{"id":"https://openalex.org/W4393414750","doi":"https://doi.org/10.5281/zenodo.8185050","title":"Notably Inaccessible \u2013 Data Driven Understanding of Data Science Notebook (In)Accessibility","display_name":"Notably Inaccessible \u2013 Data Driven Understanding of Data Science Notebook (In)Accessibility","publication_year":2023,"publication_date":"2023-07-25","ids":{"openalex":"https://openalex.org/W4393414750","doi":"https://doi.org/10.5281/zenodo.8185050"},"language":"en","primary_location":{"id":"pmh:oai:zenodo.org:8185050","is_oa":true,"landing_page_url":"https://zenodo.org/record/8185050","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/other"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/8185050","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029180332","display_name":"Venkatesh Potluri","orcid":"https://orcid.org/0000-0002-5027-8831"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Potluri, Venkatesh","raw_affiliation_strings":["University of Washington"],"raw_orcid":"https://orcid.org/0000-0002-5027-8831","affiliations":[{"raw_affiliation_string":"University of Washington","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090389277","display_name":"Sudheesh Singanamalla","orcid":"https://orcid.org/0000-0003-2462-7273"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Singanamalla, Sudheesh","raw_affiliation_strings":["University of Washington"],"raw_orcid":"https://orcid.org/0000-0003-2462-7273","affiliations":[{"raw_affiliation_string":"University of Washington","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007207830","display_name":"Nussara Tieanklin","orcid":null},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tieanklin, Nussara","raw_affiliation_strings":["University of Washington"],"raw_orcid":"https://orcid.org/0000-0002-3074-8699","affiliations":[{"raw_affiliation_string":"University of Washington","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040915036","display_name":"Jennifer Mankoff","orcid":"https://orcid.org/0000-0001-9235-5324"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mankoff, Jennifer","raw_affiliation_strings":["University of Washington"],"raw_orcid":"https://orcid.org/0000-0001-9235-5324","affiliations":[{"raw_affiliation_string":"University of Washington","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.7710000276565552,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.7710000276565552,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.527178168296814},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5041419267654419}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.527178168296814},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5041419267654419}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:zenodo.org:8185050","is_oa":true,"landing_page_url":"https://zenodo.org/record/8185050","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/other"},{"id":"doi:10.5281/zenodo.8185050","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.8185050","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"dataset"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:8185050","is_oa":true,"landing_page_url":"https://zenodo.org/record/8185050","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/other"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"<strong>Overview</strong>":[0],"This":[1,184,211,242,277,309,324,341,362,384],"dataset":[2,73,94,243],"artifact":[3,22],"contains":[4,74,95,186,213,244,287,311,326,343,364,386],"the":[5,14,17,35,66,87,107,116,125,131,134,139,168,180,189,193,197,245,250,254,283,288,305,312,334,344,349,365,370,373,387,390,392,400],"intermediate":[6],"datasets":[7,59,219],"from":[8,89,188,249,333],"pipeline":[9],"executions":[10],"necessary":[11,345,366],"to":[12,33,47,56,109,124,141,166,233,274,329,347],"reproduce":[13],"results":[15,187,217,248],"of":[16,25,77,103,106,133,149,170,220,282,290,293,314,337,375],"paper.<br>":[18],"We":[19,113,155],"share":[20,156],"this":[21,70,157,178,203,235],"in":[23,65,119,136,173,196,199,218,296,318,355,358],"hopes":[24],"providing":[26],"a":[27,100,208],"starting":[28],"point":[29],"for":[30,69,127,146],"other":[31],"researchers":[32],"extend":[34],"analysis":[36],"on":[37,192,253],"notebooks,":[38,391],"discover":[39],"more":[40,51],"about":[41,130,389],"their":[42],"accessibility,":[43],"and":[44,60,144,216,270,379,395],"offer":[45],"solutions":[46],"make":[48],"data":[49,88,135,151,367],"science":[50],"accessible.":[52],"The":[53,238],"scripts":[54,108,140],"needed":[55],"generate":[57,142],"these":[58,137],"analyse":[61],"them":[62],"are":[63],"shared":[64,303],"GitHub":[67],"repository":[68],"work.":[71],"<strong>The":[72,93,259],"large":[75,266],"files":[76,96,118,215],"approximately":[78,221],"60":[79,268],"GB":[80],"so":[81],"please":[82],"exercise":[83],"caution":[84],"when":[85,223],"extracting":[86,372],"compressed":[90,306],"files.</strong>":[91],"<br>":[92],"which":[97],"could":[98],"take":[99,206],"significant":[101],"amount":[102],"run":[104,252],"time":[105],"generate/reproduce.</strong>":[110],"<strong>Dataset":[111],"Contents</strong>":[112],"briefly":[114],"summarize":[115],"included":[117],"our":[120,150,174,200,338,356],"dataset.":[121,175,201],"Please":[122,176,225],"refer":[123],"documentation":[126],"specific":[128],"information":[129,388],"structure":[132],"files,":[138],"them,":[143],"runtimes":[145],"various":[147,393],"parts":[148],"processing":[152,369],"pipeline.":[153],"<code>epoch_9_loss_0.04706_testAcc_0.96867_X_resnext101_docSeg.pth</code>:":[154],"model":[158],"file,":[159],"originally":[160],"provided":[161],"by":[162],"Jobin":[163],"<em>et":[164],"al.</em>,":[165],"enable":[167],"classification":[169,190,204],"figures":[171,194],"found":[172,195,295],"place":[177],"into":[179],"`model/`":[181],"directory.":[182],"<code>model-results.csv</code>:":[183],"file":[185,262,278,300,310,325,342,363,385],"performed":[191],"notebooks":[198,256,319,371],"Performing":[202],"may":[205],"upto":[207],"day.":[209],"a11y-scan-dataset.zip:":[210],"archive":[212,239],"two":[214],"60GB":[222],"extracted.":[224],"ensure":[226],"that":[227,286,316],"you":[228],"have":[229],"sufficient":[230],"disk":[231],"space":[232],"uncompress":[234],"zip":[236],"archive.":[237],"contains:":[240],"<code>a11y/a11y-detailed-result.csv</code>:":[241],"accessibility":[246],"scan":[247],"scans":[251],"100k":[255],"across":[257,320],"themes.":[258,322],"detailed":[260,284],"result":[261,285],"can":[263,271],"be":[264,272],"really":[265],"(&gt;":[267],"GB)":[269],"time-consuming":[273],"construct.</strong>":[275],"<code>a11y/a11y-aggregate-scan.csv</code>:":[276],"is":[279,301],"an":[280],"aggregate":[281],"number":[289,374],"each":[291,297,330,359],"type":[292],"error":[294],"notebook.":[298,360],"<strong>This":[299],"also":[302],"outside":[304],"directory.</strong>":[307],"<code>errors-different-counts-a11y-analyze-errors-summary.csv</code>:":[308],"counts":[313],"errors":[315],"occur":[317],"different":[321],"<code>nb_processed_cell_html.csv</code>:":[323],"metadata":[327,346],"corresponding":[328],"cell":[331,380],"extracted":[332],"html":[335],"exports":[336],"notebooks.":[339,401],"<code>nb_first_interactive_cell.csv</code>:":[340],"compute":[348],"first":[350],"interactive":[351],"element,":[352],"as":[353],"defined":[354],"paper,":[357],"<code>nb_processed.csv</code>:":[361],"after":[368],"images,":[376],"imports,":[377],"languages,":[378],"level":[381],"information.":[382],"<code>processed_function_calls.csv</code>:":[383],"imports":[394],"function":[396],"calls":[397],"used":[398],"within":[399]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}