data/transformers.csv

transformer_id,month,month_idx,sum_true_kwh,sum_metered_kwh,technical_loss_kwh,energy_injected_kwh,unaccounted_kwh,loss_pct
T01,2025-01,0,12024.56,12024.56,831.5270147594558,12856.087014759456,831.5270147594565,0.0646796349312835
T01,2025-02,1,13029.12,13029.12,735.6312494929616,13764.751249492962,735.6312494929607,0.0534431197599781
T01,2025-03,2,13246.7,13246.7,857.0653778152628,14103.765377815263,857.0653778152628,0.0607685504442237
T01,2025-04,3,13590.75,13472.19,828.8646515946953,14419.614651594697,947.4246515946944,0.0657038814480327
T01,2025-05,4,13196.62,13068.35,869.6089474262774,14066.228947426278,997.8789474262776,0.0709414691852332
T01,2025-06,5,12295.57,12129.71,721.8739881056013,13017.4439881056,887.7339881055996,0.0681957217497341
T01,2025-07,6,11806.1,11334.07,683.5437675823238,12489.643767582324,1155.573767582324,0.0925225562142685
T01,2025-08,7,10763.28,9975.95,693.0738715544559,11456.353871554456,1480.4038715544557,0.1292212066903959
T01,2025-09,8,10305.19,9510.59,640.4465311981867,10945.636531198186,1435.046531198186,0.1311067224923734
T01,2025-10,9,10610.92,9795.34,584.4307366894246,11195.350736689425,1400.0107366894244,0.1250528696793131
T01,2025-11,10,11143.17,10259.01,758.5565187696166,11901.726518769618,1642.716518769617,0.1380233797322574
T01,2025-12,11,11835.83,10910.47,762.1689386231396,12597.99893862314,1687.5289386231398,0.1339521416730309
T02,2025-01,0,18642.34,18642.34,1110.2403615080866,19752.580361508088,1110.2403615080875,0.0562073582888247
T02,2025-02,1,19805.37,19805.37,1132.6812575199233,20938.05125751992,1132.681257519922,0.054096785015421
T02,2025-03,2,20567.32,20567.32,1278.974380067316,21846.29438006732,1278.9743800673168,0.0585442252959046
T02,2025-04,3,21070.79,21070.79,1347.749072721428,22418.53907272143,1347.749072721428,0.0601176137459086
T02,2025-05,4,20242.41,20242.41,1020.9370726914128,21263.347072691413,1020.937072691413,0.0480139401008322
T02,2025-06,5,19400.12,19400.12,1207.7367298719216,20607.85672987192,1207.736729871922,0.0586056447161367
T02,2025-07,6,17954.63,17798.64,1147.5760694195708,19102.20606941957,1303.5660694195722,0.0682416504503336
T02,2025-08,7,17014.18,16882.54,780.700896476402,17794.880896476403,912.340896476402,0.0512698512445259
T02,2025-09,8,16506.4,16156.92,1009.8143098986794,17516.21430989868,1359.2943098986816,0.0776020597744413
T02,2025-10,9,16597.36,16148.27,1065.0136671771108,17662.37366717711,1514.1036671771108,0.0857248122878776
T02,2025-11,10,17335.8,16839.38,1100.5679416825635,18436.36794168256,1596.9879416825606,0.0866216136895353
T02,2025-12,11,18518.37,17997.1,1200.2624132383353,19718.63241323833,1721.5324132383355,0.0873048585297713
T03,2025-01,0,6285.88,6285.88,364.7985342633861,6650.678534263387,364.7985342633865,0.0548513256781235
T03,2025-02,1,6696.1,6696.1,359.9860951366181,7056.0860951366185,359.98609513661813,0.051017815015712
T03,2025-03,2,7074.31,7074.31,348.06690405809246,7422.376904058093,348.0669040580924,0.0468942642710303
T03,2025-04,3,7004.28,6766.81,466.1582243966761,7470.438224396676,703.6282243966753,0.0941883465549307
T03,2025-05,4,6793.01,6547.34,436.2361855799994,7229.246185579999,681.9061855799991,0.0943260428646323
T03,2025-06,5,6395.69,6038.91,428.5811578200619,6824.2711578200615,785.3611578200616,0.1150835216915584
T03,2025-07,6,6227.64,5857.08,346.56288400804715,6574.202884008048,717.1228840080475,0.1090813436488963
T03,2025-08,7,5636.3,5298.31,365.36197937306,6001.661979373061,703.3519793730602,0.1171928678739973
T03,2025-09,8,5435.5,5105.6,277.1230661138329,5712.6230661138325,607.0230661138321,0.1062599543307127
T03,2025-10,9,5570.9400000000005,5234.7,305.193021324247,5876.133021324247,641.4330213242474,0.1091590369034385
T03,2025-11,10,5734.78,5361.04,348.4215097301089,6083.201509730108,722.1615097301083,0.1187140535415451
T03,2025-12,11,6316.16,5922.06,404.1031530192266,6720.263153019227,798.2031530192271,0.1187755798908881
T04,2025-01,0,5254.92,5254.92,368.2336565562181,5623.153656556218,368.2336565562182,0.065485255969643
T04,2025-02,1,5602.64,5602.64,328.0884447878177,5930.728444787818,328.08844478781793,0.0553200922689617
T04,2025-03,2,5793.1,5793.1,317.49375172022263,6110.593751720223,317.49375172022246,0.051957921704555
T04,2025-04,3,5955.24,5846.11,324.54334990069896,6279.783349900698,433.67334990069867,0.0690586483222476
T04,2025-05,4,5679.88,5566.42,317.35150544265247,5997.231505442653,430.81150544265256,0.0718350634041189
T04,2025-06,5,5325.6,5227.1900000000005,390.5058018438474,5716.105801843848,488.9158018438475,0.085533021744653
T04,2025-07,6,5055.18,4811.75,326.2675931392758,5381.447593139276,569.6975931392763,0.105863261377027
T04,2025-08,7,4554.82,4337.4,303.6934939360076,4858.513493936007,521.1134939360072,0.1072578052086132
T04,2025-09,8,4482.94,4275.78,262.54825171084656,4745.488251710846,469.7082517108465,0.0989799630294115
T04,2025-10,9,4490.62,4288.06,269.39277836307923,4760.012778363079,471.9527783630783,0.0991494771838361
T04,2025-11,10,4909.6,4523.92,315.17465411072385,5224.774654110724,700.8546541107244,0.1341406473022351
T04,2025-12,11,5071.54,4701.26,288.9013282686404,5360.44132826864,659.1813282686398,0.1229714659485971
T05,2025-01,0,14344.66,14344.66,835.607324473016,15180.267324473016,835.607324473016,0.0550456264446597
T05,2025-02,1,15342.74,15342.74,858.4535225921168,16201.193522592115,858.4535225921172,0.0529870544040491
T05,2025-03,2,15999.86,15999.86,917.0326767171848,16916.892676717187,917.0326767171864,0.0542081039492142
T05,2025-04,3,16031.34,15945.24,966.591556738614,16997.931556738615,1052.691556738615,0.061930568035573
T05,2025-05,4,15782.95,15698.98,869.1629409855631,16652.112940985564,953.1329409855643,0.0572379579914831
T05,2025-06,5,15009.63,14867.41,926.3324319870588,15935.962431987058,1068.5524319870583,0.0670528960235394
T05,2025-07,6,13970.16,13571.2,862.0635151105704,14832.22351511057,1261.02351511057,0.0850191823111269
T05,2025-08,7,12755.85,12032.18,751.6321871941377,13507.48218719414,1475.3021871941382,0.1092211092155138
T05,2025-09,8,12476.0,11442.36,686.6196650519445,13162.619665051943,1720.2596650519445,0.130692803471288
T05,2025-10,9,13020.15,11893.12,789.4088078508634,13809.558807850864,1916.4388078508616,0.1387762516179263
T05,2025-11,10,13601.76,12275.81,774.900055870949,14376.660055870949,2100.8500558709493,0.1461292155275683
T05,2025-12,11,14509.67,13170.92,874.6365959318003,15384.3065959318,2213.386595931801,0.1438730164489249
T06,2025-01,0,10696.51,10696.51,712.2673886181332,11408.777388618131,712.2673886181328,0.0624315265655652
T06,2025-02,1,11236.94,11236.94,589.741122483054,11826.681122483054,589.7411224830539,0.0498653101724311
T06,2025-03,2,11739.34,11739.34,857.4521705648752,12596.792170564877,857.4521705648749,0.068069089253413
T06,2025-04,3,11853.33,11853.33,706.0419236025277,12559.371923602528,706.0419236025282,0.0562163401081928
T06,2025-05,4,11313.34,11313.34,706.7560663863048,12020.096066386304,706.7560663863042,0.0587978717044298
T06,2025-06,5,10582.06,10582.06,587.1297202803329,11169.189720280332,587.1297202803325,0.0525669036863308
T06,2025-07,6,10046.82,10046.82,671.662763040996,10718.482763040996,671.6627630409967,0.0626639775320621
T06,2025-08,7,9180.24,9069.97,543.8947131605411,9724.134713160542,654.1647131605423,0.0672722799978493
T06,2025-09,8,9175.62,9074.46,528.8395209254429,9704.459520925442,629.999520925443,0.0649185582738527
T06,2025-10,9,9213.52,8899.9,520.9960850470624,9734.516085047062,834.6160850470624,0.0857378094355501
T06,2025-11,10,9672.53,9342.14,564.7698169547594,10237.29981695476,895.1598169547615,0.0874410081721178
T06,2025-12,11,10551.62,10210.74,659.5826518788982,11211.2026518789,1000.4626518788992,0.0892377635963283
T07,2025-01,0,10677.69,10677.69,651.7327138994351,11329.422713899436,651.7327138994351,0.0575256771997624
T07,2025-02,1,11588.22,11588.22,692.5217798614613,12280.74177986146,692.5217798614613,0.0563908754271742
T07,2025-03,2,11856.48,11856.48,660.7790771190379,12517.259077119035,660.7790771190375,0.0527894384104352
T07,2025-04,3,11845.74,11845.74,656.0758260779277,12501.815826077927,656.0758260779276,0.0524784427482445
T07,2025-05,4,11495.01,11495.01,657.914073078019,12152.924073078018,657.9140730780182,0.054136277748618
T07,2025-06,5,10970.53,10970.53,688.5286110511829,11659.058611051183,688.5286110511825,0.0590552491432328
T07,2025-07,6,10158.33,10158.33,649.8645261830085,10808.194526183008,649.8645261830079,0.0601270197912058
T07,2025-08,7,9749.92,9623.58,631.6219029373195,10381.54190293732,757.9619029373189,0.0730105325416895
T07,2025-09,8,9244.09,9090.67,554.564039424641,9798.65403942464,707.9840394246403,0.0722531927932228
T07,2025-10,9,9069.34,8930.55,565.032321919462,9634.372321919462,703.8223219194624,0.0730532616347174
T07,2025-11,10,9770.15,9615.24,576.3342680741292,10346.48426807413,731.2442680741296,0.0706756275008807
T07,2025-12,11,10330.35,10163.7,511.8297116964788,10842.17971169648,678.4797116964783,0.0625777961385881
T08,2025-01,0,9368.87,9368.87,549.9942598757282,9918.864259875729,549.994259875728,0.0554493181341931
T08,2025-02,1,10224.18,10224.18,590.4263581412987,10814.606358141298,590.4263581412979,0.0545952703767919
T08,2025-03,2,10520.25,10520.25,565.6289081286316,11085.878908128632,565.6289081286322,0.0510224685670965
T08,2025-04,3,10585.28,10585.28,599.0806426757241,11184.360642675723,599.0806426757244,0.0535641385158697
T08,2025-05,4,10308.12,10198.34,626.8424310568867,10934.962431056889,736.6224310568869,0.0673639654183696
T08,2025-06,5,9662.14,9109.99,514.0308654129648,10176.170865412963,1066.1808654129636,0.1047723037981533
T08,2025-07,6,9034.57,8529.7,503.5443534210653,9538.114353421064,1008.4143534210634,0.105724707846407
T08,2025-08,7,8434.56,7864.77,584.4088345458019,9018.968834545802,1154.1988345458012,0.1279745895256691
T08,2025-09,8,8203.75,7506.09,413.3357878743566,8617.085787874357,1110.9957878743571,0.1289294101536866
T08,2025-10,9,8375.54,7408.0,493.3269029695459,8868.866902969547,1460.8669029695466,0.1647185507407273
T08,2025-11,10,8659.33,7581.01,458.96305391854855,9118.293053918547,1537.2830539185488,0.1685932931556644
T08,2025-12,11,9240.47,8028.29,512.7553363127506,9753.22533631275,1724.935336312749,0.1768579394849569
T09,2025-01,0,14869.94,14869.94,874.5543555588745,15744.494355558874,874.5543555588738,0.0555466778296437
T09,2025-02,1,15732.02,15732.02,850.7017961236904,16582.72179612369,850.7017961236888,0.0513004925598248
T09,2025-03,2,16521.16,16521.16,1048.161597152203,17569.321597152204,1048.1615971522042,0.0596586266211952
T09,2025-04,3,16726.52,16726.52,1139.191487187814,17865.711487187815,1139.1914871878143,0.0637641264947534
T09,2025-05,4,16330.28,16174.61,1062.2858377946145,17392.565837794617,1217.955837794616,0.070027381189954
T09,2025-06,5,15662.21,15517.42,1036.0188349109935,16698.228834910995,1180.8088349109948,0.0707146156987786
T09,2025-07,6,14323.95,14059.79,740.8574107222513,15064.807410722253,1005.0174107222538,0.0667129279068606
T09,2025-08,7,13512.26,13264.63,791.0289669282852,14303.288966928283,1038.6589669282855,0.0726167924964564
T09,2025-09,8,13380.82,13131.89,840.376062998785,14221.196062998784,1089.306062998785,0.0765973591935055
T09,2025-10,9,13210.68,12959.09,861.6949463116478,14072.374946311647,1113.2849463116472,0.0791113760512356
T09,2025-11,10,13831.16,13557.81,975.3750346635918,14806.535034663591,1248.725034663592,0.0843360740200324
T09,2025-12,11,14906.67,14628.95,990.0151224560848,15896.685122456083,1267.7351224560844,0.0797483948817258
T10,2025-01,0,10102.51,10102.51,660.4913117133098,10763.00131171331,660.4913117133092,0.0613668337097107
T10,2025-02,1,10688.16,10688.16,810.1793456405853,11498.339345640585,810.1793456405849,0.0704605527186629
T10,2025-03,2,11208.49,11208.49,678.9862762686272,11887.476276268628,678.986276268628,0.0571177818141358
T10,2025-04,3,10984.81,10924.94,640.0370878621177,11624.847087862116,699.9070878621169,0.0602078532794562
T10,2025-05,4,10746.55,10541.39,656.228913477493,11402.778913477492,861.3889134774927,0.0755420165569794
T10,2025-06,5,10384.75,9808.15,566.0694353722889,10950.819435372288,1142.6694353722887,0.1043455644681116
T10,2025-07,6,9568.51,9014.87,577.9935273327427,10146.503527332745,1131.6335273327422,0.1115294075722082
T10,2025-08,7,9037.87,8481.08,448.6298061805458,9486.499806180547,1005.4198061805472,0.1059842752039594
T10,2025-09,8,8668.68,8122.91,492.5794135085124,9161.259413508513,1038.349413508513,0.1133413395081292
T10,2025-10,9,8825.28,8226.97,523.4096771837051,9348.689677183704,1121.7196771837062,0.1199868340823592
T10,2025-11,10,9060.24,8438.789999999999,595.2379418855902,9655.47794188559,1216.6879418855915,0.1260101208048524
T10,2025-12,11,9628.98,8957.9,641.9308117805123,10270.910811780512,1313.010811780512,0.1278378165132655
T11,2025-01,0,5360.99,5360.99,290.6637513122405,5651.65375131224,290.6637513122405,0.051429858250738
T11,2025-02,1,5779.27,5779.27,418.7439464634165,6198.013946463416,418.74394646341625,0.0675609880972196
T11,2025-03,2,6004.08,6004.08,365.5898774065743,6369.669877406574,365.5898774065745,0.0573954199264444
T11,2025-04,3,6042.01,5972.58,371.2227245112454,6413.232724511246,440.6527245112457,0.0687099226614808
T11,2025-05,4,5830.22,5701.8,293.2241465397081,6123.4441465397085,421.64414653970834,0.0688573515899503
T11,2025-06,5,5528.97,5290.59,311.16852775048744,5840.138527750488,549.5485277504877,0.094098543234755
T11,2025-07,6,5081.45,4860.37,336.89476324267025,5418.344763242671,557.9747632426706,0.102978822430772
T11,2025-08,7,4859.39,4652.2,296.5135185835405,5155.903518583541,503.7035185835412,0.0976945198388664
T11,2025-09,8,4648.52,4444.91,281.91827346768605,4930.438273467686,485.5282734676857,0.0984756823912538
T11,2025-10,9,4677.42,4470.09,287.020677924559,4964.440677924559,494.350677924559,0.099578323117606
T11,2025-11,10,4940.56,4680.64,253.6521752307844,5194.212175230785,513.5721752307845,0.0988739308108771
T11,2025-12,11,5350.07,5060.77,317.9030248602198,5667.973024860219,607.2030248602196,0.1071287781711336
T12,2025-01,0,9137.96,9137.96,625.4931987209726,9763.453198720972,625.4931987209729,0.0640647510660381
T12,2025-02,1,9511.32,9511.32,632.6953436394238,10144.015343639425,632.6953436394233,0.0623712920580449
T12,2025-03,2,9655.65,9655.65,572.085708040419,10227.735708040418,572.0857080404185,0.0559347371081049
T12,2025-04,3,10005.4,10005.4,694.1947833267426,10699.594783326742,694.1947833267423,0.064880474203426
T12,2025-05,4,9611.74,9611.74,504.0916351113237,10115.831635111324,504.0916351113228,0.0498319518646056
T12,2025-06,5,9207.96,9207.96,498.79348061946087,9706.75348061946,498.7934806194608,0.0513862314125267
T12,2025-07,6,8475.42,8475.42,603.2950942068395,9078.71509420684,603.2950942068401,0.0664515945204409
T12,2025-08,7,8132.66,8132.66,516.1623531620579,8648.822353162057,516.1623531620571,0.0596800734348931
T12,2025-09,8,7819.14,7819.14,455.5952965672447,8274.735296567245,455.595296567245,0.055058594654532
T12,2025-10,9,7731.070000000001,7618.150000000001,461.2981697620913,8192.368169762092,574.2181697620917,0.0700918413165954
T12,2025-11,10,8117.66,8000.61,447.7718572692719,8565.431857269272,564.8218572692722,0.0659420174815729
T12,2025-12,11,8611.289999999999,8474.28,530.9683146361106,9142.25831463611,667.9783146361096,0.0730649136840427