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from $15.00 / 1,000 results

CGC Cards Population Scraper - Census / Grade Data

Scrape the CGC Cards Population Report: how many trading cards are graded at each CGC grade. Look up any sport, TCG, set or card and get per-card grade breakdowns (Perfect/Pristine/Gem Mint 10 down to 1, plus Authentic) with total population, gem rate, year, card number and variety.

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from $15.00 / 1,000 results

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lulz bot

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CGC Cards Population Scraper — Census / Grade Data

Get CGC Cards population report (census) data — how many trading cards are graded at each CGC grade — for any sport, trading-card game (TCG), set, or card. For every card (year, card number, variety) it returns the full grade breakdown, from CGC Perfect 10 / Pristine 10 / Gem Mint 10 down through 9.5, 9, 8.5 … 1, plus Authentic designations, the total graded population, and a computed gem rate.

Great for card dealers, collectors, registry-set builders, price-guide makers, grading-arbitrage analysts, and anyone studying rarity and grade distribution.

What you get

For each card in a set:

Field	Description
`subject`	Player / character / subject, e.g. `Charizard`, `Mickey Mantle`
`category`	Sport or TCG (e.g. Pokémon, Baseball)
`set`	Set / group (e.g. `Base Set - 1st Edition - English`)
`year`, `cardNumber`, `variety`, `rarity`	Card attributes (variety = Holo, Reverse Holo, etc.)
`populationByGrade`	Object mapping grade label → count, e.g. `{ "CGC Gem Mint 10": 12, "9.5": 9, "9": 27, ... }` — only non-zero grades are included
`totalPop`	Total cards graded for this card
`gemRate`	Share of the population in the top tiers (Gem Mint 10 / Pristine 10 / Perfect 10)
`listingUrl`	Link to the CGC Cards population page for the set
`cardId`, `populationId`	CGC identifiers

Input

Navigate the census the same way the CGC Cards website does: Vertical → Category → Set Family → Set.

{
  "vertical": "trading-cards",
  "category": "Pokémon",
  "set": "Base Set",
  "maxResults": 1000
}

Field	Description
`vertical`	`sports-cards`, `trading-cards`, or `non-sports-cards`. Blank = auto-detect from category
`category`	Sport or TCG (e.g. Baseball, Pokémon, Magic: The Gathering). Blank = first category
`setFamily`	Set family / era (e.g. Original Series, 2020-Present). Blank = all set families
`set`	Set name filter (substring). Blank = all sets in the set family
`groupId`	Advanced: scrape one set directly by its CGC research group ID (pair with `vertical`)
`maxResults`	Max card rows (0 = unlimited). Default 1000
`maxSets`	Max number of sets to scrape (0 = unlimited)
`proxyConfiguration`	RESIDENTIAL proxy is used by default (CGC blocks datacenter IPs)

Examples

Scrape one specific set directly:

{ "groupId": 16990, "vertical": "trading-cards" }

All Baseball cards from 2020-present:

{ "vertical": "sports-cards", "category": "Baseball", "setFamily": "2020-Present" }

Notes

Data comes from CGC Cards' public population report. Use the residential proxy (default) — CGC blocks datacenter IPs.
populationByGrade only lists grades with a non-zero count, keeping output compact.
CGC grade scale: Perfect 10, Pristine 10, Gem Mint 10, half-point grades 9.5 → 1, plus Authentic and Authentic Altered.

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