| --- |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: "data/crawl=CC-MAIN-2026-21/subset=urls/**/*.parquet" |
| license: odc-by |
| task_categories: |
| - feature-extraction |
| - text-classification |
| language: |
| - multilingual |
| tags: |
| - common-crawl |
| - web-crawl |
| - url-index |
| - parquet |
| - warc |
| - seo |
| - web-graph |
| - open-data |
| size_categories: |
| - 1B<n<10B |
| pretty_name: CC Host Dataset |
| --- |
| |
| # CC Host Dataset — CC-MAIN-2026-21 |
|
|
| A per-URL index of the entire [Common Crawl](https://commoncrawl.org/) with host-level rank signals. |
| Every URL captured by the crawler becomes one row, enriched with 20 raw CDX fields and harmonic centrality rank from the CC web graph. |
| The dataset covers roughly **1.9 billion URLs** across ~262 million hosts. |
|
|
| **22 / 280** shards committed for crawl `CC-MAIN-2026-21` — new shards added every ~4 minutes. |
|
|
| ## Stats |
|
|
| | Metric | Value | |
| |---|---| |
| | Crawl | `CC-MAIN-2026-21` | |
| | Shards committed | 22 / 280 | |
| | URLs indexed | ~— | |
|
|
| ## Schema |
|
|
| Each row is one URL capture. Twenty fields come from CC CDX Parquet; six come from the CC web-graph rank table. |
|
|
| ### Identity |
|
|
| | Field | Type | Description | |
| |---|---|---| |
| | `url` | string | Full crawled URL | |
| | `surt` | string | SURT canonical form — sort key for CDX range lookups | |
| | `host` | string | Forward hostname (`www.example.com`) | |
| | `rd` | string | Registered domain / eTLD+1 (`example.com`) | |
| | `tld` | string | Effective TLD (`com`, `co.uk`) | |
| | `proto` | string | `http` or `https` | |
|
|
| ### Fetch result |
|
|
| | Field | Type | Description | |
| |---|---|---| |
| | `st` | int32 | HTTP status code | |
| | `redir` | string | Final redirect target URL (empty if none) | |
| | `ts` | string | Fetch timestamp — ISO-8601 | |
| | `bytes` | int64 | WARC record length in bytes | |
|
|
| ### Content |
|
|
| | Field | Type | Description | |
| |---|---|---| |
| | `mime` | string | Detected MIME type (`text/html`, `application/pdf`, …) | |
| | `mime_d` | string | Declared MIME from `Content-Type` header | |
| | `charset` | string | Character set from `Content-Type` | |
| | `lang` | string | Content language(s), comma-separated BCP-47 | |
| | `trunc` | string | Truncation reason (`bytes`, `disconnect`, …) or empty | |
| | `digest` | string | SHA-1 content hash — use for dedup and change detection | |
|
|
| ### WARC pointer |
|
|
| | Field | Type | Description | |
| |---|---|---| |
| | `warc_f` | string | Relative WARC file path on `data.commoncrawl.org` | |
| | `warc_o` | int64 | Byte offset into the WARC file | |
| | `robots_ok` | bool | `robotstxt_forceget` — robots.txt allowed the crawl | |
| | `crawl` | string | CC crawl ID (`CC-MAIN-2026-21`) | |
|
|
| ### Rank signals (from CC web graph) |
|
|
| | Field | Type | Description | |
| |---|---|---| |
| | `harmonic_pos` | int64 | Position in harmonic centrality ranking (1 = most central) | |
| | `harmonic_val` | float64 | Raw harmonic centrality score | |
| | `pagerank_pos` | int64 | PageRank position | |
| | `pagerank_val` | float64 | Raw PageRank score | |
| | `graph_id` | string | Web-graph release ID | |
|
|
| ## Usage |
|
|
| ### DuckDB — no download required |
|
|
| ```sql |
| -- Install httpfs extension once |
| INSTALL httpfs; LOAD httpfs; |
| |
| -- Top English hosts by rank |
| SELECT host, rd, harmonic_pos, count(*) AS urls |
| FROM read_parquet( |
| 'hf://datasets/open-index/cc-host-dataset/data/crawl=CC-MAIN-2026-21/subset=urls/*.parquet' |
| ) |
| WHERE st = 200 AND lang LIKE '%en%' |
| GROUP BY host, rd, harmonic_pos |
| ORDER BY harmonic_pos |
| LIMIT 20; |
| ``` |
|
|
| ### Fetch raw HTML for any URL (WARC byte-range) |
|
|
| ```python |
| import requests, gzip, duckdb |
| |
| row = duckdb.sql(""" |
| SELECT url, warc_f, warc_o, bytes |
| FROM read_parquet('hf://datasets/open-index/cc-host-dataset/data/crawl=CC-MAIN-2026-21/subset=urls/hosts-a.parquet') |
| WHERE url = 'https://www.example.com/' |
| """).fetchone() |
| |
| url, warc_f, warc_o, length = row |
| resp = requests.get( |
| f"https://data.commoncrawl.org/{warc_f}", |
| headers={"Range": f"bytes={warc_o}-{warc_o + length - 1}"} |
| ) |
| html = gzip.decompress(resp.content) |
| print(html[:500].decode(errors="replace")) |
| ``` |
|
|
| ### Detect content changes across crawls |
|
|
| ```python |
| import duckdb |
| |
| result = duckdb.sql(""" |
| WITH new AS ( |
| SELECT url, digest |
| FROM read_parquet('hf://datasets/open-index/cc-host-dataset/data/crawl=CC-MAIN-2026-21/subset=urls/hosts-a.parquet') |
| WHERE st = 200 |
| ), |
| old AS ( |
| SELECT url, digest |
| FROM read_parquet('hf://datasets/open-index/cc-host-dataset/data/crawl=CC-MAIN-2026-17/subset=urls/hosts-a.parquet') |
| WHERE st = 200 |
| ) |
| SELECT count(*) AS changed_urls, |
| round(count(*) * 100.0 / (SELECT count(*) FROM new), 2) AS pct_changed |
| FROM new JOIN old USING (url) |
| WHERE new.digest != old.digest |
| """).fetchone() |
| print(f"{result[0]:,} URLs changed ({result[1]}%)") |
| ``` |
|
|
| ### Multi-crawl comparison with hive partitioning |
|
|
| ```sql |
| -- DuckDB extracts 'crawl' and 'subset' as columns automatically |
| SELECT crawl, count(*) AS urls, count(DISTINCT host) AS hosts |
| FROM read_parquet( |
| 'hf://datasets/open-index/cc-host-dataset/data/**/*.parquet', |
| hive_partitioning = true |
| ) |
| GROUP BY crawl |
| ORDER BY crawl DESC; |
| ``` |
|
|
| ### Python / HuggingFace datasets |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset( |
| "open-index/cc-host-dataset", |
| split="train", |
| streaming=True |
| ) |
| for row in ds: |
| print(row["url"], row["host"], row["harmonic_pos"]) |
| break |
| ``` |
|
|
| ## How it was built |
|
|
| 1. **CDX extract** — all 302 CC CDX Parquet files (~570 MB each, ~184 GB total) are downloaded in parallel with pure-Go workers. |
| `parquet-go` column projection reads only the 20 needed columns; the rest are skipped. |
| Each row is fanned to one of 28 per-prefix gzip-JSONL writers in a single pass. |
|
|
| 2. **Rank split** — the CC web-graph host rank table (~5 GB gzipped TSV) is downloaded once and split into 28 per-prefix files. |
|
|
| 3. **Shard build** — for each prefix, the rank map is loaded into memory (~300 MB), the JSONL stream is iterated, and each row is joined with the rank entry for its host. |
| Output is one Parquet file per prefix, compressed with ZSTD level 3. |
|
|
| 4. **Publish** — each shard is committed to HuggingFace immediately after it is built. |
| Commit path: `data/crawl={crawl}/subset=urls/hosts-{prefix}.parquet`. |
| The dataset is usable before all shards complete. |
|
|
| Built with [`ccrawl`](https://github.com/tamnd/ccrawl-cli) v0.2.4. |
|
|
| ## License |
|
|
| Data is derived from [Common Crawl](https://commoncrawl.org/), released under the [Open Data Commons Attribution License (ODC-By)](https://opendatacommons.org/licenses/by/1-0/). |
| You must attribute Common Crawl when using or redistributing this dataset. |
|
|