{"id":"https://openalex.org/W7128369979","doi":"https://doi.org/10.5281/zenodo.17866847","title":"Open-source data set for characterizing the charging behavior of electric vehicles","display_name":"Open-source data set for characterizing the charging behavior of electric vehicles","publication_year":2026,"publication_date":"2026-02-09","ids":{"openalex":"https://openalex.org/W7128369979","doi":"https://doi.org/10.5281/zenodo.17866847"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.17866847","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17866847","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":false,"raw_source_name":null,"raw_type":"Dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.17866847","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092183034","display_name":"Sebastian Beichter","orcid":"https://orcid.org/0000-0003-0921-0154"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Beichter, Sebastian","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0003-0921-0154","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125396965","display_name":"Marius Dettki","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dettki, Marius","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084746605","display_name":"Maximilian Beichter","orcid":"https://orcid.org/0009-0009-9713-3590"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Beichter, Maximilian","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0009-0009-9713-3590","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037559832","display_name":"Johannes Galenzowski","orcid":"https://orcid.org/0000-0003-4440-806X"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Galenzowski, Johannes","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0003-4440-806X","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125390521","display_name":"Jan Martin Reckel","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Reckel, Jan Martin","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0009-0003-6658-0925","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049513879","display_name":"Janik Pinter","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pinter, Janik","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0000-4494-8416","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103104563","display_name":"A. Stein","orcid":"https://orcid.org/0009-0004-8622-1951"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stein, Alexander","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0009-0004-8622-1951","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125383768","display_name":"David Abel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abel, David","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125401062","display_name":"Richard Jumar","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jumar, Richard","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0001-6854-4678","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003291184","display_name":"Friedrich Wiegel","orcid":"https://orcid.org/0000-0001-6984-7208"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wiegel, Friedrich","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0001-6984-7208","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048243341","display_name":"Simon Waczowicz","orcid":"https://orcid.org/0000-0002-9064-0196"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Waczowicz, Simon","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0002-9064-0196","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125389552","display_name":"Ralf Mikut","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mikut, Ralf","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-9100-5496","affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Hagenmeyer, Veit","orcid":"https://orcid.org/0000-0002-3572-9083"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hagenmeyer, Veit","raw_affiliation_strings":["Karlsruhe Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0002-3572-9083","affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology","institution_ids":["https://openalex.org/I102335020"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"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":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.559499979019165},{"id":"https://openalex.org/keywords/electric-cars","display_name":"Electric cars","score":0.5530999898910522},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.48100000619888306},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.47040000557899475},{"id":"https://openalex.org/keywords/electric-vehicle","display_name":"Electric vehicle","score":0.4359000027179718},{"id":"https://openalex.org/keywords/data-point","display_name":"Data point","score":0.3625999987125397}],"concepts":[{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.559499979019165},{"id":"https://openalex.org/C2987494969","wikidata":"https://www.wikidata.org/wiki/Q193692","display_name":"Electric cars","level":2,"score":0.5530999898910522},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.48100000619888306},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.47040000557899475},{"id":"https://openalex.org/C2776422217","wikidata":"https://www.wikidata.org/wiki/Q13629441","display_name":"Electric vehicle","level":3,"score":0.4359000027179718},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.42660000920295715},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.4032999873161316},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.3840000033378601},{"id":"https://openalex.org/C21080849","wikidata":"https://www.wikidata.org/wiki/Q13611879","display_name":"Data point","level":2,"score":0.3625999987125397},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.36000001430511475},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3422999978065491},{"id":"https://openalex.org/C2993627981","wikidata":"https://www.wikidata.org/wiki/Q7456295","display_name":"Set point","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.29089999198913574},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2621000111103058},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.2531000077724457},{"id":"https://openalex.org/C2780061162","wikidata":"https://www.wikidata.org/wiki/Q13221754","display_name":"Electric heating","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.17866847","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17866847","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":"doi:10.5281/zenodo.17866847","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17866847","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":false,"raw_source_name":null,"raw_type":"Dataset"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"data":[1,9,43,69,90,248,286,321,333,367,389,453,471,488,724,741,758],"publication":[2],"contains":[3],"highly":[4,329],"frequent":[5],"measurements":[6,86,104,137,141,462,732],"for":[7,71,339,396],"18":[8,89],"sets":[10,91],"of":[11,60,76,85,92,118,121,135,139,276,285,311,320,364,386,420,423,430,433,442,463,485,513,525,537,547,557,567,577,587,597,608,619,630,641,652,663,674,685,696,706,708,716,733,755,783,795,807,817,827,837,846,879],"16":[12,93],"electrical":[13,94],"vehicles":[14,95],"(EV)":[15],"from":[16,97,107,126,495,765],"12":[17,98],"different":[18],"manufacturers.":[19],"It":[20,62],"provides":[21],"information":[22,491,761],"about":[23],"the":[24,26,29,33,37,66,73,119,127,262,274,277,297,309,312,370,373,387,393,411,421,424,431,434,443,464,470,486,496,514,526,538,548,558,568,578,588,598,609,620,631,642,653,664,675,686,697,709,717,734,740,756,766,784,796,808,818,828,838,847,857,862,880],"charging,":[25],"electric":[27,77],"vehicle,":[28],"charging":[30,38,74,366,388,412,452,487,497,723,757],"behaviour":[31],"and":[32,50,83,266,301,372],"environment":[34,858],"temperature":[35,851,859,887],"where":[36],"took":[39,105,414],"place.":[40],"The":[41,103,247,351,384,407,418,428,440,483,502,510,522,534,544,554,564,574,584,594,604,615,626,637,648,659,670,681,692,703,714,753,772,780,792,804,814,824,834,844,877,885],"measurement":[42,881],"is":[44,63],"provided":[45,250],"both":[46],"in":[47,251,261,267,296,302,398,404,447,469,505,517,529,739,775,787,799,868,888],"low-frequency":[48,461],"(LF)":[49],"high-frequency":[51,731],"(HF)":[52],"datasets.":[53],"Each":[54],"dataset":[55],"represents":[56],"an":[57],"exact":[58],"point":[59],"measurement.":[61],"published":[64],"with":[65,256,291,381,480,750],"paper":[67],"\"Open-source":[68],"set":[70,454,725],"characterizing":[72],"behavior":[75],"vehicles\"":[78],"(DOI:":[79],"https://dx.doi.org/10.2139/ssrn.6265089).":[80],"Charging":[81,356,767],"overview":[82,117,357],"number":[84,120],"In":[87],"total,":[88],"(EVs)":[96],"manufacturers":[99],"have":[100],"been":[101],"included.":[102],"place":[106,415],"October":[108],"28,":[109],"2025":[110],"to":[111,273,308,336,861],"December":[112],"02,":[113],"2025.":[114],"A":[115,543,553,563,713,813,823,833,843],"detailed":[116],"datasets":[122],"can":[123,492,762],"be":[124,493,763],"obtained":[125,494,764],"following":[128,352],"table:":[129],"Date":[130],"Brand":[131],"Vehicle":[132],"type":[133],"Number":[134,138],"lf":[136],"hf":[140],"2025-10-28":[142],"Opel":[143,200],"Corsa":[144],"Electric":[145],"GS":[146],"1,331,504":[147],"34,760,000":[148],"2025-10-30":[149],"VW":[150,172,195],"e-Golf":[151],"1,197,329":[152],"125,710,000":[153],"2025-11-03":[154],"Dacia":[155],"Spring":[156],"767,515":[157],"75,207,650":[158],"2025-11-04":[159],"Audi":[160],"Q4":[161],"35":[162],"e-tron":[163],"1,442,506":[164],"151,463,150":[165],"2025-11-05":[166],"Renault":[167],"Zoe":[168],"1,396,852":[169],"146,670,000":[170],"2025-11-06":[171],"iD.3":[173],"1,392,367":[174],"146,198,450":[175],"2025-11-07":[176],"Nissan":[177],"Leaf":[178],"(ZE1)":[179],"1,177,937":[180],"123,709,430":[181],"2025-11-11":[182],"Tesla":[183],"Model":[184],"3":[185],"1,054,758":[186],"110,749,450":[187],"2025-11-13":[188],"MG":[189,217],"4":[190,218],"Luxury":[191,219],"4,296,133":[192],"451,093,950":[193],"2025-11-14":[194],"e-Up!":[196],"1,182,875":[197],"124,201,900":[198],"2025-11-17":[199],"Mokka":[201],"1,610,711":[202],"186,990,000":[203],"2025-11-18":[204],"Mini":[205],"Cooper":[206],"E":[207],"282,356":[208],"30,187,300":[209],"2025-11-20":[210],"Hyundai":[211,228],"Ioniq":[212],"5":[213],"2,042,800":[214],"239,355,000":[215],"2025-11-24":[216],"1,796,051":[220],"188,585,350":[221],"2025-11-26":[222],"KIA":[223,233],"EV6":[224,234],"1,366,135":[225],"143,444,200":[226],"2025-11-28":[227],"Inster":[229],"601,559":[230],"63,163,650":[231],"2025-12-01":[232],"615,483":[235],"64,625,650":[236],"2025-12-02":[237],"Smart":[238],"EQ":[239],"fortwo":[240],"923,020":[241],"96,917,150":[242],"24,474,687":[243],"2,502,695,871":[244],"Data":[245,349],"format":[246,269,304,406],"are":[249,354,467,737],"three":[252],"formats:":[253],"CSV":[254,289,337],"files":[255,290,327,338],"default":[257,292],"comma-separated":[258,293],"values,":[259,294],"headers":[260,295],"first":[263,298,515,549,579,610,643,676,785,819],"line,":[264,299],"uncompressed,":[265],"UTF-8":[268,303],"(*.csv)":[270],"-":[271,306],"due":[272,307],"size":[275,310,441],"dataset,":[278,313],"we":[279,314],"only":[280,315],"provide":[281,316],"a":[282,317,342,362],"limited":[283,318],"amount":[284,319],"as":[287,322,345,392],"CSV.":[288,324],"gz-compressed,":[300],"(*.csv.gz)":[305],"compressed":[323,330],"Apache":[325],"Parquet":[326],"containing":[328],"time":[331,882],"series":[332],"(*.parquet),":[334],"equivalent":[335],"importing":[340],"into":[341],"Database":[343],"such":[344],"DuckDB":[346],"(recommended":[347],"approach).":[348],"tables":[350,353,401],"provided:":[355],"File:":[358,455,726,852],"charging.csv,":[359],"charging.parqet,":[360],"Contains":[361,856],"list":[363],"all":[365,399,460,730],"sets,":[368],"referencing":[369],"date":[371,402,403,408],"car.":[374],"Field":[375,473,743,871],"Name":[376,474],"Format":[377,475,745,873],"Description":[378,477,747,874],"charging_uuid":[379,478,748],"String":[380,417,427,479,749],"UUID":[382,385,481,484,751,754],"v4":[383,482,752],"set,":[390,489,759],"used":[391],"primary":[394],"key":[395],"identification":[397],"other":[400],"YYYY-MM-DD":[405],"on":[409],"which":[410],"session":[413],"car_brand":[416],"name":[419,429,744,872],"brand":[422],"EV":[425,435,451,722],"car_model":[426],"model":[432],"car_battery_size":[436],"Float":[437,508,520,532,542,552,562,572,582,592,602,613,624,635,646,657,668,679,690,701,712,778,790,802,812,822,832,842,884],"(or":[438],"NULL)":[439],"battery":[444,710],"if":[445],"known":[446],"kWh":[448],"Low-frequency":[449],"(lf)":[450],"ev-charging_lf.csv.gz,":[456],"ev-charging_lf.parquet":[457],"Description:":[458,728,855],"Includes":[459,729],"cars":[465,735],"that":[466,736],"involved":[468,738],"publication.":[472,742],"Unit":[476,746],"more":[490,760],"table.":[498,768],"timestamp_ns":[499,769],"Unsigned":[500,770],"Integer":[501,771],"UNIX":[503,773],"timestamp":[504,719,774,849,878],"nanoseconds":[506,776],"u_l1_v":[507,777],"V":[509,518,521,530,533,779,788,791,800,803],"measured":[511,523,535,545,555,565,704,781,793,805,815,825,835,886],"voltage":[512,524,536,782,794,806],"phase":[516,528,540,550,560,570,580,590,600,611,622,633,644,655,666,672,677,683,688,694,699,786,798,810,820,830,840],"u_l2_v":[519,789],"second":[527,559,589,621,654,687,797,829,839],"u_l3_v":[531,801],"third":[539,569,599,632,665,698,809],"i_l1_a":[541,811],"amperage":[546,556,566,816,826,836],"i_l2_a":[551,821],"i_l3_a":[561,831],"p_l1_w":[571],"W":[573,583,593],"calculated":[575,585,595,605,616,627,638,649,660,671,682,693],"performance":[576,586,596],"p_l2_w":[581],"p_l3_w":[591],"q_l1_var":[601],"Var":[603,614,625],"reactive":[606,617,628],"power":[607,618,629,640,651,662],"q_l2_var":[612],"q_l3_var":[623],"s_l1_va":[634],"VA":[636,647,658],"apparent":[639,650,661],"s_l2_va":[645],"s_l3_va":[656],"phi_l1":[667,678,689],"\u00b0":[669,680,691],"angle":[673,684,695],"soc_percent":[700],"%":[702],"state":[705],"charge":[707],"setpoint_a":[711,841],"setpoint":[715,845],"current":[718,848],"High-frequency":[720],"(hf)":[721],"ev-charging_hf.parquet":[727],"Environment":[850],"temperature.csv;":[853],"temperature.parquet":[854],"next":[860],"measuring":[863],"location":[864],"(KIT":[865],"Campus":[866],"Nord":[867],"Eggenstein-Leopoldshafen,":[869],"Germany).":[870],"Time":[875],"Unix-Timestamp":[876],"Temperature":[883],"Celsius":[889],"(\u00b0C)":[890]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-02-10T00:00:00"}
