 8,594 — 20.8%

Personal or company URL taken from the link field of the public X profile.

xFollowers

3,921 of 8,594 — 45.6%

Follower count at time of enrichment. Always an integer where present. Roughly 23% of records that carry a value are under 100 followers.

xLocation

4,427 of 8,594 — 51.5%

The free-text location string from the public X profile. Self-declared and unnormalised — values range from "Singapore" to "Decentralized" to "worldwide".

xVerified

Whether the X account carried a verification badge at time of enrichment. Note that on X this indicates a paid subscription, not identity verification.

category

The vertical a contact was assigned to — DeFi, Infrastructure, CEOs & Founders, Marketing & Growth, VCs & Investors, Developers, BD & Partnerships, AI, or Gaming. A contact can appear in more than one vertical list.

sourceEvent

The event a contact was first associated with, where retained. Present on a minority of master-list records; complete on event-specific lists.