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VC Intelligence Report

Roman's Data Science Book

Education — A comprehensive resource for startup founders and leaders looking to establish data science capa…
Educationpaid-only
■ Inactive
Verdict from HTTP liveness real
last probed Aug 24, 2026
Pulse 0.0 · 1/4
0.0
Pulse Index
1/4 families · real
0.0
30-day Δ
pulse momentum · real
17
HTTP probes
liveness history · real
6
Functional tags
observed attributes · real
Risk read derived from observed signals

Observed dead: the site no longer answers as a live product. Pulse has been flat over the last 30 days. Observation is liveness-only: no tracked press, repository, or traffic rank — existence is confirmed, momentum is unobserved.

HTTP liveness

real
17 probes · Jun 16, 2026Aug 24, 2026aliveredirecteddeadunverified

Signal telemetry

4 families · 1 observed · observed only
Liveness probereal
alive in 12% of 17 probesavg response 1670 ms
Developer tractionchecked · none
No public repository linked — GitHub signals are not tracked for this product.
Press & sentimentchecked · none
No coverage found in the tracked press corpus. Absence of press is itself a signal at this stage.
Web footprintreal
resolved host
topdatalab.com
edge
direct origin
server
openresty
Tranco rank
unranked
Domain age & certificate data not yet collected

Analyst read

generated from the observed metrics above · no external narrative

Roman's Data Science Book's site returned a hard-dead response when we last probed it on Aug 24, 2026, so we mark it inactive. It has fewer than two observed signal families, so no Pulse Index is composed — the evidence strip shows what is and isn’t present. Observed footprint: 6 functional tags. It has no curated competitive-alternative edges yet, so the comparable set below is functional tag-similarity — read it with the confidence flags.

Comparable set

curated alternatives → functional tag-similarity
CompanyBasisOverlapPulse30d ΔStatus
My InstaSiteecommercetag-overlap100%8.00.0— unverified
flower delivery business on-demandecommercetag-overlap100%40.00.0● live
Mowaresecommercetag-overlap100%30.4-9.6● live
Leaderbidmarketingtag-overlap86%30.4● live
.Com Domiandev-toolstag-overlap86%40.3+4.8● live
Mail Masteryproductivitytag-overlap86%40.00.0● live
Smart Business Boxproductivitytag-overlap86%8.20.0— unverified
SuccessValleyeducationsimilar86%40.00.0● live

Confidence reflects source and category coherence: curated = an editorially linked alternative; similar = strong functional tag-overlap in the same category; tag-overlap = shared tags only and may be noisy. Overlap is the shared functional-tag ratio (Jaccard) for tag-matched rows. Pulse is the observed-activity index real and 30d Δ its signed month change; a dash means insufficient observed history, never zero.

Structure

observed attributes
Business modelpaid-only
Liveness tiersunset
Competitive alternativesnone linked
Open sourceNo
Public APINo
Free tierNo
Enterprise tierNo

Funding & team

not in source

No disclosed funding in our sources. Funding data covers only ~1% of the corpus (462 rounds across 79K products), so absence here is unknown, not zero— we don't estimate a number we can't source.

RAW TELEMETRY last 14 probes
PROBEDHTTPORIGIN → RESOLVEDSERVERMSVERDICT
2026-08-24 12:50Z404topdatalab.comopenresty1507dead_404
2026-08-11 14:58Z200topdatalab.com792alive
2026-08-11 14:58Z200topdatalab.com3533alive
2026-08-09 00:40Z404topdatalab.comopenresty3075dead_404
2026-08-06 12:21Z404topdatalab.comopenresty467dead_404
2026-07-30 19:47Z404topdatalab.comopenresty1319dead_404
2026-07-26 16:28Z404topdatalab.comopenresty2040dead_404
2026-07-18 13:13Z404topdatalab.comopenresty2557dead_404
2026-07-13 10:52Z404topdatalab.comopenresty1002dead_404
2026-07-04 15:07Z404topdatalab.comopenresty2301dead_404
2026-06-23 15:58Z404topdatalab.comopenresty2594dead_404
2026-06-21 18:59Z404topdatalab.comopenresty235dead_404
2026-06-21 18:59Z404topdatalab.comopenresty1700dead_404
2026-06-20 10:04Z404topdatalab.comopenresty251dead_404
Full redirect chains, response headers, and DNS records are not captured by the current probe.
Launch Sentinel tear sheet · Roman's Data Science Book · as of 2026-08-28 · launchsentinel.com/reports/roman-s-data-science-book · liveness, pulse and press figures are observed data with provenance shown per panel.