Coffea -- Columnar Object Framework For Effective Analysis Article Swipe
N. Smith
,
L. Gray
,
M. Cremonesi
,
B. Jayatilaka
,
O. Gutsche
,
Allison Hall
,
D. S. Lemos
,
Manuel Acosta
,
J. D. Ruiz Alvarez
,
Belforte, Stefano
,
J. Pivarski
·
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2008.12712
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2008.12712
The coffea framework provides a new approach to High-Energy Physics analysis, via columnar operations, that improves time-to-insight, scalability, portability, and reproducibility of analysis. It is implemented with the Python programming language, the scientific python package ecosystem, and commodity big data technologies. To achieve this suite of improvements across many use cases, coffea takes a factorized approach, separating the analysis implementation and data delivery scheme. All analysis operations are implemented using the NumPy or awkward-array packages which are wrapped to yield user code whose purpose is quickly intuited. Various data delivery schemes are wrapped into a common front-end which accepts user inputs and code, and returns user defined outputs. We will discuss our experience in implementing analysis of CMS data using the coffea framework along with a discussion of the user experience and future directions.
Related Topics
Metadata
- Type
- article
- Language
- en
- https://www.epj-conferences.org/10.1051/epjconf/202024506012/pdf
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4287684231
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4287684231Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2008.12712Digital Object Identifier
- Title
-
Coffea -- Columnar Object Framework For Effective AnalysisWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2020Year of publication
- Publication date
-
2020-08-28Full publication date if available
- Authors
-
N. Smith, L. Gray, M. Cremonesi, B. Jayatilaka, O. Gutsche, Allison Hall, D. S. Lemos, Manuel Acosta, J. D. Ruiz Alvarez, Belforte, Stefano, J. PivarskiList of authors in order
- PDF URL
-
https://www.epj-conferences.org/10.1051/epjconf/202024506012/pdfDirect link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://www.epj-conferences.org/10.1051/epjconf/202024506012/pdfDirect OA link when available
- Concepts
-
Computer science, Object (grammar), Coffea arabica, Artificial intelligence, Botany, BiologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4287684231 |
|---|---|
| doi | https://doi.org/10.48550/arxiv.2008.12712 |
| ids.doi | https://doi.org/10.48550/arxiv.2008.12712 |
| ids.openalex | https://openalex.org/W4287684231 |
| fwci | 0.0 |
| type | article |
| title | Coffea -- Columnar Object Framework For Effective Analysis |
| biblio.issue | |
| biblio.volume | |
| biblio.last_page | |
| biblio.first_page | |
| topics[0].id | https://openalex.org/T13497 |
| topics[0].field.id | https://openalex.org/fields/12 |
| topics[0].field.display_name | Arts and Humanities |
| topics[0].score | 0.9879000186920166 |
| topics[0].domain.id | https://openalex.org/domains/2 |
| topics[0].domain.display_name | Social Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/1211 |
| topics[0].subfield.display_name | Philosophy |
| topics[0].display_name | Hermeneutics and Narrative Identity |
| topics[1].id | https://openalex.org/T13695 |
| topics[1].field.id | https://openalex.org/fields/36 |
| topics[1].field.display_name | Health Professions |
| topics[1].score | 0.9749000072479248 |
| topics[1].domain.id | https://openalex.org/domains/4 |
| topics[1].domain.display_name | Health Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/3600 |
| topics[1].subfield.display_name | General Health Professions |
| topics[1].display_name | Aging, Elder Care, and Social Issues |
| topics[2].id | https://openalex.org/T13099 |
| topics[2].field.id | https://openalex.org/fields/36 |
| topics[2].field.display_name | Health Professions |
| topics[2].score | 0.95660001039505 |
| topics[2].domain.id | https://openalex.org/domains/4 |
| topics[2].domain.display_name | Health Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/3600 |
| topics[2].subfield.display_name | General Health Professions |
| topics[2].display_name | Health, Medicine and Society |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C41008148 |
| concepts[0].level | 0 |
| concepts[0].score | 0.5722302794456482 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[0].display_name | Computer science |
| concepts[1].id | https://openalex.org/C2781238097 |
| concepts[1].level | 2 |
| concepts[1].score | 0.5289573669433594 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q175026 |
| concepts[1].display_name | Object (grammar) |
| concepts[2].id | https://openalex.org/C2993298077 |
| concepts[2].level | 2 |
| concepts[2].score | 0.4756819009780884 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q47685 |
| concepts[2].display_name | Coffea arabica |
| concepts[3].id | https://openalex.org/C154945302 |
| concepts[3].level | 1 |
| concepts[3].score | 0.22801968455314636 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q11660 |
| concepts[3].display_name | Artificial intelligence |
| concepts[4].id | https://openalex.org/C59822182 |
| concepts[4].level | 1 |
| concepts[4].score | 0.10732096433639526 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q441 |
| concepts[4].display_name | Botany |
| concepts[5].id | https://openalex.org/C86803240 |
| concepts[5].level | 0 |
| concepts[5].score | 0.09470570087432861 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q420 |
| concepts[5].display_name | Biology |
| keywords[0].id | https://openalex.org/keywords/computer-science |
| keywords[0].score | 0.5722302794456482 |
| keywords[0].display_name | Computer science |
| keywords[1].id | https://openalex.org/keywords/object |
| keywords[1].score | 0.5289573669433594 |
| keywords[1].display_name | Object (grammar) |
| keywords[2].id | https://openalex.org/keywords/coffea-arabica |
| keywords[2].score | 0.4756819009780884 |
| keywords[2].display_name | Coffea arabica |
| keywords[3].id | https://openalex.org/keywords/artificial-intelligence |
| keywords[3].score | 0.22801968455314636 |
| keywords[3].display_name | Artificial intelligence |
| keywords[4].id | https://openalex.org/keywords/botany |
| keywords[4].score | 0.10732096433639526 |
| keywords[4].display_name | Botany |
| keywords[5].id | https://openalex.org/keywords/biology |
| keywords[5].score | 0.09470570087432861 |
| keywords[5].display_name | Biology |
| language | en |
| locations[0].id | pmh:oai:edpsciences.org:dkey/10.1051/epjconf/202024506012 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4306400744 |
| locations[0].source.issn | |
| locations[0].source.type | repository |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | |
| locations[0].source.is_core | False |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Springer Link (Chiba Institute of Technology) |
| locations[0].source.host_organization | https://openalex.org/I8488066 |
| locations[0].source.host_organization_name | Chiba Institute of Technology |
| locations[0].source.host_organization_lineage | https://openalex.org/I8488066 |
| locations[0].license | |
| locations[0].pdf_url | https://www.epj-conferences.org/10.1051/epjconf/202024506012/pdf |
| locations[0].version | submittedVersion |
| locations[0].raw_type | Text |
| locations[0].license_id | |
| locations[0].is_accepted | False |
| locations[0].is_published | False |
| locations[0].raw_source_name | https://doi.org/10.1051/epjconf/202024506012 |
| locations[0].landing_page_url | |
| locations[1].id | pmh:oai:osti.gov:1706163 |
| locations[1].is_oa | True |
| locations[1].source.id | https://openalex.org/S4306402487 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) |
| locations[1].source.host_organization | https://openalex.org/I139351228 |
| locations[1].source.host_organization_name | Office of Scientific and Technical Information |
| locations[1].source.host_organization_lineage | https://openalex.org/I139351228 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | submittedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | False |
| locations[1].is_published | False |
| locations[1].raw_source_name | |
| locations[1].landing_page_url | https://www.osti.gov/biblio/1706163 |
| locations[2].id | doi:10.48550/arxiv.2008.12712 |
| locations[2].is_oa | True |
| locations[2].source.id | https://openalex.org/S4306400194 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | True |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | arXiv (Cornell University) |
| locations[2].source.host_organization | https://openalex.org/I205783295 |
| locations[2].source.host_organization_name | Cornell University |
| locations[2].source.host_organization_lineage | https://openalex.org/I205783295 |
| locations[2].license | |
| locations[2].pdf_url | |
| locations[2].version | |
| locations[2].raw_type | article-journal |
| locations[2].license_id | |
| locations[2].is_accepted | False |
| locations[2].is_published | |
| locations[2].raw_source_name | |
| locations[2].landing_page_url | https://doi.org/10.48550/arxiv.2008.12712 |
| indexed_in | datacite |
| authorships[0].author.id | https://openalex.org/A5076694868 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-5136-861X |
| authorships[0].author.display_name | N. Smith |
| authorships[0].countries | US |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I1314696892 |
| authorships[0].affiliations[0].raw_affiliation_string | Fermilab |
| authorships[0].institutions[0].id | https://openalex.org/I1314696892 |
| authorships[0].institutions[0].ror | https://ror.org/020hgte69 |
| authorships[0].institutions[0].type | facility |
| authorships[0].institutions[0].lineage | https://openalex.org/I1314696892, https://openalex.org/I1330989302, https://openalex.org/I39565521, https://openalex.org/I4210114836 |
| authorships[0].institutions[0].country_code | US |
| authorships[0].institutions[0].display_name | Fermi National Accelerator Laboratory |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Smith, Nicholas |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | Fermilab |
| authorships[1].author.id | https://openalex.org/A5107830364 |
| authorships[1].author.orcid | |
| authorships[1].author.display_name | L. Gray |
| authorships[1].countries | US |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I1314696892 |
| authorships[1].affiliations[0].raw_affiliation_string | Fermilab |
| authorships[1].institutions[0].id | https://openalex.org/I1314696892 |
| authorships[1].institutions[0].ror | https://ror.org/020hgte69 |
| authorships[1].institutions[0].type | facility |
| authorships[1].institutions[0].lineage | https://openalex.org/I1314696892, https://openalex.org/I1330989302, https://openalex.org/I39565521, https://openalex.org/I4210114836 |
| authorships[1].institutions[0].country_code | US |
| authorships[1].institutions[0].display_name | Fermi National Accelerator Laboratory |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Gray, Lindsey |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Fermilab |
| authorships[2].author.id | https://openalex.org/A5060199873 |
| authorships[2].author.orcid | https://orcid.org/0000-0002-7605-3243 |
| authorships[2].author.display_name | M. Cremonesi |
| authorships[2].countries | US |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I1314696892 |
| authorships[2].affiliations[0].raw_affiliation_string | Fermilab |
| authorships[2].institutions[0].id | https://openalex.org/I1314696892 |
| authorships[2].institutions[0].ror | https://ror.org/020hgte69 |
| authorships[2].institutions[0].type | facility |
| authorships[2].institutions[0].lineage | https://openalex.org/I1314696892, https://openalex.org/I1330989302, https://openalex.org/I39565521, https://openalex.org/I4210114836 |
| authorships[2].institutions[0].country_code | US |
| authorships[2].institutions[0].display_name | Fermi National Accelerator Laboratory |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Cremonesi, Matteo |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Fermilab |
| authorships[3].author.id | https://openalex.org/A5044094870 |
| authorships[3].author.orcid | |
| authorships[3].author.display_name | B. Jayatilaka |
| authorships[3].countries | US |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I1314696892 |
| authorships[3].affiliations[0].raw_affiliation_string | Fermilab |
| authorships[3].institutions[0].id | https://openalex.org/I1314696892 |
| authorships[3].institutions[0].ror | https://ror.org/020hgte69 |
| authorships[3].institutions[0].type | facility |
| authorships[3].institutions[0].lineage | https://openalex.org/I1314696892, https://openalex.org/I1330989302, https://openalex.org/I39565521, https://openalex.org/I4210114836 |
| authorships[3].institutions[0].country_code | US |
| authorships[3].institutions[0].display_name | Fermi National Accelerator Laboratory |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Jayatilaka, Bo |
| authorships[3].is_corresponding | False |
| authorships[3].raw_affiliation_strings | Fermilab |
| authorships[4].author.id | https://openalex.org/A5101728612 |
| authorships[4].author.orcid | |
| authorships[4].author.display_name | O. Gutsche |
| authorships[4].countries | US |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I1314696892 |
| authorships[4].affiliations[0].raw_affiliation_string | Fermilab |
| authorships[4].institutions[0].id | https://openalex.org/I1314696892 |
| authorships[4].institutions[0].ror | https://ror.org/020hgte69 |
| authorships[4].institutions[0].type | facility |
| authorships[4].institutions[0].lineage | https://openalex.org/I1314696892, https://openalex.org/I1330989302, https://openalex.org/I39565521, https://openalex.org/I4210114836 |
| authorships[4].institutions[0].country_code | US |
| authorships[4].institutions[0].display_name | Fermi National Accelerator Laboratory |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Gutsche, Oliver |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | Fermilab |
| authorships[5].author.id | https://openalex.org/A5014705981 |
| authorships[5].author.orcid | |
| authorships[5].author.display_name | Allison Hall |
| authorships[5].countries | US |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I1314696892 |
| authorships[5].affiliations[0].raw_affiliation_string | Fermilab |
| authorships[5].institutions[0].id | https://openalex.org/I1314696892 |
| authorships[5].institutions[0].ror | https://ror.org/020hgte69 |
| authorships[5].institutions[0].type | facility |
| authorships[5].institutions[0].lineage | https://openalex.org/I1314696892, https://openalex.org/I1330989302, https://openalex.org/I39565521, https://openalex.org/I4210114836 |
| authorships[5].institutions[0].country_code | US |
| authorships[5].institutions[0].display_name | Fermi National Accelerator Laboratory |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Hall, Allison |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | Fermilab |
| authorships[6].author.id | https://openalex.org/A5089203892 |
| authorships[6].author.orcid | |
| authorships[6].author.display_name | D. S. Lemos |
| authorships[6].countries | US |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I1314696892 |
| authorships[6].affiliations[0].raw_affiliation_string | Fermilab |
| authorships[6].institutions[0].id | https://openalex.org/I1314696892 |
| authorships[6].institutions[0].ror | https://ror.org/020hgte69 |
| authorships[6].institutions[0].type | facility |
| authorships[6].institutions[0].lineage | https://openalex.org/I1314696892, https://openalex.org/I1330989302, https://openalex.org/I39565521, https://openalex.org/I4210114836 |
| authorships[6].institutions[0].country_code | US |
| authorships[6].institutions[0].display_name | Fermi National Accelerator Laboratory |
| authorships[6].author_position | middle |
| authorships[6].raw_author_name | Pedro, Kevin |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | Fermilab |
| authorships[7].author.id | https://openalex.org/A5089479321 |
| authorships[7].author.orcid | https://orcid.org/0000-0002-9366-1400 |
| authorships[7].author.display_name | Manuel Acosta |
| authorships[7].countries | US |
| authorships[7].affiliations[0].institution_ids | https://openalex.org/I1314696892 |
| authorships[7].affiliations[0].raw_affiliation_string | Fermilab |
| authorships[7].institutions[0].id | https://openalex.org/I1314696892 |
| authorships[7].institutions[0].ror | https://ror.org/020hgte69 |
| authorships[7].institutions[0].type | facility |
| authorships[7].institutions[0].lineage | https://openalex.org/I1314696892, https://openalex.org/I1330989302, https://openalex.org/I39565521, https://openalex.org/I4210114836 |
| authorships[7].institutions[0].country_code | US |
| authorships[7].institutions[0].display_name | Fermi National Accelerator Laboratory |
| authorships[7].author_position | middle |
| authorships[7].raw_author_name | Acosta, Maria |
| authorships[7].is_corresponding | False |
| authorships[7].raw_affiliation_strings | Fermilab |
| authorships[8].author.id | https://openalex.org/A5011598788 |
| authorships[8].author.orcid | |
| authorships[8].author.display_name | J. D. Ruiz Alvarez |
| authorships[8].countries | US |
| authorships[8].affiliations[0].institution_ids | https://openalex.org/I200719446 |
| authorships[8].affiliations[0].raw_affiliation_string | Vanderbilt U. |
| authorships[8].institutions[0].id | https://openalex.org/I200719446 |
| authorships[8].institutions[0].ror | https://ror.org/02vm5rt34 |
| authorships[8].institutions[0].type | education |
| authorships[8].institutions[0].lineage | https://openalex.org/I200719446 |
| authorships[8].institutions[0].country_code | US |
| authorships[8].institutions[0].display_name | Vanderbilt University |
| authorships[8].author_position | middle |
| authorships[8].raw_author_name | Melo, Andrew |
| authorships[8].is_corresponding | False |
| authorships[8].raw_affiliation_strings | Vanderbilt U. |
| authorships[9].author.id | |
| authorships[9].author.orcid | |
| authorships[9].author.display_name | |
| authorships[9].countries | IT |
| authorships[9].affiliations[0].institution_ids | https://openalex.org/I4210151851 |
| authorships[9].affiliations[0].raw_affiliation_string | INFN, Trieste |
| authorships[9].institutions[0].id | https://openalex.org/I4210151851 |
| authorships[9].institutions[0].ror | https://ror.org/05j3snm48 |
| authorships[9].institutions[0].type | facility |
| authorships[9].institutions[0].lineage | https://openalex.org/I160013858, https://openalex.org/I4210151851 |
| authorships[9].institutions[0].country_code | IT |
| authorships[9].institutions[0].display_name | Istituto Nazionale di Fisica Nucleare, Sezione di Trieste |
| authorships[9].author_position | middle |
| authorships[9].raw_author_name | Belforte, Stefano |
| authorships[9].is_corresponding | False |
| authorships[9].raw_affiliation_strings | INFN, Trieste |
| authorships[10].author.id | https://openalex.org/A5024608882 |
| authorships[10].author.orcid | https://orcid.org/0000-0002-6649-343X |
| authorships[10].author.display_name | J. Pivarski |
| authorships[10].countries | US |
| authorships[10].affiliations[0].institution_ids | https://openalex.org/I20089843 |
| authorships[10].affiliations[0].raw_affiliation_string | Princeton U. |
| authorships[10].institutions[0].id | https://openalex.org/I20089843 |
| authorships[10].institutions[0].ror | https://ror.org/00hx57361 |
| authorships[10].institutions[0].type | education |
| authorships[10].institutions[0].lineage | https://openalex.org/I20089843 |
| authorships[10].institutions[0].country_code | US |
| authorships[10].institutions[0].display_name | Princeton University |
| authorships[10].author_position | last |
| authorships[10].raw_author_name | Pivarski, Jim |
| authorships[10].is_corresponding | False |
| authorships[10].raw_affiliation_strings | Princeton U. |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://www.epj-conferences.org/10.1051/epjconf/202024506012/pdf |
| open_access.oa_status | green |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Coffea -- Columnar Object Framework For Effective Analysis |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-06T06:51:31.235846 |
| primary_topic.id | https://openalex.org/T13497 |
| primary_topic.field.id | https://openalex.org/fields/12 |
| primary_topic.field.display_name | Arts and Humanities |
| primary_topic.score | 0.9879000186920166 |
| primary_topic.domain.id | https://openalex.org/domains/2 |
| primary_topic.domain.display_name | Social Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/1211 |
| primary_topic.subfield.display_name | Philosophy |
| primary_topic.display_name | Hermeneutics and Narrative Identity |
| related_works | https://openalex.org/W789711, https://openalex.org/W10473590, https://openalex.org/W13681796, https://openalex.org/W14879752, https://openalex.org/W1318345, https://openalex.org/W7981553, https://openalex.org/W520826, https://openalex.org/W7746136, https://openalex.org/W5796833, https://openalex.org/W5526711 |
| cited_by_count | 0 |
| locations_count | 3 |
| best_oa_location.id | pmh:oai:edpsciences.org:dkey/10.1051/epjconf/202024506012 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4306400744 |
| best_oa_location.source.issn | |
| best_oa_location.source.type | repository |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | |
| best_oa_location.source.is_core | False |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Springer Link (Chiba Institute of Technology) |
| best_oa_location.source.host_organization | https://openalex.org/I8488066 |
| best_oa_location.source.host_organization_name | Chiba Institute of Technology |
| best_oa_location.source.host_organization_lineage | https://openalex.org/I8488066 |
| best_oa_location.license | |
| best_oa_location.pdf_url | https://www.epj-conferences.org/10.1051/epjconf/202024506012/pdf |
| best_oa_location.version | submittedVersion |
| best_oa_location.raw_type | Text |
| best_oa_location.license_id | |
| best_oa_location.is_accepted | False |
| best_oa_location.is_published | False |
| best_oa_location.raw_source_name | https://doi.org/10.1051/epjconf/202024506012 |
| best_oa_location.landing_page_url | |
| primary_location.id | pmh:oai:edpsciences.org:dkey/10.1051/epjconf/202024506012 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4306400744 |
| primary_location.source.issn | |
| primary_location.source.type | repository |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | |
| primary_location.source.is_core | False |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Springer Link (Chiba Institute of Technology) |
| primary_location.source.host_organization | https://openalex.org/I8488066 |
| primary_location.source.host_organization_name | Chiba Institute of Technology |
| primary_location.source.host_organization_lineage | https://openalex.org/I8488066 |
| primary_location.license | |
| primary_location.pdf_url | https://www.epj-conferences.org/10.1051/epjconf/202024506012/pdf |
| primary_location.version | submittedVersion |
| primary_location.raw_type | Text |
| primary_location.license_id | |
| primary_location.is_accepted | False |
| primary_location.is_published | False |
| primary_location.raw_source_name | https://doi.org/10.1051/epjconf/202024506012 |
| primary_location.landing_page_url | |
| publication_date | 2020-08-28 |
| publication_year | 2020 |
| referenced_works_count | 0 |
| abstract_inverted_index.a | 4, 53, 94, 125 |
| abstract_inverted_index.It | 23 |
| abstract_inverted_index.To | 41 |
| abstract_inverted_index.We | 108 |
| abstract_inverted_index.in | 113 |
| abstract_inverted_index.is | 24, 84 |
| abstract_inverted_index.of | 21, 45, 116, 127 |
| abstract_inverted_index.or | 72 |
| abstract_inverted_index.to | 7, 78 |
| abstract_inverted_index.All | 64 |
| abstract_inverted_index.CMS | 117 |
| abstract_inverted_index.The | 0 |
| abstract_inverted_index.and | 19, 36, 60, 101, 103, 131 |
| abstract_inverted_index.are | 67, 76, 91 |
| abstract_inverted_index.big | 38 |
| abstract_inverted_index.new | 5 |
| abstract_inverted_index.our | 111 |
| abstract_inverted_index.the | 27, 31, 57, 70, 120, 128 |
| abstract_inverted_index.use | 49 |
| abstract_inverted_index.via | 11 |
| abstract_inverted_index.code | 81 |
| abstract_inverted_index.data | 39, 61, 88, 118 |
| abstract_inverted_index.into | 93 |
| abstract_inverted_index.many | 48 |
| abstract_inverted_index.that | 14 |
| abstract_inverted_index.this | 43 |
| abstract_inverted_index.user | 80, 99, 105, 129 |
| abstract_inverted_index.will | 109 |
| abstract_inverted_index.with | 26, 124 |
| abstract_inverted_index.NumPy | 71 |
| abstract_inverted_index.along | 123 |
| abstract_inverted_index.code, | 102 |
| abstract_inverted_index.suite | 44 |
| abstract_inverted_index.takes | 52 |
| abstract_inverted_index.using | 69, 119 |
| abstract_inverted_index.which | 75, 97 |
| abstract_inverted_index.whose | 82 |
| abstract_inverted_index.yield | 79 |
| abstract_inverted_index.Python | 28 |
| abstract_inverted_index.across | 47 |
| abstract_inverted_index.cases, | 50 |
| abstract_inverted_index.coffea | 1, 51, 121 |
| abstract_inverted_index.common | 95 |
| abstract_inverted_index.future | 132 |
| abstract_inverted_index.inputs | 100 |
| abstract_inverted_index.python | 33 |
| abstract_inverted_index.Physics | 9 |
| abstract_inverted_index.Various | 87 |
| abstract_inverted_index.accepts | 98 |
| abstract_inverted_index.achieve | 42 |
| abstract_inverted_index.defined | 106 |
| abstract_inverted_index.discuss | 110 |
| abstract_inverted_index.package | 34 |
| abstract_inverted_index.purpose | 83 |
| abstract_inverted_index.quickly | 85 |
| abstract_inverted_index.returns | 104 |
| abstract_inverted_index.scheme. | 63 |
| abstract_inverted_index.schemes | 90 |
| abstract_inverted_index.wrapped | 77, 92 |
| abstract_inverted_index.analysis | 58, 65, 115 |
| abstract_inverted_index.approach | 6 |
| abstract_inverted_index.columnar | 12 |
| abstract_inverted_index.delivery | 62, 89 |
| abstract_inverted_index.improves | 15 |
| abstract_inverted_index.outputs. | 107 |
| abstract_inverted_index.packages | 74 |
| abstract_inverted_index.provides | 3 |
| abstract_inverted_index.analysis, | 10 |
| abstract_inverted_index.analysis. | 22 |
| abstract_inverted_index.approach, | 55 |
| abstract_inverted_index.commodity | 37 |
| abstract_inverted_index.framework | 2, 122 |
| abstract_inverted_index.front-end | 96 |
| abstract_inverted_index.intuited. | 86 |
| abstract_inverted_index.language, | 30 |
| abstract_inverted_index.discussion | 126 |
| abstract_inverted_index.ecosystem, | 35 |
| abstract_inverted_index.experience | 112, 130 |
| abstract_inverted_index.factorized | 54 |
| abstract_inverted_index.operations | 66 |
| abstract_inverted_index.scientific | 32 |
| abstract_inverted_index.separating | 56 |
| abstract_inverted_index.High-Energy | 8 |
| abstract_inverted_index.directions. | 133 |
| abstract_inverted_index.implemented | 25, 68 |
| abstract_inverted_index.operations, | 13 |
| abstract_inverted_index.programming | 29 |
| abstract_inverted_index.implementing | 114 |
| abstract_inverted_index.improvements | 46 |
| abstract_inverted_index.portability, | 18 |
| abstract_inverted_index.scalability, | 17 |
| abstract_inverted_index.awkward-array | 73 |
| abstract_inverted_index.technologies. | 40 |
| abstract_inverted_index.implementation | 59 |
| abstract_inverted_index.reproducibility | 20 |
| abstract_inverted_index.time-to-insight, | 16 |
| cited_by_percentile_year | |
| countries_distinct_count | 2 |
| institutions_distinct_count | 11 |
| citation_normalized_percentile.value | 0.69151502 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |