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+ ---
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+ license: cc-by-4.0
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+ task_categories:
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+ - tabular-classification
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+ - time-series-forecasting
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+ language:
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+ - en
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+ tags:
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+ - censorship
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+ - internet-freedom
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+ - ooni
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+ - human-rights
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+ - network-measurement
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+ - geopolitics
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+ pretty_name: Voidly Global Censorship Index
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+ size_categories:
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+ - 1M<n<10M
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+ ---
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+
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+ # Voidly Global Censorship Index
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+
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+ **The most comprehensive open dataset for internet censorship research and ML.**
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+
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+ ## Dataset Description
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+
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+ This dataset contains 10 years of global internet censorship measurements from 120+ countries, including:
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+
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+ - **1.6M+ daily measurements** (2017-2026)
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+ - **37K detected anomaly spikes**
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+ - **4.5K confirmed censorship events** with labels
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+ - **25+ known major incidents** (Mahsa Amini protests, Myanmar coup, etc.)
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+
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+ ### Data Sources
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+ - Primary: [OONI (Open Observatory of Network Interference)](https://ooni.org)
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+ - Secondary: Voidly Research analysis and labeling
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+
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+ ## Files
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+
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+ | File | Description | Rows |
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+ |------|-------------|------|
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+ | `ooni-historical.parquet` | Daily measurements by country/test | 1.6M |
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+ | `censorship-incidents.parquet` | Labeled anomaly spikes | 37K |
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+ | `known-events.json` | Major censorship events | 25+ |
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load historical measurements
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+ ds = load_dataset("emperor-mew/global-censorship-index", data_files="ooni-historical.parquet")
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+
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+ # Load labeled incidents (for ML training)
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+ incidents = load_dataset("emperor-mew/global-censorship-index", data_files="censorship-incidents.parquet")
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+ ```
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+
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+ ## Schema
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+
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+ ### ooni-historical
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+ | Column | Type | Description |
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+ |--------|------|-------------|
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+ | country | string | ISO 3166-1 alpha-2 country code |
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+ | test_name | string | OONI test type (web_connectivity, telegram, whatsapp) |
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+ | date | date | Measurement date |
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+ | measurement_count | int | Total measurements |
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+ | anomaly_count | int | Measurements showing anomalies |
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+ | confirmed_count | int | Confirmed blocked |
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+ | anomaly_rate | float | Fraction showing anomalies (0-1) |
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+
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+ ### censorship-incidents
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+ | Column | Type | Description |
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+ |--------|------|-------------|
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+ | country | string | ISO 3166-1 alpha-2 country code |
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+ | date | date | Incident date |
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+ | anomaly_rate | float | Measured anomaly rate |
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+ | measurement_count | int | Sample size |
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+ | spike_magnitude | float | Z-score above baseline |
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+ | label | int | 1=confirmed censorship, 0=not |
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+ | event | string | Matched known event (if any) |
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+ | confidence | float | Label confidence (0-1) |
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+
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+ ## Known Events Covered
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+
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+ - 🇮🇷 Iran Mahsa Amini protests (2022)
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+ - 🇲🇲 Myanmar military coup (2021)
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+ - 🇧🇾 Belarus election shutdown (2020)
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+ - 🇷🇺 Russia Ukraine invasion blocks (2022+)
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+ - 🇰🇿 Kazakhstan January protests (2022)
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+ - 🇸🇩 Sudan military coup (2021)
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+ - 🇨🇺 Cuba July protests (2021)
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+ - 🇺🇬 Uganda election shutdown (2021)
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+ - And 17+ more...
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+
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+ ## Model
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+
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+ We provide a trained GradientBoosting classifier:
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+ - **F1 Score**: 99.8%
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+ - **ROC AUC**: 1.000
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+ - Available via API: `https://api.voidly.ai/hydra/v1/detect`
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @dataset{voidly_censorship_index_2026,
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+ author = {Voidly Research},
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+ title = {Global Censorship Index: 10 Years of Internet Measurement Data},
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+ year = {2026},
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+ publisher = {Hugging Face},
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+ url = {https://huggingface.co/datasets/emperor-mew/global-censorship-index}
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+ }
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+ ```
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+
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+ ## Links
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+
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+ - 🌐 [Voidly Censorship Index](https://voidly.ai/censorship-index)
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+ - 📡 [Real-time API](https://api.voidly.ai/data/censorship-index.json)
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+ - 🤖 [MCP Server](https://www.npmjs.com/package/@voidly/mcp-server)
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+ - 📊 [OONI (source)](https://ooni.org)
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+
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+ ## License
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+
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+ CC BY 4.0 - Attribution required