cliente_id,marca_id,año,mes,cluster_id,precio_total,cantidad,fecha_mes,marca_id_encoded 1019,40000047,2024,1,5,8.288,2.0,2024-01-01,3 1019,40000047,2024,2,5,4.144,1.0,2024-02-01,3 1019,40000047,2024,5,5,8.288,2.0,2024-05-01,3 1019,40000047,2024,6,5,16.576,4.0,2024-06-01,3 1019,40000047,2024,8,5,12.432,3.0,2024-08-01,3 1019,40000055,2024,5,5,1.665,1.0,2024-05-01,5 1019,40000055,2024,7,5,5.0175,3.0,2024-07-01,5 1019,40000085,2024,1,5,159.936,24.0,2024-01-01,9 1019,40000085,2024,2,5,100.278,14.0,2024-02-01,9 1019,40000085,2024,3,5,65.37,10.0,2024-03-01,9 1019,40000085,2024,4,5,72.55850000000001,4.0,2024-04-01,9 1019,40000085,2024,5,5,99.88150000000002,8.0,2024-05-01,9 1019,40000085,2024,6,5,195.435,15.0,2024-06-01,9 1019,40000085,2024,7,5,33.954,5.0,2024-07-01,9 1019,40000085,2024,8,5,240.06599999999997,54.0,2024-08-01,9 1019,40000086,2024,1,5,13.83618,8.0,2024-01-01,10 1019,40000086,2024,2,5,93.425379,27.0,2024-02-01,10 1019,40000086,2024,3,5,52.838243999999996,48.0,2024-03-01,10 1019,40000086,2024,4,5,63.89945,64.0,2024-04-01,10 1019,40000086,2024,5,5,221.55250800000002,115.0,2024-05-01,10 1019,40000086,2024,6,5,84.308372,53.0,2024-06-01,10 1019,40000086,2024,7,5,101.873685,61.0,2024-07-01,10 1019,40000086,2024,8,5,99.167346,75.0,2024-08-01,10 1019,40000102,2024,5,5,30.4128,2.0,2024-05-01,11 1019,40000136,2024,1,5,265.78999999999996,6.0,2024-01-01,14 1019,40000136,2024,2,5,432.39,8.0,2024-02-01,14 1019,40000136,2024,5,5,58.59,1.0,2024-05-01,14 1019,40000136,2024,7,5,150.01,4.0,2024-07-01,14 1019,40000136,2024,8,5,139.44,3.0,2024-08-01,14 1019,40000138,2024,1,5,235.14,11.0,2024-01-01,15 1019,40000138,2024,2,5,546.285,12.0,2024-02-01,15 1019,40000138,2024,3,5,301.403,14.0,2024-03-01,15 1019,40000138,2024,4,5,637.841,17.0,2024-04-01,15 1019,40000138,2024,5,5,79.58999999999999,5.0,2024-05-01,15 1019,40000138,2024,6,5,146.32,9.0,2024-06-01,15 1019,40000138,2024,7,5,196.888,9.0,2024-07-01,15 1019,40000138,2024,8,5,257.321,12.0,2024-08-01,15 1019,40000154,2024,2,5,42.8437,17.0,2024-02-01,16 1019,40000154,2024,3,5,2.317,2.0,2024-03-01,16 1019,40000154,2024,4,5,17.535200000000003,10.0,2024-04-01,16 1019,40000154,2024,5,5,14.3175,1.0,2024-05-01,16 1019,40000154,2024,7,5,29.4116,12.0,2024-07-01,16 1019,40000154,2024,8,5,1.162,2.0,2024-08-01,16 1019,40000156,2024,4,5,1.736,1.0,2024-04-01,17 1019,40000184,2024,1,5,5.196,2.0,2024-01-01,19 1019,40000184,2024,2,5,25.979999999999997,10.0,2024-02-01,19 1019,40000184,2024,3,5,136.982,16.0,2024-03-01,19 1019,40000184,2024,4,5,74.30799999999999,9.0,2024-04-01,19 1019,40000184,2024,5,5,50.903999999999996,6.0,2024-05-01,19 1019,40000184,2024,6,5,25.979999999999997,10.0,2024-06-01,19 1019,40000184,2024,7,5,19.134999999999998,4.0,2024-07-01,19 1019,40000184,2024,8,5,110.733,19.0,2024-08-01,19 1019,40000295,2024,1,5,12.912,1.0,2024-01-01,21 1019,40000295,2024,8,5,79.31200000000001,2.0,2024-08-01,21 1019,40000346,2024,3,5,2.802,1.0,2024-03-01,23 1019,40000346,2024,7,5,16.625999999999998,5.0,2024-07-01,23 1019,40000346,2024,8,5,26.26,1.0,2024-08-01,23 1019,40000438,2024,6,5,63.482,22.0,2024-06-01,25 1019,40000438,2024,8,5,9.5625,5.0,2024-08-01,25 1019,40000453,2024,3,5,88.62,36.0,2024-03-01,26 1019,40000453,2024,4,5,21.714000000000002,10.0,2024-04-01,26 1019,40000453,2024,5,5,23.289,7.0,2024-05-01,26 1019,40000453,2024,7,5,1.7779999999999998,1.0,2024-07-01,26 1019,40000530,2024,2,5,42.4725,3.0,2024-02-01,28 1019,40000530,2024,3,5,49.38,3.0,2024-03-01,28 1019,40000530,2024,6,5,34.8075,3.0,2024-06-01,28 1019,40000530,2024,7,5,16.927500000000002,2.0,2024-07-01,28 1019,40000530,2024,8,5,16.725,2.0,2024-08-01,28 1019,40000536,2024,1,5,21.982799999999997,8.0,2024-01-01,29 1019,40000536,2024,2,5,184.21309999999997,196.0,2024-02-01,29 1019,40000536,2024,3,5,47.96399999999999,30.0,2024-03-01,29 1019,40000536,2024,4,5,139.65839999999997,196.0,2024-04-01,29 1019,40000536,2024,5,5,58.9394,74.0,2024-05-01,29 1019,40000536,2024,6,5,0.3289999999999999,1.0,2024-06-01,29 1019,40000536,2024,8,5,6.770399999999999,11.0,2024-08-01,29 1019,40000537,2024,6,5,0.3168,4.0,2024-06-01,30 1019,40000616,2024,1,5,18.827999999999996,7.0,2024-01-01,37 1019,40000616,2024,2,5,22.601999999999997,5.0,2024-02-01,37 1019,40000616,2024,3,5,20.346,5.0,2024-03-01,37 1019,40000616,2024,4,5,12.042,3.0,2024-04-01,37 1019,40000616,2024,5,5,3.738,1.0,2024-05-01,37 1019,40000616,2024,6,5,14.952,4.0,2024-06-01,37 1019,40000616,2024,8,5,25.74,6.0,2024-08-01,37 1019,40000650,2024,2,5,47.9,10.0,2024-02-01,39 1019,40000650,2024,3,5,74.152,15.0,2024-03-01,39 1019,40000650,2024,4,5,21.648,5.0,2024-04-01,39 1019,40000662,2024,7,5,23.53,1.0,2024-07-01,40 1019,40000668,2024,1,5,2.1336,1.0,2024-01-01,41 1019,40000704,2024,1,5,69.12,8.0,2024-01-01,44 1019,40000704,2024,2,5,270.384,51.0,2024-02-01,44 1019,40000704,2024,3,5,92.64599999999999,12.0,2024-03-01,44 1019,40000704,2024,4,5,37.23,3.0,2024-04-01,44 1019,40000704,2024,5,5,386.79,63.0,2024-05-01,44 1019,40000704,2024,6,5,98.13,20.0,2024-06-01,44 1019,40000704,2024,7,5,182.13,17.0,2024-07-01,44 1019,40000704,2024,8,5,406.8,53.0,2024-08-01,44 1019,40000772,2024,4,5,177.75,1.0,2024-04-01,49 1019,40000814,2024,2,5,5.613000000000001,3.0,2024-02-01,51 1019,40000814,2024,4,5,2.7820000000000005,1.0,2024-04-01,51 1019,40000814,2024,5,5,1.939,2.0,2024-05-01,51 1019,40000814,2024,6,5,2.961,3.0,2024-06-01,51 1019,40000814,2024,8,5,2.0719999999999996,3.0,2024-08-01,51 1019,40000876,2024,1,5,7.727999999999999,1.0,2024-01-01,57 1019,40000876,2024,2,5,15.455999999999998,2.0,2024-02-01,57 1019,40000876,2024,5,5,7.727999999999999,1.0,2024-05-01,57 1019,40000876,2024,6,5,18.578,2.0,2024-06-01,57 1019,40000876,2024,7,5,15.455999999999998,2.0,2024-07-01,57 1019,40000940,2024,4,5,5.36,1.0,2024-04-01,60 1019,40000940,2024,7,5,7.462499999999999,1.0,2024-07-01,60 1019,40000958,2024,2,5,29.468,8.0,2024-02-01,61 1019,40001145,2024,1,5,72.002,9.0,2024-01-01,74 1019,40001145,2024,2,5,44.8008,4.0,2024-02-01,74 1019,40001145,2024,3,5,64.1308,11.0,2024-03-01,74 1019,40001145,2024,4,5,125.217,21.0,2024-04-01,74 1019,40001145,2024,5,5,210.188,12.0,2024-05-01,74 1019,40001145,2024,6,5,11.154,2.0,2024-06-01,74 1019,40001145,2024,7,5,122.9628,7.0,2024-07-01,74 1019,40007017,2024,2,5,573.75,54.0,2024-02-01,76 1019,40007045,2024,1,5,58.36,4.0,2024-01-01,78 1019,40007045,2024,2,5,80.8,10.0,2024-02-01,78 1019,40007045,2024,3,5,129.28,16.0,2024-03-01,78 1019,40007045,2024,4,5,88.985,8.0,2024-04-01,78 1019,40007045,2024,5,5,40.945,4.0,2024-05-01,78 1019,40007045,2024,6,5,33.01,1.0,2024-06-01,78 1019,40007045,2024,7,5,127.57,7.0,2024-07-01,78 1019,40007067,2024,4,5,14.22,1.0,2024-04-01,80 1019,40007087,2024,6,5,11.55,1.0,2024-06-01,83 1019,40007103,2024,1,5,98.2045,11.0,2024-01-01,85 1019,40007103,2024,2,5,19.63725,1.0,2024-02-01,85 1019,40007103,2024,3,5,61.0317,4.0,2024-03-01,85 1019,40007103,2024,4,5,97.64295000000001,6.0,2024-04-01,85 1019,40007103,2024,5,5,66.42885000000001,4.0,2024-05-01,85 1019,40007103,2024,6,5,35.21475,2.0,2024-06-01,85 1019,40007103,2024,7,5,50.79225,3.0,2024-07-01,85 1019,40007103,2024,8,5,35.21475,2.0,2024-08-01,85 1019,40007107,2024,1,5,7.524000000000001,2.0,2024-01-01,86 1019,40007108,2024,1,5,26.0,1.0,2024-01-01,87 1019,40007146,2024,1,5,59.75448,2.0,2024-01-01,91 1019,40007146,2024,2,5,95.6493,3.0,2024-02-01,91 1019,40007146,2024,4,5,37.61442,1.0,2024-04-01,91 1019,40007146,2024,5,5,55.06392,2.0,2024-05-01,91 1019,40007146,2024,6,5,27.53196,1.0,2024-06-01,91 1019,40007152,2024,1,5,30.93,3.0,2024-01-01,93 1019,40007152,2024,2,5,11.22,1.0,2024-02-01,93 1019,40007152,2024,3,5,37.985,9.0,2024-03-01,93 1019,40007152,2024,4,5,22.866,4.0,2024-04-01,93 1019,40007152,2024,5,5,10.31,1.0,2024-05-01,93 1019,40007152,2024,6,5,1.2,1.0,2024-06-01,93 1019,40007152,2024,8,5,38.572,5.0,2024-08-01,93 1019,40007167,2024,8,5,3.0,1.0,2024-08-01,96 1019,40007184,2024,1,5,155.00799999999998,8.0,2024-01-01,98 1019,40007184,2024,2,5,91.154,4.0,2024-02-01,98 1019,40007184,2024,3,5,13.803999999999998,2.0,2024-03-01,98 1019,40007184,2024,4,5,146.664,8.0,2024-04-01,98 1019,40007184,2024,5,5,114.618,9.0,2024-05-01,98 1019,40007184,2024,6,5,273.63699999999994,16.0,2024-06-01,98 1019,40007184,2024,7,5,362.73999999999995,23.0,2024-07-01,98 1019,40007184,2024,8,5,330.21099999999996,24.0,2024-08-01,98 1019,40007199,2024,4,5,2.625,1.0,2024-04-01,99 1019,40007212,2024,2,5,1.62,1.0,2024-02-01,100 1019,40007212,2024,3,5,9.66,3.0,2024-03-01,100 1019,40007271,2024,1,5,60.705000000000005,1.0,2024-01-01,109 1019,40007272,2024,7,5,28.305,1.0,2024-07-01,110 1019,40007342,2024,3,5,76.7,1.0,2024-03-01,118 1019,40007342,2024,4,5,254.15,1.0,2024-04-01,118 1019,40007342,2024,7,5,268.45,1.0,2024-07-01,118 1019,40007342,2024,8,5,106.6,2.0,2024-08-01,118 1019,40007395,2024,3,5,153.60000000000002,1.0,2024-03-01,268 1019,40007400,2024,5,5,164.88,1.0,2024-05-01,273 1019,40007404,2024,2,5,26.46,1.0,2024-02-01,276 1019,40007427,2024,2,5,6.951,1.0,2024-02-01,284 1019,40007427,2024,4,5,6.951,1.0,2024-04-01,133 1019,40007451,2024,1,5,28.611,6.0,2024-01-01,287 1019,40007451,2024,2,5,41.433249999999994,11.0,2024-02-01,138 1019,40007451,2024,3,5,13.5235,6.0,2024-03-01,138 1019,40007451,2024,4,5,48.195,2.0,2024-04-01,138 1019,40007451,2024,5,5,32.64,2.0,2024-05-01,138 1019,40007451,2024,6,5,15.63575,11.0,2024-06-01,138 1019,40007451,2024,8,5,57.84674999999999,12.0,2024-08-01,138 1019,40007478,2024,4,5,7.883249999999999,1.0,2024-04-01,142 1019,40007478,2024,6,5,7.883249999999999,1.0,2024-06-01,142 1019,40007494,2024,3,5,1.3965,1.0,2024-03-01,287 1019,40007494,2024,4,5,3.1324999999999994,1.0,2024-04-01,287 1019,40007494,2024,5,5,13.286,2.0,2024-05-01,287 1019,40007494,2024,7,5,50.616299999999995,6.0,2024-07-01,287 1019,40007494,2024,8,5,3.136,1.0,2024-08-01,287 1019,40007531,2024,4,5,0.52,1.0,2024-04-01,287 1019,40007531,2024,8,5,0.95,1.0,2024-08-01,287 1019,40007533,2024,1,5,78.867,51.0,2024-01-01,287 1019,40007533,2024,2,5,31.265,74.0,2024-02-01,287 1019,40007533,2024,3,5,75.166,127.0,2024-03-01,287 1019,40007533,2024,4,5,71.288,61.0,2024-04-01,287 1019,40007533,2024,5,5,80.1695,68.0,2024-05-01,287 1019,40007533,2024,6,5,81.402,70.0,2024-06-01,287 1019,40007533,2024,7,5,102.0475,31.0,2024-07-01,287 1019,40007533,2024,8,5,42.235,58.0,2024-08-01,287 1019,40007569,2024,5,5,13.975000000000001,2.0,2024-05-01,288 1019,40007569,2024,7,5,11.7975,1.0,2024-07-01,235 1019,40007578,2024,2,5,85.32,100.0,2024-02-01,288 1019,40007578,2024,6,5,57.96,100.0,2024-06-01,235 1019,40007578,2024,8,5,170.64,200.0,2024-08-01,165 1019,40007602,2024,2,5,33.0,4.0,2024-02-01,273 1019,40007604,2024,2,5,70.66799999999999,1.0,2024-02-01,277 1019,40007610,2024,7,5,29.203200000000002,3.0,2024-07-01,288 1019,40007621,2024,8,5,285.35,1.0,2024-08-01,288 1019,40007627,2024,8,5,2.121,1.0,2024-08-01,288 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