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Dataset · INFOGRAPHICS

Infographics Dataset

Chart and diagram images paired with the structured data used to render them, spanning seven subject categories from natural sciences to business and finance.

Images
1.2M
Images
Main categories
7
Main categories
Subcategories
36
Subcategories

What it contains

The top entries by volume, with the long tail collapsed into a single figure.

Main category

  • Engineering, Technology & Infrastructure220K18%
  • History, Culture & Society210K17%
  • Natural World & Life Sciences210K17%
  • Business, Finance & Marketing200K16%
  • Space, Earth & Environmental Sciences180K15%
  • Physics, Chemistry & Mathematics100K8%
  • Other (Food, Lifestyle, Health & Applied Sciences)80K6%

Record schema

Every field a delivered record carries, its type, and an example value.

catalog

FieldTypeDescriptionExample
main_categorystringTop-level subject category from the source taxonomy.Engineering, Technology & Infrastructure
subcategorystringSubject subcategory within the main category.IT, Software & Cloud Computing
image_countintegerImages catalogued under this subcategory.46500

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asset

FieldTypeDescriptionExample
image_formatstringDelivered raster or vector image format.PNG
chart_typestringVisual structure of the rendered image.bar chart
structured_pairs_formatstringFormat of the paired structured data the image was rendered from.JSON
rendering_provenancestringWhether the image was rendered from source data or redrawn from an editorial original.synthetic-rendered

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Sample records

Real rows, exactly as delivered. Copy them and check them.

Specimen · Infographics DatasetCategory catalog record
main categoryEngineering, Technology & Infrastructure
subcategoryIT, Software & Cloud Computing
image count46500
Verified
Category catalog record · 1 shown
[  {    "main_category": "Engineering, Technology & Infrastructure",    "subcategory": "IT, Software & Cloud Computing",    "image_count": 46500  }]

Provenance and rights

Sources, acquisition method, and the basis on which the material is held.

Source types
  • Chart and diagram renders from structured data
  • Redrawn editorial and technical infographics
Acquisition
Generated and curated across subject categories, each image paired with the structured data or markup used to produce it.
Rights basis
Chart renders are produced from data PEB holds rights to visualize; redrawn editorial diagrams are cleared for training use prior to inclusion.
Attribution fields
  • Main category
  • Subcategory
  • Rendering provenance
License posture
Custom license granted per engagement.

Quality pipeline

Every record passes these stages in order. Each stage states what it removes.

  1. Data-to-image generation

    Renders each chart or diagram from its structured source, or ingests a cleared redrawn editorial image.

    Source data that fails to render cleanly.

  2. Pair verification

    Confirms the structured data and rendered image describe the same values.

    Mismatched image/data pairs.

  3. Category classification

    Assigns main category and subcategory via the source taxonomy.

    Records the taxonomy cannot place.

  4. Visual deduplication

    Compares perceptual hashes across the catalog.

    Near-identical renders.

  5. Legibility check

    Flags low-resolution or overlapping-label images.

    Images that fail the legibility threshold.

Contamination screening

Named benchmarks checked for overlap, and the method used to check them.

Benchmarks checked
ChartQA, PlotQA, InfographicVQA, DocVQA
Method
Perceptual hash and structured-data overlap comparison against published benchmark test splits.

Delivery

Formats, access mechanisms, and how revisions are published.

Formats
  • PNG
  • SVG
  • JSON
Mechanisms
  • S3 pre-signed URL
  • GCS bucket
Versioning
Immutable dated snapshots, referenced by release tag.
Update cadence
Quarterly refresh.
Access model
Evaluation copy on request; full access under a signed data agreement.

Known limitations

What this dataset does not cover. Read this before you evaluate it.

  • Engineering & Technology, History & Culture, and Natural World categories together account for over half of total images; other categories contribute a smaller share.
  • Chart types and visual styles follow the source category taxonomy and are not evenly distributed within each subcategory.
  • Structured data pairs describe chart content, not surrounding page or document layout context.
  • No non-English label text is included in the current release.

Request access to Infographics Dataset

We share sample records on request. Tell us your training stage and intended use and we will send an evaluation copy where the use fits.

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