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cluster_label int64 | day_of_week string | property_type_2 string | energy_rating string | tariff_type string | has_heat_pump bool | has_home_battery bool | has_solar_pv bool | has_electric_hot_water bool | has_electric_radiator bool | has_electric_vehicle bool | month_of_year string | kwh list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
18 | weekday | Terraced | A_B_C | standard | false | false | false | false | false | false | NOV | [
0.05536191165447235,
0.048433899879455566,
0.0611109733581543,
0.05234156548976898,
0.058085739612579346,
0.04944819211959839,
0.05149023234844208,
0.05692720413208008,
0.05547492206096649,
0.05395832657814026,
0.05270180106163025,
0.06249789893627167,
0.06356073915958405,
0.09062100946903... |
18 | weekday | Terraced | D_E | smart | false | false | false | false | false | true | SEP | [
0.10130573809146881,
0.10211056470870972,
0.10056711733341217,
0.1024666428565979,
0.09370158612728119,
0.10690891742706299,
0.1166226714849472,
0.11532911658287048,
0.19501003623008728,
0.23174236714839935,
0.2551123797893524,
0.243663027882576,
0.23547329008579254,
0.18006935715675354,
... |
28 | weekday | Detached | A_B_C | eco | false | false | false | false | false | false | APR | [
0.10412588715553284,
0.10390418767929077,
0.12797483801841736,
0.12105406820774078,
0.16156063973903656,
0.11290277540683746,
0.08080500364303589,
0.0804799497127533,
0.11378084123134613,
0.14242158830165863,
0.13686078786849976,
0.21863490343093872,
0.1380680352449417,
0.19987736642360687... |
28 | weekday | Semi_Detached | D_E | standard | false | false | false | false | false | false | MAR | [
0.024590685963630676,
0.019051119685173035,
0.020271524786949158,
0.020572230219841003,
0.025976106524467468,
0.019340232014656067,
0.022264346480369568,
0.024081379175186157,
0.02267991006374359,
0.018791645765304565,
0.021514832973480225,
0.019527852535247803,
0.019279345870018005,
0.023... |
8 | weekday | Semi_Detached | A_B_C | smart | false | false | false | false | false | true | AUG | [
0.0578119158744812,
0.05299219489097595,
0.03827580809593201,
0.038005098700523376,
0.033449143171310425,
0.03166519105434418,
0.03441758453845978,
0.030241861939430237,
0.03327171504497528,
0.032328784465789795,
0.035802796483039856,
0.03408274054527283,
0.037422582507133484,
0.0688709765... |
17 | weekend | Terraced | null | smart | false | false | false | false | false | true | SEP | [
0.12600523233413696,
0.11454112827777863,
0.11284780502319336,
0.11205741763114929,
0.11374455690383911,
0.1101900041103363,
0.11393755674362183,
0.11388760805130005,
0.11768969893455505,
0.13967645168304443,
0.2073563188314438,
0.24018314480781555,
0.5114202499389648,
0.2425791323184967,
... |
5 | weekend | Terraced | D_E | eco | false | false | false | false | false | true | OCT | [
0.014836102724075317,
0.01995253562927246,
0.018242672085762024,
0.01555788516998291,
0.01886869966983795,
0.02251926064491272,
0.02049461007118225,
0.02625712752342224,
0.030095219612121582,
0.03579863905906677,
0.07766732573509216,
0.16268683969974518,
0.11880180239677429,
0.014971941709... |
23 | weekday | Semi_Detached | D_E | automated | false | false | false | false | false | true | OCT | [
0.06614367663860321,
0.05924764275550842,
0.04703253507614136,
0.05734851956367493,
0.05206979811191559,
0.051751941442489624,
0.050266966223716736,
0.04981224238872528,
0.0497715026140213,
0.05112612247467041,
0.05079680681228638,
0.04912738502025604,
0.06106597185134888,
0.07275505363941... |
18 | weekday | Terraced | A_B_C | automated | false | false | false | false | false | true | JUL | [
0.1145060807466507,
0.10612545907497406,
0.10869462788105011,
0.10464192926883698,
0.10919013619422913,
0.10191795229911804,
0.10207627713680267,
0.10252305865287781,
0.1048123687505722,
0.10686059296131134,
0.10901771485805511,
0.1192450076341629,
0.13010993599891663,
0.1446254849433899,
... |
21 | weekday | Terraced | D_E | smart | false | false | false | false | false | true | JUN | [
0.18025776743888855,
0.14790859818458557,
0.14235331118106842,
0.1469900906085968,
0.12541279196739197,
0.11140552163124084,
0.109548419713974,
0.10239163041114807,
0.10179467499256134,
0.10549582540988922,
0.1008504331111908,
0.09695182740688324,
0.10301786661148071,
0.11518384516239166,
... |
23 | weekday | Semi_Detached | A_B_C | standard | false | false | false | false | false | false | JUL | [
0.14800116419792175,
0.14645764231681824,
0.1506401002407074,
0.15351077914237976,
0.14815011620521545,
0.13982464373111725,
0.13178713619709015,
0.12949737906455994,
0.13071709871292114,
0.13149692118167877,
0.12974956631660461,
0.1315750628709793,
0.13385900855064392,
0.14433228969573975... |
17 | weekday | Detached | D_E | automated | false | false | false | false | false | true | OCT | [
0.23202551901340485,
0.22113953530788422,
0.22763493657112122,
0.22405576705932617,
0.24287830293178558,
0.263385534286499,
0.2809317708015442,
0.24738556146621704,
0.2042478322982788,
0.17997263371944427,
0.18413382768630981,
0.17951291799545288,
0.1854485273361206,
0.18590104579925537,
... |
25 | weekday | Detached | A_B_C | automated | false | false | false | false | false | true | AUG | [
0.1231430321931839,
0.10173077881336212,
0.10141617059707642,
0.09980201721191406,
0.09912963211536407,
0.0969439148902893,
0.09925815463066101,
0.09445881843566895,
0.09413135051727295,
0.09588786959648132,
0.10126510262489319,
0.10668018460273743,
0.11397147178649902,
0.12626676261425018... |
13 | weekday | Terraced | D_E | automated | false | false | false | false | false | true | MAY | [
0.03002256155014038,
0.026902273297309875,
0.02313069999217987,
0.025253206491470337,
0.020534411072731018,
0.023802682757377625,
0.025386035442352295,
0.019190922379493713,
0.023670032620429993,
0.023035287857055664,
0.02020414173603058,
0.021868988871574402,
0.022083193063735962,
0.03150... |
27 | weekday | Semi_Detached | null | smart | false | false | false | false | false | true | MAY | [
0.1420542299747467,
0.12890934944152832,
0.1342484951019287,
0.12770673632621765,
0.12515099346637726,
0.1208360493183136,
0.12273305654525757,
0.11970286071300507,
0.11978666484355927,
0.12327255308628082,
0.12378130853176117,
0.12991130352020264,
0.1331963986158371,
0.15622493624687195,
... |
3 | weekday | Semi_Detached | D_E | automated | false | false | false | false | false | true | SEP | [
0.1285485327243805,
0.11907562613487244,
0.1095721423625946,
0.11664330959320068,
0.1369774043560028,
0.10560815036296844,
0.09293586015701294,
0.08931532502174377,
0.08702528476715088,
0.08327198028564453,
0.08464677631855011,
0.0847415179014206,
0.08240458369255066,
0.07697467505931854,
... |
8 | weekday | Semi_Detached | null | standard | false | false | false | false | false | true | AUG | [
0.014658808708190918,
0.014419913291931152,
0.013270139694213867,
0.009967505931854248,
0.015567988157272339,
0.014561474323272705,
0.021120086312294006,
0.012527823448181152,
0.0129910409450531,
0.011033803224563599,
0.012602776288986206,
0.007893770933151245,
0.00926932692527771,
0.01194... |
8 | weekday | Detached | A_B_C | standard | false | false | false | false | false | true | JUN | [
0.06671884655952454,
0.0663575828075409,
0.06581859290599823,
0.06610049307346344,
0.07167261838912964,
0.06963236629962921,
0.07224467396736145,
0.06976601481437683,
0.06850868463516235,
0.07075256109237671,
0.07355934381484985,
0.07985278964042664,
0.09116305410861969,
0.0968621224164962... |
6 | weekday | Semi_Detached | F_G | automated | false | false | false | false | false | true | JUL | [
0.24784351885318756,
0.2270878106355667,
0.22591377794742584,
0.22752059996128082,
0.21248707175254822,
0.21151933073997498,
0.20449930429458618,
0.2006823718547821,
0.20845556259155273,
0.2195158451795578,
0.235524982213974,
0.2561623156070709,
0.25093933939933777,
0.23766426742076874,
... |
3 | weekend | Semi_Detached | null | smart | false | false | false | false | false | true | MAY | [
0.03482280671596527,
0.03504268825054169,
0.03181251883506775,
0.036939769983291626,
0.0305195152759552,
0.036059826612472534,
0.04392801225185394,
0.03991876542568207,
0.04347433149814606,
0.049318715929985046,
0.05598078668117523,
0.06665317714214325,
0.0915558934211731,
0.06038546562194... |
26 | weekday | Semi_Detached | null | smart | false | false | false | false | false | true | JUL | [
0.1156693696975708,
0.1098407506942749,
0.10714137554168701,
0.10348688066005707,
0.10078635811805725,
0.0997098982334137,
0.09859980642795563,
0.09991446137428284,
0.1044241189956665,
0.10002857446670532,
0.10637408494949341,
0.11114965379238129,
0.11583666503429413,
0.12939678132534027,
... |
9 | weekday | Terraced | A_B_C | standard | false | false | false | false | false | true | SEP | [
0.15943023562431335,
0.14109891653060913,
0.13630691170692444,
0.13053768873214722,
0.1275606006383896,
0.12944209575653076,
0.12270599603652954,
0.13222052156925201,
0.12511123716831207,
0.11911614239215851,
0.12095467746257782,
0.12235936522483826,
0.13692033290863037,
0.1372051835060119... |
23 | weekday | Detached | null | automated | false | false | false | false | false | true | APR | [
0.09353035688400269,
0.12028908729553223,
0.09544824063777924,
0.09376856684684753,
0.0806218832731247,
0.08080704510211945,
0.0767485499382019,
0.07849922776222229,
0.07352013885974884,
0.07825995981693268,
0.0838950127363205,
0.08774851262569427,
0.0887453556060791,
0.10615608096122742,
... |
25 | weekday | Terraced | D_E | smart | false | false | false | false | false | true | JUN | [
0.05459935963153839,
0.049539268016815186,
0.048327937722206116,
0.031306326389312744,
0.39770376682281494,
0.6731339693069458,
0.22644080221652985,
0.06082525849342346,
0.07433538138866425,
0.04437835514545441,
0.05058567225933075,
0.048530951142311096,
0.06258577108383179,
0.054797619581... |
8 | weekday | Detached | D_E | standard | false | false | false | false | false | true | SEP | [
0.07664375007152557,
0.08261990547180176,
0.08585850894451141,
0.08121775090694427,
0.0775713175535202,
0.08153145015239716,
0.08218392729759216,
0.08866147696971893,
0.09185163676738739,
0.09761074185371399,
0.13058866560459137,
0.1178148090839386,
0.1154208779335022,
0.10347895324230194,... |
28 | weekday | Detached | A_B_C | eco | false | false | false | false | false | false | MAY | [
0.14580562710762024,
0.1814505010843277,
0.1298813670873642,
0.1105426698923111,
0.06881822645664215,
0.06652210652828217,
0.062308475375175476,
0.06315851211547852,
0.061622947454452515,
0.06691849231719971,
0.06849707663059235,
0.06919151544570923,
0.07704617083072662,
0.1026135832071304... |
27 | weekday | Semi_Detached | null | automated | false | false | false | false | false | true | OCT | [
0.13782955706119537,
0.12611493468284607,
0.12632642686367035,
0.12386953830718994,
0.12650658190250397,
0.1212606132030487,
0.12261663377285004,
0.12182772159576416,
0.12322035431861877,
0.12415887415409088,
0.12793996930122375,
0.13726665079593658,
0.17225447297096252,
0.2066013813018798... |
3 | weekend | Semi_Detached | A_B_C | standard | false | false | false | false | false | true | JUL | [
0.084287628531456,
0.07292640209197998,
0.07486605644226074,
0.07318553328514099,
0.07177655398845673,
0.07039335370063782,
0.07272708415985107,
0.07037806510925293,
0.07251894474029541,
0.06909991800785065,
0.07039381563663483,
0.08310133218765259,
0.08696699142456055,
0.12503068149089813... |
18 | weekday | Detached | D_E | standard | false | false | false | false | false | true | DEC | [
0.08513045310974121,
0.07310445606708527,
0.08117645978927612,
0.0828416496515274,
0.08304905891418457,
0.0737290233373642,
0.08157116174697876,
0.08934751152992249,
0.10004575550556183,
0.1337088942527771,
0.1594138741493225,
0.30634257197380066,
0.29518914222717285,
0.2486393302679062,
... |
5 | weekday | Terraced | A_B_C | smart | false | false | false | false | false | true | APR | [
0.23558315634727478,
0.22279785573482513,
0.12825162708759308,
0.11804290115833282,
0.10467632114887238,
0.10330837965011597,
0.10216887295246124,
0.1080387532711029,
0.1212456077337265,
0.14309141039848328,
0.22868388891220093,
0.1534925401210785,
0.15042436122894287,
0.15028780698776245,... |
2 | weekday | Semi_Detached | null | automated | false | false | false | false | false | true | SEP | [
0.11971069872379303,
0.10636696219444275,
0.09475383162498474,
0.09433190524578094,
0.0950392633676529,
0.09133394062519073,
0.09427538514137268,
0.09993654489517212,
0.09275612235069275,
0.09498263895511627,
0.1073116660118103,
0.10405546426773071,
0.2743067443370819,
0.187569260597229,
... |
5 | weekday | Detached | D_E | eco | false | false | false | false | false | false | MAY | [
0.1327974647283554,
0.13045059144496918,
0.12902098894119263,
0.13128328323364258,
0.12879596650600433,
0.1251516193151474,
0.12267257273197174,
0.12456725537776947,
0.12091498076915741,
0.1204104870557785,
0.12498217821121216,
0.13057158887386322,
0.15435609221458435,
0.21668118238449097,... |
8 | weekday | Detached | null | automated | false | false | false | false | false | true | APR | [
0.1227954775094986,
0.11252065002918243,
0.11204926669597626,
0.11690656840801239,
0.11344857513904572,
0.11212441325187683,
0.11151021718978882,
0.11236816644668579,
0.11639341711997986,
0.11815954744815826,
0.1215435117483139,
0.12972474098205566,
0.1456652134656906,
0.16589829325675964,... |
17 | weekday | Semi_Detached | D_E | smart | false | false | false | false | false | true | AUG | [
0.3031976819038391,
0.6050616502761841,
0.3561447262763977,
0.12751182913780212,
0.08371354639530182,
0.08976247906684875,
0.06698381900787354,
0.07783821225166321,
0.08417318761348724,
0.09267373383045197,
0.06852070987224579,
0.0891171246767044,
0.1664147973060608,
0.30308088660240173,
... |
26 | weekend | Terraced | D_E | standard | false | false | false | false | false | false | JUN | [
0.010338902473449707,
0.002929091453552246,
0.004425108432769775,
0.00520363450050354,
0.008570373058319092,
0.01027420163154602,
0.016469687223434448,
0.009802758693695068,
0.009500175714492798,
0.007063001394271851,
0.007775008678436279,
0.006285578012466431,
0.002710878849029541,
0,
0... |
16 | weekday | Detached | A_B_C | standard | false | false | false | false | false | true | JUL | [
0.03232428431510925,
0.025806516408920288,
0.013416498899459839,
0.025736302137374878,
0.024605825543403625,
0.02426372468471527,
0.02708311378955841,
0.019151002168655396,
0.01812298595905304,
0.018724828958511353,
0.01430058479309082,
0.01761232316493988,
0.030016809701919556,
0.08648414... |
8 | weekday | Detached | null | eco | false | false | false | false | false | true | FEB | [
0.047020480036735535,
0.01251685619354248,
0.029988452792167664,
0.023796260356903076,
0.03397436439990997,
0.01570478081703186,
0.021923065185546875,
0.02216610312461853,
0.024050265550613403,
0.01670891046524048,
0.014401376247406006,
0.021439462900161743,
0.13244198262691498,
0.11064358... |
12 | weekday | Terraced | null | automated | false | false | false | false | false | true | JUN | [
0.02688691020011902,
0.024856820702552795,
0.025023072957992554,
0.02573418617248535,
0.02418290078639984,
0.023434698581695557,
0.026177287101745605,
0.0237511545419693,
0.023030176758766174,
0.020810872316360474,
0.02368353307247162,
0.030250251293182373,
0.03004780411720276,
0.045521095... |
8 | weekday | Terraced | D_E | eco | false | false | false | false | false | true | SEP | [
0.07090497016906738,
0.0592743456363678,
0.06897729635238647,
0.07466529309749603,
0.07635298371315002,
0.07090513408184052,
0.06492197513580322,
0.0696755051612854,
0.07712213695049286,
0.06964035332202911,
0.14554479718208313,
0.3024093210697174,
0.25281399488449097,
0.3137439489364624,
... |
18 | weekday | Semi_Detached | A_B_C | automated | false | false | false | false | false | true | JUN | [
0.1033286601305008,
0.10366995632648468,
0.10500143468379974,
0.10100658237934113,
0.10017810761928558,
0.102142333984375,
0.10332559049129486,
0.10984191298484802,
0.12196435034275055,
0.14704395830631256,
0.19705334305763245,
0.20387890934944153,
0.32658150792121887,
0.1754511594772339,
... |
8 | weekday | Detached | D_E | standard | false | false | false | false | false | true | APR | [
0.13208572566509247,
0.11679159104824066,
0.1164381206035614,
0.11335046589374542,
0.1144464910030365,
0.11093653738498688,
0.11582331359386444,
0.11651425063610077,
0.11650103330612183,
0.1184002012014389,
0.12665319442749023,
0.13384674489498138,
0.16182272136211395,
0.1898856908082962,
... |
17 | weekday | Detached | A_B_C | automated | false | false | false | false | false | true | JAN | [
0.177703857421875,
0.1601192057132721,
0.1598353385925293,
0.1558672934770584,
0.14668571949005127,
0.1437719464302063,
0.14101798832416534,
0.13850504159927368,
0.13172945380210876,
0.12538956105709076,
0.1265670359134674,
0.12263229489326477,
0.12891845405101776,
0.13186563551425934,
0... |
3 | weekday | Detached | A_B_C | automated | false | false | false | false | false | true | JUN | [
0.09918124973773956,
0.09563015401363373,
0.09054191410541534,
0.08274194598197937,
0.08103625476360321,
0.08200207352638245,
0.07967616617679596,
0.07972429692745209,
0.07697628438472748,
0.07519663870334625,
0.07722572982311249,
0.07870350778102875,
0.08308729529380798,
0.085938483476638... |
21 | weekday | Semi_Detached | F_G | standard | false | false | false | false | false | false | DEC | [
0.08981354534626007,
0.07309682667255402,
0.07129412889480591,
0.06940194964408875,
0.066208615899086,
0.06585149466991425,
0.06911778450012207,
0.06580641865730286,
0.06427599489688873,
0.06511969864368439,
0.06366622447967529,
0.06830620765686035,
0.0692545622587204,
0.0758882462978363,
... |
11 | weekend | Detached | A_B_C | smart | false | false | false | false | false | true | JUL | [
0.12088945508003235,
0.10467155277729034,
0.10218924283981323,
0.10397624969482422,
0.09846274554729462,
0.11280438303947449,
0.09526048600673676,
0.08584940433502197,
0.08270430564880371,
0.07985873520374298,
0.0805496871471405,
0.07773050665855408,
0.0846153199672699,
0.0917443335056305,... |
7 | weekday | Semi_Detached | null | eco | false | false | false | false | false | true | SEP | [
0.12190358340740204,
0.11957082152366638,
0.11943319439888,
0.11943626403808594,
0.11737844347953796,
0.12113501131534576,
0.1265547126531601,
0.1343129277229309,
0.14033876359462738,
0.12097236514091492,
0.12319086492061615,
0.12447181344032288,
0.13890479505062103,
0.13837391138076782,
... |
19 | weekday | Detached | null | standard | false | false | false | false | false | true | JUN | [
0.13470271229743958,
0.12820687890052795,
0.1287679672241211,
0.12095911800861359,
0.12482599914073944,
0.12599441409111023,
0.1385214775800705,
0.1319347470998764,
0.16489990055561066,
0.18625128269195557,
0.2100086510181427,
0.31062406301498413,
0.408136248588562,
0.405658483505249,
0.... |
28 | weekday | Semi_Detached | A_B_C | standard | false | false | false | false | false | true | MAY | [
0.20101669430732727,
0.1799439787864685,
0.17447875440120697,
0.17190322279930115,
0.16834451258182526,
0.165824294090271,
0.16928765177726746,
0.16510741412639618,
0.16175273060798645,
0.17041102051734924,
0.18035590648651123,
0.1931764930486679,
0.32888704538345337,
0.5126523375511169,
... |
18 | weekday | Detached | D_E | standard | false | false | false | false | false | false | JUN | [
0.08842885494232178,
0.09430582821369171,
0.0890202671289444,
0.09004376828670502,
0.0966283529996872,
0.08957919478416443,
0.11117589473724365,
0.10558530688285828,
0.08366848528385162,
0.08270306885242462,
0.09144435822963715,
0.11380372941493988,
0.12335322797298431,
0.10546858608722687... |
3 | weekday | null | A_B_C | smart | false | false | false | false | false | true | NOV | [
0.1825224608182907,
0.177705317735672,
0.16544389724731445,
0.15777650475502014,
0.14638081192970276,
0.14025990664958954,
0.1341485232114792,
0.12986686825752258,
0.12906356155872345,
0.1251881718635559,
0.12705092132091522,
0.12413676083087921,
0.1255059540271759,
0.12641464173793793,
... |
1 | weekday | Terraced | A_B_C | automated | false | false | false | false | false | true | AUG | [
0.14337730407714844,
0.12250426411628723,
0.10884310305118561,
0.11673080921173096,
0.10058793425559998,
0.19683516025543213,
0.14004971086978912,
0.12241704761981964,
0.11172756552696228,
0.09787778556346893,
0.10010600090026855,
0.09831929206848145,
0.10705229640007019,
0.103966563940048... |
21 | weekday | Semi_Detached | null | eco | false | false | false | false | false | false | JUN | [
0.06902019679546356,
0.061214253306388855,
0.06406916677951813,
0.06217433512210846,
0.05877074599266052,
0.06574822962284088,
0.06125462055206299,
0.057558342814445496,
0.0591648668050766,
0.060087621212005615,
0.0579880028963089,
0.06917919218540192,
0.1652400642633438,
0.258727639913558... |
8 | weekday | Detached | null | standard | false | false | false | false | false | false | OCT | [
0.06436136364936829,
0.05447418987751007,
0.056156739592552185,
0.05466659367084503,
0.05586020648479462,
0.0494140088558197,
0.056354865431785583,
0.054967984557151794,
0.056312158703804016,
0.05171419680118561,
0.050533369183540344,
0.05697590112686157,
0.06055666506290436,
0.06433321535... |
28 | weekday | Detached | null | automated | false | false | false | false | false | true | DEC | [
0.11578409373760223,
0.10017114877700806,
0.09312835335731506,
0.10334721207618713,
0.10985040664672852,
0.09519496560096741,
0.07971534132957458,
0.08190158009529114,
0.08298668265342712,
0.08145539462566376,
0.08013106882572174,
0.0780385434627533,
0.08476752042770386,
0.0961179137229919... |
28 | weekday | Detached | A_B_C | standard | false | false | false | false | false | true | SEP | [
0.11916977167129517,
0.10086123645305634,
0.1013341099023819,
0.09835977852344513,
0.09531477093696594,
0.09454454481601715,
0.09949289262294769,
0.09798863530158997,
0.1017388105392456,
0.09788158535957336,
0.10547730326652527,
0.11322160065174103,
0.13855046033859253,
0.19047489762306213... |
21 | weekday | Semi_Detached | A_B_C | smart | false | false | false | false | false | true | NOV | [
0.045945703983306885,
0.04426190257072449,
0.040384456515312195,
0.04541151225566864,
0.044420868158340454,
0.05033574998378754,
0.053167298436164856,
0.05885787308216095,
0.08564014732837677,
0.10343761742115021,
0.0793846845626831,
0.090001180768013,
0.1556757539510727,
0.075120732188224... |
28 | weekday | Semi_Detached | F_G | eco | false | false | false | false | false | false | FEB | [
0.08272585272789001,
0.12803928554058075,
0.1475459486246109,
0.10809788107872009,
0.0935547947883606,
0.08925977349281311,
0.0937129557132721,
0.1292409896850586,
0.10501857101917267,
0.14508384466171265,
0.21444152295589447,
0.02828201651573181,
0.02320815622806549,
0.018746569752693176,... |
18 | weekend | Detached | D_E | automated | false | false | false | false | false | true | AUG | [
0.15994639694690704,
0.1482674777507782,
0.14823392033576965,
0.14410558342933655,
0.1395263969898224,
0.13415057957172394,
0.13392186164855957,
0.1318717747926712,
0.13317492604255676,
0.13272973895072937,
0.13494931161403656,
0.13368558883666992,
0.13745751976966858,
0.15343230962753296,... |
28 | weekday | Semi_Detached | A_B_C | standard | false | false | false | false | false | false | MAR | [
0.17357081174850464,
0.16086319088935852,
0.1555149257183075,
0.14812417328357697,
0.14587187767028809,
0.1426885724067688,
0.1401357799768448,
0.1394735872745514,
0.13450080156326294,
0.12806126475334167,
0.13096609711647034,
0.1265605390071869,
0.13099823892116547,
0.1289195567369461,
... |
23 | weekend | Detached | A_B_C | smart | false | false | false | false | false | true | MAY | [
0.15102536976337433,
0.13054537773132324,
0.12232746183872223,
0.1198098212480545,
0.11783362925052643,
0.11035998165607452,
0.10765378177165985,
0.10998386144638062,
0.10902684926986694,
0.1103985607624054,
0.11887218058109283,
0.12968263030052185,
0.15229621529579163,
0.18047761917114258... |
21 | weekend | Semi_Detached | A_B_C | eco | false | false | false | false | false | true | MAY | [
0.108939990401268,
0.09806570410728455,
0.09058666229248047,
0.0929674506187439,
0.08336442708969116,
0.0834854245185852,
0.08384355902671814,
0.07919149100780487,
0.0756608098745346,
0.07600519061088562,
0.07332749664783478,
0.07604621350765228,
0.08277444541454315,
0.08172145485877991,
... |
29 | weekday | Detached | A_B_C | automated | false | false | false | false | false | true | OCT | [
0.10167340934276581,
0.10452060401439667,
0.10321196913719177,
0.10054266452789307,
0.10237954556941986,
0.09701263904571533,
0.09755899012088776,
0.0989077091217041,
0.08994230628013611,
0.093751922249794,
0.0966341644525528,
0.10325305163860321,
0.11290253698825836,
0.16350801289081573,
... |
20 | weekday | Terraced | null | standard | false | false | false | false | false | true | MAY | [
0.13099902868270874,
0.13006427884101868,
0.13981489837169647,
0.13488593697547913,
0.13513049483299255,
0.13409285247325897,
0.1363225132226944,
0.14600004255771637,
0.13602566719055176,
0.12420035898685455,
0.12275150418281555,
0.11828775703907013,
0.11806817352771759,
0.1239989548921585... |
8 | weekday | Detached | D_E | standard | false | false | false | false | false | false | SEP | [
0.05884218215942383,
0.05496425926685333,
0.05610251426696777,
0.05294710397720337,
0.061314404010772705,
0.05437186360359192,
0.05892212688922882,
0.0700860470533371,
0.11569976806640625,
0.13627687096595764,
0.12291790544986725,
0.205706387758255,
0.23477503657341003,
0.15371066331863403... |
25 | weekday | Semi_Detached | null | automated | false | false | false | false | false | true | NOV | [
0.04925309121608734,
0.043584391474723816,
0.043945878744125366,
0.04863978922367096,
0.05116572976112366,
0.04607725143432617,
0.045672252774238586,
0.05003450810909271,
0.04619587957859039,
0.06884022057056427,
0.2398350089788437,
0.235878586769104,
0.23106993734836578,
0.171129107475280... |
14 | weekday | Terraced | A_B_C | automated | false | false | false | false | false | true | NOV | [
0.15707021951675415,
0.27897995710372925,
0.16748203337192535,
0.13716590404510498,
0.12610337138175964,
0.12100665271282196,
0.12260539829730988,
0.11759884655475616,
0.10441140830516815,
0.10440957546234131,
0.10832808911800385,
0.10412536561489105,
0.11271616816520691,
0.129235059022903... |
26 | weekday | Detached | null | standard | false | false | false | false | false | true | AUG | [
0.11630479991436005,
0.10572725534439087,
0.109021857380867,
0.10834185779094696,
0.10907235741615295,
0.11050204932689667,
0.11618521809577942,
0.1192602664232254,
0.12140733003616333,
0.13670150935649872,
0.1833924651145935,
0.23724620044231415,
0.2901899516582489,
0.30697810649871826,
... |
18 | weekday | Terraced | D_E | eco | false | false | false | false | false | true | DEC | [
0.2322218269109726,
0.2588445246219635,
0.18896767497062683,
0.17750486731529236,
0.17066587507724762,
0.170162171125412,
0.16944187879562378,
0.1760711371898651,
0.17812290787696838,
0.17980726063251495,
0.20546624064445496,
0.22887109220027924,
0.2973213493824005,
0.22488319873809814,
... |
21 | weekday | Detached | A_B_C | eco | false | false | false | false | false | false | FEB | [
0.08974489569664001,
0.08179901540279388,
0.07801124453544617,
0.0741519033908844,
0.0770740807056427,
0.07015213370323181,
0.07144686579704285,
0.06876040995121002,
0.06791681051254272,
0.062095195055007935,
0.05896581709384918,
0.056626856327056885,
0.056735292077064514,
0.05333995819091... |
12 | weekday | Semi_Detached | A_B_C | automated | false | false | false | false | false | true | OCT | [
0.1485961377620697,
0.1411500722169876,
0.1379455029964447,
0.1366945207118988,
0.13841933012008667,
0.13553136587142944,
0.13708946108818054,
0.14009374380111694,
0.14027109742164612,
0.14288614690303802,
0.15726721286773682,
0.1650160402059555,
0.18867254257202148,
0.19876807928085327,
... |
28 | weekday | Detached | A_B_C | standard | false | false | false | false | false | true | FEB | [
0.10584111511707306,
0.08942140638828278,
0.08613236248493195,
0.08396349847316742,
0.08261968195438385,
0.0806201696395874,
0.08242812752723694,
0.07767492532730103,
0.07843601703643799,
0.07613010704517365,
0.07683990895748138,
0.08245864510536194,
0.08721329271793365,
0.0992194265127182... |
8 | weekday | Semi_Detached | F_G | smart | false | false | false | false | false | true | MAR | [
0.05946707725524902,
0.08081106841564178,
0.05086824297904968,
0.04469761252403259,
0.04333190619945526,
0.03978598117828369,
0.04087153077125549,
0.04817579686641693,
0.04062758386135101,
0.041523873805999756,
0.09482116997241974,
0.03926388919353485,
0.020789742469787598,
0.0016081035137... |
8 | weekday | Semi_Detached | A_B_C | automated | false | false | false | false | false | true | JUL | [
0.060717031359672546,
0.05457134544849396,
0.05521082878112793,
0.056771233677864075,
0.05726894736289978,
0.053819358348846436,
0.05442193150520325,
0.057414472103118896,
0.05611273646354675,
0.059059157967567444,
0.07101927697658539,
0.08702513575553894,
0.12059035897254944,
0.1357104480... |
17 | weekday | Detached | A_B_C | standard | false | false | false | false | false | true | NOV | [
0.03858993947505951,
0.027698591351509094,
0.025850415229797363,
0.02486036717891693,
0.029701486229896545,
0.025137782096862793,
0.03272058069705963,
0.02912600338459015,
0.026371225714683533,
0.026879847049713135,
0.024649694561958313,
0.028855815529823303,
0.021072596311569214,
0.021172... |
18 | weekday | null | A_B_C | smart | false | false | false | false | false | true | APR | [
0.07676912844181061,
0.06734539568424225,
0.06746667623519897,
0.06832283735275269,
0.06509928405284882,
0.06021107733249664,
0.05834551155567169,
0.059770017862319946,
0.0574355274438858,
0.06435024738311768,
0.06313478946685791,
0.06602396070957184,
0.07610282301902771,
0.084340453147888... |
18 | weekend | Terraced | A_B_C | automated | false | false | false | false | false | true | DEC | [
0.1340252161026001,
0.12475499510765076,
0.12577013671398163,
0.1219339370727539,
0.12229540944099426,
0.12099778652191162,
0.12227928638458252,
0.11775708198547363,
0.12075197696685791,
0.12148603796958923,
0.12081606686115265,
0.12721458077430725,
0.14108262956142426,
0.15324154496192932... |
3 | weekday | Detached | D_E | automated | false | false | false | false | false | true | MAY | [
0.055085793137550354,
0.051314547657966614,
0.050018906593322754,
0.04633142054080963,
0.051992520689964294,
0.04995296895503998,
0.05342993140220642,
0.04983943700790405,
0.049889445304870605,
0.046448856592178345,
0.0518040806055069,
0.05694003403186798,
0.06907312572002411,
0.0940560996... |
8 | weekday | Semi_Detached | A_B_C | smart | false | false | false | false | false | true | OCT | [
0.10795858502388,
0.111034095287323,
0.09686101973056793,
0.09914530813694,
0.08995389938354492,
0.10713835060596466,
0.12427614629268646,
0.09129871428012848,
0.08604788780212402,
0.09032955765724182,
0.08868847787380219,
0.08624742925167084,
0.08697433769702911,
0.0887022316455841,
0.3... |
5 | weekday | Detached | A_B_C | smart | false | false | false | false | false | true | OCT | [
0.09232138097286224,
0.0844249278306961,
0.0831078588962555,
0.08141252398490906,
0.0828048586845398,
0.08198490738868713,
0.08566170930862427,
0.08126267790794373,
0.08207912743091583,
0.08634601533412933,
0.08654873073101044,
0.09295663237571716,
0.1118219643831253,
0.12593787908554077,
... |
2 | weekday | Semi_Detached | null | automated | false | false | false | false | false | true | OCT | [
0.14428764581680298,
0.19511818885803223,
0.168669193983078,
0.12422870099544525,
0.11610427498817444,
0.11223083734512329,
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0.10000096261501312,
0.26836469769477844,
0.17739281058311462,
0.14656060934066772,
... |
25 | weekday | Terraced | A_B_C | smart | false | false | false | false | false | true | OCT | [
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0.051525503396987915,
0.057096198201179... |
21 | weekday | Terraced | A_B_C | automated | false | false | false | false | false | true | JUN | [
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24 | weekday | Semi_Detached | D_E | automated | false | false | false | false | false | true | JUN | [
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0.18765516579151154,
0.12055276334285736,... |
8 | weekday | Terraced | null | smart | false | false | false | false | false | true | APR | [
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0.14461450278759003,
0.35922878980636597,
0.3168146610260... |
20 | weekday | Terraced | A_B_C | standard | false | false | false | false | false | true | FEB | [
0.0036212503910064697,
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0.007901489734649658,
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0.002193361520767212,
0,
0,
0.21069511771202087,
0.014039605855941... |
6 | weekday | Semi_Detached | null | automated | false | false | false | false | false | true | NOV | [
0.12540137767791748,
0.11395402252674103,
0.10633750259876251,
0.1036413311958313,
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0.09419210255146027,
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0.09834359586238861,
0.11755308508872986,
0.1441674530506134,
... |
3 | weekday | Detached | null | smart | false | false | false | false | false | true | OCT | [
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0.020411357283592224,
0.028495147824287415,
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0.021627724170684814,
0.027815118432044983,
0.027761220932006836,
0.06579... |
21 | weekend | Detached | null | automated | false | false | false | false | false | true | JUL | [
0.09364275634288788,
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0.08338448405265808,
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0.08307258784770966,... |
18 | weekday | Semi_Detached | D_E | automated | false | false | false | false | false | true | JUL | [
0.3501080274581909,
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0.24132594466209412,
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0.2472904473543167,
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0... |
5 | weekday | Detached | A_B_C | automated | false | false | false | false | false | true | JUN | [
0.1495104432106018,
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0.... |
17 | weekday | Semi_Detached | null | smart | false | false | false | false | false | true | JAN | [
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0.1770518571138382,
... |
14 | weekday | Detached | A_B_C | smart | false | false | false | false | false | true | SEP | [
0.09908074140548706,
0.09080538153648376,
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0.09537895023822784,
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0.09492367506027222,
0.09766772389411926,
0.0985730439424514... |
18 | weekday | Terraced | null | smart | false | false | false | false | false | true | JUL | [
0.0553290992975235,
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0.1076429933309555,
0.08032344281673431,
0.0802004337310791,
0.070154830813407... |
23 | weekday | Terraced | D_E | smart | false | false | false | false | false | true | SEP | [
0.1554974615573883,
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0.1453845500946045,
0.12740138173103333,
0.1263515204191208,
0.1028614342212677,
0.0... |
3 | weekend | Terraced | D_E | standard | false | false | false | false | false | true | JUL | [
0.07398134469985962,
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0.06984880566596985,
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0.06843748688697815,
0.07142165303230286,
0.08746205270290375... |
17 | weekend | Semi_Detached | D_E | automated | false | false | false | false | false | true | APR | [
0.11703900992870331,
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0.0952877402305603,
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0.06892037391662598,
0.06554947793483734,
0.05981124937534332,
0.05440551042556763,
0.05730365216732025... |
23 | weekday | Detached | D_E | smart | false | false | false | false | false | true | OCT | [
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0.07175694406032562,
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0.06290100514888763,
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0.06817097961902618,
0.09522722661495209,
0.1381153166294098,
0.20468845963478088,
0.17525526881217957,
0.22205469012260437,
0.210771381855011,... |
20 | weekday | Flat | null | standard | false | false | false | false | false | false | MAR | [
0.06466507911682129,
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0.05962413549423218,
0.079965859651... |
21 | weekday | Detached | null | standard | false | false | false | false | false | false | SEP | [
0.08098240196704865,
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0.18226832151412964,
0.15464437007904053,
... |
3 | weekday | Flat | F_G | smart | false | false | false | false | false | true | MAY | [
0.08379851281642914,
0.07770746946334839,
0.07228122651576996,
0.07204315066337585,
0.0743144303560257,
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0.0732758641242981,
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0.07497377693653107,
0.08382607996463776,
0.09913189709186554,
0.11258600652217865... |
End of preview.
This dataset contains 10 million synthetic load profiles trained on over 1 billion smart meter readings from 1 million Octopus Energy GB households sampled between 1st March 2024 and 1 March 2025. The dataset comprises of two sub populations:
- Households with any form of LCTs (heat pumps, EVs, Solar PVs etc)
- Households with no LCTs (all LCT columns = False): Octopus's non-LCT households were resampled to create a GB representative sample.
The smart meter profiles are conditioned on labels such as the:
Property types: house, flat, terraced, detached, semi-detached etcEnergy performance certificate (EPC) rating: A/B/C, D/E, F/G etcLow Carbon Technology (LCT) ownership: heat pumps, electric vehicles, solar PVs etcSeasonality: weekday vs weekend, month of yearTariff types: standard, smart, automated, economy 7Location Cluster: An unsupervised learning approach is used to group regions of GB (LSOAs) into 30 clusters. This model is trained using features related to the energy consumption profiles of households in each area. The cluster label is included in our dataset and we have also uploaded a mapping from LSOA -> cluster. Using this mapping, you can filter synthetic profiles for specific regions of Great Britain.
For more information about Faraday and our method to generate synthetic smart meter profiles, 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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