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Datasets:
OpenSynth
/
cnz-faraday-3.1

Modalities:
Tabular
Text
Formats:
csv
Size:
10M - 100M
Tags:
smart meter
energy
Centre for Net Zero
DOI:
Libraries:
Datasets
pandas
License:
Dataset card Viewer Files Community
1
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month_of_year
int64
1
12
day_of_week
int64
1
7
has_heat_pump
bool
2 classes
has_home_battery
bool
2 classes
has_solar_pv
bool
2 classes
has_electric_hot_water
bool
2 classes
has_electric_radiator
bool
2 classes
is_mains_gas
bool
2 classes
property_type
stringclasses
8 values
energy_rating
stringclasses
3 values
urbanity
stringclasses
2 values
kwh
stringlengths
284
1.09k
has_ev
bool
2 classes
has_lct
bool
2 classes
9
2
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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false
true
6
1
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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false
true
2
7
true
false
false
false
false
false
House
D_E
Remote
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false
true
3
2
true
false
false
false
false
false
Semi_Detached
A_B_C
Remote
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true
true
6
7
true
false
false
false
false
true
House
D_E
Urban
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true
true
5
6
true
false
false
false
false
true
Terraced
A_B_C
Urban
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true
true
11
6
true
false
false
false
false
false
Flat
A_B_C
Remote
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false
true
4
5
true
false
false
false
false
true
Detached
D_E
Urban
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true
true
8
6
true
false
false
false
false
false
Detached
D_E
Remote
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true
true
6
7
true
true
true
true
false
true
Detached
D_E
Urban
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false
true
7
3
true
false
false
false
false
false
House
F_G
Remote
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false
true
7
7
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
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true
true
5
5
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
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true
true
5
4
true
false
false
false
false
true
Semi_Detached
D_E
Urban
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false
true
6
3
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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false
true
9
3
true
true
true
false
false
false
Detached
A_B_C
Remote
[0.058143287897109985, 0.04302722215652466, 0.04433572292327881, 0.04133370518684387, 0.03885680437088013, 0.043136388063430786, 0.0470069944858551, 0.04417845606803894, 0.048724085092544556, 0.04497873783111572, 0.05028209090232849, 0.0630737841129303, 0.08954602479934692, 0.11047396063804626, 0.25398698449134827, 0.3447021543979645, 0.4568570554256439, 0.545059323310852, 0.5651870965957642, 0.5135429501533508, 0.44885340332984924, 0.3981779217720032, 0.33947479724884033, 0.29516834020614624, 0.27684441208839417, 0.2905852198600769, 0.2985147535800934, 0.2766331136226654, 0.2825021743774414, 0.29427462816238403, 0.37015655636787415, 0.405990868806839, 0.2755776643753052, 0.2362457811832428, 0.20613573491573334, 0.19197867810726166, 0.19449932873249054, 0.20023588836193085, 0.20658305287361145, 0.2079816311597824, 0.2740105986595154, 0.44491323828697205, 0.35283365845680237, 0.40713930130004883, 0.4398196339607239, 0.6136400699615479, 0.8293908834457397, 0.6125785112380981]
true
true
3
2
true
true
true
false
false
true
Detached
A_B_C
Urban
[0.2650749683380127, 0.21405649185180664, 0.20831267535686493, 0.19135470688343048, 0.15670931339263916, 0.15346992015838623, 0.1374770700931549, 0.15536735951900482, 0.17107544839382172, 0.1827840805053711, 0.3107421398162842, 0.7040321826934814, 1.233433723449707, 0.6628329753875732, 0.0, 1.49755859375, 0.13997861742973328, 0.10268959403038025, 0.06198418140411377, 0.0829097330570221, 0.09386783838272095, 0.08622384071350098, 0.06824314594268799, 0.022076427936553955, 0.0, 0.07012027502059937, 0.18169787526130676, 0.36313971877098083, 0.34601593017578125, 0.4764662981033325, 0.10375112295150757, 0.06317079067230225, 0.10648918151855469, 0.16868793964385986, 0.22513514757156372, 0.26236793398857117, 0.3651118874549866, 0.42837589979171753, 1.3309481143951416, 1.1665633916854858, 0.5971459746360779, 0.42437437176704407, 0.4779437482357025, 0.5225400924682617, 0.710494875907898, 1.0990256071090698, 1.804858922958374, 1.3729095458984375]
false
true
7
2
true
true
true
false
false
false
Terraced
D_E
Remote
[0.0, 1.258301019668579, 0.0, 0.21756254136562347, 0.30015164613723755, 0.18423478305339813, 0.09471258521080017, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01398247480392456, 0.08903369307518005, 0.07174214720726013, 0.03309890627861023, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.4975462555885315, 0.803297758102417, 0.9530165195465088, 1.2181726694107056, 1.1678688526153564, 0.13380706310272217, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.4472167491912842]
true
true
6
2
true
true
true
false
false
false
Semi_Detached
A_B_C
Remote
[0.10041004419326782, 2.6844482421875, 3.973283052444458, 4.0989089012146, 4.209924697875977, 4.376110076904297, 4.701083660125732, 4.743670463562012, 4.098542213439941, 0.3088718354701996, 0.7302367091178894, 0.645158588886261, 0.5826617479324341, 0.39292284846305847, 0.22632388770580292, 0.17629581689834595, 0.13553740084171295, 0.32579749822616577, 0.15562057495117188, 0.0, 0.025978654623031616, 0.027983397245407104, 0.02712535858154297, 0.00544208288192749, 0.0071176886558532715, 0.00937989354133606, 0.013527065515518188, 0.002629190683364868, 0.0008921921253204346, 0.0, 0.0, 0.0, 0.0, 0.00034365057945251465, 0.0, 0.0, 0.00541001558303833, 0.04083147644996643, 0.05667686462402344, 0.07860848307609558, 0.09530031681060791, 0.21799811720848083, 0.36909162998199463, 0.3969951868057251, 0.3533371388912201, 0.22809644043445587, 0.12156333029270172, 0.1281348615884781]
false
true
7
4
true
false
true
false
false
true
Semi_Detached
A_B_C
Urban
[0.49753111600875854, 0.8946257829666138, 0.8489586114883423, 0.8779649138450623, 0.9055851697921753, 0.9597092270851135, 0.8671807050704956, 0.8001834154129028, 0.5620864629745483, 0.20104464888572693, 0.19645151495933533, 0.4074241518974304, 1.1506645679473877, 0.9540194272994995, 0.4109388589859009, 0.009791672229766846, 0.0, 0.0, 0.02206665277481079, 0.03994295001029968, 0.03635159134864807, 0.04557681083679199, 0.057452619075775146, 0.05005836486816406, 0.04999512434005737, 0.050920844078063965, 0.03875073790550232, 0.0360448956489563, 0.023945540189743042, 0.008059859275817871, 0.0, 0.0, 0.054364919662475586, 0.7259286642074585, 0.9210622310638428, 0.4782875180244446, 0.40304791927337646, 0.4366929531097412, 0.47170141339302063, 0.6598364114761353, 0.9651455283164978, 1.3071672916412354, 1.31449294090271, 1.2220780849456787, 1.1640253067016602, 1.1927825212478638, 1.2909661531448364, 1.268310785293579]
false
true
6
3
true
false
false
false
false
true
Semi_Detached
A_B_C
Urban
[0.1299305260181427, 0.052313268184661865, 0.3038930296897888, 0.19070197641849518, 0.12775665521621704, 0.2688904404640198, 0.05046486854553223, 0.08830320835113525, 0.060593247413635254, 0.09645730257034302, 0.09875917434692383, 0.08898511528968811, 0.061159372329711914, 0.02371525764465332, 0.014698415994644165, 0.008613884449005127, 0.001043468713760376, 0.0, 0.0, 0.0, 0.0, 0.003039747476577759, 0.0, 0.0, 0.004306316375732422, 0.0, 0.0, 0.04309999942779541, 0.5980328917503357, 0.21976317465305328, 0.04085308313369751, 0.0077706873416900635, 0.018340766429901123, 0.011929810047149658, 0.27204474806785583, 0.6034431457519531, 0.07842394709587097, 0.05139628052711487, 0.06572854518890381, 0.0595526397228241, 0.06166142225265503, 0.09134289622306824, 0.11205743253231049, 0.12583830952644348, 0.16144879162311554, 0.21188609302043915, 0.22074401378631592, 0.1416265219449997]
true
true
4
5
true
false
false
false
false
true
Terraced
A_B_C
Urban
[0.1943015456199646, 0.20693658292293549, 0.22476807236671448, 0.21814975142478943, 0.21758702397346497, 0.19811953604221344, 0.17690329253673553, 0.1684202402830124, 0.17630793154239655, 0.17425872385501862, 0.21666298806667328, 0.3249894678592682, 0.5783423185348511, 0.6912997364997864, 0.6756489276885986, 0.6519635915756226, 0.4591768980026245, 0.4505506157875061, 2.9138600826263428, 0.8098092675209045, 0.4035777747631073, 0.2656368911266327, 0.29847100377082825, 0.3100903034210205, 0.36778801679611206, 0.2885152995586395, 0.20914329588413239, 0.6669067144393921, 3.119659185409546, 1.9662904739379883, 0.5418683290481567, 0.4097445607185364, 0.33793988823890686, 1.5452661514282227, 2.2425849437713623, 1.418607234954834, 1.6302433013916016, 1.6944220066070557, 1.7816224098205566, 1.2739651203155518, 0.626663088798523, 0.29998183250427246, 0.09094321727752686, 0.1137310266494751, 0.08956819772720337, 0.03558117151260376, 0.03471970558166504, 0.0112476646900177]
true
true
6
3
true
false
false
false
false
true
Semi_Detached
A_B_C
Urban
[3.5963330268859863, 3.5601837635040283, 2.8088302612304688, 0.5285589694976807, 0.38894781470298767, 0.31648334860801697, 0.3027784526348114, 0.2967577576637268, 0.28761282563209534, 0.2911810874938965, 0.4717186689376831, 1.2174327373504639, 0.8731235861778259, 0.6439962387084961, 0.4700912535190582, 0.4031062722206116, 0.3727855384349823, 0.343148410320282, 0.33948832750320435, 0.3270638585090637, 0.3481462895870209, 0.35310301184654236, 0.33655449748039246, 0.3369786739349365, 0.3651600778102875, 0.31122854351997375, 0.2901798486709595, 0.4177796542644501, 1.2683875560760498, 2.10524320602417, 0.9599319696426392, 0.7320179343223572, 0.8878493905067444, 1.1336685419082642, 1.1952629089355469, 1.3054718971252441, 1.3834569454193115, 1.4448513984680176, 1.4187655448913574, 1.0611307621002197, 0.6605912446975708, 0.48728957772254944, 0.38322287797927856, 0.3338150680065155, 0.29710322618484497, 0.27269062399864197, 0.2603583335876465, 2.860612630844116]
true
true
9
1
true
false
false
true
false
true
Detached
D_E
Urban
[0.9939836263656616, 2.552771806716919, 1.311173915863037, 0.19345180690288544, 0.08603805303573608, 0.11450842022895813, 0.06438794732093811, 0.053207188844680786, 0.04419142007827759, 0.04197347164154053, 0.04973134398460388, 0.05746850371360779, 0.06718575954437256, 0.08725309371948242, 0.15297992527484894, 0.23132871091365814, 0.32502949237823486, 0.33092251420021057, 0.23971611261367798, 0.12880809605121613, 0.05813252925872803, 0.02254462242126465, 0.025257647037506104, 0.04246512055397034, 0.0482293963432312, 0.060145795345306396, 0.05798175930976868, 0.047442495822906494, 0.05528345704078674, 0.06418269872665405, 0.21051566302776337, 1.5495023727416992, 1.6147658824920654, 1.3487834930419922, 1.2742204666137695, 1.308607578277588, 1.2781283855438232, 1.1528759002685547, 0.9028964638710022, 0.7664396166801453, 0.6315274238586426, 0.5099222660064697, 0.4238708019256592, 0.3175358474254608, 0.26882025599479675, 0.28666117787361145, 1.2830641269683838, 3.782909393310547]
true
true
5
3
true
false
false
false
false
true
House
A_B_C
Urban
[1.4648044109344482, 1.2074613571166992, 0.4411429762840271, 1.442124605178833, 2.7715837955474854, 3.0980942249298096, 2.888002634048462, 0.7991688251495361, 0.3417237401008606, 0.49659085273742676, 0.7412827014923096, 0.834955096244812, 0.6127300262451172, 0.7061238288879395, 0.45782196521759033, 0.42915594577789307, 0.3910176157951355, 0.3938944935798645, 0.392791211605072, 0.4293457567691803, 0.4276406466960907, 0.3779158294200897, 0.5171706080436707, 0.7827900648117065, 0.4198053479194641, 0.16881850361824036, 0.11647014319896698, 0.11958587169647217, 0.1483331322669983, 0.12081214785575867, 0.09746602177619934, 0.12785065174102783, 0.08392775058746338, 0.07205227017402649, 0.07634341716766357, 0.34066927433013916, 0.43785563111305237, 0.3067490756511688, 0.2553672790527344, 0.32131803035736084, 0.33948272466659546, 0.31868013739585876, 0.2965167462825775, 0.2659613788127899, 0.1955024152994156, 0.1562126874923706, 0.11880114674568176, 0.11699867248535156]
false
true
9
2
true
true
true
false
false
false
Detached
F_G
Remote
[3.522831916809082, 2.6604456901550293, 1.4847650527954102, 1.4483757019042969, 1.202134609222412, 1.1687531471252441, 0.9006147384643555, 0.5493104457855225, 0.5306639671325684, 0.5344430208206177, 0.5001671314239502, 0.5104537010192871, 0.5469071865081787, 0.8332363963127136, 1.4595086574554443, 1.4373397827148438, 1.1164658069610596, 0.765034556388855, 0.4393409192562103, 0.1766875982284546, 0.07515770196914673, 0.03792858123779297, 0.003011643886566162, 0.028341352939605713, 0.022673308849334717, 0.009554803371429443, 0.012886673212051392, 0.014290302991867065, 0.011748671531677246, 0.0217587947845459, 0.023553967475891113, 0.06388887763023376, 0.11824022233486176, 0.22080065310001373, 0.553783655166626, 1.2414028644561768, 1.1078541278839111, 1.1065059900283813, 0.9103432893753052, 0.5602626800537109, 0.42380738258361816, 0.38712558150291443, 0.3636626899242401, 0.30344054102897644, 0.22547340393066406, 0.21276800334453583, 0.2833503186702728, 2.124748945236206]
false
true
8
2
true
false
false
false
false
false
Semi_Detached
D_E
Remote
[0.8897642493247986, 3.1485469341278076, 2.9143857955932617, 2.8666889667510986, 2.8463857173919678, 2.813673496246338, 2.689103126525879, 1.5164976119995117, 0.8225529193878174, 0.6741848587989807, 0.6717586517333984, 0.6807738542556763, 0.7150143980979919, 0.756310760974884, 0.8284288644790649, 0.8838927149772644, 0.9890596270561218, 1.0739641189575195, 1.124605417251587, 1.187372088432312, 1.219921588897705, 1.2222957611083984, 1.1931105852127075, 1.1512482166290283, 1.046486496925354, 0.9410358667373657, 0.9034384489059448, 0.8847507238388062, 0.8574795722961426, 0.8607882857322693, 0.8357985019683838, 0.8053146600723267, 0.8191242218017578, 0.8316184282302856, 0.9092239141464233, 1.1306694746017456, 1.1601965427398682, 1.1561753749847412, 1.2040398120880127, 1.2245900630950928, 1.2492833137512207, 1.2714953422546387, 1.2936561107635498, 1.2578318119049072, 1.2147036790847778, 1.1363804340362549, 1.0518184900283813, 0.9633280038833618]
true
true
1
4
true
false
false
false
false
true
Semi_Detached
D_E
Urban
[0.7548645734786987, 0.6834957599639893, 0.7854871153831482, 0.886238157749176, 0.8742929697036743, 0.786231517791748, 0.9233900308609009, 0.9581940174102783, 0.9911386370658875, 1.0420284271240234, 1.2162870168685913, 1.382286787033081, 1.3525609970092773, 1.4900481700897217, 1.9598617553710938, 1.9758498668670654, 1.9385762214660645, 1.489762306213379, 0.6671497225761414, 0.12443970143795013, 0.03753381967544556, 0.06744879484176636, 0.055275946855545044, 0.06471285223960876, 0.0984346866607666, 0.10571929812431335, 0.12472553551197052, 0.15732307732105255, 0.21866586804389954, 0.5267083048820496, 1.7407703399658203, 1.4178049564361572, 0.6578890681266785, 0.5255352258682251, 0.6970468759536743, 0.7193089127540588, 0.9622215032577515, 1.3740825653076172, 2.1915414333343506, 1.8811140060424805, 0.6709858179092407, 0.43496018648147583, 0.44296979904174805, 0.39304351806640625, 0.34495022892951965, 0.3400883674621582, 0.38850128650665283, 0.3868764638900757]
true
true
6
3
true
false
false
false
false
true
Detached
A_B_C
Urban
[0.07187685370445251, 1.5743606090545654, 2.235785722732544, 2.288355827331543, 1.8415861129760742, 0.007342517375946045, 0.0, 0.023222386837005615, 0.005970090627670288, 0.015307605266571045, 0.013095945119857788, 0.019216150045394897, 0.03485137224197388, 0.027358680963516235, 0.05286213755607605, 0.016528189182281494, 0.04780763387680054, 0.026289641857147217, 0.02638038992881775, 0.030687600374221802, 0.03535047173500061, 0.03262189030647278, 0.01583254337310791, 0.002068758010864258, 0.04603397846221924, 0.3310631215572357, 0.928250789642334, 0.2051970660686493, 0.12057256698608398, 0.13483673334121704, 0.3116825819015503, 0.8514624834060669, 0.041568756103515625, 0.0, 0.011181026697158813, 0.02748855948448181, 0.012419015169143677, 0.0, 0.027262508869171143, 0.018308639526367188, 0.040791720151901245, 0.04548266530036926, 0.0, 0.6764753460884094, 1.0395005941390991, 0.7014426589012146, 0.379429429769516, 0.24124813079833984]
true
true
8
7
true
false
false
false
false
true
House
D_E
Urban
[2.5534679889678955, 2.4735267162323, 2.3934898376464844, 2.2811524868011475, 1.9966821670532227, 0.9754784107208252, 0.7086716294288635, 0.44492384791374207, 0.2740466296672821, 0.1468869149684906, 0.117600217461586, 0.0989009439945221, 0.09738528728485107, 0.09983894228935242, 0.12095433473587036, 0.216775044798851, 0.3069003224372864, 0.18889614939689636, 0.16065265238285065, 0.15911434590816498, 0.16724936664104462, 0.20201748609542847, 0.3721626102924347, 0.32555729150772095, 0.17381326854228973, 0.15855415165424347, 0.12980669736862183, 0.12922316789627075, 0.13550516963005066, 0.1282452642917633, 0.13123729825019836, 0.12026724219322205, 0.1278814822435379, 0.1295599639415741, 0.13166920840740204, 0.13179370760917664, 0.1237601786851883, 0.12076112627983093, 0.12206883728504181, 0.11899450421333313, 0.13041538000106812, 0.13911542296409607, 0.1328088641166687, 0.1763007938861847, 0.3251156508922577, 0.6140545606613159, 0.6926966905593872, 0.4240184426307678]
true
true
1
6
true
false
true
false
false
true
House
A_B_C
Urban
[0.7978644371032715, 0.6829462647438049, 0.697510302066803, 2.9464199542999268, 2.7182157039642334, 0.9057909250259399, 0.7326115369796753, 0.645933210849762, 0.6332592964172363, 0.6234527826309204, 0.6784242391586304, 0.6999727487564087, 0.8224395513534546, 0.9677668213844299, 1.0577642917633057, 0.9203057885169983, 0.7851740717887878, 0.642530083656311, 0.5523324012756348, 0.4769775867462158, 0.4218750596046448, 0.36121928691864014, 0.33905521035194397, 0.33739322423934937, 0.33133089542388916, 0.33254510164260864, 0.33112120628356934, 0.3260897397994995, 0.33362725377082825, 0.3805675804615021, 0.5784141421318054, 0.8632445931434631, 0.635499119758606, 0.5641202330589294, 0.5690957307815552, 0.5086000561714172, 0.5358525514602661, 0.5434332489967346, 0.49393996596336365, 0.4608474373817444, 0.4603983163833618, 0.5034012198448181, 0.4880269169807434, 0.565929114818573, 0.8847588300704956, 1.3581318855285645, 1.4998681545257568, 1.3867385387420654]
true
true
12
1
true
false
false
false
false
true
House
A_B_C
Urban
[0.0, 0.02194923162460327, 0.13963307440280914, 0.0, 0.7921943664550781, 1.6487886905670166, 1.8362205028533936, 1.8024091720581055, 1.3640680313110352, 0.04522240161895752, 0.0932873785495758, 0.09481069445610046, 0.02546253800392151, 0.022308707237243652, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006445854902267456, 0.010022759437561035, 0.0, 0.0, 0.02199608087539673, 0.05660355091094971, 0.17156562209129333, 0.5093114376068115, 0.5715567469596863, 0.09854152798652649, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.52579665184021, 0.02376621961593628, 0.0, 0.010067909955978394, 0.0029515624046325684, 0.0, 0.004793316125869751, 0.0, 0.0, 0.0, 0.0]
true
true
7
4
true
true
true
false
false
true
Detached
A_B_C
Urban
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true
true
7
7
true
false
false
false
false
false
Semi_Detached
D_E
Remote
[0.3896551728248596, 0.2134445160627365, 0.1734394133090973, 1.6064331531524658, 1.7920448780059814, 1.6973464488983154, 1.5839238166809082, 1.5034847259521484, 1.440988302230835, 1.113903284072876, 0.9924671053886414, 1.8794465065002441, 3.590886354446411, 0.7211763858795166, 0.2323608249425888, 0.1613009124994278, 0.14359818398952484, 0.14840197563171387, 0.15998731553554535, 0.15630774199962616, 0.14438635110855103, 0.16235272586345673, 0.16149470210075378, 0.14296968281269073, 0.15333688259124756, 0.16464371979236603, 0.16707055270671844, 0.18136805295944214, 0.2169184535741806, 0.20587456226348877, 0.1719134896993637, 0.16009239852428436, 0.13253410160541534, 0.14115530252456665, 0.13565492630004883, 0.12023039162158966, 0.12061828374862671, 0.2077046036720276, 0.41270384192466736, 0.35344430804252625, 0.284423828125, 0.2904508709907532, 0.2552736699581146, 0.243147611618042, 0.2081567794084549, 0.195720836520195, 0.18394628167152405, 0.19469888508319855]
true
true
6
7
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
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true
true
1
5
true
false
false
false
false
true
Detached
D_E
Urban
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true
true
3
7
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
[0.2728404104709625, 0.24180221557617188, 0.22697636485099792, 0.22209270298480988, 0.1993853598833084, 0.18212006986141205, 0.19327062368392944, 0.18342305719852448, 0.17539463937282562, 0.17612458765506744, 0.17618496716022491, 0.15408506989479065, 0.07799920439720154, 0.1462593376636505, 2.8355209827423096, 1.1288292407989502, 2.281395673751831, 0.20998728275299072, 0.20985575020313263, 0.2786054313182831, 0.3249850273132324, 0.3226235508918762, 0.3126998543739319, 0.27088189125061035, 0.27715015411376953, 0.304365336894989, 0.29920250177383423, 0.31500130891799927, 0.31434425711631775, 0.287374347448349, 0.2652643918991089, 0.26595085859298706, 0.2858036756515503, 0.26856574416160583, 0.3265331983566284, 0.3048059046268463, 0.31306278705596924, 0.28073635697364807, 0.24741563200950623, 0.23797032237052917, 0.5041584968566895, 0.4905507564544678, 0.5392391681671143, 0.5163141489028931, 1.2652761936187744, 1.7099182605743408, 1.6775929927825928, 2.208822250366211]
true
true
1
2
true
true
true
false
false
true
Semi_Detached
F_G
Urban
[1.4194207191467285, 1.3357739448547363, 1.3502037525177002, 1.3034474849700928, 0.858544111251831, 0.2923808693885803, 0.19206756353378296, 0.24570754170417786, 0.20138952136039734, 0.19949106872081757, 0.259444922208786, 0.2861025631427765, 0.28886398673057556, 0.26488444209098816, 0.6131079792976379, 1.302941083908081, 1.658381700515747, 1.8701138496398926, 1.8048152923583984, 1.6275837421417236, 1.1947968006134033, 0.9348860383033752, 0.6839625239372253, 0.46735695004463196, 0.39631882309913635, 0.40034183859825134, 0.3913928270339966, 0.3640005886554718, 0.3669692575931549, 0.47973954677581787, 1.180773138999939, 1.7511107921600342, 1.2493293285369873, 1.0282418727874756, 0.993799090385437, 1.0726704597473145, 1.2554266452789307, 1.4531376361846924, 1.579444169998169, 1.4885532855987549, 1.2433629035949707, 1.1572465896606445, 1.0742111206054688, 0.972989559173584, 0.8680997490882874, 0.7584986686706543, 0.8176689743995667, 1.302133560180664]
true
true
4
3
true
true
true
false
false
false
Semi_Detached
D_E
Remote
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false
true
6
5
true
true
true
false
false
true
Semi_Detached
D_E
Urban
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false
true
4
1
true
false
false
false
false
true
House
D_E
Urban
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false
true
5
7
true
false
false
true
false
false
Semi_Detached
D_E
Remote
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false
true
3
6
true
false
false
true
false
true
Detached
A_B_C
Urban
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true
true
7
1
true
true
true
false
false
false
House
D_E
Remote
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false
true
5
7
true
false
false
false
false
false
Detached
A_B_C
Remote
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true
true
5
2
true
true
false
false
false
false
Semi_Detached
D_E
Remote
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false
true
1
7
true
false
false
false
false
true
House
A_B_C
Urban
[0.7741886377334595, 0.3093886077404022, 0.27492281794548035, 0.25887998938560486, 0.26925620436668396, 0.24760547280311584, 0.2437799572944641, 0.22518646717071533, 0.22360967099666595, 0.2204744666814804, 0.22995628416538239, 0.25003767013549805, 0.24493959546089172, 0.2527470588684082, 0.27752840518951416, 0.24516548216342926, 0.25606316328048706, 0.26289239525794983, 0.263078510761261, 0.26961949467658997, 0.2795427441596985, 0.2910788655281067, 0.3093954622745514, 0.31578943133354187, 0.3342072367668152, 0.33038827776908875, 0.3528675436973572, 0.3477941155433655, 0.42335745692253113, 0.5129039883613586, 0.6503886580467224, 0.40802624821662903, 0.41001656651496887, 0.746878981590271, 0.799807071685791, 0.8377441763877869, 0.6858283877372742, 0.4431517720222473, 0.31449055671691895, 0.22231744229793549, 0.14029757678508759, 0.1362258493900299, 0.12754085659980774, 0.12429618835449219, 0.11189393699169159, 0.10592252016067505, 0.10996989905834198, 0.7534708976745605]
false
true
7
2
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
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false
true
6
1
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
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false
true
5
2
true
false
false
false
false
true
Semi_Detached
D_E
Urban
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true
true
10
3
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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true
true
9
5
true
false
false
false
false
false
Semi_Detached
D_E
Remote
[0.05032053589820862, 0.04736313223838806, 0.04155123233795166, 0.03987085819244385, 0.04665413498878479, 0.0420096218585968, 0.04316189885139465, 0.04785025119781494, 0.05245751142501831, 0.050973474979400635, 0.06342679262161255, 0.09308305382728577, 0.2033444046974182, 0.2850164473056793, 0.33822518587112427, 0.2863527536392212, 0.23110461235046387, 0.18908493220806122, 0.16740469634532928, 0.1408863216638565, 0.10118740797042847, 0.07481583952903748, 0.06987559795379639, 0.057793259620666504, 0.046255409717559814, 0.059086769819259644, 0.06776604056358337, 0.10300177335739136, 0.6623208522796631, 0.563204824924469, 0.060690999031066895, 0.11055511236190796, 0.051668018102645874, 0.38188430666923523, 0.25859522819519043, 0.06330034136772156, 0.08936280012130737, 0.08711671829223633, 0.20948776602745056, 0.2283366173505783, 0.20699059963226318, 0.2815254032611847, 0.3708128035068512, 0.43942487239837646, 0.4619780480861664, 0.4080515503883362, 0.1749141365289688, 0.11190733313560486]
true
true
5
5
true
false
false
false
false
true
Semi_Detached
A_B_C
Urban
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true
true
5
7
true
false
false
false
false
true
Detached
A_B_C
Urban
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true
true
9
2
true
false
false
true
false
false
Semi_Detached
A_B_C
Remote
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false
true
7
2
true
false
false
false
false
false
Detached
D_E
Remote
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true
true
6
3
true
false
false
false
false
false
Terraced
D_E
Remote
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false
true
5
6
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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true
true
8
6
true
false
false
true
false
false
Semi_Detached
D_E
Remote
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false
true
7
2
true
true
true
false
false
false
Detached
D_E
Remote
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false
true
4
3
true
false
false
false
false
true
Semi_Detached
A_B_C
Urban
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false
true
6
7
true
false
false
false
false
false
House
D_E
Remote
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false
true
5
4
true
true
true
false
false
true
Terraced
D_E
Urban
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true
true
7
7
true
false
false
false
false
true
Semi_Detached
A_B_C
Urban
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true
true
8
4
true
false
false
false
false
false
Semi_Detached
F_G
Remote
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false
true
12
1
true
false
false
true
false
true
Semi_Detached
A_B_C
Urban
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true
true
3
3
true
false
false
false
false
true
Semi_Detached
A_B_C
Urban
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true
true
5
3
true
false
false
false
false
true
Detached
D_E
Urban
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true
true
5
4
true
true
true
false
false
true
House
D_E
Urban
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false
true
10
7
true
false
false
false
false
true
Terraced
D_E
Urban
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false
true
1
5
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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true
true
11
7
true
false
false
false
false
true
Semi_Detached
D_E
Urban
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true
true
1
6
true
true
true
false
false
true
Detached
D_E
Urban
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true
true
5
2
true
false
false
false
false
false
Semi_Detached
A_B_C
Remote
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true
true
7
7
true
false
false
false
false
false
House
D_E
Remote
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true
true
3
7
true
false
false
false
false
true
Semi_Detached
A_B_C
Urban
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false
true
5
7
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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true
true
7
5
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
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true
true
9
5
true
false
true
false
false
false
Detached
D_E
Remote
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true
true
12
4
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
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false
true
2
6
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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false
true
10
7
true
false
false
true
false
true
Detached
A_B_C
Urban
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false
true
12
4
true
false
false
false
false
true
Semi_Detached
D_E
Urban
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true
true
7
7
true
false
false
false
false
true
Detached
A_B_C
Urban
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true
true
3
2
true
true
true
false
false
true
Semi_Detached
A_B_C
Urban
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true
true
1
4
true
false
false
false
false
false
Semi_Detached
D_E
Remote
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false
true
6
5
true
false
false
true
false
false
Semi_Detached
A_B_C
Remote
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false
true
1
4
true
false
false
false
false
true
House
A_B_C
Urban
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true
true
1
7
true
true
true
false
false
true
House
A_B_C
Urban
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false
true
6
7
true
false
false
false
false
true
House
D_E
Urban
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true
true
9
7
true
false
false
false
false
true
Semi_Detached
A_B_C
Urban
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false
true
11
3
true
true
true
true
false
true
Detached
A_B_C
Urban
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true
true
9
3
true
false
false
false
false
false
Detached
D_E
Remote
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false
true
3
5
true
true
true
true
false
true
Semi_Detached
A_B_C
Urban
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false
true
12
1
true
false
false
false
false
false
Terraced
A_B_C
Remote
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false
true
3
2
true
false
false
false
false
false
House
D_E
Remote
[0.4153870940208435, 0.23855122923851013, 0.2618286907672882, 0.242739737033844, 0.24559074640274048, 0.21760194003582, 0.18857811391353607, 0.1796189844608307, 0.20136834681034088, 0.2107848972082138, 0.20699535310268402, 0.26068904995918274, 0.30852651596069336, 0.2970825731754303, 0.25584039092063904, 0.2954029142856598, 0.6664637327194214, 0.3982469141483307, 0.09658020734786987, 0.25755125284194946, 0.43187177181243896, 0.5181242227554321, 1.2339892387390137, 1.6874780654907227, 1.1548023223876953, 0.5461388230323792, 0.37691032886505127, 0.9344311356544495, 4.442205905914307, 2.0674614906311035, 0.38125109672546387, 0.46328532695770264, 1.312796711921692, 1.2965073585510254, 1.0867726802825928, 1.2239062786102295, 1.026315450668335, 0.6994819641113281, 0.9037697911262512, 1.0214933156967163, 1.4593100547790527, 1.3146058320999146, 0.7510383129119873, 0.5349299311637878, 0.13347668945789337, 0.17098866403102875, 0.1900971531867981, 0.21055418252944946]
false
true
1
4
true
false
false
false
false
false
Detached
D_E
Remote
[0.11553128063678741, 0.09020262956619263, 0.08710449934005737, 0.10563692450523376, 0.09636971354484558, 0.09897425770759583, 0.08731377124786377, 0.08090794086456299, 0.0835527777671814, 0.08425483107566833, 0.11463411152362823, 0.1435846984386444, 0.258801132440567, 0.3246490955352783, 0.4589412808418274, 0.45774850249290466, 0.5171453356742859, 0.48488861322402954, 0.41438353061676025, 0.3323412835597992, 0.17545221745967865, 0.09681263566017151, 0.11597888171672821, 1.8661003112792969, 0.8866288661956787, 0.056525856256484985, 0.18913830816745758, 0.12276537716388702, 0.09389272332191467, 1.0541596412658691, 1.7862772941589355, 0.09575843811035156, 0.09409874677658081, 0.16634857654571533, 0.1970166265964508, 0.3681311011314392, 1.728217363357544, 0.1495049148797989, 0.36451467871665955, 0.4429686963558197, 0.4276297688484192, 0.35382506251335144, 0.1948525607585907, 0.08569279313087463, 0.07581043243408203, 0.07008516788482666, 0.07306033372879028, 0.09567379951477051]
true
true
4
7
true
false
false
false
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false
Semi_Detached
D_E
Remote
[3.2540106773376465, 2.8497114181518555, 2.7336297035217285, 2.71429443359375, 2.688401937484741, 2.6076858043670654, 1.3981049060821533, 0.10788536071777344, 0.0781225860118866, 0.09312930703163147, 0.11480669677257538, 0.1453191488981247, 0.3049076795578003, 1.2212965488433838, 1.5229215621948242, 0.6535949110984802, 0.37706321477890015, 0.27306288480758667, 0.24122793972492218, 0.21940535306930542, 0.20460331439971924, 0.20022571086883545, 0.14627070724964142, 0.1212833970785141, 0.10718053579330444, 0.10580945014953613, 0.09729897975921631, 0.08926355838775635, 0.07617095112800598, 0.08488693833351135, 0.055053889751434326, 0.051593512296676636, 0.059305429458618164, 0.06130591034889221, 0.04532161355018616, 0.031831324100494385, 0.0, 0.0622577965259552, 0.6462794542312622, 1.1640206575393677, 0.1320374608039856, 0.12549138069152832, 0.13039249181747437, 0.10807184875011444, 0.09704264998435974, 0.07200098037719727, 0.074677973985672, 1.5923388004302979]
true
true
5
3
true
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false
false
true
House
D_E
Urban
[0.0382666289806366, 0.0, 2.0192928314208984, 0.3677709400653839, 0.0, 0.07987025380134583, 0.1719641387462616, 0.050033897161483765, 0.04411989450454712, 0.027103692293167114, 0.0, 0.04048427939414978, 0.127983957529068, 0.14392738044261932, 0.09196186065673828, 0.09809598326683044, 0.09738677740097046, 0.12231144309043884, 0.11191406846046448, 0.11758425831794739, 0.13264229893684387, 0.16735780239105225, 0.15954147279262543, 0.12745927274227142, 0.11592178046703339, 0.13047292828559875, 0.13324624300003052, 0.12513545155525208, 0.33390092849731445, 0.3191085457801819, 0.0846322774887085, 0.0001545548439025879, 0.0062711238861083984, 0.007052958011627197, 0.003579080104827881, 0.01727294921875, 0.0, 0.0, 0.3407970666885376, 0.25889915227890015, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01874026656150818, 0.012120753526687622, 0.0]
false
true
5
7
true
false
false
false
false
false
Terraced
D_E
Remote
[2.9320359230041504, 3.181678056716919, 0.937565803527832, 0.30938810110092163, 0.40979868173599243, 0.3910495638847351, 0.39758872985839844, 0.4734329581260681, 0.4486711621284485, 0.4786338806152344, 0.5196951627731323, 0.6543713808059692, 0.8927786350250244, 0.8539062738418579, 0.7373219728469849, 0.7827906608581543, 0.7896488308906555, 0.7445046901702881, 0.7343034148216248, 0.7073514461517334, 0.7106233835220337, 0.6928420066833496, 0.7070647478103638, 0.6918278336524963, 0.689660906791687, 0.7144404649734497, 0.7515568733215332, 1.0190619230270386, 1.173340082168579, 0.8385422229766846, 0.5916237235069275, 0.5265119671821594, 0.5651779174804688, 0.5407329201698303, 1.1254416704177856, 0.7187601327896118, 0.552564263343811, 0.5497035980224609, 0.5194190144538879, 0.5324979424476624, 0.5472354888916016, 0.5559113025665283, 0.5263786315917969, 1.733313798904419, 2.2488584518432617, 2.046226978302002, 1.3968734741210938, 1.2682675123214722]
false
true
End of preview. Expand in Dataset Viewer.

This dataset contains 10 million synthetic load profiles of trained on over 300M smart meter readings from 20K Octopus Energy UK households sampled between 2021 and 2022, and is conditioned on labels such as the:

Property types: house, flat, terraced, detached, semi-detached etc

Energy performance certificate (EPC) rating: A/B/C, D/E, F/G etc

Low Carbon Technology (LCT) ownership: heat pumps, electric vehicles, solar PVs etc

Seasonality: days of the week and month of the year

For more information about Faraday, please refer to the workshop paper that Centre for Net Zero presented at ICLR 2024. For more information about OpenSynth, please visit our Github repository https://github.com/OpenSynth-energy/OpenSynth. For more news and updates on OpenSynth, please subscribe to our mailing list here.

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