Dataset Viewer vs ScreenplayIQ

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-09-01
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At a glance

DimensionDataset ViewerScreenplayIQ
PricingFreeFree (1 analysis/month), Pro $19/mo, Studio $49/mo
Best ForData scientists, ML engineers, researchers exploring datasets on Hugging FaceScreenwriters, producers, studio executives needing script marketability insights
Core FeatureAuto-convert datasets to Parquet, public REST API for instant metadata and content accessAI analysis predicting box office returns, structural feedback, beat sheets, pacing heatmaps
IntegrationsPandas, Polars, DuckDB, cuDF, PySpark, PostgreSQL, ClickHouse, mlcroissantPitchTrailer
Data Types SupportedText, image, audio, tabularFeature film scripts (English, ≤150 pages)
CollaborationNot specified (read-only API)Collaborative workspace up to 5 users (Studio plan)

If you need to explore, query, and integrate Hugging Face datasets programmatically without downloading, Dataset Viewer is a free, instant powerhouse. If you're a screenwriter or producer seeking data-driven script feedback and box office predictions, ScreenplayIQ offers specialized analysis with paid tiers. They serve entirely different domains—choose based on whether your work is data science or film development.

Dataset Viewer
Dataset Viewer

Free REST API to preview, search, and filter 100,000+ Hugging Face datasets without downloads

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ScreenplayIQ
ScreenplayIQ

AI screenplay analysis with box office prediction and tailored feedback.

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Pricing
Free
Paid
Plans
$0/mo
~$24 for TV / ~$38 for Feature
~$48 for TV / ~$78 for Feature
~$60 for TV / ~$98 for Feature
~$24 for TV / ~$38 for Feature
~$24 for TV / ~$38 for Feature
~$118 for TV / ~$198 for Feature
Popularity
3 views
7.5k views
Skill Level
Beginner-friendly
Intermediate
API Available
Platforms
APIWeb
WebAPI
Categories
📊 Data & Analytics
📖 Fiction & Screenwriting
Features
Auto-convert Hub datasets to Parquet
Public REST API for dataset metadata
List splits, columns, and data types
Get row counts and byte sizes
Preview and paginate rows (100 per page)
Search text within dataset
Filter rows by query string
Get descriptive statistics
Access Croissant metadata via mlcroissant
Support text, image, audio, tabular data
Instant responses via precomputed cache
Query Parquet files for large-scale analysis
Integrate with Pandas, Polars, DuckDB
Integrate with cuDF, PySpark
Support PostgreSQL and ClickHouse
AI-powered structural analysis
Box office performance prediction
PitchTrailer integration
Beat sheet generation
Visual heatmap of dialogue and pacing
Genre classification
Character arc and emotional journey charts
Comparative market data
PDF report export
Collaborative workspace (up to 5 users)
Custom genre templates
API access
Advanced analytics dashboard
Priority support
Dedicated account manager
Integrations
Pandas
Polars
DuckDB
cuDF
PySpark
PostgreSQL
ClickHouse
mlcroissant
PitchTrailer

Who should pick which

  • Data scientist exploring datasets for model training
    Pick: Dataset Viewer

    Free access to instantly preview, search, and get stats on any Hugging Face dataset without downloading. Integrates with Pandas, Polars, and DuckDB for quick analysis.

  • Screenwriter seeking script marketability feedback
    Pick: ScreenplayIQ

    AI analysis provides structural feedback, box office predictions, and beat sheets. The Pro plan ($19/mo) enables unlimited scripts for iterative improvement.

  • ML engineer integrating dataset metadata into pipelines
    Pick: Dataset Viewer

    Public REST API and Parquet files allow programmatic access to dataset splits, columns, and rows. Integrates with PySpark and cuDF for large-scale processing.

  • Studio executive evaluating script investments
    Pick: ScreenplayIQ

    Predicts box office returns using narrative and market data. Studio plan ($49/mo) supports collaborative evaluation with up to 5 users and API access for integration.

  • Researcher comparing datasets for fine-tuning
    Pick: Dataset Viewer

    Free, quick access to dataset size, columns, and statistics. Can compare multiple datasets via API or Parquet downloads without local storage.

Frequently Asked Questions

Dataset Viewer vs ScreenplayIQ: which should you choose?

If you need to explore, query, and integrate Hugging Face datasets programmatically without downloading, Dataset Viewer is a free, instant powerhouse. If you're a screenwriter or producer seeking data-driven script feedback and box office predictions, ScreenplayIQ offers specialized analysis with paid tiers. They serve entirely different domains—choose based on whether your work is data science or film development.

Can Dataset Viewer handle real-time streaming or write access?

No, it is a read-only API with precomputed, cached responses. It does not support real-time updates or write operations.

Does ScreenplayIQ support TV scripts, short films, or non-English scripts?

No, it only analyzes English feature films. It also has a 150-page script limit due to AI context window constraints.

Is Dataset Viewer free for commercial use?

The service is free and public, but it depends on the underlying Hugging Face dataset licenses. No paid tiers or SLAs are offered.

What integrations does ScreenplayIQ offer besides PitchTrailer?

PitchTrailer is the only integration mentioned. API access is available on the Studio plan.

Can I use Dataset Viewer with private datasets on Hugging Face?

It supports gated/private datasets if you have authorized access via Hub authentication, but no dedicated private infrastructure.

Does ScreenplayIQ provide line-by-line editing or grammar checks?

No, it focuses on structural and market analysis, not copy editing.

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Last reviewed: July 7, 2026