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Update README and stats: 114.1M records across 6 entity types

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  1. README.md +44 -33
  2. stats.csv +6 -6
README.md CHANGED
@@ -355,7 +355,7 @@ configs:
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  # OpenAlex: Complete Academic Research Database
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- The world's scholarly research catalog, converted to analysis-ready Parquet. 65.0M records across 7 entity types.
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  ## Table of Contents
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@@ -373,7 +373,7 @@ The world's scholarly research catalog, converted to analysis-ready Parquet. 65.
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  [OpenAlex](https://openalex.org) is a free, open catalog of the global research system: papers, authors, institutions, journals, topics, publishers, and funders. It's maintained by [OurResearch](https://ourresearch.org/) as the open replacement for the discontinued Microsoft Academic Graph. The index currently covers over 250 million scholarly works with full citation networks, authorship chains, institutional affiliations, and topic classifications.
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- This dataset is a straight conversion of the [OpenAlex snapshot](https://docs.openalex.org/download-all-data/openalex-snapshot) (2026-04) from gzipped JSON Lines into sharded, ZSTD-compressed Parquet. **65.0M total records** split into files of up to 1 million rows each. You can query it directly with DuckDB (no download needed), stream it with the `datasets` library, or pull specific entities with `huggingface_hub`.
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  ### File layout
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@@ -514,12 +514,12 @@ snapshot_download(
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  | Entity | Records | What's in it |
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  |---|---|---|
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- | **Topics** | 1.0M | Research topics with hierarchical classification (domain → field → subfield → topic) |
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- | **Publishers** | 1.0M | Academic publishers with hierarchy levels and country information |
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- | **Funders** | 1.0M | Research funding organizations with award counts and cross-references |
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- | **Sources** | 1.0M | Journals, repositories, conferences, and ebook platforms with ISSN, DOAJ status, and APC pricing |
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- | **Institutions** | 1.0M | Universities, research centers, companies, and government bodies with ROR IDs and geolocation |
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- | **Authors** | 60.0M | Researchers with ORCID IDs, h-index, affiliations, and publication statistics |
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  | **Works** | n/a | Scholarly works (articles, books, datasets) with citations, DOIs, topics, authorships, and open access status |
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  ## How entities connect
@@ -604,11 +604,11 @@ Academic publishers with hierarchy levels and country information.
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  | Field | Fill rate | Est. records |
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  |---|---|---|
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- | `alternate_titles` | 10.0% | 100.0K |
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  | `parent_publisher` | 0.0% | 0 |
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- | `country_codes` | 90.0% | 900.0K |
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- | `homepage_url` | 80.0% | 800.0K |
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- | `counts_by_year` | 90.0% | 900.0K |
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  ### Funders
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@@ -637,9 +637,9 @@ Research funding organizations with award counts and cross-references.
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  | Field | Fill rate | Est. records |
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  |---|---|---|
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- | `alternate_titles` | 87.5% | 875.0K |
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- | `description` | 56.2% | 562.5K |
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- | `homepage_url` | 53.1% | 531.2K |
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  ### Sources
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@@ -675,17 +675,17 @@ Journals, repositories, conferences, and ebook platforms with ISSN, DOAJ status,
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  | Field | Fill rate | Est. records |
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  |---|---|---|
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- | `issn_l` | 61.4% | 614.3K |
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- | `issn` | 61.4% | 614.3K |
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- | `host_organization` | 25.7% | 257.1K |
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- | `host_organization_name` | 25.4% | 253.6K |
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- | `homepage_url` | 26.4% | 264.3K |
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- | `country_code` | 42.5% | 425.0K |
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- | `apc_usd` | 3.2% | 32.1K |
685
- | `alternate_titles` | 23.2% | 232.1K |
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- | `topics` | 92.9% | 928.6K |
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- | `counts_by_year` | 93.2% | 932.1K |
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- | `created_date` | 93.2% | 932.1K |
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  ### Institutions
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@@ -722,13 +722,13 @@ Universities, research centers, companies, and government bodies with ROR IDs an
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  | Field | Fill rate | Est. records |
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  |---|---|---|
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- | `country_code` | 94.2% | 942.1K |
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- | `homepage_url` | 99.2% | 991.7K |
727
- | `image_url` | 10.7% | 107.4K |
728
- | `geo_region` | 38.0% | 380.2K |
729
- | `associated_institutions` | 32.2% | 322.3K |
730
- | `topics` | 88.4% | 884.3K |
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- | `counts_by_year` | 86.8% | 867.8K |
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  ### Authors
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@@ -754,6 +754,17 @@ Researchers with ORCID IDs, h-index, affiliations, and publication statistics.
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  | `created_date` | string |
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  | `updated_date` | string |
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  ### Works
758
 
759
  Scholarly works (articles, books, datasets) with citations, DOIs, topics, authorships, and open access status.
 
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  # OpenAlex: Complete Academic Research Database
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+ The world's scholarly research catalog, converted to analysis-ready Parquet. 114.1M records across 7 entity types.
359
 
360
  ## Table of Contents
361
 
 
373
 
374
  [OpenAlex](https://openalex.org) is a free, open catalog of the global research system: papers, authors, institutions, journals, topics, publishers, and funders. It's maintained by [OurResearch](https://ourresearch.org/) as the open replacement for the discontinued Microsoft Academic Graph. The index currently covers over 250 million scholarly works with full citation networks, authorship chains, institutional affiliations, and topic classifications.
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+ This dataset is a straight conversion of the [OpenAlex snapshot](https://docs.openalex.org/download-all-data/openalex-snapshot) (2026-04) from gzipped JSON Lines into sharded, ZSTD-compressed Parquet. **114.1M total records** split into files of up to 1 million rows each. You can query it directly with DuckDB (no download needed), stream it with the `datasets` library, or pull specific entities with `huggingface_hub`.
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  ### File layout
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  | Entity | Records | What's in it |
516
  |---|---|---|
517
+ | **Topics** | 4.5K | Research topics with hierarchical classification (domain → field → subfield → topic) |
518
+ | **Publishers** | 10.7K | Academic publishers with hierarchy levels and country information |
519
+ | **Funders** | 32.4K | Research funding organizations with award counts and cross-references |
520
+ | **Sources** | 280.7K | Journals, repositories, conferences, and ebook platforms with ISSN, DOAJ status, and APC pricing |
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+ | **Institutions** | 121.5K | Universities, research centers, companies, and government bodies with ROR IDs and geolocation |
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+ | **Authors** | 113.6M | Researchers with ORCID IDs, h-index, affiliations, and publication statistics |
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  | **Works** | n/a | Scholarly works (articles, books, datasets) with citations, DOIs, topics, authorships, and open access status |
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  ## How entities connect
 
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  | Field | Fill rate | Est. records |
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  |---|---|---|
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+ | `alternate_titles` | 10.0% | 1.1K |
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  | `parent_publisher` | 0.0% | 0 |
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+ | `country_codes` | 90.0% | 9.6K |
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+ | `homepage_url` | 80.0% | 8.6K |
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+ | `counts_by_year` | 90.0% | 9.6K |
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  ### Funders
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  | Field | Fill rate | Est. records |
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  |---|---|---|
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+ | `alternate_titles` | 87.5% | 28.4K |
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+ | `description` | 56.2% | 18.2K |
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+ | `homepage_url` | 53.1% | 17.2K |
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  ### Sources
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  | Field | Fill rate | Est. records |
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  |---|---|---|
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+ | `issn_l` | 61.4% | 172.4K |
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+ | `issn` | 61.4% | 172.4K |
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+ | `host_organization` | 25.7% | 72.2K |
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+ | `host_organization_name` | 25.4% | 71.2K |
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+ | `homepage_url` | 26.4% | 74.2K |
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+ | `country_code` | 42.5% | 119.3K |
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+ | `apc_usd` | 3.2% | 9.0K |
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+ | `alternate_titles` | 23.2% | 65.2K |
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+ | `topics` | 92.9% | 260.6K |
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+ | `counts_by_year` | 93.2% | 261.6K |
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+ | `created_date` | 93.2% | 261.6K |
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  ### Institutions
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  | Field | Fill rate | Est. records |
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  |---|---|---|
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+ | `country_code` | 94.2% | 114.5K |
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+ | `homepage_url` | 99.2% | 120.5K |
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+ | `image_url` | 10.7% | 13.1K |
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+ | `geo_region` | 38.0% | 46.2K |
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+ | `associated_institutions` | 32.2% | 39.2K |
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+ | `topics` | 88.4% | 107.5K |
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+ | `counts_by_year` | 86.8% | 105.4K |
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  ### Authors
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  | `created_date` | string |
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  | `updated_date` | string |
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+ **Data completeness** (fields below 100%):
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+
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+ | Field | Fill rate | Est. records |
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+ |---|---|---|
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+ | `orcid` | 7.1% | 8.0M |
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+ | `affiliations` | 44.5% | 50.6M |
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+ | `last_known_institutions` | 39.4% | 44.7M |
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+ | `topics` | 97.2% | 110.5M |
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+ | `topic_share` | 97.2% | 110.5M |
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+ | `counts_by_year` | 99.6% | 113.2M |
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+
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  ### Works
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  Scholarly works (articles, books, datasets) with citations, DOIs, topics, authorships, and open access status.
stats.csv CHANGED
@@ -1,7 +1,7 @@
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  entity_type,display_name,records,shards,total_bytes,dur_s,committed_at
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- authors,Authors,60000000,60,0,0,2026-04-03T16:25:50Z
3
- funders,Funders,1000000,1,0,0,2026-04-03T16:25:50Z
4
- institutions,Institutions,1000000,1,0,0,2026-04-03T16:25:50Z
5
- publishers,Publishers,1000000,1,0,0,2026-04-03T16:25:50Z
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- sources,Sources,1000000,1,0,0,2026-04-03T16:25:50Z
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- topics,Topics,1000000,1,0,0,2026-04-03T16:25:50Z
 
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  entity_type,display_name,records,shards,total_bytes,dur_s,committed_at
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+ authors,Authors,113641286,96,0,0,2026-04-04T11:00:14Z
3
+ funders,Funders,32437,1,0,0,2026-04-04T11:00:14Z
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+ institutions,Institutions,121512,1,0,0,2026-04-04T11:00:14Z
5
+ publishers,Publishers,10703,1,0,0,2026-04-04T11:00:14Z
6
+ sources,Sources,280687,1,0,0,2026-04-04T11:00:14Z
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+ topics,Topics,4516,1,0,0,2026-04-04T11:00:14Z