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CGC Comics Census Graded Population Scraper

ECOMMERCE

CGC Comics Census Graded Population Scraper

Extract graded comic scarcity data from the CGC Population Report — the authoritative reference for how many copies of every comic issue have been professionally graded, at every grade level.

What this actor does

The CGC Population Report tracks every comic, magazine, pulp, concert poster, and lobby card graded by CGC — the leading third-party grading service. For each issue, it shows how many copies exist at each grade (0.5 through 10.0) across label types: Universal, Signature Series, Restored, and Qualified.

This actor traverses the full CGC Population Report API and returns one record per grade per issue per label type, giving you the long-format population table that powers:

  • Comic price modeling (grade-adjusted valuations)
  • Scarcity research (low-pop key issues)
  • Top-pop detection (the highest grade with any copies for each issue)
  • Full-catalog population tracking for investment portfolios

Data returned

Each record includes:

Field Description
series_name Comic series/title name
issue_number Issue number string
publisher Publisher name (e.g. Marvel Comics)
issue_year Publication year
variant Cover variant or printing
label_type Universal, Signature Series, Restored, or Qualified
grade Grade string (e.g. 9.8, NG, PG, CVR)
grade_numeric Numeric grade value (null for NG/PG/CVR)
graded_count Copies graded at this exact grade + label
total_graded Total copies graded for this issue (all grades)
higher_graded_count Copies graded at strictly higher grades
is_top_pop True if no copies exist at a higher grade
key_issue_notes Key issue notes if surfaced by CGC
census_url Direct link to the CGC population report page
image_url CGC image URL for this issue

Input options

Field Default Description
collectibleType comics Type: comics, magazines, pulps, concert-posters, lobby-cards
publisherFilter (all) Filter to a specific publisher name
seriesFilter (all) Filter to a specific series/title name
maxItems 10 Maximum number of grade-row records to return

Coverage

The CGC Comics census covers 12M+ graded comics across publishers including Marvel, DC, Image, Dark Horse, EC, and thousands more. Full scrapes without filters produce tens of millions of records (one per grade per issue). Use filters for targeted research or set a high maxItems for bulk exports.

Related actors

This actor completes the comic-investing data triad:

  • CGC Comics Census (this actor) — scarcity data
  • GCD Comic Catalog — issue identity and bibliographic data
  • PriceCharting Comic Prices — market values