{"id":"https://openalex.org/W2922365273","doi":"https://doi.org/10.1109/tvcg.2019.2904069","title":"LDA Ensembles for Interactive Exploration and Categorization of Behaviors","display_name":"LDA Ensembles for Interactive Exploration and Categorization of Behaviors","publication_year":2019,"publication_date":"2019-03-08","ids":{"openalex":"https://openalex.org/W2922365273","doi":"https://doi.org/10.1109/tvcg.2019.2904069","mag":"2922365273","pmid":"https://pubmed.ncbi.nlm.nih.gov/30869622"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2019.2904069","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://openaccess.city.ac.uk/id/eprint/21875/1/LDA_Ensembles_for_Interactive_Exploration_and_Categorization_of_Behaviors.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109616081","display_name":"Siming Chen","orcid":"https://orcid.org/0000-0002-2690-3588"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Siming Chen","raw_affiliation_strings":["Fraunhofer Institute IAIS, Sankt Augustin, Germany","University of Bonn, Bonn, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute IAIS, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]},{"raw_affiliation_string":"University of Bonn, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057538550","display_name":"Natalia Andrienko","orcid":"https://orcid.org/0000-0003-3313-1560"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142","https://openalex.org/I4401726869"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Natalia Andrienko","raw_affiliation_strings":["City, University of London, London, United Kingdom","Fraunhofer Institute IAIS, Sankt Augustin, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute IAIS, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]},{"raw_affiliation_string":"City, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022699013","display_name":"Gennady Andrienko","orcid":"https://orcid.org/0000-0002-8574-6295"},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142","https://openalex.org/I4401726869"]}],"countries":["DE","GB"],"is_corresponding":false,"raw_author_name":"Gennady Andrienko","raw_affiliation_strings":["City, University of London, London, United Kingdom","Fraunhofer Institute IAIS, Sankt Augustin, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute IAIS, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]},{"raw_affiliation_string":"City, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040989782","display_name":"Linara Adilova","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Linara Adilova","raw_affiliation_strings":["Fraunhofer Institute IAIS, Sankt Augustin, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute IAIS, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089190977","display_name":"J\u00e9r\u00e9mie Barlet","orcid":null},"institutions":[],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jeremie Barlet","raw_affiliation_strings":["Amadeus, Nice, France"],"affiliations":[{"raw_affiliation_string":"Amadeus, Nice, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017368092","display_name":"J\u00f6rg Kindermann","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144576","display_name":"Fraunhofer Institute for Intelligent Analysis and Information Systems","ror":"https://ror.org/04nc32781","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210144576","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jorg Kindermann","raw_affiliation_strings":["Fraunhofer Institute IAIS, Sankt Augustin, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute IAIS, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210144576"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091379507","display_name":"Phong H. Nguyen","orcid":"https://orcid.org/0000-0001-5643-0585"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142","https://openalex.org/I4401726869"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Phong H. Nguyen","raw_affiliation_strings":["City, University of London, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"City, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076214057","display_name":"Olivier Thonnard","orcid":"https://orcid.org/0000-0003-2390-0346"},"institutions":[],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Olivier Thonnard","raw_affiliation_strings":["Amadeus, Nice, France"],"affiliations":[{"raw_affiliation_string":"Amadeus, Nice, France","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065040154","display_name":"\u00c7a\u011fatay Turkay","orcid":"https://orcid.org/0000-0001-6788-251X"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142","https://openalex.org/I4401726869"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Cagatay Turkay","raw_affiliation_strings":["City, University of London, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"City, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I180825142"]}]}],"institution_assertions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.029,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":25,"citation_normalized_percentile":{"value":0.999941,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":94},"biblio":{"volume":"26","issue":"9","first_page":"2775","last_page":"2792"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9976,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9976,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9865,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9863,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/optimal-distinctiveness-theory","display_name":"Optimal distinctiveness theory","score":0.47738618}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8297409},{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.69216037},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.59937316},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5421958},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5256083},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.5246204},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.4997394},{"id":"https://openalex.org/C47385372","wikidata":"https://www.wikidata.org/wiki/Q7098943","display_name":"Optimal distinctiveness theory","level":2,"score":0.47738618},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40367338},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.37605596},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.34699497},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001519","descriptor_name":"Behavior","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":"","qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":"","qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":"","qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001519","descriptor_name":"Behavior","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":"","qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014584","descriptor_name":"User-Computer Interface","qualifier_ui":"","qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2019.2904069","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://openaccess.city.ac.uk/id/eprint/21875/1/LDA_Ensembles_for_Interactive_Exploration_and_Categorization_of_Behaviors.pdf","pdf_url":"https://openaccess.city.ac.uk/id/eprint/21875/1/LDA_Ensembles_for_Interactive_Exploration_and_Categorization_of_Behaviors.pdf","source":{"id":"https://openalex.org/S4306401940","display_name":"City Research Online (City University London)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I180825142","host_organization_name":"City, University of London","host_organization_lineage":["https://openalex.org/I180825142"],"host_organization_lineage_names":["City, University of London"],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false},{"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30869622","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":["National Institutes of Health"],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://openaccess.city.ac.uk/id/eprint/21875/1/LDA_Ensembles_for_Interactive_Exploration_and_Categorization_of_Behaviors.pdf","pdf_url":"https://openaccess.city.ac.uk/id/eprint/21875/1/LDA_Ensembles_for_Interactive_Exploration_and_Categorization_of_Behaviors.pdf","source":{"id":"https://openalex.org/S4306401940","display_name":"City Research Online (City University London)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I180825142","host_organization_name":"City, University of London","host_organization_lineage":["https://openalex.org/I180825142"],"host_organization_lineage_names":["City, University of London"],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false},"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.74}],"grants":[{"funder":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft","award_id":null}],"datasets":[],"versions":[],"referenced_works_count":80,"referenced_works":["https://openalex.org/W103587182","https://openalex.org/W107389347","https://openalex.org/W1507901999","https://openalex.org/W1514920417","https://openalex.org/W1540921703","https://openalex.org/W1612003148","https://openalex.org/W1614298861","https://openalex.org/W1880262756","https://openalex.org/W189716434","https://openalex.org/W1902027874","https://openalex.org/W1927727507","https://openalex.org/W1928219753","https://openalex.org/W1956559956","https://openalex.org/W1969486090","https://openalex.org/W1978394996","https://openalex.org/W1981119726","https://openalex.org/W1988545169","https://openalex.org/W1988711344","https://openalex.org/W1990995255","https://openalex.org/W1991676464","https://openalex.org/W2000832852","https://openalex.org/W2016196732","https://openalex.org/W2061922307","https://openalex.org/W2072644219","https://openalex.org/W2074930186","https://openalex.org/W2081459780","https://openalex.org/W2087382273","https://openalex.org/W2089058086","https://openalex.org/W2090491854","https://openalex.org/W2097940802","https://openalex.org/W2098062695","https://openalex.org/W2099223662","https://openalex.org/W2101101940","https://openalex.org/W2106738877","https://openalex.org/W2109857088","https://openalex.org/W2110591510","https://openalex.org/W2121171791","https://openalex.org/W2122390506","https://openalex.org/W2122678284","https://openalex.org/W2130154693","https://openalex.org/W2132827946","https://openalex.org/W2136780029","https://openalex.org/W2146867644","https://openalex.org/W2147152072","https://openalex.org/W2152754828","https://openalex.org/W2152825437","https://openalex.org/W2153940791","https://openalex.org/W2157821464","https://openalex.org/W2158085718","https://openalex.org/W2160170318","https://openalex.org/W2164419336","https://openalex.org/W2167686542","https://openalex.org/W2187089797","https://openalex.org/W2189626768","https://openalex.org/W2291496929","https://openalex.org/W2296760094","https://openalex.org/W2319794630","https://openalex.org/W2321428856","https://openalex.org/W2325227998","https://openalex.org/W2474414057","https://openalex.org/W2512177572","https://openalex.org/W2516577816","https://openalex.org/W2542889218","https://openalex.org/W2566640356","https://openalex.org/W2593472651","https://openalex.org/W2595494611","https://openalex.org/W2600599059","https://openalex.org/W2625126745","https://openalex.org/W2729343995","https://openalex.org/W2753907577","https://openalex.org/W2788844524","https://openalex.org/W2798798513","https://openalex.org/W2883183026","https://openalex.org/W2903837810","https://openalex.org/W2949071206","https://openalex.org/W2950577311","https://openalex.org/W4210813334","https://openalex.org/W4231510805","https://openalex.org/W4285719527","https://openalex.org/W4302990361"],"related_works":["https://openalex.org/W4315588616","https://openalex.org/W4312773271","https://openalex.org/W3159709618","https://openalex.org/W2962686197","https://openalex.org/W2888805565","https://openalex.org/W2769501189","https://openalex.org/W2611137333","https://openalex.org/W2207653751","https://openalex.org/W2155531513","https://openalex.org/W2148654758"],"abstract_inverted_index":{"We":[0,17,40,128],"define":[1],"behavior":[2,70,158],"as":[3,117,152],"a":[4,13,23,69,131],"set":[5],"of":[6,15,21,26,58,84,96,133,141,145,156,183,191],"actions":[7,123],"performed":[8],"by":[9,28,61],"some":[10],"actor":[11],"during":[12],"period":[14],"time.":[16],"consider":[18],"the":[19,82,85,93,97,101,139,157,168,180,184,189],"problem":[20],"analyzing":[22,164],"large":[24],"collection":[25],"behaviors":[27,35,60,166,174],"multiple":[29],"actors,":[30],"more":[31],"specifically,":[32],"identifying":[33],"typical":[34,59],"and":[36,135,154,172,179],"spotting":[37],"anomalous":[38],"behaviors.":[39],"propose":[41],"an":[42,142,176],"approach":[43],"leveraging":[44],"topic":[45,67],"modeling":[46,68],"techniques":[47,137],"-":[48,54],"LDA":[49],"(Latent":[50],"Dirichlet":[51],"Allocation)":[52],"Ensembles":[53],"to":[55,77,100,110],"represent":[56],"categories":[57],"topics":[62,87,111,146],"that":[63],"are":[64,75,88],"obtained":[65],"through":[66],"collection.":[71],"When":[72],"such":[73,116,151],"methods":[74],"applied":[76],"text":[78],"in":[79,167,175],"natural":[80],"languages,":[81],"quality":[83],"extracted":[86,112],"usually":[89],"judged":[90],"based":[91,147],"on":[92,148,163],"semantic":[94],"relatedness":[95],"terms":[98],"pertinent":[99],"topics.":[102],"This":[103],"criterion,":[104],"however,":[105],"is":[106],"not":[107,125],"necessarily":[108],"applicable":[109],"from":[113],"non-textual":[114],"data,":[115],"action":[118],"sets,":[119],"since":[120],"relationships":[121],"between":[122],"may":[124],"be":[126],"obvious.":[127],"have":[129],"developed":[130],"suite":[132],"visual":[134],"interactive":[136],"supporting":[138],"construction":[140],"appropriate":[143],"combination":[144],"other":[149],"criteria,":[150],"distinctiveness":[153],"coverage":[155],"set.":[159],"Two":[160],"case":[161,186],"studies":[162],"operation":[165],"security":[169],"management":[170],"system":[171],"visiting":[173],"amusement":[177],"park,":[178],"expert":[181],"evaluation":[182],"first":[185],"study":[187],"demonstrate":[188],"effectiveness":[190],"our":[192],"approach.":[193]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2922365273","counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":4}],"updated_date":"2024-12-24T08:15:54.026014","created_date":"2019-03-22"}