affiliations-overlap / stats /datacite_affiliation_usage.md
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DataCite affiliation usage distributions

Category DOI-affiliation pair totals are sums of per-affiliation DOI counts.

An occurrence count is the number of normalized DataCite occurrences for an affiliation. DOI count is the number of distinct DOI-affiliation pairs for an affiliation. The raw affiliation count is the number of pre-normalization affiliation rows represented by an affiliation.

individual DOI prevalence = datacite_doi_count / total_distinct_datacite_dois

Category DOI-affiliation pair totals are not mutually exclusive unique DOI populations.

Distribution percentiles use DuckDB quantile_cont with Type 7 continuous interpolation.

Category totals and shares

Category Affiliations Affiliation share Occurrences Occurrence share DOI-affiliation pairs Pair share
datacite_only 1194519 0.784955 15082454 0.0450779 9638578 0.0861094
overlap 327249 0.215045 319503881 0.954922 102295462 0.913891

Occurrence count distribution summaries

Category Minimum Mean Median p75 p90 p95 p99 Maximum
datacite_only 1 12.6264 2 5 12 23 92 649388
overlap 1 976.333 4 14 55 161 1420.52 178348948

DOI count distribution summaries

Category Minimum Mean Median p75 p90 p95 p99 Maximum
datacite_only 1 8.069 2 3 8 16 65 176161
overlap 1 312.592 2 8 33 92 689 41649276

Raw affiliation count distribution summaries

Category Minimum Mean Median p75 p90 p95 p99 Maximum
datacite_only 1 1.06089 1 1 1 2 2 20
overlap 1 1.26594 1 1 2 2 4 46

Full-population concentration

Occurrences and DOI-affiliation pairs are ranked separately. Boundary ties use normalized-affiliation ascending order and do not expand a requested row count.

Measure Requested rows Selected rows Cumulative count Population share
Occurrences 1 1 178348948 0.533043
Occurrences 2 2 275211083 0.822541
Occurrences 10 10 285951202 0.854641
Occurrences 100 100 295095438 0.881971
DOI-affiliation pairs 1 1 41649276 0.372088
DOI-affiliation pairs 2 2 83298500 0.744175
DOI-affiliation pairs 10 10 86039159 0.768659
DOI-affiliation pairs 100 100 90695652 0.81026

No-NIFS sensitivity

This view excludes only DOI prefix 10.57451; category membership remains based on global Crossref overlap.

Category Affiliations Affiliation share Occurrences Occurrence share DOI-affiliation pairs Pair share
datacite_only 1194519 0.784955 15082454 0.254682 9638578 0.338423
overlap 327248 0.215045 44138182 0.745318 18842263 0.661577

No-NIFS occurrence count distribution summaries

Category Minimum Mean Median p75 p90 p95 p99 Maximum
datacite_only 1 12.6264 2 5 12 23 92 649388
overlap 1 134.877 4 14 55 161 1419.53 4063817

No-NIFS DOI-affiliation pair count distribution summaries

Category Minimum Mean Median p75 p90 p95 p99 Maximum
datacite_only 1 8.069 2 3 8 16 65 176161
overlap 1 57.5779 2 8 33 92 689 610513

No-NIFS raw affiliation count distribution summaries

Category Minimum Mean Median p75 p90 p95 p99 Maximum
datacite_only 1 1.06089 1 1 1 2 2 20
overlap 1 1.26594 1 1 2 2 4 46

No-NIFS concentration

Measure Requested rows Selected rows Cumulative count Population share
Occurrences 1 1 4063817 0.0686216
Occurrences 2 2 6535456 0.110358
Occurrences 10 10 11359062 0.191809
Occurrences 100 100 19892142 0.335899
DOI-affiliation pairs 1 1 610513 0.0214359
DOI-affiliation pairs 2 2 1197272 0.0420378
DOI-affiliation pairs 10 10 3017319 0.105942
DOI-affiliation pairs 100 100 7314484 0.256821

Excluded population

Measure Count
Occurrences 275365699
DOI-affiliation pairs 83453199
Valid ROR-assigned occurrences 275365699
Invalid explicit ROR-assigned occurrences 0
Valid ROR-assigned DOI-affiliation pairs 83453199
Invalid explicit ROR-assigned DOI-affiliation pairs 0
Distinct DOI population 41649224
Normalized affiliations touched 4
normalized affiliation removed entirely 1

Per-prefix overlap summaries

Quantiles treat each DOI prefix as one observation; weighted means use the corresponding occurrence or DOI-affiliation-pair denominator.

Rate Prefixes Minimum p25 Median p75 Maximum Weighted mean
Occurrence overlap 2865 0 0.5 0.93593 1 1 0.954922
DOI-affiliation-pair overlap 2865 0 0.499085 0.914894 1 1 0.913891

ROR assignment coverage

Only explicit valid canonical ROR IDs are ranked. Invalid explicit assignments remain in coverage counts.

Measure Full population No-NIFS
Exact affiliations with a valid canonical ROR ID 71311 71310
Normalized affiliations with a valid canonical ROR ID 68644 68643
Valid ROR-assigned occurrences 294617048 19251349
Valid ROR-assigned occurrence share 0.880541 0.325078
Valid ROR-assigned DOI-affiliation pairs 90873572 7420373
Valid ROR-assigned DOI-affiliation-pair share 0.811849 0.260539
Invalid explicit ROR-assigned occurrences 14017 14017
Invalid explicit ROR-assigned occurrence share 4.18935e-05 0.000236691
Invalid explicit ROR-assigned DOI-affiliation pairs 8085 8085
Invalid explicit ROR-assigned DOI-affiliation-pair share 7.223e-05 0.000283875
Valid canonical ROR IDs 40595 40595

Most common explicit ROR IDs

The tables show the first 20 of the 100 retained JSON ranking rows. ROR DOI support counts distinct DOIs and can sum above valid-assigned DOI-affiliation pairs when one pair has different IDs across occurrences.

By occurrence support

By distinct DOI support

No-NIFS by occurrence support

No-NIFS by distinct DOI support