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Open Data

Free entertainment IP demand datasets. Downloadable open-data exports are generated weekly from daily CVS snapshot outputs and may lag behind the live dashboard. Licensed under CC BY 4.0.

During the current recovery work, open-data files may differ from live rankings and current CVS scores. Use live ranking pages for current order and scores.

Open-data export generated: 2026-07-11

Answer summary

What IP Ranking Open Data provides

What is this dataset?

IP Ranking Open Data provides downloadable entertainment IP demand-signal exports for researchers and analysts. The exports cover 278 tracked IPs where available across 86 markets.

What does CVS measure?

Cultural Velocity Score / CVS v1.2 compares public demand signals across eligible public signal-source categories. It is not an official audience count, sales result, revenue estimate, valuation, or investment signal.

How should it be used?

Use these files as directional research inputs alongside the live rankings, methodology notes, rights-holder checks, and commercial due diligence. Cite the collection or file and include the export date when available.

Data status note

Open Data exports are generated weekly from daily CVS snapshot outputs and may lag behind the latest visible ranking snapshot. Use the live ranking pages for the current CVS order and scores.

The IP catalog is an experimental metadata export. Creator and publisher fields may contain mapping errors while metadata validation is being improved. Do not treat creator/publisher fields as authoritative until the catalog metadata cleanup is complete.

No Signal Yet means an IP has not accumulated enough visible cross-source demand signals in the latest available snapshot. It does not mean the IP has no audience, revenue, or cultural value.

This page does not add or change any Dagster schedule, remote automation, database write path, or production deployment.

License: Creative Commons Attribution 4.0 International (CC BY 4.0). You may share and adapt this data for any purpose, provided you give appropriate credit.

Citation: ipranking Research. (2026). [Dataset Name]. IP Ranking. https://ipranking.io/data

Top 20 Cvs

Snapshot — see export date

Top 20 entertainment IPs by Cultural Velocity Score (CVS v1.2). Source coverage uses the six-source target framework; current active coverage is shown per IP.

Country Heat Scores

Snapshot — see export date

Country-level demand heat scores for normalized CVS markets

Ip Catalog

Snapshot — see export date

Full catalog of active entertainment IPs with experimental metadata fields

Dataset Citation

Cite the Open Data collection or the individual file you used. Include the export date when available because downloadable files are generated separately from the live dashboard.

Collection citation

ipranking Research. (2026). IP Ranking Open Data [Data set]. IP Ranking. https://ipranking.io/data

File citation

ipranking Research. (2026). [File name] from IP Ranking Open Data [Data set]. IP Ranking. https://ipranking.io/data/[file]

Publisher
IP Ranking
Creator
ipranking Research
Version
Export generated 2026-07-11
License
Creative Commons Attribution 4.0 International
Methodology
https://ipranking.io/methodology
Coverage
278 tracked IPs, 86 normalized CVS markets, eligible public signal-source categories
Source framework
Six-source target framework; current active coverage shown per IP
Coverage start
CVS v1.0 public methodology start: 2026-04-17

Editorial, Corrections, and Data Limits

What the data measures

IP Ranking compares public demand signals across eligible public signal-source categories and 86 markets. Cultural Velocity Score / CVS v1.2 is a demand-signal index, not an official audience count.

What it does not measure

Demand signals are not sales, revenue, profit, valuation, IP value, licensing availability, campaign ROI, or investment advice. Use them as one input alongside legal, commercial, and rights-holder checks.

Corrections

For dataset, citation, rights, or catalog metadata corrections, contact hello@ipranking.io. Corrections may update future exports without changing historical files.

External Distribution Roadmap

External publication is planned but not live yet. Zenodo, Kaggle, and data.world packages will be reviewed for export freshness, citation fields, source provenance, and data limitations before upload.

Zenodo

DOI-ready academic archive package

Pending review

Kaggle

Dataset package with notebooks support

Pending review

data.world

Collaborative data package

Pending review

Data Schema

top-20-cvs

rank, title, category, cvs, social_buzz, search_demand, global_reach, source_coverage, computed_date, computed_at, source_status, observed_market_count, methodology_version

country-heat-scores

country_code, country_name, region, heat_score, computed_at, source_status, observed_market_count, methodology_version

ip-catalog

Experimental metadata export. Creator and publisher fields are not authoritative while catalog validation is in progress.

id, title_english, title_japanese, category, year, creator, publisher, url, computed_at, source_status, observed_market_count, methodology_version

How to Cite

APA Format

ipranking Research. (2026). Global Entertainment IP Demand Rankings [Data set]. ipranking.io. https://ipranking.io/data

BibTeX format
@misc{ipranking_data_2026,
  title = {Global Entertainment IP Demand Rankings},
  author = {ipranking Research},
  year = {2026},
  url = {https://ipranking.io/data},
  publisher = {ipranking.io},
  license = {CC BY 4.0}
}

Data is provided as-is for informational purposes. See methodology for scoring details. Teams that need structured exports or private data/API preview access can review data access options.