The gap-radar. Global averages hide sub-population gaps — slicing every metric by data-source cohort is the lens that caught the 12.9M minted-entity classification hole. red = low, amber = partial, green = healthy.
| Cohort | Entities | P31 | Classified | Named | Descr | Slug | Embed | PViews | Prog | Image |
|---|---|---|---|---|---|---|---|---|---|---|
| openalex | 41,066,832 | 98.4% | 0.0% | 100.0% | 7.8% | 100.0% | 7.8% | 0.0% | 12.7% | 0.0% |
| wikidata_bulk | 40,556,244 | 97.4% | 97.4% | 100.0% | 80.8% | 100.0% | 100.0% | 30.1% | 99.9% | 0.4% |
| musicbrainz | 9,600,081 | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 0.0% | 100.0% | 0.0% |
| mx_denue | 5,530,966 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.3% | 0.0% |
| companies_house | 5,489,949 | 100.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 24.8% | 0.0% |
| asic_companies | 4,013,298 | 0.7% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.3% | 0.0% |
| gleif | 3,321,025 | 100.0% | 84.1% | 100.0% | 100.0% | 100.0% | 84.1% | 0.0% | 91.1% | 0.0% |
| ro_onrc | 2,690,642 | 98.9% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.3% | 0.0% |
| ua_edr | 1,877,635 | 1.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.4% | 0.0% |
| canada_federal_corporations | 1,498,931 | 100.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 24.7% | 0.0% |
| cl_res | 1,240,468 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.4% | 0.0% |
| sos_ct | 1,219,585 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.3% | 0.0% |
| ar_rns | 1,193,656 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.4% | 0.0% |
| sg_acra | 1,074,561 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 6.4% | 0.0% |
| cz_res | 916,275 | 74.4% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 9.1% | 0.0% |
| shop_products | 829,867 | 100.0% | 100.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.1% | 0.0% |
| ie_cro | 823,068 | 0.2% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 9.0% | 0.0% |
| sk_rpo | 621,744 | 83.7% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.3% | 0.0% |
| ch_zefix | 597,425 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.4% | 0.0% |
| cy_drcor | 485,952 | 99.2% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.4% | 0.0% |
| fsa_fhrs | 415,342 | 2.6% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 8.9% | 0.0% |
| lv_ur | 394,599 | 86.3% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 16.0% | 0.0% |
| usda | 389,001 | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 0.0% | 100.0% | 0.0% |
| lt_jar | 375,048 | 0.4% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.4% | 0.0% |
| openfda | 336,573 | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 0.0% | 94.5% | 0.0% |
| clinicaltrials | 265,171 | 100.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 24.8% | 0.0% |
| historic_england_nhle | 227,260 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 24.8% | 0.0% |
| eu_cordis | 210,971 | 65.2% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 33.1% | 0.0% |
| mt_mbr | 115,743 | 54.3% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 5.4% | 0.0% |
| oss_kb | 91,161 | 100.0% | 100.0% | 100.0% | 46.8% | 100.0% | 0.0% | 0.0% | 5.0% | 0.0% |
| iccd_immobili | 65,474 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 24.7% | 0.0% |
| nhtsa | 42,794 | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 0.0% | 100.0% | 0.0% |
| worldbank_projects | 28,172 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 25.1% | 0.0% |
| gem_wind_power | 26,469 | 2.3% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 24.7% | 0.0% |
| oscr | 24,734 | 0.6% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 26.0% | 0.0% |
| github | 18,239 | 100.0% | 0.0% | 100.0% | 100.0% | 100.0% | 100.0% | 0.0% | 100.0% | 0.0% |
| eia_860 | 15,905 | 70.6% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 24.4% | 0.0% |
| eu_transparency_register | 13,321 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 25.5% | 0.0% |
| huggingface | 13,124 | 100.0% | 0.0% | 100.0% | 100.0% | 100.0% | 100.0% | 0.0% | 100.0% | 0.0% |
| gem_hydropower | 6,454 | 100.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 24.8% | 0.0% |
| annuaire_education | 6,118 | 24.6% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 33.3% | 0.0% |
| eurlex | 5,231 | 100.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 44.6% | 0.0% |
| gem_oil_gas_plants | 4,650 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 26.4% | 0.0% |
| gem_coal_plants | 4,162 | 100.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 25.1% | 0.0% |
| sec | 3,810 | 9.3% | 100.0% | 100.0% | 100.0% | 100.0% | 98.1% | 0.0% | 63.2% | 0.0% |
| college_scorecard | 2,579 | 24.9% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 28.3% | 0.0% |
| ni_hed | 1,424 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 30.0% | 0.0% |
| gvp_votw | 1,198 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 33.0% | 0.0% |
| 4ort.shop | 1,058 | 100.0% | 0.0% | 100.0% | 0.1% | 100.0% | 0.0% | 0.0% | 44.9% | 0.0% |
| npu_pamatky | 1,035 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 33.1% | 0.0% |
| nz_schools | 420 | 92.1% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 90.7% | 0.0% |
| gem_geothermal | 388 | 0.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 43.6% | 0.0% |
| gem_nuclear_power | 305 | 100.0% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 45.9% | 0.0% |
| nps_units | 24 | 79.2% | 0.0% | 100.0% | 0.0% | 100.0% | 0.0% | 0.0% | 100.0% | 0.0% |
Non-zero = a gap to fix. Catches structural surprises before they're stumbled on.
| Check | Violations | Status |
|---|---|---|
| Minted CC0 entities not field-classified (need a resolvable P31 Q-id) | 73,114,852 | 🔴 fix |
| Has P31 but unclassified — flat value, not a resolvable Q-id | 53,196,185 | 🔴 fix |
| Field-classified yet no P31 (consistency check) | 3,457 | 🔴 fix |
| Named entities with no slug → unreachable pages | 1,679 | 🔴 fix |
| Has a Wikidata P18 image claim but no stored image_url | 5,502,430 | ℹ️ info |
| Entities with no name | 0 | ✅ ok |
Two kinds: creators (added new entity rows) and augmenters (attached fields/tables to existing entities). All currently CC0 or public-domain unless tagged.
| Source | License | Entities created |
|---|
| Source | License | Entities enriched |
|---|
How stale is each data stream right now. Pageview hourly lags Wikimedia's publish window (typically 3-5h behind real time); rollups settle into the daily/monthly tiers nightly.
Percentage of the realistic ceiling for each field — i.e. how close we are to what's actually achievable. Image coverage isn't “X of 28.8M” (most entities never had a Wikidata image), it's “X of entities that can have an image”. Hover any row for the absolute number.
External assets we should be self-hosting. Each one = performance hit, privacy/GDPR risk, and policy violation territory.
Row counts for related tables. Bigger isn't always better — depends on what each table represents.