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normalized
stringlengths
1
22.5k
total_count
int64
1
79.9M
affiliations
listlengths
1
27
providers
dict
clients
dict
national institute for fusion science
79,875,112
[ { "affiliation": "National Institute for Fusion Science", "occurrences": 79875112 } ]
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
national institute for fusion science nifs
53,480,209
[ { "affiliation": "National Institute for Fusion Science (NIFS)", "occurrences": 53480209 } ]
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
leibniz institute dsmz german collection of microorganisms and cell cultures
3,687,308
[{"affiliation":"Leibniz Institute DSMZ - German Collection of Microorganisms and Cell Cultures","oc(...TRUNCATED)
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
pacific northwest national laboratory
1,960,331
[{"affiliation":"Pacific Northwest National Laboratory","occurrences":1960328},{"affiliation":"(Paci(...TRUNCATED)
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
environmental molecular sciences laboratory
1,157,763
[ { "affiliation": "Environmental Molecular Sciences Laboratory", "occurrences": 1157763 } ]
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
leibniz institute of plant genetics and crop plant research ipk gatersleben
419,417
[{"affiliation":"Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) Gatersleben","occ(...TRUNCATED)
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
california institute of technology joint center for artificial photosynthesis
313,344
[{"affiliation":"California Institute of Technology Joint Center for Artificial Photosynthesis","occ(...TRUNCATED)
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
university of texas at austin
306,252
[{"affiliation":"(University of Texas at Austin)","occurrences":298622},{"affiliation":"University o(...TRUNCATED)
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
geus
277,478
[{"affiliation":"(GEUS)","occurrences":277330},{"affiliation":"GEUS","occurrences":139},{"affiliatio(...TRUNCATED)
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
archeologicky ustav av cr praha vvi
236,023
[ { "affiliation": "Archeologický ústav AV ČR, Praha, v.v.i.", "occurrences": 236023 } ]
{"counts":{"aaay":null,"aacs":null,"aad":null,"aau":null,"abpu":null,"acjp":null,"acu":null,"ada":nu(...TRUNCATED)
{"counts":{"aaay.eadccn":null,"aacs.tsgzkk":null,"aad.repo":null,"aau.mj":null,"aau.netlibrary":null(...TRUNCATED)
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YAML Metadata Warning: The task_categories "data-analysis" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

DataCite Normalized Affiliation Distribution

Summary

normalized_distribution.json contains one JSON object per normalized affiliation string. It aggregates the total occurrence count, a ranked list of the raw affiliation strings that collapse into the normalized form, and the provider/client entities that asserted them. This dataset is derived from the August 2025 DataCite creator/contributor export.

Structure

{
  "normalized": "example university",
  "total_count": 314,
  "affiliations": [
    {"affiliation": "Example University", "occurrences": 300},
    {"affiliation": "Example Univ.", "occurrences": 14}
  ],
  "providers": {"unique_total": 5, "counts": {"tib.example": 200, "cdr.sample": 114}},
  "clients": {"unique_total": 4, "counts": {"example.client": 314}}
}

Fields

  • normalized (string): normalized ASCII/whitespace-stripped token.
  • total_count (int): total occurrences across the snapshot.
  • affiliations (array): ranked list of raw affiliation strings and their counts.
  • providers / clients (object): unique_total plus per-ID counts.
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