Instituição,Conta,Modelo,Time (s),Forecasts Prefeitura Municipal de Santo Ângelo - RS,IPTU,XGBoost,3.7711915969848633,"96 8.484601e+05 97 1.693799e+06 98 6.048369e+06 99 9.584657e+05 100 9.584657e+05 101 9.584657e+05 102 9.916652e+05 103 9.916652e+05 104 1.139650e+06 105 1.139650e+06 106 1.139650e+06 107 1.157704e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,ISS,MLP,1.0704567432403564,"96 1.799870e+06 97 1.826712e+06 98 1.851421e+06 99 1.886255e+06 100 1.925400e+06 101 1.964946e+06 102 1.998451e+06 103 2.041318e+06 104 2.075289e+06 105 2.108126e+06 106 2.133573e+06 107 2.162688e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,ITBI,XGBoost,0.8546829223632812,"96 422157.43750 97 426724.62500 98 419046.62500 99 422859.84375 100 446059.56250 101 423613.78125 102 423613.78125 103 426047.34375 104 410744.03125 105 410918.15625 106 389065.00000 107 389739.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do ICMS,MLP,0.8580090999603271,"96 5.275416e+06 97 5.443222e+06 98 5.520480e+06 99 5.540229e+06 100 5.671775e+06 101 5.628642e+06 102 5.725778e+06 103 5.833597e+06 104 5.915469e+06 105 6.034486e+06 106 6.171818e+06 107 6.375175e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do IPVA,SARIMAX,0.7691152095794678,"96 3778254.000 97 1780364.875 98 1916867.125 99 3730027.750 100 3235601.750 101 1520917.875 102 1378599.250 103 1123352.625 104 889354.250 105 889354.250 106 1534295.375 107 3778254.000 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,IPTU,MLP,1.9539661407470703,"96 5.966305e+06 97 7.197559e+06 98 9.807917e+06 99 2.190038e+07 100 9.968392e+06 101 1.120474e+07 102 1.251882e+07 103 1.425405e+07 104 1.617277e+07 105 1.870629e+07 106 2.145992e+07 107 2.442656e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,ISS,MLP,0.8802382946014404,"96 5.365821e+06 97 5.423896e+06 98 5.524315e+06 99 5.616895e+06 100 5.689128e+06 101 5.762748e+06 102 5.836319e+06 103 5.913275e+06 104 5.992826e+06 105 6.079735e+06 106 6.168281e+06 107 6.257520e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,ITBI,SARIMAX,1.3154983520507812,"96 1305161.875 97 1814489.750 98 1305161.875 99 1456911.500 100 1814489.750 101 1305161.875 102 1973761.375 103 1814489.750 104 1305161.875 105 1778496.250 106 1836408.750 107 1814489.750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do ICMS,XGBoost,0.91853928565979,"96 11678191.0 97 13618882.0 98 13871837.0 99 13618882.0 100 13935178.0 101 13624615.0 102 13618882.0 103 13618882.0 104 13624615.0 105 13318809.0 106 13354841.0 107 13827025.0 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do IPVA,MLP,3.84120774269104,"96 8.111560e+06 97 3.971263e+06 98 4.478482e+06 99 6.801350e+06 100 5.943246e+06 101 4.269109e+06 102 4.193237e+06 103 4.309310e+06 104 4.387979e+06 105 4.732116e+06 106 5.071542e+06 107 1.469601e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,IPTU,HWES,1.5145070552825928,"80 9219.965820 81 9423.578125 82 9423.578125 83 9928.583008 84 10665.465820 85 8028.298340 86 3669.625244 87 3669.625244 88 3669.625244 89 3382.740479 90 3521.875000 91 3099.114258 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,ISS,MLP,0.830986738204956,"80 42346.282944 81 45050.397203 82 47576.232012 83 51544.682311 84 55143.168173 85 56436.100841 86 58593.292006 87 59747.038059 88 62240.265971 89 66501.146079 90 70376.944210 91 74357.544466 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,ITBI,XGBoost,0.6496720314025879,"80 129736.945312 81 129824.335938 82 13727.130859 83 129605.789062 84 129958.265625 85 129605.789062 86 13837.119141 87 13837.119141 88 129772.007812 89 13837.119141 90 129772.007812 91 129772.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do ICMS,Prophet,0.7201268672943115,"80 775026.7500 81 651652.7500 82 650339.8750 83 819089.7500 84 817965.7500 85 819089.7500 86 819089.7500 87 650247.5625 88 819089.7500 89 650247.5625 90 819733.5625 91 651745.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do IPVA,XGBoost,0.7159240245819092,"80 359046.406250 81 217699.531250 82 217699.531250 83 217699.531250 84 217699.531250 85 217610.953125 86 217610.953125 87 217610.953125 88 217610.953125 89 217610.953125 90 217610.953125 91 359046.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,IPTU,SARIMAX,0.8431403636932373,"84 8601.477539 85 4541.926758 86 6002.563477 87 3835.730713 88 4509.343750 89 15149.287109 90 85296.875000 91 85660.812500 92 19818.292969 93 16262.476562 94 16221.227539 95 4942.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,ISS,XGBoost,1.062138557434082,"96 40564.558594 97 32897.195312 98 23506.437500 99 29622.064453 100 30546.806641 101 30900.998047 102 31128.835938 103 30989.628906 104 33141.843750 105 35613.699219 106 31038.035156 107 31038.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,ITBI,HWES,1.0485186576843262,"93 12926.723633 94 11956.045898 95 11703.681641 96 12365.134766 97 12563.186523 98 12563.186523 99 16792.802734 100 19097.716797 101 17768.033203 102 19097.716797 103 18436.261719 104 22549.105469 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do ICMS,XGBoost,0.761131763458252,"96 565335.2500 97 715172.9375 98 716499.4375 99 711908.9375 100 725750.8125 101 706137.9375 102 717573.3750 103 715172.9375 104 666883.0000 105 703559.0625 106 706295.1250 107 696064.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do IPVA,MLP,1.0326673984527588,"96 84955.118366 97 39022.816551 98 55533.620747 99 84811.012193 100 75927.215536 101 47098.083356 102 49635.862822 103 48911.608607 104 50387.794046 105 57306.629419 106 62994.999058 107 162918.965867 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,IPTU,SARIMAX,1.079481601715088,"89 3191.187500 90 2010.806030 91 4900.171875 92 111300.289062 93 16887.740234 94 5831.272949 95 5831.272949 96 5831.272949 97 7225.727051 98 4642.448242 99 4371.814453 100 6912.236816 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,ISS,MLP,2.7881083488464355,"96 10757.223405 97 11891.122660 98 12080.452804 99 13311.908780 100 13509.798341 101 14073.403768 102 15269.879203 103 16622.602701 104 16611.438682 105 17125.877278 106 18036.431919 107 19503.678804 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,ITBI,MLP,1.3224430084228516,"90 17487.371700 91 19641.331951 92 23802.355908 93 27871.376663 94 33505.860872 95 40718.241770 96 49235.351586 97 58915.568010 98 72848.335833 99 90007.872352 100 110738.507281 101 134816.518660 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.8629422187805176,"96 280627.53125 97 292220.78125 98 319845.28125 99 281107.68750 100 329087.53125 101 281107.68750 102 281107.68750 103 292220.78125 104 281133.09375 105 281977.93750 106 280330.06250 107 319845.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do IPVA,SARIMAX,0.9182920455932617,"95 138781.500000 96 49325.511719 97 93827.992188 98 138814.968750 99 118138.843750 100 23170.728516 101 22010.992188 102 15296.259766 103 15296.259766 104 14441.990234 105 15296.259766 106 138814.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,IPTU,AR,1.730487585067749,"96 2.282412e+05 97 4.044056e+05 98 3.129792e+06 99 6.008608e+05 100 6.315720e+05 101 2.374554e+05 102 2.771724e+05 103 2.400770e+05 104 3.004653e+05 105 5.756320e+05 106 2.473590e+05 107 2.374554e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,ISS,MLP,1.0603702068328857,"96 629781.179721 97 637828.544993 98 643077.718740 99 647080.033496 100 656499.494657 101 665521.613899 102 675568.677056 103 687029.227723 104 696099.110098 105 703457.372375 106 711166.510321 107 721380.892225 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,ITBI,SARIMAX,0.7682201862335205,"96 286036.562500 97 258538.484375 98 259002.625000 99 290468.406250 100 288058.750000 101 290736.687500 102 284177.343750 103 281947.500000 104 287716.468750 105 288058.750000 106 289725.281250 107 289023.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do ICMS,SARIMAX,0.8812735080718994,"96 3124806.50 97 3516046.75 98 3516046.75 99 3360915.00 100 3528761.75 101 3676162.50 102 3360915.00 103 3516046.75 104 3076335.00 105 3078522.50 106 3092923.75 107 3427023.00 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do IPVA,AR,1.0184946060180664,"96 2.466118e+06 97 1.175759e+06 98 1.174917e+06 99 2.204216e+06 100 1.175684e+06 101 9.674293e+05 102 9.232617e+05 103 8.141599e+05 104 8.117292e+05 105 7.813913e+05 106 7.813913e+05 107 2.466118e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,IPTU,SARIMAX,1.028141736984253,"92 2644.261963 93 8090.795410 94 44726.925781 95 3844.357178 96 3484.560303 97 3338.652588 98 1936.403320 99 1936.403320 100 1936.403320 101 1936.403320 102 1936.403320 103 2064.489502 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,ISS,XGBoost,1.1526038646697998,"96 83824.796875 97 130080.640625 98 130080.640625 99 130195.468750 100 130195.468750 101 130195.468750 102 130195.468750 103 130080.640625 104 130080.640625 105 130080.640625 106 130080.640625 107 130195.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,ITBI,SES,3.8430047035217285,"79 1341.054077 80 2279.371582 81 1349.265625 82 453.480774 83 2426.784180 84 1407.230835 85 1039.950562 86 3100.683350 87 1115.134033 88 308.833710 89 1465.605835 90 490.828857 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do ICMS,XGBoost,1.3014752864837646,"96 253280.093750 97 301723.531250 98 306323.843750 99 256030.640625 100 306323.843750 101 256030.640625 102 256030.640625 103 301723.531250 104 254579.171875 105 249257.875000 106 254253.609375 107 306323.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do IPVA,XGBoost,0.8176233768463135,"91 88160.640625 92 28001.886719 93 63620.414062 94 66373.984375 95 52321.714844 96 25178.888672 97 27047.228516 98 22514.015625 99 22218.078125 100 22307.173828 101 22283.673828 102 38394.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,IPTU,HWES,0.8821654319763184,"94 5872.358398 95 3542.047607 96 109141.187500 97 143529.921875 98 28369.810547 99 26476.013672 100 28942.671875 101 29372.722656 102 28942.671875 103 4870.524414 104 28886.917969 105 7155.021973 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,ISS,SES,0.8724792003631592,"96 28501.068359 97 28474.380859 98 26438.623047 99 27546.925781 100 29546.386719 101 27397.513672 102 28491.332031 103 29889.675781 104 29315.804688 105 27397.513672 106 30146.212891 107 28481.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,ITBI,SES,2.240990400314331,"95 13252.226562 96 6329.151855 97 10521.480469 98 9467.684570 99 9066.077148 100 7129.962402 101 9456.562500 102 8967.768555 103 7074.231445 104 7655.979980 105 12685.594727 106 11004.819336 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do ICMS,SES,0.9528131484985352,"96 305629.34375 97 304323.75000 98 307277.37500 99 282606.15625 100 315595.96875 101 282606.15625 102 288079.87500 103 305629.34375 104 284455.31250 105 287354.62500 106 289802.12500 107 307277.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do IPVA,MLP,0.9602432250976562,"93 70065.119721 94 151691.749989 95 158291.240377 96 153431.235614 97 167626.175328 98 183555.488018 99 213851.114633 100 259699.788083 101 323576.772931 102 388384.293457 103 477958.828164 104 695396.710050 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,IPTU,XGBoost,0.6764223575592041,"86 9540.281250 87 9540.281250 88 7773.117676 89 9693.042969 90 5622.515137 91 663055.000000 92 51122.199219 93 51122.199219 94 58219.804688 95 10583.295898 96 10309.523438 97 10309.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,ISS,MLP,3.129201889038086,"92 93387.407127 93 100577.373634 94 104661.417519 95 109048.919136 96 114454.874732 97 121088.191177 98 129273.295431 99 137317.620272 100 145903.817317 101 154107.052185 102 162605.234852 103 167226.804204 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,ITBI,XGBoost,1.6741852760314941,"92 45630.484375 93 24423.193359 94 32640.800781 95 24423.193359 96 23169.062500 97 58372.414062 98 23169.062500 99 23169.062500 100 23315.046875 101 29362.660156 102 36563.007812 103 30358.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do ICMS,Prophet,0.9736483097076416,"92 791967.1250 93 891097.5000 94 917661.0000 95 852984.3125 96 888610.1250 97 852984.3125 98 852984.3125 99 877734.6250 100 839621.3750 101 839621.3750 102 825794.6875 103 904298.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do IPVA,AR,0.8132047653198242,"92 431063.218750 93 230291.125000 94 236147.703125 95 427431.093750 96 236147.703125 97 275294.031250 98 275294.031250 99 275844.937500 100 275313.781250 101 281030.312500 102 281048.468750 103 431063.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,IPTU,XGBoost,1.210930347442627,"96 79523.664062 97 129943.945312 98 19793.742188 99 20139.406250 100 20245.140625 101 19243.794922 102 19440.980469 103 20389.082031 104 19406.832031 105 20389.082031 106 20139.406250 107 20389.082031 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,ISS,MLP,1.3327176570892334,"96 108135.763857 97 116897.472741 98 123752.377579 99 137530.781906 100 153438.957261 101 165422.238866 102 179387.327591 103 199286.829701 104 206532.058635 105 223560.172850 106 248496.787912 107 266238.634617 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,ITBI,SES,1.1756017208099365,"95 19394.873047 96 9729.186523 97 6871.139648 98 15236.676758 99 15208.004883 100 14354.984375 101 14024.279297 102 13632.350586 103 7061.789551 104 14624.757812 105 7335.759766 106 8051.903320 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do ICMS,SARIMAX,0.7936367988586426,"96 439226.84375 97 482096.25000 98 500453.59375 99 482096.25000 100 500494.06250 101 453225.18750 102 482096.25000 103 440011.87500 104 439226.84375 105 437481.59375 106 439226.84375 107 500453.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do IPVA,SARIMAX,2.8282768726348877,"96 174816.984375 97 51847.292969 98 174816.984375 99 174816.984375 100 124278.289062 101 40813.238281 102 56417.867188 103 30872.257812 104 32919.906250 105 30872.257812 106 29831.121094 107 174816.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,IPTU,XGBoost,0.8049678802490234,"96 15479379.0 97 15479379.0 98 15634343.0 99 15634343.0 100 15634343.0 101 15634343.0 102 15646427.0 103 15634343.0 104 15634343.0 105 15634343.0 106 15239667.0 107 54571152.0 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,ISS,MLP,3.1228227615356445,"96 9.538523e+06 97 9.318013e+06 98 9.624620e+06 99 9.927383e+06 100 1.012988e+07 101 1.041604e+07 102 1.061054e+07 103 1.088143e+07 104 1.113208e+07 105 1.150384e+07 106 1.169316e+07 107 1.198364e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,ITBI,SARIMAX,2.7964231967926025,"96 2392000.75 97 2319769.50 98 2334525.25 99 2362233.50 100 2244756.25 101 2244756.25 102 2329511.00 103 2359118.75 104 2330437.25 105 2415192.25 106 2330437.25 107 2448887.75 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do ICMS,SES,0.8473162651062012,"96 10707486.0 97 9577305.0 98 11957865.0 99 10512792.0 100 12079229.0 101 10512792.0 102 10512792.0 103 9577305.0 104 10545589.0 105 10640711.0 106 10791820.0 107 11957865.0 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do IPVA,SARIMAX,0.9254007339477539,"96 15049627.00 97 8549426.00 98 7725929.00 99 15049627.00 100 13863380.00 101 7505311.50 102 5055617.50 103 4336248.00 104 4227479.50 105 4152755.75 106 4133622.50 107 15049627.00 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,IPTU,AR,2.603268623352051,"88 24093.914062 89 68772.265625 90 32774.031250 91 436633.250000 92 196392.796875 93 205764.515625 94 13514.984375 95 7690.828613 96 12345.870117 97 7707.833496 98 7570.986328 99 7707.833496 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,ISS,MLP,0.8205521106719971,"92 320357.938485 93 327723.426527 94 346183.386534 95 351906.801070 96 369697.570689 97 369049.766637 98 392179.032800 99 412555.793990 100 403665.669456 101 433469.003800 102 427373.649687 103 461048.653982 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,ITBI,SARIMAX,0.744920015335083,"92 101461.843750 93 77955.765625 94 59822.792969 95 101859.406250 96 101701.453125 97 77483.218750 98 80853.203125 99 80108.351562 100 101450.343750 101 80108.351562 102 102145.679688 103 101450.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do ICMS,Prophet,0.8135583400726318,"92 1400500.000 93 1503321.875 94 1503321.875 95 1388364.625 96 1707872.125 97 1376228.500 98 1376228.500 99 1496011.250 100 1376228.500 101 1285750.625 102 1285750.625 103 1496011.250 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do IPVA,XGBoost,1.035158634185791,"92 1390228.375 93 1219394.125 94 1218394.000 95 1215599.625 96 1218394.000 97 1218785.750 98 1218785.750 99 1218785.750 100 1219330.125 101 1218785.750 102 1219691.000 103 1220983.000 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,IPTU,SARIMAX,0.8531124591827393,"84 4169.356934 85 8344.158203 86 6908.440430 87 6908.440430 88 46837.265625 89 5138.817871 90 5358.901855 91 3403.783691 92 2779.044922 93 3259.366699 94 5575.191895 95 4908.589355 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,ISS,MLP,0.7660658359527588,"96 135044.202391 97 138210.035316 98 141702.755108 99 145940.113966 100 151095.781403 101 155194.539276 102 159496.465556 103 164891.677159 104 166348.694030 105 169873.659510 106 173731.383224 107 179170.634382 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,ITBI,SES,0.7248413562774658,"96 35304.765625 97 40497.308594 98 46294.941406 99 38554.093750 100 31864.449219 101 39162.996094 102 34288.054688 103 41086.582031 104 36724.757812 105 33363.199219 106 33180.363281 107 33180.363281 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do ICMS,SES,0.9030313491821289,"96 780490.6250 97 770541.9375 98 918004.8750 99 785493.7500 100 917658.3125 101 793313.1875 102 785493.7500 103 770541.9375 104 793313.1875 105 793313.1875 106 793313.1875 107 918004.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do IPVA,XGBoost,0.8170168399810791,"96 522762.718750 97 177302.421875 98 240052.234375 99 520850.437500 100 510989.468750 101 177302.421875 102 128952.843750 103 132059.875000 104 188628.203125 105 128952.843750 106 98597.875000 107 522762.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,IPTU,XGBoost,1.197829246520996,"95 25429.169922 96 106295.718750 97 113284.476562 98 23078.255859 99 23560.751953 100 23526.919922 101 23560.751953 102 22588.625000 103 21562.875000 104 21562.875000 105 54605.792969 106 54605.792969 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,ISS,SARIMAX,1.6335041522979736,"96 29932.199219 97 24612.824219 98 23647.259766 99 29213.363281 100 29213.363281 101 23612.250000 102 23304.732422 103 29213.363281 104 29213.363281 105 23612.250000 106 29213.363281 107 29213.363281 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,ITBI,SARIMAX,1.2913525104522705,"95 8115.324219 96 13937.357422 97 12906.817383 98 14081.786133 99 14140.482422 100 16124.823242 101 16290.741211 102 14914.498047 103 11684.786133 104 10039.598633 105 14081.786133 106 13255.707031 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9013047218322754,"96 546833.8750 97 677527.3750 98 677812.8750 99 674086.2500 100 675838.7500 101 674086.2500 102 674086.2500 103 676652.7500 104 673211.6875 105 648739.0625 106 645407.2500 107 678166.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do IPVA,MLP,1.0699868202209473,"96 196133.335406 97 89380.142025 98 120091.046893 99 142085.170254 100 153949.968951 101 132812.846155 102 142570.199758 103 172492.163773 104 178915.862865 105 206655.681826 106 239998.363613 107 448875.804464 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,IPTU,SES,1.870992660522461,"92 7764.362793 93 7764.362793 94 7764.362793 95 7756.618652 96 7795.426758 97 7801.908203 98 12442.202148 99 16939.953125 100 8129.055176 101 8129.055176 102 9122.115234 103 11106.878906 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,ISS,MLP,1.3050563335418701,"96 28157.054489 97 29332.889735 98 30300.563134 99 31562.833385 100 32423.070765 101 33744.961275 102 35126.415220 103 36085.449460 104 36938.376144 105 38163.451671 106 39681.817385 107 40061.689869 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,ITBI,XGBoost,2.765997886657715,"96 19030.892578 97 27832.808594 98 21637.775391 99 21576.363281 100 21576.363281 101 21564.400391 102 21576.363281 103 21576.363281 104 21631.710938 105 29879.289062 106 21601.220703 107 21576.363281 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do ICMS,SARIMAX,1.2454683780670166,"96 803312.8125 97 962096.9375 98 962096.9375 99 962096.9375 100 944633.3750 101 962096.9375 102 962566.5000 103 955291.9375 104 949142.5625 105 956518.0000 106 811745.0000 107 990870.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do IPVA,MLP,0.8880918025970459,"96 225268.307681 97 89330.534871 98 106249.658449 99 140791.450704 100 116199.083351 101 95888.005846 102 103674.713564 103 111756.436992 104 121747.494985 105 131128.930616 106 143770.526369 107 388325.840775 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,IPTU,AR,0.9807231426239014,"90 4094.156250 91 13752.220703 92 1100.695801 93 848.039062 94 848.039062 95 524.906982 96 106.630577 97 3632.074707 98 1061.754517 99 1197.064209 100 382.419037 101 3632.074707 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,ISS,MLP,1.4080281257629395,"96 13959.192321 97 16066.518377 98 16797.533316 99 17605.863565 100 19403.587869 101 19996.090669 102 22080.210063 103 22252.732143 104 25946.680491 105 26510.945649 106 29870.899841 107 30772.850668 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,ITBI,SARIMAX,1.6583070755004883,"78 191.885025 79 4334.809570 80 4681.800293 81 4612.726074 82 4596.685547 83 4285.603027 84 4123.041504 85 6184.522461 86 4145.858398 87 6652.430176 88 1565.592896 89 1564.146240 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do ICMS,XGBoost,1.6697347164154053,"96 492010.46875 97 436747.21875 98 433834.40625 99 521425.59375 100 430886.09375 101 338856.93750 102 338856.93750 103 425527.25000 104 286568.03125 105 402727.28125 106 409621.93750 107 431769.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do IPVA,SARIMAX,0.8525023460388184,"90 69390.398438 91 69390.398438 92 72042.585938 93 72042.585938 94 72023.328125 95 72042.585938 96 72054.218750 97 72054.218750 98 71998.906250 99 72051.648438 100 72054.218750 101 69390.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,IPTU,SES,1.149580478668213,"85 23830.648438 86 23830.648438 87 41854.652344 88 336986.156250 89 48665.222656 90 34706.851562 91 56960.562500 92 28789.470703 93 35060.976562 94 31299.398438 95 31299.398438 96 50243.761719 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,ISS,SARIMAX,0.9882757663726807,"88 27447.636719 89 34802.742188 90 27447.636719 91 27447.636719 92 30160.580078 93 30212.785156 94 30212.785156 95 30212.785156 96 30171.613281 97 30266.701172 98 30235.169922 99 30075.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,ITBI,SARIMAX,0.8149709701538086,"87 138478.062500 88 138526.562500 89 114710.343750 90 45178.507812 91 109915.132812 92 109915.132812 93 82996.257812 94 83690.687500 95 109915.132812 96 109915.132812 97 109915.132812 98 109866.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do ICMS,XGBoost,1.9991734027862549,"88 834127.8125 89 934409.0625 90 915854.7500 91 813073.0625 92 916623.0625 93 831627.3750 94 831627.3750 95 934409.0625 96 831627.3750 97 831627.3750 98 831627.3750 99 915854.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do IPVA,XGBoost,1.8849811553955078,"88 185423.812500 89 39220.734375 90 129523.453125 91 185423.812500 92 188303.671875 93 45348.835938 94 52554.054688 95 33355.644531 96 85513.781250 97 85414.851562 98 29837.712891 99 185423.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,IPTU,XGBoost,0.9723536968231201,"79 19468.925781 80 14600.792969 81 12613.282227 82 14194.950195 83 26001.591797 84 203881.421875 85 26284.382812 86 22827.671875 87 39060.894531 88 11143.795898 89 18672.955078 90 15738.307617 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,ISS,MLP,0.7730634212493896,"88 134746.969448 89 150583.390348 90 169587.722303 91 193014.523190 92 212147.478607 93 238040.689006 94 246863.623131 95 296814.473862 96 328922.407467 97 291527.571782 98 358763.150440 99 435032.585643 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,ITBI,XGBoost,0.8566865921020508,"88 9421.757812 89 5977.920410 90 9685.862305 91 15144.598633 92 15315.580078 93 16552.234375 94 20745.740234 95 8566.100586 96 9104.660156 97 48202.550781 98 7188.114746 99 11068.225586 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do ICMS,XGBoost,0.7483916282653809,"88 521015.21875 89 620139.81250 90 620139.81250 91 521185.03125 92 586479.50000 93 571621.12500 94 621047.68750 95 521185.03125 96 572363.37500 97 582084.62500 98 581949.81250 99 582348.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do IPVA,HWES,0.9686353206634521,"80 205507.531250 81 204995.359375 82 236480.593750 83 235913.703125 84 141091.156250 85 236480.593750 86 140965.781250 87 141091.156250 88 324139.031250 89 141250.765625 90 204801.656250 91 236480.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,IPTU,SARIMAX,1.1378159523010254,"93 26427.236328 94 32661.794922 95 390125.718750 96 26740.804688 97 26740.804688 98 27481.462891 99 29325.300781 100 29670.794922 101 21020.054688 102 34949.371094 103 26427.236328 104 31727.587891 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,ISS,MLP,0.8247096538543701,"96 76047.850717 97 76173.033297 98 80652.871190 99 83755.424175 100 87356.466881 101 91748.448425 102 96426.148184 103 101225.430098 104 104315.955013 105 107895.649891 106 112223.538680 107 115509.645147 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,ITBI,MLP,1.5393447875976562,"96 38330.667512 97 40011.759003 98 42203.788362 99 44303.209231 100 48528.337485 101 53037.619156 102 58297.333208 103 62295.987235 104 63981.854295 105 66251.791763 106 71280.126197 107 75969.376442 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do ICMS,SARIMAX,0.7628936767578125,"96 696827.1250 97 713352.6250 98 787855.1250 99 672601.7500 100 793318.4375 101 699178.6875 102 696195.9375 103 713352.6250 104 700334.4375 105 700334.4375 106 695370.3125 107 787855.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do IPVA,AR,0.8713300228118896,"96 309557.625000 97 72784.265625 98 89806.171875 99 244492.546875 100 89806.171875 101 76278.937500 102 56463.882812 103 46843.441406 104 43968.417969 105 43561.406250 106 43968.417969 107 309557.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,IPTU,SARIMAX,0.901343822479248,"91 7595.273926 92 7962.263184 93 71931.460938 94 12611.849609 95 12338.463867 96 12293.718750 97 9616.288086 98 9770.007812 99 4206.016113 100 616.219543 101 6950.216797 102 3063.692627 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,ISS,SARIMAX,0.7147934436798096,"96 24375.851562 97 25077.775391 98 24781.326172 99 31459.892578 100 31459.892578 101 32708.312500 102 31459.892578 103 32708.312500 104 31459.892578 105 25814.958984 106 32708.312500 107 32913.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,ITBI,XGBoost,1.2649328708648682,"92 8737.071289 93 9896.960938 94 7933.813965 95 7869.698730 96 7816.105469 97 7854.703613 98 7678.314941 99 7986.699219 100 7986.699219 101 12258.911133 102 9738.875977 103 9242.993164 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do ICMS,SARIMAX,0.9961707592010498,"96 480672.09375 97 430170.09375 98 429912.65625 99 480672.09375 100 406244.65625 101 480672.09375 102 453000.68750 103 424880.40625 104 445652.00000 105 472707.68750 106 477207.84375 107 480853.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do IPVA,XGBoost,2.708828926086426,"89 66058.460938 90 66058.460938 91 102991.601562 92 82246.593750 93 66058.460938 94 102991.601562 95 102991.601562 96 102991.601562 97 102991.601562 98 151305.515625 99 151305.515625 100 66058.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,IPTU,XGBoost,1.2955000400543213,"88 15847.744141 89 29450.970703 90 232754.250000 91 154802.109375 92 230542.609375 93 230542.609375 94 230542.609375 95 49604.332031 96 198345.562500 97 50226.820312 98 51705.207031 99 49382.996094 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,ISS,MLP,0.9221460819244385,"88 492861.031623 89 417437.704667 90 387753.636036 91 435133.316106 92 420112.388650 93 413096.920742 94 509996.656341 95 332014.333055 96 442251.392913 97 479574.991274 98 532533.434671 99 506073.508428 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,ITBI,MLP,0.84625244140625,"88 27526.519554 89 28779.761103 90 33878.088043 91 39119.955009 92 44830.772300 93 49795.173144 94 55127.735014 95 63082.339948 96 69874.236672 97 76235.095842 98 87718.999139 99 101045.954396 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do ICMS,SARIMAX,0.8177990913391113,"88 551358.6875 89 596276.1250 90 596276.1250 91 599013.0625 92 612143.1875 93 610921.7500 94 610921.7500 95 596910.5625 96 585955.6250 97 586831.4375 98 586831.4375 99 596276.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do IPVA,HWES,2.5115275382995605,"81 123307.351562 82 55989.964844 83 128911.093750 84 115504.250000 85 98680.601562 86 115796.679688 87 159826.968750 88 159826.968750 89 161616.406250 90 161616.406250 91 161628.390625 92 223245.890625 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,IPTU,AR,1.4646317958831787,"93 3209.295166 94 3952.968262 95 3678.224121 96 2115.535645 97 26939.380859 98 10063.408203 99 6261.580078 100 4794.770508 101 3738.581299 102 5440.132812 103 7683.968750 104 6497.783691 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,ISS,XGBoost,0.7759048938751221,"96 33854.253906 97 45475.492188 98 45501.398438 99 43764.367188 100 45475.492188 101 45733.445312 102 43764.367188 103 43764.367188 104 45733.445312 105 43764.367188 106 45475.492188 107 43871.523438 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,ITBI,SARIMAX,1.0357248783111572,"96 4630.236328 97 4149.041504 98 4159.802246 99 3794.484619 100 4108.151855 101 3722.741211 102 2693.900146 103 4499.370117 104 4516.250488 105 6566.482422 106 6566.482422 107 2023.996338 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do ICMS,SARIMAX,3.5364177227020264,"96 497524.75000 97 486046.03125 98 484696.15625 99 497524.75000 100 471405.25000 101 495844.03125 102 497524.75000 103 463771.31250 104 516160.12500 105 448485.93750 106 474233.68750 107 483439.78125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do IPVA,MLP,1.194016933441162,"96 228759.453905 97 117281.549666 98 156911.502204 99 194396.536298 100 173057.356419 101 160227.252754 102 172064.623007 103 261574.198473 104 218147.298094 105 243319.373473 106 279459.681115 107 592856.794988 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,IPTU,HWES,1.8281519412994385,"96 8962.515625 97 7183.266113 98 80778.750000 99 6028.847656 100 7622.619629 101 7750.832031 102 9230.094727 103 9390.099609 104 10110.037109 105 11500.269531 106 11085.957031 107 7404.306641 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,ISS,XGBoost,0.8426406383514404,"96 10230.779297 97 32271.658203 98 32271.658203 99 8313.038086 100 48465.144531 101 15012.252930 102 12927.532227 103 12716.263672 104 17521.251953 105 17935.818359 106 27678.189453 107 30230.806641 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,ITBI,XGBoost,1.3847713470458984,"96 10861.971680 97 13514.398438 98 9103.554688 99 12456.512695 100 9426.053711 101 9426.053711 102 9449.054688 103 9426.053711 104 10682.031250 105 8002.221680 106 10050.540039 107 8437.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do ICMS,MLP,0.8941845893859863,"96 302820.153962 97 313942.606640 98 318411.098018 99 317855.961149 100 321112.068250 101 327333.467317 102 332814.662119 103 335794.629290 104 346775.966149 105 353634.424821 106 361626.491476 107 375412.660797 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do IPVA,XGBoost,1.7415788173675537,"96 78715.203125 97 77387.812500 98 78726.070312 99 78715.203125 100 78643.765625 101 17908.361328 102 17908.361328 103 78715.203125 104 17150.564453 105 17199.779297 106 17053.068359 107 78643.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,IPTU,AR,2.5985565185546875,"96 8.554141e+04 97 1.056079e+06 98 6.569602e+04 99 8.616888e+04 100 9.608855e+04 101 9.566362e+04 102 9.566362e+04 103 1.033922e+05 104 1.804019e+05 105 1.804019e+05 106 1.804019e+05 107 1.422354e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,ISS,MLP,0.8572208881378174,"96 73314.005319 97 75748.455613 98 76549.993500 99 78367.882413 100 80177.597646 101 81441.839799 102 81500.362366 103 83070.299859 104 84045.368976 105 86205.350795 106 88537.035896 107 89516.395749 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,ITBI,SES,0.8608872890472412,"96 51645.199219 97 37158.296875 98 27313.935547 99 47739.910156 100 31627.306641 101 29032.724609 102 29011.195312 103 38385.664062 104 27254.466797 105 40820.535156 106 32573.273438 107 34761.222656 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.7760884761810303,"96 766370.0625 97 799257.5000 98 792548.0000 99 799257.5000 100 799079.7500 101 754388.1875 102 760648.6875 103 799257.5000 104 738111.2500 105 738111.2500 106 741380.2500 107 792548.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do IPVA,XGBoost,0.8372166156768799,"96 450091.281250 97 84096.609375 98 79058.375000 99 450091.281250 100 79058.375000 101 37683.917969 102 38837.121094 103 24288.318359 104 15353.020508 105 17254.261719 106 15353.020508 107 450091.281250 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,IPTU,XGBoost,1.5505127906799316,"86 3782.123779 87 4713.465332 88 3935.547607 89 11413.134766 90 22350.734375 91 9567.958008 92 17757.636719 93 17839.257812 94 17770.548828 95 17839.257812 96 17757.636719 97 17893.134766 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,ISS,HWES,2.053480386734009,"92 3703.129883 93 3919.940918 94 2725.041748 95 3361.737305 96 2725.237061 97 3260.940186 98 2169.794922 99 3162.094482 100 3262.083252 101 3492.000488 102 2725.237061 103 2843.033203 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,ITBI,XGBoost,1.4165468215942383,"88 48400.738281 89 48105.527344 90 48345.593750 91 48456.992188 92 48461.421875 93 48532.730469 94 48808.761719 95 48153.539062 96 48105.527344 97 48345.593750 98 48532.730469 99 48105.527344 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do ICMS,Prophet,0.7717380523681641,"92 322621.71875 93 341553.15625 94 320141.84375 95 406482.25000 96 371698.87500 97 404246.40625 98 361021.71875 99 331396.09375 100 356662.15625 101 430341.68750 102 343063.12500 103 365352.71875 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do IPVA,SES,1.3676741123199463,"90 42656.820312 91 36333.695312 92 43000.855469 93 49989.957031 94 43808.535156 95 43888.832031 96 42876.558594 97 34526.449219 98 34484.480469 99 34767.328125 100 34476.656250 101 52929.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,IPTU,SES,0.9788262844085693,"84 1735.665405 85 3147.705078 86 2072.568848 87 1306.617310 88 2461.176025 89 41161.914062 90 64.066994 91 169.859756 92 169.859756 93 151.966492 94 -103.051651 95 327.574036 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,ISS,XGBoost,1.2660715579986572,"96 17662.640625 97 17023.632812 98 17062.867188 99 17023.632812 100 17052.259766 101 17052.259766 102 17052.259766 103 17052.259766 104 67567.710938 105 6843.443359 106 6360.075195 107 6337.699707 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,ITBI,Prophet,1.3845016956329346,"94 2019.933350 95 3208.542725 96 2019.933350 97 1734.199341 98 1341.681763 99 18847.050781 100 2148.938477 101 1425.993408 102 3470.623779 103 4067.224121 104 2645.393311 105 3224.727295 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ICMS,SARIMAX,3.071600914001465,"96 294868.40625 97 337027.84375 98 335914.06250 99 335914.06250 100 336285.93750 101 338174.34375 102 338174.34375 103 335914.06250 104 338174.34375 105 303118.46875 106 303165.25000 107 342885.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do IPVA,MLP,0.9938771724700928,"95 79801.558709 96 48520.409297 97 66772.367554 98 76055.878716 99 72414.014430 100 65896.086147 101 75634.011709 102 81007.127957 103 92886.759073 104 110382.848233 105 123975.995631 106 227098.435789 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,IPTU,XGBoost,1.2957098484039307,"96 22175.433594 97 20175.796875 98 20554.970703 99 21725.263672 100 19617.681641 101 188991.906250 102 373362.187500 103 18500.544922 104 15901.755859 105 21085.511719 106 20765.615234 107 18524.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,ISS,MLP,0.9808931350708008,"96 93753.641364 97 97281.454013 98 101060.212880 99 103451.916682 100 106710.927494 101 109377.985951 102 109904.202095 103 113911.384408 104 114669.346685 105 118923.110951 106 122912.528139 107 123350.702766 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,ITBI,XGBoost,0.8113181591033936,"96 27722.986328 97 33847.980469 98 21564.492188 99 28788.439453 100 24231.164062 101 27984.062500 102 24686.222656 103 28851.683594 104 24702.759766 105 24721.728516 106 24679.060547 107 24000.412109 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do ICMS,SARIMAX,0.8984441757202148,"96 661450.9375 97 661450.9375 98 677289.4375 99 661450.9375 100 644766.5000 101 648149.8750 102 661450.9375 103 661450.9375 104 649287.1875 105 646798.8750 106 646798.8750 107 675938.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do IPVA,SARIMAX,1.991297960281372,"96 572543.625000 97 137604.000000 98 124166.171875 99 316751.812500 100 131694.078125 101 94086.804688 102 88101.578125 103 86604.921875 104 86604.921875 105 83469.406250 106 84379.632812 107 572543.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,IPTU,AR,0.9888355731964111,"96 2051.161133 97 30193.515625 98 81484.937500 99 184164.984375 100 8293.210938 101 6872.578125 102 5052.959473 103 6276.424316 104 929.613098 105 910.325684 106 6825.258301 107 5052.959473 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,ISS,SES,1.6975419521331787,"96 20878.453125 97 21988.505859 98 22923.513672 99 22068.652344 100 22068.652344 101 20878.453125 102 22941.136719 103 22068.652344 104 22068.652344 105 22382.226562 106 22068.652344 107 22923.513672 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,ITBI,SARIMAX,0.7994532585144043,"96 17447.042969 97 37543.484375 98 39169.183594 99 39075.640625 100 38806.839844 101 39075.640625 102 39075.640625 103 39075.640625 104 38806.839844 105 39075.640625 106 39028.308594 107 39075.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do ICMS,Prophet,0.7938582897186279,"96 307025.12500 97 439367.21875 98 507909.96875 99 439367.21875 100 506602.03125 101 439367.21875 102 439367.21875 103 439367.21875 104 439367.21875 105 320198.96875 106 333144.62500 107 507909.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do IPVA,XGBoost,1.4767875671386719,"96 259741.937500 97 120139.101562 98 148143.828125 99 259741.937500 100 148143.828125 101 116246.429688 102 111470.648438 103 98495.156250 104 85414.203125 105 85414.203125 106 85414.203125 107 259741.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,IPTU,SARIMAX,0.7227656841278076,"89 46792.417969 90 104150.328125 91 426711.218750 92 103936.664062 93 103936.664062 94 103936.664062 95 103936.664062 96 103936.664062 97 108917.640625 98 48376.933594 99 48376.933594 100 48376.933594 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,ISS,Prophet,2.1812641620635986,"96 329938.28125 97 330291.87500 98 330986.43750 99 330221.12500 100 330047.03125 101 368195.15625 102 330986.43750 103 329472.75000 104 330986.43750 105 331392.31250 106 330221.12500 107 368032.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,ITBI,MLP,0.9919600486755371,"96 277907.247756 97 309225.043435 98 330749.782662 99 332525.548424 100 369026.408150 101 380623.643678 102 414212.156283 103 461006.028600 104 488943.671189 105 543862.017039 106 600787.079492 107 661293.186428 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do ICMS,XGBoost,0.9777090549468994,"96 1211056.375 97 1247374.625 98 1406227.125 99 1238204.875 100 1452993.625 101 1237742.125 102 1237742.125 103 1247374.625 104 1236856.625 105 1235663.750 106 1247333.375 107 1406227.125 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do IPVA,AR,1.2128472328186035,"96 375063.531250 97 114821.554688 98 170135.531250 99 322468.500000 100 272647.750000 101 94596.359375 102 59716.218750 103 59716.218750 104 36635.695312 105 30649.625000 106 20968.605469 107 375063.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,IPTU,AR,1.2507684230804443,"94 3177.500732 95 8869.746094 96 11651.384766 97 67428.703125 98 156942.562500 99 256295.546875 100 10740.775391 101 29873.509766 102 18018.080078 103 23546.367188 104 18889.041016 105 18889.041016 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,ISS,MLP,1.1227450370788574,"96 64459.825179 97 65368.386358 98 67237.581242 99 69024.451417 100 70748.695662 101 72620.837361 102 74555.019570 103 76087.510295 104 77232.286124 105 78108.659388 106 79520.844534 107 81087.284133 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,ITBI,AR,0.9980142116546631,"96 41291.800781 97 119150.742188 98 47135.835938 99 45036.253906 100 85751.773438 101 57056.679688 102 43583.195312 103 196694.031250 104 187254.859375 105 27095.666016 106 19645.380859 107 16684.193359 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do ICMS,XGBoost,0.7535808086395264,"96 8.536192e+05 97 1.059688e+06 98 1.098818e+06 99 1.057706e+06 100 1.104801e+06 101 1.057706e+06 102 1.057706e+06 103 1.057706e+06 104 1.057706e+06 105 8.914224e+05 106 9.665459e+05 107 1.074946e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do IPVA,AR,0.9190089702606201,"96 240602.921875 97 47412.144531 98 97816.796875 99 240602.921875 100 250306.625000 101 47490.042969 102 44825.191406 103 75184.453125 104 75108.570312 105 75108.570312 106 63525.390625 107 240602.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,IPTU,MLP,3.010774850845337,"83 1.843285e+04 84 2.771907e+04 85 4.234674e+04 86 6.458855e+04 87 1.333430e+05 88 1.330699e+05 89 1.993985e+05 90 3.043832e+05 91 4.628063e+05 92 7.048153e+05 93 1.073536e+06 94 1.638052e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,ISS,XGBoost,2.27251935005188,"96 12658.400391 97 19437.470703 98 25279.326172 99 19702.162109 100 27602.511719 101 27602.511719 102 27831.916016 103 20067.972656 104 27762.929688 105 19615.156250 106 27538.568359 107 17072.357422 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,ITBI,XGBoost,0.782569169998169,"86 27715.220703 87 24916.080078 88 9791.198242 89 19902.226562 90 9989.051758 91 9989.051758 92 8900.904297 93 391.635254 94 30699.710938 95 6490.060059 96 17622.917969 97 19842.800781 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do ICMS,SARIMAX,0.80576491355896,"96 1.031756e+06 97 1.103524e+06 98 1.101502e+06 99 1.161979e+06 100 1.101502e+06 101 1.183474e+06 102 1.122121e+06 103 1.103524e+06 104 1.040569e+06 105 1.045053e+06 106 1.018748e+06 107 1.108932e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do IPVA,XGBoost,1.0376434326171875,"92 116069.828125 93 36128.484375 94 36128.484375 95 128849.601562 96 112308.890625 97 35689.292969 98 29341.966797 99 26334.724609 100 29502.019531 101 26359.742188 102 25409.759766 103 116069.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,IPTU,SES,1.0203897953033447,"73 3601.131348 74 687.132996 75 2295.955811 76 2678.046875 77 496.270599 78 236.097610 79 641.919312 80 787.917419 81 236.097610 82 671.497803 83 56660.011719 84 929.723389 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,ISS,MLP,1.436664342880249,"88 58584.473885 89 76863.999389 90 73076.814175 91 82103.851933 92 95772.236361 93 107693.533842 94 87475.181241 95 95854.517744 96 95918.766018 97 104209.269785 98 124855.275617 99 108585.186615 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,ITBI,Prophet,1.634842872619629,"75 8234.285156 76 18753.308594 77 6697.205078 78 14850.332031 79 12740.378906 80 11612.542969 81 14715.496094 82 28807.447266 83 18611.238281 84 16303.013672 85 11325.515625 86 22379.466797 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do ICMS,XGBoost,2.381349563598633,"88 309837.81250 89 346984.81250 90 354786.25000 91 346984.81250 92 359544.75000 93 346984.81250 94 346984.81250 95 346984.81250 96 339101.90625 97 323883.71875 98 323883.71875 99 347063.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do IPVA,SARIMAX,1.1405901908874512,"84 138697.968750 85 68745.921875 86 78839.984375 87 78839.984375 88 86004.625000 89 78524.093750 90 68828.351562 91 66700.367188 92 66719.046875 93 66818.203125 94 66700.367188 95 138697.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,IPTU,HWES,0.8910510540008545,"86 25225.556641 87 25636.990234 88 25689.201172 89 50427.847656 90 77252.062500 91 54464.007812 92 54340.832031 93 -1758.430908 94 -9986.890625 95 -9986.890625 96 -9742.481445 97 296.453644 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,ISS,MLP,0.8548319339752197,"96 128738.958134 97 130609.322979 98 133479.105830 99 136796.445598 100 139989.594837 101 142975.606766 102 146345.095623 103 149893.685426 104 153069.495803 105 156098.976078 106 159194.564674 107 161625.509636 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,ITBI,XGBoost,2.634885787963867,"96 29395.599609 97 52706.632812 98 51700.308594 99 59760.878906 100 48517.328125 101 53291.519531 102 47569.566406 103 54193.664062 104 51490.972656 105 50837.792969 106 50837.792969 107 52727.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do ICMS,SARIMAX,1.2216215133666992,"96 9.292405e+05 97 1.108561e+06 98 1.106180e+06 99 1.108561e+06 100 1.056064e+06 101 1.108561e+06 102 1.045051e+06 103 1.045051e+06 104 1.045051e+06 105 1.027955e+06 106 1.023162e+06 107 1.036767e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do IPVA,XGBoost,0.9967837333679199,"96 915983.18750 97 349105.03125 98 381923.53125 99 914946.25000 100 533593.81250 101 349105.03125 102 326815.03125 103 326815.03125 104 322945.78125 105 324404.21875 106 322945.78125 107 915983.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,IPTU,XGBoost,0.8262772560119629,"73 121.164879 74 80.233467 75 80.233467 76 3635.668213 77 619.760986 78 830.877930 79 773.127319 80 705.372559 81 686.069702 82 2469.943115 83 2503.657471 84 5270.475586 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,ISS,SARIMAX,0.889397382736206,"96 37428.300781 97 38386.855469 98 42567.609375 99 37428.300781 100 43321.914062 101 42992.390625 102 37428.300781 103 42567.609375 104 43018.675781 105 42567.609375 106 42992.390625 107 37428.300781 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,ITBI,XGBoost,1.8747305870056152,"79 -389.003418 80 1580.952881 81 1759.973999 82 2308.064453 83 2342.069824 84 1643.004517 85 7119.811035 86 971.885315 87 1141.481567 88 1643.004517 89 2742.001465 90 1745.120483 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do ICMS,SARIMAX,1.0826528072357178,"96 354523.18750 97 417215.71875 98 417711.59375 99 406516.87500 100 417371.87500 101 406516.87500 102 406516.87500 103 417215.71875 104 406516.87500 105 406516.87500 106 410730.62500 107 420632.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do IPVA,MLP,0.917008638381958,"89 39325.859738 90 28057.874052 91 34053.459581 92 44057.255197 93 42824.467903 94 49494.938199 95 58530.248772 96 71140.000950 97 88356.387672 98 109413.208554 99 135485.516759 100 199966.425167 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,IPTU,XGBoost,1.0187361240386963,"95 1.141704e+06 96 1.335706e+06 97 3.193061e+05 98 2.289829e+05 99 2.402990e+05 100 2.388542e+05 101 2.388542e+05 102 2.460632e+05 103 2.308020e+05 104 1.386684e+05 105 2.388542e+05 106 2.233674e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,ISS,SARIMAX,1.033862829208374,"96 1233900.25 97 1234321.00 98 1234321.00 99 1234321.00 100 1234321.00 101 1234321.00 102 1234321.00 103 1233900.25 104 1233900.25 105 1233900.25 106 1233900.25 107 1233900.25 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,ITBI,XGBoost,0.761746883392334,"96 112705.210938 97 139552.281250 98 121371.882812 99 223171.781250 100 158338.640625 101 199519.046875 102 176111.296875 103 167969.218750 104 162874.390625 105 121371.882812 106 176670.734375 107 138450.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do ICMS,SARIMAX,1.035839319229126,"96 1819652.625 97 1972068.500 98 1968103.250 99 1972068.500 100 1968186.375 101 1862735.750 102 2015464.125 103 1972068.500 104 1769133.125 105 1769133.125 106 1769133.125 107 1968103.250 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do IPVA,AR,1.0737061500549316,"96 1.547945e+06 97 7.138527e+05 98 8.864446e+05 99 1.547945e+06 100 1.547945e+06 101 5.934051e+05 102 4.641728e+05 103 4.641728e+05 104 4.541701e+05 105 3.702420e+05 106 2.842336e+05 107 1.547945e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,IPTU,SARIMAX,0.9736700057983398,"93 12005.635742 94 12005.635742 95 30642.398438 96 12005.635742 97 30642.398438 98 46225.269531 99 835099.062500 100 60140.792969 101 60140.792969 102 60140.792969 103 60140.792969 104 64755.308594 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,ISS,HWES,1.4823682308197021,"96 286098.937500 97 245329.078125 98 278759.500000 99 226658.812500 100 268609.218750 101 245329.078125 102 278353.687500 103 278353.687500 104 245329.078125 105 278759.500000 106 237538.218750 107 278353.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,ITBI,XGBoost,0.7877168655395508,"95 22020.826172 96 18760.789062 97 16415.302734 98 23042.183594 99 23876.234375 100 16415.302734 101 32759.664062 102 16415.302734 103 17348.519531 104 15832.063477 105 16254.568359 106 16254.568359 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do ICMS,SARIMAX,0.7471449375152588,"96 550056.0000 97 651464.2500 98 624005.8125 99 642898.0625 100 630349.5000 101 622470.1250 102 642898.0625 103 642898.0625 104 617648.8750 105 617509.1875 106 594561.7500 107 647526.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do IPVA,XGBoost,2.9314920902252197,"96 715522.812500 97 274391.156250 98 590520.500000 99 715522.812500 100 590520.500000 101 178326.656250 102 177932.906250 103 186238.281250 104 198024.937500 105 157768.625000 106 143563.703125 107 712473.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,IPTU,SARIMAX,1.5657246112823486,"89 1459.132446 90 1158.235840 91 987.544312 92 41597.226562 93 29700.869141 94 11543.234375 95 12597.462891 96 31633.923828 97 27196.078125 98 26620.738281 99 26757.337891 100 26818.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,ISS,MLP,1.0830650329589844,"96 36200.902663 97 39340.645948 98 43716.775603 99 48455.840185 100 52694.214266 101 57759.582262 102 63942.525840 103 70864.422422 104 77768.288148 105 85138.971790 106 92868.560058 107 101808.797726 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,ITBI,XGBoost,0.9743218421936035,"75 6281.381348 76 4151.493164 77 4151.493164 78 4151.493164 79 6281.381348 80 6281.381348 81 3105.237061 82 4151.493164 83 1854.029663 84 2900.286865 85 15570.025391 86 5064.637695 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do ICMS,XGBoost,0.8980345726013184,"96 246147.406250 97 303556.218750 98 305614.562500 99 283887.625000 100 305614.562500 101 283887.625000 102 283887.625000 103 303556.218750 104 250428.421875 105 250428.421875 106 250428.421875 107 305614.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do IPVA,AR,1.0338900089263916,"96 63069.945312 97 18270.812500 98 25061.595703 99 33224.109375 100 23302.263672 101 8617.069336 102 15345.782227 103 10016.464844 104 7356.741699 105 7652.234863 106 7115.107910 107 108785.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,IPTU,HWES,1.6028180122375488,"96 11286.524414 97 7813.564941 98 51229.593750 99 41447.042969 100 9446.990234 101 10981.813477 102 3982.365234 103 5781.770020 104 5781.770020 105 9446.990234 106 4811.293945 107 9559.317383 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,ISS,MLP,1.4837632179260254,"96 53602.235853 97 64775.804259 98 77751.564480 99 94617.842918 100 113484.195720 101 136635.118210 102 165725.646839 103 192550.238588 104 232863.972229 105 286926.533726 106 352652.219880 107 414983.715472 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,ITBI,XGBoost,0.8976919651031494,"95 12123.434570 96 12123.434570 97 6919.777832 98 12123.434570 99 7820.935547 100 12123.434570 101 12359.352539 102 12496.331055 103 12359.352539 104 8697.750000 105 14810.023438 106 12240.817383 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do ICMS,SARIMAX,0.8485634326934814,"96 431304.65625 97 543483.62500 98 544718.68750 99 543483.62500 100 544718.68750 101 490694.75000 102 490694.75000 103 543684.93750 104 490493.81250 105 471540.00000 106 474261.87500 107 532009.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do IPVA,XGBoost,1.0558505058288574,"93 108899.921875 94 108841.156250 95 94196.773438 96 94196.773438 97 94196.773438 98 94196.773438 99 94196.773438 100 108859.742188 101 108730.648438 102 108863.164062 103 108826.445312 104 94196.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,IPTU,SARIMAX,0.815603494644165,"77 5028.943848 78 5303.105469 79 147165.640625 80 237607.968750 81 143259.390625 82 143323.046875 83 143323.046875 84 143323.046875 85 143323.046875 86 143323.046875 87 143259.390625 88 143323.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,ISS,MLP,0.8970396518707275,"96 51482.743559 97 53404.149778 98 53350.959365 99 57379.472361 100 59862.773906 101 61598.384197 102 62571.877670 103 63273.599794 104 72241.822468 105 70782.604200 106 72990.359913 107 75997.221555 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,ITBI,MLP,0.7360749244689941,"81 25181.964235 82 28408.001702 83 32239.338816 84 42500.630677 85 54775.418534 86 69870.038335 87 87217.289824 88 115062.786928 89 151458.042839 90 197078.542039 91 258046.736041 92 342720.888483 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ICMS,SES,0.8152408599853516,"96 404760.62500 97 444157.78125 98 513662.25000 99 432526.62500 100 513662.25000 101 444446.96875 102 432526.62500 103 439527.65625 104 449337.15625 105 449380.81250 106 432103.96875 107 513662.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do IPVA,SARIMAX,3.5572245121002197,"96 293839.687500 97 76998.773438 98 64249.660156 99 88493.507812 100 88653.398438 101 68780.820312 102 64178.039062 103 47348.238281 104 76484.898438 105 46514.710938 106 46514.710938 107 293839.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,IPTU,HWES,0.9293701648712158,"96 668.859375 97 668.859375 98 49617.039062 99 40019.746094 100 40019.746094 101 4658.583496 102 4128.871094 103 4128.871094 104 4128.871094 105 4128.871094 106 837.235596 107 4168.217285 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,ISS,MLP,1.5932180881500244,"96 22803.724310 97 24028.021533 98 24844.371354 99 25062.923628 100 26044.689403 101 26800.721220 102 27975.283344 103 29076.686424 104 29866.940581 105 30743.156910 106 31615.990682 107 32644.329245 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,ITBI,XGBoost,0.83363938331604,"96 14699.859375 97 29752.107422 98 20640.277344 99 15226.414062 100 17131.632812 101 29769.021484 102 30438.607422 103 32750.333984 104 15615.269531 105 11410.340820 106 17212.015625 107 29769.021484 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,Cota-Parte do ICMS,SARIMAX,0.8989884853363037,"96 541336.9375 97 683723.1875 98 672043.6875 99 683723.1875 100 668661.1875 101 683723.1875 102 687111.6875 103 684742.1250 104 681319.3750 105 653050.1250 106 660366.9375 107 682814.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,Cota-Parte do IPVA,SARIMAX,1.059807538986206,"96 129987.320312 97 144538.234375 98 144483.312500 99 129987.320312 100 129987.320312 101 143991.328125 102 143991.328125 103 138014.468750 104 137849.859375 105 138210.453125 106 137760.765625 107 129987.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,IPTU,HWES,1.3643112182617188,"85 1443.282349 86 1636.516235 87 3247.784180 88 2404.395752 89 2404.395752 90 4396.177734 91 3897.655518 92 -282.646027 93 -83.849808 94 749.658142 95 -17.469582 96 3223.505371 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,ISS,XGBoost,1.5286979675292969,"96 9350.188477 97 17440.759766 98 17123.746094 99 11589.914062 100 6686.967285 101 11792.937500 102 8325.831055 103 8551.271484 104 6901.566406 105 11775.971680 106 6666.537598 107 6889.503906 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,ITBI,XGBoost,0.8110709190368652,"94 -652.193787 95 10525.551758 96 12354.513672 97 9023.901367 98 12001.519531 99 10736.053711 100 10577.848633 101 12204.492188 102 12955.226562 103 10818.460938 104 12204.492188 105 12122.802734 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do ICMS,XGBoost,2.41585373878479,"96 403218.1875 97 534124.0000 98 534413.8750 99 486650.8750 100 542236.6875 101 486650.8750 102 486650.8750 103 534124.0000 104 486650.8750 105 458852.5000 106 458852.5000 107 534413.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do IPVA,MLP,0.9503557682037354,"96 126865.073285 97 69648.440820 98 76345.293365 99 100077.879072 100 84232.791994 101 55954.521427 102 53259.491140 103 59278.386001 104 59007.155793 105 60950.809791 106 66331.531372 107 207841.806557 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,IPTU,MLP,1.158522605895996,"96 3.919761e+05 97 4.751268e+05 98 1.624672e+06 99 5.941247e+05 100 4.942012e+05 101 5.473992e+05 102 6.102929e+05 103 6.786502e+05 104 7.494080e+05 105 8.427298e+05 106 9.378892e+05 107 1.085126e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,ISS,AR,0.9205307960510254,"96 3441757.50 97 3429316.75 98 3460701.75 99 3457397.25 100 3448747.75 101 3448747.75 102 3450131.50 103 3480461.75 104 3480461.75 105 3450131.50 106 3435848.75 107 3473085.25 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,ITBI,XGBoost,1.0130960941314697,"95 79912.210938 96 55110.234375 97 55110.234375 98 28817.714844 99 61173.269531 100 28673.287109 101 28246.216797 102 9754.011719 103 18859.757812 104 28246.216797 105 43261.269531 106 44500.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do ICMS,MLP,0.8913261890411377,"96 2.579228e+06 97 2.635576e+06 98 2.663127e+06 99 2.677210e+06 100 2.716607e+06 101 2.711120e+06 102 2.751793e+06 103 2.794928e+06 104 2.833371e+06 105 2.885904e+06 106 2.947009e+06 107 3.020756e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do IPVA,XGBoost,1.0118975639343262,"96 264842.000000 97 110583.757812 98 131358.781250 99 264842.000000 100 264842.000000 101 131358.781250 102 108560.234375 103 100125.515625 104 100125.515625 105 79632.046875 106 79632.046875 107 264842.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,IPTU,XGBoost,0.8640971183776855,"95 1978.136108 96 2638.297119 97 2109.706299 98 2638.297119 99 28895.623047 100 11883.175781 101 1730.656494 102 8515.215820 103 1054.101685 104 1054.101685 105 1054.101685 106 1649.399658 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,ISS,MLP,1.0055396556854248,"96 24377.146974 97 25772.633578 98 26924.893765 99 27906.367955 100 29032.704950 101 30911.302148 102 30120.699166 103 31203.574891 104 32294.064232 105 33676.733080 106 34487.195806 107 36526.261148 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,ITBI,XGBoost,2.461695909500122,"94 1134.836670 95 11219.111328 96 11219.111328 97 1134.836670 98 1139.245483 99 11219.111328 100 11840.639648 101 4757.338867 102 11840.639648 103 11840.639648 104 10965.422852 105 11484.283203 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do ICMS,SARIMAX,1.6517391204833984,"96 782207.5000 97 874536.2500 98 874567.8750 99 809036.4375 100 875355.1875 101 771306.0625 102 809036.4375 103 874536.2500 104 771306.0625 105 771306.0625 106 793753.6875 107 874567.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do IPVA,XGBoost,0.9164845943450928,"96 156498.000000 97 141036.515625 98 49262.992188 99 49077.332031 100 49262.992188 101 39934.503906 102 32757.531250 103 39864.210938 104 33337.757812 105 33221.242188 106 32752.435547 107 56789.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,IPTU,SARIMAX,1.005356788635254,"87 6716.166504 88 16158.375000 89 49004.382812 90 6137.818359 91 5304.288086 92 3786.861084 93 3786.861084 94 3216.413330 95 3216.413330 96 2288.926025 97 2293.314209 98 3596.873047 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,ISS,XGBoost,1.1026732921600342,"96 15985.584961 97 15976.145508 98 16122.290039 99 16113.617188 100 15622.706055 101 15976.145508 102 15976.145508 103 15976.145508 104 15976.145508 105 15976.145508 106 16122.290039 107 15976.145508 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,ITBI,XGBoost,0.8743438720703125,"95 17625.007812 96 26874.285156 97 23357.824219 98 20448.462891 99 30643.138672 100 30561.582031 101 36786.117188 102 30431.064453 103 29123.978516 104 36822.035156 105 30446.759766 106 36786.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do ICMS,MLP,0.9624567031860352,"96 423120.306095 97 433584.431813 98 437823.702991 99 439842.897338 100 446016.748959 101 444373.689976 102 451221.741346 103 458426.953843 104 464913.116151 105 474132.308575 106 485041.767519 107 498034.730272 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do IPVA,XGBoost,1.8358769416809082,"96 78472.164062 97 34179.628906 98 48674.660156 99 68548.078125 100 48674.660156 101 17801.966797 102 25040.443359 103 17699.478516 104 15845.926758 105 19766.675781 106 19475.373047 107 78472.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,IPTU,AR,1.2673892974853516,"96 10772.529297 97 10663.078125 98 30378.267578 99 13157.990234 100 95203.039062 101 129154.203125 102 24688.533203 103 45675.906250 104 76946.039062 105 37288.683594 106 35861.664062 107 26449.974609 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,ISS,MLP,0.7643623352050781,"96 201556.042219 97 196509.372232 98 202711.687117 99 212230.949151 100 217227.952904 101 223257.673912 102 224966.731550 103 224345.005530 104 224291.056272 105 229991.451538 106 246645.151623 107 254877.138301 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,ITBI,MLP,0.9593334197998047,"96 121068.487241 97 135643.571386 98 151688.385794 99 161015.281563 100 178888.991266 101 170764.901126 102 188939.245809 103 199024.467733 104 203834.374053 105 225336.719576 106 248416.136023 107 278193.992733 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do ICMS,SES,2.5431463718414307,"96 588067.0000 97 643596.1250 98 743316.8125 99 634755.8750 100 749302.4375 101 634755.8750 102 634755.8750 103 640323.4375 104 634755.8750 105 624023.8125 106 622433.4375 107 724886.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do IPVA,XGBoost,1.0492215156555176,"96 248083.109375 97 136515.484375 98 129266.593750 99 247982.093750 100 247723.546875 101 129266.593750 102 108008.093750 103 118708.328125 104 79058.343750 105 73631.406250 106 75200.742188 107 248083.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,IPTU,SARIMAX,1.3410649299621582,"93 5950.710938 94 47814.328125 95 113979.828125 96 44425.742188 97 2514.740234 98 9730.882812 99 9953.433594 100 10226.749023 101 9953.433594 102 12338.463867 103 9953.433594 104 9758.106445 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,ISS,SES,2.009195566177368,"96 69471.570312 97 68091.054688 98 67700.406250 99 69438.890625 100 69438.890625 101 69438.890625 102 69566.164062 103 69438.890625 104 69471.570312 105 69438.890625 106 69438.890625 107 69553.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,ITBI,SES,0.6946980953216553,"96 25486.513672 97 29598.568359 98 25559.519531 99 31920.869141 100 24440.757812 101 24269.751953 102 27478.214844 103 31991.642578 104 24440.757812 105 30214.011719 106 24327.917969 107 24974.486328 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do ICMS,SARIMAX,0.8706300258636475,"96 443575.71875 97 471203.03125 98 500631.71875 99 470732.03125 100 503430.46875 101 470732.03125 102 470732.03125 103 469390.93750 104 451870.62500 105 458750.84375 106 451849.46875 107 500352.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do IPVA,XGBoost,0.9119203090667725,"95 274706.437500 96 60031.664062 97 122261.796875 98 122235.093750 99 122261.796875 100 54604.460938 101 49722.613281 102 53681.042969 103 36695.812500 104 44954.078125 105 44954.078125 106 275239.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,IPTU,XGBoost,1.4425687789916992,"86 3072.285156 87 1558.454346 88 2325.367676 89 2367.829346 90 2133.600098 91 2184.810303 92 2282.308838 93 21332.298828 94 2694.461426 95 2242.063477 96 2259.701904 97 2453.701660 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,ISS,MLP,2.1293232440948486,"96 16854.813719 97 19347.124565 98 21555.299498 99 24417.512003 100 27799.425731 101 32007.837481 102 37043.972242 103 42702.155164 104 48992.294671 105 55507.510304 106 61398.736699 107 70410.702552 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,ITBI,XGBoost,2.577357053756714,"89 44207.660156 90 20069.718750 91 15961.103516 92 44207.660156 93 44207.660156 94 44207.660156 95 15925.748047 96 44207.660156 97 17933.236328 98 44207.660156 99 15972.786133 100 24146.568359 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do ICMS,SES,0.8343954086303711,"96 313865.81250 97 373910.87500 98 389950.84375 99 382267.59375 100 396781.84375 101 382267.59375 102 382267.59375 103 386672.06250 104 370505.84375 105 355294.90625 106 366773.62500 107 389950.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do IPVA,MLP,0.9382007122039795,"96 88400.663301 97 40704.778495 98 50503.115013 99 69612.054025 100 63647.762188 101 62413.613267 102 58883.115812 103 65759.832705 104 68172.528764 105 75286.024463 106 86477.012113 107 166438.701745 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,IPTU,XGBoost,1.723125696182251,"95 10604.522461 96 10460.835938 97 10507.777344 98 7341.097656 99 16891.744141 100 11453.410156 101 1001.529846 102 9767.058594 103 11314.186523 104 14719.447266 105 14667.714844 106 14702.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,ISS,XGBoost,1.0018634796142578,"96 17339.986328 97 13826.568359 98 14186.061523 99 32662.824219 100 32662.824219 101 14014.875000 102 32662.824219 103 13826.568359 104 13826.568359 105 32662.824219 106 32662.824219 107 32662.824219 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,ITBI,SARIMAX,0.676985502243042,"96 84052.523438 97 124421.000000 98 79393.648438 99 46709.656250 100 68768.125000 101 55328.343750 102 67014.273438 103 51201.519531 104 67130.437500 105 66647.828125 106 66538.343750 107 67014.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do ICMS,SES,1.9700565338134766,"96 789289.4375 97 716732.8125 98 789289.4375 99 871797.7500 100 880983.7500 101 871797.7500 102 871797.7500 103 727745.3750 104 871797.7500 105 750769.0625 106 731331.6875 107 736523.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.2187058925628662,"96 50775.609375 97 16338.323242 98 12789.376953 99 54915.441406 100 54915.441406 101 11442.679688 102 14941.971680 103 11941.071289 104 13451.001953 105 11856.653320 106 13474.769531 107 50775.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,IPTU,XGBoost,3.097262144088745,"95 8.020011e+05 96 8.727021e+05 97 7.301082e+05 98 1.000868e+06 99 1.852714e+06 100 1.852714e+06 101 1.855496e+06 102 4.582546e+06 103 5.719632e+05 104 5.009561e+05 105 2.531217e+05 106 1.767630e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,ISS,SARIMAX,1.1791856288909912,"96 2369715.0 97 2369715.0 98 2369715.0 99 2369715.0 100 2369715.0 101 2369715.0 102 2369715.0 103 2369715.0 104 2369715.0 105 2369715.0 106 2369715.0 107 2369715.0 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,ITBI,SARIMAX,0.8766958713531494,"96 943073.8125 97 776649.0625 98 776649.0625 99 774106.5625 100 777627.5000 101 943073.8125 102 941525.5000 103 943073.8125 104 943073.8125 105 943073.8125 106 943073.8125 107 943073.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do ICMS,SARIMAX,3.4631762504577637,"96 6470017.0 97 7800942.0 98 7768797.5 99 8025378.5 100 7964860.5 101 7628382.5 102 8025378.5 103 7800942.0 104 7651710.0 105 7651126.0 106 6691319.0 107 7808451.5 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do IPVA,AR,1.4535143375396729,"96 6767514.50 97 3420407.25 98 3422549.00 99 6767294.00 100 6132828.50 101 2948074.50 102 2623500.25 103 2496715.75 104 2333920.75 105 2197687.00 106 2179262.25 107 6769983.50 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,IPTU,XGBoost,0.947023868560791,"96 8824.900391 97 58672.742188 98 58592.550781 99 22041.076172 100 26872.357422 101 21034.705078 102 21034.705078 103 24079.820312 104 10725.562500 105 12600.617188 106 10999.611328 107 10999.611328 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,ISS,XGBoost,1.6181154251098633,"96 19009.673828 97 24925.681641 98 24925.681641 99 24919.695312 100 25000.480469 101 24925.681641 102 24919.695312 103 24765.080078 104 25000.480469 105 24919.695312 106 24925.681641 107 24925.681641 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,ITBI,MLP,2.954983949661255,"88 26163.768991 89 28222.442588 90 30719.166104 91 32420.110998 92 33828.031906 93 32779.560293 94 35597.943709 95 36612.509293 96 38709.684260 97 40375.531388 98 44428.725478 99 48618.220533 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do ICMS,SARIMAX,2.621401786804199,"96 545092.4375 97 596413.0000 98 604760.8750 99 593912.5000 100 607078.2500 101 587947.3750 102 593912.5000 103 593912.5000 104 568371.4375 105 568366.6875 106 561833.3125 107 607666.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do IPVA,SARIMAX,1.0180342197418213,"96 130979.304688 97 53281.781250 98 64677.488281 99 130979.304688 100 130979.304688 101 53124.937500 102 25439.250000 103 23847.169922 104 21893.320312 105 21848.548828 106 21942.142578 107 130979.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,IPTU,AR,2.179138660430908,"96 1.253862e+05 97 1.335241e+05 98 4.257690e+05 99 1.775931e+05 100 1.962686e+06 101 2.178161e+05 102 2.061709e+05 103 2.181775e+05 104 1.992363e+05 105 2.181775e+05 106 2.158316e+05 107 2.181775e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,ISS,MLP,0.825610876083374,"96 1.108440e+06 97 1.282709e+06 98 1.537252e+06 99 1.839884e+06 100 2.180388e+06 101 3.633424e+06 102 2.915999e+06 103 3.499816e+06 104 4.254268e+06 105 5.108545e+06 106 6.196985e+06 107 7.574600e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,ITBI,SARIMAX,1.0550463199615479,"96 224257.812500 97 223173.531250 98 226967.828125 99 227207.578125 100 177684.375000 101 227146.843750 102 227207.578125 103 177684.375000 104 177684.375000 105 226630.234375 106 177684.375000 107 177684.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do ICMS,XGBoost,0.8578710556030273,"96 1659203.250 97 1956206.625 98 1908835.500 99 1956206.625 100 1884024.375 101 1954924.375 102 1956206.625 103 1954111.125 104 1954715.125 105 1954068.875 106 1679638.375 107 1915524.750 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do IPVA,MLP,1.1004688739776611,"96 9.122821e+05 97 4.605596e+05 98 5.403323e+05 99 8.356452e+05 100 6.879186e+05 101 5.392589e+05 102 5.399009e+05 103 6.042493e+05 104 6.257487e+05 105 7.080277e+05 106 7.858866e+05 107 1.889715e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,IPTU,SARIMAX,2.449150800704956,"94 2567.582764 95 80506.242188 96 41931.859375 97 23510.451172 98 2730.192627 99 2730.192627 100 2688.813477 101 9870.227539 102 2730.192627 103 2730.192627 104 2730.192627 105 2144.337891 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,ISS,SARIMAX,3.734858512878418,"96 168513.515625 97 168513.515625 98 189707.968750 99 189520.468750 100 189707.968750 101 189707.968750 102 181725.328125 103 189707.968750 104 189520.468750 105 189707.968750 106 189324.234375 107 189707.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,ITBI,XGBoost,0.8597171306610107,"95 27256.074219 96 55092.375000 97 89404.781250 98 27392.730469 99 89404.781250 100 55040.089844 101 26940.810547 102 55040.089844 103 27392.730469 104 89404.781250 105 27162.060547 106 27256.074219 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do ICMS,XGBoost,0.89017653465271,"96 550863.6875 97 549980.3750 98 547035.7500 99 547662.6250 100 552249.5000 101 548818.2500 102 548818.2500 103 548818.2500 104 548818.2500 105 548818.2500 106 539324.3750 107 546779.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do IPVA,XGBoost,1.0116090774536133,"96 256195.718750 97 107843.593750 98 104939.796875 99 212775.703125 100 104939.796875 101 89355.601562 102 89162.195312 103 95640.890625 104 88187.164062 105 86105.687500 106 106829.718750 107 256409.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,IPTU,AR,3.9614853858947754,"96 6441.684570 97 53078.648438 98 165837.953125 99 9679.979492 100 9651.780273 101 7644.453613 102 7800.390137 103 7800.390137 104 6520.770020 105 5388.139160 106 4458.603516 107 4458.603516 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,ISS,MLP,1.3241426944732666,"96 40132.972288 97 45640.236589 98 52347.092774 99 56305.756122 100 64011.608111 101 71628.921819 102 82585.636492 103 94474.387211 104 107141.615271 105 124605.573084 106 144773.524704 107 166440.087732 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,ITBI,MLP,0.9324779510498047,"96 32992.921960 97 36707.209136 98 40923.649187 99 44378.748561 100 47818.551633 101 51299.896830 102 54193.133993 103 58310.356946 104 63324.320829 105 65267.309405 106 71603.349790 107 77312.462645 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do ICMS,MLP,0.9429831504821777,"96 611123.312680 97 619103.239136 98 623856.856678 99 633585.133963 100 634478.999704 101 645355.987736 102 657318.399791 103 668746.458241 104 683694.860761 105 701037.968186 106 721134.920542 107 734836.882446 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do IPVA,MLP,0.8775792121887207,"96 186065.045232 97 121628.412827 98 107028.497938 99 188141.811268 100 120196.706429 101 123977.347312 102 136232.349246 103 144736.151615 104 165226.146137 105 185626.504977 106 207329.701293 107 497435.699315 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,IPTU,HWES,1.905076265335083,"96 14476.232422 97 19911.449219 98 95832.304688 99 95901.304688 100 18657.828125 101 11312.967773 102 11144.074219 103 18773.050781 104 11430.845703 105 11090.009766 106 16763.330078 107 18320.195312 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,ISS,MLP,1.0311012268066406,"96 70928.765099 97 72822.089854 98 74936.478587 99 76057.670437 100 78713.671250 101 81118.584175 102 80864.870496 103 81991.097561 104 84989.753833 105 86397.849499 106 90155.607246 107 94398.841766 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,ITBI,AR,1.166703462600708,"96 36157.695312 97 27387.820312 98 43956.468750 99 30648.187500 100 24074.943359 101 16981.494141 102 40173.753906 103 37979.921875 104 31329.433594 105 87085.578125 106 28899.597656 107 14132.856445 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do ICMS,MLP,0.8293533325195312,"96 731930.861568 97 740714.741131 98 745409.047981 99 757303.890254 100 757620.588443 101 771231.478173 102 785551.356087 103 799146.261371 104 817266.639445 105 838218.029128 106 862533.771326 107 878544.880548 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do IPVA,SARIMAX,2.3249759674072266,"95 197363.828125 96 87136.218750 97 197067.984375 98 197363.828125 99 197067.984375 100 87136.218750 101 87259.679688 102 67223.187500 103 54638.750000 104 51575.851562 105 54638.750000 106 291348.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,IPTU,HWES,1.144418478012085,"95 289554.281250 96 195074.609375 97 203489.484375 98 161018.562500 99 157425.906250 100 195616.562500 101 195616.562500 102 195616.562500 103 192075.015625 104 192075.015625 105 195616.562500 106 159271.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,ISS,MLP,0.8489935398101807,"96 569573.388884 97 549459.340596 98 597509.863903 99 546850.436401 100 673164.993047 101 640402.353610 102 647291.832816 103 696141.152015 104 714120.996963 105 730789.550920 106 768148.508900 107 798692.511049 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,ITBI,XGBoost,1.0928468704223633,"96 234344.515625 97 217852.765625 98 216226.500000 99 218346.843750 100 199706.515625 101 209078.515625 102 209423.859375 103 203657.312500 104 192366.390625 105 194054.578125 106 203657.312500 107 203657.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do ICMS,SARIMAX,2.5723822116851807,"96 2309037.00 97 2308312.75 98 2308312.75 99 2527935.75 100 2205696.50 101 2527935.75 102 2527935.75 103 2508591.50 104 2328932.00 105 2332761.25 106 2332761.25 107 2308312.75 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do IPVA,AR,1.1845026016235352,"96 1.910818e+06 97 8.769644e+05 98 8.769644e+05 99 1.919510e+06 100 1.695224e+06 101 7.839835e+05 102 7.839835e+05 103 7.839835e+05 104 5.471616e+05 105 5.471616e+05 106 5.475916e+05 107 2.078467e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,IPTU,XGBoost,1.2514595985412598,"96 1.040631e+07 97 3.118941e+06 98 1.373856e+06 99 1.190627e+06 100 1.577779e+06 101 1.403935e+06 102 1.525816e+06 103 1.393654e+06 104 1.393654e+06 105 2.139756e+06 106 1.393654e+06 107 1.287602e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,ISS,MLP,0.9468133449554443,"96 360327.436870 97 362418.206112 98 367243.195936 99 373081.743327 100 375032.382998 101 381058.305770 102 387771.221456 103 391812.447820 104 397915.950567 105 404155.740555 106 414042.367338 107 419403.712204 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,ITBI,XGBoost,0.926300048828125,"96 1.132765e+06 97 9.991032e+05 98 1.050561e+06 99 1.030029e+06 100 1.031180e+06 101 9.750301e+05 102 9.793339e+05 103 1.083590e+06 104 1.096862e+06 105 1.083268e+06 106 1.083672e+06 107 1.041098e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do ICMS,SARIMAX,0.9594910144805908,"96 558130.0625 97 658828.3125 98 658828.3125 99 602639.1250 100 673107.6875 101 602639.1250 102 602639.1250 103 658828.3125 104 602639.1250 105 658828.3125 106 558130.0625 107 658828.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do IPVA,SARIMAX,1.1365318298339844,"95 706255.937500 96 390705.531250 97 649380.312500 98 706255.937500 99 706255.937500 100 369488.593750 101 253325.296875 102 253325.296875 103 220158.328125 104 231495.421875 105 166022.796875 106 693077.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,IPTU,AR,1.2391417026519775,"96 757.358459 97 5244.454590 98 76779.742188 99 3955.508789 100 1974.852661 101 3254.021973 102 2633.176025 103 2927.138428 104 764.610840 105 1974.852661 106 547.935242 107 2344.756348 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,ISS,XGBoost,2.5503907203674316,"96 7411.703613 97 8168.215332 98 7533.756836 99 8168.215332 100 8168.215332 101 6894.356445 102 8184.206543 103 7906.499512 104 6894.356445 105 8145.004883 106 10579.599609 107 7906.499512 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,ITBI,HWES,0.9779868125915527,"94 6303.334473 95 24389.578125 96 22049.445312 97 9074.516602 98 2605.239746 99 2775.627441 100 9074.516602 101 4404.137207 102 24389.578125 103 21768.482422 104 5544.427734 105 21518.439453 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do ICMS,SARIMAX,0.8656327724456787,"96 306155.90625 97 341217.81250 98 340431.37500 99 324984.31250 100 344979.78125 101 325770.71875 102 325770.71875 103 340431.37500 104 324797.78125 105 325719.03125 106 325911.40625 107 340623.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do IPVA,MLP,0.8707599639892578,"96 79472.037376 97 44275.439814 98 45418.837635 99 65975.975649 100 60143.149596 101 59710.269333 102 64214.839358 103 69537.060848 104 76140.645031 105 83327.710468 106 96383.750313 107 213388.894985 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,IPTU,HWES,0.9925956726074219,"96 24596.291016 97 15543.752930 98 15543.752930 99 41903.011719 100 74951.109375 101 17217.326172 102 17045.583984 103 43802.968750 104 11214.474609 105 11214.474609 106 6471.234863 107 9853.673828 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,ISS,AR,0.9010074138641357,"96 28732.914062 97 29300.929688 98 28759.263672 99 30028.808594 100 30028.808594 101 30028.808594 102 29403.468750 103 30301.226562 104 30301.226562 105 29766.390625 106 28732.914062 107 28759.263672 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,ITBI,SARIMAX,4.603291749954224,"96 29534.828125 97 32041.357422 98 29534.828125 99 31242.431641 100 40456.609375 101 41395.433594 102 44503.191406 103 40456.609375 104 17985.425781 105 41395.433594 106 28657.800781 107 40456.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do ICMS,SARIMAX,0.839224100112915,"96 709711.2500 97 776839.9375 98 787970.8125 99 748179.3750 100 790506.6875 101 755013.6250 102 750723.7500 103 776839.9375 104 753008.0000 105 753008.0000 106 713918.8750 107 785327.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do IPVA,XGBoost,0.9813523292541504,"96 167308.031250 97 84624.296875 98 115112.390625 99 167308.031250 100 164280.734375 101 84624.296875 102 74114.703125 103 72190.054688 104 60188.750000 105 60188.750000 106 51401.992188 107 167308.031250 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,IPTU,SARIMAX,1.0770106315612793,"96 5.491856e+04 97 5.491856e+04 98 5.491856e+04 99 2.845070e+06 100 3.726703e+05 101 3.726703e+05 102 3.726703e+05 103 6.310858e+05 104 5.658711e+04 105 5.658711e+04 106 5.658711e+04 107 5.658711e+04 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,ISS,MLP,1.0970776081085205,"96 584933.957697 97 596130.503079 98 607003.560132 99 616686.481306 100 626104.829985 101 636699.962979 102 647322.831143 103 657366.162999 104 665360.788562 105 671952.457373 106 678908.851307 107 687217.155222 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,ITBI,XGBoost,1.0315687656402588,"96 112678.578125 97 108195.125000 98 110888.679688 99 121652.328125 100 104824.375000 101 100563.062500 102 123721.156250 103 116382.960938 104 116074.281250 105 110910.000000 106 104491.414062 107 104800.093750 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do ICMS,XGBoost,0.9386804103851318,"96 1949675.50 97 2421472.00 98 2420175.25 99 2421472.00 100 2392750.50 101 2421472.00 102 2418782.75 103 2418051.00 104 2418051.00 105 2418051.00 106 2431571.25 107 2324441.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do IPVA,XGBoost,3.1730589866638184,"96 2.402000e+06 97 9.329602e+05 98 9.551999e+05 99 1.301945e+06 100 9.551999e+05 101 8.668456e+05 102 6.808839e+05 103 6.808839e+05 104 6.779777e+05 105 6.279012e+05 106 6.246937e+05 107 2.402000e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,IPTU,HWES,1.0576512813568115,"89 2025.996704 90 2025.996704 91 7126.697266 92 8252.419922 93 6274.141602 94 3414.644531 95 5386.159668 96 -67.826073 97 455.095795 98 251.694427 99 64363.878906 100 248.232437 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,ISS,MLP,1.1099252700805664,"96 84921.007609 97 97027.652528 98 111240.514924 99 122675.956276 100 141261.223481 101 158964.359655 102 180782.576844 103 201685.815768 104 227978.418403 105 264678.729576 106 299582.665636 107 341945.459588 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,ITBI,SES,1.112173318862915,"89 10422.498047 90 9067.471680 91 6862.892090 92 6862.892090 93 8975.476562 94 6038.422363 95 7841.898926 96 7910.345215 97 16880.638672 98 7910.345215 99 4138.368652 100 7432.688477 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do ICMS,SARIMAX,0.8759641647338867,"96 393612.03125 97 449708.06250 98 455949.00000 99 449708.06250 100 465712.40625 101 449708.06250 102 449708.06250 103 431505.06250 104 414613.18750 105 412038.71875 106 415161.68750 107 433959.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do IPVA,XGBoost,1.6093122959136963,"94 112883.750000 95 144286.625000 96 108398.335938 97 166729.687500 98 108850.320312 99 153945.968750 100 154077.625000 101 154077.625000 102 154000.671875 103 153873.171875 104 153984.234375 105 103158.906250 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,IPTU,HWES,2.2231295108795166,"84 1614.193848 85 1726.632080 86 1614.193848 87 1614.193848 88 106183.367188 89 214628.921875 90 251216.781250 91 177515.671875 92 177612.390625 93 177515.671875 94 176371.890625 95 176437.359375 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,ISS,MLP,1.423030138015747,"96 34892.027512 97 36393.464368 98 36716.114946 99 37938.587081 100 39426.421802 101 38534.500390 102 41012.272522 103 41342.173061 104 41487.771543 105 43800.589856 106 44188.717559 107 44079.737999 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,ITBI,XGBoost,0.813582181930542,"96 16821.070312 97 17862.130859 98 16802.568359 99 24701.994141 100 14966.283203 101 14914.970703 102 15943.511719 103 14534.268555 104 16955.158203 105 14534.268555 106 17251.326172 107 14607.240234 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do ICMS,SES,1.063948392868042,"96 583628.3125 97 678352.9375 98 679484.4375 99 678352.9375 100 680962.4375 101 682743.6250 102 678352.9375 103 680922.3125 104 680806.5000 105 683380.0625 106 592127.9375 107 678585.3750 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do IPVA,MLP,0.8626704216003418,"96 174339.113290 97 78953.264685 98 95210.059344 99 132114.544919 100 130676.328613 101 109460.333639 102 118432.142879 103 135128.647520 104 139722.109498 105 156719.982260 106 175485.008050 107 411748.425255 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,IPTU,HWES,0.9118919372558594,"94 23471.478516 95 27304.728516 96 230996.546875 97 234207.562500 98 131608.265625 99 34766.308594 100 35116.355469 101 43326.824219 102 35116.355469 103 35116.355469 104 28351.009766 105 35116.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,ISS,SARIMAX,1.0951159000396729,"96 133696.515625 97 133611.156250 98 133639.234375 99 133907.078125 100 133598.218750 101 133611.156250 102 133907.078125 103 133907.078125 104 133907.078125 105 133907.078125 106 133611.156250 107 133907.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,ITBI,Prophet,4.295146465301514,"96 47512.359375 97 47512.359375 98 42087.878906 99 42799.914062 100 39402.203125 101 44634.312500 102 67723.250000 103 70042.843750 104 59255.843750 105 40880.921875 106 78156.539062 107 44585.769531 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do ICMS,MLP,1.6500725746154785,"96 1.960005e+06 97 1.984012e+06 98 2.001517e+06 99 2.022920e+06 100 2.037944e+06 101 2.053752e+06 102 2.097924e+06 103 2.135447e+06 104 2.166767e+06 105 2.216051e+06 106 2.274255e+06 107 2.325946e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do IPVA,AR,0.8377184867858887,"89 342320.750000 90 194432.765625 91 194432.765625 92 190350.968750 93 194432.765625 94 194340.453125 95 190350.968750 96 284458.718750 97 343747.375000 98 343234.812500 99 342872.656250 100 194432.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,IPTU,Prophet,0.8326325416564941,"93 10434.258789 94 22099.583984 95 15481.192383 96 208697.406250 97 55435.109375 98 73783.929688 99 61533.738281 100 61533.738281 101 11493.168945 102 9134.546875 103 6493.425781 104 39698.433594 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,ISS,MLP,1.1181979179382324,"96 170327.900021 97 174129.653096 98 179343.541758 99 183350.989881 100 186958.691919 101 190381.195182 102 194734.818796 103 196515.116712 104 197903.540859 105 202686.023328 106 205367.746696 107 209248.991014 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,ITBI,HWES,0.7900581359863281,"96 13553.779297 97 12975.919922 98 13404.573242 99 13553.779297 100 22319.369141 101 18296.664062 102 18791.666016 103 18940.871094 104 22673.072266 105 18326.623047 106 18970.531250 107 22358.863281 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ICMS,SES,0.847221851348877,"96 933504.6875 97 842104.1250 98 881321.0625 99 933504.6875 100 881055.0000 101 897246.3750 102 939393.9375 103 846652.2500 104 904622.6875 105 807288.6875 106 813942.0000 107 889135.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do IPVA,AR,0.793837308883667,"96 522351.875000 97 129771.523438 98 223871.531250 99 461010.562500 100 223871.531250 101 121702.718750 102 112221.179688 103 89697.703125 104 79504.679688 105 79504.679688 106 82042.945312 107 522351.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,IPTU,XGBoost,0.9847612380981445,"93 4369.809570 94 4369.809570 95 34916.007812 96 26131.742188 97 38453.023438 98 36387.976562 99 38203.304688 100 18157.345703 101 11041.122070 102 10270.877930 103 37422.316406 104 10168.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,ISS,SARIMAX,0.7825973033905029,"96 56159.613281 97 51841.855469 98 52151.058594 99 56159.613281 100 53244.257812 101 53244.257812 102 56159.613281 103 52151.058594 104 52151.058594 105 53244.257812 106 53244.257812 107 56159.613281 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,ITBI,MLP,0.9342882633209229,"96 76676.981028 97 83369.840373 98 88564.313796 99 95224.096726 100 107212.479498 101 117997.839602 102 129944.234826 103 137346.077033 104 154029.414358 105 172536.129961 106 193400.670274 107 215924.284138 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do ICMS,SARIMAX,0.883507490158081,"96 463715.90625 97 597475.37500 98 562137.43750 99 505575.37500 100 591506.18750 101 501609.12500 102 501609.12500 103 593509.06250 104 501390.40625 105 495886.28125 106 497792.93750 107 591506.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do IPVA,XGBoost,1.4729418754577637,"96 194323.859375 97 113479.695312 98 100302.242188 99 231231.671875 100 160876.312500 101 55374.574219 102 56210.609375 103 53465.675781 104 26512.910156 105 26512.910156 106 26425.640625 107 194323.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,IPTU,AR,1.1775977611541748,"96 2.609695e+05 97 2.840511e+05 98 1.416800e+06 99 2.840511e+05 100 3.170380e+05 101 3.170380e+05 102 2.840511e+05 103 2.840511e+05 104 2.840511e+05 105 2.840511e+05 106 2.631968e+05 107 2.840511e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,ISS,XGBoost,1.677701711654663,"96 178569.531250 97 171788.578125 98 177803.203125 99 179595.265625 100 176129.656250 101 176129.656250 102 176129.656250 103 180055.656250 104 181035.218750 105 181035.218750 106 181035.218750 107 181035.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,ITBI,SARIMAX,1.589695692062378,"96 100852.195312 97 97852.585938 98 115220.789062 99 97849.539062 100 79057.453125 101 82370.421875 102 80262.812500 103 80262.812500 104 67370.445312 105 80294.117188 106 80262.812500 107 131825.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do ICMS,SES,1.2473835945129395,"96 9.912462e+05 97 9.790545e+05 98 1.002570e+06 99 9.605078e+05 100 1.009100e+06 101 9.494999e+05 102 9.605078e+05 103 9.790545e+05 104 9.629646e+05 105 9.787352e+05 106 9.787352e+05 107 9.605078e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do IPVA,SARIMAX,0.8491439819335938,"92 291592.468750 93 169771.609375 94 365968.500000 95 342158.812500 96 381581.687500 97 117319.554688 98 69710.828125 99 70546.843750 100 66521.343750 101 68679.828125 102 47535.664062 103 342158.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,IPTU,XGBoost,2.737142562866211,"79 10408.714844 80 7799.763672 81 7812.842773 82 10449.836914 83 10449.836914 84 10478.826172 85 10421.793945 86 10449.836914 87 10450.731445 88 10427.162109 89 10478.826172 90 10421.793945 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,ISS,HWES,0.7830302715301514,"80 82795.281250 81 105956.859375 82 84983.250000 83 105956.859375 84 105956.859375 85 61971.820312 86 61971.820312 87 61971.820312 88 60670.023438 89 86019.968750 90 61971.820312 91 60670.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,ITBI,MLP,0.785681962966919,"80 50768.720528 81 55203.247445 82 58411.366597 83 61472.692263 84 64341.613255 85 60850.703103 86 63910.419127 87 65888.860806 88 68580.589451 89 71886.198849 90 75075.045092 91 74063.851272 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do ICMS,Prophet,0.7237534523010254,"80 541268.6250 81 561697.8750 82 561697.8750 83 561697.8750 84 567381.6250 85 561697.8750 86 561697.8750 87 561697.8750 88 561697.8750 89 552191.2500 90 554349.5625 91 561697.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do IPVA,XGBoost,0.734743595123291,"80 173091.484375 81 129628.406250 82 129951.632812 83 200511.906250 84 173091.484375 85 131251.593750 86 130188.187500 87 133643.812500 88 133524.484375 89 133643.812500 90 129621.390625 91 200511.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,IPTU,MLP,0.8212752342224121,"58 4648.111483 59 5507.792771 60 6065.244546 61 7289.133508 62 8835.779225 63 11957.478805 64 12157.725467 65 15041.593439 66 17279.795553 67 25954.176967 68 23631.225643 69 25318.680589 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,ISS,XGBoost,1.4567790031433105,"96 7572.907227 97 5564.097656 98 5383.107910 99 12688.261719 100 10339.885742 101 7572.907227 102 12688.261719 103 21834.392578 104 12574.898438 105 21834.392578 106 21834.392578 107 21834.392578 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,ITBI,SARIMAX,1.3609731197357178,"90 58269.921875 91 58221.410156 92 57871.714844 93 56852.652344 94 57023.230469 95 57023.230469 96 57214.253906 97 57023.230469 98 56779.617188 99 57008.187500 100 56779.617188 101 57023.230469 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.9080278873443604,"96 272448.68750 97 304881.28125 98 295351.40625 99 296709.18750 100 301998.65625 101 276325.31250 102 296709.18750 103 304881.28125 104 274819.31250 105 274819.31250 106 271053.62500 107 295351.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do IPVA,XGBoost,0.932267427444458,"94 76200.906250 95 24933.732422 96 67818.679688 97 64238.777344 98 67621.984375 99 24933.732422 100 22621.369141 101 22621.369141 102 18754.656250 103 21564.962891 104 19152.208984 105 64238.777344 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,IPTU,SARIMAX,1.0092992782592773,"95 5484.479980 96 89165.671875 97 95143.015625 98 22032.968750 99 15450.446289 100 15017.815430 101 15017.815430 102 7964.975586 103 22578.023438 104 10133.854492 105 9289.271484 106 9756.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,ISS,XGBoost,1.0029044151306152,"96 51615.355469 97 60489.652344 98 66035.085938 99 65414.679688 100 64868.625000 101 65344.214844 102 56695.644531 103 60067.789062 104 65501.453125 105 65344.214844 106 60080.359375 107 65682.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,ITBI,XGBoost,0.9051110744476318,"94 6461.651367 95 12331.952148 96 10157.023438 97 11868.044922 98 13230.049805 99 11155.498047 100 12449.917969 101 13302.571289 102 11479.665039 103 12311.843750 104 11810.090820 105 10734.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do ICMS,SARIMAX,1.009939432144165,"96 1377624.875 97 1377624.875 98 1410252.500 99 1377630.125 100 1367948.250 101 1377624.875 102 1377630.125 103 1377630.125 104 1455654.500 105 1347768.250 106 1347768.250 107 1433053.750 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do IPVA,XGBoost,0.8191463947296143,"96 296328.812500 97 94324.234375 98 116468.390625 99 157879.531250 100 114863.257812 101 87358.960938 102 86855.281250 103 69728.078125 104 69728.078125 105 69728.078125 106 68800.984375 107 296328.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,IPTU,AR,0.8228673934936523,"77 2472.419434 78 2894.076904 79 54202.941406 80 3678.841064 81 1879.071167 82 1486.874390 83 1879.071167 84 1931.708496 85 1641.650757 86 1931.708496 87 1931.708496 88 2154.223633 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,ISS,HWES,1.263073205947876,"96 16837.277344 97 21421.453125 98 16927.830078 99 17458.634766 100 21431.496094 101 21389.443359 102 21224.484375 103 21273.060547 104 21273.060547 105 21484.119141 106 21389.443359 107 21224.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,ITBI,XGBoost,1.3584344387054443,"91 15106.948242 92 19277.121094 93 14470.352539 94 14470.352539 95 15941.443359 96 13722.500000 97 11282.496094 98 20470.875000 99 13382.127930 100 13352.077148 101 20108.976562 102 11282.496094 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do ICMS,SARIMAX,0.8953757286071777,"96 296821.65625 97 317366.21875 98 317366.21875 99 314034.90625 100 320388.21875 101 313626.43750 102 314034.90625 103 317366.21875 104 302659.68750 105 302776.87500 106 298508.06250 107 317701.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do IPVA,SARIMAX,1.6847848892211914,"96 147881.625000 97 19695.345703 98 42809.050781 99 147881.625000 100 42809.050781 101 16416.972656 102 21529.326172 103 16304.660156 104 12637.971680 105 11514.953125 106 12927.348633 107 147881.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,IPTU,Prophet,0.9515058994293213,"90 18831.058594 91 202393.640625 92 278926.250000 93 278117.187500 94 280784.906250 95 279162.937500 96 280784.906250 97 528779.687500 98 278530.812500 99 278807.187500 100 278521.281250 101 278530.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,ISS,MLP,0.7826917171478271,"96 99762.313597 97 104793.096008 98 110172.550842 99 114214.414841 100 118035.214130 101 120523.266828 102 123637.125795 103 130347.716786 104 133569.933075 105 135288.767980 106 139325.149983 107 142010.621806 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,ITBI,SARIMAX,0.9958183765411377,"96 145050.109375 97 113297.734375 98 104815.140625 99 96707.375000 100 104309.742188 101 41911.714844 102 113297.734375 103 77622.296875 104 113707.492188 105 52404.265625 106 75022.257812 107 75527.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do ICMS,SES,0.8765711784362793,"96 8.139858e+05 97 9.235001e+05 98 1.070247e+06 99 9.363143e+05 100 1.077977e+06 101 9.363143e+05 102 9.363143e+05 103 9.235001e+05 104 9.363143e+05 105 9.361729e+05 106 9.327885e+05 107 1.070247e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do IPVA,XGBoost,1.0269126892089844,"96 446236.375000 97 140155.640625 98 194762.046875 99 446236.375000 100 343120.093750 101 85116.976562 102 69157.617188 103 54671.792969 104 46074.550781 105 45097.437500 106 46074.550781 107 446236.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,IPTU,SARIMAX,0.9410867691040039,"93 29501.185547 94 31819.542969 95 174067.062500 96 33630.316406 97 31972.824219 98 33711.859375 99 31819.542969 100 31819.542969 101 33438.355469 102 32160.486328 103 32447.818359 104 32244.683594 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,ISS,SES,1.4209418296813965,"96 13460.948242 97 16971.437500 98 17168.087891 99 15770.012695 100 15154.941406 101 13585.916016 102 14727.971680 103 14543.372070 104 15018.284180 105 13460.948242 106 12528.764648 107 15449.253906 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,ITBI,SES,1.2478249073028564,"94 4477.852539 95 7985.497559 96 7985.497559 97 6865.443359 98 8611.238281 99 10798.400391 100 7386.786621 101 8298.642578 102 7734.648926 103 7126.030762 104 9371.683594 105 7901.873535 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do ICMS,SARIMAX,1.04736328125,"96 641168.6875 97 594139.7500 98 601180.2500 99 706896.2500 100 574374.6875 101 706896.2500 102 706896.2500 103 601371.8125 104 706896.2500 105 586390.1875 106 586390.1875 107 593948.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do IPVA,SARIMAX,1.29123854637146,"96 107908.445312 97 74670.789062 98 83727.984375 99 107908.445312 100 107383.937500 101 49002.011719 102 38615.863281 103 24276.720703 104 24755.021484 105 19135.517578 106 14877.676758 107 107908.445312 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,IPTU,HWES,1.3868467807769775,"86 33221.527344 87 36003.128906 88 192788.281250 89 221216.078125 90 192788.281250 91 192788.281250 92 192781.390625 93 192901.078125 94 187999.562500 95 188373.453125 96 187999.562500 97 187815.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,ISS,MLP,1.1582181453704834,"96 158314.634915 97 163761.350721 98 170828.262938 99 179128.426824 100 185606.654829 101 191239.472972 102 193243.120698 103 197349.757766 104 204306.949153 105 212561.925103 106 219650.066237 107 225370.182556 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,ITBI,MLP,0.8356983661651611,"96 19877.663491 97 22640.011732 98 26166.284361 99 24847.920447 100 24898.540387 101 26795.059958 102 29657.538567 103 29805.288391 104 33137.751499 105 34346.916093 106 37060.027215 107 39738.932494 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do ICMS,XGBoost,0.7537477016448975,"96 384242.87500 97 403075.28125 98 445901.53125 99 403075.28125 100 449102.90625 101 375677.03125 102 403075.28125 103 403075.28125 104 375677.03125 105 387125.34375 106 389818.75000 107 445901.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do IPVA,AR,0.9260506629943848,"96 123901.375000 97 72853.031250 98 79142.710938 99 123901.375000 100 79500.664062 101 40917.250000 102 27225.878906 103 25739.039062 104 20696.431641 105 20892.298828 106 20758.283203 107 123901.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,IPTU,SARIMAX,1.4767158031463623,"96 6692.664551 97 6742.667969 98 6742.667969 99 6396.201660 100 9377.863281 101 42269.660156 102 91972.226562 103 125711.593750 104 26995.435547 105 17130.105469 106 10515.842773 107 11038.064453 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,ISS,MLP,1.2677252292633057,"96 42268.506117 97 43215.798614 98 44185.936564 99 45901.199741 100 47754.534425 101 49157.891778 102 52236.101818 103 53745.477181 104 56616.794737 105 59325.867612 106 57451.029719 107 62274.166029 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,ITBI,XGBoost,0.8799316883087158,"96 27544.328125 97 23712.988281 98 23708.363281 99 23712.988281 100 23712.988281 101 23578.533203 102 21916.910156 103 24541.269531 104 24058.789062 105 18546.443359 106 18546.443359 107 17017.626953 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do ICMS,SARIMAX,0.818594217300415,"96 494006.62500 97 511544.68750 98 519152.75000 99 509550.87500 100 524844.81250 101 506466.90625 102 506466.90625 103 511236.28125 104 506466.90625 105 497256.40625 106 544000.62500 107 519152.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do IPVA,AR,1.2576518058776855,"96 199134.109375 97 78941.460938 98 82284.796875 99 199012.750000 100 82284.796875 101 65541.812500 102 65541.812500 103 65541.812500 104 64197.656250 105 64197.656250 106 63753.472656 107 199134.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,IPTU,HWES,1.1196019649505615,"96 18487.296875 97 21250.539062 98 20198.515625 99 136269.812500 100 19024.230469 101 29245.537109 102 19024.230469 103 20122.064453 104 20058.671875 105 23964.177734 106 22066.697266 107 18427.333984 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,ISS,AR,1.3900294303894043,"96 29182.652344 97 28574.021484 98 28275.595703 99 27666.964844 100 27666.964844 101 27542.527344 102 27238.773438 103 27886.923828 104 27783.722656 105 27783.722656 106 27783.722656 107 28285.251953 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,ITBI,HWES,1.704089879989624,"92 9277.029297 93 9660.477539 94 9284.486328 95 10932.996094 96 6824.111328 97 11146.569336 98 9389.116211 99 9789.576172 100 11080.768555 101 8905.327148 102 9667.934570 103 9467.326172 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Cota-Parte do ICMS,SARIMAX,0.8690402507781982,"96 448638.15625 97 505136.59375 98 506453.34375 99 497371.12500 100 513249.18750 101 497371.12500 102 497371.12500 103 505136.59375 104 458148.71875 105 459542.90625 106 462917.75000 107 506453.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Cota-Parte do IPVA,XGBoost,1.3864941596984863,"96 193215.000000 97 99929.945312 98 120987.195312 99 241874.734375 100 241874.734375 101 320924.500000 102 320924.500000 103 320924.500000 104 240594.625000 105 320924.500000 106 240594.625000 107 292373.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,IPTU,SARIMAX,1.0075960159301758,"89 19360.917969 90 17717.103516 91 17153.001953 92 18442.513672 93 18960.753906 94 17153.001953 95 19584.851562 96 17153.001953 97 128230.460938 98 113392.570312 99 51273.820312 100 51577.191406 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,ISS,MLP,0.9374749660491943,"96 96929.664430 97 105948.075474 98 115873.475607 99 127392.437311 100 139415.689213 101 152869.239560 102 168627.138182 103 184841.463444 104 195997.271834 105 210534.524272 106 230817.746614 107 253251.247251 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,ITBI,XGBoost,2.018507957458496,"94 18348.726562 95 17942.990234 96 18348.726562 97 39560.863281 98 39171.511719 99 22384.007812 100 39560.863281 101 18229.037109 102 39560.863281 103 22384.007812 104 40271.125000 105 40271.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do ICMS,XGBoost,1.6885690689086914,"96 616740.8125 97 618002.0625 98 663600.1875 99 600705.2500 100 670090.8750 101 619303.6875 102 623199.5625 103 655999.1250 104 627948.8750 105 627948.8750 106 625782.1250 107 628071.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do IPVA,SARIMAX,0.8770859241485596,"95 318595.968750 96 148248.765625 97 228186.546875 98 318595.968750 99 148248.765625 100 82334.226562 101 78096.460938 102 77971.984375 103 73832.132812 104 73832.132812 105 73832.132812 106 318595.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,IPTU,Prophet,4.4365856647491455,"84 6330.396484 85 5381.043457 86 5381.043457 87 6872.112793 88 33775.707031 89 25064.378906 90 17499.535156 91 6844.378906 92 6302.663574 93 5546.095703 94 5900.669922 95 6360.544922 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,ISS,XGBoost,1.1348731517791748,"96 39590.902344 97 40958.406250 98 40958.406250 99 40958.406250 100 40958.406250 101 40958.406250 102 40958.406250 103 39593.691406 104 40958.406250 105 40958.406250 106 40958.406250 107 40958.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,ITBI,XGBoost,0.9360074996948242,"96 4577.656250 97 6596.851074 98 3242.050537 99 3176.843506 100 4881.901855 101 6909.114258 102 6919.047852 103 7319.708008 104 4450.947266 105 6110.285645 106 6604.966309 107 2600.515381 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.7502331733703613,"96 691459.0625 97 663013.9375 98 659668.8125 99 687241.5000 100 632091.9375 101 691459.0625 102 706667.2500 103 678041.8125 104 706275.8125 105 661446.1250 106 661446.1250 107 672414.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do IPVA,SARIMAX,0.9541287422180176,"95 191282.984375 96 156324.046875 97 191098.843750 98 191282.984375 99 191282.984375 100 92998.218750 101 83756.359375 102 76683.070312 103 68021.281250 104 68021.281250 105 68021.281250 106 191282.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,IPTU,MLP,0.7453224658966064,"45 40760.450686 46 32778.905793 47 30880.481099 48 36619.603975 49 43392.323494 50 51358.522844 51 60868.215760 52 71952.974812 53 82946.225916 54 84967.500519 55 89942.148541 56 104356.740690 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,ISS,AR,0.9333803653717041,"96 9650.630859 97 10900.870117 98 11109.746094 99 11664.467773 100 10897.947266 101 11109.746094 102 11102.666016 103 11664.467773 104 11109.746094 105 11664.467773 106 9745.399414 107 11771.201172 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,ITBI,XGBoost,0.8290700912475586,"88 8299.156250 89 12218.535156 90 8541.083984 91 17879.726562 92 9020.254883 93 11340.427734 94 11125.369141 95 13876.521484 96 13182.537109 97 4436.679688 98 17551.085938 99 17658.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do ICMS,SARIMAX,0.83624267578125,"96 299472.12500 97 349508.53125 98 364564.43750 99 348893.56250 100 364798.93750 101 339860.96875 102 348893.56250 103 349508.53125 104 301081.15625 105 339860.96875 106 289036.93750 107 314690.50000 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do IPVA,XGBoost,0.8068206310272217,"90 93292.921875 91 83595.742188 92 83595.742188 93 91553.421875 94 97750.835938 95 91098.398438 96 89449.437500 97 91108.648438 98 91087.015625 99 92620.765625 100 91108.648438 101 83595.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,IPTU,SARIMAX,2.6191694736480713,"95 18533.763672 96 18272.777344 97 78528.703125 98 67069.742188 99 104047.804688 100 39955.414062 101 63893.269531 102 39955.414062 103 63893.269531 104 21776.488281 105 21910.423828 106 147575.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,ISS,SES,0.8151030540466309,"96 27548.859375 97 21833.406250 98 20009.888672 99 45995.218750 100 20298.066406 101 26050.062500 102 44889.671875 103 44718.640625 104 30715.966797 105 30980.128906 106 27269.726562 107 26976.998047 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,ITBI,SES,1.1004109382629395,"90 25880.808594 91 33720.375000 92 33720.375000 93 33720.375000 94 33720.375000 95 41217.089844 96 41217.089844 97 40105.125000 98 33720.375000 99 41217.089844 100 25878.341797 101 33720.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do ICMS,SARIMAX,0.9607229232788086,"96 221591.437500 97 240750.156250 98 283824.750000 99 240168.328125 100 283824.750000 101 239279.625000 102 239279.625000 103 240168.328125 104 239352.140625 105 239352.140625 106 239352.140625 107 283824.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do IPVA,AR,3.7123167514801025,"96 159400.015625 97 64221.562500 98 64340.578125 99 94243.554688 100 94177.484375 101 20822.400391 102 20822.400391 103 20910.380859 104 7892.141113 105 13584.869141 106 7892.141113 107 174061.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,IPTU,XGBoost,1.2523717880249023,"94 53303.210938 95 53253.976562 96 53153.281250 97 43601.128906 98 53303.210938 99 52836.406250 100 53153.281250 101 14459.466797 102 14473.578125 103 14327.329102 104 41495.835938 105 33844.722656 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,ISS,XGBoost,1.1691434383392334,"96 45437.589844 97 39451.722656 98 40334.089844 99 52764.683594 100 52764.683594 101 52764.683594 102 40325.976562 103 40325.976562 104 43956.976562 105 40334.089844 106 43956.976562 107 43956.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,ITBI,XGBoost,1.173560619354248,"91 35532.914062 92 30600.406250 93 34397.160156 94 34253.445312 95 34397.160156 96 34253.445312 97 26345.125000 98 26810.470703 99 46472.183594 100 26756.328125 101 26756.328125 102 54113.011719 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9018423557281494,"96 331770.59375 97 405637.37500 98 434658.90625 99 405884.84375 100 440167.28125 101 406265.87500 102 406265.87500 103 405637.37500 104 406265.87500 105 396293.56250 106 396293.56250 107 434658.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do IPVA,AR,1.5274484157562256,"96 225587.718750 97 54213.691406 98 96644.203125 99 183683.359375 100 66772.812500 101 45211.347656 102 44910.417969 103 39125.222656 104 45051.910156 105 45211.347656 106 35929.554688 107 225587.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,IPTU,SARIMAX,1.2871806621551514,"64 1415.151978 65 8040.829590 66 3394.146973 67 3561.919434 68 1929.190918 69 1884.176147 70 1015.136108 71 872.673462 72 872.673462 73 872.673462 74 17471.287109 75 3768.637939 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,ISS,SARIMAX,1.4632952213287354,"96 31998.232422 97 26024.853516 98 32019.574219 99 32349.660156 100 32717.972656 101 32349.660156 102 32414.134766 103 32019.574219 104 32349.660156 105 31998.232422 106 32482.166016 107 32019.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,ITBI,XGBoost,1.1398799419403076,"81 6376.655273 82 6357.205078 83 2899.319092 84 9264.295898 85 2899.319092 86 5441.011230 87 5923.861816 88 5832.708496 89 6701.931641 90 13323.162109 91 5825.277832 92 5302.289551 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do ICMS,SARIMAX,2.9077348709106445,"96 330411.15625 97 374919.21875 98 371940.15625 99 374919.21875 100 379775.78125 101 374919.21875 102 371398.84375 103 371398.84375 104 319194.65625 105 330542.93750 106 337381.37500 107 372396.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do IPVA,MLP,0.9961316585540771,"95 89392.657342 96 60540.955572 97 69436.020451 98 88185.841707 99 86249.965718 100 83787.095083 101 96218.888483 102 118679.460662 103 137192.233641 104 169748.922795 105 199677.283002 106 362340.613871 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,IPTU,HWES,0.9118309020996094,"86 4419.258301 87 8085.061523 88 8085.061523 89 9182.962891 90 9752.752930 91 14222.825195 92 6165.800781 93 4914.381348 94 4431.463379 95 7063.463867 96 4583.055664 97 4583.055664 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,ISS,MLP,1.5367519855499268,"96 30145.138631 97 32168.602531 98 33702.642197 99 35913.094731 100 38188.171602 101 39297.537758 102 40877.216779 103 42880.490039 104 45241.609888 105 46469.461694 106 48985.403065 107 49712.133211 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,ITBI,SARIMAX,1.7071261405944824,"89 2742.298340 90 7128.017090 91 11737.167969 92 9224.698242 93 3516.093018 94 5634.486328 95 4834.716309 96 6778.155273 97 9460.914062 98 1844.803711 99 12189.619141 100 10016.519531 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do ICMS,SARIMAX,0.9148423671722412,"96 436937.93750 97 463436.25000 98 463855.62500 99 456322.65625 100 493668.31250 101 483012.56250 102 456322.65625 103 457321.37500 104 457800.68750 105 457800.68750 106 428663.40625 107 463855.62500 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do IPVA,MLP,1.253239631652832,"88 1.524295e+05 89 1.351262e+05 90 1.654459e+05 91 1.938601e+05 92 2.271736e+05 93 2.813889e+05 94 3.615634e+05 95 4.639335e+05 96 5.966030e+05 97 7.723115e+05 98 1.000318e+06 99 1.250708e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,IPTU,SARIMAX,1.0746052265167236,"96 349663.906250 97 147302.375000 98 147302.375000 99 146276.890625 100 146347.000000 101 147302.375000 102 145961.953125 103 147302.375000 104 147302.375000 105 147302.375000 106 349663.906250 107 855499.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,ISS,MLP,1.1420269012451172,"96 416055.317249 97 422690.525865 98 431757.636168 99 438523.276294 100 445867.873699 101 453842.294650 102 456551.603178 103 458224.629996 104 460862.148638 105 468638.790428 106 479216.798336 107 484195.643314 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,ITBI,MLP,3.505905866622925,"96 75236.017656 97 78336.896063 98 82991.752916 99 77493.801096 100 78078.642805 101 91541.128489 102 93552.552402 103 98866.574744 104 111151.822243 105 121935.843983 106 123843.643349 107 138800.017824 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do ICMS,SES,1.8210337162017822,"96 9.038610e+05 97 8.803837e+05 98 1.027741e+06 99 9.362875e+05 100 1.068985e+06 101 9.790930e+05 102 9.362875e+05 103 8.803837e+05 104 9.778170e+05 105 9.780422e+05 106 9.602349e+05 107 1.027741e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do IPVA,SARIMAX,0.8884997367858887,"95 686117.1875 96 780001.1250 97 675876.5625 98 676741.5625 99 676741.5625 100 676741.5625 101 782411.4375 102 780641.8750 103 752240.5000 104 751978.1250 105 751978.1250 106 686117.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,IPTU,SARIMAX,0.7610642910003662,"87 16436.888672 88 16436.888672 89 16387.136719 90 16436.888672 91 33910.976562 92 26215.699219 93 306535.562500 94 126162.265625 95 264709.906250 96 16825.363281 97 16825.363281 98 16445.525391 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,ISS,MLP,1.0748422145843506,"96 67959.314007 97 71104.145996 98 76096.675045 99 80616.939818 100 85544.691134 101 91522.415454 102 98175.206637 103 106257.756650 104 109746.882906 105 114142.314121 106 123154.920151 107 130512.052677 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,ITBI,SES,0.8612098693847656,"96 19322.308594 97 14103.307617 98 20048.083984 99 10417.724609 100 19642.986328 101 17217.304688 102 12370.839844 103 23778.132812 104 9695.057617 105 5154.274902 106 3234.719971 107 3230.089844 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do ICMS,MLP,1.0979435443878174,"96 1.273328e+06 97 1.304771e+06 98 1.319728e+06 99 1.329697e+06 100 1.349848e+06 101 1.350875e+06 102 1.374541e+06 103 1.399385e+06 104 1.423010e+06 105 1.454328e+06 106 1.490689e+06 107 1.532119e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do IPVA,MLP,0.9726650714874268,"96 279029.263384 97 131036.882275 98 161654.081762 99 219363.063450 100 189825.195989 101 136450.361836 102 149477.569394 103 158410.764414 104 168671.259520 105 188514.954748 106 208168.246785 107 587603.888306 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,IPTU,AR,1.0065670013427734,"96 22862472.0 97 7572537.5 98 18179408.0 99 7578883.0 100 7578883.0 101 7578883.0 102 7578883.0 103 7578883.0 104 7578883.0 105 8105297.5 106 8256203.5 107 17720520.0 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,ISS,MLP,1.4770097732543945,"96 8.774416e+06 97 8.600858e+06 98 8.840166e+06 99 9.082037e+06 100 9.246847e+06 101 9.445502e+06 102 9.618060e+06 103 9.794235e+06 104 9.961626e+06 105 1.012373e+07 106 1.026762e+07 107 1.047444e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,ITBI,XGBoost,1.078714370727539,"96 2144480.00 97 2438709.00 98 3021422.25 99 2999671.00 100 3010580.25 101 3028167.25 102 3015319.75 103 3015319.75 104 2994556.00 105 3021422.25 106 2994556.00 107 3021422.25 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do ICMS,SES,1.0521399974822998,"96 10855659.0 97 10974484.0 98 12130607.0 99 11006092.0 100 12135523.0 101 11009299.0 102 11009299.0 103 11020288.0 104 11021830.0 105 11049701.0 106 11143724.0 107 11021830.0 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do IPVA,XGBoost,4.322578191757202,"96 13139970.00 97 7264406.00 98 7374540.00 99 12818735.00 100 12823371.00 101 6058277.50 102 5782406.50 103 4615718.50 104 3960024.25 105 3687364.00 106 3389350.25 107 13139970.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,IPTU,AR,1.4331116676330566,"96 151760.015625 97 607139.687500 98 68655.835938 99 77152.843750 100 68742.968750 101 51980.566406 102 64663.019531 103 72855.625000 104 54320.511719 105 54567.968750 106 49130.050781 107 121446.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,ISS,SARIMAX,0.9851701259613037,"96 168247.562500 97 168247.562500 98 166132.828125 99 166132.828125 100 166132.828125 101 166132.828125 102 166132.828125 103 168247.562500 104 166132.828125 105 166132.828125 106 166132.828125 107 166132.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,ITBI,SES,0.8680069446563721,"96 34854.300781 97 53365.312500 98 37265.050781 99 30605.525391 100 39405.652344 101 39066.843750 102 32906.476562 103 44519.839844 104 31641.392578 105 31714.208984 106 20627.982422 107 24414.333984 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do ICMS,XGBoost,0.8953492641448975,"96 654412.4375 97 779624.3750 98 792563.6250 99 761038.0625 100 840013.6250 101 761038.0625 102 761038.0625 103 779624.3750 104 756945.5625 105 729505.3125 106 697402.6875 107 843532.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.096691370010376,"96 486757.906250 97 109847.109375 98 292182.687500 99 486757.906250 100 426450.187500 101 135199.171875 102 97245.421875 103 108128.406250 104 82487.578125 105 82487.578125 106 77007.437500 107 486757.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,IPTU,XGBoost,0.9785003662109375,"78 43403.761719 79 47810.421875 80 46651.394531 81 13263.514648 82 9946.537109 83 11443.727539 84 124774.507812 85 53433.964844 86 53433.964844 87 14682.706055 88 11443.727539 89 14682.706055 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,ISS,SES,1.0747990608215332,"92 22674.103516 93 15365.083008 94 22730.361328 95 23372.625000 96 22441.109375 97 21751.871094 98 23045.664062 99 23045.664062 100 22372.654297 101 22674.103516 102 22674.103516 103 22674.103516 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,ITBI,AR,1.0313365459442139,"91 16662.898438 92 17268.308594 93 17108.998047 94 20094.703125 95 20879.068359 96 24024.978516 97 17025.658203 98 20983.683594 99 15570.685547 100 18168.203125 101 20289.744141 102 20275.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do ICMS,SES,1.0517215728759766,"92 656793.3750 93 760168.1250 94 766937.1875 95 760476.7500 96 843834.9375 97 760476.7500 98 760476.7500 99 760168.1250 100 738469.5000 101 738469.5000 102 738469.5000 103 766937.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do IPVA,MLP,0.9189398288726807,"91 206218.703236 92 104753.737478 93 114277.672503 94 171935.975978 95 148537.895659 96 156593.719844 97 171573.066265 98 197180.606641 99 218664.172809 100 237066.954233 101 273300.536136 102 529952.074943 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,IPTU,SARIMAX,0.8712399005889893,"82 1633.135864 83 19093.060547 84 54924.171875 85 88612.492188 86 36594.406250 87 36612.714844 88 36612.714844 89 36594.406250 90 36613.398438 91 36613.398438 92 36640.468750 93 36613.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,ISS,MLP,1.1382932662963867,"96 63273.063383 97 63787.470412 98 65702.475998 99 66758.982609 100 67921.892814 101 69082.236517 102 70568.578902 103 72001.463092 104 73747.660242 105 74246.072042 106 75496.742183 107 76146.181214 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,ITBI,XGBoost,0.7911243438720703,"95 34185.285156 96 33426.503906 97 36364.363281 98 36364.363281 99 36507.457031 100 36364.363281 101 36364.363281 102 36924.921875 103 36920.160156 104 36046.441406 105 36740.042969 106 36920.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do ICMS,SARIMAX,0.8500430583953857,"96 828375.6875 97 957821.8125 98 950084.9375 99 957821.8125 100 929640.1250 101 957821.8125 102 960909.6875 103 950833.9375 104 950833.9375 105 817905.0625 106 819318.6250 107 941457.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do IPVA,MLP,1.122084140777588,"96 2.850149e+05 97 1.759128e+05 98 2.552080e+05 99 3.388545e+05 100 3.331104e+05 101 3.615772e+05 102 4.357655e+05 103 5.235199e+05 104 6.470179e+05 105 7.909793e+05 106 9.708833e+05 107 1.621527e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,IPTU,HWES,0.8857605457305908,"95 1.546565e+05 96 1.408902e+05 97 1.595316e+06 98 1.348460e+05 99 1.372289e+05 100 1.476945e+05 101 1.563804e+05 102 1.660975e+05 103 1.563804e+05 104 1.563804e+05 105 1.563804e+05 106 1.563804e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,ISS,MLP,3.1884925365448,"96 461292.665932 97 471834.745700 98 484465.126357 99 497628.081359 100 513224.734964 101 520846.685491 102 523200.866301 103 539198.412261 104 555128.443754 105 570438.042467 106 587823.057161 107 606228.184906 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,ITBI,XGBoost,2.6573190689086914,"96 106803.570312 97 124694.289062 98 126765.593750 99 126765.593750 100 144036.765625 101 126765.593750 102 148938.484375 103 147142.187500 104 182362.046875 105 139249.031250 106 191345.984375 107 172753.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do ICMS,SARIMAX,0.8699777126312256,"96 1983994.00 97 2198658.75 98 2238492.25 99 2198658.75 100 2143666.25 101 2197541.25 102 2198658.75 103 2198658.75 104 2197917.25 105 2197917.25 106 1887710.00 107 2248867.25 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do IPVA,XGBoost,0.7693397998809814,"89 1.321074e+06 90 1.269233e+06 91 1.273348e+06 92 1.272734e+06 93 1.272734e+06 94 1.129350e+06 95 7.284419e+05 96 6.800181e+05 97 6.270921e+05 98 6.270921e+05 99 6.220474e+05 100 1.321074e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,IPTU,HWES,1.6548962593078613,"96 1402.807617 97 224.166763 98 227.867676 99 1352.717407 100 961.193359 101 1477.657104 102 94063.039062 103 4003.520996 104 2595.826416 105 2595.826416 106 4590.052734 107 2595.826416 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,ISS,MLP,1.7261545658111572,"96 16230.923276 97 17598.837046 98 19019.092146 99 20112.163657 100 21112.411625 101 21852.947714 102 23433.689806 103 24544.135427 104 26482.459633 105 27914.688390 106 28977.822659 107 30405.532668 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,ITBI,XGBoost,3.7083873748779297,"96 17166.544922 97 22091.062500 98 24054.304688 99 18609.597656 100 19657.357422 101 24342.634766 102 21643.882812 103 23393.125000 104 21958.457031 105 18315.544922 106 21643.882812 107 24342.634766 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do ICMS,SARIMAX,0.8985474109649658,"96 550038.8750 97 698730.0625 98 688737.9375 99 696478.9375 100 692652.4375 101 696478.9375 102 696478.9375 103 688019.6250 104 681842.3125 105 682526.8750 106 583042.0000 107 695913.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do IPVA,MLP,1.1319174766540527,"95 170873.270833 96 188311.449716 97 159118.042485 98 182023.252574 99 211366.042629 100 208385.125899 101 222437.927545 102 234251.324724 103 268035.325117 104 313103.715212 105 366283.028793 106 595701.809735 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,IPTU,AR,0.9548156261444092,"84 137644.750000 85 138715.937500 86 39657.003906 87 34816.507812 88 23583.169922 89 34816.507812 90 26481.593750 91 27735.154297 92 22723.884766 93 20508.435547 94 17491.111328 95 27735.154297 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,ISS,MLP,2.690577745437622,"84 111179.554144 85 110364.274707 86 113054.826329 87 115770.240730 88 118636.417442 89 122089.014144 90 126327.105536 91 129653.088654 92 131176.368570 93 133893.061307 94 136960.951497 95 139839.906984 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,ITBI,XGBoost,3.5224769115448,"84 96653.679688 85 88573.414062 86 63286.156250 87 85691.390625 88 86670.570312 89 88618.406250 90 88769.250000 91 85643.796875 92 156233.328125 93 159542.171875 94 142435.515625 95 131855.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do ICMS,MLP,2.908780336380005,"84 1.857023e+06 85 1.950084e+06 86 2.043170e+06 87 2.082048e+06 88 2.190446e+06 89 2.272403e+06 90 2.417379e+06 91 2.401685e+06 92 2.463646e+06 93 2.595788e+06 94 2.726602e+06 95 2.826604e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do IPVA,XGBoost,1.7625558376312256,"84 187697.890625 85 87748.320312 86 87123.609375 87 81719.773438 88 86970.265625 89 61218.082031 90 53937.851562 91 65403.539062 92 67248.921875 93 103484.796875 94 165992.703125 95 221450.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,IPTU,XGBoost,1.09499192237854,"92 42769.613281 93 444839.312500 94 42086.734375 95 45372.695312 96 44999.300781 97 44999.300781 98 43852.503906 99 37462.855469 100 40864.898438 101 38147.285156 102 38386.968750 103 40864.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,ISS,MLP,0.7781984806060791,"92 178109.407607 93 186697.112795 94 196780.095528 95 207152.964258 96 216534.507066 97 225723.374551 98 234620.589965 99 244929.791948 100 253398.637915 101 266194.696925 102 280362.820340 103 292966.209274 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,ITBI,Prophet,1.0886669158935547,"92 56333.750000 93 59026.636719 94 39136.214844 95 49303.464844 96 37298.742188 97 35239.636719 98 42114.523438 99 42985.902344 100 42114.523438 101 44657.671875 102 40480.210938 103 84633.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do ICMS,XGBoost,0.7980067729949951,"92 1783948.500 93 1578259.375 94 1637440.750 95 1783948.500 96 1606044.500 97 1783948.500 98 1783948.500 99 1578259.375 100 2057025.750 101 2006428.750 102 1652516.750 103 1687266.125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do IPVA,MLP,1.1200227737426758,"91 304078.301156 92 220858.730187 93 250658.940350 94 336359.013889 95 340086.367200 96 255003.784004 97 256952.869522 98 272056.598320 99 273602.014529 100 305490.208048 101 315878.834725 102 588383.793764 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,IPTU,XGBoost,1.0505547523498535,"96 5.248960e+06 97 5.248960e+06 98 9.799074e+05 99 6.861695e+05 100 6.704466e+05 101 7.078462e+05 102 7.078462e+05 103 8.499740e+05 104 7.920365e+05 105 6.881944e+05 106 5.458107e+05 107 7.177398e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,ISS,MLP,1.3604254722595215,"96 2.200054e+06 97 2.220857e+06 98 2.258573e+06 99 2.302464e+06 100 2.344619e+06 101 2.393048e+06 102 2.440501e+06 103 2.485248e+06 104 2.531558e+06 105 2.553434e+06 106 2.597461e+06 107 2.644173e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,ITBI,SARIMAX,3.191622734069824,"96 670058.93750 97 623889.31250 98 712223.56250 99 574270.43750 100 644447.18750 101 617109.43750 102 595003.37500 103 622341.12500 104 486999.09375 105 652942.75000 106 617109.43750 107 626750.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do ICMS,SES,1.0098111629486084,"96 7139411.5 97 7397059.5 98 8097898.0 99 7596481.5 100 7744730.5 101 7627139.5 102 7627139.5 103 7427718.0 104 7490875.5 105 7311027.0 106 7847544.5 107 8097898.0 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do IPVA,SARIMAX,1.01883864402771,"96 4.744458e+06 97 2.017331e+06 98 4.034242e+06 99 5.669846e+06 100 5.979786e+06 101 2.870723e+06 102 1.899511e+06 103 1.832777e+06 104 1.031223e+06 105 9.893611e+05 106 9.586663e+05 107 5.669846e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,IPTU,HWES,1.1070973873138428,"96 53995.222656 97 41305.343750 98 66433.953125 99 393963.031250 100 55035.917969 101 82068.593750 102 47271.523438 103 79054.296875 104 49381.445312 105 53614.128906 106 79054.296875 107 76944.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,ISS,MLP,2.976590871810913,"96 284574.882153 97 282470.347371 98 288760.492027 99 301993.240701 100 310590.612884 101 324698.044522 102 336044.398022 103 344555.914587 104 354075.185410 105 367830.345326 106 381191.611089 107 397945.378752 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,ITBI,SARIMAX,2.623472213745117,"96 119629.007812 97 139332.421875 98 134949.046875 99 96373.937500 100 96373.937500 101 84533.250000 102 96373.937500 103 99311.703125 104 106381.156250 105 99230.304688 106 99672.937500 107 124400.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do ICMS,SARIMAX,1.1618425846099854,"96 1321368.000 97 1530914.750 98 1546650.750 99 1481479.750 100 1546077.500 101 1481479.750 102 1481479.750 103 1530914.750 104 1457001.375 105 1329903.375 106 1334483.875 107 1522172.375 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do IPVA,XGBoost,3.9397330284118652,"96 601885.437500 97 217201.765625 98 380491.531250 99 601885.437500 100 602131.062500 101 217201.765625 102 219329.875000 103 178902.250000 104 160555.984375 105 129928.945312 106 132131.406250 107 601885.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,IPTU,XGBoost,1.9176383018493652,"84 1599.895142 85 2730.249023 86 1633.899780 87 8185.564941 88 4704.512207 89 2525.531494 90 1305.455078 91 1305.455078 92 3155.216064 93 1559.742065 94 2046.285278 95 3155.216064 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,ISS,MLP,0.829066276550293,"96 50850.704841 97 53440.929193 98 56014.773293 99 57641.049335 100 58960.814277 101 60618.789673 102 63203.834278 103 66399.401932 104 68303.247594 105 69787.680994 106 71843.277718 107 73788.307983 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,ITBI,SES,1.3731470108032227,"94 14531.591797 95 4206.482910 96 7357.665039 97 1643.312012 98 10816.416992 99 9813.191406 100 8668.063477 101 13778.794922 102 4495.976562 103 12041.765625 104 11097.732422 105 8351.987305 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.8643231391906738,"96 8.438781e+05 97 1.012620e+06 98 9.572452e+05 99 8.742346e+05 100 1.023392e+06 101 8.811319e+05 102 8.726543e+05 103 1.011039e+06 104 8.598605e+05 105 8.554039e+05 106 8.604748e+05 107 1.012739e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.1038508415222168,"96 272160.687500 97 23478.001953 98 66836.867188 99 104300.945312 100 66836.867188 101 23478.001953 102 6585.476562 103 23478.001953 104 6231.455078 105 6916.638184 106 8979.166016 107 414087.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,IPTU,SARIMAX,0.891608476638794,"87 116046.062500 88 115676.023438 89 552250.625000 90 604851.750000 91 619380.937500 92 604851.750000 93 604851.750000 94 594435.062500 95 594435.062500 96 593847.687500 97 595679.625000 98 599500.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,ISS,MLP,1.7516982555389404,"96 200297.543879 97 209640.037367 98 219999.318815 99 227721.283315 100 242021.389212 101 255791.348157 102 269096.505585 103 280669.158963 104 296293.664448 105 308321.062786 106 328723.408395 107 348162.039901 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,ITBI,MLP,1.0564420223236084,"96 48111.912254 97 50381.278350 98 51538.198267 99 52676.641313 100 53722.966318 101 54497.496962 102 55655.269969 103 56586.676419 104 58019.614409 105 59169.499625 106 60755.725431 107 63268.336962 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do ICMS,MLP,0.935248613357544,"96 1.326540e+06 97 1.337190e+06 98 1.345202e+06 99 1.369632e+06 100 1.364305e+06 101 1.395339e+06 102 1.421098e+06 103 1.444790e+06 104 1.478955e+06 105 1.517495e+06 106 1.562111e+06 107 1.585977e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do IPVA,HWES,0.9046375751495361,"94 704083.3750 95 703669.4375 96 703669.4375 97 703669.4375 98 703669.4375 99 636072.8125 100 635914.7500 101 635645.0625 102 609985.8125 103 610161.0625 104 608942.6250 105 704083.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,IPTU,XGBoost,0.8599855899810791,"92 41306.085938 93 45983.382812 94 211745.718750 95 59888.664062 96 72652.421875 97 63134.625000 98 21718.984375 99 54949.628906 100 59888.664062 101 63134.625000 102 44673.207031 103 36132.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,ISS,MLP,1.1605944633483887,"96 115326.832154 97 121179.660081 98 122328.885314 99 125180.067052 100 129131.047721 101 133666.616614 102 138358.720477 103 141852.352573 104 141439.166597 105 144775.948892 106 149044.317773 107 152241.252512 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,ITBI,MLP,0.9362456798553467,"96 55076.447100 97 58589.858631 98 60110.476060 99 61882.287420 100 63289.601317 101 65999.702427 102 71751.645762 103 73248.268714 104 77155.141595 105 83490.158566 106 84693.815370 107 90239.742006 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do ICMS,XGBoost,0.821617603302002,"96 1106854.250 97 1327171.625 98 1394283.625 99 1327171.625 100 1308332.000 101 1304571.250 102 1353526.375 103 1329956.375 104 1129184.875 105 1129184.875 106 1143913.250 107 1372563.875 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do IPVA,MLP,0.96640944480896,"95 5.190437e+05 96 4.046036e+05 97 4.754235e+05 98 6.737794e+05 99 6.949349e+05 100 7.502014e+05 101 9.219965e+05 102 1.120803e+06 103 1.377872e+06 104 1.717146e+06 105 2.122725e+06 106 3.358823e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,IPTU,AR,2.912976026535034,"96 3.542692e+05 97 1.942823e+06 98 1.852680e+05 99 2.201269e+05 100 1.918567e+05 101 1.622515e+05 102 1.649636e+05 103 1.762869e+05 104 1.764425e+05 105 1.251505e+05 106 1.313655e+05 107 1.918567e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,ISS,AR,1.0096447467803955,"96 669419.500 97 669419.500 98 669528.875 99 669419.500 100 669528.875 101 669419.500 102 669528.875 103 669419.500 104 669419.500 105 669419.500 106 669419.500 107 669419.500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,ITBI,XGBoost,1.0038201808929443,"96 106909.914062 97 91371.390625 98 94805.054688 99 94067.039062 100 101209.765625 101 94799.875000 102 101009.289062 103 94799.875000 104 107250.031250 105 101465.476562 106 98031.804688 107 117196.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do ICMS,SES,1.0822618007659912,"96 2941337.25 97 3257179.00 98 3302297.75 99 3257179.00 100 3302297.75 101 3258509.00 102 3257179.00 103 3267745.00 104 3254076.00 105 2999444.75 106 2999444.75 107 3328886.00 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do IPVA,MLP,1.0915088653564453,"94 2.924461e+06 95 1.299135e+06 96 1.628271e+06 97 2.196141e+06 98 2.277361e+06 99 2.463675e+06 100 2.955380e+06 101 3.575019e+06 102 4.318504e+06 103 5.293411e+06 104 6.499654e+06 105 9.361556e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,IPTU,HWES,0.9395606517791748,"91 13321.729492 92 14742.323242 93 21149.769531 94 59893.882812 95 98796.078125 96 29834.435547 97 29811.958984 98 30447.296875 99 21666.716797 100 17657.775391 101 16740.828125 102 68883.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,ISS,XGBoost,0.8860409259796143,"96 27093.929688 97 27853.583984 98 27004.173828 99 29223.849609 100 29223.849609 101 29416.994141 102 27777.152344 103 29249.953125 104 29232.576172 105 29223.849609 106 29416.994141 107 29249.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,ITBI,XGBoost,0.904282808303833,"93 22473.365234 94 31697.710938 95 15313.596680 96 18075.751953 97 13684.033203 98 26950.587891 99 13537.235352 100 17437.089844 101 22473.365234 102 31697.710938 103 18248.224609 104 20940.169922 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do ICMS,XGBoost,0.887080192565918,"96 738657.1875 97 884501.7500 98 964325.1250 99 884501.7500 100 982681.3125 101 865913.0000 102 884501.7500 103 884501.7500 104 865913.0000 105 864897.9375 106 838062.6875 107 964325.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do IPVA,XGBoost,3.3525593280792236,"96 225730.031250 97 40379.121094 98 206676.656250 99 206676.656250 100 225730.031250 101 40379.121094 102 53122.031250 103 38270.128906 104 25161.287109 105 24797.617188 106 25962.273438 107 225730.031250 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,IPTU,MLP,1.053800344467163,"66 14731.153035 67 19501.843988 68 25530.725183 69 33607.775378 70 46064.073970 71 57472.471564 72 56510.551394 73 32353.711816 74 40859.886864 75 51964.073396 76 67432.848568 77 88100.818277 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,ISS,HWES,0.8712975978851318,"96 41692.281250 97 36548.312500 98 36548.312500 99 36548.312500 100 32375.988281 101 37190.570312 102 32369.480469 103 36548.312500 104 36548.312500 105 32375.988281 106 36548.312500 107 36548.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,ITBI,XGBoost,1.1537845134735107,"95 10099.840820 96 55260.484375 97 10797.940430 98 10856.011719 99 10856.011719 100 9742.556641 101 65235.058594 102 65235.058594 103 54950.015625 104 9742.556641 105 54950.015625 106 10056.323242 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do ICMS,SES,0.8691055774688721,"96 325697.12500 97 383496.18750 98 383496.18750 99 346863.59375 100 383496.18750 101 346863.59375 102 346863.59375 103 351151.81250 104 340469.93750 105 343993.65625 106 344163.87500 107 383496.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do IPVA,XGBoost,0.7911674976348877,"96 92170.554688 97 32090.480469 98 75128.320312 99 75128.320312 100 30352.777344 101 25390.416016 102 27917.882812 103 27917.882812 104 17989.468750 105 14999.645508 106 14922.910156 107 92170.554688 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,IPTU,HWES,1.0463478565216064,"96 6181.787109 97 30793.451172 98 49020.601562 99 136048.937500 100 48857.527344 101 37784.144531 102 49020.601562 103 37747.753906 104 48857.527344 105 37784.144531 106 37784.144531 107 37784.144531 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,ISS,XGBoost,0.909243106842041,"96 29538.421875 97 64294.507812 98 22565.878906 99 32397.841797 100 23090.021484 101 23086.416016 102 22991.982422 103 22991.982422 104 22991.982422 105 23091.208984 106 23090.021484 107 23090.021484 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,ITBI,Prophet,0.9316644668579102,"96 5309.737793 97 39530.144531 98 56960.554688 99 5639.804688 100 8727.276367 101 8727.276367 102 17249.441406 103 17462.779297 104 31986.000000 105 36205.882812 106 34865.421875 107 19050.396484 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do ICMS,SES,2.9193928241729736,"96 9.145659e+05 97 1.082316e+06 98 1.217616e+06 99 1.075649e+06 100 1.216888e+06 101 1.075649e+06 102 1.075649e+06 103 1.082316e+06 104 1.075649e+06 105 1.071266e+06 106 1.044081e+06 107 1.217616e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do IPVA,AR,1.5345511436462402,"96 185169.687500 97 58741.871094 98 58741.871094 99 185169.687500 100 170382.687500 101 55120.265625 102 37524.304688 103 39741.746094 104 28888.320312 105 25028.902344 106 39741.746094 107 185169.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,IPTU,AR,1.1504268646240234,"96 275744.875000 97 165425.859375 98 25399.037109 99 23811.125000 100 25131.794922 101 25710.046875 102 20746.648438 103 23931.150391 104 24224.220703 105 21455.103516 106 20746.648438 107 26821.724609 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,ISS,MLP,1.1198863983154297,"96 109847.752217 97 115297.255318 98 121380.768337 99 127271.973417 100 132911.515312 101 137542.908899 102 143345.747190 103 149315.313057 104 154259.568112 105 159785.554170 106 166334.209381 107 168939.872027 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,ITBI,SES,0.854900598526001,"96 17625.181641 97 23386.488281 98 30025.500000 99 16872.792969 100 26099.228516 101 17499.271484 102 17194.341797 103 26226.707031 104 17823.248047 105 26226.707031 106 17820.818359 107 18394.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do ICMS,SARIMAX,0.8712544441223145,"96 567278.1875 97 587239.2500 98 587044.4375 99 544958.9375 100 647818.0625 101 544958.9375 102 528725.6875 103 587239.2500 104 534585.2500 105 534585.2500 106 534894.4375 107 630964.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do IPVA,XGBoost,2.1795802116394043,"93 224245.000000 94 110570.281250 95 199392.781250 96 133975.718750 97 112875.828125 98 29192.871094 99 29192.871094 100 29198.865234 101 28836.388672 102 28836.388672 103 28114.537109 104 134095.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,IPTU,SARIMAX,1.361762285232544,"96 212793.328125 97 283004.312500 98 275869.968750 99 127258.406250 100 739507.750000 101 68516.695312 102 137287.609375 103 370647.500000 104 368952.375000 105 258918.546875 106 162036.562500 107 162036.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,ISS,MLP,0.9161767959594727,"96 1.812023e+06 97 1.856860e+06 98 1.909907e+06 99 1.961622e+06 100 1.983614e+06 101 2.009577e+06 102 2.048531e+06 103 2.088064e+06 104 2.129866e+06 105 2.160961e+06 106 2.191369e+06 107 2.226257e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,ITBI,HWES,1.0530240535736084,"96 503748.59375 97 587485.56250 98 525909.68750 99 587485.56250 100 472662.59375 101 515796.62500 102 585904.31250 103 514215.40625 104 505804.62500 105 626620.37500 106 499520.31250 107 613338.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do ICMS,SARIMAX,0.9029912948608398,"96 3880867.5 97 4753009.0 98 4764540.5 99 4753009.0 100 4662683.5 101 4748514.5 102 4753009.0 103 4739143.0 104 4811887.5 105 4811887.5 106 5150120.5 107 4971616.0 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do IPVA,MLP,1.204237461090088,"96 2.845487e+06 97 1.533533e+06 98 1.759437e+06 99 2.703254e+06 100 2.659677e+06 101 1.784555e+06 102 1.806917e+06 103 1.959402e+06 104 2.055239e+06 105 2.264362e+06 106 2.473770e+06 107 6.383643e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,IPTU,SARIMAX,0.8640482425689697,"94 33789.082031 95 27857.673828 96 26588.896484 97 26588.896484 98 30623.449219 99 135687.562500 100 803023.187500 101 135687.562500 102 145050.593750 103 145050.593750 104 145050.593750 105 153928.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,ISS,SARIMAX,0.9713232517242432,"96 172097.28125 97 153668.12500 98 173566.59375 99 173566.59375 100 173566.59375 101 187918.31250 102 187849.87500 103 187849.87500 104 187918.31250 105 187849.87500 106 187849.87500 107 187849.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,ITBI,SARIMAX,1.1257786750793457,"96 206157.390625 97 126383.507812 98 149812.531250 99 145670.343750 100 34579.656250 101 46268.921875 102 86898.289062 103 77114.765625 104 120024.578125 105 81079.140625 106 158665.609375 107 138000.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do ICMS,SES,0.849365234375,"96 1507759.250 97 1847656.500 98 1911094.125 99 1847656.500 100 1971180.500 101 1847969.750 102 1847969.750 103 1847969.750 104 1847969.750 105 1787948.125 106 1764987.125 107 1911094.125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do IPVA,XGBoost,0.911043643951416,"96 610961.500000 97 402094.562500 98 262625.500000 99 591323.187500 100 402013.843750 101 286004.406250 102 229123.953125 103 186359.484375 104 121136.718750 105 130304.382812 106 121136.718750 107 612267.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,IPTU,SARIMAX,1.225661277770996,"83 -736.282288 84 -940.229553 85 -178.167389 86 3112.126953 87 55947.425781 88 7125.628906 89 10455.024414 90 31059.332031 91 19567.341797 92 22289.730469 93 18762.910156 94 19875.339844 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,ISS,XGBoost,0.9572052955627441,"84 23317.621094 85 21875.310547 86 34364.371094 87 23915.443359 88 30850.572266 89 23592.046875 90 24229.445312 91 24560.914062 92 24343.750000 93 24343.750000 94 23241.371094 95 34231.417969 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,ITBI,SES,0.8772130012512207,"83 17578.736328 84 133493.765625 85 26414.042969 86 30849.703125 87 32105.347656 88 34215.539062 89 26515.656250 90 24537.945312 91 25876.148438 92 27188.630859 93 26399.365234 94 16309.459961 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do ICMS,SES,0.9031994342803955,"84 508639.3750 85 607066.3125 86 665992.7500 87 605126.3125 88 673423.5000 89 605126.3125 90 605126.3125 91 605274.7500 92 605126.3125 93 605126.3125 94 593553.3125 95 665992.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do IPVA,XGBoost,1.308922290802002,"84 128139.851562 85 36097.722656 86 36955.347656 87 128139.851562 88 84369.812500 89 37426.589844 90 37426.589844 91 37426.589844 92 27556.189453 93 27899.117188 94 27556.189453 95 122333.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,IPTU,SARIMAX,1.3316214084625244,"96 6921.293945 97 61457.957031 98 308365.593750 99 620531.375000 100 428590.937500 101 620065.812500 102 761459.562500 103 760836.187500 104 760630.375000 105 151741.781250 106 168356.828125 107 175990.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,ISS,SARIMAX,1.0476493835449219,"96 414137.9375 97 417507.6875 98 414137.9375 99 413493.0000 100 414137.9375 101 447880.7500 102 447880.7500 103 447880.7500 104 447880.7500 105 447880.7500 106 447880.7500 107 447880.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,ITBI,XGBoost,1.0175676345825195,"96 67317.625000 97 73704.234375 98 76301.617188 99 65558.382812 100 73652.460938 101 68479.132812 102 66863.437500 103 66863.437500 104 69643.429688 105 58706.035156 106 67209.382812 107 66863.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ICMS,SES,1.1004559993743896,"96 1391340.250 97 1407163.000 98 1529445.375 99 1394521.250 100 1536848.125 101 1408710.250 102 1394521.250 103 1407163.000 104 1396840.125 105 1437194.375 106 1435713.375 107 1526264.250 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do IPVA,XGBoost,2.3286919593811035,"96 1.024947e+06 97 4.288715e+05 98 4.561305e+05 99 9.674306e+05 100 4.520873e+05 101 4.190076e+05 102 4.190076e+05 103 3.540668e+05 104 3.275470e+05 105 3.275470e+05 106 3.448770e+05 107 1.024947e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,IPTU,SARIMAX,1.8895649909973145,"94 12869.544922 95 46936.253906 96 211451.343750 97 567859.562500 98 39190.082031 99 39070.390625 100 39070.390625 101 33721.183594 102 1287.094238 103 1287.094238 104 445.403381 105 7217.848145 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,ISS,MLP,0.9260871410369873,"96 76019.010533 97 82110.037948 98 89228.695487 99 97105.462192 100 101077.354546 101 110286.842260 102 119344.236815 103 130382.356882 104 137263.802241 105 149688.224542 106 160904.005597 107 172675.837873 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,ITBI,SARIMAX,1.4209473133087158,"94 11762.477539 95 10738.020508 96 15959.055664 97 15050.958008 98 17182.953125 99 15273.716797 100 16383.756836 101 23742.984375 102 24023.558594 103 23372.275391 104 13544.677734 105 15792.282227 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do ICMS,SARIMAX,0.9428377151489258,"96 752669.5000 97 772280.7500 98 781842.7500 99 772054.9375 100 765757.3750 101 796147.2500 102 796147.2500 103 761933.9375 104 761933.9375 105 757184.1250 106 757184.1250 107 771721.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do IPVA,XGBoost,0.9445037841796875,"96 659144.312500 97 137182.562500 98 167156.828125 99 183566.515625 100 167156.828125 101 137281.031250 102 117939.203125 103 114611.515625 104 108455.984375 105 111229.125000 106 108455.984375 107 659057.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,IPTU,XGBoost,0.9918439388275146,"96 5.195516e+05 97 4.628215e+05 98 2.784664e+06 99 3.865039e+06 100 4.736964e+05 101 4.712968e+05 102 4.712968e+05 103 4.712968e+05 104 4.740917e+05 105 4.712968e+05 106 4.424655e+05 107 6.501490e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,ISS,MLP,1.0056040287017822,"96 1.014608e+06 97 1.032022e+06 98 1.058334e+06 99 1.068614e+06 100 1.092072e+06 101 1.114372e+06 102 1.135727e+06 103 1.153424e+06 104 1.165329e+06 105 1.186959e+06 106 1.210700e+06 107 1.227193e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,ITBI,HWES,3.142972707748413,"96 312853.56250 97 319301.68750 98 329050.37500 99 311363.78125 100 302727.71875 101 465811.09375 102 319301.68750 103 443928.50000 104 465100.62500 105 319059.46875 106 319396.96875 107 314253.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do ICMS,SARIMAX,2.818547487258911,"96 2051242.125 97 2437333.250 98 2395701.000 99 2413011.500 100 2360446.500 101 2413011.500 102 2373831.500 103 2348942.500 104 2346882.750 105 2273115.750 106 2289173.750 107 2347470.500 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do IPVA,XGBoost,1.0132274627685547,"96 1.795197e+06 97 1.022868e+06 98 1.022868e+06 99 2.348918e+06 100 1.795197e+06 101 8.646215e+05 102 6.962088e+05 103 6.962088e+05 104 4.563374e+05 105 3.979810e+05 106 3.979810e+05 107 2.148326e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,IPTU,HWES,1.406829595565796,"96 8489.840820 97 6053.429199 98 6053.429199 99 7704.499023 100 264065.531250 101 264556.468750 102 13954.484375 103 74789.945312 104 64209.796875 105 8128.872559 106 8267.765625 107 7269.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,ISS,MLP,0.9617359638214111,"96 178448.894653 97 196710.446356 98 206638.797891 99 216845.927729 100 230561.735036 101 229943.226019 102 223789.700031 103 235920.018953 104 247883.433886 105 265424.706973 106 274357.038909 107 270267.950813 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,ITBI,XGBoost,1.000302791595459,"96 36741.898438 97 35122.332031 98 56630.457031 99 36924.691406 100 35974.609375 101 37389.710938 102 37229.585938 103 39085.582031 104 36267.531250 105 39300.460938 106 36791.625000 107 35974.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do ICMS,SARIMAX,1.250603199005127,"96 752636.5000 97 831646.4375 98 845245.6875 99 824842.4375 100 806189.3125 101 824842.4375 102 824842.4375 103 831646.4375 104 776971.6875 105 768106.8750 106 774915.4375 107 800948.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do IPVA,AR,0.9022676944732666,"96 629372.375000 97 200713.203125 98 305285.062500 99 629372.375000 100 314816.437500 101 165631.843750 102 165631.843750 103 164559.953125 104 164559.953125 105 154876.421875 106 154876.421875 107 629372.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,IPTU,MLP,0.9057188034057617,"96 180013.663102 97 198922.511891 98 251735.491883 99 182119.181381 100 196883.747553 101 198520.927963 102 213286.478434 103 230070.806820 104 229327.470236 105 248081.832623 106 261775.534535 107 306254.244506 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,ISS,MLP,0.9394176006317139,"96 335645.626559 97 334975.197404 98 340564.305552 99 347206.947151 100 356653.172691 101 355173.795365 102 365768.302750 103 371725.086197 104 376915.032057 105 385987.963981 106 395075.132512 107 401828.381739 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,ITBI,XGBoost,1.3187172412872314,"96 2891365.25 97 2889746.00 98 2890394.25 99 2889746.00 100 2890394.25 101 2890394.25 102 2890394.25 103 2890394.25 104 2890394.25 105 2890394.25 106 2890394.25 107 2890468.50 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do ICMS,SES,0.835963249206543,"96 2116342.750 97 2085695.125 98 2135444.500 99 2150612.500 100 2173986.750 101 2079558.750 102 2186080.250 103 2119568.000 104 2147425.250 105 2147425.250 106 2151252.500 107 2173986.750 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do IPVA,XGBoost,1.5539398193359375,"96 593694.125000 97 246640.921875 98 248843.171875 99 579427.250000 100 579427.250000 101 248843.171875 102 220994.468750 103 195651.718750 104 160408.906250 105 141669.296875 106 141669.296875 107 593694.125000 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,IPTU,Prophet,1.2082200050354004,"96 54657.183594 97 108752.085938 98 55449.316406 99 52603.582031 100 32371.189453 101 33816.503906 102 360008.187500 103 398680.593750 104 35660.144531 105 113405.093750 106 34280.148438 107 52603.582031 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,ISS,SARIMAX,1.999234914779663,"96 139608.609375 97 139431.703125 98 139431.703125 99 139431.703125 100 139431.703125 101 139431.703125 102 139658.203125 103 139799.265625 104 139431.703125 105 139431.703125 106 139431.703125 107 139614.984375 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,ITBI,SES,0.8910567760467529,"96 18709.224609 97 55970.414062 98 37401.167969 99 56051.093750 100 57660.464844 101 65746.226562 102 75392.125000 103 51813.742188 104 56284.375000 105 53731.042969 106 122971.812500 107 43886.058594 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do ICMS,SES,0.8027489185333252,"96 1310352.625 97 1308361.750 98 1308361.750 99 1465090.375 100 1380348.375 101 1380348.375 102 1446817.125 103 1308361.750 104 1451625.625 105 1465090.375 106 1302326.500 107 1451625.625 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do IPVA,MLP,0.8518204689025879,"96 2.146004e+05 97 2.629249e+05 98 3.263286e+05 99 4.052708e+05 100 4.940384e+05 101 6.091308e+05 102 8.283314e+05 103 9.842747e+05 104 1.102267e+06 105 1.305654e+06 106 1.692989e+06 107 2.137758e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,IPTU,SES,1.5974681377410889,"91 2046.797363 92 2136.955811 93 4552.707031 94 9099.386719 95 4528.054199 96 4492.917969 97 1322.691895 98 1322.691895 99 1756.198120 100 1873.965942 101 2294.550781 102 1756.198120 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,ISS,AR,0.9925615787506104,"96 37804.347656 97 16712.431641 98 38028.031250 99 35351.808594 100 67348.773438 101 31857.851562 102 11073.869141 103 45944.492188 104 46520.269531 105 40016.707031 106 35150.117188 107 46141.503906 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,ITBI,XGBoost,2.4094126224517822,"84 65948.914062 85 221062.109375 86 266342.468750 87 59407.433594 88 60654.230469 89 219652.687500 90 219652.687500 91 233000.250000 92 256465.125000 93 67496.453125 94 219780.812500 95 219370.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do ICMS,XGBoost,1.7149407863616943,"96 745878.9375 97 828163.8125 98 831486.5625 99 796483.3125 100 843747.1250 101 795205.6250 102 796840.4375 103 827806.6875 104 792343.6250 105 792343.6250 106 799415.0625 107 832623.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do IPVA,SARIMAX,0.9723758697509766,"84 58247.136719 85 56955.605469 86 58899.402344 87 58784.093750 88 58247.136719 89 58247.136719 90 59709.160156 91 60900.960938 92 60742.542969 93 60183.628906 94 60981.988281 95 58247.136719 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,IPTU,SARIMAX,0.9427909851074219,"84 9326.824219 85 9256.917969 86 10596.658203 87 22591.228516 88 25056.335938 89 7823.161621 90 5355.051270 91 8862.939453 92 8431.073242 93 9304.449219 94 9304.449219 95 4343.420410 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,ISS,MLP,0.9891796112060547,"96 67923.532359 97 71224.034288 98 73349.185018 99 76459.259134 100 79530.794872 101 83300.290403 102 87336.824285 103 91908.065102 104 96871.535949 105 101784.467593 106 107932.074616 107 111247.679402 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,ITBI,XGBoost,0.8697929382324219,"96 9557.450195 97 9052.573242 98 10028.190430 99 9287.308594 100 10245.650391 101 9140.749023 102 17461.697266 103 17461.697266 104 15532.223633 105 15599.240234 106 15599.240234 107 16228.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do ICMS,SARIMAX,0.8486528396606445,"96 625287.5625 97 605049.2500 98 682502.5000 99 603516.2500 100 690087.8750 101 634828.7500 102 603516.2500 103 605049.2500 104 635115.6875 105 638501.8125 106 638501.8125 107 636672.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do IPVA,MLP,0.8801977634429932,"96 231602.347707 97 99650.433257 98 143480.416518 99 215679.652387 100 165197.030512 101 126825.055117 102 124170.431489 103 138139.757342 104 147964.301826 105 169232.360293 106 190400.321681 107 475927.751202 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,IPTU,SARIMAX,1.075127363204956,"96 147832.578125 97 179049.000000 98 147832.578125 99 39536.085938 100 39536.085938 101 39536.085938 102 39536.085938 103 6841.502930 104 6841.502930 105 7379.162109 106 6602.376465 107 17858.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,ISS,MLP,0.9897136688232422,"96 130576.306202 97 133472.768501 98 134852.908859 99 134598.958007 100 138859.965185 101 140293.332556 102 144662.577906 103 145196.450838 104 144959.183075 105 149583.047049 106 152846.589136 107 155043.231644 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,ITBI,SES,1.0185306072235107,"96 16277.882812 97 15838.866211 98 40399.824219 99 17448.300781 100 26650.869141 101 16573.236328 102 17344.398438 103 14733.258789 104 17337.207031 105 24113.923828 106 14797.876953 107 26799.238281 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do ICMS,SARIMAX,0.8922247886657715,"96 433018.75000 97 490699.37500 98 490699.37500 99 489551.21875 100 528075.68750 101 489551.21875 102 489551.21875 103 490699.37500 104 448183.84375 105 489551.21875 106 439164.87500 107 490699.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do IPVA,SARIMAX,0.8741636276245117,"96 251173.656250 97 128753.601562 98 128700.210938 99 250957.687500 100 128700.210938 101 121469.585938 102 121469.585938 103 121469.585938 104 128753.601562 105 122526.312500 106 121576.242188 107 251173.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,IPTU,SARIMAX,1.2317192554473877,"90 1070.983276 91 4633.703125 92 29338.433594 93 13896.748047 94 42305.269531 95 42305.269531 96 13460.880859 97 13460.880859 98 12430.619141 99 13896.748047 100 24301.515625 101 13182.200195 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,ISS,HWES,1.863753318786621,"96 47616.515625 97 46483.679688 98 56653.261719 99 46483.679688 100 45663.148438 101 47616.515625 102 47616.515625 103 47616.515625 104 46604.046875 105 47616.515625 106 45663.148438 107 47616.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,ITBI,SES,0.7929213047027588,"95 11339.946289 96 19316.826172 97 15496.197266 98 31483.498047 99 50081.667969 100 34282.292969 101 16000.552734 102 31987.853516 103 45910.214844 104 19677.701172 105 48676.984375 106 14345.071289 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do ICMS,XGBoost,0.8293566703796387,"96 1307043.625 97 1612129.875 98 1643613.750 99 1612129.875 100 1674865.750 101 1612129.875 102 1612129.875 103 1612129.875 104 1411522.125 105 1439390.875 106 1428456.000 107 1643613.750 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do IPVA,XGBoost,0.930574893951416,"96 125059.234375 97 37830.207031 98 80827.414062 99 125059.234375 100 80827.414062 101 36596.675781 102 38914.652344 103 39838.378906 104 34750.148438 105 39171.464844 106 38931.648438 107 125059.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,IPTU,XGBoost,0.8908247947692871,"96 356375.09375 97 371916.59375 98 590676.75000 99 487819.46875 100 467854.65625 101 544838.12500 102 675116.56250 103 465457.00000 104 675455.75000 105 687239.18750 106 626605.50000 107 365745.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,ISS,SARIMAX,1.1596384048461914,"96 1.019928e+06 97 1.019928e+06 98 1.021431e+06 99 1.019928e+06 100 1.019928e+06 101 1.019928e+06 102 1.019928e+06 103 1.019928e+06 104 1.019928e+06 105 1.019928e+06 106 1.019928e+06 107 1.019928e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,ITBI,SARIMAX,2.0227227210998535,"96 236554.703125 97 209689.328125 98 225775.687500 99 203433.703125 100 205871.046875 101 209689.328125 102 236554.703125 103 236265.000000 104 236554.703125 105 231001.312500 106 236554.703125 107 236554.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do ICMS,SARIMAX,0.9139361381530762,"96 2452919.25 97 3192364.75 98 3218695.50 99 3192364.75 100 3184082.25 101 3218695.50 102 2987256.75 103 3236263.25 104 3194849.50 105 3229831.75 106 3246794.00 107 3192139.00 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do IPVA,XGBoost,1.9299399852752686,"94 2.352460e+06 95 8.254221e+05 96 8.260978e+05 97 2.265278e+06 98 7.848488e+05 99 7.869786e+05 100 7.967769e+05 101 7.967769e+05 102 5.903951e+05 103 5.864009e+05 104 5.930499e+05 105 2.352460e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,IPTU,AR,2.2915031909942627,"96 16505.347656 97 36433.882812 98 667119.625000 99 73418.609375 100 73418.609375 101 35986.878906 102 71307.445312 103 30955.023438 104 34628.390625 105 33064.664062 106 30395.099609 107 30324.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,ISS,SARIMAX,0.7263703346252441,"96 153686.000000 97 127100.601562 98 154555.546875 99 127335.039062 100 127100.601562 101 131962.640625 102 127335.039062 103 127410.414062 104 127077.617188 105 127198.468750 106 132982.031250 107 126843.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,ITBI,XGBoost,0.7745592594146729,"96 68032.500000 97 68501.601562 98 105565.835938 99 68843.507812 100 105565.835938 101 68364.828125 102 100187.382812 103 113986.625000 104 89271.070312 105 101097.210938 106 113986.625000 107 101097.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do ICMS,XGBoost,2.8992919921875,"96 1078167.375 97 1299010.875 98 1356293.250 99 1300953.500 100 1339243.500 101 1301372.750 102 1300953.500 103 1026657.875 104 1112362.000 105 1115019.250 106 1120711.000 107 1200250.750 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do IPVA,MLP,1.1226670742034912,"84 4.128619e+05 85 6.530096e+05 86 7.303997e+05 87 7.171603e+05 88 8.696408e+05 89 1.000359e+06 90 1.152670e+06 91 1.397134e+06 92 1.930154e+06 93 2.025894e+06 94 2.435780e+06 95 3.148366e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,IPTU,SARIMAX,0.9437570571899414,"78 25.490211 79 25.490211 80 102.353081 81 462.880859 82 7621.080078 83 30420.429688 84 124.130028 85 126.880920 86 -214.760025 87 254.967926 88 -15.521144 89 677.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,ISS,MLP,1.004755973815918,"84 38289.036360 85 39316.473350 86 41839.130010 87 44841.311358 88 48500.353311 89 51197.864746 90 53344.160104 91 56080.826875 92 59073.620478 93 62632.490426 94 66403.225536 95 70579.740550 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,ITBI,XGBoost,0.8575236797332764,"82 7423.777344 83 18014.214844 84 4582.427734 85 9386.365234 86 17969.273438 87 17605.830078 88 17962.099609 89 17962.099609 90 17962.099609 91 7369.869629 92 15743.387695 93 32832.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do ICMS,SES,2.0772347450256348,"84 1.043384e+06 85 1.083149e+06 86 1.177796e+06 87 1.083149e+06 88 1.224673e+06 89 1.059723e+06 90 1.059723e+06 91 1.083149e+06 92 1.057881e+06 93 1.057881e+06 94 1.043946e+06 95 1.177796e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do IPVA,XGBoost,1.4763500690460205,"84 63461.683594 85 21496.236328 86 29226.968750 87 56424.628906 88 56231.570312 89 23795.500000 90 23795.500000 91 20335.664062 92 17224.064453 93 17224.064453 94 20335.664062 95 63461.683594 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,IPTU,AR,1.3308343887329102,"96 5540.124023 97 5540.124023 98 5540.124023 99 9003.272461 100 6256.698242 101 11838.399414 102 2719.206787 103 2870.792480 104 2647.215576 105 3457.499023 106 3737.940430 107 2782.136963 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,ISS,XGBoost,0.8398830890655518,"96 11565.758789 97 9727.148438 98 15977.205078 99 15517.750000 100 15204.116211 101 17981.691406 102 12376.375977 103 17956.597656 104 15504.234375 105 17956.597656 106 14961.675781 107 17956.597656 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,ITBI,SARIMAX,1.5872950553894043,"96 17074.347656 97 17057.716797 98 9249.669922 99 7885.635254 100 17063.505859 101 9249.669922 102 7523.315918 103 9112.231445 104 7754.384766 105 17063.505859 106 9249.669922 107 9249.669922 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do ICMS,SARIMAX,0.9506175518035889,"96 240810.296875 97 306034.593750 98 306034.593750 99 300772.531250 100 308207.812500 101 300772.531250 102 300772.531250 103 292152.000000 104 286889.937500 105 286889.937500 106 280965.062500 107 292152.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do IPVA,MLP,2.2617366313934326,"95 86392.371966 96 85020.185142 97 44878.768826 98 52080.557083 99 64524.636052 100 66496.189128 101 65087.722345 102 62719.128952 103 68810.537571 104 72883.214558 105 85329.622539 106 151415.902736 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,IPTU,HWES,3.360205888748169,"96 13142.353516 97 97035.335938 98 190109.640625 99 16965.880859 100 19302.007812 101 54456.433594 102 12233.403320 103 12542.000000 104 23897.878906 105 8580.098633 106 11975.288086 107 31036.128906 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,ISS,MLP,1.2443759441375732,"96 50768.863388 97 48214.123268 98 51501.946891 99 52239.959611 100 53985.616276 101 56329.144655 102 58038.597454 103 61199.386625 104 63238.423378 105 66071.780537 106 68566.142022 107 71133.706881 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,ITBI,XGBoost,1.5301525592803955,"94 22366.011719 95 12145.744141 96 12061.119141 97 12068.904297 98 12293.958984 99 12617.744141 100 12145.744141 101 12237.449219 102 12297.187500 103 12159.626953 104 12139.885742 105 12139.885742 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do ICMS,SARIMAX,1.01395845413208,"96 530130.7500 97 605002.5625 98 606260.1250 99 538555.4375 100 610783.9375 101 538921.3750 102 538555.4375 103 605002.5625 104 538921.3750 105 543150.5625 106 542845.0000 107 606260.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do IPVA,MLP,2.5235564708709717,"96 230910.569672 97 113766.845611 98 157206.357496 99 214769.541925 100 195338.763244 101 174955.432651 102 200656.762445 103 219062.215082 104 256308.567990 105 302956.117922 106 360587.964505 107 692925.996678 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,IPTU,XGBoost,2.5926361083984375,"88 75572.796875 89 85413.093750 90 500625.781250 91 500660.343750 92 501512.875000 93 501512.875000 94 513388.718750 95 501512.875000 96 511045.531250 97 84050.242188 98 84050.242188 99 84050.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,ISS,XGBoost,1.0726444721221924,"88 75447.000000 89 61988.089844 90 73976.984375 91 116551.648438 92 75447.000000 93 77766.351562 94 75447.000000 95 100773.375000 96 114232.304688 97 75546.492188 98 77766.351562 99 75447.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,ITBI,XGBoost,1.016324520111084,"88 80185.101562 89 58650.941406 90 82289.578125 91 78625.304688 92 77059.859375 93 69163.671875 94 47027.929688 95 72336.000000 96 64518.578125 97 58599.441406 98 80688.218750 99 72336.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do ICMS,Prophet,0.9147484302520752,"88 9.319762e+05 89 1.066663e+06 90 1.058869e+06 91 9.452614e+05 92 9.239493e+05 93 1.058869e+06 94 1.058869e+06 95 9.452614e+05 96 9.360690e+05 97 9.360690e+05 98 9.360690e+05 99 9.452614e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do IPVA,HWES,0.9770619869232178,"88 497218.718750 89 236449.328125 90 206575.890625 91 205977.515625 92 206575.890625 93 226186.000000 94 236318.031250 95 236318.031250 96 236198.484375 97 228884.046875 98 228884.046875 99 497087.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,IPTU,SARIMAX,1.2317960262298584,"93 2119.549316 94 2119.549316 95 5034.232910 96 4658.490234 97 168903.187500 98 168903.187500 99 7256.967285 100 4769.076660 101 4943.719238 102 2379.100342 103 4736.600586 104 4736.600586 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,ISS,MLP,1.2739784717559814,"96 82607.213025 97 84537.542375 98 86436.079780 99 88576.742372 100 91186.530946 101 92513.934009 102 95190.728294 103 97037.562753 104 99014.370064 105 101538.132304 106 101866.021770 107 103186.035338 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,ITBI,SARIMAX,1.043186902999878,"96 10143.429688 97 14841.559570 98 14063.536133 99 24150.011719 100 19394.919922 101 14772.506836 102 32039.093750 103 13370.062500 104 8891.357422 105 14926.059570 106 22587.300781 107 12536.089844 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do ICMS,XGBoost,2.538698673248291,"96 863179.5625 97 973305.6250 98 942942.6875 99 936937.8125 100 959936.3750 101 957787.7500 102 936937.8125 103 942722.2500 104 937201.4375 105 867700.6875 106 873303.2500 107 943707.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do IPVA,SARIMAX,1.7297167778015137,"96 661626.750000 97 232544.062500 98 247567.156250 99 424534.031250 100 247377.296875 101 232544.062500 102 215105.843750 103 194808.593750 104 194656.390625 105 194656.390625 106 194656.390625 107 661626.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,IPTU,HWES,1.4517064094543457,"90 748.058838 91 1569.011963 92 10580.450195 93 84995.390625 94 9370.463867 95 5380.095215 96 5599.141113 97 5380.095215 98 1075.560547 99 1075.560547 100 5653.095703 101 1601.457520 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,ISS,AR,2.3553943634033203,"96 18958.632812 97 18343.806641 98 18235.628906 99 24404.248047 100 17117.691406 101 17735.945312 102 18005.814453 103 16906.625000 104 17457.328125 105 28599.355469 106 17600.685547 107 17670.552734 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,ITBI,MLP,1.0144813060760498,"94 59889.049857 95 75379.872681 96 94011.057662 97 118593.686636 98 142617.195538 99 178234.812343 100 172022.854283 101 216980.446189 102 273661.904111 103 346046.643235 104 437624.383258 105 550580.293562 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do ICMS,SES,1.1727535724639893,"96 558836.2500 97 669330.0000 98 669330.0000 99 614569.3125 100 691704.1875 101 612518.1250 102 559347.7500 103 669330.0000 104 614569.3125 105 617531.4375 106 590181.6875 107 649222.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do IPVA,MLP,1.4192559719085693,"96 160605.891629 97 76129.461454 98 72837.655059 99 161748.904317 100 85545.893977 101 74052.784503 102 155953.817922 103 68246.347847 104 68479.812520 105 73278.675726 106 80057.397416 107 209085.532576 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,IPTU,SARIMAX,1.0622000694274902,"93 1153.515625 94 2373.950684 95 41003.917969 96 201876.828125 97 89724.382812 98 17064.826172 99 17064.826172 100 17064.826172 101 16637.775391 102 15243.118164 103 16637.775391 104 15822.886719 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,ISS,XGBoost,1.2797441482543945,"96 137768.937500 97 137768.937500 98 137684.796875 99 137684.796875 100 145933.750000 101 145933.750000 102 145933.750000 103 145933.750000 104 145933.750000 105 145933.750000 106 145933.750000 107 145933.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,ITBI,MLP,0.8749880790710449,"96 66423.628823 97 46369.327173 98 64323.759678 99 68515.701211 100 68447.649936 101 73056.208690 102 78119.824707 103 79773.338438 104 79224.199712 105 83614.257811 106 91662.324877 107 103214.017404 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ICMS,XGBoost,0.9718265533447266,"96 9.226253e+05 97 9.448151e+05 98 9.214558e+05 99 9.448151e+05 100 9.064136e+05 101 9.286521e+05 102 9.240178e+05 103 9.359983e+05 104 9.194851e+05 105 9.194851e+05 106 8.848678e+05 107 1.028894e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do IPVA,XGBoost,0.9911205768585205,"94 291057.375000 95 225036.796875 96 225832.343750 97 274393.750000 98 233390.750000 99 223773.218750 100 223773.218750 101 223773.218750 102 208752.875000 103 208752.875000 104 208752.875000 105 351038.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,IPTU,SARIMAX,0.7925369739532471,"96 2.180582e+06 97 7.817168e+06 98 6.398724e+05 99 6.398724e+05 100 6.398724e+05 101 6.398724e+05 102 6.398724e+05 103 6.603284e+05 104 5.985974e+05 105 5.985974e+05 106 5.179213e+05 107 4.606646e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,ISS,MLP,1.3524134159088135,"96 1.611716e+06 97 1.642731e+06 98 1.690498e+06 99 1.727826e+06 100 1.768479e+06 101 1.810184e+06 102 1.848197e+06 103 1.885153e+06 104 1.923818e+06 105 1.957593e+06 106 1.999307e+06 107 2.044536e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,ITBI,XGBoost,0.9054074287414551,"96 367695.31250 97 395472.50000 98 427506.31250 99 365640.25000 100 413103.25000 101 413103.25000 102 367334.78125 103 406503.96875 104 350489.90625 105 395472.50000 106 435631.78125 107 429032.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do ICMS,SARIMAX,1.0492639541625977,"96 5941826.5 97 6679568.5 98 6512535.0 99 6658978.0 100 6556046.5 101 6658978.0 102 6624119.5 103 6743911.5 104 6718667.0 105 7386329.0 106 6587969.5 107 7155060.5 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do IPVA,XGBoost,0.9430172443389893,"96 3.290799e+06 97 1.612681e+06 98 1.900812e+06 99 3.290799e+06 100 1.900812e+06 101 1.502035e+06 102 1.502035e+06 103 1.130140e+06 104 9.705704e+05 105 9.705704e+05 106 9.540032e+05 107 3.805110e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,IPTU,XGBoost,2.454092502593994,"96 97807.804688 97 95878.109375 98 113699.421875 99 95878.109375 100 120694.429688 101 121627.335938 102 28098.843750 103 28098.843750 104 26269.875000 105 26269.875000 106 92404.820312 107 91571.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,ISS,XGBoost,1.900090217590332,"96 820535.4375 97 806143.6875 98 820535.4375 99 804298.5000 100 819176.8750 101 820535.4375 102 820535.4375 103 819176.8750 104 876641.4375 105 876641.4375 106 876641.4375 107 884451.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,ITBI,XGBoost,0.9470477104187012,"96 305680.78125 97 812779.18750 98 812779.18750 99 817990.93750 100 812779.18750 101 813964.75000 102 812779.18750 103 813032.25000 104 812779.18750 105 813866.25000 106 813983.68750 107 812779.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do ICMS,SES,1.0229620933532715,"96 8.618082e+05 97 1.399250e+06 98 1.777829e+06 99 8.690994e+05 100 2.398681e+06 101 1.305552e+06 102 1.274206e+06 103 2.249554e+06 104 1.724381e+06 105 1.272555e+06 106 1.153660e+06 107 2.502630e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do IPVA,SARIMAX,0.8724946975708008,"96 2.218581e+06 97 7.906522e+05 98 7.906522e+05 99 2.456781e+06 100 8.347632e+05 101 7.079574e+05 102 9.851401e+05 103 6.039566e+05 104 6.097297e+05 105 6.020589e+05 106 6.039566e+05 107 2.222148e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,IPTU,SARIMAX,2.962838888168335,"96 1.881275e+06 97 1.907578e+06 98 3.885214e+06 99 3.796969e+06 100 5.964772e+06 101 1.760957e+07 102 5.964772e+06 103 5.964772e+06 104 5.964772e+06 105 5.964772e+06 106 5.964772e+06 107 3.885214e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,ISS,MLP,0.8879070281982422,"96 4.958350e+06 97 5.082253e+06 98 5.224175e+06 99 5.355969e+06 100 5.480420e+06 101 5.604083e+06 102 5.725027e+06 103 5.845031e+06 104 5.965048e+06 105 6.096351e+06 106 6.218205e+06 107 6.323489e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,ITBI,SARIMAX,0.972318172454834,"96 1.031533e+06 97 8.519099e+05 98 1.030593e+06 99 8.915489e+05 100 1.100068e+06 101 9.936018e+05 102 1.100068e+06 103 1.100068e+06 104 1.141466e+06 105 1.141466e+06 106 1.047674e+06 107 9.716466e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do ICMS,XGBoost,1.0672593116760254,"96 6862239.0 97 7805426.0 98 7805426.0 99 7805426.0 100 7833119.5 101 7745254.0 102 7805426.0 103 7805426.0 104 7738599.5 105 7430731.5 106 7430731.5 107 7985013.5 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do IPVA,XGBoost,1.0723776817321777,"96 8580569.00 97 5607214.00 98 5607214.00 99 8580569.00 100 5607214.00 101 4375589.50 102 4375589.50 103 3160484.50 104 2985324.50 105 2747401.25 106 2672808.75 107 8580569.00 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,IPTU,Prophet,1.2506868839263916,"90 18452.699219 91 19225.681641 92 434.375671 93 327.217743 94 18295.892578 95 17927.855469 96 50663.476562 97 35904.070312 98 13979.974609 99 10755.826172 100 14686.815430 101 -2068.344238 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,ISS,MLP,1.5131101608276367,"96 71952.428840 97 79377.381155 98 88798.520878 99 97246.218203 100 108951.912670 101 121691.305673 102 135824.289032 103 154117.894330 104 169946.077642 105 184830.046468 106 208281.014734 107 223818.659493 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,ITBI,XGBoost,0.9146511554718018,"91 8550.522461 92 21662.433594 93 27175.705078 94 26541.007812 95 26977.494141 96 27363.644531 97 27072.406250 98 27046.886719 99 27072.406250 100 27072.406250 101 27319.082031 102 27363.644531 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do ICMS,SARIMAX,1.0240402221679688,"96 552974.3750 97 552974.3750 98 591477.6250 99 552974.3750 100 547862.8750 101 641884.0000 102 552489.6875 103 552489.6875 104 616750.1875 105 528429.5000 106 528429.5000 107 594877.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do IPVA,AR,1.0877563953399658,"96 238144.656250 97 80648.867188 98 82911.117188 99 63246.777344 100 80567.218750 101 81791.164062 102 69817.476562 103 69621.484375 104 63241.582031 105 78157.890625 106 62981.878906 107 238144.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,IPTU,HWES,1.475562334060669,"93 550.282043 94 1838.172363 95 1588.520874 96 9062.348633 97 8484.891602 98 8625.937500 99 1878.615723 100 63.946545 101 670.368042 102 -314.932678 103 359.693817 104 -616.389099 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,ISS,MLP,0.8254458904266357,"96 41681.584389 97 50512.834087 98 49717.971921 99 53661.685189 100 50056.398069 101 56641.812692 102 56369.564773 103 57270.676847 104 59341.182281 105 65560.165206 106 70334.567208 107 71171.263305 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,ITBI,MLP,1.5375971794128418,"94 52971.895170 95 63285.218617 96 75663.468893 97 90264.863485 98 104514.307893 99 116803.447458 100 138715.658607 101 161956.042668 102 186104.190518 103 220665.421177 104 261319.460538 105 305027.628206 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do ICMS,SARIMAX,0.9402282238006592,"96 449641.46875 97 567954.68750 98 527508.18750 99 571538.50000 100 525825.56250 101 562176.31250 102 541243.31250 103 513535.12500 104 527508.18750 105 531881.06250 106 532162.31250 107 579183.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do IPVA,XGBoost,1.5901384353637695,"95 83734.531250 96 44453.875000 97 44712.878906 98 44129.402344 99 42169.664062 100 44712.878906 101 34048.500000 102 34048.500000 103 15105.051758 104 15105.051758 105 15295.790039 106 49163.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,IPTU,SARIMAX,0.7667458057403564,"77 5243.477051 78 14186.187500 79 8416.075195 80 42001.171875 81 41969.988281 82 51535.582031 83 51683.699219 84 43735.289062 85 42352.523438 86 49652.062500 87 43361.031250 88 43883.628906 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,ISS,XGBoost,1.2350585460662842,"96 13584.436523 97 7122.117188 98 40390.730469 99 13597.606445 100 13588.232422 101 13597.606445 102 13562.500977 103 13588.232422 104 13584.436523 105 37830.664062 106 13589.355469 107 13588.232422 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,ITBI,XGBoost,1.350062370300293,"87 7713.856445 88 8725.108398 89 10519.884766 90 10492.345703 91 10814.895508 92 8906.089844 93 5219.728516 94 3449.638184 95 3449.638184 96 3449.638184 97 7078.362793 98 6911.500977 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.697723388671875,"96 231581.171875 97 278998.906250 98 296100.937500 99 278998.906250 100 299310.750000 101 274974.468750 102 278998.906250 103 278998.906250 104 280385.375000 105 261933.796875 106 262382.750000 107 296100.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do IPVA,XGBoost,0.9013519287109375,"94 37905.269531 95 38430.742188 96 38430.742188 97 63315.937500 98 60529.687500 99 26981.083984 100 24408.365234 101 15873.617188 102 16131.136719 103 15195.694336 104 15447.101562 105 63315.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,IPTU,HWES,1.44224214553833,"91 1.212818e+05 92 1.212818e+05 93 6.287018e+05 94 4.052566e+06 95 6.251708e+05 96 6.251708e+05 97 1.332887e+05 98 1.090884e+06 99 -2.049720e+05 100 1.212818e+05 101 2.048779e+05 102 1.290204e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,ISS,MLP,1.0074305534362793,"96 1.125428e+06 97 1.138965e+06 98 1.165607e+06 99 1.186148e+06 100 1.209158e+06 101 1.231488e+06 102 1.255038e+06 103 1.274694e+06 104 1.296088e+06 105 1.317060e+06 106 1.339455e+06 107 1.364581e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,ITBI,XGBoost,0.9976108074188232,"96 294996.37500 97 373038.71875 98 250582.00000 99 373038.71875 100 373038.71875 101 250582.00000 102 370906.96875 103 371574.34375 104 373038.71875 105 372304.40625 106 267628.18750 107 385892.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do ICMS,XGBoost,0.8210799694061279,"96 4513074.0 97 4510901.5 98 4778522.5 99 4624752.5 100 4594037.5 101 4427963.5 102 4427963.5 103 4513074.0 104 4624752.5 105 4624752.5 106 4624752.5 107 4778522.5 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do IPVA,MLP,1.137277603149414,"96 3.090670e+06 97 1.694267e+06 98 1.809134e+06 99 2.776448e+06 100 2.419743e+06 101 1.983523e+06 102 2.116121e+06 103 2.258771e+06 104 2.497649e+06 105 2.822460e+06 106 3.176401e+06 107 7.166545e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,IPTU,HWES,1.1480209827423096,"96 19744.019531 97 40522.070312 98 89105.125000 99 489806.187500 100 21669.185547 101 20660.130859 102 17762.667969 103 23392.435547 104 23392.435547 105 27871.515625 106 15503.811523 107 15937.547852 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,ISS,XGBoost,3.022528648376465,"96 73715.859375 97 74088.585938 98 74088.585938 99 74292.960938 100 74088.585938 101 74159.210938 102 74159.210938 103 73715.859375 104 74159.210938 105 74159.210938 106 74159.210938 107 74159.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,ITBI,HWES,1.0087964534759521,"96 25924.484375 97 8107.590332 98 9324.570312 99 10509.194336 100 8107.590332 101 11470.070312 102 9360.918945 103 14416.089844 104 14139.651367 105 11223.642578 106 11212.746094 107 4178.578613 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do ICMS,Prophet,0.8903019428253174,"96 9.999833e+05 97 1.099687e+06 98 1.072332e+06 99 1.072332e+06 100 1.072332e+06 101 1.072332e+06 102 1.072332e+06 103 1.072332e+06 104 1.072332e+06 105 1.072332e+06 106 1.072332e+06 107 1.072332e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do IPVA,SARIMAX,0.8719408512115479,"96 501923.906250 97 112435.367188 98 235264.468750 99 428290.937500 100 425148.187500 101 101584.757812 102 237313.046875 103 98266.093750 104 98266.093750 105 69199.546875 106 65398.246094 107 501923.906250 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,IPTU,MLP,2.529679536819458,"73 18387.361598 74 24654.780872 75 33371.635249 76 41507.830508 77 55230.197983 78 89045.368504 79 91738.121446 80 119873.381640 81 157967.731645 82 208321.401906 83 279356.485391 84 373603.974679 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,ISS,MLP,2.675504446029663,"96 41315.267989 97 43655.218873 98 47362.450544 99 51549.534445 100 53250.305416 101 55716.817890 102 60069.869646 103 63267.161872 104 68128.243315 105 73253.213040 106 77800.388021 107 87109.981461 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,ITBI,SES,1.8741483688354492,"67 35857.074219 68 53304.261719 69 31504.113281 70 84148.117188 71 55461.371094 72 99589.148438 73 108817.585938 74 55461.371094 75 101209.460938 76 56379.167969 77 55461.371094 78 55461.371094 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do ICMS,SES,0.814918041229248,"96 353665.81250 97 412269.28125 98 444164.18750 99 412531.46875 100 446153.00000 101 412531.46875 102 412531.46875 103 412269.28125 104 412531.46875 105 398949.37500 106 398976.68750 107 433387.75000 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do IPVA,SARIMAX,1.2433812618255615,"94 55213.058594 95 34393.859375 96 40743.910156 97 38956.371094 98 43640.160156 99 17032.578125 100 12716.255859 101 12716.255859 102 12774.647461 103 12363.458984 104 15476.869141 105 55213.058594 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,IPTU,XGBoost,0.8072171211242676,"60 56873.777344 61 2788.066162 62 2788.066162 63 13121.782227 64 9761.949219 65 10206.921875 66 17844.398438 67 5672.531738 68 805.568970 69 548.545349 70 1565.767700 71 96.358482 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,ISS,MLP,1.7374370098114014,"96 82017.270472 97 92308.104653 98 106441.903934 99 120524.155106 100 138668.747309 101 162644.823201 102 188271.763245 103 175062.627834 104 215633.085350 105 227343.130019 106 285786.734835 107 291560.679103 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,ITBI,XGBoost,0.7582566738128662,"79 11950.690430 80 8981.086914 81 8808.671875 82 9720.582031 83 7875.155273 84 15755.067383 85 10268.176758 86 8808.671875 87 13069.286133 88 8808.671875 89 9743.062500 90 9720.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do ICMS,SARIMAX,0.9258096218109131,"96 391198.71875 97 422711.93750 98 438601.37500 99 374238.62500 100 449419.71875 101 386265.09375 102 374238.62500 103 422711.93750 104 386265.09375 105 389877.31250 106 394592.28125 107 438601.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do IPVA,XGBoost,2.246595859527588,"93 177226.968750 94 120885.757812 95 176958.875000 96 177276.000000 97 177276.000000 98 176974.046875 99 120885.757812 100 120834.554688 101 120885.757812 102 120885.757812 103 140038.328125 104 177226.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,IPTU,HWES,1.3027970790863037,"91 22960.128906 92 32978.433594 93 30089.724609 94 16725.367188 95 14187.968750 96 5145.038086 97 8983.178711 98 14472.867188 99 7769.725586 100 7317.420898 101 6453.201660 102 8059.194824 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,ISS,MLP,1.342550277709961,"96 41985.867405 97 41095.266023 98 42357.352230 99 44336.825863 100 45977.172481 101 46791.531976 102 47631.764256 103 50085.232150 104 52293.147064 105 56135.870891 106 56951.816515 107 57499.061984 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,ITBI,SES,1.9205090999603271,"96 11102.940430 97 11488.244141 98 10667.339844 99 10667.339844 100 10614.449219 101 12770.816406 102 11819.333008 103 12313.654297 104 11940.102539 105 12433.055664 106 13178.689453 107 11472.346680 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do ICMS,SES,0.8422112464904785,"96 738482.5000 97 856300.2500 98 854408.8750 99 805012.1250 100 853309.5625 101 789153.9375 102 789153.9375 103 890924.2500 104 744535.6875 105 731081.1875 106 731963.3125 107 889032.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do IPVA,MLP,0.8583199977874756,"96 223741.424499 97 121965.177527 98 139739.112592 99 195226.531889 100 177378.253633 101 162478.754014 102 183277.242465 103 205717.965691 104 234953.114240 105 272845.894525 106 314643.500871 107 639124.619097 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,IPTU,SARIMAX,0.9306075572967529,"94 17910.669922 95 164709.984375 96 685848.062500 97 24009.835938 98 24009.835938 99 24009.835938 100 14215.917969 101 21188.546875 102 8659.699219 103 28224.984375 104 14022.082031 105 18523.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,ISS,MLP,1.0359563827514648,"96 100335.966981 97 103612.447950 98 107460.944488 99 105493.801549 100 112367.234289 101 111783.590203 102 116661.581598 103 119915.518672 104 123817.124198 105 127219.639853 106 128357.955866 107 133356.235217 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,ITBI,HWES,1.5117509365081787,"96 33294.816406 97 41011.683594 98 41226.648438 99 43063.781250 100 41226.648438 101 41827.097656 102 43011.644531 103 43063.781250 104 40576.964844 105 43063.781250 106 43011.644531 107 41827.097656 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Cota-Parte do ICMS,SARIMAX,1.1897320747375488,"96 8.396336e+05 97 9.378128e+05 98 9.334031e+05 99 9.378128e+05 100 1.004809e+06 101 9.418206e+05 102 9.378128e+05 103 9.378128e+05 104 9.471891e+05 105 8.865431e+05 106 8.645454e+05 107 9.292536e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Cota-Parte do IPVA,MLP,2.8228228092193604,"96 325326.456860 97 150178.779792 98 192532.260511 99 312155.498342 100 226950.532736 101 185450.684624 102 172974.596121 103 191554.620389 104 209722.181392 105 226691.176798 106 244525.879508 107 668726.784623 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,IPTU,SARIMAX,1.802489995956421,"96 4.719094e+05 97 5.159161e+05 98 9.938500e+05 99 1.536038e+06 100 5.355692e+05 101 5.572648e+05 102 5.356454e+05 103 5.360714e+05 104 5.356454e+05 105 5.451901e+05 106 5.283618e+05 107 5.457086e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,ISS,SARIMAX,0.8317322731018066,"96 1163388.50 97 1161052.25 98 1163388.50 99 1163388.50 100 1166198.00 101 1163388.50 102 1163388.50 103 1163388.50 104 1163388.50 105 1163388.50 106 1163388.50 107 1163388.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,ITBI,MLP,0.9461586475372314,"96 423343.142643 97 436591.200976 98 461940.885202 99 492061.930621 100 517019.136189 101 547380.859241 102 574556.009281 103 606258.884834 104 653628.573460 105 710311.303251 106 725330.104067 107 754920.359792 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do ICMS,SARIMAX,0.9571022987365723,"96 2844423.00 97 2871491.25 98 2912717.75 99 2910834.75 100 2912717.75 101 2851587.25 102 2912685.50 103 2871491.25 104 2812244.00 105 2811608.50 106 2790116.75 107 2921166.75 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do IPVA,SARIMAX,1.5015125274658203,"96 1596997.000 97 1374379.625 98 1352497.875 99 1596997.000 100 1406795.625 101 1374379.625 102 1367590.625 103 1548783.875 104 1547788.375 105 1549282.750 106 1549282.750 107 1558604.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,IPTU,XGBoost,1.4583816528320312,"84 73989.023438 85 420463.687500 86 419965.687500 87 68490.328125 88 54993.722656 89 43455.191406 90 71257.421875 91 68490.328125 92 43455.191406 93 45121.152344 94 45121.152344 95 45328.925781 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,ISS,MLP,0.7932224273681641,"84 109150.811082 85 111333.237366 86 114598.162782 87 117457.050883 88 118612.977830 89 119551.851059 90 122239.650535 91 124373.350134 92 126412.507242 93 129084.659784 94 132939.163468 95 137131.315001 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,ITBI,XGBoost,0.8565917015075684,"84 367812.00000 85 368235.96875 86 369213.71875 87 368011.68750 88 368235.96875 89 368558.87500 90 368314.46875 91 369213.71875 92 368059.59375 93 369213.71875 94 368078.53125 95 368059.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do ICMS,SES,0.9191219806671143,"84 9.201103e+05 85 1.073596e+06 86 1.127585e+06 87 1.037337e+06 88 1.143632e+06 89 1.037337e+06 90 1.037337e+06 91 1.129904e+06 92 1.037337e+06 93 1.037337e+06 94 1.037337e+06 95 1.127585e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do IPVA,HWES,0.9137258529663086,"84 455724.0000 85 584134.3750 86 365732.0625 87 520508.2500 88 520508.2500 89 584134.3750 90 585100.0625 91 584134.3750 92 584686.6875 93 584589.6875 94 584589.6875 95 520508.2500 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,IPTU,AR,1.6096274852752686,"96 14507.906250 97 118931.664062 98 16005.057617 99 11069.537109 100 18138.218750 101 14507.906250 102 12644.029297 103 11069.537109 104 17226.638672 105 11069.537109 106 12929.683594 107 11069.537109 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,ISS,MLP,1.5412683486938477,"96 20902.072121 97 21042.761037 98 21436.536590 99 21517.354701 100 21651.983913 101 22958.517549 102 23245.872601 103 22733.714002 104 23455.271820 105 24475.236358 106 25456.299697 107 26237.157323 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,ITBI,XGBoost,3.421477794647217,"94 28989.263672 95 28908.865234 96 29000.375000 97 29060.691406 98 29124.097656 99 29039.566406 100 29000.375000 101 28908.865234 102 29060.691406 103 29134.310547 104 29124.097656 105 29134.310547 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do ICMS,SARIMAX,1.2358720302581787,"96 305206.81250 97 327471.81250 98 334126.06250 99 299176.65625 100 334798.56250 101 318984.96875 102 317343.84375 103 297654.53125 104 303262.28125 105 303671.93750 106 305096.18750 107 311166.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do IPVA,SARIMAX,0.975130558013916,"96 144968.812500 97 24455.992188 98 80841.703125 99 24455.992188 100 25841.478516 101 24089.210938 102 24283.630859 103 18567.205078 104 16221.385742 105 24283.630859 106 16010.819336 107 94019.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,IPTU,HWES,2.523942470550537,"96 5591.692871 97 28495.156250 98 31808.074219 99 44888.179688 100 35678.882812 101 23806.304688 102 16090.880859 103 15806.427734 104 8087.169434 105 7381.557129 106 94161.179688 107 11055.989258 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,ISS,MLP,1.1021242141723633,"96 83438.758646 97 86261.387490 98 89708.722324 99 91790.986256 100 94565.863710 101 96515.508491 102 99507.807358 103 101325.402266 104 101740.114094 105 104382.094039 106 107689.871945 107 109989.289160 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,ITBI,SES,1.0903072357177734,"96 27037.285156 97 27816.785156 98 26982.960938 99 26614.388672 100 28230.175781 101 78924.351562 102 78888.632812 103 78945.531250 104 59636.359375 105 79099.671875 106 82541.195312 107 25464.197266 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do ICMS,XGBoost,0.8609764575958252,"96 1432981.750 97 1679062.125 98 1679062.125 99 1529911.500 100 1687591.625 101 1432981.750 102 1529911.500 103 1679062.125 104 1530093.375 105 1513186.625 106 1419240.250 107 1664830.625 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do IPVA,SARIMAX,1.209671974182129,"96 604987.000000 97 174323.812500 98 248314.906250 99 604987.000000 100 520326.125000 101 520326.125000 102 175308.843750 103 179234.171875 104 176616.781250 105 176616.781250 106 176616.781250 107 706956.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,IPTU,Prophet,1.9028711318969727,"87 1561.257568 88 20102.144531 89 1321.263306 90 6117.081055 91 62218.031250 92 81713.632812 93 54576.074219 94 54576.074219 95 24397.197266 96 8968.770508 97 9968.583008 98 8994.651367 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,ISS,XGBoost,0.7387485504150391,"96 91886.445312 97 91987.445312 98 91511.437500 99 108777.210938 100 92614.617188 101 93101.398438 102 93101.398438 103 91987.445312 104 93101.398438 105 108777.210938 106 93101.398438 107 108777.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,ITBI,Prophet,0.8989622592926025,"96 22852.255859 97 22647.269531 98 37368.804688 99 23545.212891 100 42922.265625 101 16236.060547 102 40997.648438 103 47332.726562 104 17602.207031 105 57192.070312 106 40997.648438 107 17418.048828 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do ICMS,XGBoost,0.8139102458953857,"96 804779.1875 97 997478.4375 98 998196.0625 99 994735.7500 100 973834.4375 101 961574.6875 102 994735.7500 103 996113.3750 104 962952.3750 105 956927.3125 106 956136.0625 107 993001.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do IPVA,XGBoost,0.9929749965667725,"96 306951.062500 97 76240.531250 98 83325.320312 99 306951.062500 100 163112.484375 101 29765.689453 102 29765.689453 103 29539.501953 104 25874.318359 105 25874.318359 106 21877.005859 107 378851.125000 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,IPTU,SARIMAX,1.0414280891418457,"96 9732.022461 97 20491.179688 98 40431.511719 99 177331.000000 100 185029.296875 101 19378.472656 102 3109.054688 103 18313.136719 104 2656.712646 105 2670.089355 106 6021.546875 107 11963.884766 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,ISS,MLP,0.999614953994751,"96 30747.283542 97 31862.826922 98 32505.746323 99 32264.583888 100 32709.798082 101 33461.310176 102 34537.117126 103 35819.743765 104 37016.261507 105 37980.085643 106 39156.447069 107 40408.624590 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,ITBI,Prophet,1.0176148414611816,"96 38317.933594 97 35136.519531 98 38372.078125 99 41754.855469 100 41455.304688 101 37184.496094 102 36029.519531 103 38082.621094 104 37826.308594 105 38424.281250 106 36630.093750 107 33654.757812 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do ICMS,XGBoost,0.9263887405395508,"96 607904.7500 97 695880.5000 98 680110.6875 99 640548.9375 100 686683.3750 101 656318.7500 102 640548.9375 103 680110.6875 104 641014.3125 105 590737.1250 106 590563.4375 107 680576.0625 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do IPVA,HWES,0.9507622718811035,"90 219763.093750 91 245169.625000 92 253364.500000 93 253012.000000 94 245169.625000 95 253043.156250 96 253440.171875 97 253440.171875 98 253304.687500 99 254160.468750 100 255724.000000 101 219763.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,IPTU,HWES,0.9666800498962402,"96 4324833.0 97 18870138.0 98 4448755.0 99 4448755.0 100 4473601.5 101 4473601.5 102 4385182.5 103 4360336.0 104 4385182.5 105 4385182.5 106 4377566.5 107 4360336.0 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,ISS,MLP,1.0276918411254883,"96 9.738979e+06 97 9.921438e+06 98 1.017211e+07 99 1.042735e+07 100 1.066004e+07 101 1.089701e+07 102 1.112159e+07 103 1.135551e+07 104 1.156914e+07 105 1.177350e+07 106 1.197830e+07 107 1.218682e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,ITBI,SARIMAX,0.8732421398162842,"96 2313936.00 97 1876727.25 98 2908522.25 99 2313936.00 100 2191057.25 101 2658848.50 102 2963130.50 103 2947941.50 104 2947941.50 105 3088022.25 106 2460274.75 107 2966906.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do ICMS,SARIMAX,0.960033655166626,"96 9892684.0 97 11600055.0 98 11565193.0 99 11581605.0 100 11296733.0 101 11581605.0 102 11226020.0 103 11244471.0 104 11203978.0 105 11138749.0 106 10526763.0 107 11213958.0 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do IPVA,XGBoost,1.193779706954956,"96 14037728.00 97 5881070.00 98 10664702.00 99 14037728.00 100 14037728.00 101 5453879.00 102 4947955.50 103 4415456.50 104 3142621.00 105 2826729.75 106 2924152.00 107 14037728.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,IPTU,SARIMAX,0.8221426010131836,"92 4346.752441 93 5378.839844 94 9783.114258 95 16228.808594 96 108642.203125 97 1552.048218 98 1473.557129 99 2143.240967 100 3018.267578 101 3492.609131 102 2103.721436 103 2301.646973 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,ISS,MLP,0.8690152168273926,"96 101937.714030 97 105294.161386 98 111844.186324 99 118462.877943 100 124710.556737 101 130443.130293 102 137980.437517 103 147265.255215 104 156105.971125 105 165392.424033 106 175770.801643 107 180773.726884 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,ITBI,SARIMAX,1.0746815204620361,"96 6465.587891 97 7805.640137 98 10626.858398 99 11214.125977 100 12531.817383 101 10567.610352 102 10690.341797 103 9829.504883 104 6793.856934 105 9293.325195 106 8482.410156 107 11760.017578 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do ICMS,SARIMAX,0.9224011898040771,"96 762661.0625 97 928932.7500 98 930790.2500 99 928932.7500 100 915575.8125 101 943451.1250 102 911699.0000 103 923458.9375 104 897656.1250 105 897120.6250 106 755723.0000 107 925316.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do IPVA,MLP,1.057926893234253,"96 294725.669665 97 135129.269656 98 173254.579581 99 238042.487032 100 215271.988174 101 193701.601119 102 211427.043722 103 232444.281263 104 260608.678366 105 296173.110589 106 333636.812001 107 847693.214684 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,IPTU,HWES,1.2900617122650146,"96 5.729471e+04 97 9.164771e+04 98 9.164771e+04 99 2.184031e+05 100 1.212068e+06 101 1.230838e+05 102 1.062508e+05 103 1.103709e+05 104 1.059073e+05 105 5.354819e+05 106 5.354819e+05 107 5.761297e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,ISS,XGBoost,0.9294641017913818,"96 1165522.875 97 1150471.125 98 1150471.125 99 1150471.125 100 1174302.375 101 1165522.875 102 1165522.875 103 1195413.000 104 1130112.500 105 1165522.875 106 1195413.000 107 1394037.750 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,ITBI,SES,0.9113998413085938,"96 542043.8750 97 548982.4375 98 541884.8750 99 550652.2500 100 544357.5000 101 547472.8750 102 562290.7500 103 563038.1875 104 564062.4375 105 563038.1875 106 563955.9375 107 602797.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do ICMS,MLP,0.8820176124572754,"96 8.108906e+06 97 8.196947e+06 98 8.252152e+06 99 8.356220e+06 100 8.372059e+06 101 8.479523e+06 102 8.613654e+06 103 8.741176e+06 104 8.903325e+06 105 9.094130e+06 106 9.315325e+06 107 9.468549e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do IPVA,MLP,0.9028966426849365,"96 6.555050e+06 97 3.118949e+06 98 3.907392e+06 99 5.345363e+06 100 6.262775e+06 101 7.503890e+06 102 9.479432e+06 103 1.216781e+07 104 1.561115e+07 105 2.009377e+07 106 2.590602e+07 107 3.701299e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,IPTU,HWES,1.5982122421264648,"96 12942.471680 97 11007.260742 98 47769.539062 99 16753.427734 100 7123.564941 101 7123.074707 102 6772.425781 103 7118.785156 104 16403.363281 105 16626.652344 106 7123.564941 107 7815.038574 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,ISS,SARIMAX,3.2593703269958496,"96 15836.697266 97 21298.226562 98 21294.162109 99 20060.902344 100 20060.902344 101 21294.162109 102 21294.162109 103 21294.162109 104 21294.162109 105 21294.162109 106 21294.162109 107 21294.162109 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,ITBI,Prophet,0.9850616455078125,"96 17330.787109 97 17168.246094 98 17216.978516 99 16041.625977 100 35864.484375 101 36413.761719 102 15442.763672 103 18454.837891 104 13542.095703 105 13542.095703 106 12202.634766 107 12202.634766 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do ICMS,SARIMAX,0.843641996383667,"96 305776.25000 97 303134.03125 98 312167.25000 99 297222.50000 100 358355.46875 101 297222.50000 102 297222.50000 103 297427.96875 104 297222.50000 105 294180.56250 106 299367.15625 107 306461.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do IPVA,XGBoost,1.8133695125579834,"96 71450.531250 97 20160.240234 98 43051.332031 99 49413.710938 100 48416.433594 101 5967.643555 102 5967.643555 103 5598.520508 104 2282.805664 105 3259.815674 106 1941.848877 107 71450.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,IPTU,SARIMAX,0.938359260559082,"95 3.646979e+05 96 2.208001e+06 97 8.829086e+06 98 1.125780e+06 99 1.125780e+06 100 1.125780e+06 101 1.095648e+06 102 3.847416e+05 103 4.128606e+05 104 3.900033e+05 105 3.900033e+05 106 3.597930e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,ISS,MLP,1.0616559982299805,"96 1.520228e+06 97 1.609371e+06 98 1.712321e+06 99 1.822674e+06 100 1.936255e+06 101 2.044183e+06 102 2.176283e+06 103 2.341900e+06 104 2.520778e+06 105 2.714416e+06 106 2.987966e+06 107 3.257910e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,ITBI,XGBoost,0.8331801891326904,"96 718252.7500 97 687425.1875 98 689043.0000 99 691892.1250 100 690677.6875 101 687373.3750 102 687373.3750 103 687373.3750 104 693634.6250 105 583042.9375 106 687425.1875 107 687373.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ICMS,SES,0.8348207473754883,"96 3461247.00 97 3515169.75 98 3932235.50 99 3590559.50 100 4083694.25 101 3590568.00 102 3576731.00 103 3576731.00 104 3590568.00 105 3590568.00 106 3599178.00 107 4042421.00 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do IPVA,XGBoost,2.6971657276153564,"96 2.649460e+06 97 1.426863e+06 98 1.565614e+06 99 3.257239e+06 100 2.649460e+06 101 8.817369e+05 102 5.197309e+05 103 4.878304e+05 104 3.063003e+05 105 2.633695e+05 106 2.290150e+05 107 2.608654e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,IPTU,XGBoost,1.867133617401123,"96 832.266418 97 4871.794922 98 3674.680664 99 5173.648926 100 34784.730469 101 810.244812 102 907.786499 103 4536.038574 104 2810.531250 105 1041.907349 106 2021.909424 107 1193.602417 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,ISS,MLP,1.8860721588134766,"96 9120.274472 97 9739.479198 98 10346.467061 99 11023.095456 100 11790.760312 101 12394.235369 102 12396.710036 103 13229.173755 104 14526.266435 105 15485.496244 106 16921.929432 107 18151.578418 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,ITBI,XGBoost,1.5227322578430176,"96 3143.892822 97 3373.234863 98 4435.092285 99 3198.601807 100 3807.393066 101 4042.817383 102 3693.979004 103 3432.465332 104 3690.192627 105 4194.158691 106 2033.749146 107 2553.610107 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do ICMS,SARIMAX,0.964040994644165,"96 250417.546875 97 237126.625000 98 243633.359375 99 250417.546875 100 243633.359375 101 250417.546875 102 242006.265625 103 239113.765625 104 258312.578125 105 241061.687500 106 232139.406250 107 244996.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do IPVA,SARIMAX,1.4102826118469238,"95 42078.828125 96 42078.828125 97 37357.480469 98 37357.480469 99 35242.953125 100 42078.828125 101 35815.523438 102 39160.191406 103 44889.441406 104 45226.292969 105 45226.292969 106 42078.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,IPTU,SARIMAX,1.2120320796966553,"96 4.975945e+05 97 1.111309e+06 98 5.820132e+06 99 8.740138e+05 100 8.740138e+05 101 1.146132e+06 102 5.107511e+05 103 8.711446e+05 104 8.785389e+05 105 8.774532e+05 106 5.197223e+05 107 8.628192e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,ISS,SARIMAX,1.323094367980957,"96 1572162.250 97 1578167.250 98 1578238.625 99 1572162.250 100 1562729.625 101 1562729.625 102 1562729.625 103 1562729.625 104 1562729.625 105 1562729.625 106 1562729.625 107 1562729.625 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,ITBI,SES,1.199007272720337,"96 401750.56250 97 447806.71875 98 419705.75000 99 439926.75000 100 419705.75000 101 447806.71875 102 447313.40625 103 447114.50000 104 419705.75000 105 393918.21875 106 342981.96875 107 397718.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do ICMS,MLP,1.144657850265503,"96 8.047035e+06 97 8.159575e+06 98 8.223837e+06 99 8.349887e+06 100 8.366322e+06 101 8.502089e+06 102 8.665721e+06 103 8.823421e+06 104 9.027185e+06 105 9.267944e+06 106 9.548886e+06 107 9.750656e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do IPVA,XGBoost,1.7247648239135742,"96 3.546498e+06 97 1.719911e+06 98 1.719911e+06 99 3.543814e+06 100 3.076158e+06 101 1.513425e+06 102 8.753039e+05 103 8.570822e+05 104 7.849154e+05 105 6.700237e+05 106 5.945472e+05 107 3.546498e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,IPTU,Prophet,2.934077739715576,"96 1.330004e+05 97 1.330004e+05 98 1.330004e+05 99 1.112981e+05 100 1.331954e+05 101 3.457272e+05 102 1.280517e+06 103 3.351029e+05 104 3.272684e+05 105 3.351029e+05 106 3.346476e+05 107 3.351029e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,ISS,MLP,1.624631643295288,"96 318141.245083 97 316280.173278 98 338446.594861 99 352831.229177 100 379788.320060 101 393593.930897 102 410724.304937 103 438824.667171 104 471078.782277 105 483734.617445 106 506683.486583 107 540264.541447 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,ITBI,SARIMAX,1.4497933387756348,"96 134931.015625 97 130576.562500 98 171494.984375 99 119108.109375 100 171494.984375 101 119108.109375 102 171494.984375 103 168303.250000 104 114443.250000 105 168303.250000 106 168303.250000 107 120789.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do ICMS,XGBoost,0.9047904014587402,"96 1059617.125 97 1231029.250 98 1272703.625 99 1231029.250 100 1381689.250 101 1231029.250 102 1231029.250 103 1231029.250 104 1195256.000 105 1195256.000 106 1197568.125 107 1271687.750 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do IPVA,XGBoost,1.7823760509490967,"96 1.171088e+06 97 7.340821e+05 98 6.404856e+05 99 1.171423e+06 100 1.171423e+06 101 4.993954e+05 102 4.820459e+05 103 3.683662e+05 104 3.174178e+05 105 3.262703e+05 106 3.142659e+05 107 1.171088e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,IPTU,HWES,1.7144320011138916,"85 2888.979980 86 3273.115723 87 3321.692871 88 3430.541504 89 5169.159180 90 48162.964844 91 33478.140625 92 4560.329102 93 1803.781738 94 2792.228027 95 5315.781738 96 1803.781738 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,ISS,XGBoost,3.758164644241333,"96 54170.621094 97 54170.621094 98 53523.781250 99 53716.265625 100 53268.984375 101 53302.085938 102 53669.468750 103 53669.468750 104 53268.984375 105 54053.542969 106 53268.984375 107 53302.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,ITBI,Prophet,3.5389010906219482,"94 8705.309570 95 3349.095947 96 7140.935059 97 9003.427734 98 7165.957520 99 6845.868164 100 7402.445312 101 3196.319824 102 5760.876465 103 7460.157715 104 7876.847656 105 1956.630127 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do ICMS,SES,0.8576023578643799,"96 431087.50000 97 534724.06250 98 535779.25000 99 414861.18750 100 536923.87500 101 414861.18750 102 414861.18750 103 534724.06250 104 415059.34375 105 415059.34375 106 415059.34375 107 535779.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do IPVA,XGBoost,1.0928077697753906,"73 42329.121094 74 34628.136719 75 41227.726562 76 41851.445312 77 42511.636719 78 82395.812500 79 111828.523438 80 62267.750000 81 75762.210938 82 44817.941406 83 46160.882812 84 25442.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,IPTU,HWES,1.038062334060669,"96 3.522682e+04 97 3.564282e+04 98 4.069593e+05 99 3.732712e+06 100 3.470127e+05 101 2.301223e+05 102 3.533433e+05 103 3.533433e+05 104 3.533433e+05 105 3.533433e+05 106 3.278920e+05 107 7.232850e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,ISS,MLP,1.008742332458496,"96 628755.470856 97 643206.736642 98 657500.921852 99 663152.726451 100 665217.735216 101 672416.271629 102 683802.214212 103 693591.709441 104 701743.886964 105 711386.860700 106 723946.226151 107 736965.776014 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,ITBI,XGBoost,1.0120654106140137,"96 178171.812500 97 178226.984375 98 178226.984375 99 191470.859375 100 196389.625000 101 182406.921875 102 182661.671875 103 178653.218750 104 185951.484375 105 198171.890625 106 197782.171875 107 179744.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do ICMS,SES,1.258110761642456,"96 2481891.25 97 2684669.75 98 2509006.50 99 2478481.50 100 2742953.00 101 2394031.25 102 2394031.25 103 2399914.25 104 2394031.25 105 2415285.00 106 2380745.25 107 2732047.00 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do IPVA,AR,2.7946066856384277,"96 2.553563e+06 97 6.157432e+05 98 5.835043e+05 99 1.102480e+06 100 5.868221e+05 101 5.744409e+05 102 3.921505e+05 103 3.921505e+05 104 3.483966e+05 105 2.999602e+05 106 2.999602e+05 107 2.555680e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,IPTU,SARIMAX,1.8359668254852295,"91 26918.392578 92 234382.375000 93 563872.000000 94 112960.671875 95 122475.929688 96 28805.500000 97 234397.515625 98 234091.046875 99 563872.000000 100 42575.722656 101 26918.392578 102 122475.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,ISS,XGBoost,0.8640193939208984,"96 143337.859375 97 135979.625000 98 133993.765625 99 135979.625000 100 142048.843750 101 135979.625000 102 133993.765625 103 143337.859375 104 132478.015625 105 135979.625000 106 142048.843750 107 142048.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,ITBI,XGBoost,0.834775447845459,"94 11007.533203 95 10514.615234 96 9864.590820 97 10638.404297 98 22079.234375 99 8552.854492 100 10519.507812 101 10718.580078 102 7965.919922 103 8883.472656 104 6173.588379 105 17276.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do ICMS,SARIMAX,3.372591972351074,"96 764888.4375 97 772958.0625 98 772610.3750 99 767724.0000 100 746086.2500 101 836279.0625 102 767724.0000 103 772958.0625 104 767724.0000 105 767724.0000 106 813795.2500 107 828174.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do IPVA,XGBoost,1.1642329692840576,"96 279265.406250 97 191428.843750 98 191428.843750 99 279265.406250 100 279265.406250 101 179511.515625 102 109878.140625 103 106357.210938 104 75857.031250 105 75754.804688 106 141232.375000 107 279265.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,IPTU,AR,1.1925303936004639,"96 6.281472e+06 97 6.894851e+05 98 1.836729e+06 99 7.049281e+05 100 1.845880e+06 101 7.049281e+05 102 1.832490e+06 103 7.049281e+05 104 1.785892e+06 105 6.894851e+05 106 1.785892e+06 107 1.836729e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,ISS,SARIMAX,1.2152340412139893,"96 2144157.75 97 1422549.25 98 2144157.75 99 2055088.00 100 2160562.50 101 2160562.50 102 2144157.75 103 2160562.50 104 2144157.75 105 2144157.75 106 2144157.75 107 2144157.75 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,ITBI,XGBoost,1.346505880355835,"96 409310.90625 97 410432.40625 98 397421.25000 99 431053.40625 100 384501.06250 101 386769.03125 102 396064.78125 103 396064.78125 104 335308.46875 105 386769.03125 106 385043.81250 107 396064.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do ICMS,SARIMAX,1.033482313156128,"96 8014517.5 97 8602849.0 98 8931650.0 99 8647859.0 100 8951520.0 101 8639916.0 102 8639916.0 103 8602942.0 104 8623581.0 105 8629043.0 106 8011976.5 107 8931650.0 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do IPVA,SARIMAX,0.9647183418273926,"96 2.897123e+06 97 1.079749e+06 98 1.175415e+06 99 2.906113e+06 100 2.189273e+06 101 1.079749e+06 102 8.728782e+05 103 5.827622e+05 104 6.348384e+05 105 6.252786e+05 106 8.957464e+05 107 2.900850e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,IPTU,XGBoost,1.2485289573669434,"80 9806.535156 81 9806.535156 82 69985.203125 83 70077.382812 84 70077.382812 85 65059.136719 86 70077.382812 87 70077.382812 88 70077.382812 89 70077.382812 90 70077.382812 91 70077.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,ISS,SARIMAX,1.054657220840454,"96 6347.510254 97 5172.683105 98 5172.683105 99 6374.641113 100 7156.461914 101 5172.683105 102 5918.848145 103 7540.289062 104 5623.259766 105 6355.822754 106 13022.280273 107 12562.441406 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,ITBI,XGBoost,0.8319132328033447,"84 12884.069336 85 10862.937500 86 10363.544922 87 9837.051758 88 34114.906250 89 11157.296875 90 53494.910156 91 18992.761719 92 13296.018555 93 11148.797852 94 38516.742188 95 11046.305664 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do ICMS,Prophet,0.8618106842041016,"96 454235.50000 97 610673.12500 98 533406.06250 99 510719.65625 100 533113.31250 101 510719.65625 102 510719.65625 103 610129.87500 104 510719.65625 105 487004.25000 106 490027.62500 107 535112.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do IPVA,SARIMAX,0.9585061073303223,"96 175582.812500 97 141044.953125 98 99187.382812 99 161296.656250 100 141044.953125 101 61544.093750 102 53358.710938 103 56587.898438 104 56587.898438 105 52595.417969 106 49886.234375 107 175582.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,IPTU,SES,0.7911434173583984,"65 168.712280 66 47236.101562 67 33072.785156 68 6037.725586 69 5884.292969 70 4933.688965 71 514.803589 72 917.576782 73 623.188293 74 317.987183 75 1248.812134 76 1248.812134 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,ISS,SES,1.635984182357788,"96 12111.472656 97 16533.615234 98 13517.259766 99 13998.161133 100 13556.541016 101 13688.678711 102 16244.862305 103 16135.651367 104 15781.013672 105 15553.059570 106 15704.451172 107 15553.059570 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,ITBI,XGBoost,1.8084232807159424,"95 12243.991211 96 3285.949951 97 22246.634766 98 3227.310791 99 10039.294922 100 9559.079102 101 7728.360840 102 25603.035156 103 8538.075195 104 3728.654785 105 6979.650879 106 2709.623779 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do ICMS,SARIMAX,1.1053719520568848,"96 688869.7500 97 704421.6250 98 706127.5625 99 687864.1250 100 706127.5625 101 687864.1250 102 687864.1250 103 704421.6250 104 687864.1250 105 688713.5000 106 689221.9375 107 708883.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do IPVA,HWES,3.3009822368621826,"96 171439.765625 97 19539.966797 98 133286.234375 99 143702.078125 100 141148.281250 101 19172.322266 102 18619.994141 103 19172.322266 104 14153.435547 105 13583.583984 106 14153.435547 107 146986.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,IPTU,XGBoost,0.8701586723327637,"96 2.326953e+05 97 2.460107e+05 98 8.689027e+05 99 3.585102e+06 100 1.003507e+07 101 2.853103e+05 102 1.047924e+06 103 2.853103e+05 104 1.047924e+06 105 2.853103e+05 106 1.047924e+06 107 3.514600e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,ISS,SARIMAX,0.9782466888427734,"96 6975078.5 97 6975078.5 98 6978879.0 99 6978879.0 100 6978879.0 101 6978879.0 102 6978879.0 103 6978879.0 104 6978879.0 105 6978879.0 106 6978879.0 107 6978879.0 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,ITBI,SARIMAX,0.8294196128845215,"96 1733830.750 97 1870543.875 98 2242464.500 99 2109595.000 100 2242464.500 101 2109595.000 102 2109595.000 103 2109595.000 104 1870543.875 105 1994308.250 106 2242464.500 107 1848372.375 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do ICMS,SARIMAX,1.6472809314727783,"96 9908545.0 97 10675319.0 98 10035327.0 99 10254924.0 100 10587593.0 101 10097651.0 102 10097651.0 103 10675319.0 104 9929405.0 105 9929405.0 106 9590306.0 107 11040796.0 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do IPVA,AR,1.2131483554840088,"96 11800729.00 97 5504356.50 98 5504356.50 99 11017317.00 100 5504356.50 101 5155083.50 102 4517566.50 103 3977640.25 104 3716549.75 105 3716549.75 106 3569689.00 107 11800729.00 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,IPTU,SARIMAX,1.1323256492614746,"95 71596.789062 96 73509.773438 97 631221.187500 98 696689.687500 99 276136.500000 100 696689.687500 101 427015.937500 102 73270.414062 103 71357.421875 104 72477.820312 105 72477.820312 106 73270.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,ISS,MLP,1.1518328189849854,"96 6.756622e+05 97 6.841733e+05 98 7.157241e+05 99 7.527423e+05 100 7.783381e+05 101 8.083296e+05 102 8.263408e+05 103 8.605362e+05 104 8.978178e+05 105 9.400055e+05 106 9.658265e+05 107 1.019059e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,ITBI,XGBoost,0.8076727390289307,"96 47969.671875 97 61539.500000 98 66911.781250 99 45946.644531 100 66911.781250 101 59366.027344 102 66911.781250 103 59366.027344 104 59366.027344 105 45584.242188 106 59366.027344 107 59366.027344 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do ICMS,SES,1.1128385066986084,"96 8.939983e+05 97 1.018950e+06 98 1.022014e+06 99 9.787012e+05 100 1.122204e+06 101 9.727992e+05 102 9.727992e+05 103 1.020465e+06 104 9.759488e+05 105 9.802161e+05 106 9.767923e+05 107 1.023529e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do IPVA,SARIMAX,1.5419433116912842,"96 928539.37500 97 381952.40625 98 423087.53125 99 928177.75000 100 589055.00000 101 277126.65625 102 235522.81250 103 274594.59375 104 225506.50000 105 225506.50000 106 228853.21875 107 928177.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,IPTU,HWES,1.3546628952026367,"91 8299.864258 92 32351.578125 93 74005.859375 94 634992.375000 95 92724.867188 96 67352.804688 97 67352.804688 98 67352.804688 99 57430.867188 100 7282.067871 101 7171.906738 102 2464.055420 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,ISS,HWES,0.9544744491577148,"96 121810.187500 97 137649.765625 98 103516.625000 99 144532.281250 100 154477.375000 101 104277.445312 102 119410.804688 103 150968.859375 104 107463.359375 105 155318.328125 106 108903.742188 107 119410.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,ITBI,HWES,0.9286222457885742,"96 69217.648438 97 54261.109375 98 104121.507812 99 88556.703125 100 61771.675781 101 50511.453125 102 102940.164062 103 102940.164062 104 102940.164062 105 61588.140625 106 91941.859375 107 107506.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do ICMS,SARIMAX,1.2662956714630127,"96 614398.6250 97 646567.1875 98 644448.3125 99 607236.0000 100 658120.8750 101 610245.5625 102 612536.2500 103 646567.1875 104 613059.6250 105 612536.2500 106 613070.3750 107 629200.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do IPVA,AR,3.140333414077759,"96 483666.000000 97 151148.515625 98 151148.515625 99 184710.750000 100 151148.515625 101 129623.929688 102 92680.507812 103 100264.070312 104 90964.031250 105 92680.507812 106 92680.507812 107 486902.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,IPTU,SES,0.9770052433013916,"85 27930.267578 86 65697.531250 87 64684.511719 88 157957.281250 89 272469.750000 90 310181.281250 91 272541.656250 92 272527.562500 93 262790.250000 94 262547.843750 95 262039.140625 96 272541.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,ISS,SARIMAX,0.9929606914520264,"96 55561.433594 97 57307.199219 98 55561.433594 99 57149.968750 100 54162.355469 101 55561.433594 102 55561.433594 103 55561.433594 104 55561.433594 105 53188.128906 106 54162.355469 107 55561.433594 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,ITBI,XGBoost,2.2738406658172607,"93 5191.398926 94 4557.680176 95 11363.602539 96 11387.732422 97 12941.387695 98 5735.534180 99 4637.743164 100 3953.461914 101 16684.351562 102 14086.033203 103 16684.351562 104 16592.207031 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do ICMS,SARIMAX,1.0525212287902832,"96 739287.5625 97 813431.0000 98 952256.9375 99 968333.9375 100 959742.2500 101 954263.5625 102 990434.2500 103 945094.6250 104 909657.8750 105 909657.8750 106 800138.3125 107 952256.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do IPVA,XGBoost,0.9551103115081787,"96 312709.156250 97 312709.156250 98 306227.281250 99 306227.281250 100 90455.703125 101 71403.039062 102 72865.914062 103 64660.644531 104 64660.644531 105 64863.113281 106 62410.921875 107 312709.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,IPTU,AR,1.616628885269165,"96 4.040456e+05 97 4.533186e+05 98 5.644156e+06 99 3.412211e+05 100 3.654010e+05 101 4.071929e+05 102 4.692936e+05 103 5.401511e+05 104 7.276237e+05 105 3.262169e+05 106 2.610888e+05 107 2.463519e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,ISS,MLP,2.551219940185547,"96 1.709787e+06 97 1.754668e+06 98 1.804513e+06 99 1.854094e+06 100 1.899156e+06 101 1.938707e+06 102 1.995587e+06 103 2.043842e+06 104 2.059743e+06 105 2.141365e+06 106 2.207035e+06 107 2.246435e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,ITBI,SARIMAX,2.5862112045288086,"96 548798.9375 97 545453.1250 98 541972.6875 99 541972.6875 100 541972.6875 101 561013.8750 102 561013.8750 103 561013.8750 104 561013.8750 105 561013.8750 106 561013.8750 107 561013.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do ICMS,SARIMAX,1.0177867412567139,"96 2212023.25 97 2378285.00 98 2378285.00 99 2378964.75 100 2390731.75 101 2378964.75 102 2378964.75 103 2378285.00 104 2378964.75 105 2378964.75 106 2276205.00 107 2378285.00 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do IPVA,MLP,0.8805065155029297,"96 1.950892e+06 97 9.813400e+05 98 1.161640e+06 99 1.732205e+06 100 1.493181e+06 101 1.189481e+06 102 1.253954e+06 103 1.343000e+06 104 1.448079e+06 105 1.601326e+06 106 1.808659e+06 107 4.513906e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,IPTU,SARIMAX,1.076500654220581,"95 3.555054e+05 96 4.497581e+05 97 1.522535e+06 98 2.407134e+06 99 4.788784e+05 100 5.246145e+05 101 5.246145e+05 102 5.276292e+05 103 5.276292e+05 104 4.713170e+05 105 3.861672e+05 106 4.603094e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,ISS,MLP,0.8934094905853271,"96 1.025039e+06 97 1.033265e+06 98 1.048906e+06 99 1.076879e+06 100 1.102661e+06 101 1.132168e+06 102 1.161507e+06 103 1.191491e+06 104 1.217703e+06 105 1.230351e+06 106 1.255132e+06 107 1.276190e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,ITBI,HWES,0.9620723724365234,"96 473404.50000 97 462305.96875 98 468192.84375 99 471748.87500 100 471748.87500 101 467215.93750 102 467215.93750 103 523166.65625 104 432465.87500 105 449467.00000 106 407905.00000 107 411141.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do ICMS,SARIMAX,0.8519012928009033,"96 2844449.50 97 3118075.00 98 3118075.00 99 3034025.00 100 3140643.50 101 3035836.00 102 3035836.00 103 3154865.75 104 2976457.75 105 2976457.75 106 2989835.25 107 3117648.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do IPVA,XGBoost,3.543429136276245,"96 2.894227e+06 97 1.420901e+06 98 1.560825e+06 99 2.894227e+06 100 2.479644e+06 101 1.281608e+06 102 1.174278e+06 103 1.010037e+06 104 7.709109e+05 105 7.380431e+05 106 7.001902e+05 107 2.894227e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,IPTU,XGBoost,2.530869960784912,"74 7454.268555 75 14911.031250 76 14903.812500 77 46997.839844 78 69286.468750 79 69286.468750 80 48237.761719 81 48215.929688 82 48215.929688 83 48215.929688 84 48237.761719 85 48215.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,ISS,MLP,2.684992551803589,"96 22365.914080 97 27216.438145 98 32051.061754 99 40686.472057 100 44471.946747 101 52830.115668 102 62381.501001 103 74601.588568 104 88082.075899 105 104075.767566 106 125184.256407 107 149626.055581 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,ITBI,AR,0.8018512725830078,"73 6198.679688 74 6005.358887 75 5876.197266 76 6198.679688 77 6198.679688 78 6015.100586 79 6009.680176 80 6063.956055 81 6015.100586 82 7096.693359 83 7693.653809 84 4057.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do ICMS,XGBoost,0.8713498115539551,"96 258621.296875 97 258621.296875 98 258621.296875 99 258621.296875 100 260379.828125 101 258621.296875 102 258621.296875 103 258621.296875 104 253231.640625 105 253231.640625 106 256365.250000 107 258621.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do IPVA,SARIMAX,1.2684624195098877,"94 32285.207031 95 33042.042969 96 34734.027344 97 8893.957031 98 40824.511719 99 21135.748047 100 17989.484375 101 22296.542969 102 5315.567383 103 37361.894531 104 5315.906250 105 32285.207031 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,IPTU,XGBoost,2.454535484313965,"88 67176.109375 89 67151.148438 90 67151.148438 91 67168.171875 92 67168.171875 93 67168.171875 94 67147.000000 95 67136.421875 96 67151.148438 97 67136.421875 98 67136.421875 99 67176.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,ISS,Prophet,1.3270840644836426,"96 13240.742188 97 13240.742188 98 10269.095703 99 13240.742188 100 15432.484375 101 8513.105469 102 15432.484375 103 15432.484375 104 13254.297852 105 10269.095703 106 13470.509766 107 15432.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,ITBI,XGBoost,0.9510424137115479,"94 18627.947266 95 12825.648438 96 13874.928711 97 21846.753906 98 10327.547852 99 14971.889648 100 13557.913086 101 18529.880859 102 14005.851562 103 11267.336914 104 24252.271484 105 13502.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.9470629692077637,"96 315828.21875 97 410278.12500 98 415610.25000 99 410278.12500 100 419015.59375 101 410278.12500 102 410278.12500 103 410278.12500 104 369344.34375 105 369344.34375 106 373272.53125 107 413222.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do IPVA,XGBoost,2.8760740756988525,"96 150834.500000 97 60113.773438 98 58300.285156 99 150834.500000 100 150834.500000 101 47278.429688 102 44867.007812 103 46170.687500 104 43596.746094 105 43596.746094 106 44872.117188 107 150834.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,IPTU,XGBoost,1.22623872756958,"55 16959.886719 56 16914.607422 57 16995.326172 58 16943.833984 59 16943.833984 60 16943.833984 61 16959.886719 62 90718.890625 63 90718.890625 64 27341.789062 65 27341.789062 66 84973.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,ISS,SES,0.9887957572937012,"72 27926.236328 73 23224.921875 74 31048.234375 75 31069.101562 76 29894.564453 77 29894.564453 78 35206.429688 79 34092.234375 80 34092.234375 81 34092.234375 82 34092.234375 83 34056.152344 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,ITBI,HWES,1.0796260833740234,"71 16224.057617 72 10043.054688 73 10794.627930 74 8477.260742 75 12839.166016 76 9548.678711 77 9061.627930 78 9698.278320 79 14453.284180 80 14622.753906 81 16399.037109 82 13961.665039 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do ICMS,XGBoost,0.8208458423614502,"72 434284.18750 73 524893.62500 74 524682.81250 75 524893.62500 76 528738.81250 77 524893.62500 78 524893.62500 79 498598.90625 80 480984.15625 81 480984.15625 82 487086.68750 83 498388.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do IPVA,SARIMAX,1.3833861351013184,"72 230453.359375 73 68650.281250 74 79985.304688 75 78177.562500 76 78177.562500 77 50482.542969 78 28143.978516 79 21471.740234 80 22727.392578 81 17840.484375 82 17840.484375 83 230351.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,IPTU,MLP,0.9273920059204102,"86 7671.694525 87 9068.230178 88 11030.202595 89 13056.110475 90 16349.983277 91 19572.116839 92 47051.370113 93 36392.800889 94 31005.386205 95 34619.237153 96 40940.918955 97 50599.308993 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,ISS,AR,1.0098702907562256,"96 11311.328125 97 16562.203125 98 15643.488281 99 16234.573242 100 15465.189453 101 15915.010742 102 16106.956055 103 16592.011719 104 16020.545898 105 15360.280273 106 16015.316406 107 16389.115234 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,ITBI,XGBoost,1.4645228385925293,"87 6568.312012 88 7511.060059 89 8372.900391 90 8046.332520 91 8610.117188 92 7771.519043 93 18127.552734 94 6798.330078 95 7145.767090 96 6388.701660 97 6568.312012 98 7689.758301 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do ICMS,SARIMAX,1.0244784355163574,"96 290759.43750 97 300525.15625 98 300525.15625 99 301367.56250 100 300525.15625 101 303627.62500 102 291325.06250 103 269839.53125 104 301367.56250 105 290740.09375 106 289533.50000 107 289741.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do IPVA,XGBoost,1.1957104206085205,"94 63011.636719 95 59416.171875 96 63011.636719 97 67729.601562 98 63011.636719 99 49901.355469 100 57511.054688 101 67685.031250 102 49319.183594 103 49358.855469 104 88136.851562 105 67685.031250 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,IPTU,HWES,1.2323637008666992,"94 12903.709961 95 25675.458984 96 121787.007812 97 101880.585938 98 51215.750000 99 25675.458984 100 25850.146484 101 24556.244141 102 17097.097656 103 17201.531250 104 14249.730469 105 24556.244141 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,ISS,XGBoost,0.9666299819946289,"96 85317.859375 97 85317.859375 98 84835.093750 99 84835.093750 100 86271.625000 101 86271.625000 102 84835.093750 103 86217.890625 104 86271.625000 105 86271.625000 106 84948.414062 107 86390.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,ITBI,XGBoost,0.768157958984375,"96 53499.375000 97 25237.140625 98 23893.580078 99 31775.291016 100 21528.208984 101 24523.667969 102 25414.125000 103 24256.945312 104 25332.533203 105 25351.236328 106 24838.708984 107 25060.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do ICMS,XGBoost,0.9541265964508057,"96 453533.90625 97 552497.75000 98 551337.18750 99 540369.75000 100 552405.56250 101 540901.37500 102 540901.37500 103 552497.75000 104 541250.75000 105 545962.00000 106 470020.81250 107 554364.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do IPVA,XGBoost,1.1088354587554932,"96 117606.640625 97 47880.886719 98 48071.984375 99 147893.000000 100 147893.000000 101 47880.886719 102 29820.105469 103 21277.550781 104 16685.529297 105 13569.910156 106 13569.910156 107 117606.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,IPTU,SARIMAX,0.9499707221984863,"87 1132.663696 88 1294.421143 89 1279.504517 90 2114.087646 91 2114.087646 92 2087.958740 93 33328.355469 94 2956.378174 95 2289.309326 96 2274.842285 97 2274.842285 98 2274.842285 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,ISS,MLP,0.8602752685546875,"96 39909.442506 97 40123.889320 98 40604.488512 99 41022.366287 100 41915.860661 101 43224.207479 102 42708.786440 103 43759.425700 104 44138.569223 105 45499.214335 106 46711.613506 107 46876.901740 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,ITBI,XGBoost,0.9646012783050537,"96 3649.187744 97 5164.712402 98 6869.858887 99 5270.957031 100 9479.809570 101 13548.099609 102 4015.317139 103 7366.604980 104 3120.451416 105 27737.441406 106 4015.317139 107 16735.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do ICMS,SARIMAX,0.9955620765686035,"96 738284.2500 97 953798.3125 98 982386.3125 99 953798.3125 100 984583.1250 101 953798.3125 102 953798.3125 103 953798.3125 104 899451.3125 105 823525.1875 106 813725.8125 107 887288.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do IPVA,SARIMAX,1.023514747619629,"95 245079.656250 96 44767.691406 97 46682.839844 98 245079.656250 99 217658.656250 100 39150.417969 101 44767.691406 102 35182.867188 103 35182.867188 104 45836.394531 105 35299.195312 106 247994.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,IPTU,SARIMAX,1.3351693153381348,"96 4573.377930 97 14803.822266 98 25359.363281 99 3363.897217 100 9967.952148 101 2722.957764 102 2290.997559 103 2292.317139 104 2932.629395 105 3129.392334 106 5916.095215 107 3129.392334 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,ISS,MLP,1.7736616134643555,"96 88551.613276 97 101488.997399 98 115994.659539 99 131091.269683 100 147937.882747 101 170923.788899 102 197585.825241 103 228315.025317 104 257008.381630 105 288753.759370 106 333817.048317 107 382320.904798 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,ITBI,SES,1.1364738941192627,"93 8070.297363 94 5537.860352 95 27615.021484 96 6307.658691 97 8505.718750 98 27615.021484 99 141806.671875 100 29642.248047 101 15916.810547 102 15370.839844 103 19192.218750 104 19851.291016 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do ICMS,XGBoost,0.861264705657959,"96 9.932328e+05 97 1.163706e+06 98 1.165875e+06 99 1.106036e+06 100 1.178721e+06 101 1.104954e+06 102 1.104954e+06 103 1.162019e+06 104 1.107071e+06 105 1.095142e+06 106 9.888183e+05 107 1.160836e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do IPVA,MLP,0.8219170570373535,"96 192215.657956 97 83454.885860 98 108819.647106 99 144780.504574 100 130179.675531 101 103073.829652 102 114055.125727 103 118925.997740 104 131431.241262 105 144634.857633 106 161092.787774 107 392451.172856 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,IPTU,HWES,1.2021715641021729,"96 88840184.00 97 6300305.00 98 6300305.00 99 6300305.00 100 6300305.00 101 6300305.00 102 6300305.00 103 3204581.75 104 3004776.75 105 3004776.75 106 5349794.50 107 6464623.50 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,ISS,MLP,1.2582991123199463,"96 2.262448e+07 97 2.303356e+07 98 2.340357e+07 99 2.370079e+07 100 2.404276e+07 101 2.434574e+07 102 2.468211e+07 103 2.499146e+07 104 2.530026e+07 105 2.558186e+07 106 2.595468e+07 107 2.625452e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,ITBI,SARIMAX,0.9071311950683594,"96 5219141.0 97 4268730.0 98 5080884.0 99 5077348.0 100 5073897.5 101 5243231.5 102 5069712.5 103 5250559.0 104 5258150.5 105 5253965.5 106 5253562.0 107 5226936.0 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do ICMS,XGBoost,1.7609562873840332,"96 35357708.0 97 42233344.0 98 42366368.0 99 42272120.0 100 40395388.0 101 42289048.0 102 42255216.0 103 39768580.0 104 40026436.0 105 39877252.0 106 40150100.0 107 40058480.0 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.1057662963867188,"96 37258628.0 97 15583321.0 98 15480025.0 99 33483652.0 100 15480025.0 101 14587013.0 102 11764720.0 103 11561313.0 104 10859114.0 105 9850767.0 106 9850767.0 107 37266132.0 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,IPTU,AR,0.9231555461883545,"95 1207431.500 96 8883530.000 97 1207221.500 98 1189514.875 99 1117113.625 100 1138540.500 101 1129440.125 102 1129440.125 103 1129440.125 104 1129440.125 105 1144249.125 106 1076795.125 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,ISS,XGBoost,0.8079934120178223,"96 3908948.75 97 3908948.75 98 3919201.75 99 3914032.00 100 3914032.00 101 3908948.75 102 3908948.75 103 3908948.75 104 3908948.75 105 3908948.75 106 3782318.75 107 3908948.75 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,ITBI,MLP,0.8887832164764404,"96 6.689197e+05 97 7.215157e+05 98 7.398658e+05 99 7.749515e+05 100 7.890643e+05 101 8.443086e+05 102 7.943884e+05 103 8.166977e+05 104 8.780548e+05 105 9.141112e+05 106 9.719519e+05 107 1.019206e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do ICMS,SES,1.943147897720337,"96 3778199.25 97 4028620.75 98 4055046.75 99 3645800.75 100 4253977.50 101 3645800.75 102 3645800.75 103 3892313.75 104 3820768.00 105 3820768.00 106 3818411.00 107 4058127.25 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do IPVA,XGBoost,1.321143388748169,"96 2.269881e+06 97 1.187026e+06 98 1.657066e+06 99 3.269178e+06 100 2.269881e+06 101 1.162279e+06 102 9.479421e+05 103 8.227994e+05 104 6.051866e+05 105 5.598399e+05 106 5.310519e+05 107 3.084646e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,IPTU,MLP,1.2186205387115479,"96 8.075605e+05 97 5.001411e+05 98 5.205781e+05 99 5.181903e+05 100 6.169921e+05 101 6.987261e+05 102 7.928375e+05 103 9.671329e+05 104 1.076889e+06 105 1.222036e+06 106 1.409899e+06 107 2.394487e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,ISS,MLP,0.9332809448242188,"96 644822.643553 97 653738.813338 98 672149.901034 99 692492.803523 100 709422.571355 101 725851.660475 102 742231.302242 103 761555.062342 104 777102.710303 105 790988.607516 106 810184.334933 107 831864.482080 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,ITBI,SARIMAX,1.0579042434692383,"96 149743.546875 97 221304.468750 98 149719.000000 99 150156.140625 100 118938.570312 101 142453.375000 102 90501.695312 103 113999.265625 104 113999.265625 105 113999.265625 106 113999.265625 107 91075.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do ICMS,SES,2.1230716705322266,"96 2499797.50 97 2496594.50 98 2871669.75 99 2496594.50 100 2925238.25 101 2496594.50 102 2496594.50 103 2496594.50 104 2518847.25 105 2522503.00 106 2522503.00 107 2871669.75 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do IPVA,MLP,1.5454459190368652,"96 9.858046e+05 97 5.130880e+05 98 5.587098e+05 99 8.763159e+05 100 8.328269e+05 101 6.623249e+05 102 5.817431e+05 103 5.903910e+05 104 5.877045e+05 105 6.522515e+05 106 6.877320e+05 107 1.817032e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,IPTU,SARIMAX,0.827054500579834,"75 453541.09375 76 627459.75000 77 627924.43750 78 309148.81250 79 300235.62500 80 748970.93750 81 299710.03125 82 299710.03125 83 299710.03125 84 299710.03125 85 299710.03125 86 300235.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,ISS,MLP,1.2831170558929443,"96 53558.849388 97 52689.319774 98 54281.345937 99 54607.965845 100 56343.472923 101 59570.940510 102 61252.694492 103 63149.641216 104 63655.869917 105 66517.668502 106 67646.778893 107 69518.521327 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,ITBI,HWES,1.1336328983306885,"96 31680.363281 97 32709.851562 98 37888.039062 99 34028.867188 100 37822.933594 101 61296.808594 102 74787.796875 103 61156.871094 104 48693.542969 105 34306.347656 106 62602.273438 107 40121.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do ICMS,XGBoost,1.8555266857147217,"96 777761.0000 97 925099.1250 98 988523.5625 99 925099.1250 100 983073.8750 101 900204.2500 102 900204.2500 103 925099.1250 104 912843.1875 105 897425.0000 106 897425.0000 107 988523.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do IPVA,AR,1.2223494052886963,"96 457717.875000 97 146264.890625 98 183215.203125 99 457717.875000 100 372601.593750 101 139943.546875 102 123243.898438 103 115489.843750 104 105034.007812 105 105034.007812 106 105034.007812 107 457717.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,IPTU,XGBoost,0.9215750694274902,"85 8177.018066 86 26364.500000 87 231129.531250 88 22099.197266 89 22099.197266 90 37939.210938 91 26364.500000 92 6725.788574 93 7692.080078 94 8166.909180 95 8166.909180 96 8424.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,ISS,SARIMAX,1.173079490661621,"92 23572.810547 93 26379.199219 94 25389.970703 95 25389.970703 96 25494.250000 97 24174.642578 98 25389.970703 99 25494.250000 100 25389.970703 101 25494.250000 102 32106.958984 103 32106.958984 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,ITBI,SARIMAX,1.1848392486572266,"89 14907.426758 90 7056.117676 91 50042.140625 92 26071.408203 93 6266.262207 94 6266.262207 95 33068.519531 96 49807.140625 97 5928.482422 98 33012.429688 99 7413.256836 100 19613.033203 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do ICMS,SARIMAX,0.809159517288208,"92 370799.84375 93 514999.00000 94 466030.03125 95 545541.37500 96 482113.06250 97 410602.81250 98 410255.15625 99 514999.00000 100 410602.81250 101 383092.40625 102 383318.25000 103 466030.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do IPVA,AR,1.5398011207580566,"92 151917.843750 93 96204.617188 94 94280.000000 95 151917.843750 96 94280.000000 97 95959.421875 98 95959.421875 99 95959.421875 100 95959.421875 101 95959.421875 102 95959.421875 103 151917.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,IPTU,SARIMAX,0.9814639091491699,"87 -1310.762085 88 4748.697754 89 43981.101562 90 196516.953125 91 165099.484375 92 42937.894531 93 60188.796875 94 28668.169922 95 28768.902344 96 22497.140625 97 22596.314453 98 22497.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,ISS,XGBoost,0.7683210372924805,"96 52726.957031 97 53750.246094 98 51561.859375 99 53623.875000 100 53750.246094 101 52927.820312 102 53750.246094 103 53703.781250 104 52922.308594 105 53750.246094 106 52994.347656 107 53750.246094 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,ITBI,MLP,2.6146252155303955,"96 70279.024664 97 72625.456748 98 97537.892996 99 85057.348844 100 92402.484273 101 112068.198534 102 131870.566952 103 117491.341684 104 139918.922892 105 141411.936895 106 152948.350373 107 178501.721841 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do ICMS,SES,1.820568323135376,"96 685167.3750 97 829098.3125 98 828321.6250 99 707699.0625 100 831118.1250 101 706972.1875 102 706972.1875 103 828371.3750 104 705528.3125 105 698147.4375 106 695338.5000 107 827594.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do IPVA,XGBoost,1.3381226062774658,"96 176353.890625 97 56358.535156 98 130445.593750 99 176353.890625 100 180918.625000 101 58319.000000 102 45594.281250 103 45364.800781 104 34074.175781 105 37328.601562 106 32736.746094 107 186063.484375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,IPTU,XGBoost,0.9165363311767578,"96 5638.680176 97 7189.705078 98 10249.843750 99 10533.333008 100 132112.281250 101 132112.281250 102 132345.703125 103 63569.031250 104 132389.953125 105 132181.062500 106 132181.062500 107 132213.984375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,ISS,MLP,0.8826737403869629,"96 23056.950209 97 23606.765838 98 22983.131606 99 23289.369983 100 25129.578002 101 24218.801406 102 25024.544963 103 26038.867146 104 25972.036319 105 25984.260701 106 29277.419810 107 25875.359575 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,ITBI,HWES,1.1818628311157227,"96 29979.558594 97 29785.123047 98 24781.048828 99 20025.486328 100 24828.761719 101 27811.642578 102 27701.507812 103 25712.175781 104 25892.167969 105 25712.175781 106 25917.148438 107 19367.914062 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do ICMS,SARIMAX,0.7757391929626465,"96 431978.00000 97 431978.00000 98 424693.84375 99 422606.56250 100 431978.00000 101 424693.84375 102 419917.62500 103 498678.50000 104 430544.15625 105 429890.71875 106 500948.25000 107 423812.93750 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do IPVA,MLP,1.6023626327514648,"96 9.289597e+04 97 1.248932e+05 98 1.678979e+05 99 2.238880e+05 100 3.019683e+05 101 4.035944e+05 102 5.526593e+05 103 7.378234e+05 104 9.603954e+05 105 1.282399e+06 106 1.764054e+06 107 2.337898e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,IPTU,HWES,2.603342294692993,"96 56625.519531 97 56822.816406 98 11070.120117 99 10530.229492 100 11004.590820 101 13748.107422 102 4252.045898 103 3220.984619 104 3774.396484 105 6875.711426 106 3872.655273 107 3811.284180 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,ISS,SARIMAX,1.233468770980835,"96 87589.960938 97 89706.617188 98 117043.992188 99 88568.703125 100 121282.273438 101 83020.328125 102 119742.921875 103 90111.554688 104 90111.554688 105 117043.992188 106 119742.921875 107 121282.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,ITBI,SES,2.176476240158081,"82 2610.159668 83 6050.012695 84 2598.294678 85 2347.056152 86 2166.529297 87 2184.957764 88 2443.733398 89 5858.614746 90 2206.404297 91 2206.404297 92 4887.922363 93 2220.786865 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do ICMS,SES,1.0863258838653564,"96 322658.56250 97 325882.43750 98 383347.25000 99 320683.03125 100 383457.68750 101 320683.03125 102 320683.03125 103 325882.43750 104 324531.50000 105 322925.43750 106 322844.34375 107 383347.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do IPVA,XGBoost,0.9123373031616211,"96 130041.281250 97 50727.855469 98 91567.437500 99 160297.609375 100 160140.843750 101 50319.832031 102 39909.214844 103 37813.460938 104 17460.728516 105 17460.728516 106 15428.157227 107 130041.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,IPTU,SARIMAX,1.0369439125061035,"87 14951.556641 88 14081.516602 89 14140.337891 90 19618.324219 91 25156.740234 92 73868.101562 93 211467.078125 94 25156.740234 95 57090.144531 96 26831.222656 97 25058.945312 98 27011.580078 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,ISS,XGBoost,1.4833869934082031,"96 31635.214844 97 31121.244141 98 31207.349609 99 31289.191406 100 31635.214844 101 31635.214844 102 32468.015625 103 31214.185547 104 32498.279297 105 32828.671875 106 32498.279297 107 32498.279297 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,ITBI,SARIMAX,1.1815335750579834,"93 24295.046875 94 6392.755371 95 7061.014160 96 7994.349121 97 17680.181641 98 25336.515625 99 16948.093750 100 12252.782227 101 10996.425781 102 4424.310059 103 3685.189209 104 15422.220703 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do ICMS,SES,0.9552850723266602,"96 431840.71875 97 455130.50000 98 459210.03125 99 455130.50000 100 455553.34375 101 455130.50000 102 455130.50000 103 455130.50000 104 432264.90625 105 438600.59375 106 438600.59375 107 418129.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do IPVA,MLP,0.9239606857299805,"95 2.760652e+05 96 3.185705e+05 97 3.055563e+05 98 4.020739e+05 99 5.684213e+05 100 6.469069e+05 101 7.657249e+05 102 9.669345e+05 103 1.237763e+06 104 1.578162e+06 105 2.018511e+06 106 2.868827e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,IPTU,HWES,1.2499756813049316,"94 302079.031250 95 183715.375000 96 770910.187500 97 219206.078125 98 205661.265625 99 210455.906250 100 209664.281250 101 262369.875000 102 247001.968750 103 262369.875000 104 247001.968750 105 175397.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,ISS,MLP,2.467083215713501,"96 253325.583731 97 271630.275018 98 276183.723696 99 302117.797102 100 329740.811127 101 350685.960264 102 386345.543134 103 424483.756823 104 466524.745286 105 515337.674952 106 565411.679253 107 567366.878186 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,ITBI,SARIMAX,1.930004596710205,"96 82606.109375 97 90451.226562 98 71846.484375 99 82606.109375 100 81123.968750 101 81123.968750 102 82606.109375 103 81123.968750 104 81123.968750 105 81123.968750 106 79564.453125 107 81123.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do ICMS,XGBoost,0.9925026893615723,"96 373376.34375 97 549293.75000 98 583993.12500 99 432444.90625 100 583993.12500 101 587240.87500 102 431397.03125 103 432909.62500 104 397529.00000 105 422351.15625 106 473788.84375 107 706866.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do IPVA,XGBoost,1.2821252346038818,"96 667536.875000 97 660438.812500 98 402611.875000 99 660438.812500 100 399567.937500 101 400392.968750 102 402131.250000 103 342725.843750 104 667536.875000 105 192599.812500 106 192270.859375 107 708870.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,IPTU,SARIMAX,0.8871278762817383,"93 26696.800781 94 24474.675781 95 24422.230469 96 23319.285156 97 180778.500000 98 248726.656250 99 180778.500000 100 244168.203125 101 251265.093750 102 383034.468750 103 251265.093750 104 250473.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,ISS,XGBoost,1.0082099437713623,"96 25430.806641 97 25316.242188 98 20558.859375 99 29676.111328 100 21234.427734 101 21234.427734 102 30432.597656 103 16928.080078 104 30636.646484 105 25396.431641 106 21151.902344 107 31695.048828 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,ITBI,SARIMAX,0.7982063293457031,"96 26164.482422 97 26562.240234 98 26562.240234 99 25757.992188 100 26107.794922 101 25887.285156 102 26270.988281 103 26461.164062 104 26026.855469 105 26673.734375 106 26461.164062 107 23893.865234 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do ICMS,SARIMAX,0.8787045478820801,"96 421435.46875 97 501815.03125 98 503675.62500 99 498614.15625 100 507760.75000 101 505845.37500 102 505845.37500 103 501815.03125 104 507703.81250 105 455738.71875 106 448570.40625 107 494952.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do IPVA,XGBoost,2.0826499462127686,"96 327898.125000 97 96825.171875 98 127536.484375 99 327898.125000 100 125492.632812 101 72380.593750 102 72221.109375 103 72221.109375 104 72635.789062 105 69333.156250 106 69333.156250 107 327898.125000 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,IPTU,SARIMAX,0.9570341110229492,"93 52298.773438 94 49586.410156 95 71990.187500 96 11024.544922 97 51197.273438 98 75972.179688 99 104593.953125 100 173131.078125 101 71185.765625 102 111875.031250 103 45006.808594 104 52914.199219 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,ISS,MLP,0.8677146434783936,"96 163147.176643 97 164230.713351 98 176468.825627 99 182725.637477 100 193977.719609 101 199955.140533 102 211812.349754 103 220491.934942 104 221436.766366 105 238071.046618 106 235621.478954 107 250832.305317 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,ITBI,SES,1.1132147312164307,"96 41448.265625 97 41448.265625 98 25366.023438 99 41448.265625 100 43160.753906 101 39553.417969 102 85738.242188 103 78524.117188 104 40573.105469 105 24697.353516 106 72331.875000 107 84067.328125 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do ICMS,XGBoost,2.701267719268799,"96 1137216.250 97 1061389.625 98 1134379.000 99 1071408.500 100 1123380.125 101 1119128.750 102 1119128.750 103 1061389.625 104 1119128.750 105 1062902.000 106 1085766.750 107 1134379.000 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.5640263557434082,"96 288919.937500 97 137069.562500 98 260922.421875 99 286733.625000 100 288919.937500 101 124150.679688 102 90950.523438 103 75724.937500 104 73619.148438 105 69494.296875 106 69196.242188 107 288919.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,IPTU,SARIMAX,0.883420467376709,"96 1.100467e+06 97 2.308080e+06 98 1.475128e+06 99 6.985424e+05 100 6.985424e+05 101 6.985424e+05 102 6.985424e+05 103 6.985424e+05 104 6.985424e+05 105 7.085442e+05 106 7.084212e+05 107 1.470702e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,ISS,MLP,1.247699499130249,"96 1.268484e+06 97 1.295027e+06 98 1.324811e+06 99 1.349194e+06 100 1.371427e+06 101 1.396576e+06 102 1.425639e+06 103 1.457753e+06 104 1.490019e+06 105 1.515374e+06 106 1.549491e+06 107 1.575896e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,ITBI,XGBoost,0.8636221885681152,"96 6.390412e+05 97 7.322436e+05 98 7.620627e+05 99 5.295599e+05 100 5.427954e+05 101 1.041623e+06 102 8.712337e+05 103 6.619334e+05 104 1.484944e+06 105 7.211598e+05 106 5.381834e+05 107 4.787243e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do ICMS,SARIMAX,0.8711333274841309,"96 5522723.0 97 6423241.0 98 6471785.5 99 6390095.0 100 6625097.0 101 6390095.0 102 6390095.0 103 6423241.0 104 5276217.0 105 5618333.0 106 5660857.0 107 6471785.5 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do IPVA,XGBoost,1.1140565872192383,"96 2.360013e+06 97 1.623078e+06 98 1.870470e+06 99 2.360302e+06 100 2.356182e+06 101 1.623078e+06 102 9.588669e+05 103 8.108324e+05 104 5.972656e+05 105 5.650006e+05 106 4.774532e+05 107 2.360013e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,IPTU,SARIMAX,3.3870933055877686,"91 3210.150635 92 3208.920166 93 4167.408691 94 2965.243652 95 3881.275879 96 1569.312866 97 1097.790039 98 1404.345703 99 1202.414185 100 1475.576782 101 1325.237549 102 843.325745 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,ISS,XGBoost,1.7603931427001953,"96 124186.726562 97 101184.273438 98 123584.500000 99 123419.179688 100 120905.382812 101 123873.140625 102 123477.578125 103 120470.171875 104 124966.187500 105 123584.500000 106 125428.835938 107 119085.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,ITBI,XGBoost,0.9670658111572266,"94 8286.055664 95 12371.641602 96 12687.112305 97 12371.641602 98 12737.708984 99 12371.641602 100 31305.732422 101 58392.933594 102 36753.972656 103 58698.574219 104 49703.132812 105 27299.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do ICMS,SARIMAX,0.9446830749511719,"96 625898.5000 97 715907.1875 98 705635.8125 99 715907.1875 100 708438.6250 101 709575.6875 102 715907.1875 103 715907.1875 104 709142.1875 105 702405.3125 106 703926.1875 107 727858.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do IPVA,SARIMAX,1.0484678745269775,"96 43092.125000 97 22676.998047 98 43149.417969 99 43048.183594 100 43048.183594 101 18934.019531 102 16487.503906 103 16464.941406 104 12248.446289 105 9960.308594 106 9960.308594 107 43048.183594 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,IPTU,SARIMAX,1.0717198848724365,"83 88882.476562 84 88913.093750 85 99236.859375 86 49834.570312 87 53761.046875 88 44806.410156 89 17646.171875 90 18324.875000 91 17646.171875 92 13113.445312 93 25487.111328 94 25475.792969 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,ISS,MLP,0.9096026420593262,"96 55326.247532 97 57316.249606 98 59963.893477 99 62859.696886 100 66127.734615 101 69941.858436 102 75031.844821 103 78739.686739 104 83891.087811 105 83854.858588 106 88051.262697 107 92400.230070 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,ITBI,SARIMAX,2.8305139541625977,"96 46180.769531 97 11432.217773 98 12162.299805 99 17794.031250 100 19946.658203 101 18255.505859 102 21243.441406 103 25132.164062 104 21243.441406 105 20817.960938 106 26391.699219 107 37300.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do ICMS,SES,1.0929086208343506,"96 629103.3125 97 660719.9375 98 665064.8125 99 674303.8750 100 673080.5625 101 656980.4375 102 657143.0625 103 574652.3125 104 656980.4375 105 642968.8750 106 617163.6875 107 655919.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do IPVA,XGBoost,1.11622953414917,"96 239508.875000 97 157477.031250 98 157461.484375 99 239508.875000 100 157461.484375 101 157477.031250 102 157480.656250 103 239508.875000 104 157480.656250 105 71097.156250 106 71063.156250 107 239508.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,IPTU,SARIMAX,1.0895648002624512,"95 1.735155e+06 96 9.427384e+05 97 1.698890e+06 98 7.639923e+05 99 8.839914e+05 100 1.215602e+06 101 1.165748e+06 102 9.447344e+05 103 1.698890e+06 104 9.447344e+05 105 1.332245e+06 106 8.839914e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,ISS,MLP,0.9958288669586182,"96 5.936653e+06 97 6.799687e+06 98 8.304398e+06 99 1.021333e+07 100 1.271613e+07 101 1.600211e+07 102 1.971339e+07 103 2.444700e+07 104 2.952521e+07 105 3.807277e+07 106 4.606494e+07 107 5.774542e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,ITBI,MLP,0.9820473194122314,"95 591210.117720 96 637573.559837 97 667668.304503 98 714507.114796 99 715869.587083 100 698446.009911 101 755795.386290 102 806722.576510 103 852435.216449 104 848449.951740 105 891592.659890 106 951207.647594 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do ICMS,XGBoost,0.9861049652099609,"96 12667765.0 97 13896933.0 98 13927174.0 99 13519116.0 100 13510317.0 101 13519116.0 102 13519116.0 103 13860004.0 104 13498218.0 105 13515732.0 106 12734922.0 107 13901344.0 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do IPVA,XGBoost,1.00553560256958,"96 2.354030e+06 97 1.882883e+06 98 2.255206e+06 99 2.905312e+06 100 2.300831e+06 101 9.350802e+05 102 8.821604e+05 103 7.644416e+05 104 3.555127e+05 105 3.555127e+05 106 3.555127e+05 107 2.813094e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,IPTU,SARIMAX,1.0010180473327637,"88 11614.470703 89 10610.321289 90 10350.494141 91 24401.488281 92 96623.882812 93 74103.007812 94 10687.206055 95 13283.266602 96 24401.488281 97 24363.974609 98 12015.765625 99 11990.909180 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,ISS,XGBoost,1.0567848682403564,"96 14727.070312 97 14674.620117 98 15798.821289 99 12043.625977 100 22909.066406 101 12789.398438 102 18982.150391 103 19839.445312 104 19839.445312 105 22285.263672 106 18530.076172 107 18530.076172 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,ITBI,XGBoost,1.1026403903961182,"95 33597.718750 96 188745.781250 97 32314.205078 98 32314.205078 99 37705.914062 100 43987.078125 101 37705.914062 102 73673.375000 103 59966.261719 104 73891.140625 105 27855.781250 106 57790.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do ICMS,XGBoost,1.0455238819122314,"96 667064.8750 97 672312.8750 98 961369.8125 99 673641.8750 100 975351.7500 101 654653.6250 102 674952.0625 103 684502.3125 104 685729.3750 105 681450.6250 106 615576.0000 107 881820.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do IPVA,SARIMAX,1.0140557289123535,"96 145298.390625 97 146545.453125 98 146545.453125 99 146545.453125 100 146545.453125 101 146271.421875 102 146176.921875 103 145118.468750 104 145286.375000 105 145286.375000 106 145286.375000 107 145298.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,IPTU,XGBoost,1.9954023361206055,"86 24042.068359 87 22073.355469 88 22627.451172 89 24042.068359 90 24042.068359 91 24408.263672 92 99003.703125 93 99003.703125 94 88943.953125 95 49796.683594 96 22088.835938 97 24060.746094 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,ISS,MLP,1.352916955947876,"96 62291.224261 97 65363.767337 98 68173.333353 99 70326.301587 100 72033.934806 101 74106.716414 102 76493.517794 103 77727.818040 104 79260.021368 105 81543.803624 106 84266.634367 107 87163.653052 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,ITBI,XGBoost,1.2786998748779297,"96 23249.552734 97 25342.498047 98 24034.935547 99 23285.267578 100 22214.386719 101 19434.058594 102 22156.843750 103 20205.980469 104 21894.189453 105 22156.843750 106 20383.773438 107 22199.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do ICMS,MLP,1.1215147972106934,"96 722453.488132 97 730644.971007 98 735045.253759 99 748482.388394 100 745548.564747 101 762646.889587 102 776791.595779 103 789804.298456 104 808715.694611 105 829864.338789 106 854373.745328 107 867480.421205 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do IPVA,AR,1.024385690689087,"96 232547.593750 97 84304.890625 98 162727.421875 99 237050.593750 100 219496.328125 101 123944.992188 102 84304.890625 103 50156.902344 104 55641.210938 105 30990.337891 106 30990.337891 107 232547.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,IPTU,AR,1.0953342914581299,"96 3.507822e+05 97 1.184194e+06 98 2.639628e+06 99 2.344938e+05 100 5.380803e+05 101 2.344938e+05 102 3.179764e+05 103 7.203546e+05 104 3.506686e+05 105 3.515137e+05 106 3.463142e+05 107 3.750326e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,ISS,SARIMAX,0.7973716259002686,"96 1749429.250 97 1752353.125 98 1752274.250 99 1750307.875 100 1752378.000 101 1753615.375 102 1750307.875 103 1750307.875 104 1752274.250 105 1752274.250 106 1752378.000 107 1759384.250 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,ITBI,XGBoost,1.0626850128173828,"96 145340.187500 97 272213.062500 98 439585.562500 99 139565.796875 100 440043.218750 101 272782.375000 102 216751.921875 103 216350.312500 104 272324.687500 105 200855.671875 106 108408.898438 107 203718.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do ICMS,XGBoost,0.9318363666534424,"96 3872822.5 97 5440336.0 98 5488650.0 99 5384686.5 100 5683244.5 101 5303344.5 102 5303344.5 103 5440336.0 104 5303344.5 105 5314747.0 106 5296670.0 107 5500052.5 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do IPVA,MLP,1.207066535949707,"96 1.237657e+06 97 5.664668e+05 98 6.310599e+05 99 8.920186e+05 100 7.772264e+05 101 6.545132e+05 102 5.695128e+05 103 5.774371e+05 104 5.483898e+05 105 5.600882e+05 106 5.933080e+05 107 1.663145e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,IPTU,AR,2.654749870300293,"94 7.597775e+04 95 7.597775e+04 96 2.883756e+05 97 2.948572e+05 98 1.050746e+06 99 2.463997e+05 100 2.136282e+05 101 2.136282e+05 102 2.364573e+05 103 2.506183e+05 104 2.364573e+05 105 2.364573e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,ISS,MLP,3.602759599685669,"96 9.186232e+05 97 9.554547e+05 98 9.862454e+05 99 1.016474e+06 100 1.051020e+06 101 1.084546e+06 102 1.114567e+06 103 1.145089e+06 104 1.169189e+06 105 1.196567e+06 106 1.228836e+06 107 1.260699e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,ITBI,MLP,2.4676995277404785,"96 5.617202e+05 97 6.315704e+05 98 7.010324e+05 99 7.737284e+05 100 8.595235e+05 101 9.454849e+05 102 1.056721e+06 103 1.152154e+06 104 1.272163e+06 105 1.425283e+06 106 1.446014e+06 107 1.635700e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do ICMS,SARIMAX,1.8949542045593262,"96 2785650.50 97 3313390.50 98 3280552.75 99 3302066.00 100 3235039.75 101 3302066.00 102 3343754.75 103 3289172.25 104 3063245.00 105 3056215.75 106 2822670.75 107 3260630.00 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do IPVA,SARIMAX,1.0038585662841797,"96 1.905448e+06 97 6.863836e+05 98 7.098856e+05 99 1.858587e+06 100 1.905448e+06 101 6.863836e+05 102 7.098856e+05 103 6.664927e+05 104 5.442390e+05 105 5.037532e+05 106 5.037532e+05 107 1.905448e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,IPTU,XGBoost,2.3795688152313232,"90 7.783980e+04 91 8.180399e+04 92 8.753317e+04 93 7.783980e+04 94 7.783980e+04 95 2.478842e+05 96 4.102932e+06 97 1.852313e+05 98 2.289898e+05 99 2.478842e+05 100 2.289898e+05 101 1.852313e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,ISS,MLP,0.9310216903686523,"96 9.108989e+05 97 8.946161e+05 98 9.965902e+05 99 9.963011e+05 100 1.028427e+06 101 1.072089e+06 102 1.102312e+06 103 1.141406e+06 104 1.196190e+06 105 1.219855e+06 106 1.252989e+06 107 1.257597e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,ITBI,XGBoost,1.1576008796691895,"95 172630.015625 96 171345.468750 97 171420.484375 98 171420.484375 99 171864.562500 100 170926.953125 101 171420.484375 102 170028.375000 103 171345.468750 104 171345.468750 105 133006.796875 106 116070.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do ICMS,SARIMAX,0.8781943321228027,"96 4069437.25 97 4581855.00 98 4608689.00 99 4581855.00 100 4623254.00 101 4581855.00 102 4581855.00 103 4581855.00 104 4587394.50 105 4605088.50 106 4513689.50 107 4605718.50 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do IPVA,SARIMAX,0.924626350402832,"96 1.418618e+06 97 4.947938e+05 98 5.370331e+05 99 1.244873e+06 100 5.347025e+05 101 4.369679e+05 102 3.463507e+05 103 3.438459e+05 104 2.784522e+05 105 2.784522e+05 106 2.727525e+05 107 1.418618e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,IPTU,HWES,1.598196029663086,"94 2669.069580 95 20547.240234 96 25193.664062 97 27065.451172 98 111305.984375 99 11627.449219 100 12044.903320 101 12044.903320 102 5353.279785 103 5743.913574 104 5353.279785 105 11627.449219 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,ISS,SARIMAX,0.8940720558166504,"96 32497.023438 97 31948.029297 98 32299.933594 99 31948.029297 100 32497.023438 101 31948.029297 102 31948.029297 103 32879.003906 104 31948.029297 105 31948.029297 106 32120.986328 107 31948.029297 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,ITBI,Prophet,1.549384593963623,"96 1728.152954 97 2249.940918 98 1610.692017 99 1842.228638 100 4319.429199 101 2233.214600 102 2514.312500 103 2104.892334 104 2396.508057 105 2521.092285 106 2517.501221 107 2623.772461 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do ICMS,SES,1.6340727806091309,"95 600891.0625 96 606599.0000 97 778960.1250 98 606215.5625 99 779224.0000 100 606215.5625 101 606215.5625 102 606215.5625 103 598831.8125 104 597907.3125 105 597907.3125 106 772521.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do IPVA,SARIMAX,1.1688692569732666,"94 297022.031250 95 192578.078125 96 190343.218750 97 190343.218750 98 192578.078125 99 136613.781250 100 143499.234375 101 136613.781250 102 131819.953125 103 131819.953125 104 131819.953125 105 297022.031250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,IPTU,SES,1.0888230800628662,"92 3.458552e+05 93 3.815482e+05 94 4.632567e+05 95 3.573463e+05 96 1.852766e+06 97 3.382656e+05 98 7.696235e+05 99 3.443762e+05 100 3.382656e+05 101 7.696235e+05 102 7.696235e+05 103 8.732029e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,ISS,MLP,1.1071302890777588,"96 2.536499e+06 97 2.768252e+06 98 2.983617e+06 99 3.231572e+06 100 3.494193e+06 101 3.816113e+06 102 4.187511e+06 103 4.527946e+06 104 4.892694e+06 105 3.515540e+06 106 5.065749e+06 107 5.740394e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,ITBI,XGBoost,2.868896722793579,"96 455818.156250 97 170983.781250 98 195828.843750 99 334973.593750 100 317951.750000 101 334973.593750 102 334973.593750 103 334973.593750 104 223924.531250 105 253028.593750 106 472910.000000 107 178355.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do ICMS,SES,1.3222687244415283,"96 3386156.00 97 3993534.00 98 4033754.00 99 4015669.75 100 4009084.50 101 3901563.00 102 3988794.25 103 3916080.50 104 3539205.75 105 3485861.25 106 3368998.50 107 4091819.00 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do IPVA,XGBoost,1.1125340461730957,"96 1.060378e+06 97 8.243021e+05 98 8.222582e+05 99 1.060378e+06 100 1.066364e+06 101 8.029452e+05 102 4.736541e+05 103 1.893570e+05 104 1.884684e+05 105 1.881338e+05 106 1.929225e+05 107 1.060378e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,IPTU,SARIMAX,0.9992508888244629,"96 7.475762e+05 97 1.761601e+06 98 6.499138e+05 99 6.455039e+05 100 5.852175e+05 101 6.499138e+05 102 6.597296e+05 103 5.537739e+05 104 6.297791e+05 105 6.433356e+05 106 6.327008e+05 107 5.640022e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,ISS,MLP,1.140296220779419,"96 1.043117e+06 97 1.049934e+06 98 1.082721e+06 99 1.102135e+06 100 1.140729e+06 101 1.154899e+06 102 1.169502e+06 103 1.201757e+06 104 1.209021e+06 105 1.243500e+06 106 1.264388e+06 107 1.277047e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,ITBI,SARIMAX,2.663520574569702,"96 627122.0625 97 627196.0000 98 627153.1875 99 627196.0000 100 627153.1875 101 627122.0625 102 627153.1875 103 627122.0625 104 627153.1875 105 627122.0625 106 627122.0625 107 627122.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do ICMS,SARIMAX,0.8436555862426758,"96 1892514.750 97 1988980.000 98 1980368.250 99 1971881.375 100 2016147.375 101 2060581.000 102 1971881.375 103 1988980.000 104 1890452.875 105 1867619.125 106 1867619.125 107 1947533.500 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do IPVA,XGBoost,0.9469120502471924,"96 1.102403e+06 97 7.215075e+05 98 9.736982e+05 99 2.027050e+06 100 1.102403e+06 101 6.989385e+05 102 4.716306e+05 103 4.586477e+05 104 2.472505e+05 105 1.549990e+05 106 1.354973e+05 107 1.857534e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,IPTU,SARIMAX,3.470763683319092,"91 7398.526367 92 12841.996094 93 32400.968750 94 45946.937500 95 328177.562500 96 333834.375000 97 61189.046875 98 61189.046875 99 61189.046875 100 23506.419922 101 27368.238281 102 44729.839844 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,ISS,MLP,1.032517433166504,"96 78899.208590 97 78745.944561 98 83429.732847 99 88359.079497 100 92426.530258 101 96894.234187 102 100737.177769 103 99223.296431 104 101937.881358 105 107722.934153 106 112746.538127 107 114180.838021 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,ITBI,HWES,1.508551836013794,"96 81761.132812 97 82690.726562 98 94504.851562 99 94504.851562 100 190690.015625 101 165905.375000 102 189041.593750 103 60049.019531 104 57266.398438 105 81761.132812 106 57266.398438 107 60049.019531 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do ICMS,SARIMAX,0.898932695388794,"96 1253663.375 97 1212768.875 98 1212768.875 99 1079188.250 100 1273058.750 101 1163146.875 102 1163146.875 103 1253663.375 104 1218839.000 105 1257196.000 106 1257196.000 107 1264843.750 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do IPVA,XGBoost,1.7555866241455078,"96 482920.093750 97 132692.046875 98 242432.906250 99 132692.046875 100 482920.093750 101 132692.046875 102 132692.046875 103 128487.593750 104 99536.843750 105 106620.359375 106 102255.718750 107 482920.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,IPTU,SARIMAX,1.1114964485168457,"94 66408.101562 95 215565.312500 96 919317.562500 97 255912.312500 98 255912.312500 99 255912.312500 100 160536.343750 101 66408.101562 102 66408.101562 103 65996.343750 104 162825.437500 105 172116.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,ISS,MLP,3.131192207336426,"96 334480.435860 97 344964.419950 98 365259.409362 99 385563.657982 100 412743.942731 101 433927.186593 102 454815.171569 103 475017.268862 104 502564.861434 105 526530.019612 106 523456.216553 107 549126.152807 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,ITBI,SARIMAX,1.7968745231628418,"96 91331.289062 97 97219.648438 98 97219.648438 99 107999.070312 100 85371.414062 101 84944.843750 102 99169.054688 103 89652.437500 104 89652.437500 105 89256.585938 106 82432.156250 107 93238.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do ICMS,SES,0.8580842018127441,"96 1603594.625 97 2151007.500 98 2181517.250 99 1895279.750 100 2188735.500 101 1895279.750 102 1895279.750 103 2151007.500 104 1871181.000 105 1798793.500 106 1798402.125 107 2181125.750 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do IPVA,XGBoost,1.0315947532653809,"96 1.196933e+06 97 5.978155e+05 98 8.664633e+05 99 1.196453e+06 100 1.196453e+06 101 5.844230e+05 102 4.981198e+05 103 4.866475e+05 104 3.763817e+05 105 3.763817e+05 106 3.818193e+05 107 1.196933e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,IPTU,SARIMAX,1.077455997467041,"94 17991.740234 95 121081.687500 96 39349.765625 97 5568.500000 98 3975.017090 99 4464.884277 100 4542.304199 101 3830.309326 102 18488.425781 103 5326.663574 104 4728.323730 105 4706.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,ISS,MLP,0.9086611270904541,"96 20791.644541 97 22399.647410 98 23814.980971 99 25078.019701 100 26058.377447 101 26787.127899 102 27542.561455 103 29141.730786 104 30924.914599 105 32771.729025 106 32946.127562 107 34163.279148 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,ITBI,SARIMAX,1.503312587738037,"93 4077.312988 94 6750.668457 95 9344.451172 96 5276.364746 97 6507.206055 98 15613.388672 99 3994.510986 100 5833.149414 101 6528.663574 102 6221.504395 103 5849.532227 104 15388.196289 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do ICMS,SES,1.0454950332641602,"96 536003.6875 97 565861.6875 98 589155.3750 99 565861.6875 100 590755.9375 101 582885.8125 102 565861.6875 103 565861.6875 104 584751.8125 105 595225.4375 106 559121.2500 107 576425.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do IPVA,XGBoost,1.2104215621948242,"95 152750.875000 96 51584.523438 97 62996.597656 98 62996.597656 99 59928.230469 100 54520.285156 101 43394.226562 102 43363.445312 103 43503.566406 104 43363.445312 105 43302.218750 106 119760.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,IPTU,SARIMAX,0.8735275268554688,"91 2.423528e+05 92 1.671368e+05 93 7.062500e+05 94 2.586020e+06 95 1.325619e+06 96 6.463261e+05 97 6.463261e+05 98 6.535159e+05 99 4.458703e+05 100 2.426480e+05 101 1.834368e+05 102 3.575149e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,ISS,MLP,1.80031156539917,"96 1.581080e+06 97 1.518308e+06 98 1.603530e+06 99 1.644685e+06 100 1.693233e+06 101 1.723830e+06 102 1.753982e+06 103 1.792785e+06 104 1.816054e+06 105 1.829018e+06 106 1.880352e+06 107 1.904964e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,ITBI,MLP,0.8510682582855225,"90 473281.566746 91 480770.656444 92 478188.151738 93 499407.269525 94 505406.449080 95 517031.374334 96 495367.813265 97 501906.087160 98 536817.151145 99 544220.110090 100 556063.084620 101 568301.958039 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do ICMS,SARIMAX,1.0703926086425781,"96 4153168.5 97 5263854.0 98 5176149.0 99 5708275.0 100 5142059.0 101 5651305.0 102 5652166.5 103 5258132.5 104 5148494.5 105 5148494.5 106 4269856.5 107 5182110.5 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do IPVA,SARIMAX,1.0588059425354004,"96 3.361505e+06 97 1.621014e+06 98 1.621014e+06 99 3.361505e+06 100 1.621014e+06 101 1.495736e+06 102 1.132034e+06 103 1.045345e+06 104 8.916099e+05 105 8.591035e+05 106 8.432364e+05 107 3.361505e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,IPTU,XGBoost,1.2243461608886719,"96 53694.292969 97 54180.015625 98 54180.015625 99 494389.375000 100 494268.250000 101 108739.632812 102 127150.054688 103 494389.375000 104 127150.054688 105 68927.156250 106 54180.015625 107 51263.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,ISS,MLP,0.8905575275421143,"96 82130.740412 97 84129.902409 98 85953.435829 99 86993.941608 100 86994.222879 101 88534.424921 102 89973.466437 103 91557.841576 104 92641.406122 105 94294.454019 106 96257.887857 107 97300.756829 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,ITBI,MLP,1.0922722816467285,"96 89562.483547 97 100249.397387 98 112912.723815 99 126017.545975 100 131639.748093 101 142243.442713 102 149397.266158 103 139075.120262 104 152688.890479 105 152910.009284 106 163500.143607 107 182680.925813 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do ICMS,SARIMAX,1.1027121543884277,"96 501742.09375 97 571698.56250 98 572533.43750 99 573226.75000 100 578342.87500 101 563533.93750 102 567982.81250 103 576175.93750 104 567982.81250 105 547414.93750 106 550481.68750 107 587359.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do IPVA,MLP,3.097921133041382,"96 3.739530e+05 97 2.041503e+05 98 2.725526e+05 99 3.594501e+05 100 3.302862e+05 101 3.203074e+05 102 3.507370e+05 103 3.989864e+05 104 4.737629e+05 105 5.580277e+05 106 6.575739e+05 107 1.312787e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,IPTU,XGBoost,2.1969151496887207,"93 20311.738281 94 20311.738281 95 69946.804688 96 66332.453125 97 44306.058594 98 24534.503906 99 4837.084473 100 30349.482422 101 5575.285156 102 4469.994141 103 5575.285156 104 4837.084473 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,ISS,XGBoost,0.947547435760498,"96 40708.308594 97 40766.417969 98 40766.417969 99 40854.875000 100 40708.308594 101 40668.652344 102 40668.652344 103 43163.031250 104 43158.742188 105 32334.460938 106 35150.992188 107 30826.185547 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,ITBI,MLP,1.3210334777832031,"96 51576.684183 97 56427.018516 98 58094.408558 99 62798.571563 100 68123.143100 101 75876.822510 102 82443.145619 103 88111.915490 104 95303.770520 105 103380.553743 106 114179.168450 107 124749.069591 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do ICMS,XGBoost,0.9338271617889404,"96 607239.9375 97 645282.7500 98 686728.1875 99 630340.7500 100 710634.0000 101 630340.7500 102 630340.7500 103 645282.7500 104 625110.6875 105 625741.3125 106 609032.5625 107 686728.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do IPVA,SARIMAX,0.9857385158538818,"96 334654.718750 97 125724.703125 98 275596.718750 99 334654.718750 100 275596.718750 101 118436.953125 102 91487.093750 103 102064.250000 104 60619.972656 105 60463.992188 106 60619.972656 107 335209.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,IPTU,SES,2.3555805683135986,"82 35980.375000 83 106219.476562 84 92097.812500 85 98238.406250 86 87795.937500 87 87802.210938 88 627367.562500 89 602620.000000 90 601872.562500 91 601505.625000 92 601047.750000 93 601047.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,ISS,MLP,0.9702270030975342,"87 62139.190032 88 64194.701667 89 67327.433212 90 69492.601130 91 72345.925687 92 75016.847866 93 76502.440352 94 79021.605440 95 81048.052398 96 84315.109677 97 87926.893783 98 91415.424111 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,ITBI,Prophet,0.9734444618225098,"87 39666.773438 88 15387.095703 89 10848.706055 90 6718.888672 91 10848.706055 92 10848.706055 93 5273.682617 94 6795.185547 95 6447.573242 96 10566.131836 97 4541.957031 98 9735.471680 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do ICMS,Prophet,0.9975478649139404,"87 600440.1250 88 642237.4375 89 643518.8125 90 675403.5000 91 677660.4375 92 792863.5000 93 807425.0625 94 807425.0625 95 806202.0000 96 797761.3750 97 599189.0000 98 542408.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do IPVA,XGBoost,0.9906833171844482,"86 125586.414062 87 126695.562500 88 33347.496094 89 72372.125000 90 72513.242188 91 70027.320312 92 51075.167969 93 65235.394531 94 52558.945312 95 32773.628906 96 137337.484375 97 151181.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,IPTU,SARIMAX,3.069666624069214,"89 3108.081543 90 3108.081543 91 3392.557129 92 3942.667480 93 46082.859375 94 270721.156250 95 3676.484619 96 3278.455078 97 3108.081543 98 3676.484619 99 42753.023438 100 27397.972656 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,ISS,MLP,1.5810198783874512,"96 22908.550876 97 24228.096577 98 26222.866359 99 27248.447573 100 28414.563954 101 31238.392305 102 35340.435673 103 36402.153801 104 39583.621585 105 43408.053776 106 48343.224072 107 54437.941290 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,ITBI,SES,0.886709451675415,"94 23654.517578 95 41984.203125 96 41883.675781 97 41427.777344 98 41643.468750 99 41808.285156 100 41177.980469 101 40270.386719 102 40270.386719 103 40270.386719 104 40270.386719 105 40299.300781 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do ICMS,XGBoost,0.9290421009063721,"96 394381.96875 97 452397.28125 98 459166.68750 99 452397.28125 100 460827.37500 101 423097.03125 102 452397.28125 103 452397.28125 104 377625.18750 105 391832.46875 106 391832.46875 107 405980.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do IPVA,AR,1.3087983131408691,"96 126232.781250 97 31716.898438 98 30698.445312 99 127669.835938 100 30698.445312 101 24194.667969 102 13858.777344 103 5645.627441 104 5317.403809 105 5317.403809 106 5570.942383 107 126049.882812 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,IPTU,XGBoost,1.0629291534423828,"96 9.362291e+04 97 1.011469e+05 98 1.011469e+05 99 5.495908e+05 100 2.820482e+06 101 4.386831e+05 102 4.386831e+05 103 4.386831e+05 104 4.386831e+05 105 4.386831e+05 106 4.386831e+05 107 4.386831e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,ISS,MLP,0.8607363700866699,"96 480633.905721 97 489295.165806 98 501158.341587 99 511852.326927 100 520190.538595 101 530023.965638 102 540302.451608 103 551003.711866 104 559203.004726 105 566895.495208 106 574062.263366 107 582075.644441 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,ITBI,HWES,2.826590061187744,"96 146431.828125 97 151656.406250 98 146431.828125 99 146431.828125 100 150350.218750 101 149831.562500 102 156173.562500 103 149831.562500 104 146431.828125 105 149673.578125 106 149831.562500 107 146431.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do ICMS,MLP,1.7323737144470215,"96 2.091113e+06 97 2.114395e+06 98 2.128967e+06 99 2.162200e+06 100 2.161859e+06 101 2.200241e+06 102 2.239418e+06 103 2.276335e+06 104 2.326023e+06 105 2.383173e+06 106 2.449419e+06 107 2.491469e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do IPVA,MLP,1.4220399856567383,"96 1.463415e+06 97 6.403327e+05 98 7.026589e+05 99 1.137457e+06 100 1.002576e+06 101 6.782315e+05 102 6.366028e+05 103 6.317917e+05 104 5.820269e+05 105 6.010092e+05 106 6.354534e+05 107 1.977184e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,IPTU,AR,1.5116305351257324,"96 1.007063e+06 97 8.624301e+05 98 1.436207e+07 99 9.301479e+05 100 1.265425e+06 101 1.349756e+06 102 1.349756e+06 103 1.425389e+06 104 1.425389e+06 105 1.269409e+06 106 1.349756e+06 107 1.376186e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,ISS,SARIMAX,0.9077606201171875,"96 2180678.25 97 2397874.50 98 2397874.50 99 2180678.25 100 2150032.00 101 2397874.50 102 2397874.50 103 2397874.50 104 2397874.50 105 2397874.50 106 2397874.50 107 2472597.25 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,ITBI,HWES,1.1636111736297607,"96 714943.0000 97 714242.7500 98 716096.1875 99 724440.8125 100 569754.7500 101 575572.0625 102 658619.8125 103 575572.0625 104 771182.2500 105 680881.3750 106 561576.3750 107 822541.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do ICMS,SARIMAX,2.038379669189453,"96 5759920.5 97 5644068.5 98 5927411.5 99 5759920.5 100 5866029.0 101 6592723.5 102 5653045.5 103 5641731.5 104 5670987.5 105 5525215.0 106 5525215.0 107 5812261.5 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do IPVA,XGBoost,1.4297153949737549,"96 5468517.000 97 2884220.750 98 2873723.000 99 5301757.000 100 5305740.500 101 2039743.375 102 2009737.125 103 1585827.625 104 1287728.375 105 1254684.250 106 1209854.750 107 5468517.000 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,IPTU,AR,1.1860992908477783,"96 306251.718750 97 112267.695312 98 92306.625000 99 80869.304688 100 92514.359375 101 79641.820312 102 80869.304688 103 79641.820312 104 79133.414062 105 79641.820312 106 79641.820312 107 92157.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,ISS,XGBoost,0.9865341186523438,"96 56293.425781 97 39971.078125 98 51512.593750 99 59207.734375 100 59207.734375 101 56293.425781 102 56293.425781 103 51512.593750 104 56293.425781 105 57243.402344 106 59207.734375 107 59207.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,ITBI,SES,1.1732652187347412,"96 16533.904297 97 15911.953125 98 25301.125000 99 17219.123047 100 11175.429688 101 12219.394531 102 16283.488281 103 15859.709961 104 15833.109375 105 17818.791016 106 12424.472656 107 17757.824219 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do ICMS,SES,1.0846927165985107,"96 552165.2500 97 675448.4375 98 676017.0000 99 664675.0625 100 705783.6250 101 664224.7500 102 664224.7500 103 675448.4375 104 641382.3750 105 641382.3750 106 641382.3750 107 665739.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do IPVA,SARIMAX,1.4139125347137451,"96 335570.250000 97 164898.953125 98 167381.796875 99 322251.593750 100 167381.796875 101 145708.078125 102 128813.312500 103 121651.921875 104 118716.539062 105 119583.367188 106 119583.367188 107 335570.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,IPTU,HWES,1.1196560859680176,"95 13317.911133 96 17738.585938 97 125906.148438 98 14333.533203 99 11901.861328 100 12862.149414 101 3718.333008 102 2329.346436 103 3838.131836 104 5784.603027 105 16905.058594 106 3866.364258 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,ISS,XGBoost,1.7605702877044678,"96 28764.812500 97 23966.699219 98 26313.017578 99 26276.185547 100 20890.669922 101 23120.251953 102 23142.714844 103 23142.714844 104 22543.835938 105 23142.714844 106 22543.835938 107 25898.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,ITBI,XGBoost,1.9041142463684082,"93 41604.609375 94 19577.642578 95 30780.005859 96 47174.234375 97 34891.992188 98 26952.902344 99 21775.812500 100 30876.898438 101 31908.589844 102 19383.460938 103 31876.787109 104 19383.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do ICMS,SARIMAX,1.7025749683380127,"96 493653.84375 97 567324.56250 98 576661.25000 99 563057.06250 100 577078.50000 101 539846.25000 102 563057.06250 103 563057.06250 104 535578.75000 105 530107.12500 106 505620.71875 107 574706.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do IPVA,AR,0.9768109321594238,"96 135330.906250 97 76468.031250 98 132261.796875 99 135330.906250 100 135330.906250 101 22953.806641 102 27727.935547 103 23514.142578 104 20737.015625 105 19717.097656 106 23514.142578 107 135330.906250 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,IPTU,SARIMAX,1.1041748523712158,"93 3839.222656 94 5124.483398 95 79261.328125 96 4201.194336 97 3262.511963 98 913.203674 99 4302.440918 100 12262.675781 101 132.469498 102 945.184509 103 3549.980713 104 12142.153320 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,ISS,MLP,1.0741095542907715,"96 117472.318210 97 128007.756142 98 124961.212592 99 127224.880096 100 125606.083112 101 139509.567036 102 148594.851341 103 145860.580358 104 161814.466770 105 164574.066995 106 169826.138536 107 174967.670194 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,ITBI,Prophet,1.0659596920013428,"80 624993.5 81 624993.5 82 624993.5 83 624993.5 84 624993.5 85 624993.5 86 624993.5 87 624993.5 88 624993.5 89 624993.5 90 624993.5 91 624993.5 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do ICMS,XGBoost,0.917191743850708,"96 541283.5000 97 652967.0000 98 652160.0625 99 615744.0000 100 652858.5000 101 615377.0625 102 615744.0000 103 615744.0000 104 615377.0625 105 616409.4375 106 563306.4375 107 609823.5625 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do IPVA,SARIMAX,0.9799425601959229,"92 137869.531250 93 56063.195312 94 109861.859375 95 137869.531250 96 108287.648438 97 56063.195312 98 54548.257812 99 109100.210938 100 53630.250000 101 53746.605469 102 53300.386719 103 137979.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,IPTU,HWES,1.241088628768921,"95 11161.601562 96 122180.593750 97 128334.851562 98 128532.187500 99 18125.806641 100 18422.558594 101 18125.806641 102 29451.076172 103 13193.070312 104 17303.197266 105 28735.246094 106 14674.266602 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,ISS,MLP,1.006582498550415,"96 146371.180477 97 152858.214071 98 153328.462201 99 152545.191767 100 156309.232883 101 159424.607882 102 164923.265474 103 167096.176359 104 169435.077562 105 174230.900186 106 176389.464401 107 179192.138292 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,ITBI,XGBoost,1.252643346786499,"96 34811.468750 97 31616.923828 98 57955.113281 99 55410.207031 100 106397.382812 101 106397.382812 102 106397.382812 103 106577.117188 104 88190.468750 105 88576.968750 106 88190.468750 107 88576.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do ICMS,MLP,1.090639352798462,"96 9.919271e+05 97 1.002097e+06 98 1.007492e+06 99 1.025117e+06 100 1.020453e+06 101 1.043074e+06 102 1.061124e+06 103 1.077525e+06 104 1.101747e+06 105 1.128634e+06 106 1.159749e+06 107 1.175215e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do IPVA,XGBoost,1.0250778198242188,"96 181340.656250 97 83111.953125 98 125325.109375 99 181451.500000 100 181340.656250 101 109410.085938 102 62343.574219 103 59029.351562 104 31976.470703 105 31976.470703 106 31976.470703 107 181451.500000 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,IPTU,XGBoost,1.0068252086639404,"96 151822.500000 97 153926.625000 98 162184.406250 99 253172.109375 100 138670.359375 101 103472.671875 102 104586.234375 103 100610.109375 104 94600.750000 105 102359.242188 106 84231.875000 107 92116.539062 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,ISS,MLP,0.884894609451294,"96 300846.624879 97 305989.325003 98 311004.273528 99 314191.811683 100 318217.003228 101 324106.203715 102 328772.836001 103 336376.738026 104 343274.307146 105 346680.763682 106 352860.660796 107 360038.898598 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,ITBI,MLP,1.05436110496521,"96 192302.035653 97 218741.576774 98 249134.339179 99 286919.810856 100 343195.652015 101 402550.844684 102 456553.548751 103 583417.891722 104 613776.949664 105 689926.820282 106 791181.348942 107 939041.390623 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do ICMS,XGBoost,2.80507230758667,"96 1176072.375 97 1109397.750 98 1252453.500 99 1109397.750 100 1258138.125 101 1109397.750 102 1091282.625 103 1109397.750 104 1210938.875 105 1125980.000 106 1181677.000 107 1109397.750 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do IPVA,XGBoost,1.4667778015136719,"96 565384.250000 97 247418.156250 98 248656.171875 99 520103.062500 100 247790.609375 101 248656.171875 102 248495.390625 103 246119.125000 104 247049.125000 105 478169.906250 106 247418.156250 107 478169.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,IPTU,SARIMAX,0.9947898387908936,"96 1.891555e+06 97 1.842960e+06 98 1.245623e+07 99 1.856502e+06 100 1.890710e+06 101 1.862090e+06 102 1.877840e+06 103 1.811482e+06 104 1.830275e+06 105 1.842714e+06 106 1.864298e+06 107 1.811482e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,ISS,SARIMAX,1.0341413021087646,"96 1.834045e+06 97 1.041773e+06 98 1.834045e+06 99 1.804323e+06 100 1.804323e+06 101 1.804323e+06 102 1.804323e+06 103 1.837240e+06 104 1.834045e+06 105 1.837240e+06 106 1.837240e+06 107 1.834045e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,ITBI,HWES,0.9118788242340088,"96 650552.93750 97 663049.56250 98 616010.62500 99 521700.09375 100 592236.81250 101 590352.31250 102 924443.06250 103 860270.62500 104 860270.62500 105 670266.50000 106 722316.18750 107 860270.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do ICMS,SARIMAX,0.9812660217285156,"96 3253712.75 97 3483862.50 98 3432268.75 99 3177233.00 100 3711818.75 101 3254858.50 102 3254858.50 103 2917100.25 104 3255685.25 105 3688217.75 106 3309946.25 107 3205178.75 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do IPVA,SARIMAX,0.8156802654266357,"87 2372607.750 88 1263181.875 89 2136117.000 90 2333707.500 91 2351153.500 92 1099474.625 93 1116623.875 94 1116623.875 95 1097075.375 96 1097075.375 97 766311.125 98 2371805.250 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,IPTU,AR,0.873283863067627,"88 292378.281250 89 450625.218750 90 349385.156250 91 363662.250000 92 141173.640625 93 140463.703125 94 172482.687500 95 132543.703125 96 130145.937500 97 125908.523438 98 207609.453125 99 206787.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,ISS,MLP,1.1265010833740234,"92 7.776240e+06 93 7.640290e+06 94 7.904721e+06 95 8.132743e+06 96 8.258480e+06 97 8.570321e+06 98 8.684982e+06 99 8.615683e+06 100 8.990322e+06 101 9.299521e+06 102 9.391565e+06 103 9.550978e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,ITBI,SARIMAX,0.9853007793426514,"92 224875.390625 93 219823.343750 94 211112.328125 95 194200.640625 96 114663.570312 97 137462.562500 98 122457.000000 99 128031.648438 100 93170.992188 101 135792.968750 102 214281.875000 103 238593.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do ICMS,Prophet,0.9710135459899902,"92 2149361.000 93 1803422.750 94 2330493.000 95 1739251.750 96 2330493.000 97 1792845.625 98 1786441.250 99 1798813.875 100 1861387.750 101 1755832.250 102 1753979.250 103 2317073.000 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do IPVA,XGBoost,2.7037904262542725,"92 1.104893e+06 93 9.907100e+05 94 1.069003e+06 95 1.104740e+06 96 1.130991e+06 97 9.666770e+05 98 6.024781e+05 99 6.024781e+05 100 6.043878e+05 101 6.046592e+05 102 6.001133e+05 103 6.592801e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,IPTU,HWES,1.4450693130493164,"96 3.370276e+05 97 3.040524e+05 98 1.538636e+06 99 7.779928e+05 100 3.344533e+05 101 3.554143e+05 102 2.847261e+05 103 2.744587e+05 104 3.098046e+05 105 2.821915e+05 106 2.744587e+05 107 9.552461e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,ISS,SARIMAX,0.9338035583496094,"96 406519.59375 97 410344.81250 98 408665.25000 99 408665.25000 100 407529.81250 101 408490.90625 102 406519.59375 103 408665.25000 104 408665.25000 105 408665.25000 106 408490.90625 107 408490.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,ITBI,MLP,0.822601318359375,"96 6.990901e+05 97 7.766966e+05 98 8.628991e+05 99 9.810941e+05 100 1.093835e+06 101 1.225400e+06 102 1.401604e+06 103 1.502558e+06 104 1.679390e+06 105 1.898397e+06 106 1.989917e+06 107 2.253197e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do ICMS,SARIMAX,2.9110159873962402,"96 4252697.00 97 4887448.00 98 4844415.00 99 4878638.00 100 4853405.50 101 4175468.75 102 4887448.00 103 4878638.00 104 4095335.75 105 4186128.50 106 4186128.50 107 4844740.00 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do IPVA,MLP,1.7550511360168457,"96 1.516897e+06 97 8.389516e+05 98 9.280015e+05 99 1.359009e+06 100 1.351464e+06 101 1.082281e+06 102 9.648991e+05 103 9.444503e+05 104 8.953515e+05 105 9.739875e+05 106 1.028693e+06 107 2.688357e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,IPTU,AR,1.3088176250457764,"96 5394808.00 97 10251010.00 98 2529231.00 99 2521089.75 100 2582326.25 101 2561044.50 102 2596138.50 103 2561044.50 104 2561044.50 105 2561044.50 106 2581179.25 107 2581179.25 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,ISS,MLP,1.0963892936706543,"96 2.167876e+06 97 2.206390e+06 98 2.230371e+06 99 2.256882e+06 100 2.295650e+06 101 2.341222e+06 102 2.384090e+06 103 2.420675e+06 104 2.459538e+06 105 2.494401e+06 106 2.521223e+06 107 2.547086e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,ITBI,SARIMAX,0.871208906173706,"96 5.382462e+05 97 6.058773e+05 98 9.493221e+05 99 9.485128e+05 100 6.698888e+05 101 9.531035e+05 102 9.531035e+05 103 6.542487e+05 104 6.386266e+05 105 6.218472e+05 106 9.374813e+05 107 1.072776e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do ICMS,SES,1.6009538173675537,"96 4259344.50 97 4416930.00 98 4656507.50 99 4208125.50 100 4657981.50 101 4245928.50 102 4176938.75 103 4416930.00 104 4245928.50 105 4255590.00 106 4208125.50 107 4208125.50 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do IPVA,XGBoost,1.0060641765594482,"96 4.520074e+06 97 1.382319e+06 98 2.205898e+06 99 4.081390e+06 100 4.182808e+06 101 1.444078e+06 102 1.436582e+06 103 1.079376e+06 104 8.871949e+05 105 8.892037e+05 106 5.554679e+05 107 4.520074e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,IPTU,MLP,1.118269681930542,"96 1.953088e+07 97 1.170578e+07 98 8.678650e+06 99 8.130656e+06 100 8.597700e+06 101 8.969667e+06 102 9.285771e+06 103 9.937140e+06 104 1.046404e+07 105 1.090405e+07 106 1.126731e+07 107 1.220243e+07 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,ISS,MLP,1.0866296291351318,"96 8.152124e+06 97 8.316551e+06 98 8.478253e+06 99 8.593698e+06 100 8.723630e+06 101 8.866880e+06 102 9.000141e+06 103 9.150174e+06 104 9.295221e+06 105 9.421888e+06 106 9.547029e+06 107 9.652700e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,ITBI,HWES,1.3827528953552246,"96 1362749.625 97 1743667.750 98 1572290.625 99 1572290.625 100 1329161.250 101 1550630.750 102 1569291.125 103 1564455.125 104 1584340.500 105 1584340.500 106 1538909.625 107 1569291.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do ICMS,XGBoost,0.9894886016845703,"96 13217149.0 97 14890581.0 98 15192907.0 99 14890581.0 100 15131313.0 101 14897044.0 102 14897044.0 103 14890581.0 104 14897044.0 105 14897044.0 106 14897044.0 107 15388521.0 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do IPVA,XGBoost,1.070014476776123,"96 9690665.00 97 8779011.00 98 6887083.50 99 9690665.00 100 8781402.00 101 5941746.50 102 4960815.00 103 4986300.50 104 3009023.50 105 3230727.25 106 2782762.50 107 9690665.00 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IPTU,HWES,1.033210277557373,"92 4249.791992 93 4821.003906 94 47146.671875 95 47093.925781 96 31218.693359 97 43220.929688 98 8019.191406 99 18339.990234 100 4123.709961 101 4576.020508 102 4253.132324 103 -1012.195007 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ISS,XGBoost,2.930243730545044,"96 25058.962891 97 25490.865234 98 25529.664062 99 25058.962891 100 25529.664062 101 59671.410156 102 25105.912109 103 59671.410156 104 59671.410156 105 59671.410156 106 25058.962891 107 25105.912109 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ITBI,SARIMAX,1.2414178848266602,"92 21446.406250 93 35842.738281 94 26704.210938 95 13720.273438 96 14804.853516 97 37445.824219 98 14504.699219 99 13572.141602 100 37445.824219 101 9312.815430 102 25666.646484 103 56457.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.9306752681732178,"96 666384.5000 97 776462.7500 98 763871.6250 99 776099.6250 100 781312.5625 101 764252.0000 102 776099.6250 103 763888.8750 104 763888.8750 105 781539.3750 106 731658.4375 107 783308.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do IPVA,MLP,1.1716713905334473,"96 115778.766396 97 59217.986799 98 94695.823642 99 99006.072296 100 109848.950885 101 78972.404705 102 89040.780385 103 117117.320018 104 111081.697282 105 129516.114853 106 145390.206337 107 286881.249583 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,IPTU,SARIMAX,1.037147045135498,"87 6.080838e+04 88 3.640704e+04 89 1.481346e+05 90 1.264434e+06 91 1.373052e+05 92 1.411592e+05 93 1.565958e+05 94 4.946731e+05 95 8.214889e+05 96 1.153044e+06 97 1.152776e+06 98 1.154233e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,ISS,SES,1.846503734588623,"96 153105.890625 97 171633.343750 98 150063.750000 99 211070.109375 100 210318.843750 101 211070.109375 102 206798.000000 103 210318.843750 104 210980.281250 105 210318.843750 106 210991.875000 107 210318.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,ITBI,MLP,3.148958206176758,"96 138502.634097 97 156481.342238 98 159017.960779 99 171655.816069 100 192027.151165 101 204160.817675 102 193022.244926 103 197879.194339 104 208196.202062 105 217305.917463 106 239528.016540 107 263805.630262 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do ICMS,SARIMAX,1.75675630569458,"96 7.754268e+05 97 1.031364e+06 98 1.030902e+06 99 1.019422e+06 100 1.048512e+06 101 1.013223e+06 102 1.027220e+06 103 1.030902e+06 104 1.007504e+06 105 1.014056e+06 106 1.016624e+06 107 1.000560e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do IPVA,XGBoost,0.99208664894104,"93 691137.93750 94 320084.68750 95 484048.71875 96 486291.21875 97 388017.56250 98 319989.68750 99 485423.53125 100 485279.03125 101 484706.59375 102 483032.25000 103 483032.25000 104 619079.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,IPTU,MLP,1.0621616840362549,"96 188768.955592 97 229953.319495 98 525066.395294 99 224084.209889 100 181441.787733 101 191988.306518 102 199904.053487 103 204027.975985 104 235960.818391 105 251566.319188 106 303873.875121 107 317518.114529 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,ISS,Prophet,1.140660285949707,"96 206270.968750 97 158195.875000 98 157624.421875 99 188802.531250 100 198755.359375 101 198755.359375 102 204116.625000 103 204116.625000 104 204116.625000 105 198755.359375 106 204116.625000 107 204116.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,ITBI,HWES,1.0121543407440186,"96 106369.531250 97 107129.492188 98 113036.335938 99 112396.078125 100 98211.195312 101 75416.015625 102 75745.906250 103 105441.632812 104 104618.812500 105 106526.242188 106 109790.445312 107 110435.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do ICMS,XGBoost,1.330263376235962,"96 1769653.125 97 1993190.000 98 1975186.125 99 1770587.125 100 1987640.625 101 1770587.125 102 1770587.125 103 1993190.000 104 1781332.500 105 1784588.000 106 1789403.125 107 1975186.125 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do IPVA,SARIMAX,1.9909718036651611,"96 696732.187500 97 257223.015625 98 367136.156250 99 696732.187500 100 639331.125000 101 262471.437500 102 264928.750000 103 177876.515625 104 168100.125000 105 163888.500000 106 164115.046875 107 637368.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,IPTU,SARIMAX,1.07283353805542,"84 5741.236328 85 6048.671387 86 8622.503906 87 109232.890625 88 53250.769531 89 4775.269531 90 4925.092285 91 5300.813477 92 4925.092285 93 5376.330078 94 6300.294922 95 9061.932617 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,ISS,Prophet,1.7231380939483643,"96 42000.351562 97 41266.921875 98 48692.191406 99 45862.277344 100 48692.191406 101 48735.664062 102 48762.867188 103 48762.867188 104 48692.191406 105 48692.191406 106 48776.406250 107 48762.867188 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,ITBI,MLP,1.4703240394592285,"92 23513.657084 93 28289.406398 94 30327.138006 95 34526.476530 96 39085.986840 97 44723.573525 98 52167.850092 99 62435.166130 100 63503.006006 101 73893.243145 102 89310.893718 103 95195.396382 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do ICMS,MLP,1.042130708694458,"96 788937.457768 97 801307.102079 98 808130.165348 99 818741.745825 100 822798.069672 101 832953.337101 102 847887.797254 103 862494.154926 104 880153.797424 105 901303.798438 106 925828.475760 107 945195.176741 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do IPVA,AR,0.9913809299468994,"96 176487.875000 97 49917.562500 98 51429.761719 99 69010.492188 100 69010.492188 101 30694.791016 102 27129.613281 103 27059.921875 104 27059.921875 105 26981.751953 106 26981.751953 107 176487.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,IPTU,AR,1.1094334125518799,"71 1.108114e+05 72 1.581009e+05 73 1.483975e+05 74 1.581009e+05 75 1.866612e+05 76 1.359372e+06 77 1.126317e+05 78 1.112820e+05 79 1.114774e+05 80 1.114774e+05 81 1.237122e+05 82 1.202234e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,ISS,SARIMAX,1.0075809955596924,"80 228520.531250 81 229321.375000 82 229321.375000 83 230635.359375 84 349804.656250 85 228520.531250 86 230635.359375 87 230635.359375 88 230635.359375 89 230231.359375 90 230231.359375 91 341954.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,ITBI,XGBoost,1.3438000679016113,"80 157604.390625 81 158226.921875 82 159486.750000 83 157943.109375 84 159524.781250 85 158017.140625 86 159486.750000 87 157955.078125 88 159254.578125 89 157722.625000 90 157722.625000 91 158226.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ICMS,XGBoost,1.4982378482818604,"80 1106286.625 81 1222639.875 82 1211817.625 83 1204955.625 84 1145667.750 85 1096856.250 86 1109261.125 87 1103904.125 88 1109775.875 89 1095211.375 90 1026106.875 91 1111518.375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do IPVA,XGBoost,0.9397320747375488,"80 845014.1875 81 535953.3750 82 592773.7500 83 938636.6875 84 592773.7500 85 535953.3750 86 512481.1250 87 512481.1250 88 512481.1250 89 512481.1250 90 512481.1250 91 938636.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,IPTU,Prophet,1.43259859085083,"90 24839.781250 91 24852.761719 92 24839.781250 93 24839.781250 94 24839.781250 95 24839.781250 96 33853.906250 97 145166.296875 98 33718.789062 99 38025.730469 100 38025.730469 101 33853.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,ISS,MLP,0.8969943523406982,"96 400350.222766 97 397800.801417 98 385548.189461 99 384673.255713 100 373935.677692 101 373468.834434 102 364712.642293 103 361273.746462 104 357654.410625 105 352730.412210 106 408549.623914 107 432453.915330 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,ITBI,MLP,1.679474115371704,"96 34698.260040 97 37696.379491 98 38120.134903 99 41949.941454 100 41401.300977 101 42904.463415 102 46333.731474 103 45812.613351 104 47407.247645 105 48111.676048 106 49686.579574 107 51498.730758 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do ICMS,SES,0.8990395069122314,"96 2488099.00 97 2653540.75 98 2766354.50 99 2653540.75 100 2779466.00 101 2661634.50 102 2653540.75 103 2653540.75 104 2536845.50 105 2561297.50 106 2577966.50 107 2766354.50 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do IPVA,XGBoost,3.0988056659698486,"96 254972.515625 97 87911.343750 98 231119.031250 99 254972.515625 100 231119.031250 101 102163.835938 102 69197.859375 103 69197.859375 104 64242.238281 105 56041.367188 106 56041.367188 107 255082.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,IPTU,HWES,1.2697036266326904,"96 43871.496094 97 43871.496094 98 43124.667969 99 152204.296875 100 905963.625000 101 80228.656250 102 143141.687500 103 53051.941406 104 53051.941406 105 41169.367188 106 60071.976562 107 73605.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,ISS,SARIMAX,0.8311569690704346,"96 125214.218750 97 124859.796875 98 124859.796875 99 125464.578125 100 125464.578125 101 125641.632812 102 124994.812500 103 125641.632812 104 125594.953125 105 124512.914062 106 125641.632812 107 124512.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,ITBI,XGBoost,0.8650879859924316,"96 128085.156250 97 128400.289062 98 128233.945312 99 127240.031250 100 128400.289062 101 127634.859375 102 128233.945312 103 127739.507812 104 127698.492188 105 128161.703125 106 128400.289062 107 128161.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do ICMS,SES,0.8598589897155762,"96 656444.6875 97 758938.3750 98 736429.5625 99 645246.9375 100 772794.3125 101 631370.0625 102 631370.0625 103 782945.8125 104 637373.8750 105 638783.1875 106 648281.1875 107 760437.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do IPVA,XGBoost,3.164572238922119,"96 475032.281250 97 150512.140625 98 180082.593750 99 340765.593750 100 180082.593750 101 203671.953125 102 203671.953125 103 122203.937500 104 126144.046875 105 127071.398438 106 131762.218750 107 475032.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,IPTU,SARIMAX,0.9982881546020508,"77 11389.850586 78 11332.525391 79 24042.939453 80 24042.939453 81 24042.939453 82 24042.939453 83 20924.369141 84 125461.132812 85 167435.875000 86 42548.789062 87 42548.789062 88 42548.789062 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,ISS,XGBoost,0.8838157653808594,"96 31758.443359 97 22975.800781 98 23348.197266 99 36400.968750 100 22803.771484 101 34998.898438 102 35076.050781 103 34998.898438 104 35282.664062 105 24205.841797 106 24205.841797 107 23348.197266 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,ITBI,XGBoost,3.7190940380096436,"96 41236.992188 97 34305.515625 98 34144.164062 99 21774.330078 100 34144.164062 101 36641.976562 102 36641.976562 103 21182.050781 104 34144.164062 105 40088.125000 106 16502.521484 107 21484.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do ICMS,MLP,0.9663634300231934,"96 460119.254731 97 467977.348736 98 471592.260687 99 475922.436130 100 478767.799669 101 481143.436416 102 488982.765262 103 496752.688375 104 505524.095486 105 516826.100367 106 530200.183017 107 542394.035735 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do IPVA,SARIMAX,1.76883864402771,"96 193659.671875 97 24604.626953 98 162096.578125 99 194018.500000 100 193546.484375 101 25655.976562 102 18982.638672 103 13876.061523 104 13808.333008 105 16265.448242 106 19040.781250 107 194018.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,IPTU,AR,2.6771671772003174,"96 2.241296e+07 97 1.711182e+06 98 1.732038e+06 99 1.732038e+06 100 1.752095e+06 101 2.326847e+06 102 1.766446e+06 103 2.337110e+06 104 2.341198e+06 105 1.732038e+06 106 1.496495e+06 107 1.706193e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,ISS,SARIMAX,1.1145989894866943,"96 1.087612e+06 97 1.019916e+06 98 1.085193e+06 99 1.087612e+06 100 1.087612e+06 101 1.051686e+06 102 1.019265e+06 103 1.051686e+06 104 1.019265e+06 105 1.019265e+06 106 1.019265e+06 107 1.019265e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,ITBI,SES,0.9164762496948242,"96 1469678.125 97 1450719.000 98 1450719.000 99 1450101.250 100 1450101.250 101 1466188.375 102 1450719.000 103 1450719.000 104 1445483.125 105 1582405.875 106 1450101.250 107 1450719.000 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do ICMS,XGBoost,2.7773091793060303,"96 1533884.000 97 1780248.625 98 1780248.625 99 1756412.750 100 2056794.125 101 2080669.000 102 2080085.625 103 2415654.750 104 2414822.000 105 1949989.750 106 2160149.500 107 1903881.750 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do IPVA,XGBoost,1.353562355041504,"92 1288566.625 93 1077811.250 94 -318756.125 95 1130793.875 96 979237.250 97 1288305.000 98 1295614.875 99 1327916.375 100 1336717.875 101 1342415.125 102 1316269.750 103 1077971.375 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,IPTU,AR,1.2875142097473145,"96 33789.085938 97 162815.187500 98 548761.375000 99 38310.437500 100 39124.664062 101 37266.519531 102 48801.992188 103 39124.664062 104 42017.957031 105 44469.652344 106 44469.652344 107 39124.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,ISS,MLP,1.0604009628295898,"96 136416.607675 97 138244.385728 98 139090.380247 99 140877.305661 100 143762.706036 101 146831.819286 102 149636.220764 103 151219.477007 104 152866.389232 105 154383.008769 106 156778.840170 107 160065.567012 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,ITBI,SARIMAX,0.846888542175293,"96 42944.550781 97 69976.984375 98 43165.535156 99 43165.535156 100 69702.734375 101 43165.535156 102 43165.535156 103 43165.535156 104 43334.160156 105 45889.601562 106 46110.585938 107 45889.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do ICMS,SARIMAX,3.057612180709839,"96 1326910.375 97 1450043.750 98 1448455.500 99 1487834.625 100 1427808.250 101 1487834.625 102 1489131.125 103 1444112.875 104 1489131.125 105 1453926.875 106 1463386.375 107 1510859.250 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do IPVA,MLP,1.0767388343811035,"96 6.151742e+05 97 4.037646e+05 98 4.787505e+05 99 6.956176e+05 100 6.244828e+05 101 5.419754e+05 102 5.985543e+05 103 6.677873e+05 104 7.654327e+05 105 8.614360e+05 106 9.724277e+05 107 2.164574e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,IPTU,SARIMAX,1.0063786506652832,"95 5709.919922 96 4504.025879 97 4394.567871 98 65533.683594 99 72618.195312 100 12686.976562 101 10495.044922 102 10505.913086 103 10553.666992 104 10505.913086 105 10963.725586 106 12727.102539 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,ISS,Prophet,3.1036489009857178,"96 19671.583984 97 12730.862305 98 15130.430664 99 14877.878906 100 15865.676758 101 18331.369141 102 17222.875000 103 18331.369141 104 19159.605469 105 18331.369141 106 22737.228516 107 16813.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,ITBI,XGBoost,1.3885612487792969,"92 3346.903564 93 3278.258789 94 2963.397705 95 3882.888184 96 4362.046387 97 4653.081543 98 3857.561035 99 5185.350098 100 4289.057129 101 4447.883789 102 3110.817871 103 3030.255859 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do ICMS,SARIMAX,0.9807569980621338,"96 330711.09375 97 372904.34375 98 372904.34375 99 354461.68750 100 378524.28125 101 354283.75000 102 355272.28125 103 381055.96875 104 344604.15625 105 343728.84375 106 345058.28125 107 371768.00000 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do IPVA,XGBoost,0.9886372089385986,"96 156059.906250 97 59545.828125 98 59460.085938 99 156197.890625 100 64092.367188 101 54427.664062 102 39163.796875 103 55171.617188 104 46181.921875 105 38693.671875 106 38693.671875 107 156197.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,IPTU,SARIMAX,0.8030564785003662,"80 962.074890 81 5221.779785 82 1882.176880 83 2164.896973 84 27689.074219 85 27681.363281 86 27681.363281 87 27687.283203 88 48720.503906 89 33041.648438 90 33067.667969 91 33160.058594 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,ISS,XGBoost,1.5219078063964844,"96 19504.960938 97 19504.960938 98 30257.904297 99 40295.312500 100 40295.312500 101 40295.312500 102 40295.312500 103 40295.312500 104 40295.312500 105 40295.312500 106 40295.312500 107 40295.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,ITBI,XGBoost,0.980750322341919,"93 17022.863281 94 10375.750000 95 16214.460938 96 11718.696289 97 13507.111328 98 26519.431641 99 16557.238281 100 10029.849609 101 16557.238281 102 17634.035156 103 12119.106445 104 16557.238281 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do ICMS,XGBoost,0.8243799209594727,"96 416538.65625 97 464760.93750 98 469795.90625 99 438987.62500 100 476687.25000 101 438987.62500 102 438987.62500 103 464760.93750 104 432862.28125 105 439675.93750 106 415693.87500 107 456354.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do IPVA,XGBoost,0.9158921241760254,"84 115168.343750 85 113963.843750 86 115444.007812 87 116196.546875 88 113963.843750 89 115280.664062 90 115603.882812 91 115566.007812 92 75744.851562 93 75979.125000 94 76190.414062 95 115162.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,IPTU,AR,1.8090386390686035,"96 2.097296e+05 97 5.733002e+05 98 2.640129e+06 99 1.620420e+05 100 5.604152e+05 101 1.311566e+05 102 5.547032e+05 103 2.086232e+05 104 6.063108e+05 105 2.086232e+05 106 6.080456e+05 107 1.976956e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,ISS,MLP,2.466442584991455,"96 8.796148e+05 97 9.602746e+05 98 9.778796e+05 99 1.019465e+06 100 1.040810e+06 101 1.155504e+06 102 1.216013e+06 103 1.273694e+06 104 1.047804e+06 105 1.315048e+06 106 1.392782e+06 107 1.484953e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,ITBI,HWES,2.0208425521850586,"96 209318.031250 97 201761.609375 98 179217.875000 99 359773.656250 100 325523.250000 101 287482.468750 102 191509.671875 103 256395.875000 104 287482.468750 105 287418.625000 106 300476.187500 107 233064.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do ICMS,SES,0.8919568061828613,"96 1653230.750 97 1765600.500 98 1962893.250 99 1748467.000 100 1964195.375 101 1748467.000 102 1748467.000 103 1765600.500 104 1748467.000 105 1748467.000 106 1815890.000 107 1962893.250 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do IPVA,AR,0.9661469459533691,"96 1.611036e+06 97 5.818912e+05 98 6.475649e+05 99 1.439724e+06 100 6.575513e+05 101 6.475649e+05 102 5.896382e+05 103 4.382198e+05 104 3.974776e+05 105 3.974776e+05 106 3.789274e+05 107 1.611036e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,IPTU,XGBoost,0.9597876071929932,"96 271903.656250 97 252323.140625 98 50438.890625 99 51598.082031 100 49645.878906 101 51834.984375 102 51834.984375 103 50305.734375 104 48386.015625 105 50305.734375 106 48188.367188 107 50080.777344 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,ISS,SARIMAX,1.060499668121338,"96 87960.218750 97 87960.218750 98 87960.218750 99 87742.273438 100 102388.062500 101 102388.062500 102 102317.328125 103 102388.062500 104 102388.062500 105 102388.062500 106 102388.062500 107 102388.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,ITBI,Prophet,1.1830973625183105,"96 31532.457031 97 18549.681641 98 18549.681641 99 31390.779297 100 21621.644531 101 22653.341797 102 18644.431641 103 27925.908203 104 18125.990234 105 18621.791016 106 21410.220703 107 13525.905273 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do ICMS,SARIMAX,1.8143157958984375,"96 840256.3750 97 936321.0625 98 954410.0625 99 936321.0625 100 891555.6250 101 936321.0625 102 936321.0625 103 936321.0625 104 915240.5625 105 915240.5625 106 915271.8750 107 957044.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do IPVA,MLP,1.2501311302185059,"96 276986.557391 97 171014.116746 98 177900.840164 99 252445.375562 100 216054.985644 101 157173.373522 102 153043.487969 103 173430.933683 104 176975.634828 105 197621.311968 106 211510.065132 107 604584.273293 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,IPTU,HWES,1.1023595333099365,"93 4.017782e+05 94 4.017782e+05 95 3.905350e+05 96 6.402561e+05 97 2.064774e+06 98 3.912281e+05 99 3.905350e+05 100 3.905350e+05 101 3.905350e+05 102 3.914928e+05 103 3.914928e+05 104 3.912281e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,ISS,SARIMAX,0.8375964164733887,"96 483856.0625 97 563683.7500 98 498350.5000 99 483856.0625 100 498350.5000 101 498350.5000 102 498350.5000 103 498350.5000 104 483856.0625 105 498350.5000 106 483856.0625 107 483856.0625 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,ITBI,HWES,1.015364408493042,"96 311432.93750 97 264822.87500 98 268927.31250 99 321667.34375 100 283406.68750 101 268927.31250 102 302466.12500 103 271021.09375 104 293740.75000 105 316017.09375 106 196654.34375 107 290534.90625 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do ICMS,XGBoost,0.8412461280822754,"96 2520360.25 97 2614729.50 98 2562522.00 99 2475705.25 100 2519126.50 101 2475705.25 102 2475705.25 103 2459978.50 104 2475705.25 105 2475705.25 106 2475705.25 107 2562522.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do IPVA,XGBoost,1.2414696216583252,"96 910999.31250 97 745788.00000 98 759546.50000 99 910999.31250 100 876492.43750 101 528403.31250 102 528403.31250 103 320818.06250 104 277789.40625 105 272273.25000 106 264140.21875 107 910999.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,IPTU,SARIMAX,0.9562180042266846,"83 23732.660156 84 30746.421875 85 231088.484375 86 229213.250000 87 229213.250000 88 188455.531250 89 188455.531250 90 62423.859375 91 62423.859375 92 62423.859375 93 65076.937500 94 62423.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,ISS,SARIMAX,2.6911251544952393,"96 79625.460938 97 79126.929688 98 79111.117188 99 93966.148438 100 93966.148438 101 93966.148438 102 79111.117188 103 79067.703125 104 93966.148438 105 93966.148438 106 93966.148438 107 93966.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,ITBI,XGBoost,1.6854114532470703,"96 36603.472656 97 30756.740234 98 27063.691406 99 16932.121094 100 36057.062500 101 39763.023438 102 20176.623047 103 38422.726562 104 25159.988281 105 20645.142578 106 30825.017578 107 37441.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do ICMS,XGBoost,0.9812207221984863,"96 9.673717e+05 97 1.058208e+06 98 1.080084e+06 99 1.059797e+06 100 1.081463e+06 101 1.099761e+06 102 1.059797e+06 103 1.058208e+06 104 1.059797e+06 105 1.060785e+06 106 1.065878e+06 107 1.080810e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do IPVA,XGBoost,1.1069245338439941,"96 456061.750000 97 84876.671875 98 396483.781250 99 396732.125000 100 396483.781250 101 104219.421875 102 90400.414062 103 100874.265625 104 92002.601562 105 90877.820312 106 84876.671875 107 456061.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,IPTU,HWES,1.639281988143921,"93 25236.755859 94 29669.660156 95 36487.074219 96 98258.898438 97 27998.000000 98 54632.781250 99 57788.234375 100 57788.234375 101 60799.773438 102 49823.945312 103 43083.890625 104 60799.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,ISS,MLP,1.9406311511993408,"96 234559.584778 97 256344.392348 98 280277.045305 99 308038.497898 100 338169.674904 101 365535.536963 102 396952.222063 103 436181.394239 104 480523.313782 105 526367.055713 106 565576.410052 107 615376.552480 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,ITBI,XGBoost,1.0234503746032715,"96 55410.726562 97 55706.253906 98 68700.640625 99 57723.933594 100 61419.632812 101 68520.257812 102 55706.253906 103 56659.335938 104 74345.812500 105 74264.695312 106 56783.296875 107 56215.339844 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do ICMS,SARIMAX,1.1464638710021973,"96 1073471.00 97 1277669.00 98 1274806.75 99 1269913.25 100 1275590.25 101 1272775.25 102 1269913.25 103 1274806.75 104 1269913.25 105 1228869.50 106 1228869.50 107 1339097.25 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do IPVA,MLP,0.9450664520263672,"96 479819.456050 97 224271.850233 98 266020.340142 99 427772.285850 100 367215.771968 101 263641.148075 102 255843.950943 103 268927.913814 104 284104.063046 105 308929.622577 106 338260.005147 107 915779.657421 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,IPTU,XGBoost,1.25411057472229,"80 1695.827515 81 1750.884399 82 1086.599609 83 1809.915283 84 2353.540039 85 530.408325 86 486.487488 87 486.487488 88 -230.040283 89 -280.379456 90 -230.040283 91 -458.261353 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,ISS,SARIMAX,1.424044132232666,"96 35464.445312 97 30047.169922 98 28294.814453 99 30626.083984 100 38910.167969 101 38445.105469 102 30047.169922 103 28613.525391 104 23978.949219 105 30047.169922 106 30047.169922 107 23978.949219 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,ITBI,XGBoost,0.9828050136566162,"93 6042.671875 94 7214.543945 95 3857.131348 96 5751.231934 97 3857.131348 98 7396.620117 99 1924.555054 100 7352.212402 101 7995.408691 102 2892.808594 103 9487.884766 104 9487.884766 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do ICMS,SARIMAX,0.9033613204956055,"96 541979.5000 97 588138.5625 98 587605.5625 99 563599.7500 100 589358.5000 101 563599.7500 102 563599.7500 103 589891.4375 104 573271.2500 105 567241.8750 106 567241.8750 107 646373.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do IPVA,SARIMAX,1.2093114852905273,"95 126333.507812 96 18620.837891 97 25633.904297 98 26145.861328 99 24969.962891 100 16628.320312 101 13601.265625 102 13934.219727 103 13658.467773 104 12019.114258 105 10504.483398 106 133841.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,IPTU,SARIMAX,1.5773077011108398,"86 3053.940430 87 5954.472656 88 2243.321533 89 2303.407715 90 38322.359375 91 102304.671875 92 2006.613892 93 2301.365234 94 2011.677124 95 2011.677124 96 2025.196045 97 2079.687256 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,ISS,XGBoost,1.7138841152191162,"96 21637.335938 97 20746.738281 98 20675.583984 99 20675.583984 100 20696.205078 101 20704.558594 102 20696.205078 103 20704.558594 104 20746.738281 105 20467.509766 106 20674.449219 107 20467.509766 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,ITBI,XGBoost,3.2538349628448486,"92 31891.609375 93 48024.164062 94 45258.429688 95 17179.093750 96 17179.093750 97 45258.429688 98 48024.164062 99 17179.093750 100 31696.158203 101 17164.640625 102 17459.667969 103 10165.276367 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.8857183456420898,"96 491953.0625 97 625958.5625 98 625958.5625 99 544311.1875 100 625958.5625 101 626276.1250 102 544311.1875 103 544311.1875 104 627144.6875 105 545179.8125 106 519897.7500 107 625958.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do IPVA,SARIMAX,0.9578442573547363,"95 145173.093750 96 261883.359375 97 254945.671875 98 254945.671875 99 254945.671875 100 42169.851562 101 42132.718750 102 42210.542969 103 42210.542969 104 41702.273438 105 42210.542969 106 138119.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,IPTU,SARIMAX,2.369856119155884,"88 6182.060547 89 8802.444336 90 17737.873047 91 12002.032227 92 12005.771484 93 10150.416992 94 48754.972656 95 46813.953125 96 11624.660156 97 10173.828125 98 15082.367188 99 11758.716797 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,ISS,MLP,3.7114834785461426,"96 18273.012170 97 19467.387849 98 21306.680443 99 24105.000817 100 26541.186797 101 29099.697652 102 31737.677657 103 34937.469400 104 37474.115019 105 40405.195055 106 45543.962902 107 48383.628343 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,ITBI,XGBoost,1.594235897064209,"96 25056.613281 97 6498.442383 98 62588.433594 99 23805.128906 100 34551.535156 101 26866.259766 102 2896.128174 103 5433.856934 104 1695.851807 105 9153.170898 106 16969.294922 107 18171.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do ICMS,MLP,1.0191197395324707,"96 8.414680e+05 97 8.493867e+05 98 8.550540e+05 99 8.710833e+05 100 8.684661e+05 101 8.885014e+05 102 9.060938e+05 103 9.225078e+05 104 9.458850e+05 105 9.723536e+05 106 1.003131e+06 107 1.021020e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do IPVA,MLP,1.830944538116455,"95 119623.134414 96 54623.902710 97 62270.984940 98 101329.538713 99 86932.575224 100 59080.965088 101 60070.500503 102 60070.026175 103 64222.910288 104 70177.147365 105 78385.743839 106 186089.309804 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,IPTU,XGBoost,1.2238235473632812,"89 34037.480469 90 32615.347656 91 131478.515625 92 47779.132812 93 47819.578125 94 18568.164062 95 18568.164062 96 129142.914062 97 177426.218750 98 177397.546875 99 140669.937500 100 47789.339844 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,ISS,SARIMAX,0.9787757396697998,"96 70766.148438 97 70766.148438 98 71329.898438 99 64505.187500 100 71329.898438 101 63636.652344 102 71329.898438 103 71329.898438 104 70977.539062 105 71329.898438 106 71329.898438 107 71329.898438 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,ITBI,SARIMAX,3.091021776199341,"94 15360.007812 95 8383.886719 96 9164.602539 97 8078.488281 98 9164.602539 99 12529.786133 100 12409.775391 101 11943.528320 102 14515.707031 103 9164.602539 104 9165.583984 105 9164.602539 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do ICMS,XGBoost,0.9813117980957031,"96 335660.84375 97 334286.06250 98 327360.65625 99 323684.40625 100 399866.21875 101 331806.15625 102 363096.00000 103 359847.25000 104 361335.31250 105 361335.31250 106 348727.12500 107 358554.21875 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do IPVA,XGBoost,2.470285654067993,"96 264119.718750 97 194868.421875 98 194868.421875 99 194868.421875 100 194868.421875 101 81893.429688 102 81893.429688 103 81893.429688 104 36264.925781 105 80210.726562 106 80210.726562 107 264119.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,IPTU,SARIMAX,1.0390682220458984,"92 23006.677734 93 16660.976562 94 17142.251953 95 15751.584961 96 17144.705078 97 30485.794922 98 186922.265625 99 16117.081055 100 77010.335938 101 17440.541016 102 25421.505859 103 15509.534180 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,ISS,SARIMAX,1.0004682540893555,"96 171382.156250 97 163401.250000 98 163401.250000 99 164842.234375 100 145011.140625 101 163401.250000 102 163401.250000 103 163401.250000 104 164842.234375 105 164842.234375 106 153529.562500 107 153529.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,ITBI,SES,1.8146071434020996,"90 41400.152344 91 24984.783203 92 27019.837891 93 51620.648438 94 23849.765625 95 23849.765625 96 23777.718750 97 23368.800781 98 23082.566406 99 22266.308594 100 23082.566406 101 18678.605469 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ICMS,MLP,0.918464183807373,"90 831315.705332 91 802113.022045 92 801175.185892 93 823998.131121 94 842488.534794 95 846094.581898 96 834515.653961 97 869629.779368 98 892585.177237 99 908345.266226 100 941311.586495 101 950379.972880 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do IPVA,AR,1.0672478675842285,"90 9504.703125 91 9057.347656 92 8735.884766 93 7349.233398 94 9057.347656 95 221920.734375 96 167798.375000 97 60904.062500 98 126807.046875 99 221920.734375 100 126944.875000 101 40897.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,IPTU,AR,1.1391372680664062,"73 1173.758667 74 992.878174 75 851.225952 76 1236.859497 77 992.878174 78 1236.859497 79 959.847656 80 636.548767 81 52112.226562 82 2756.580078 83 2418.669922 84 3095.096924 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,ISS,XGBoost,0.9315996170043945,"96 31735.132812 97 23458.931641 98 23498.791016 99 23489.498047 100 23498.791016 101 23443.394531 102 23489.498047 103 23489.498047 104 23498.791016 105 23498.791016 106 23498.791016 107 23498.791016 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,ITBI,AR,1.4562256336212158,"94 11019.402344 95 10673.971680 96 11789.812500 97 10747.067383 98 10487.286133 99 10789.767578 100 10615.862305 101 14303.763672 102 9481.897461 103 17882.445312 104 14954.669922 105 18313.363281 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do ICMS,XGBoost,0.9922997951507568,"96 510667.50000 97 577068.43750 98 589129.00000 99 577068.43750 100 606780.00000 101 555587.75000 102 577068.43750 103 577068.43750 104 551492.31250 105 491059.03125 106 503394.28125 107 539690.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do IPVA,MLP,0.9134659767150879,"89 85623.398483 90 132268.347718 91 133545.972773 92 117859.131596 93 141143.621984 94 179302.993457 95 196658.130858 96 230706.772031 97 272337.562458 98 330623.517060 99 401178.152936 100 523486.220059 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,IPTU,SARIMAX,2.827038526535034,"95 3471.593262 96 20127.503906 97 89992.179688 98 35019.734375 99 37630.875000 100 27719.667969 101 13445.109375 102 -901.013062 103 171.126129 104 -901.013062 105 2370.646484 106 -975.678101 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,ISS,MLP,1.094538927078247,"96 208500.393529 97 208963.126772 98 204435.600836 99 204562.948673 100 195334.311194 101 203405.030478 102 198113.883120 103 209092.379665 104 215376.328818 105 215140.590362 106 231010.479919 107 234020.699979 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,ITBI,SES,1.2816641330718994,"94 74642.343750 95 48145.000000 96 45812.761719 97 45868.121094 98 48764.519531 99 48544.855469 100 52648.406250 101 48544.855469 102 46514.269531 103 48544.855469 104 53586.539062 105 53586.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do ICMS,XGBoost,0.8428082466125488,"96 1.064846e+06 97 1.112600e+06 98 1.240112e+06 99 1.020307e+06 100 1.189294e+06 101 1.090209e+06 102 1.020307e+06 103 1.112600e+06 104 1.052562e+06 105 1.058655e+06 106 1.058882e+06 107 1.240112e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do IPVA,XGBoost,1.042804479598999,"96 262068.328125 97 101054.921875 98 185834.093750 99 266095.656250 100 185834.093750 101 101054.921875 102 68072.796875 103 62073.382812 104 62646.562500 105 62646.562500 106 61025.304688 107 253151.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,IPTU,SARIMAX,1.0247294902801514,"89 2686.527832 90 13976.787109 91 487829.656250 92 14396.100586 93 15602.858398 94 25621.421875 95 12250.087891 96 14659.510742 97 1039.922729 98 15602.858398 99 16034.072266 100 22959.240234 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,ISS,MLP,0.9328486919403076,"96 63945.155242 97 62435.875089 98 66513.992019 99 69916.875988 100 70443.677853 101 69797.295943 102 74523.299231 103 83969.157650 104 83482.935059 105 88903.798934 106 95122.602031 107 97142.230409 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,ITBI,XGBoost,0.8090000152587891,"96 13122.462891 97 12479.191406 98 12479.191406 99 13688.918945 100 14406.524414 101 17547.240234 102 17755.416016 103 20052.357422 104 20052.357422 105 25993.964844 106 19746.419922 107 23816.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do ICMS,SES,0.8823444843292236,"96 757011.8750 97 886029.5625 98 896201.1875 99 718014.7500 100 898833.9375 101 717487.9375 102 717487.9375 103 821086.5000 104 756582.5000 105 757579.1875 106 767939.6250 107 896201.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do IPVA,AR,1.6576108932495117,"96 598197.937500 97 175834.843750 98 172303.218750 99 172303.218750 100 207366.734375 101 175845.734375 102 78410.726562 103 78410.726562 104 78971.281250 105 78477.664062 106 78857.617188 107 598197.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,IPTU,SARIMAX,1.2331500053405762,"90 9919.399414 91 11573.451172 92 10030.018555 93 4415.969727 94 5776.587402 95 5051.633789 96 3612.898193 97 2586.814453 98 4840.569336 99 4919.447754 100 5004.044434 101 4415.969727 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,ISS,AR,0.8931128978729248,"96 24274.083984 97 18610.375000 98 19749.375000 99 25402.480469 100 90421.101562 101 90421.101562 102 90421.101562 103 90421.101562 104 90421.101562 105 90421.101562 106 90421.101562 107 90421.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,ITBI,XGBoost,1.3623127937316895,"70 4596.844238 71 9135.559570 72 4013.343018 73 4246.526367 74 4859.596680 75 5441.459473 76 3606.765625 77 5826.534180 78 4058.231934 79 10663.211914 80 747.219788 81 3741.355225 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do ICMS,XGBoost,1.0866045951843262,"96 311698.96875 97 344047.09375 98 348394.03125 99 344047.09375 100 353255.09375 101 344047.09375 102 342646.09375 103 342646.09375 104 342646.09375 105 310115.50000 106 316015.28125 107 344929.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do IPVA,XGBoost,1.1510183811187744,"95 91727.093750 96 67213.609375 97 67213.609375 98 57558.347656 99 92087.390625 100 38041.609375 101 16839.632812 102 38041.609375 103 18862.824219 104 12327.454102 105 10203.586914 106 90238.734375 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,IPTU,SARIMAX,1.024794101715088,"96 438437.875 97 527548.375 98 3111386.750 99 527548.375 100 527548.375 101 527548.375 102 527548.375 103 527548.375 104 533529.250 105 533529.250 106 533529.250 107 527548.375 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,ISS,MLP,0.8523974418640137,"96 1.185307e+06 97 1.215234e+06 98 1.232266e+06 99 1.238548e+06 100 1.255228e+06 101 1.264042e+06 102 1.284337e+06 103 1.287642e+06 104 1.300767e+06 105 1.320642e+06 106 1.347204e+06 107 1.358274e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,ITBI,SES,0.8981935977935791,"96 602210.1250 97 599205.6250 98 607675.0625 99 652592.9375 100 652592.9375 101 620212.1875 102 607675.0625 103 607675.0625 104 652920.6250 105 652920.6250 106 598496.4375 107 639122.0000 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do ICMS,SARIMAX,0.964425802230835,"96 4852837.0 97 5750440.5 98 5549348.5 99 5750440.5 100 5370677.5 101 5750440.5 102 5719865.0 103 5719865.0 104 5709990.5 105 5709990.5 106 5179723.5 107 5635800.0 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do IPVA,XGBoost,1.0855128765106201,"96 2.273210e+06 97 9.994675e+05 98 1.444442e+06 99 2.251347e+06 100 2.251347e+06 101 1.444442e+06 102 8.587214e+05 103 6.041611e+05 104 4.074871e+05 105 3.326481e+05 106 3.082022e+05 107 2.273210e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,IPTU,AR,2.0868542194366455,"96 4.653620e+06 97 4.653620e+06 98 4.359026e+06 99 4.608778e+06 100 4.608778e+06 101 1.191444e+06 102 1.165872e+06 103 1.169349e+06 104 9.509716e+05 105 9.039889e+05 106 9.186159e+05 107 1.164800e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,ISS,MLP,1.877671718597412,"96 2.078035e+06 97 2.150406e+06 98 2.181895e+06 99 2.241249e+06 100 2.288650e+06 101 2.307201e+06 102 2.365662e+06 103 2.348903e+06 104 2.409505e+06 105 2.457837e+06 106 2.521228e+06 107 2.531483e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,ITBI,MLP,0.9358491897583008,"96 497101.169531 97 514461.547112 98 532942.190425 99 550983.513952 100 572689.617176 101 603403.804384 102 630944.696416 103 662367.237539 104 693297.550830 105 709797.180068 106 729527.878227 107 749249.878201 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0019910335540771,"96 6395136.5 97 7082492.0 98 6941111.5 99 7082492.0 100 6943032.5 101 6766796.0 102 6957183.0 103 7117501.0 104 6801805.5 105 6801805.5 106 6738379.0 107 6961480.5 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do IPVA,XGBoost,0.9571573734283447,"96 2.510022e+06 97 1.899206e+06 98 2.084508e+06 99 3.504782e+06 100 2.510022e+06 101 1.899206e+06 102 1.408868e+06 103 1.186080e+06 104 5.494031e+05 105 4.891131e+05 106 4.875541e+05 107 3.504782e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,IPTU,SARIMAX,1.0391590595245361,"92 1891.884888 93 21270.820312 94 43033.375000 95 4122.876953 96 1090.938721 97 1090.938721 98 1044.168579 99 681.363586 100 681.363586 101 1168.321655 102 1090.938721 103 681.363586 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,ISS,MLP,2.7504360675811768,"96 21967.615339 97 24173.418999 98 26148.780319 99 27351.823761 100 28965.389214 101 28819.648864 102 31131.385278 103 32703.356121 104 34445.579608 105 37595.035365 106 37745.489011 107 40727.142684 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,ITBI,SARIMAX,1.8355586528778076,"93 9980.994141 94 8685.844727 95 14963.688477 96 8935.685547 97 21037.574219 98 11548.565430 99 14934.391602 100 14934.391602 101 13155.177734 102 13097.262695 103 14901.541992 104 14966.502930 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do ICMS,XGBoost,0.9893691539764404,"96 351266.71875 97 366261.18750 98 414017.31250 99 366261.18750 100 414017.31250 101 366261.18750 102 366261.18750 103 366261.18750 104 365269.28125 105 364629.78125 106 364629.78125 107 414017.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do IPVA,XGBoost,1.263991117477417,"96 110367.476562 97 54408.382812 98 55481.007812 99 110367.476562 100 143735.578125 101 55481.007812 102 50510.304688 103 50401.187500 104 49893.714844 105 49968.839844 106 49893.714844 107 143795.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,IPTU,AR,1.0919528007507324,"84 19882.517578 85 38262.515625 86 35298.726562 87 39810.976562 88 38722.246094 89 36226.257812 90 38247.730469 91 37551.949219 92 107569.179688 93 75552.882812 94 75871.390625 95 76286.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,ISS,MLP,1.2140917778015137,"88 36922.233053 89 37913.232636 90 38664.555298 91 39240.974557 92 39938.019273 93 40791.605867 94 41800.754487 95 42680.360959 96 43487.050151 97 44379.648297 98 44754.043333 99 45577.309891 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,ITBI,SARIMAX,1.488842487335205,"84 10814.748047 85 5995.836426 86 18028.916016 87 9345.315430 88 10569.344727 89 5117.564453 90 19046.535156 91 7750.295898 92 9570.190430 93 9606.404297 94 23518.511719 95 9634.864258 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do ICMS,Prophet,0.9274532794952393,"88 690902.6875 89 693530.6875 90 707853.5625 91 689161.8750 92 707853.5625 93 697436.8750 94 697436.8750 95 693530.6875 96 688639.4375 97 688440.9375 98 692066.0000 99 711982.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do IPVA,SARIMAX,0.8025059700012207,"88 155524.281250 89 61564.785156 90 73034.109375 91 139878.296875 92 73034.109375 93 47324.433594 94 47324.433594 95 47324.433594 96 47324.433594 97 46186.539062 98 46186.539062 99 155524.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,IPTU,HWES,1.5024893283843994,"92 314583.718750 93 36263.316406 94 52235.828125 95 33131.804688 96 132104.375000 97 24427.496094 98 33202.988281 99 26682.927734 100 31517.339844 101 21324.478516 102 17537.980469 103 24866.869141 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,ISS,XGBoost,1.0508053302764893,"96 54686.941406 97 40756.574219 98 40137.117188 99 37587.242188 100 30868.169922 101 36685.738281 102 30868.169922 103 30868.169922 104 36685.738281 105 37218.699219 106 33643.328125 107 52210.785156 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,ITBI,MLP,0.81003737449646,"96 174532.337592 97 199699.356807 98 224341.010265 99 242238.890224 100 258427.310485 101 283768.539552 102 290893.948642 103 327115.447472 104 365737.703063 105 379268.341750 106 425117.603036 107 471323.215431 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do ICMS,SES,0.9948327541351318,"96 1222327.375 97 1233414.625 98 1372204.125 99 1238049.375 100 1374972.375 101 1238049.375 102 1238049.375 103 1233414.625 104 1228462.500 105 1219948.000 106 1209320.875 107 1372204.125 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do IPVA,SARIMAX,0.9463775157928467,"94 214455.546875 95 125790.937500 96 148508.093750 97 146802.796875 98 214455.546875 99 102966.703125 100 66845.554688 101 75745.062500 102 71610.085938 103 71635.289062 104 71833.804688 105 214455.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,IPTU,SARIMAX,1.2741999626159668,"95 29288.113281 96 75780.734375 97 86993.703125 98 354406.875000 99 27407.962891 100 32487.832031 101 32489.546875 102 32248.312500 103 31714.568359 104 31475.046875 105 32067.621094 106 28222.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,ISS,SARIMAX,0.912431001663208,"96 65023.039062 97 63910.429688 98 59468.488281 99 64738.875000 100 65623.273438 101 60215.355469 102 59184.324219 103 59184.324219 104 65623.273438 105 62221.277344 106 60215.355469 107 60215.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,ITBI,SES,1.0303399562835693,"96 27644.628906 97 17036.664062 98 15502.206055 99 16997.396484 100 15782.792969 101 15502.206055 102 16076.627930 103 15502.206055 104 16290.754883 105 15707.095703 106 16100.354492 107 15986.050781 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do ICMS,XGBoost,0.8217320442199707,"96 9.025451e+05 97 1.030871e+06 98 1.039110e+06 99 1.001338e+06 100 1.044056e+06 101 1.001338e+06 102 1.003319e+06 103 1.032852e+06 104 1.003319e+06 105 9.748437e+05 106 9.783811e+05 107 1.059824e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do IPVA,SARIMAX,0.9880568981170654,"95 384704.375000 96 259002.750000 97 263629.812500 98 383359.281250 99 383965.562500 100 142787.921875 101 136337.593750 102 109762.367188 103 89307.976562 104 86823.781250 105 89307.976562 106 384704.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,IPTU,SARIMAX,3.214911460876465,"96 169539664.0 97 10945173.0 98 36232912.0 99 36875452.0 100 36875452.0 101 36875452.0 102 36786796.0 103 36786796.0 104 36786796.0 105 36786796.0 106 36012544.0 107 36044440.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,ISS,MLP,1.0155274868011475,"96 1.278371e+08 97 1.242964e+08 98 1.269451e+08 99 1.299273e+08 100 1.323499e+08 101 1.353843e+08 102 1.371119e+08 103 1.398265e+08 104 1.419847e+08 105 1.442145e+08 106 1.457297e+08 107 1.488228e+08 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,ITBI,XGBoost,0.9787611961364746,"96 23015146.0 97 23015146.0 98 29250190.0 99 22831994.0 100 29211548.0 101 29250190.0 102 29211548.0 103 29119172.0 104 29119172.0 105 29119172.0 106 23046118.0 107 29157814.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do ICMS,XGBoost,0.9720489978790283,"96 53859776.0 97 63015380.0 98 62505404.0 99 63199280.0 100 66728432.0 101 57069128.0 102 57682924.0 103 58530904.0 104 65083268.0 105 59656604.0 106 60792372.0 107 54431896.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do IPVA,SARIMAX,1.0259220600128174,"96 78592240.0 97 32039928.0 98 32039928.0 99 78592240.0 100 44983744.0 101 28227552.0 102 25250074.0 103 18852994.0 104 15021215.0 105 14013188.0 106 12537015.0 107 78592240.0 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,IPTU,XGBoost,1.8304548263549805,"96 3266.230225 97 3266.230225 98 3316.064941 99 3316.064941 100 21823.943359 101 3173.636963 102 3316.064941 103 3173.636963 104 3291.307129 105 3316.064941 106 3248.573730 107 3266.230225 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,ISS,MLP,1.6588215827941895,"96 8243.387573 97 8163.856683 98 8325.978450 99 9622.156250 100 9839.227494 101 10762.023493 102 11359.561186 103 12196.052478 104 13319.538344 105 14820.286316 106 14902.686708 107 18144.215242 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,ITBI,Prophet,2.382319688796997,"90 11513.989258 91 935.175293 92 9224.946289 93 13892.672852 94 14002.198242 95 16142.235352 96 21900.199219 97 15953.206055 98 22293.566406 99 9418.432617 100 22588.416016 101 22318.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do ICMS,SARIMAX,0.8493590354919434,"96 227540.171875 97 228022.953125 98 263061.562500 99 226516.328125 100 263061.562500 101 229194.671875 102 231191.859375 103 228022.953125 104 229455.609375 105 231195.859375 106 231195.859375 107 263061.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do IPVA,XGBoost,1.8211462497711182,"94 21590.593750 95 14510.085938 96 21590.593750 97 28283.113281 98 27963.001953 99 19914.117188 100 7732.679199 101 7925.142090 102 1511.133423 103 8113.443359 104 8352.230469 105 17139.830078 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,IPTU,HWES,1.046494483947754,"96 7960.369141 97 16761.734375 98 117338.570312 99 223589.125000 100 139213.343750 101 29170.351562 102 20469.582031 103 29170.351562 104 27893.121094 105 19672.439453 106 24343.871094 107 24169.164062 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,ISS,SARIMAX,0.8427004814147949,"96 57923.695312 97 57923.695312 98 58781.968750 99 58781.968750 100 58703.496094 101 58703.496094 102 58703.496094 103 58703.496094 104 58703.496094 105 58703.496094 106 58743.066406 107 58781.968750 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,ITBI,SARIMAX,1.0580132007598877,"96 44164.195312 97 50633.523438 98 47198.089844 99 41358.742188 100 44288.242188 101 28801.617188 102 30124.535156 103 30944.353516 104 29621.435547 105 34627.878906 106 42905.582031 107 33808.062500 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do ICMS,XGBoost,0.8673563003540039,"96 707855.8125 97 851943.9375 98 846340.5625 99 851943.9375 100 833552.3125 101 852664.5000 102 813774.1250 103 816196.8125 104 816805.8750 105 759138.7500 106 759134.6250 107 808102.8750 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do IPVA,XGBoost,1.2941575050354004,"96 306043.750000 97 87310.718750 98 153473.093750 99 284498.968750 100 231203.125000 101 60858.703125 102 48125.621094 103 45178.464844 104 45178.464844 105 46189.546875 106 39023.152344 107 324540.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,IPTU,AR,1.3803954124450684,"96 1.341814e+06 97 6.310756e+06 98 1.330112e+06 99 1.170646e+06 100 9.412298e+05 101 1.330112e+06 102 9.571564e+05 103 9.571564e+05 104 9.571564e+05 105 9.571564e+05 106 1.116587e+06 107 9.726304e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,ISS,MLP,0.9246296882629395,"96 1.676299e+06 97 1.717449e+06 98 1.766786e+06 99 1.820340e+06 100 1.874913e+06 101 1.913704e+06 102 1.882096e+06 103 1.929581e+06 104 1.972833e+06 105 2.019582e+06 106 2.071017e+06 107 2.124125e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,ITBI,SARIMAX,1.4000914096832275,"96 1393775.250 97 1397171.750 98 1392024.750 99 1392024.750 100 1393775.250 101 1396394.375 102 1392024.750 103 1402128.625 104 1402128.625 105 1397171.750 106 1390223.000 107 1402128.625 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do ICMS,XGBoost,1.8988761901855469,"96 5267838.0 97 5306215.5 98 5243640.0 99 5202557.5 100 5301028.5 101 5267838.0 102 5202557.5 103 5240934.5 104 5202557.5 105 4994878.5 106 4769359.0 107 5132390.0 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do IPVA,XGBoost,1.7116546630859375,"96 2.850704e+06 97 1.173136e+06 98 1.481094e+06 99 2.817167e+06 100 2.817167e+06 101 1.111577e+06 102 1.094029e+06 103 8.972805e+05 104 8.375413e+05 105 5.783691e+05 106 5.783691e+05 107 2.850704e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,IPTU,SARIMAX,1.018237590789795,"96 2.894153e+05 97 4.136608e+05 98 2.635447e+06 99 2.635447e+06 100 6.708581e+05 101 6.708581e+05 102 6.198142e+05 103 6.708581e+05 104 6.708581e+05 105 6.708581e+05 106 6.708581e+05 107 4.647155e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,ISS,MLP,3.449310541152954,"96 1.133099e+06 97 1.217657e+06 98 1.310659e+06 99 1.412489e+06 100 1.531943e+06 101 1.626976e+06 102 1.788710e+06 103 1.934144e+06 104 2.088919e+06 105 2.264795e+06 106 2.520863e+06 107 2.488330e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,ITBI,SARIMAX,2.6059300899505615,"96 382708.312500 97 315959.125000 98 315731.625000 99 221019.328125 100 316259.937500 101 315403.281250 102 314133.906250 103 221019.328125 104 316002.093750 105 315731.625000 106 314133.906250 107 221019.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do ICMS,SARIMAX,0.9873347282409668,"96 2058702.375 97 1962026.375 98 2145703.500 99 2129762.500 100 2209636.250 101 2128586.750 102 2128586.750 103 1657853.875 104 1979998.500 105 1962026.375 106 2053951.125 107 2109645.500 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do IPVA,SARIMAX,2.4954833984375,"96 1.200985e+06 97 5.831077e+05 98 8.934956e+05 99 1.200985e+06 100 1.193770e+06 101 5.528011e+05 102 3.748175e+05 103 3.545123e+05 104 2.233353e+05 105 9.391957e+04 106 1.025367e+05 107 2.704280e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,IPTU,XGBoost,1.1930737495422363,"96 2339906.50 97 22604262.00 98 2339906.50 99 2279954.25 100 2279954.25 101 1872617.75 102 2279954.25 103 2279954.25 104 1872617.75 105 1872617.75 106 2231888.75 107 2339906.50 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,ISS,MLP,0.981114387512207,"96 4.177895e+06 97 4.242650e+06 98 4.325389e+06 99 4.455056e+06 100 4.603215e+06 101 4.735402e+06 102 4.872990e+06 103 5.046935e+06 104 5.185545e+06 105 5.323042e+06 106 5.468145e+06 107 5.663132e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,ITBI,MLP,1.049548864364624,"96 1.339448e+06 97 1.374873e+06 98 1.411296e+06 99 1.449105e+06 100 1.483843e+06 101 1.505660e+06 102 1.551625e+06 103 1.572755e+06 104 1.626010e+06 105 1.680771e+06 106 1.728273e+06 107 1.783359e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do ICMS,SARIMAX,0.891655445098877,"96 5877014.0 97 6690573.5 98 6545851.0 99 6241870.0 100 6584341.5 101 6251242.0 102 6251242.0 103 6690573.5 104 6230753.0 105 5612473.0 106 5802813.5 107 6545851.0 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do IPVA,AR,4.682990312576294,"96 8458765.00 97 5215897.00 98 5215897.00 99 8458765.00 100 5215897.00 101 3515840.50 102 3515840.50 103 3194332.50 104 2986064.25 105 2663718.75 106 2577683.00 107 8458765.00 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,IPTU,SARIMAX,1.8110074996948242,"91 -2561.661377 92 -4907.992676 93 670.823242 94 9029.278320 95 220760.046875 96 7099.125977 97 14114.582031 98 3041.509033 99 3601.682129 100 657.865784 101 -805.139099 102 -464.711121 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,ISS,XGBoost,0.8866391181945801,"96 37970.652344 97 34011.617188 98 30731.812500 99 31262.646484 100 31008.066406 101 30941.320312 102 31665.826172 103 29293.068359 104 29718.619141 105 29087.126953 106 36973.242188 107 36973.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,ITBI,MLP,1.0387356281280518,"93 31682.214747 94 30587.878376 95 32475.734600 96 34453.713400 97 29468.369157 98 33313.959726 99 27925.097812 100 31984.116958 101 35748.048003 102 35201.045902 103 37615.735874 104 42009.049413 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do ICMS,SES,3.161442279815674,"96 507317.18750 97 462608.59375 98 576754.31250 99 462608.59375 100 596102.12500 101 462249.34375 102 461212.00000 103 461986.00000 104 460172.46875 105 460172.46875 106 475411.50000 107 574114.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do IPVA,XGBoost,2.0109353065490723,"95 176509.468750 96 66765.195312 97 120851.101562 98 176509.468750 99 120851.101562 100 41233.320312 101 53335.828125 102 41233.320312 103 38331.425781 104 79155.085938 105 38327.566406 106 176509.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,IPTU,SARIMAX,1.2596771717071533,"96 34630612.0 97 5558491.5 98 5558491.5 99 5558491.5 100 5558491.5 101 5558491.5 102 5690883.5 103 5618036.0 104 5690883.5 105 3429298.0 106 3429298.0 107 32648060.0 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,ISS,MLP,1.0037870407104492,"96 1.198387e+07 97 1.217003e+07 98 1.234954e+07 99 1.250932e+07 100 1.264808e+07 101 1.280221e+07 102 1.293633e+07 103 1.304632e+07 104 1.315989e+07 105 1.327742e+07 106 1.342569e+07 107 1.357864e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,ITBI,HWES,1.0337498188018799,"96 2841123.25 97 3365090.50 98 3432302.25 99 3454882.25 100 3455732.75 101 3455732.75 102 3274105.50 103 3668520.25 104 3522734.50 105 3522734.50 106 3491168.25 107 3522734.50 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do ICMS,SES,1.913121223449707,"96 48147688.0 97 50296500.0 98 53229776.0 99 49340556.0 100 56823476.0 101 49180964.0 102 48065472.0 103 48968072.0 104 42185616.0 105 43292484.0 106 43203440.0 107 42168132.0 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do IPVA,XGBoost,1.402982473373413,"96 14027830.00 97 6525039.50 98 7741569.50 99 14257288.00 100 12113029.00 101 5889169.50 102 5116064.00 103 4245319.50 104 3008186.25 105 3013732.75 106 2258601.75 107 12882740.00 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,IPTU,XGBoost,1.3799166679382324,"96 3888580.00 97 17906608.00 98 3719802.25 99 4176475.00 100 6823524.00 101 3175879.50 102 3547625.00 103 3491169.00 104 4134564.50 105 4124935.25 106 4199589.50 107 3743525.25 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,ISS,MLP,0.9237005710601807,"96 1.246557e+06 97 1.296203e+06 98 1.342943e+06 99 1.393579e+06 100 1.445804e+06 101 1.500248e+06 102 1.554975e+06 103 1.615329e+06 104 1.680086e+06 105 1.759711e+06 106 1.823230e+06 107 1.870296e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,ITBI,XGBoost,1.0433790683746338,"96 2085049.250 97 2000265.125 98 1950680.625 99 2317993.000 100 1950680.625 101 2263038.000 102 2317993.000 103 2263038.000 104 2076364.375 105 2085049.250 106 2263038.000 107 2263038.000 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ICMS,MLP,0.8743834495544434,"96 699429.116704 97 712233.447206 98 719459.523796 99 728977.776805 100 734895.116970 101 743339.182890 102 757597.154056 103 771841.272768 104 788263.500798 105 804663.638123 106 824657.525285 107 843978.300742 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do IPVA,XGBoost,0.9334475994110107,"96 760814.750000 97 527408.375000 98 576461.750000 99 760814.750000 100 760814.750000 101 507321.312500 102 244673.390625 103 298007.562500 104 205525.625000 105 204620.671875 106 125621.507812 107 760814.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,IPTU,XGBoost,1.1148552894592285,"92 71616.273438 93 78738.273438 94 78738.273438 95 207267.781250 96 207267.781250 97 78738.273438 98 78738.273438 99 78738.273438 100 78738.273438 101 78738.273438 102 78738.273438 103 110160.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,ISS,MLP,1.0353567600250244,"95 98232.588854 96 106314.316222 97 106612.608484 98 122403.901263 99 135858.317770 100 155316.530117 101 163553.877566 102 184423.974566 103 203831.878021 104 230658.299054 105 258403.547507 106 286676.051926 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,ITBI,SES,2.149308681488037,"95 17392.339844 96 17329.328125 97 30581.820312 98 18210.810547 99 11355.458008 100 33894.328125 101 33553.066406 102 17781.318359 103 16163.712891 104 22062.097656 105 22760.250000 106 23150.193359 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do ICMS,SES,1.4517912864685059,"96 425868.56250 97 428266.37500 98 428266.37500 99 428266.37500 100 428394.15625 101 426006.06250 102 426006.06250 103 428266.37500 104 426006.06250 105 426589.53125 106 426443.25000 107 428004.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do IPVA,XGBoost,1.0179030895233154,"96 26253.458984 97 47649.105469 98 53229.406250 99 -5919.813477 100 57410.300781 101 34785.250000 102 26820.265625 103 23899.517578 104 25969.851562 105 22089.447266 106 22389.259766 107 85048.085938 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,IPTU,SARIMAX,1.157405138015747,"92 3816.265625 93 4248.531250 94 299559.031250 95 99761.617188 96 10713.682617 97 10812.864258 98 9219.806641 99 10441.921875 100 115776.945312 101 4261.193848 102 4261.193848 103 3128.763428 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,ISS,XGBoost,1.2526123523712158,"96 25519.775391 97 23419.498047 98 27687.958984 99 27687.958984 100 27473.732422 101 27687.958984 102 27687.958984 103 35562.187500 104 28150.232422 105 27687.958984 106 27687.958984 107 50313.027344 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,ITBI,MLP,3.577627182006836,"93 22010.618448 94 22861.624335 95 24232.003992 96 23225.014192 97 26529.065569 98 25149.836456 99 26821.220568 100 29502.235824 101 29806.415573 102 30847.419093 103 34242.277866 104 33365.003448 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do ICMS,SES,2.7501533031463623,"96 526912.6250 97 603237.1250 98 603500.3125 99 531741.7500 100 565322.1250 101 527543.3750 102 531741.7500 103 600212.8125 104 546010.5000 105 529580.3125 106 529976.7500 107 602947.2500 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do IPVA,MLP,1.0072755813598633,"96 180427.577544 97 122123.224518 98 141399.642260 99 185677.192170 100 185538.076446 101 193050.725885 102 231985.718826 103 281670.574525 104 347412.364790 105 422406.527742 106 519772.034409 107 873552.025615 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,IPTU,XGBoost,0.88919997215271,"78 15234.789062 79 14770.111328 80 17017.644531 81 17017.644531 82 22504.140625 83 15739.923828 84 15234.789062 85 14316.570312 86 6868.827637 87 7252.258301 88 7096.781250 89 10772.291016 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,ISS,XGBoost,0.7892169952392578,"92 30044.986328 93 31845.447266 94 34174.339844 95 30044.986328 96 30044.986328 97 30044.986328 98 29888.478516 99 33818.167969 100 30044.986328 101 33818.167969 102 33518.718750 103 30044.986328 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,ITBI,SARIMAX,1.0859203338623047,"91 6484.579590 92 6282.736328 93 10484.034180 94 7976.546387 95 26759.083984 96 26744.960938 97 7870.377930 98 8171.361816 99 29571.029297 100 13674.143555 101 26309.949219 102 11427.135742 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do ICMS,XGBoost,0.966768741607666,"92 615650.4375 93 595873.5000 94 595873.5000 95 585929.8125 96 596053.7500 97 626654.9375 98 631068.6875 99 596053.7500 100 585929.8125 101 577843.7500 102 577663.5000 103 595873.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do IPVA,XGBoost,3.0421056747436523,"90 53245.347656 91 29684.312500 92 44519.863281 93 44519.863281 94 47347.199219 95 29851.621094 96 34541.390625 97 34541.390625 98 34541.390625 99 45583.246094 100 43642.011719 101 44454.300781 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,IPTU,SARIMAX,1.1703033447265625,"93 1.483366e+04 94 1.756105e+04 95 1.904567e+04 96 1.483366e+04 97 1.967568e+04 98 3.519030e+05 99 1.542024e+06 100 1.184196e+05 101 9.795647e+04 102 9.795647e+04 103 9.795647e+04 104 9.795647e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,ISS,XGBoost,0.8403306007385254,"96 174236.859375 97 175628.343750 98 175061.156250 99 174941.781250 100 175061.156250 101 175061.156250 102 175147.218750 103 175189.671875 104 175147.218750 105 175189.671875 106 175189.671875 107 175189.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,ITBI,Prophet,1.0587677955627441,"96 193572.968750 97 195003.718750 98 193683.109375 99 196421.921875 100 209535.687500 101 209535.687500 102 193572.968750 103 195536.671875 104 193572.968750 105 193572.968750 106 196421.921875 107 209535.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do ICMS,XGBoost,1.9254233837127686,"96 1153072.125 97 1319019.375 98 1373497.875 99 1354833.000 100 1319019.375 101 1373497.875 102 1354833.000 103 1319019.375 104 1170013.875 105 1164587.500 106 1164587.500 107 1373497.875 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do IPVA,XGBoost,1.0719702243804932,"96 284490.625000 97 127543.859375 98 235415.578125 99 317164.000000 100 281455.281250 101 138574.609375 102 122513.812500 103 79371.945312 104 62619.613281 105 47494.277344 106 44881.417969 107 315929.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,IPTU,SARIMAX,0.9325339794158936,"96 27464536.00 97 2711342.50 98 2885044.25 99 3142028.50 100 2975745.00 101 2975745.00 102 2975745.00 103 2975745.00 104 2975745.00 105 3002324.00 106 3142028.50 107 2539927.00 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,ISS,MLP,1.0730724334716797,"96 9.763813e+06 97 9.901220e+06 98 1.007466e+07 99 1.022390e+07 100 1.035981e+07 101 1.049690e+07 102 1.062653e+07 103 1.076128e+07 104 1.090321e+07 105 1.103685e+07 106 1.119138e+07 107 1.133866e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,ITBI,XGBoost,1.0779118537902832,"96 1847312.000 97 2037279.625 98 1847312.000 99 2004202.750 100 1998029.250 101 1966871.625 102 1847312.000 103 1847312.000 104 1847312.000 105 2037279.625 106 1966871.625 107 2099616.750 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do ICMS,XGBoost,1.7955141067504883,"96 9102301.0 97 12444011.0 98 12919899.0 99 12448678.0 100 12543490.0 101 12448678.0 102 12448678.0 103 12488133.0 104 12072269.0 105 12072655.0 106 11616126.0 107 12543490.0 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do IPVA,XGBoost,1.7572276592254639,"96 9031460.00 97 3551964.75 98 6877778.50 99 9031460.00 100 9031460.00 101 3347550.75 102 3008541.75 103 2576582.50 104 1707824.00 105 1440794.25 106 1324171.50 107 11714468.00 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,IPTU,MLP,1.065781593322754,"82 14821.790956 83 20177.724968 84 27641.573848 85 28558.827325 86 29063.299185 87 35636.753029 88 48030.571694 89 64475.847397 90 86333.689548 91 112382.774039 92 152780.253179 93 207771.944657 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,ISS,SARIMAX,1.600801944732666,"96 29173.867188 97 29720.150391 98 25107.861328 99 21322.060547 100 26963.931641 101 35681.562500 102 34896.359375 103 21747.589844 104 27781.978516 105 26963.931641 106 34853.683594 107 21322.060547 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,ITBI,SARIMAX,1.2087652683258057,"81 6504.195312 82 1258.632812 83 1258.632812 84 22177.791016 85 23063.509766 86 19355.195312 87 14597.260742 88 14519.914062 89 4460.159668 90 23063.509766 91 17930.634766 92 18884.533203 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do ICMS,SARIMAX,0.9491174221038818,"96 446205.21875 97 481683.90625 98 511403.34375 99 481091.21875 100 503561.28125 101 480375.12500 102 481091.21875 103 481683.90625 104 470524.03125 105 472642.93750 106 459750.25000 107 507169.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do IPVA,SARIMAX,1.378246784210205,"96 119613.539062 97 54948.761719 98 51419.207031 99 119526.687500 100 54928.722656 101 22246.210938 102 22131.230469 103 22195.750000 104 22059.162109 105 22286.478516 106 22238.056641 107 119578.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,IPTU,AR,1.5531165599822998,"96 1.328134e+05 97 3.824363e+05 98 1.693079e+06 99 1.364875e+05 100 1.695651e+05 101 2.512621e+05 102 1.746334e+05 103 1.529107e+05 104 2.365066e+05 105 1.448834e+05 106 1.445244e+05 107 1.492366e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,ISS,MLP,1.0653636455535889,"96 632636.854150 97 620127.014463 98 658837.020584 99 649701.736714 100 659336.676189 101 673282.478200 102 680803.356886 103 707940.000782 104 731633.973600 105 762608.168783 106 776391.138037 107 788532.088549 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,ITBI,SARIMAX,1.045182704925537,"96 211203.578125 97 205324.015625 98 211128.484375 99 234113.625000 100 234113.625000 101 234113.625000 102 234113.625000 103 211203.578125 104 250180.375000 105 241035.968750 106 211128.484375 107 234113.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do ICMS,XGBoost,0.8429384231567383,"96 2278986.50 97 2869218.00 98 2884425.25 99 2790503.25 100 2755748.50 101 2790503.25 102 2790503.25 103 2869218.00 104 2663421.25 105 2576450.75 106 2558474.00 107 2757343.50 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do IPVA,SARIMAX,1.165015459060669,"96 1.911322e+06 97 6.894317e+05 98 6.650634e+05 99 9.692340e+05 100 6.650634e+05 101 5.669565e+05 102 4.356297e+05 103 4.107641e+05 104 3.658283e+05 105 3.948186e+05 106 3.658283e+05 107 1.911322e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,IPTU,HWES,0.8681044578552246,"76 2335.034668 77 2686.134521 78 3099.872070 79 1740.973877 80 20127.335938 81 2416.115723 82 2416.115723 83 3150.262939 84 3128.536133 85 3066.745850 86 3138.928711 87 2791.510986 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,ISS,MLP,4.507656812667847,"96 85694.178682 97 96661.536811 98 102759.891943 99 112636.797537 100 119778.973728 101 127244.074257 102 147101.296744 103 154864.564994 104 157343.133111 105 168452.723392 106 199241.364190 107 189703.935793 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,ITBI,XGBoost,1.8953895568847656,"92 40344.531250 93 43208.859375 94 39989.066406 95 40837.281250 96 39430.593750 97 26047.978516 98 36161.519531 99 35359.984375 100 22554.451172 101 22554.451172 102 22294.802734 103 22861.154297 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9429123401641846,"96 615104.5000 97 728842.6875 98 738074.1875 99 728842.6875 100 746388.5625 101 728842.6875 102 728842.6875 103 728842.6875 104 688465.3125 105 688465.3125 106 678112.5000 107 697696.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do IPVA,XGBoost,1.6680989265441895,"96 72252.773438 97 29774.498047 98 39094.082031 99 72252.773438 100 68866.726562 101 31443.875000 102 31443.875000 103 29169.925781 104 29169.925781 105 29175.103516 106 29607.195312 107 68189.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,IPTU,HWES,1.2332267761230469,"95 11744.710938 96 11731.487305 97 142712.968750 98 140644.890625 99 20560.216797 100 19171.621094 101 22148.484375 102 22148.484375 103 19824.759766 104 10633.843750 105 10371.491211 106 11260.167969 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,ISS,SARIMAX,1.4987106323242188,"96 132561.875000 97 133586.515625 98 132156.593750 99 135264.000000 100 120609.281250 101 99281.343750 102 142719.328125 103 156192.812500 104 142456.640625 105 142456.640625 106 150100.562500 107 156127.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,ITBI,SES,1.7658443450927734,"96 53127.570312 97 37759.828125 98 35963.003906 99 44285.804688 100 35368.976562 101 33973.574219 102 25710.322266 103 25595.771484 104 44569.273438 105 37732.437500 106 25648.718750 107 66028.367188 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do ICMS,SARIMAX,1.0370266437530518,"96 863989.1250 97 826328.0000 98 863989.1250 99 865455.9375 100 959619.6875 101 865455.9375 102 865455.9375 103 826328.0000 104 865455.9375 105 803479.8750 106 826328.0000 107 865455.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do IPVA,SARIMAX,1.1439659595489502,"95 148219.281250 96 76986.664062 97 85771.046875 98 148219.281250 99 142020.562500 100 85268.914062 101 64440.867188 102 57494.269531 103 50036.312500 104 49495.050781 105 43972.914062 106 148219.281250 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,IPTU,SARIMAX,1.1054201126098633,"88 4934.880371 89 4941.340820 90 2580.280518 91 2999.768066 92 8721.901367 93 6057.203613 94 31626.431641 95 12812.465820 96 5306.712891 97 5367.556152 98 2680.497559 99 2680.497559 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,ISS,SARIMAX,1.3558430671691895,"96 46167.332031 97 46167.332031 98 46167.332031 99 46167.332031 100 46167.332031 101 46136.382812 102 46136.382812 103 46167.332031 104 46136.382812 105 46167.332031 106 46167.332031 107 46136.382812 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,ITBI,XGBoost,1.4899163246154785,"96 13959.114258 97 3990.662598 98 17387.380859 99 15590.710938 100 28934.376953 101 15590.710938 102 30550.130859 103 16178.697266 104 13141.137695 105 16178.697266 106 17387.380859 107 3990.662598 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do ICMS,SES,1.0511488914489746,"96 539229.93750 97 512023.81250 98 504150.93750 99 501986.21875 100 532065.31250 101 502353.59375 102 501986.21875 103 512023.81250 104 501947.40625 105 500526.09375 106 458993.84375 107 500071.28125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do IPVA,XGBoost,2.823300361633301,"96 161332.140625 97 127521.585938 98 179038.625000 99 203166.125000 100 203627.015625 101 126580.000000 102 127847.640625 103 127839.273438 104 127839.273438 105 127839.273438 106 179038.625000 107 179038.625000 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,IPTU,SARIMAX,2.62310528755188,"85 653.517822 86 10972.936523 87 16171.478516 88 28063.003906 89 1992.990112 90 9328.245117 91 19759.439453 92 10906.797852 93 29308.605469 94 1951.625977 95 665.994385 96 441.474274 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,ISS,XGBoost,1.2305257320404053,"96 49909.312500 97 49909.312500 98 68927.296875 99 60116.050781 100 50204.214844 101 50204.214844 102 59350.531250 103 91847.171875 104 91684.585938 105 91847.171875 106 91673.664062 107 91684.585938 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,ITBI,XGBoost,1.4057400226593018,"84 10254.430664 85 8294.710938 86 8006.703125 87 8180.125977 88 7661.065918 89 8225.192383 90 7797.145996 91 6043.414551 92 6059.733887 93 6043.414551 94 6093.816895 95 6070.573242 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do ICMS,SES,1.0164728164672852,"96 245900.765625 97 292341.812500 98 286232.250000 99 248035.546875 100 289555.562500 101 248035.546875 102 248035.546875 103 292341.812500 104 246853.718750 105 249368.203125 106 255124.765625 107 287754.031250 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do IPVA,SARIMAX,1.0194683074951172,"96 73434.351562 97 34535.839844 98 74984.585938 99 72767.960938 100 74869.656250 101 35691.125000 102 32767.623047 103 32761.894531 104 32574.568359 105 34663.343750 106 32574.568359 107 83677.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,IPTU,HWES,1.1067614555358887,"96 16841.767578 97 100839.453125 98 51747.464844 99 15318.431641 100 15318.431641 101 15318.431641 102 35115.277344 103 17955.357422 104 17955.357422 105 15318.431641 106 15318.431641 107 15269.816406 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,ISS,HWES,1.01041579246521,"96 18942.406250 97 17469.927734 98 25029.396484 99 25102.195312 100 25101.673828 101 17213.921875 102 16974.603516 103 27031.115234 104 25101.673828 105 25102.195312 106 25102.195312 107 25101.673828 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,ITBI,XGBoost,1.072488784790039,"95 8272.847656 96 9139.996094 97 26706.263672 98 21253.361328 99 9139.996094 100 19176.705078 101 19176.705078 102 25690.169922 103 9182.973633 104 19125.728516 105 19205.972656 106 8511.994141 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ICMS,SARIMAX,0.9877824783325195,"96 583939.3750 97 685084.8750 98 690285.6250 99 640926.0000 100 690285.6250 101 654671.6250 102 640926.0000 103 685084.8750 104 640926.0000 105 640926.0000 106 646409.0000 107 695768.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do IPVA,SARIMAX,2.080674409866333,"92 187264.656250 93 165194.359375 94 165194.359375 95 181270.921875 96 181270.921875 97 165194.359375 98 186881.968750 99 186881.968750 100 187459.562500 101 187459.562500 102 187459.562500 103 165194.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,IPTU,SARIMAX,1.078782320022583,"79 8315.589844 80 9627.155273 81 8315.589844 82 8409.380859 83 8409.380859 84 46992.871094 85 263842.031250 86 117773.382812 87 129953.546875 88 103094.625000 89 9678.947266 90 9483.575195 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,ISS,MLP,1.0169620513916016,"96 64304.401363 97 65966.634403 98 69110.363857 99 69309.816534 100 73053.270705 101 75798.179533 102 78075.529155 103 80740.451859 104 83901.668296 105 87247.688223 106 87993.507565 107 88327.615148 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,ITBI,XGBoost,1.241363763809204,"94 49721.664062 95 48553.687500 96 49176.648438 97 47332.167969 98 47173.679688 99 47616.886719 100 47827.226562 101 47453.605469 102 47173.679688 103 47532.355469 104 47477.804688 105 47536.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do ICMS,SES,1.0340747833251953,"96 427246.93750 97 434776.71875 98 453437.25000 99 427246.93750 100 452998.21875 101 428864.09375 102 387849.31250 103 428629.34375 104 422501.46875 105 421923.46875 106 416593.00000 107 441552.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do IPVA,SARIMAX,1.6278140544891357,"96 248006.265625 97 81621.125000 98 81621.125000 99 248006.265625 100 81621.125000 101 81546.648438 102 249491.671875 103 81825.742188 104 81935.320312 105 82586.031250 106 81721.718750 107 249491.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,IPTU,XGBoost,1.3281850814819336,"79 1467.549927 80 1467.549927 81 3415.174561 82 1467.549927 83 8917.081055 84 2474.590576 85 2763.553223 86 2763.553223 87 2213.495850 88 2213.495850 89 2213.495850 90 2213.495850 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,ISS,MLP,1.5561549663543701,"96 22301.778032 97 26077.946894 98 28820.568711 99 34254.508898 100 39210.712439 101 43005.199363 102 49877.996245 103 56596.786319 104 70019.725882 105 72974.419376 106 85218.869508 107 100684.189866 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,ITBI,SARIMAX,0.8246030807495117,"75 29330.552734 76 74800.007812 77 74800.007812 78 40109.937500 79 74800.007812 80 75109.125000 81 77867.773438 82 77867.773438 83 77867.773438 84 43276.203125 85 43276.203125 86 77867.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do ICMS,SARIMAX,1.1202547550201416,"96 459181.71875 97 522963.71875 98 510091.25000 99 514187.31250 100 526193.50000 101 522963.71875 102 514187.31250 103 510091.25000 104 514187.31250 105 457236.93750 106 450620.78125 107 512185.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do IPVA,XGBoost,0.9293160438537598,"90 31523.324219 91 31242.480469 92 40888.332031 93 40888.332031 94 32887.703125 95 40451.074219 96 40888.332031 97 40927.554688 98 31523.324219 99 31523.324219 100 40927.554688 101 40888.332031 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,IPTU,XGBoost,1.04030179977417,"96 6.335109e+04 97 1.507092e+05 98 1.065809e+05 99 1.088478e+05 100 9.483246e+04 101 7.103101e+04 102 1.053192e+05 103 7.081195e+04 104 1.048154e+05 105 1.116302e+05 106 1.016381e+06 107 1.818562e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,ISS,XGBoost,1.1106750965118408,"96 644998.0000 97 644998.0000 98 768061.8750 99 644998.0000 100 768061.8750 101 644998.0000 102 621568.8750 103 770967.2500 104 579620.5625 105 768061.8750 106 621568.8750 107 770967.2500 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,ITBI,XGBoost,0.8541545867919922,"96 173202.546875 97 164451.953125 98 163923.140625 99 177881.718750 100 185213.593750 101 164859.390625 102 198196.312500 103 164252.984375 104 250422.109375 105 244207.968750 106 252760.109375 107 259628.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do ICMS,XGBoost,0.9442954063415527,"96 1877142.125 97 2126065.250 98 2199825.750 99 2028226.500 100 2218833.500 101 2019348.250 102 2028226.500 103 2126065.250 104 2053280.000 105 2050974.500 106 1888934.375 107 2000182.000 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do IPVA,XGBoost,1.2044172286987305,"96 1.172184e+06 97 4.444121e+05 98 7.108478e+05 99 1.172184e+06 100 1.128650e+06 101 4.463500e+05 102 3.946894e+05 103 2.937682e+05 104 2.410996e+05 105 2.004915e+05 106 1.643586e+05 107 1.273196e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,IPTU,HWES,1.5355405807495117,"81 24384.341797 82 32845.941406 83 2744.491455 84 13339.990234 85 18821.988281 86 714.933411 87 1946.982544 88 80668.632812 89 18738.759766 90 23937.986328 91 18140.376953 92 18448.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,ISS,MLP,4.133352279663086,"84 21641.628508 85 23006.698540 86 24138.419844 87 24864.473495 88 26000.337991 89 27830.754402 90 29655.010991 91 30983.204464 92 31551.209325 93 32789.024414 94 35361.897117 95 38087.561742 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,ITBI,MLP,2.2836270332336426,"83 20395.292118 84 23249.228937 85 26107.218321 86 30192.742794 87 39113.938530 88 35814.926685 89 38630.754556 90 47059.407249 91 48858.286278 92 55624.132466 93 60273.132057 94 68011.325392 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do ICMS,SARIMAX,1.5372638702392578,"84 606446.0000 85 567153.0000 86 566252.3750 87 573318.6875 88 571214.1875 89 578045.1250 90 578045.1250 91 567153.0000 92 573318.6875 93 573318.6875 94 580395.6250 95 536676.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do IPVA,AR,1.5544612407684326,"84 136910.890625 85 100797.914062 86 101187.960938 87 120985.953125 88 100797.914062 89 50539.035156 90 50539.035156 91 70092.632812 92 69369.906250 93 69314.164062 94 69314.164062 95 120985.953125 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,IPTU,HWES,1.0142741203308105,"86 17525.421875 87 21657.445312 88 25735.298828 89 35733.433594 90 14784.622070 91 13830.017578 92 6689.383301 93 4385.593262 94 1980.480103 95 1502.329590 96 1120.726685 97 4121.810547 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,ISS,MLP,0.9806110858917236,"96 25228.908610 97 26486.385547 98 28005.350641 99 29399.357329 100 30281.844172 101 31639.805009 102 33604.663591 103 35202.612608 104 37214.266613 105 39103.717683 106 42125.474349 107 45384.539080 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,ITBI,XGBoost,2.223966121673584,"91 9582.065430 92 14211.862305 93 8782.054688 94 9544.579102 95 12038.321289 96 9696.056641 97 11160.398438 98 11990.891602 99 13826.103516 100 11115.827148 101 12018.025391 102 12018.025391 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do ICMS,XGBoost,1.9034669399261475,"96 359396.18750 97 407655.78125 98 406683.87500 99 407655.78125 100 406683.87500 101 408127.09375 102 408127.09375 103 407655.78125 104 408155.96875 105 396997.93750 106 396997.93750 107 406712.75000 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do IPVA,HWES,1.0266740322113037,"95 149557.093750 96 149557.093750 97 176099.859375 98 176099.859375 99 147466.140625 100 133266.312500 101 176099.859375 102 176324.125000 103 176076.406250 104 176076.406250 105 176076.406250 106 149557.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,IPTU,AR,0.9473092555999756,"88 1752541.00 89 17097430.00 90 17083522.00 91 2408043.75 92 2408043.75 93 2408043.75 94 2529309.00 95 2408043.75 96 2408043.75 97 2408043.75 98 17083522.00 99 2408043.75 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,ISS,MLP,1.0403029918670654,"88 7.202708e+06 89 7.131057e+06 90 7.039696e+06 91 7.346059e+06 92 7.660777e+06 93 7.817422e+06 94 8.128225e+06 95 8.463793e+06 96 8.370077e+06 97 8.536364e+06 98 8.815917e+06 99 9.251356e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,ITBI,XGBoost,0.8558804988861084,"88 2643869.00 89 3550596.50 90 2785897.00 91 2496972.25 92 2358439.25 93 2491649.50 94 2491649.50 95 2354311.00 96 3409935.25 97 2491649.50 98 2354896.25 99 2491649.50 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do ICMS,AR,0.916576623916626,"88 2191870.75 89 2640826.00 90 2640826.00 91 2640826.00 92 2586067.00 93 2524067.50 94 2640826.00 95 2586067.00 96 2371330.00 97 2371330.00 98 2371330.00 99 2567480.50 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do IPVA,MLP,1.18528413772583,"88 2.471665e+06 89 1.409932e+06 90 1.622054e+06 91 2.407101e+06 92 2.029813e+06 93 1.417708e+06 94 1.389197e+06 95 1.410102e+06 96 1.362734e+06 97 1.373947e+06 98 1.475010e+06 99 3.787956e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,IPTU,XGBoost,0.8804340362548828,"76 138343.515625 77 122325.679688 78 172698.218750 79 179023.593750 80 163421.812500 81 172698.218750 82 163421.812500 83 172508.734375 84 172508.734375 85 135898.531250 86 135898.531250 87 135898.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,ISS,MLP,0.9161276817321777,"76 116694.994188 77 128481.350409 78 143144.692909 79 163383.560499 80 179087.214251 81 206211.380807 82 240501.959083 83 264399.970889 84 303044.708849 85 346548.879649 86 411268.901763 87 481281.275738 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,ITBI,SARIMAX,1.8284931182861328,"76 158042.43750 77 399648.65625 78 399431.50000 79 393963.43750 80 393863.31250 81 393863.31250 82 391837.12500 83 391614.06250 84 394015.75000 85 453498.65625 86 393708.68750 87 393708.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do ICMS,SARIMAX,0.7917873859405518,"76 1440602.375 77 1667254.000 78 1593373.250 79 1568612.000 80 1593373.250 81 1568612.000 82 1568612.000 83 1667254.000 84 1674767.250 85 1469713.375 86 1469713.375 87 1593373.250 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do IPVA,XGBoost,0.8752038478851318,"74 259797.109375 75 230239.968750 76 258201.734375 77 259797.109375 78 259797.109375 79 230335.640625 80 230239.968750 81 230239.968750 82 230679.968750 83 230679.968750 84 230496.781250 85 259797.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,IPTU,XGBoost,1.01383638381958,"96 158781.015625 97 167258.859375 98 18495.669922 99 18826.681641 100 11857.735352 101 11409.833984 102 12520.126953 103 11477.529297 104 9812.573242 105 16861.179688 106 12867.046875 107 15653.372070 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,ISS,XGBoost,3.1514055728912354,"96 592442.4375 97 638884.1250 98 555121.3750 99 594048.8750 100 594048.8750 101 621470.7500 102 607130.5625 103 593718.1875 104 594048.8750 105 589296.5625 106 621470.7500 107 594048.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,ITBI,XGBoost,1.0576133728027344,"92 2390.705322 93 6981.689453 94 13535.263672 95 7435.982910 96 7907.431152 97 9778.543945 98 2560.879639 99 -969.910034 100 -969.910034 101 2560.879639 102 1467.768555 103 249.076950 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do ICMS,SARIMAX,0.9331638813018799,"96 529492.06250 97 588283.31250 98 579847.31250 99 511230.00000 100 580519.12500 101 511230.00000 102 528771.75000 103 583660.12500 104 524281.53125 105 521663.09375 106 528720.18750 107 589501.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do IPVA,XGBoost,0.9131908416748047,"96 203688.953125 97 52643.839844 98 131753.921875 99 203688.953125 100 203688.953125 101 75410.460938 102 41154.066406 103 33357.789062 104 33357.789062 105 19753.921875 106 23212.769531 107 185224.187500 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,IPTU,SARIMAX,1.1709644794464111,"94 182944.453125 95 74641.179688 96 165361.859375 97 119267.179688 98 125290.242188 99 194862.843750 100 106899.984375 101 105493.867188 102 143519.531250 103 142342.937500 104 101431.148438 105 194862.843750 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,ISS,AR,0.9483907222747803,"96 529904.000000 97 199904.031250 98 531916.062500 99 519828.187500 100 201054.515625 101 205361.109375 102 467941.250000 103 138209.484375 104 365235.750000 105 311257.468750 106 110753.476562 107 130973.796875 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,ITBI,XGBoost,1.082519292831421,"93 18226.689453 94 24566.287109 95 22949.525391 96 14081.845703 97 14201.188477 98 23824.710938 99 17012.693359 100 16661.582031 101 23246.144531 102 13843.117188 103 14081.845703 104 13298.207031 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do ICMS,XGBoost,1.2898685932159424,"96 1207613.375 97 1217963.500 98 1217963.500 99 1217963.500 100 1225709.875 101 1217963.500 102 1217963.500 103 1217963.500 104 1217963.500 105 1217963.500 106 1217963.500 107 1217963.500 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do IPVA,XGBoost,0.9919140338897705,"94 533725.1250 95 533725.1250 96 533725.1250 97 533725.1250 98 599468.2500 99 594855.6250 100 597557.0625 101 593644.1250 102 602808.7500 103 602808.7500 104 602415.8125 105 533725.1250 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,IPTU,SARIMAX,0.8217809200286865,"86 7839.440918 87 8797.063477 88 8797.063477 89 5319.930176 90 8797.063477 91 9661.751953 92 7839.440918 93 8485.522461 94 141185.140625 95 6404.738281 96 1537.543701 97 1111.984741 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,ISS,XGBoost,1.7440135478973389,"96 25217.371094 97 26525.234375 98 25541.486328 99 25541.486328 100 25255.298828 101 25541.486328 102 25541.486328 103 25255.298828 104 25541.486328 105 25541.486328 106 25541.486328 107 25255.298828 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,ITBI,XGBoost,0.8282618522644043,"96 33446.855469 97 26832.820312 98 33159.527344 99 31317.349609 100 31317.349609 101 31317.349609 102 43326.484375 103 33299.539062 104 28026.445312 105 33159.527344 106 33105.171875 107 33132.421875 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do ICMS,XGBoost,0.926854133605957,"96 475247.28125 97 549384.75000 98 611008.18750 99 551611.25000 100 612758.81250 101 545368.00000 102 545368.00000 103 574135.56250 104 538903.31250 105 545498.31250 106 543076.62500 107 611008.18750 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do IPVA,XGBoost,0.9565114974975586,"96 335476.875000 97 45087.507812 98 96308.054688 99 243762.765625 100 96308.765625 101 25260.814453 102 9379.028320 103 19378.271484 104 8079.197754 105 10293.273438 106 7849.410645 107 335476.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,IPTU,XGBoost,0.8866245746612549,"88 3.640677e+04 89 7.528964e+04 90 1.083482e+06 91 1.132136e+05 92 8.388359e+04 93 7.466763e+04 94 8.958329e+04 95 1.574908e+05 96 7.528964e+04 97 1.192106e+05 98 8.950077e+04 99 8.388359e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,ISS,MLP,0.9564685821533203,"96 138278.066660 97 142438.084584 98 148510.471214 99 149879.230730 100 153371.517252 101 157787.090724 102 162001.818403 103 161890.004065 104 167868.199100 105 170692.128021 106 171163.170817 107 174726.053866 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,ITBI,XGBoost,1.074568510055542,"96 39711.503906 97 39711.503906 98 38442.894531 99 39752.117188 100 40630.363281 101 39769.265625 102 39711.503906 103 37336.777344 104 43750.082031 105 49269.355469 106 40373.421875 107 42195.167969 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do ICMS,SARIMAX,1.1061363220214844,"96 789511.8125 97 947989.3125 98 893425.2500 99 811985.0625 100 953961.9375 101 812200.4375 102 811551.3750 103 947555.5625 104 778259.1875 105 790247.0000 106 801713.8125 107 947307.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do IPVA,XGBoost,1.1148436069488525,"92 690373.43750 93 378851.90625 94 406854.96875 95 442940.59375 96 406854.96875 97 353938.96875 98 329076.12500 99 329076.12500 100 287986.46875 101 274248.37500 102 274248.37500 103 690373.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,IPTU,SARIMAX,1.0628242492675781,"88 10643.085938 89 13253.875977 90 14397.990234 91 37583.179688 92 235653.265625 93 36975.031250 94 36975.031250 95 36975.031250 96 35765.015625 97 33978.984375 98 15113.433594 99 12315.756836 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,ISS,HWES,0.9803898334503174,"96 34575.960938 97 43372.636719 98 47347.535156 99 47449.812500 100 47247.515625 101 43632.128906 102 47478.816406 103 47347.535156 104 47347.535156 105 47420.695312 106 46901.625000 107 47347.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,ITBI,SARIMAX,0.9754703044891357,"96 13945.794922 97 11073.725586 98 13412.619141 99 16716.457031 100 13666.841797 101 15349.753906 102 12962.319336 103 13171.527344 104 12100.849609 105 7544.885254 106 8544.852539 107 6039.305664 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do ICMS,SARIMAX,1.0076112747192383,"96 449211.12500 97 400184.59375 98 516556.81250 99 531897.00000 100 523241.43750 101 533436.50000 102 533739.62500 103 532200.12500 104 450082.28125 105 396854.96875 106 449854.21875 107 488922.00000 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do IPVA,XGBoost,1.973120927810669,"95 77406.062500 96 71505.046875 97 77406.062500 98 113774.046875 99 127810.031250 100 70974.328125 101 33955.722656 102 71505.046875 103 33955.722656 104 27433.908203 105 30597.744141 106 81457.367188 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,IPTU,AR,1.7228970527648926,"96 7.025665e+05 97 1.994129e+06 98 9.865478e+05 99 6.414791e+05 100 6.414791e+05 101 3.423879e+05 102 2.970695e+05 103 2.970695e+05 104 2.181666e+05 105 2.181666e+05 106 2.181666e+05 107 2.136097e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,ISS,MLP,0.9565038681030273,"96 1.039553e+06 97 1.116547e+06 98 1.256002e+06 99 1.415916e+06 100 1.557635e+06 101 1.715831e+06 102 1.957104e+06 103 2.276782e+06 104 2.601676e+06 105 2.991039e+06 106 3.548293e+06 107 4.080188e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,ITBI,Prophet,1.0490200519561768,"96 7.167763e+05 97 5.245776e+05 98 1.042283e+06 99 7.149204e+05 100 1.042283e+06 101 5.245776e+05 102 7.149204e+05 103 1.042283e+06 104 5.489966e+05 105 1.042075e+06 106 1.042075e+06 107 1.042538e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do ICMS,SARIMAX,0.9325301647186279,"96 4303446.0 97 5218682.0 98 5019522.5 99 4486682.5 100 5239292.5 101 4441095.0 102 4441095.0 103 5173095.0 104 4250763.5 105 4235482.5 106 4313250.0 107 5191384.5 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do IPVA,XGBoost,1.104288101196289,"96 2.006945e+06 97 1.055584e+06 98 1.055584e+06 99 1.945056e+06 100 1.945056e+06 101 1.058792e+06 102 8.026992e+05 103 7.497733e+05 104 5.537208e+05 105 4.657589e+05 106 4.139486e+05 107 2.006945e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,IPTU,MLP,2.7205827236175537,"81 65073.652114 82 73294.788685 83 134319.867475 84 107769.574494 85 183240.777433 86 124638.539294 87 112113.943625 88 117441.603453 89 125304.922481 90 133058.886926 91 146974.117666 92 136065.517041 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,ISS,SARIMAX,1.6613845825195312,"84 48026.289062 85 49517.406250 86 47095.277344 87 47908.367188 88 47900.738281 89 47900.738281 90 47862.070312 91 47716.835938 92 47908.136719 93 47099.214844 94 47348.062500 95 47908.136719 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,ITBI,XGBoost,0.8592898845672607,"84 376137.90625 85 343546.46875 86 376185.37500 87 372368.78125 88 372533.81250 89 372533.81250 90 344899.87500 91 376659.75000 92 371899.25000 93 371968.68750 94 372368.78125 95 372368.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do ICMS,XGBoost,0.9316363334655762,"84 1490584.375 85 1722968.125 86 1744585.875 87 1713034.625 88 1768233.750 89 1713034.625 90 1713034.625 91 1701286.750 92 1691353.125 93 1526851.125 94 1567865.625 95 1722904.500 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do IPVA,XGBoost,0.9963457584381104,"84 237111.078125 85 161915.703125 86 161915.703125 87 193947.203125 88 184378.640625 89 151231.328125 90 91731.242188 91 43432.082031 92 43432.082031 93 29617.673828 94 24576.363281 95 237111.078125 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,IPTU,XGBoost,1.1722619533538818,"90 4083.497070 91 1952.503906 92 2811.924072 93 15244.817383 94 15051.169922 95 4773.064941 96 5774.316406 97 2483.653809 98 2850.650146 99 2850.650146 100 1575.253418 101 2850.650146 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,ISS,SES,2.4623420238494873,"92 3431.017822 93 3612.013428 94 3612.013428 95 3034.924805 96 3846.551025 97 3612.013428 98 3012.809814 99 2725.377686 100 4161.532715 101 3850.508789 102 3968.992432 103 2676.365479 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,ITBI,XGBoost,2.465038299560547,"80 43823.644531 81 43760.726562 82 43497.367188 83 45176.753906 84 45214.195312 85 45569.695312 86 43962.140625 87 45673.675781 88 43936.125000 89 43460.363281 90 43769.910156 91 43936.125000 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do ICMS,XGBoost,0.9594838619232178,"92 243368.50000 93 319507.87500 94 302663.28125 95 319507.87500 96 294332.31250 97 319507.87500 98 319414.34375 99 319414.34375 100 350089.00000 101 332178.12500 102 281774.37500 103 304384.50000 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do IPVA,AR,1.0419564247131348,"88 29308.625000 89 13445.922852 90 35797.324219 91 31775.164062 92 29749.904297 93 9878.328125 94 5998.591309 95 3145.138184 96 3509.354736 97 3369.940430 98 3369.940430 99 31775.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,IPTU,HWES,1.5833041667938232,"91 13875.385742 92 61150.066406 93 174217.281250 94 793374.625000 95 184321.546875 96 183192.468750 97 132615.687500 98 66225.984375 99 18404.869141 100 18404.869141 101 18404.869141 102 66225.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,ISS,Prophet,0.856471061706543,"96 431692.00000 97 502635.68750 98 375264.18750 99 502611.81250 100 502560.46875 101 503100.06250 102 502560.46875 103 502560.46875 104 502560.46875 105 503100.06250 106 503100.06250 107 502560.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,ITBI,SARIMAX,0.9765677452087402,"96 59597.328125 97 59742.605469 98 58640.070312 99 58640.070312 100 58640.070312 101 58640.070312 102 58640.070312 103 58640.070312 104 58640.070312 105 58404.148438 106 58404.148438 107 58404.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do ICMS,XGBoost,0.9639172554016113,"96 1155108.875 97 1093856.000 98 1078633.500 99 1210576.000 100 1265479.500 101 1137320.000 102 1178964.625 103 1091250.875 104 1147156.500 105 1147156.500 106 1173846.375 107 1095903.375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do IPVA,SARIMAX,1.0221314430236816,"96 706758.187500 97 257849.437500 98 280745.718750 99 694331.312500 100 380825.156250 101 267310.093750 102 259258.687500 103 226745.609375 104 156129.046875 105 164009.468750 106 151393.078125 107 706758.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,IPTU,MLP,1.6040973663330078,"86 14441.219029 87 15235.094331 88 17009.984152 89 26345.625231 90 25623.155693 91 18642.230873 92 18599.043458 93 21143.719375 94 20902.462033 95 22171.970667 96 25382.631954 97 26154.788390 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,ISS,AR,2.2969298362731934,"88 16406.294922 89 16191.826172 90 16393.013672 91 16281.881836 92 17181.261719 93 17245.636719 94 17181.261719 95 17032.765625 96 17032.765625 97 17088.396484 98 17030.666016 99 17032.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,ITBI,XGBoost,2.4510676860809326,"86 19990.832031 87 21188.587891 88 19990.832031 89 19990.832031 90 49893.632812 91 19990.832031 92 15828.734375 93 36096.425781 94 28055.949219 95 16156.471680 96 20368.099609 97 16156.471680 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do ICMS,XGBoost,0.9617922306060791,"88 380613.37500 89 419601.21875 90 433957.84375 91 419601.21875 92 441217.12500 93 419601.21875 94 419601.21875 95 419601.21875 96 419601.21875 97 419601.21875 98 422888.53125 99 431925.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do IPVA,XGBoost,1.0299875736236572,"87 56148.542969 88 50749.496094 89 50524.125000 90 50035.218750 91 56148.542969 92 28537.019531 93 50685.410156 94 28218.353516 95 28269.011719 96 28806.203125 97 28218.353516 98 50035.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,IPTU,AR,1.0586674213409424,"96 8106087.50 97 8106087.50 98 2458082.00 99 2455265.75 100 2458082.00 101 2466162.75 102 2466162.75 103 2522266.00 104 2522266.00 105 2522266.00 106 2522266.00 107 2489013.25 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,ISS,MLP,1.1784932613372803,"96 2.237051e+06 97 2.262847e+06 98 2.330790e+06 99 2.415101e+06 100 2.522163e+06 101 2.609307e+06 102 2.703152e+06 103 2.818394e+06 104 2.847802e+06 105 2.944591e+06 106 3.044410e+06 107 3.155654e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,ITBI,XGBoost,1.0200445652008057,"96 1764599.875 97 1286660.500 98 1269770.750 99 1288018.125 100 1293046.875 101 1299135.250 102 1309324.750 103 1271997.500 104 1293046.875 105 1290244.875 106 1298549.250 107 1322209.875 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do ICMS,SARIMAX,0.9546988010406494,"96 1496034.750 97 1688719.875 98 1797837.000 99 1692027.625 100 1831814.375 101 1690419.000 102 1692027.625 103 1688719.875 104 1580563.750 105 1589485.750 106 1457610.125 107 1775076.250 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do IPVA,XGBoost,3.0880613327026367,"96 1.995863e+06 97 1.199156e+06 98 1.199156e+06 99 1.995863e+06 100 1.821066e+06 101 7.554738e+05 102 7.204596e+05 103 4.883855e+05 104 3.734181e+05 105 3.186201e+05 106 3.222055e+05 107 1.747029e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,IPTU,SARIMAX,0.9118626117706299,"80 31215.226562 81 44826.500000 82 31215.226562 83 61964.597656 84 61814.328125 85 102808.453125 86 108509.476562 87 102808.453125 88 102808.453125 89 60821.324219 90 102808.453125 91 102808.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,ISS,XGBoost,0.8224842548370361,"96 67512.757812 97 67512.757812 98 83424.335938 99 83424.335938 100 67432.054688 101 83373.546875 102 83424.335938 103 83424.335938 104 83424.335938 105 83424.335938 106 83424.335938 107 83424.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,ITBI,XGBoost,1.7257030010223389,"94 25136.617188 95 27084.865234 96 9252.408203 97 26806.048828 98 28712.542969 99 28712.542969 100 25368.990234 101 9223.923828 102 29098.365234 103 27008.935547 104 28871.531250 105 10568.042969 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do ICMS,XGBoost,2.773460865020752,"96 501338.84375 97 543087.18750 98 552041.62500 99 543087.18750 100 540028.00000 101 543087.18750 102 543087.18750 103 568194.87500 104 508193.43750 105 486484.31250 106 485719.21875 107 511466.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do IPVA,XGBoost,1.9517478942871094,"96 137676.765625 97 65936.265625 98 70822.375000 99 146311.328125 100 92787.953125 101 65936.265625 102 65936.265625 103 141975.015625 104 57584.210938 105 57619.476562 106 57584.210938 107 141975.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,IPTU,SARIMAX,1.1346015930175781,"96 9747.445312 97 11305.038086 98 9747.445312 99 106754.328125 100 107234.695312 101 11302.029297 102 109776.476562 103 11472.206055 104 11472.206055 105 21603.474609 106 11577.970703 107 9553.855469 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,ISS,XGBoost,1.4339942932128906,"96 33686.632812 97 28660.939453 98 33686.632812 99 32003.841797 100 33026.250000 101 32434.984375 102 32068.689453 103 27513.511719 104 27513.511719 105 27609.943359 106 27215.476562 107 27513.511719 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,ITBI,HWES,2.937330722808838,"95 20108.640625 96 28252.833984 97 32875.632812 98 32875.632812 99 28252.833984 100 28245.134766 101 32114.070312 102 34214.089844 103 26922.605469 104 20026.830078 105 31055.595703 106 28125.068359 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Cota-Parte do ICMS,SARIMAX,1.3496291637420654,"96 486444.6250 97 565048.0625 98 564570.0000 99 565048.0625 100 576474.3750 101 512248.5000 102 565048.0625 103 565048.0625 104 512248.5000 105 512248.5000 106 509544.5000 107 561866.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Cota-Parte do IPVA,MLP,0.9971706867218018,"96 200512.515872 97 88572.006028 98 104337.452743 99 135613.847074 100 104266.639218 101 100259.933801 102 99436.901563 103 114049.837829 104 123888.437000 105 130590.020048 106 146051.078091 107 385533.160168 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,IPTU,HWES,1.7398827075958252,"93 9603.673828 94 9603.673828 95 164714.546875 96 139629.921875 97 71498.312500 98 24366.603516 99 10293.521484 100 9827.069336 101 9827.069336 102 9717.916992 103 10342.946289 104 20896.355469 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,ISS,MLP,3.5209031105041504,"96 23704.229747 97 22924.829053 98 25892.887171 99 26550.179875 100 27247.436994 101 27107.832652 102 29430.780182 103 30234.562614 104 32142.353870 105 34279.343433 106 34856.325234 107 37403.515853 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,ITBI,XGBoost,3.700793743133545,"95 11931.811523 96 13659.158203 97 11754.109375 98 10803.047852 99 11615.774414 100 11656.429688 101 11896.775391 102 12922.434570 103 10938.036133 104 13204.518555 105 11656.429688 106 4474.352539 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0112781524658203,"96 380600.87500 97 435623.03125 98 434404.25000 99 408972.59375 100 438549.65625 101 409156.87500 102 409156.87500 103 435438.75000 104 398884.65625 105 370483.75000 106 383841.53125 107 434404.25000 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.142935037612915,"96 236183.015625 97 90810.843750 98 90810.843750 99 223015.015625 100 152839.250000 101 77845.421875 102 72077.554688 103 72077.554688 104 75955.156250 105 72077.554688 106 70276.023438 107 236183.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,IPTU,XGBoost,2.697115421295166,"91 7102.316895 92 8465.067383 93 8462.933594 94 100571.976562 95 100571.976562 96 87347.937500 97 87286.554688 98 21843.947266 99 63864.175781 100 8465.067383 101 63864.175781 102 63864.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,ISS,MLP,0.9040000438690186,"96 45337.129670 97 47567.291880 98 50894.664821 99 53836.645212 100 56006.054433 101 58595.002616 102 60227.202524 103 63226.724775 104 66226.186510 105 69864.920962 106 71842.857099 107 74384.962325 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,ITBI,HWES,2.024681806564331,"96 36127.804688 97 34277.597656 98 29908.710938 99 26899.667969 100 28509.927734 101 26547.029297 102 26877.169922 103 28203.023438 104 25967.748047 105 28203.023438 106 25967.748047 107 28203.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do ICMS,MLP,1.0919649600982666,"96 564213.589054 97 572954.612278 98 577551.114552 99 585358.661657 100 587484.197344 101 595122.760293 102 606123.656362 103 616825.090526 104 630105.799126 105 646127.445939 106 664864.044351 107 679299.314104 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do IPVA,XGBoost,1.070857048034668,"89 128969.570312 90 137231.640625 91 101980.460938 92 127123.398438 93 87895.945312 94 50244.449219 95 50223.652344 96 50270.175781 97 38310.218750 98 38310.218750 99 48257.546875 100 128969.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,IPTU,XGBoost,1.256788969039917,"96 12357.364258 97 10908.392578 98 13322.232422 99 14981.258789 100 18112.742188 101 28708.703125 102 22055.320312 103 11342.539062 104 18354.132812 105 21058.917969 106 10523.478516 107 10523.478516 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,ISS,SES,0.9862747192382812,"96 42171.246094 97 42094.574219 98 39328.234375 99 51522.265625 100 39337.343750 101 39379.539062 102 39315.640625 103 39421.484375 104 39379.539062 105 39328.234375 106 39315.640625 107 49101.820312 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,ITBI,AR,0.8892977237701416,"95 25846.925781 96 13542.463867 97 21519.039062 98 28200.113281 99 28950.900391 100 29034.275391 101 29672.802734 102 16066.946289 103 25070.683594 104 16669.859375 105 52526.453125 106 28200.113281 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do ICMS,SARIMAX,2.335132122039795,"96 926913.6250 97 928526.8750 98 835098.8125 99 826938.7500 100 826938.7500 101 826938.7500 102 821105.3125 103 826938.7500 104 826938.7500 105 826938.7500 106 823720.3750 107 568467.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do IPVA,XGBoost,1.0030183792114258,"95 264453.96875 96 308588.03125 97 358296.87500 98 266514.37500 99 308588.03125 100 358296.87500 101 358558.25000 102 358318.81250 103 358593.84375 104 358118.53125 105 358373.87500 106 264453.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,IPTU,SARIMAX,0.9780175685882568,"96 530519.06250 97 691787.37500 98 691787.37500 99 307904.96875 100 307904.96875 101 662684.31250 102 662684.31250 103 662684.31250 104 662684.31250 105 662684.31250 106 662684.31250 107 662684.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,ISS,MLP,3.455918073654175,"96 131943.005121 97 136156.654170 98 137355.658599 99 140888.712282 100 145082.186190 101 145773.737988 102 148076.076909 103 150862.950156 104 152751.991379 105 155903.875570 106 160582.165718 107 161202.917015 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,ITBI,XGBoost,1.8255970478057861,"96 60820.230469 97 54831.425781 98 57679.515625 99 47717.273438 100 57679.515625 101 60820.230469 102 54831.425781 103 60820.230469 104 65639.617188 105 54831.425781 106 60820.230469 107 60820.230469 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.771289587020874,"96 9.810445e+05 97 9.929610e+05 98 1.000746e+06 99 1.003048e+06 100 1.000746e+06 101 9.880071e+05 102 1.003048e+06 103 1.043576e+06 104 9.373925e+05 105 9.548137e+05 106 9.616070e+05 107 1.015616e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do IPVA,AR,1.3384315967559814,"96 679738.750000 97 89773.851562 98 111160.859375 99 379704.125000 100 111160.859375 101 52982.062500 102 42954.566406 103 23206.548828 104 4828.968750 105 4626.848633 106 4828.968750 107 679738.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,IPTU,XGBoost,1.1806821823120117,"95 22530.199219 96 17996.337891 97 16196.050781 98 70535.742188 99 3341.463867 100 3021.031494 101 18078.707031 102 5508.011230 103 862.125732 104 799.285950 105 810.768738 106 810.768738 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,ISS,XGBoost,1.0114881992340088,"96 116314.789062 97 114490.062500 98 111283.265625 99 136158.375000 100 113656.328125 101 114264.585938 102 136158.375000 103 113822.304688 104 114264.585938 105 134168.015625 106 117485.257812 107 136158.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,ITBI,XGBoost,1.1178271770477295,"91 4.488194e+05 92 3.241992e+05 93 4.050856e+05 94 3.443237e+05 95 3.568648e+05 96 1.178126e+06 97 1.177875e+06 98 1.175716e+06 99 1.177476e+06 100 1.177476e+06 101 1.178410e+06 102 1.177183e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do ICMS,SARIMAX,1.140202283859253,"96 1274522.500 97 1453384.250 98 1453384.250 99 1440357.375 100 1407703.500 101 1440357.375 102 1419353.625 103 1438173.125 104 1425146.250 105 1450501.500 106 1449562.625 107 1432375.875 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do IPVA,XGBoost,1.0441582202911377,"96 290242.781250 97 121677.421875 98 289715.937500 99 292101.843750 100 290242.781250 101 107293.992188 102 36689.000000 103 39564.617188 104 39564.617188 105 11868.343750 106 11868.343750 107 292101.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,IPTU,XGBoost,1.0446176528930664,"75 17295.179688 76 20383.482422 77 19715.521484 78 14729.513672 79 14942.094727 80 14823.064453 81 14805.738281 82 14879.167969 83 19534.425781 84 14025.909180 85 13496.417969 86 14729.513672 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,ISS,XGBoost,1.1059496402740479,"96 14412.084961 97 25589.251953 98 26729.382812 99 26276.250000 100 22940.248047 101 13832.717773 102 22546.601562 103 25328.296875 104 13832.717773 105 13832.717773 106 13832.717773 107 26276.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,ITBI,AR,0.9437828063964844,"84 4423.968750 85 5925.936035 86 2157.121338 87 5925.936035 88 5878.229980 89 2157.121338 90 2321.848877 91 5367.908691 92 3961.555908 93 3996.237549 94 5521.637695 95 6523.773926 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do ICMS,SARIMAX,1.0090243816375732,"96 419657.71875 97 493525.50000 98 493359.78125 99 479869.21875 100 494581.50000 101 481596.34375 102 479869.21875 103 491234.12500 104 476236.21875 105 422091.84375 106 422435.84375 107 491448.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do IPVA,SARIMAX,1.770944356918335,"96 100798.664062 97 40739.289062 98 81580.109375 99 60707.984375 100 40739.289062 101 27034.994141 102 20083.015625 103 24413.498047 104 21042.003906 105 20515.056641 106 20126.548828 107 100798.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,IPTU,HWES,2.922758102416992,"87 10053.514648 88 13964.489258 89 10372.472656 90 18175.644531 91 15778.631836 92 13925.908203 93 10135.177734 94 6735.462402 95 6882.979004 96 4674.922363 97 4674.922363 98 4705.971191 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,ISS,XGBoost,2.658236503601074,"96 39087.019531 97 38150.445312 98 35188.269531 99 35470.269531 100 32466.404297 101 42933.621094 102 38230.632812 103 37740.519531 104 42542.753906 105 39269.601562 106 42542.753906 107 39553.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,ITBI,XGBoost,1.020533561706543,"94 58295.105469 95 61056.527344 96 59196.093750 97 33473.410156 98 33473.410156 99 46625.460938 100 46201.039062 101 71783.148438 102 29045.521484 103 57937.601562 104 21350.513672 105 20197.091797 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do ICMS,SES,1.0367958545684814,"96 453982.12500 97 763962.43750 98 813095.37500 99 504096.93750 100 814499.56250 101 477069.96875 102 476597.00000 103 764195.31250 104 417036.56250 105 794326.25000 106 448563.87500 107 741946.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do IPVA,AR,1.035738229751587,"96 110982.390625 97 53984.996094 98 56586.953125 99 106367.531250 100 106367.531250 101 56586.953125 102 53984.996094 103 38928.394531 104 110982.390625 105 -370261.218750 106 -369413.812500 107 2749.187012 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,IPTU,SARIMAX,1.4518229961395264,"96 23238.458984 97 23238.458984 98 234951.890625 99 197169.140625 100 45584.316406 101 45584.316406 102 37078.136719 103 27674.087891 104 24684.730469 105 10167.553711 106 24230.912109 107 41060.011719 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,ISS,AR,1.1396028995513916,"96 30670.605469 97 30953.380859 98 26160.984375 99 28071.591797 100 28504.617188 101 26270.521484 102 24525.173828 103 22943.892578 104 27072.771484 105 30777.914062 106 35462.875000 107 28071.591797 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,ITBI,XGBoost,0.8667051792144775,"94 27773.041016 95 27455.175781 96 25909.574219 97 25697.312500 98 26821.251953 99 25890.511719 100 25681.193359 101 25690.757812 102 25649.857422 103 25754.996094 104 25649.857422 105 25649.857422 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do ICMS,SES,0.9631729125976562,"96 435940.31250 97 474311.06250 98 475834.09375 99 475796.21875 100 455563.71875 101 408951.65625 102 406114.34375 103 373328.96875 104 372918.18750 105 375661.09375 106 395388.03125 107 364444.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do IPVA,XGBoost,0.9283256530761719,"96 149328.718750 97 40875.628906 98 133696.640625 99 154719.765625 100 127403.523438 101 40875.628906 102 19936.919922 103 32967.394531 104 20215.742188 105 14934.164062 106 14934.164062 107 149328.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,IPTU,HWES,1.5014798641204834,"83 9.429235e+04 84 2.605359e+05 85 7.451761e+05 86 2.283610e+06 87 4.175992e+05 88 4.175992e+05 89 4.175992e+05 90 4.175992e+05 91 4.175992e+05 92 4.044952e+05 93 2.040648e+06 94 4.325491e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,ISS,MLP,0.9098289012908936,"84 652004.008172 85 665002.423916 86 673823.511856 87 684368.394103 88 696241.287524 89 709678.338351 90 731032.440704 91 739560.254758 92 752945.965354 93 765657.077393 94 775320.064987 95 783984.416670 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,ITBI,SES,1.015519142150879,"84 359304.65625 85 350397.56250 86 352772.65625 87 351038.18750 88 387798.21875 89 385081.59375 90 385224.59375 91 387156.62500 92 385615.84375 93 364374.78125 94 364122.34375 95 362726.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do ICMS,SARIMAX,1.2364861965179443,"84 1491633.375 85 1705447.625 86 1704335.750 87 1550263.750 88 1798749.625 89 1538199.500 90 1538199.500 91 1779547.750 92 1538199.500 93 1507289.750 94 1514993.750 95 1779547.750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do IPVA,XGBoost,1.8620431423187256,"84 1.654245e+06 85 6.496181e+05 86 6.496181e+05 87 1.653906e+06 88 6.496181e+05 89 6.439868e+05 90 5.986948e+05 91 4.811831e+05 92 4.423249e+05 93 4.544985e+05 94 4.500388e+05 95 1.654245e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,IPTU,XGBoost,1.2229571342468262,"90 1646.872437 91 1646.872437 92 3743.757080 93 2834.265137 94 8573.264648 95 7215.281738 96 7215.281738 97 3107.427246 98 1184.398926 99 1184.398926 100 1259.072998 101 1332.285156 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,ISS,MLP,1.589695692062378,"96 30067.763736 97 35124.280650 98 38276.221938 99 45767.522530 100 50228.484751 101 60252.266118 102 65751.243603 103 75860.165173 104 88273.135074 105 100051.900022 106 119121.089780 107 134788.166264 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,ITBI,Prophet,1.6881206035614014,"96 5661.730469 97 8641.829102 98 2974.591309 99 7265.484863 100 10479.267578 101 4612.032227 102 46116.042969 103 5661.730469 104 5800.514160 105 8840.234375 106 2583.484375 107 7024.700684 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do ICMS,XGBoost,0.9699306488037109,"96 509731.03125 97 582007.81250 98 587911.75000 99 578007.93750 100 600389.56250 101 594995.93750 102 594995.93750 103 581939.81250 104 362415.12500 105 514042.06250 106 515833.84375 107 587911.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do IPVA,AR,2.897949695587158,"96 156166.953125 97 29491.703125 98 47398.894531 99 131829.921875 100 67716.500000 101 29706.574219 102 29706.574219 103 39226.113281 104 39601.886719 105 39360.296875 106 47398.894531 107 156166.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,IPTU,Prophet,1.392073392868042,"93 170106.859375 94 170106.859375 95 170106.859375 96 170106.859375 97 170106.859375 98 170106.859375 99 170106.859375 100 319339.250000 101 334916.593750 102 95975.281250 103 118457.406250 104 633007.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,ISS,SARIMAX,0.9593281745910645,"96 367882.15625 97 367715.62500 98 362908.43750 99 362908.43750 100 362908.43750 101 362908.43750 102 362908.43750 103 362908.43750 104 362908.43750 105 362908.43750 106 362908.43750 107 362908.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,ITBI,SES,1.3476252555847168,"96 92747.148438 97 55304.164062 98 93221.015625 99 114949.195312 100 88175.031250 101 88648.914062 102 53232.910156 103 110347.187500 104 88175.031250 105 110347.187500 106 87676.796875 107 105702.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ICMS,SARIMAX,1.199345588684082,"96 1729384.250 97 1839017.125 98 1825449.625 99 1822188.875 100 1806663.875 101 1830665.250 102 1869633.250 103 1869633.250 104 2043050.875 105 2019906.375 106 2019906.375 107 1975373.875 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do IPVA,XGBoost,1.0715909004211426,"96 1.278836e+06 97 8.092968e+05 98 8.092968e+05 99 1.278836e+06 100 7.798291e+05 101 5.333712e+05 102 4.914572e+05 103 4.368211e+05 104 3.984872e+05 105 3.623707e+05 106 3.623707e+05 107 1.278836e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,IPTU,XGBoost,1.0816702842712402,"96 7623.455566 97 50476.351562 98 50476.351562 99 17278.392578 100 18739.083984 101 51998.308594 102 10608.735352 103 8178.267090 104 14961.876953 105 9077.313477 106 7101.818848 107 11307.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,ISS,SARIMAX,1.8349671363830566,"96 35015.550781 97 39550.214844 98 31271.839844 99 33266.171875 100 31268.289062 101 31268.289062 102 22981.080078 103 23309.144531 104 26198.802734 105 22975.578125 106 22946.910156 107 23309.144531 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,ITBI,XGBoost,1.1648190021514893,"94 11689.704102 95 11629.841797 96 11970.250977 97 11848.412109 98 18464.267578 99 33280.578125 100 12480.213867 101 33280.578125 102 11970.250977 103 11970.250977 104 11140.646484 105 11627.189453 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do ICMS,XGBoost,0.9515566825866699,"96 398643.25000 97 434891.31250 98 440169.37500 99 427154.21875 100 440816.09375 101 435352.28125 102 427154.21875 103 427154.21875 104 427154.21875 105 397905.93750 106 406509.31250 107 450104.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do IPVA,XGBoost,1.0997436046600342,"95 70217.492188 96 43440.574219 97 43440.574219 98 70216.617188 99 37733.105469 100 21716.316406 101 11039.739258 102 14086.411133 103 8637.272461 104 9598.322266 105 9476.953125 106 70205.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,IPTU,XGBoost,1.00471830368042,"95 208222.312500 96 975322.562500 97 799036.625000 98 183902.687500 99 719148.750000 100 110767.117188 101 117837.703125 102 117837.703125 103 146742.687500 104 146742.687500 105 146742.687500 106 113259.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,ISS,XGBoost,1.000835657119751,"96 337912.68750 97 310983.78125 98 311612.31250 99 297525.93750 100 342163.93750 101 342163.93750 102 311612.31250 103 323249.81250 104 322217.93750 105 317574.18750 106 322217.93750 107 379230.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,ITBI,SARIMAX,2.9401140213012695,"96 209374.187500 97 459939.750000 98 217767.718750 99 209374.187500 100 442803.062500 101 177993.171875 102 501675.718750 103 176568.218750 104 130402.937500 105 167004.656250 106 130402.937500 107 182558.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do ICMS,Prophet,0.9990830421447754,"96 3632826.75 97 3637922.25 98 2348615.00 99 2161824.50 100 2394002.00 101 3638503.75 102 2159392.25 103 2169857.00 104 3638503.75 105 2145425.75 106 2335989.75 107 2363862.00 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do IPVA,XGBoost,1.0370969772338867,"96 852953.375000 97 486604.437500 98 481205.625000 99 852953.375000 100 708855.250000 101 305658.187500 102 295277.906250 103 191667.468750 104 113645.093750 105 110443.867188 106 83439.375000 107 737005.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,IPTU,AR,1.5529201030731201,"96 344058.43750 97 547327.75000 98 426016.18750 99 152672.87500 100 212142.31250 101 212142.31250 102 158154.62500 103 209191.34375 104 209191.34375 105 152672.87500 106 152672.87500 107 547779.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,ISS,MLP,2.240043878555298,"96 480291.980401 97 494054.745385 98 514806.816104 99 536238.644832 100 551239.352696 101 563024.265984 102 583277.149010 103 599665.919125 104 624005.312583 105 654562.258020 106 687663.777299 107 714748.401001 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,ITBI,Prophet,1.1809930801391602,"94 66249.109375 95 137563.921875 96 132835.406250 97 115315.898438 98 202818.125000 99 154436.031250 100 159195.109375 101 126534.492188 102 129124.007812 103 129261.250000 104 129261.250000 105 128740.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do ICMS,SES,1.0586891174316406,"96 1164220.000 97 1411595.000 98 1445450.875 99 1430613.375 100 1492119.000 101 1397374.375 102 1524239.750 103 1411595.000 104 1429937.750 105 1431931.625 106 1398050.000 107 1524239.750 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do IPVA,MLP,1.0038189888000488,"94 605093.624932 95 590558.787675 96 415557.163945 97 487228.203465 98 665152.159464 99 842127.213177 100 460395.993509 101 494522.908486 102 485216.590588 103 499295.207583 104 549199.919843 105 920529.274962 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,IPTU,XGBoost,0.956820011138916,"67 81202.343750 68 144650.609375 69 143517.656250 70 143611.312500 71 143479.796875 72 141381.078125 73 141381.078125 74 141381.078125 75 143479.796875 76 158159.625000 77 143479.796875 78 141381.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,ISS,XGBoost,1.0205860137939453,"96 23967.826172 97 25288.054688 98 25469.890625 99 25589.433594 100 34920.996094 101 34075.328125 102 34075.328125 103 34311.015625 104 34231.894531 105 34222.562500 106 34231.894531 107 34211.511719 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,ITBI,Prophet,1.0090160369873047,"93 17492.626953 94 36109.621094 95 11255.136719 96 9273.577148 97 23779.013672 98 42045.582031 99 41010.824219 100 27640.228516 101 41010.824219 102 42045.582031 103 14283.687500 104 41010.824219 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do ICMS,SARIMAX,1.108140468597412,"96 483600.12500 97 531096.87500 98 537837.68750 99 525593.75000 100 537837.68750 101 525593.75000 102 525593.75000 103 531096.87500 104 528856.43750 105 509216.46875 106 509216.46875 107 541100.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do IPVA,XGBoost,1.353365182876587,"95 192775.093750 96 169949.359375 97 169949.359375 98 187391.328125 99 169949.359375 100 88266.898438 101 58613.585938 102 58613.585938 103 59347.718750 104 59347.718750 105 59347.718750 106 192775.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,IPTU,AR,0.8757288455963135,"96 2.966119e+06 97 8.271204e+06 98 1.498727e+06 99 1.392757e+06 100 1.392757e+06 101 1.392757e+06 102 1.392757e+06 103 1.392757e+06 104 1.498727e+06 105 2.524454e+05 106 4.224827e+05 107 2.979399e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,ISS,Prophet,0.9382131099700928,"96 10778494.0 97 10925729.0 98 10939272.0 99 10764539.0 100 10979571.0 101 11050927.0 102 10283872.0 103 10000272.0 104 10497148.0 105 10779169.0 106 10779169.0 107 10475484.0 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,ITBI,SARIMAX,0.9537887573242188,"96 1.097134e+06 97 1.193956e+06 98 9.155764e+05 99 1.117790e+06 100 1.018264e+06 101 8.967005e+05 102 9.155764e+05 103 1.200922e+06 104 1.025230e+06 105 1.018264e+06 106 9.219193e+05 107 9.702850e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do ICMS,XGBoost,1.395608901977539,"96 16840106.0 97 17899160.0 98 17899160.0 99 17398046.0 100 17532088.0 101 17377900.0 102 17377900.0 103 17163932.0 104 17143786.0 105 17143786.0 106 16657336.0 107 17747592.0 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do IPVA,XGBoost,1.4079020023345947,"96 6667627.000 97 3127153.750 98 3150231.500 99 6670561.000 100 6668131.500 101 3135853.000 102 2613670.750 103 1925484.250 104 1486311.375 105 1513474.375 106 1438781.500 107 6670277.000 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,IPTU,SARIMAX,1.2100133895874023,"96 5213.012695 97 23563.943359 98 102220.554688 99 102220.554688 100 19873.244141 101 5398.785156 102 9540.501953 103 11646.270508 104 11239.909180 105 8236.448242 106 17579.421875 107 10267.231445 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,ISS,MLP,2.289074659347534,"96 42875.045347 97 44693.691249 98 45517.497758 99 45880.189931 100 47315.198890 101 48433.426818 102 49571.383482 103 51065.631402 104 52897.244930 105 55669.588532 106 57574.270921 107 57549.026634 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,ITBI,XGBoost,4.175531625747681,"96 4967.145508 97 7619.358887 98 6912.284668 99 7023.511230 100 2804.379150 101 3537.528320 102 4150.093262 103 8880.614258 104 2381.745117 105 9977.685547 106 6625.751953 107 1565.459595 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do ICMS,SARIMAX,0.9665005207061768,"96 621409.6250 97 737139.6250 98 723571.4375 99 735248.8125 100 732337.0000 101 735248.8125 102 735248.8125 103 729311.2500 104 699441.6875 105 702189.1250 106 644735.5000 107 723619.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do IPVA,AR,1.1330173015594482,"96 382946.625000 97 123114.968750 98 139147.875000 99 254917.671875 100 139147.875000 101 116895.062500 102 104189.875000 103 87948.640625 104 87948.640625 105 87317.132812 106 87317.132812 107 382946.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,IPTU,XGBoost,0.9652161598205566,"96 1033900.500 97 2152778.000 98 2371277.500 99 2204396.250 100 1038033.000 101 1038323.375 102 1024473.125 103 1024473.125 104 1081095.000 105 1038033.000 106 1038033.000 107 2152778.000 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,ISS,XGBoost,0.9003739356994629,"96 1.054740e+06 97 9.767048e+05 98 9.962391e+05 99 1.045248e+06 100 9.767048e+05 101 1.096802e+06 102 9.915575e+05 103 1.076298e+06 104 9.915575e+05 105 1.028446e+06 106 1.039998e+06 107 1.039998e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,ITBI,MLP,1.897416591644287,"96 9.933914e+05 97 1.044008e+06 98 8.367868e+05 99 1.084336e+06 100 1.175828e+06 101 1.296942e+06 102 1.423634e+06 103 1.564284e+06 104 1.762189e+06 105 1.941129e+06 106 2.216453e+06 107 2.002600e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do ICMS,SARIMAX,1.5443143844604492,"96 4969527.5 97 5195005.5 98 5291972.0 99 4875540.5 100 5290160.0 101 4875540.5 102 4875540.5 103 5195005.5 104 4924266.5 105 4962490.0 106 4962490.0 107 5291972.0 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do IPVA,XGBoost,1.0434961318969727,"96 3.159489e+06 97 2.379167e+06 98 2.683043e+06 99 3.159489e+06 100 3.159489e+06 101 2.379167e+06 102 1.300670e+06 103 1.211784e+06 104 7.595620e+05 105 6.637872e+05 106 6.637872e+05 107 3.159489e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,IPTU,SARIMAX,1.4779236316680908,"96 6.335825e+05 97 9.043014e+05 98 2.432246e+06 99 4.954444e+06 100 2.440526e+06 101 2.767882e+06 102 2.353235e+06 103 2.384680e+06 104 2.380876e+06 105 9.324265e+05 106 9.516801e+05 107 9.010655e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,ISS,MLP,1.387688159942627,"96 1.118967e+06 97 1.102484e+06 98 1.148513e+06 99 1.185655e+06 100 1.216720e+06 101 1.265796e+06 102 1.266578e+06 103 1.274924e+06 104 1.299567e+06 105 1.345388e+06 106 1.362373e+06 107 1.363698e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,ITBI,HWES,1.3749463558197021,"96 4.572078e+05 97 1.089917e+06 98 1.096215e+06 99 1.096215e+06 100 1.087781e+06 101 1.096215e+06 102 1.095990e+06 103 1.096215e+06 104 1.096388e+06 105 1.096215e+06 106 1.088630e+06 107 1.096215e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do ICMS,SARIMAX,0.9829103946685791,"96 4459925.0 97 4995862.0 98 4987719.0 99 4325319.5 100 5035594.5 101 4269454.5 102 4479364.0 103 5138246.5 104 4269454.5 105 4262009.0 106 4421754.5 107 5023297.5 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do IPVA,XGBoost,1.3927388191223145,"96 2.247074e+06 97 1.320896e+06 98 1.600898e+06 99 2.215866e+06 100 2.215866e+06 101 9.023211e+05 102 7.994009e+05 103 5.290816e+05 104 3.747256e+05 105 3.747256e+05 106 3.540093e+05 107 2.247074e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,IPTU,XGBoost,3.3667759895324707,"96 6052358.000 97 1692395.375 98 1636683.750 99 1597613.250 100 1597613.250 101 1518652.250 102 1518652.250 103 1518652.250 104 1518652.250 105 1518652.250 106 1518823.750 107 1526039.125 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,ISS,MLP,1.7423210144042969,"96 1.389922e+06 97 1.403339e+06 98 1.423143e+06 99 1.440038e+06 100 1.453517e+06 101 1.467425e+06 102 1.486089e+06 103 1.505628e+06 104 1.526429e+06 105 1.544227e+06 106 1.558462e+06 107 1.577047e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,ITBI,SARIMAX,0.9754424095153809,"96 842405.3125 97 783779.2500 98 806317.8125 99 806317.8125 100 816567.3750 101 783779.2500 102 793143.6250 103 793143.6250 104 825628.5625 105 783779.2500 106 783779.2500 107 790205.2500 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.0966110229492188,"96 4565137.0 97 5185682.0 98 5232454.0 99 5194194.5 100 5077571.0 101 5191707.0 102 5191707.0 103 4997789.0 104 4888871.0 105 4911513.0 106 4943700.5 107 4975858.0 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do IPVA,XGBoost,0.9392688274383545,"96 3.504354e+06 97 1.683558e+06 98 2.191401e+06 99 3.503398e+06 100 3.503398e+06 101 1.500301e+06 102 1.325243e+06 103 1.036063e+06 104 8.980579e+05 105 8.197046e+05 106 7.130792e+05 107 3.504354e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,IPTU,SARIMAX,1.062366247177124,"92 1.807525e+05 93 1.807525e+05 94 2.493338e+05 95 1.855495e+05 96 2.193960e+05 97 7.944736e+05 98 5.078178e+06 99 2.493338e+05 100 4.786631e+05 101 1.940501e+05 102 1.855495e+05 103 2.493338e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,ISS,MLP,3.673213243484497,"96 730339.799463 97 742278.129895 98 778710.889199 99 781464.728783 100 797694.012211 101 822438.962154 102 841527.708102 103 868354.898766 104 888723.198566 105 916269.013613 106 924906.986540 107 952544.209948 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,ITBI,MLP,2.571049928665161,"96 353357.358128 97 362629.688477 98 361485.847734 99 369830.368777 100 371836.023002 101 381794.720621 102 373686.462595 103 370173.434440 104 386695.160645 105 403571.706760 106 419991.295642 107 433461.070934 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do ICMS,SES,1.247420072555542,"96 1361832.500 97 1423151.875 98 1509219.125 99 1347611.375 100 1543199.625 101 1347611.375 102 1347611.375 103 1423151.875 104 1349115.250 105 1349815.750 106 1354555.500 107 1509219.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do IPVA,AR,1.0205061435699463,"96 2.193343e+06 97 8.266461e+05 98 8.349210e+05 99 2.182293e+06 100 8.349210e+05 101 6.869518e+05 102 6.173388e+05 103 5.039034e+05 104 4.703304e+05 105 4.588393e+05 106 4.306818e+05 107 2.193343e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,IPTU,XGBoost,1.0270564556121826,"83 1059.031006 84 395.086182 85 451.889465 86 1447.941772 87 2430.822998 88 2118.943115 89 932.647400 90 1134.475098 91 481.410400 92 270.846863 93 297.332916 94 113.555145 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,ISS,SES,1.3747739791870117,"96 13187.673828 97 17204.777344 98 17454.259766 99 17536.421875 100 18174.144531 101 15767.505859 102 16255.988281 103 16119.834961 104 16238.958008 105 16448.300781 106 16658.478516 107 16117.528320 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,ITBI,XGBoost,1.2536840438842773,"93 5832.126953 94 6566.997559 95 6717.813477 96 7072.385254 97 8920.221680 98 10245.290039 99 6351.826660 100 7090.383789 101 12942.249023 102 15583.977539 103 13746.368164 104 9244.580078 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do ICMS,SARIMAX,0.8730008602142334,"96 308776.28125 97 349705.96875 98 349705.96875 99 317151.68750 100 352361.37500 101 317151.68750 102 317151.68750 103 349705.96875 104 317151.68750 105 316116.34375 106 314892.06250 107 336237.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do IPVA,SARIMAX,1.1127629280090332,"94 82294.968750 95 82284.882812 96 82284.882812 97 82340.242188 98 82284.882812 99 82244.406250 100 82244.406250 101 82171.093750 102 82294.007812 103 82341.585938 104 82171.093750 105 82294.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,IPTU,XGBoost,0.9540555477142334,"78 7768.799805 79 2491.885498 80 2316.969971 81 2517.526611 82 2409.772949 83 2888.279297 84 6583.123535 85 1989.942627 86 1989.942627 87 24978.955078 88 2493.128906 89 1989.942627 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,ISS,AR,0.9396224021911621,"96 8226.027344 97 7431.081055 98 7959.462891 99 8724.343750 100 8043.446289 101 8157.697266 102 9040.086914 103 7117.798340 104 7273.784180 105 7381.448242 106 11551.980469 107 7521.625488 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,ITBI,SES,0.8855082988739014,"91 8408.261719 92 3330.200195 93 11584.846680 94 2726.949219 95 5828.947266 96 9731.022461 97 10680.656250 98 10680.656250 99 11186.597656 100 8824.115234 101 6764.572754 102 9536.197266 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do ICMS,SARIMAX,3.5969510078430176,"96 395719.59375 97 429891.40625 98 430322.62500 99 429891.40625 100 444135.28125 101 431081.90625 102 428744.53125 103 428744.53125 104 429935.03125 105 429935.03125 106 402199.56250 107 420433.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do IPVA,MLP,1.514143705368042,"95 94711.517565 96 41711.264408 97 59184.140354 98 68165.758476 99 74090.893264 100 68188.873777 101 72090.369313 102 82518.580761 103 95405.191297 104 109660.322876 105 132775.800307 106 246916.499013 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,IPTU,HWES,1.0096781253814697,"85 1421.917969 86 1423.207397 87 1919.834961 88 1421.917969 89 70531.523438 90 70774.531250 91 17207.302734 92 34783.558594 93 13010.972656 94 14085.691406 95 17207.302734 96 14085.691406 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,ISS,XGBoost,0.9066574573516846,"96 23369.707031 97 25897.884766 98 24693.041016 99 18438.832031 100 22009.244141 101 25454.486328 102 20206.519531 103 18430.996094 104 18852.287109 105 17753.478516 106 18371.343750 107 18877.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,ITBI,SARIMAX,0.8511762619018555,"93 27285.089844 94 24464.146484 95 143993.562500 96 144692.718750 97 144033.500000 98 143825.656250 99 143962.953125 100 143951.328125 101 144823.390625 102 143825.656250 103 144270.500000 104 143962.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do ICMS,SES,1.3375685214996338,"96 480718.5000 97 561551.6875 98 625060.3750 99 553491.6250 100 629775.6875 101 557455.7500 102 553491.6250 103 561732.2500 104 557453.0625 105 557453.0625 106 537916.1250 107 625060.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do IPVA,XGBoost,1.1600327491760254,"96 217724.031250 97 120501.320312 98 133784.734375 99 217724.031250 100 208889.203125 101 88001.250000 102 88050.664062 103 72470.421875 104 71834.851562 105 71948.804688 106 63696.582031 107 217724.031250 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,IPTU,SARIMAX,0.9756150245666504,"96 12667697.00 97 2395970.50 98 2362908.75 99 2529053.75 100 2529053.75 101 2529053.75 102 2529053.75 103 2808966.75 104 2529053.75 105 2188834.00 106 2281795.25 107 8915563.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,ISS,SARIMAX,0.8217892646789551,"96 4206359.00 97 4187164.50 98 4187164.50 99 4187164.50 100 4206359.00 101 4206359.00 102 4206359.00 103 4206359.00 104 4206359.00 105 4206359.00 106 4206359.00 107 4043142.75 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,ITBI,AR,1.1684110164642334,"96 1.674000e+06 97 1.245885e+06 98 1.083968e+06 99 1.361682e+06 100 1.267805e+06 101 1.342930e+06 102 1.125371e+06 103 1.162550e+06 104 1.108184e+06 105 1.205480e+06 106 1.076060e+06 107 8.594847e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do ICMS,SARIMAX,1.052039384841919,"96 8825707.0 97 9605847.0 98 9496933.0 99 9928105.0 100 9496933.0 101 9507124.0 102 9576881.0 103 9605847.0 104 9291401.0 105 8867669.0 106 8817520.0 107 9535015.0 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do IPVA,SARIMAX,1.4182982444763184,"96 3.981898e+06 97 2.579482e+06 98 2.404716e+06 99 4.450130e+06 100 3.981898e+06 101 1.590940e+06 102 1.137864e+06 103 1.063388e+06 104 6.175746e+05 105 5.172750e+05 106 3.802789e+05 107 3.981898e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,IPTU,SARIMAX,1.3686463832855225,"83 45683.277344 84 45683.277344 85 159271.734375 86 142500.953125 87 261460.875000 88 263838.875000 89 -16190.422852 90 -16190.422852 91 6038.311523 92 -16190.422852 93 -16190.422852 94 -2501.792969 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,ISS,XGBoost,1.1126842498779297,"95 272492.03125 96 284009.28125 97 284658.75000 98 293475.40625 99 292098.75000 100 294156.28125 101 295661.71875 102 295661.71875 103 297086.21875 104 286199.62500 105 286199.62500 106 284694.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,ITBI,AR,0.9001212120056152,"75 144816.343750 76 175878.531250 77 231010.562500 78 185049.281250 79 209503.703125 80 194898.093750 81 209503.703125 82 209726.156250 83 195306.859375 84 187284.656250 85 187284.656250 86 230601.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do ICMS,SARIMAX,3.1433310508728027,"96 1628144.750 97 1687234.625 98 1714001.125 99 1512556.750 100 1892397.000 101 1674237.125 102 1674237.125 103 1864218.625 104 1605435.375 105 1605435.375 106 1498621.125 107 1736839.625 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do IPVA,MLP,1.1181085109710693,"94 1.023483e+06 95 6.566206e+05 96 7.462861e+05 97 9.691303e+05 98 9.759955e+05 99 8.896203e+05 100 9.797806e+05 101 1.126018e+06 102 1.291986e+06 103 1.488326e+06 104 1.739298e+06 105 2.891642e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,IPTU,AR,0.9369800090789795,"95 280838.687500 96 748892.562500 97 622455.312500 98 243201.625000 99 245915.375000 100 247115.484375 101 247115.484375 102 243201.625000 103 251653.859375 104 251653.859375 105 255581.828125 106 259947.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,ISS,XGBoost,0.9900641441345215,"96 496912.96875 97 444669.87500 98 609609.25000 99 534540.12500 100 839453.43750 101 469220.40625 102 555104.37500 103 534540.12500 104 609776.37500 105 609609.25000 106 609609.25000 107 611813.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,ITBI,XGBoost,0.939150333404541,"95 57727.175781 96 61046.925781 97 365434.187500 98 68250.882812 99 75523.679688 100 64857.761719 101 79900.554688 102 71496.492188 103 69607.031250 104 70561.164062 105 59977.152344 106 37976.292969 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do ICMS,SARIMAX,1.0706830024719238,"96 4389235.5 97 4782619.0 98 4681020.0 99 4627178.0 100 4571271.0 101 4728777.5 102 4627178.0 103 4740136.0 104 4686294.5 105 4338333.0 106 4345025.0 107 4755781.5 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do IPVA,MLP,0.9741239547729492,"67 9.317092e+05 68 9.574420e+05 69 9.175000e+05 70 1.127236e+06 71 1.203504e+06 72 1.406426e+06 73 1.767955e+06 74 2.248235e+06 75 2.909599e+06 76 3.849832e+06 77 5.105353e+06 78 6.880511e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,IPTU,AR,1.0165412425994873,"76 1.008849e+06 77 2.788058e+05 78 3.657426e+05 79 3.440779e+05 80 3.657426e+05 81 3.633552e+05 82 1.929905e+05 83 1.546888e+05 84 2.699628e+05 85 1.594755e+05 86 1.594755e+05 87 2.337508e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,ISS,MLP,0.939422607421875,"76 7.627621e+05 77 7.671642e+05 78 7.943920e+05 79 8.556687e+05 80 8.684688e+05 81 9.065807e+05 82 9.262986e+05 83 9.542779e+05 84 9.946626e+05 85 1.006817e+06 86 1.054723e+06 87 1.083031e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,ITBI,XGBoost,1.0440411567687988,"74 157003.750000 75 157003.750000 76 110027.695312 77 157003.750000 78 110027.695312 79 110027.695312 80 110027.695312 81 109963.992188 82 110027.695312 83 110027.695312 84 110027.695312 85 157003.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do ICMS,XGBoost,0.8702762126922607,"74 1561474.000 75 1572008.750 76 1572008.750 77 1801685.125 78 1572008.750 79 1928821.875 80 1801685.125 81 1572008.750 82 1801685.125 83 1684105.625 84 1579692.000 85 1572008.750 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do IPVA,AR,0.9530537128448486,"76 947218.12500 77 410291.75000 78 677329.18750 79 947218.12500 80 653089.25000 81 408877.53125 82 365020.87500 83 370839.40625 84 360428.59375 85 391184.40625 86 345264.09375 87 947218.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,IPTU,SARIMAX,0.9798753261566162,"89 6044.123535 90 7355.383789 91 5762.975098 92 84215.609375 93 79122.828125 94 79450.070312 95 77746.625000 96 77746.625000 97 78202.640625 98 78386.843750 99 78063.195312 100 79166.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,ISS,MLP,1.7702124118804932,"96 9860.508190 97 10364.851214 98 10886.354715 99 11388.839846 100 11889.712233 101 12688.517599 102 13558.721387 103 14332.894048 104 14938.922268 105 15529.865971 106 16319.789607 107 16955.299414 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,ITBI,SARIMAX,1.0237202644348145,"91 45797.628906 92 46314.609375 93 46196.035156 94 46189.238281 95 45843.488281 96 45607.382812 97 45877.214844 98 45654.582031 99 45436.234375 100 46314.609375 101 45654.582031 102 45654.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do ICMS,SARIMAX,1.079742670059204,"96 306043.34375 97 369770.28125 98 366019.00000 99 369770.28125 100 389723.34375 101 340952.50000 102 369770.28125 103 369770.28125 104 305713.18750 105 331448.37500 106 331448.37500 107 398847.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do IPVA,SARIMAX,1.2250134944915771,"94 63727.554688 95 31924.251953 96 31924.251953 97 51657.656250 98 31924.251953 99 31924.251953 100 26321.806641 101 21672.779297 102 17486.302734 103 18294.164062 104 17359.458984 105 63727.554688 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,IPTU,SARIMAX,0.866847038269043,"84 57366.500000 85 54626.882812 86 130099.007812 87 109002.304688 88 108299.109375 89 54626.882812 90 56316.324219 91 56786.484375 92 57366.500000 93 56316.324219 94 54626.882812 95 45546.214844 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,ISS,HWES,1.0942134857177734,"88 457902.46875 89 428741.21875 90 432714.40625 91 432113.15625 92 429487.56250 93 432714.40625 94 431841.40625 95 457786.28125 96 457902.46875 97 431741.50000 98 432954.93750 99 457902.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,ITBI,SES,1.0411179065704346,"86 42291.949219 87 33554.867188 88 40272.480469 89 99389.078125 90 95183.742188 91 41146.656250 92 42938.640625 93 42938.640625 94 37277.253906 95 83414.031250 96 39355.027344 97 81286.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do ICMS,XGBoost,0.8939371109008789,"88 1049146.500 89 1253314.500 90 1254571.500 91 1206589.750 92 1352993.375 93 1184426.500 94 1184426.500 95 1253314.500 96 1189206.125 97 1189729.125 98 1081646.375 99 1352600.625 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do IPVA,XGBoost,2.7202095985412598,"87 211077.796875 88 82665.695312 89 92374.937500 90 240490.750000 91 252928.218750 92 122756.203125 93 79334.375000 94 79152.375000 95 80913.867188 96 88815.960938 97 74522.187500 98 240490.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,IPTU,HWES,2.151303291320801,"96 9.529016e+04 97 1.334878e+05 98 1.604683e+05 99 6.940942e+05 100 2.890465e+06 101 2.424284e+05 102 6.163000e+04 103 2.424284e+05 104 2.516150e+05 105 6.530329e+04 106 2.340007e+05 107 6.530329e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,ISS,SARIMAX,1.2346556186676025,"96 547107.1875 97 547284.6250 98 584988.1250 99 570285.3750 100 584988.1250 101 570285.3750 102 584988.1250 103 676226.6875 104 676226.6875 105 676226.6875 106 676226.6875 107 676226.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,ITBI,XGBoost,1.003535270690918,"96 150065.703125 97 197030.937500 98 209808.921875 99 139586.937500 100 149472.000000 101 189058.234375 102 114410.046875 103 122027.351562 104 147477.312500 105 142643.953125 106 161096.156250 107 220876.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do ICMS,SARIMAX,1.1205928325653076,"96 2865116.25 97 2453363.25 98 2521173.75 99 2462578.75 100 2572334.25 101 2481433.25 102 2481433.25 103 2453363.25 104 2481433.25 105 2246769.25 106 2432309.75 107 2521173.75 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do IPVA,MLP,0.9183950424194336,"96 1.553197e+06 97 7.746736e+05 98 9.457990e+05 99 1.335837e+06 100 1.229822e+06 101 1.027847e+06 102 1.099996e+06 103 1.226596e+06 104 1.335530e+06 105 1.516012e+06 106 1.726087e+06 107 3.599385e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,IPTU,AR,1.257843017578125,"95 63529.863281 96 55396.953125 97 70816.453125 98 66809.742188 99 69101.218750 100 53681.730469 101 53681.730469 102 53681.730469 103 53681.730469 104 53681.730469 105 53681.730469 106 53681.730469 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,ISS,HWES,1.0375046730041504,"96 414786.68750 97 416950.34375 98 416950.34375 99 436996.93750 100 436996.93750 101 414786.68750 102 436996.93750 103 413630.46875 104 416950.34375 105 423805.90625 106 413630.46875 107 436996.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,ITBI,XGBoost,0.8997523784637451,"96 43060.335938 97 39686.832031 98 38501.691406 99 22831.431641 100 37512.945312 101 52872.628906 102 48252.414062 103 45354.230469 104 84119.804688 105 46518.527344 106 39632.949219 107 84119.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do ICMS,SES,2.792017936706543,"96 706807.6875 97 650388.4375 98 616904.5625 99 585733.9375 100 721387.7500 101 553085.9375 102 552515.5000 103 584537.0625 104 639134.1875 105 526372.0625 106 533376.7500 107 545710.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do IPVA,SARIMAX,4.126337766647339,"96 174828.187500 97 102304.617188 98 104357.914062 99 250203.859375 100 250757.140625 101 75502.445312 102 79856.882812 103 85962.835938 104 70775.312500 105 104499.882812 106 59314.296875 107 250203.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,IPTU,SARIMAX,1.225358009338379,"96 5.220935e+05 97 7.800935e+05 98 4.502156e+06 99 7.624144e+05 100 7.800935e+05 101 6.089209e+05 102 9.280395e+05 103 7.800935e+05 104 6.161097e+05 105 7.800935e+05 106 6.089209e+05 107 7.800935e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,ISS,MLP,0.9814305305480957,"96 569920.023814 97 598955.385671 98 629055.809955 99 656497.709093 100 679893.461193 101 707601.764725 102 747706.841449 103 779347.927188 104 805503.269464 105 852158.141164 106 883672.341540 107 936855.287170 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,ITBI,MLP,1.0575804710388184,"96 147166.723639 97 157004.986752 98 163585.454619 99 170584.507032 100 171136.451597 101 178286.544592 102 176711.488563 103 193887.105979 104 191751.648327 105 198998.669906 106 199410.968057 107 202048.427884 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do ICMS,XGBoost,0.8863592147827148,"96 1531708.125 97 1851372.500 98 1856309.875 99 1851372.500 100 1830769.125 101 1724131.875 102 1860465.750 103 1851372.500 104 1669577.750 105 1616268.625 106 1617574.875 107 1733159.000 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do IPVA,XGBoost,1.12674880027771,"96 1.035412e+06 97 5.896573e+05 98 9.290208e+05 99 1.550053e+06 100 1.035412e+06 101 5.896573e+05 102 4.148721e+05 103 3.631320e+05 104 2.671205e+05 105 2.690288e+05 106 2.287019e+05 107 1.550053e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,IPTU,SARIMAX,0.929095983505249,"96 1836391.625 97 5099116.000 98 1836391.625 99 1148456.750 100 1159085.250 101 1159085.250 102 1041507.500 103 1159085.250 104 1041507.500 105 1041507.500 106 1041507.500 107 1341360.125 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,ISS,MLP,1.7502918243408203,"96 2.374028e+06 97 2.423604e+06 98 2.465150e+06 99 2.505373e+06 100 2.541273e+06 101 2.581832e+06 102 2.619528e+06 103 2.654699e+06 104 2.693929e+06 105 2.746739e+06 106 2.797735e+06 107 2.845956e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,ITBI,SARIMAX,1.3191916942596436,"96 1.029461e+06 97 7.357891e+05 98 7.215993e+05 99 7.357891e+05 100 9.022175e+05 101 9.046558e+05 102 7.225705e+05 103 7.179354e+05 104 7.357891e+05 105 7.357891e+05 106 8.584921e+05 107 1.125394e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do ICMS,SARIMAX,1.1252727508544922,"96 6267182.0 97 6191392.0 98 6443237.5 99 6195932.0 100 6447777.0 101 7142826.0 102 6447777.0 103 6195932.0 104 6320439.0 105 7016078.0 106 5848882.5 107 6191392.0 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do IPVA,XGBoost,1.0891923904418945,"96 3.108026e+06 97 1.371006e+06 98 2.451978e+06 99 3.108026e+06 100 3.108026e+06 101 1.987283e+06 102 1.186413e+06 103 9.410630e+05 104 6.453126e+05 105 6.438809e+05 106 4.955866e+05 107 3.108026e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,IPTU,SARIMAX,0.852398157119751,"86 9274.271484 87 22692.320312 88 71395.382812 89 101031.156250 90 102007.148438 91 229221.843750 92 104740.375000 93 93363.523438 94 101579.218750 95 102007.148438 96 101823.421875 97 101799.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,ISS,HWES,1.0884032249450684,"96 43568.968750 97 44182.574219 98 43306.117188 99 44455.546875 100 45196.785156 101 46308.964844 102 47427.652344 103 46043.105469 104 45063.957031 105 43675.429688 106 46372.210938 107 46633.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,ITBI,XGBoost,1.048426628112793,"96 28198.074219 97 103981.367188 98 37193.539062 99 38931.187500 100 28823.375000 101 33368.507812 102 24503.855469 103 92788.296875 104 42014.808594 105 28968.109375 106 112862.187500 107 26866.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do ICMS,SARIMAX,2.530399799346924,"96 691915.1875 97 822137.0625 98 826323.0000 99 770234.4375 100 830380.3750 101 770234.4375 102 770234.4375 103 770234.4375 104 719503.7500 105 719482.5000 106 690719.0000 107 826323.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do IPVA,SARIMAX,1.1731321811676025,"96 108220.734375 97 108220.734375 98 102794.515625 99 145676.531250 100 145676.531250 101 79958.773438 102 80874.539062 103 55677.566406 104 61093.324219 105 56040.667969 106 55429.171875 107 145676.531250 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,IPTU,SARIMAX,0.926194429397583,"85 28489.271484 86 31486.876953 87 69771.960938 88 127257.859375 89 127257.859375 90 78619.492188 91 78619.492188 92 78619.492188 93 74783.125000 94 74783.125000 95 92532.109375 96 74783.125000 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,ISS,SARIMAX,0.8654518127441406,"96 35697.003906 97 40622.882812 98 36217.066406 99 39409.656250 100 38889.593750 101 41479.386719 102 42358.730469 103 41226.050781 104 38013.984375 105 35539.000000 106 38746.281250 107 39946.800781 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,ITBI,MLP,1.6036548614501953,"94 34335.034447 95 35950.047131 96 34016.556804 97 35933.412520 98 37578.580829 99 37153.155874 100 39178.939946 101 41399.033463 102 44046.697304 103 46658.635800 104 50230.727518 105 47869.313042 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do ICMS,SARIMAX,1.990823745727539,"96 385988.90625 97 435039.84375 98 428060.25000 99 430708.15625 100 429748.81250 101 395280.43750 102 387966.87500 103 435039.84375 104 395107.75000 105 395107.75000 106 397272.37500 107 428060.25000 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do IPVA,MLP,1.2594108581542969,"96 124464.266190 97 67484.297742 98 82633.324135 99 113644.067554 100 99106.242303 101 79253.792263 102 79234.607883 103 100826.406179 104 95866.788279 105 106017.588478 106 118442.025201 107 298842.772548 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,IPTU,SARIMAX,1.0421380996704102,"87 4888.570801 88 5338.510742 89 5540.234863 90 13714.576172 91 69610.718750 92 12061.919922 93 12061.919922 94 13802.910156 95 9059.528320 96 9059.528320 97 9008.510742 98 8424.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,ISS,MLP,3.3166911602020264,"96 53596.056349 97 58799.896630 98 60537.542079 99 62486.224901 100 65706.131147 101 67006.283203 102 67065.538181 103 69189.486730 104 73312.602948 105 73851.727119 106 77409.265629 107 84116.577294 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,ITBI,XGBoost,2.06143856048584,"92 35930.265625 93 37672.980469 94 37213.136719 95 36542.136719 96 36605.433594 97 36368.667969 98 37584.015625 99 37213.136719 100 37242.570312 101 37119.113281 102 36542.136719 103 37497.722656 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do ICMS,SARIMAX,0.9031350612640381,"96 444628.40625 97 491424.31250 98 494840.15625 99 477173.31250 100 498861.53125 101 484608.81250 102 484362.28125 103 491424.31250 104 477173.31250 105 477173.31250 106 458103.37500 107 495325.50000 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do IPVA,MLP,1.8285274505615234,"96 85012.124871 97 48757.507938 98 50956.316292 99 98170.523392 100 88103.025391 101 59420.117063 102 58764.908729 103 60195.242287 104 60862.042285 105 63077.403694 106 69243.429448 107 193976.634115 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,IPTU,AR,1.1097047328948975,"79 5952.937988 80 29161.984375 81 36184.257812 82 31723.421875 83 20965.976562 84 29161.984375 85 44403.023438 86 36231.367188 87 44442.496094 88 44442.496094 89 20350.517578 90 20534.775391 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,ISS,SARIMAX,1.2771551609039307,"80 32948.820312 81 32948.820312 82 32948.820312 83 34917.843750 84 34917.843750 85 32948.820312 86 34917.843750 87 23862.564453 88 32948.820312 89 32948.820312 90 24170.687500 91 34917.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,ITBI,AR,0.8369097709655762,"69 19825.457031 70 35777.914062 71 39260.300781 72 8922.156250 73 8922.156250 74 25214.341797 75 39319.839844 76 8922.156250 77 39319.839844 78 23740.845703 79 37899.378906 80 12108.194336 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do ICMS,Prophet,0.874229907989502,"80 845041.2500 81 810722.0000 82 810722.0000 83 810722.0000 84 813382.0625 85 862453.3125 86 862453.3125 87 862453.3125 88 862453.3125 89 810722.0000 90 810722.0000 91 810722.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do IPVA,XGBoost,1.243131160736084,"80 53535.019531 81 48474.007812 82 38695.042969 83 39463.703125 84 39343.566406 85 32655.453125 86 37627.250000 87 53009.929688 88 53396.386719 89 53396.386719 90 53462.375000 91 53658.574219 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,IPTU,HWES,1.1985831260681152,"95 54511.808594 96 60327.820312 97 64491.691406 98 738799.562500 99 714293.875000 100 99465.906250 101 258417.765625 102 102386.085938 103 99599.445312 104 122062.523438 105 99465.906250 106 102386.085938 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,ISS,MLP,1.1026113033294678,"96 175519.499621 97 180921.090913 98 187177.183854 99 194115.824958 100 199907.884107 101 206025.468554 102 208910.545355 103 215237.948320 104 220202.530781 105 225821.811237 106 232017.091041 107 238569.298571 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,ITBI,XGBoost,1.2592642307281494,"96 784061.562500 97 814467.875000 98 39581.992188 99 203097.359375 100 145463.250000 101 203097.359375 102 203097.359375 103 142925.218750 104 203097.359375 105 203097.359375 106 142925.218750 107 196206.031250 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do ICMS,XGBoost,2.4264965057373047,"96 1608359.625 97 1912273.750 98 2046722.875 99 1608359.625 100 2049136.375 101 1899930.500 102 1899930.500 103 1912273.750 104 1858986.625 105 1858986.625 106 1610635.500 107 2046722.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do IPVA,XGBoost,2.086305856704712,"96 620003.875000 97 219473.828125 98 522368.718750 99 620003.875000 100 620129.312500 101 189479.375000 102 234420.234375 103 150104.906250 104 122349.976562 105 122349.976562 106 114576.281250 107 620003.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,IPTU,SARIMAX,0.8688430786132812,"87 4229.990723 88 3251.368408 89 16535.115234 90 26661.494141 91 104977.828125 92 37969.230469 93 9057.847656 94 9057.847656 95 -6423.468750 96 -1812.185913 97 -6185.529785 98 8919.239258 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,ISS,MLP,1.1224815845489502,"96 68622.159590 97 65986.781539 98 72224.888392 99 76788.675572 100 79738.976368 101 82885.004867 102 89972.581184 103 88999.105412 104 97353.232146 105 102369.212880 106 107498.176162 107 115142.232701 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,ITBI,XGBoost,1.0594968795776367,"94 -54686.398438 95 21925.462891 96 20415.085938 97 22173.427734 98 20951.830078 99 20951.830078 100 21153.314453 101 20768.039062 102 20415.085938 103 20951.830078 104 21864.927734 105 20415.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do ICMS,XGBoost,1.203993320465088,"96 526766.37500 97 586964.18750 98 520543.65625 99 586964.18750 100 659572.87500 101 568559.75000 102 655947.18750 103 647253.87500 104 647253.87500 105 647253.87500 106 533281.18750 107 555232.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do IPVA,SARIMAX,2.508328437805176,"96 232280.656250 97 102016.937500 98 180229.515625 99 180229.515625 100 180229.515625 101 180229.515625 102 131936.531250 103 99486.648438 104 56166.394531 105 57276.511719 106 60402.492188 107 180229.515625 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,IPTU,XGBoost,0.8530418872833252,"79 21560.658203 80 22815.595703 81 26532.802734 82 25101.847656 83 68524.750000 84 163778.328125 85 25130.423828 86 25130.423828 87 25130.423828 88 26837.732422 89 25468.800781 90 25014.136719 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,ISS,SARIMAX,1.29270601272583,"96 90330.585938 97 88451.992188 98 93239.898438 99 98852.828125 100 98852.828125 101 98852.828125 102 98852.828125 103 98852.828125 104 98852.828125 105 102237.976562 106 93735.351562 107 98852.828125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,ITBI,XGBoost,0.9312806129455566,"96 48901.843750 97 18082.173828 98 36376.644531 99 17619.339844 100 49047.460938 101 45608.523438 102 36376.644531 103 45608.523438 104 45629.113281 105 45642.300781 106 44161.085938 107 33794.785156 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do ICMS,SES,1.2715110778808594,"96 792552.5000 97 791882.5625 98 833862.1250 99 759936.1875 100 844884.5625 101 774209.5625 102 759936.1875 103 791882.5625 104 788720.7500 105 793495.4375 106 800244.4375 107 833862.1250 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do IPVA,SARIMAX,0.9840621948242188,"96 657477.750000 97 313050.312500 98 546004.625000 99 546380.437500 100 546380.437500 101 244875.515625 102 211051.421875 103 191345.593750 104 146395.953125 105 148768.234375 106 148768.234375 107 657477.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,IPTU,XGBoost,3.639418840408325,"92 8305.789062 93 8305.789062 94 20475.542969 95 28717.062500 96 13045.124023 97 -3704.670166 98 -2289.608887 99 -2289.608887 100 -2289.608887 101 -2289.608887 102 -3704.670166 103 -988.405884 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,ISS,MLP,1.039360761642456,"96 51656.373083 97 52286.356734 98 52979.364674 99 54857.251893 100 57175.520509 101 59356.108230 102 60583.094873 103 61588.893763 104 63325.924693 105 65556.777708 106 67943.351847 107 69889.416955 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,ITBI,Prophet,1.0366647243499756,"95 29362.533203 96 23103.929688 97 23222.849609 98 16169.216797 99 20408.962891 100 20208.009766 101 15544.620117 102 20408.962891 103 15643.344727 104 15570.106445 105 15570.106445 106 15544.620117 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do ICMS,XGBoost,0.997927188873291,"96 561358.6250 97 538264.1875 98 569582.0625 99 559154.1875 100 560114.3125 101 596511.2500 102 559154.1875 103 538264.1875 104 559154.1875 105 535387.1250 106 549004.0625 107 569786.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do IPVA,AR,1.0412495136260986,"95 389572.812500 96 95943.156250 97 260536.609375 98 260536.609375 99 260536.609375 100 95943.156250 101 88997.765625 102 95943.156250 103 88997.765625 104 88997.765625 105 88997.765625 106 389572.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,IPTU,AR,1.1748158931732178,"96 9.363413e+06 97 2.386702e+06 98 8.139875e+05 99 8.055180e+05 100 8.055180e+05 101 8.484580e+05 102 8.484580e+05 103 8.378547e+05 104 8.269338e+05 105 7.810612e+05 106 8.397671e+05 107 3.605196e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,ISS,HWES,1.2812609672546387,"96 119030.093750 97 117822.304688 98 124413.750000 99 115596.039062 100 119309.085938 101 115431.421875 102 110258.054688 103 118935.656250 104 117803.968750 105 112089.117188 106 106762.257812 107 102575.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,ITBI,XGBoost,1.0145061016082764,"96 354526.68750 97 333761.81250 98 290751.03125 99 348830.03125 100 292531.00000 101 348568.09375 102 331193.00000 103 298060.40625 104 358872.43750 105 342083.96875 106 354341.34375 107 306829.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do ICMS,SES,1.184034824371338,"96 373298.15625 97 386519.37500 98 390649.53125 99 379290.65625 100 393686.15625 101 379290.65625 102 379290.65625 103 386926.03125 104 375424.28125 105 375817.00000 106 375817.00000 107 386926.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do IPVA,AR,2.7201039791107178,"96 278622.031250 97 108322.890625 98 229027.359375 99 278622.031250 100 278622.031250 101 108322.890625 102 99545.664062 103 99545.664062 104 98847.031250 105 105700.179688 106 98847.031250 107 259076.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,IPTU,AR,1.1976580619812012,"95 20225.837891 96 17952.960938 97 94070.781250 98 5780.094727 99 5878.550781 100 11106.866211 101 7713.693848 102 30539.150391 103 15967.965820 104 12588.779297 105 31695.085938 106 12588.779297 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,ISS,XGBoost,0.9813094139099121,"95 818.495422 96 978.465881 97 1729.229980 98 930.017090 99 1573.943848 100 861.146606 101 1573.943848 102 1310.574829 103 1310.574829 104 1310.574829 105 1310.574829 106 1310.574829 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,ITBI,XGBoost,1.0491938591003418,"95 24004.673828 96 60059.308594 97 22886.013672 98 27497.123047 99 23975.953125 100 61149.246094 101 61149.246094 102 61315.136719 103 60059.308594 104 27570.058594 105 23195.833984 106 23204.386719 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do ICMS,SARIMAX,1.0458362102508545,"96 744547.0625 97 698210.4375 98 708158.6250 99 715759.9375 100 727610.6250 101 709499.8750 102 715759.9375 103 710089.0625 104 715759.9375 105 715759.9375 106 715759.9375 107 726112.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do IPVA,XGBoost,1.486053228378296,"62 335920.31250 63 335831.96875 64 335831.96875 65 335920.31250 66 335920.31250 67 335831.96875 68 335920.31250 69 335831.96875 70 335831.96875 71 335831.96875 72 335831.96875 73 335920.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,IPTU,SARIMAX,3.875717878341675,"92 23032.001953 93 33036.546875 94 116062.054688 95 33176.906250 96 33176.906250 97 33754.570312 98 35264.527344 99 22056.093750 100 22317.720703 101 44518.589844 102 33754.570312 103 49549.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,ISS,HWES,1.0685267448425293,"96 51566.187500 97 51447.976562 98 51447.976562 99 51634.023438 100 51271.039062 101 51562.218750 102 51621.734375 103 51631.167969 104 51337.187500 105 51631.167969 106 51472.933594 107 51337.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,ITBI,Prophet,1.0732085704803467,"95 3551.781982 96 4683.572266 97 -2221.509766 98 2991.571289 99 2991.571289 100 6664.533203 101 -4199.854980 102 2991.571289 103 -4155.683105 104 -2865.981689 105 -4199.854980 106 -2865.981689 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do ICMS,XGBoost,0.9021446704864502,"96 377942.50000 97 479501.90625 98 464422.90625 99 488962.12500 100 444790.43750 101 459671.00000 102 451233.00000 103 459671.00000 104 495717.37500 105 444014.09375 106 450879.59375 107 464422.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do IPVA,XGBoost,1.9987974166870117,"93 89874.757812 94 105744.671875 95 117812.960938 96 89874.757812 97 89874.757812 98 66083.625000 99 63551.898438 100 89522.867188 101 62641.316406 102 36855.988281 103 37267.574219 104 87705.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,IPTU,XGBoost,3.0743801593780518,"95 1.019234e+05 96 1.086314e+06 97 1.597949e+06 98 5.352546e+05 99 5.350159e+05 100 5.350159e+05 101 5.350159e+05 102 4.833010e+05 103 4.930462e+05 104 4.844031e+05 105 4.884933e+05 106 4.812004e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,ISS,SARIMAX,0.9538059234619141,"96 300601.40625 97 291544.31250 98 290779.31250 99 290779.31250 100 290779.31250 101 298407.46875 102 290779.31250 103 301414.71875 104 299918.06250 105 299918.06250 106 299104.75000 107 299918.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,ITBI,XGBoost,0.9674427509307861,"96 133130.078125 97 78390.578125 98 322635.531250 99 316111.468750 100 149395.546875 101 118444.093750 102 136250.015625 103 76547.101562 104 148055.937500 105 187767.093750 106 147222.421875 107 320211.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do ICMS,XGBoost,1.0084826946258545,"96 2606305.75 97 2972364.25 98 3420207.50 99 2972364.25 100 3463951.00 101 2972364.25 102 2972364.25 103 3463951.00 104 2972364.25 105 2911051.75 106 2617835.50 107 3422802.75 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do IPVA,XGBoost,1.1930553913116455,"96 1.227748e+06 97 5.022639e+05 98 1.008633e+06 99 1.136233e+06 100 1.136233e+06 101 5.022639e+05 102 4.759980e+05 103 5.295874e+05 104 4.522902e+05 105 4.522902e+05 106 3.268163e+05 107 1.227992e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,IPTU,XGBoost,2.262944221496582,"72 95565.507812 73 124965.437500 74 355476.093750 75 355476.093750 76 150111.296875 77 114333.203125 78 114537.132812 79 114537.132812 80 146426.234375 81 150687.421875 82 115113.265625 83 114909.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,ISS,AR,2.0380446910858154,"72 34069.242188 73 34092.296875 74 32750.558594 75 31561.384766 76 29485.619141 77 28704.527344 78 30127.570312 79 25447.896484 80 31383.982422 81 35458.464844 82 79959.765625 83 46678.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,ITBI,SARIMAX,0.8515541553497314,"72 84505.085938 73 88902.429688 74 57137.347656 75 57137.347656 76 92397.539062 77 83569.570312 78 90982.945312 79 99750.523438 80 83569.570312 81 85032.421875 82 57137.347656 83 137815.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do ICMS,HWES,0.8633143901824951,"72 544555.0625 73 608796.9375 74 610708.5625 75 608796.9375 76 621629.4375 77 608796.9375 78 608796.9375 79 618904.4375 80 600904.1875 81 602054.0625 82 595538.7500 83 622214.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do IPVA,SARIMAX,0.7739577293395996,"61 82843.945312 62 82843.945312 63 103867.281250 64 103867.281250 65 100261.960938 66 100261.960938 67 99606.171875 68 99606.171875 69 100261.960938 70 100261.960938 71 99347.460938 72 103379.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,IPTU,Prophet,0.9936552047729492,"90 32668.015625 91 29533.996094 92 32668.015625 93 29533.996094 94 29533.996094 95 59171.859375 96 638433.187500 97 58451.945312 98 59171.859375 99 58451.945312 100 58451.945312 101 57148.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,ISS,MLP,1.2888238430023193,"96 114205.475795 97 116682.200375 98 120557.836949 99 123450.693365 100 124618.691158 101 126908.017750 102 129791.216426 103 132396.061468 104 133701.055524 105 135930.438710 106 137836.826469 107 139719.149586 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,ITBI,SARIMAX,1.326235294342041,"95 17357.222656 96 15510.125000 97 18979.937500 98 22636.986328 99 15510.125000 100 16257.828125 101 16257.828125 102 19245.109375 103 18734.671875 104 12165.660156 105 11415.879883 106 9254.850586 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do ICMS,SARIMAX,1.436399221420288,"96 1531236.500 97 1851753.750 98 1905868.125 99 1829423.125 100 1915429.250 101 1833838.875 102 1833838.875 103 1849518.750 104 1828764.000 105 1651012.375 106 1620312.500 107 1900793.250 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do IPVA,AR,1.1260960102081299,"96 431265.312500 97 431289.343750 98 413063.500000 99 473704.812500 100 305981.000000 101 163221.765625 102 157703.390625 103 157703.390625 104 159430.015625 105 157703.390625 106 159734.406250 107 473704.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,IPTU,AR,1.0906648635864258,"96 168271.265625 97 313930.000000 98 37258.011719 99 37373.261719 100 37007.777344 101 34225.566406 102 36957.554688 103 39745.867188 104 27040.027344 105 32301.031250 106 33449.976562 107 35010.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,ISS,MLP,0.9521830081939697,"96 42468.893366 97 40182.558451 98 40824.567449 99 43015.317855 100 47495.746146 101 49624.283736 102 54117.512660 103 55391.067364 104 56993.898108 105 55665.487183 106 60968.146376 107 65216.260789 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,ITBI,XGBoost,2.9275753498077393,"94 15709.482422 95 8856.455078 96 13298.398438 97 8707.129883 98 7660.257812 99 13122.576172 100 13024.352539 101 14699.337891 102 7601.814941 103 13549.414062 104 14699.337891 105 14699.337891 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.760129451751709,"96 412570.25000 97 473616.28125 98 471446.75000 99 455095.56250 100 475582.00000 101 473616.28125 102 455095.56250 103 473616.28125 104 454880.81250 105 454880.81250 106 399326.28125 107 471446.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do IPVA,MLP,0.9585013389587402,"96 142434.744037 97 88226.365229 98 98247.051332 99 125641.959390 100 144237.805791 101 85001.502206 102 98296.255144 103 110380.379042 104 104194.725025 105 116962.134616 106 131984.964218 107 316372.628627 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,IPTU,HWES,1.1683323383331299,"93 8151.692871 94 9797.854492 95 39914.441406 96 49799.910156 97 23850.755859 98 23343.541016 99 26988.812500 100 19678.548828 101 24995.875000 102 11512.051758 103 5644.343262 104 23326.427734 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,ISS,MLP,0.9331614971160889,"96 61427.790951 97 72392.761014 98 88319.759087 99 105211.925333 100 126095.353469 101 151487.097380 102 182328.977575 103 221620.956473 104 267557.286587 105 325444.551251 106 360292.109192 107 435377.352534 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,ITBI,XGBoost,0.8469369411468506,"96 46648.863281 97 289346.187500 98 289740.656250 99 289865.468750 100 289714.437500 101 289330.906250 102 289865.468750 103 289714.437500 104 289346.187500 105 290176.656250 106 289593.375000 107 289330.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do ICMS,SES,0.9172942638397217,"96 395401.06250 97 468823.75000 98 479957.50000 99 468823.75000 100 521918.81250 101 468809.18750 102 469589.96875 103 468823.75000 104 452146.71875 105 452146.71875 106 452146.71875 107 479957.50000 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do IPVA,XGBoost,3.2522804737091064,"96 101118.570312 97 57791.886719 98 80558.492188 99 87726.875000 100 101118.570312 101 46680.410156 102 32467.316406 103 35316.011719 104 22631.421875 105 18909.914062 106 19733.304688 107 101118.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,IPTU,AR,1.3538613319396973,"96 8.871340e+05 97 6.932332e+06 98 7.823923e+05 99 9.178035e+05 100 9.083034e+05 101 9.083034e+05 102 9.083034e+05 103 9.083034e+05 104 9.083034e+05 105 8.003434e+05 106 8.151759e+05 107 7.997824e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,ISS,MLP,1.17510986328125,"96 1.301957e+06 97 1.341364e+06 98 1.374774e+06 99 1.405836e+06 100 1.442541e+06 101 1.474786e+06 102 1.516879e+06 103 1.558248e+06 104 1.587790e+06 105 1.625139e+06 106 1.656687e+06 107 1.699292e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,ITBI,MLP,0.9444253444671631,"96 423249.952598 97 446035.408823 98 463324.212734 99 485807.190572 100 510614.832534 101 538463.580891 102 571709.114025 103 607336.624620 104 637351.419891 105 682605.846514 106 732083.854564 107 781903.206069 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do ICMS,SARIMAX,1.0757262706756592,"96 3156476.75 97 3494523.00 98 3779510.50 99 3496793.75 100 3807648.75 101 3404521.75 102 3404521.75 103 3494523.00 104 3402808.00 105 3242296.50 106 3228066.50 107 3779510.50 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do IPVA,XGBoost,3.9075818061828613,"96 2.495748e+06 97 1.248820e+06 98 1.398606e+06 99 2.150621e+06 100 1.919361e+06 101 7.407322e+05 102 7.307502e+05 103 5.206872e+05 104 3.716353e+05 105 2.821694e+05 106 2.629120e+05 107 2.495748e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,IPTU,XGBoost,0.9543519020080566,"85 6226.943359 86 8191.375488 87 10476.998047 88 8196.373047 89 5027.604492 90 5027.604492 91 3160.708496 92 3160.708496 93 3207.637451 94 3194.041260 95 3831.631592 96 1339.638916 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,ISS,XGBoost,1.1527378559112549,"96 123412.273438 97 123464.921875 98 123412.273438 99 123604.687500 100 123252.640625 101 123412.273438 102 123604.687500 103 124739.039062 104 123252.640625 105 124739.039062 106 123511.648438 107 124739.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,ITBI,XGBoost,1.6498703956604004,"86 8896.075195 87 20396.898438 88 5088.150879 89 24989.804688 90 26419.691406 91 4841.837402 92 40509.042969 93 13938.810547 94 28142.845703 95 26083.791016 96 26179.576172 97 26179.576172 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do ICMS,SARIMAX,1.0491306781768799,"96 379704.50000 97 380363.34375 98 410827.93750 99 380363.34375 100 390461.50000 101 361655.84375 102 373319.21875 103 380363.34375 104 390461.50000 105 356347.21875 106 363397.50000 107 415680.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do IPVA,XGBoost,2.989847421646118,"96 79867.359375 97 75949.835938 98 75965.320312 99 75965.320312 100 75408.601562 101 79867.359375 102 56167.570312 103 56167.570312 104 56167.570312 105 79867.359375 106 56043.859375 107 75408.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,IPTU,HWES,1.749276876449585,"83 2.760161e+05 84 2.989721e+05 85 2.547937e+06 86 2.631236e+06 87 2.989721e+05 88 2.631236e+06 89 2.906400e+06 90 2.485229e+06 91 1.461796e+06 92 2.485229e+06 93 2.485229e+06 94 1.462762e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,ISS,MLP,0.8559458255767822,"84 7.666516e+05 85 7.897490e+05 86 8.189743e+05 87 8.435899e+05 88 8.731789e+05 89 8.912704e+05 90 9.186156e+05 91 9.486253e+05 92 9.698712e+05 93 9.858820e+05 94 1.007748e+06 95 1.028086e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,ITBI,HWES,0.969977855682373,"84 118212.390625 85 168530.031250 86 190993.140625 87 164975.234375 88 156431.953125 89 172248.234375 90 161540.546875 91 168530.031250 92 172248.234375 93 166489.937500 94 140084.281250 95 149002.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do ICMS,SARIMAX,0.9810829162597656,"84 1683743.000 85 1939435.000 86 1836769.250 87 1848970.125 88 1836769.250 89 1916558.875 90 1916558.875 91 1837961.000 92 1815084.750 93 1815084.750 94 1766261.250 95 1846773.375 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do IPVA,AR,1.8991973400115967,"84 2.288622e+06 85 9.233304e+05 86 8.535913e+05 87 1.983106e+06 88 1.983106e+06 89 7.501008e+05 90 7.501008e+05 91 5.363484e+05 92 4.934045e+05 93 4.754014e+05 94 4.612570e+05 95 2.288622e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,IPTU,SARIMAX,3.3703649044036865,"94 95297.257812 95 119925.773438 96 282540.500000 97 968999.500000 98 347643.500000 99 280543.968750 100 275933.468750 101 280543.968750 102 274169.312500 103 123404.968750 104 91423.375000 105 105364.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,ISS,AR,1.2401976585388184,"96 271490.31250 97 271884.59375 98 269320.56250 99 274087.65625 100 248757.37500 101 271018.03125 102 271950.71875 103 287952.37500 104 289125.12500 105 298071.90625 106 343446.09375 107 290244.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,ITBI,SARIMAX,1.2577848434448242,"96 1182854.375 97 1179358.750 98 1181609.875 99 1181609.875 100 1181718.875 101 1182436.000 102 1182854.375 103 1181609.875 104 1188451.125 105 1183520.000 106 1189611.375 107 1181609.875 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do ICMS,SES,1.4764392375946045,"96 2134307.75 97 2692488.50 98 2820112.00 99 2699953.75 100 2736784.50 101 2702316.50 102 2699953.75 103 2705241.75 104 2702218.25 105 2705143.50 106 2618501.25 107 2736155.75 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do IPVA,XGBoost,2.0033986568450928,"96 7.738683e+05 97 8.365427e+05 98 3.206122e+05 99 1.030721e+06 100 7.738683e+05 101 3.579090e+05 102 2.271946e+05 103 1.974474e+05 104 1.051817e+05 105 1.074113e+05 106 9.152284e+04 107 9.744695e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,IPTU,XGBoost,1.0389881134033203,"89 179.923752 90 3687.775391 91 2620.317871 92 80679.179688 93 3703.461670 94 6380.141113 95 6380.141113 96 19767.312500 97 7627.748047 98 2918.810791 99 2918.810791 100 1892.106445 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,ISS,MLP,1.6700642108917236,"96 24030.238115 97 24983.306608 98 25755.119530 99 25603.197387 100 25870.312408 101 26625.426762 102 27514.131729 103 28392.927132 104 29538.274880 105 30670.943071 106 31551.714568 107 32508.912948 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,ITBI,XGBoost,1.635263204574585,"81 2539.606689 82 8041.601074 83 2853.728271 84 8102.904785 85 8058.756836 86 2749.986816 87 8460.152344 88 7997.034668 89 8461.607422 90 7653.846680 91 8041.160156 92 8058.756836 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do ICMS,SES,0.9738128185272217,"96 222603.234375 97 250967.078125 98 262709.625000 99 242220.703125 100 262709.625000 101 242220.703125 102 242220.703125 103 251212.109375 104 240645.984375 105 221028.500000 106 221028.500000 107 258711.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do IPVA,MLP,1.0162978172302246,"90 61246.981054 91 38725.169813 92 43396.521893 93 43848.245934 94 40739.096933 95 42109.936020 96 43496.017957 97 49142.327638 98 54454.130518 99 60918.697739 100 68023.138423 101 111071.511936 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,IPTU,XGBoost,2.0182645320892334,"78 846.890076 79 1542.250244 80 528.850769 81 86867.242188 82 7758.342285 83 7743.641113 84 7757.098145 85 804.096741 86 864.139893 87 748.752502 88 864.139893 89 804.096741 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,ISS,SARIMAX,1.787672519683838,"96 44693.902344 97 45740.015625 98 41714.402344 99 45676.113281 100 57142.738281 101 57629.664062 102 57258.406250 103 57142.738281 104 55687.863281 105 54660.312500 106 57258.406250 107 55687.863281 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,ITBI,SES,1.1122801303863525,"88 44084.308594 89 40215.039062 90 23523.671875 91 31491.175781 92 97859.398438 93 100124.281250 94 96578.593750 95 98947.804688 96 98531.273438 97 97166.156250 98 98717.765625 99 98609.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do ICMS,SARIMAX,0.9755489826202393,"96 424054.93750 97 506123.56250 98 506123.56250 99 506123.56250 100 479714.78125 101 496067.09375 102 506123.56250 103 502063.40625 104 491014.09375 105 492661.34375 106 492661.34375 107 528698.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do IPVA,MLP,1.1325201988220215,"96 201255.500863 97 93541.639491 98 103096.719021 99 150379.091940 100 119372.856536 101 107489.925416 102 118963.384098 103 121994.702303 104 133119.175752 105 150280.052513 106 165726.447303 107 438407.534783 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,IPTU,XGBoost,1.7033090591430664,"88 2150.397217 89 633.206055 90 745.664001 91 1068.580811 92 1050.067017 93 9273.840820 94 5690.196289 95 1693.498413 96 2178.556885 97 842.712524 98 786.295410 99 652.582458 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,ISS,MLP,3.338972806930542,"96 17729.359081 97 19306.725778 98 17746.036660 99 19491.725247 100 16099.487915 101 21499.638390 102 14551.793800 103 20437.268309 104 19222.894690 105 21124.053307 106 22606.886466 107 22919.158980 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,ITBI,XGBoost,1.6770672798156738,"89 10577.192383 90 5684.542969 91 4628.385254 92 5799.546875 93 26003.408203 94 4885.197266 95 9112.083984 96 4848.848633 97 4431.494629 98 4259.751465 99 28521.953125 100 9100.566406 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do ICMS,XGBoost,0.9003040790557861,"96 301112.40625 97 303170.31250 98 346575.34375 99 303170.31250 100 350277.87500 101 301386.62500 102 301386.62500 103 303170.31250 104 301509.68750 105 300436.62500 106 306630.87500 107 346575.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do IPVA,MLP,1.0031695365905762,"89 28684.186825 90 49966.939638 91 55731.698545 92 62021.453367 93 44814.876954 94 44138.674157 95 43372.427829 96 51819.619184 97 54904.995822 98 58938.105765 99 66598.686857 100 97796.011553 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,IPTU,XGBoost,1.3071529865264893,"86 917.018250 87 886.615173 88 4125.877441 89 4352.045898 90 5368.862305 91 5661.972656 92 5661.972656 93 15446.860352 94 1733.208862 95 2945.309570 96 1200.601074 97 1420.943604 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,ISS,MLP,1.2241365909576416,"96 29114.722846 97 27859.637141 98 36420.709482 99 32424.781867 100 34244.377023 101 29960.696484 102 37063.476905 103 30411.096169 104 32851.361061 105 36091.679387 106 33825.381777 107 37477.909202 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,ITBI,SARIMAX,1.3547852039337158,"82 8658.263672 83 14122.700195 84 5295.531738 85 15432.181641 86 10627.529297 87 14045.702148 88 7531.742188 89 7624.199707 90 15749.401367 91 6233.884277 92 4161.275879 93 10428.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ICMS,SES,1.6174566745758057,"96 424433.65625 97 399310.84375 98 410701.28125 99 342032.93750 100 414306.59375 101 342032.93750 102 342032.93750 103 402916.15625 104 394312.06250 105 403001.28125 106 392781.25000 107 394312.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do IPVA,SARIMAX,1.0625660419464111,"96 120597.937500 97 103303.523438 98 123783.398438 99 120320.367188 100 121831.382812 101 27091.582031 102 26617.935547 103 109487.625000 104 109487.625000 105 105231.914062 106 105231.914062 107 104823.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,IPTU,SARIMAX,1.1677203178405762,"96 694195.000000 97 262034.343750 98 262290.187500 99 255618.281250 100 262290.187500 101 254356.625000 102 254773.484375 103 253631.015625 104 256237.421875 105 256772.171875 106 270616.187500 107 866582.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,ISS,MLP,0.9553728103637695,"96 5.668489e+05 97 7.230536e+05 98 9.419824e+05 99 1.226681e+06 100 1.591576e+06 101 2.105609e+06 102 2.758416e+06 103 3.650705e+06 104 4.892361e+06 105 6.487781e+06 106 8.674955e+06 107 1.176286e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,ITBI,XGBoost,1.2026989459991455,"96 28759.945312 97 27690.394531 98 42269.457031 99 42269.457031 100 42269.457031 101 42269.457031 102 42269.457031 103 37992.179688 104 42269.457031 105 40455.574219 106 42269.457031 107 27484.517578 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do ICMS,SARIMAX,1.0678668022155762,"96 1.026787e+06 97 1.128886e+06 98 1.132007e+06 99 1.133070e+06 100 1.133283e+06 101 1.097685e+06 102 1.129668e+06 103 1.130266e+06 104 1.097685e+06 105 1.064387e+06 106 1.040047e+06 107 1.108922e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do IPVA,XGBoost,1.1260757446289062,"96 507840.250000 97 333893.656250 98 507840.250000 99 769284.125000 100 507840.250000 101 305679.656250 102 312289.500000 103 273819.375000 104 157892.296875 105 156280.015625 106 154588.796875 107 670405.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,IPTU,AR,1.0178048610687256,"91 100634.835938 92 95592.554688 93 107426.218750 94 103321.273438 95 104880.320312 96 105019.710938 97 105019.710938 98 108081.117188 99 108276.054688 100 107583.945312 101 107129.148438 102 102206.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,ISS,MLP,1.126587152481079,"92 290241.200914 93 300029.980984 94 308278.563508 95 316510.602550 96 322308.806079 97 332995.178321 98 336796.305922 99 344284.218131 100 349173.950613 101 353547.310294 102 362316.600227 103 370787.898769 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,ITBI,SES,1.6073393821716309,"92 51165.796875 93 51165.796875 94 55866.585938 95 51165.796875 96 55866.585938 97 49437.699219 98 49437.699219 99 55866.585938 100 73878.007812 101 54232.828125 102 51165.796875 103 51165.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do ICMS,XGBoost,1.0101499557495117,"92 1.189049e+06 93 9.676178e+05 94 1.101480e+06 95 1.022368e+06 96 1.213557e+06 97 1.013108e+06 98 1.013108e+06 99 1.013108e+06 100 1.009803e+06 101 1.009803e+06 102 9.514157e+05 103 1.213557e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do IPVA,XGBoost,1.04518723487854,"92 767239.00000 93 497346.81250 94 500832.40625 95 711345.56250 96 711804.18750 97 500055.12500 98 500282.46875 99 499709.12500 100 499619.25000 101 499619.25000 102 499619.25000 103 711929.31250 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,IPTU,SARIMAX,1.171699047088623,"96 1.495162e+05 97 1.038962e+05 98 1.746809e+06 99 1.739547e+06 100 9.053848e+05 101 3.989671e+05 102 2.539264e+06 103 1.954560e+06 104 1.953141e+06 105 1.953141e+06 106 1.954560e+06 107 1.954560e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,ISS,MLP,0.9279580116271973,"96 612554.643407 97 622032.239520 98 643384.461654 99 661722.111136 100 668828.892412 101 664540.693403 102 681253.722222 103 696673.649165 104 713560.349474 105 723562.985998 106 746858.492490 107 754745.085412 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,ITBI,MLP,0.9288911819458008,"96 182746.937438 97 185169.316674 98 188984.015160 99 197755.212617 100 207258.834746 101 212828.911590 102 229600.744712 103 238153.782013 104 237645.715501 105 250747.075763 106 257027.356986 107 269127.767534 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do ICMS,SARIMAX,1.2356760501861572,"96 1756028.375 97 2005181.750 98 2046751.000 99 2005181.750 100 2039792.250 101 2005181.750 102 2005181.750 103 2005181.750 104 2070724.500 105 1731835.875 106 2009721.875 107 2045143.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do IPVA,XGBoost,2.9657623767852783,"96 9.905919e+05 97 3.971056e+05 98 6.967292e+05 99 1.047688e+06 100 9.905919e+05 101 2.832762e+05 102 2.832762e+05 103 2.350560e+05 104 2.674084e+05 105 3.797732e+05 106 2.659209e+05 107 1.096740e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,IPTU,AR,1.5583746433258057,"92 71551.523438 93 20963.115234 94 43603.246094 95 46497.277344 96 82319.976562 97 51373.847656 98 96460.179688 99 96460.179688 100 96940.679688 101 120029.515625 102 123076.921875 103 55774.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,ISS,SES,1.0593116283416748,"92 46254.011719 93 45484.382812 94 52467.082031 95 48223.164062 96 48628.261719 97 48628.261719 98 48642.972656 99 49632.636719 100 47687.746094 101 50345.410156 102 50390.843750 103 51380.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,ITBI,XGBoost,1.0292913913726807,"92 28046.304688 93 29937.072266 94 28806.884766 95 31762.087891 96 29480.478516 97 21622.259766 98 21849.853516 99 21907.996094 100 20652.130859 101 24623.304688 102 22841.140625 103 22841.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do ICMS,MLP,1.0191707611083984,"92 493495.779040 93 501353.751479 94 504879.591695 95 508909.667206 96 511997.501788 97 514382.613446 98 521439.676482 99 528375.821921 100 535995.942363 101 545669.069334 102 556956.348351 103 566899.608127 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do IPVA,XGBoost,0.9835770130157471,"92 513227.59375 93 368838.78125 94 368494.96875 95 514051.43750 96 368494.96875 97 369064.50000 98 369235.15625 99 369235.15625 100 369235.15625 101 369931.31250 102 369684.28125 103 514656.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,IPTU,SES,1.077960729598999,"96 56944.078125 97 140179.468750 98 801087.500000 99 279242.531250 100 123503.546875 101 113756.234375 102 119520.187500 103 85103.437500 104 118359.335938 105 58595.972656 106 58595.972656 107 95453.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,ISS,SARIMAX,1.2117276191711426,"96 138690.156250 97 138632.921875 98 138843.000000 99 138632.921875 100 138843.000000 101 138843.000000 102 138843.000000 103 138843.000000 104 138843.000000 105 138843.000000 106 138690.156250 107 138843.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,ITBI,XGBoost,0.9213626384735107,"88 42086.039062 89 51215.957031 90 48892.085938 91 35493.832031 92 49619.917969 93 44513.730469 94 48331.230469 95 48961.617188 96 48554.742188 97 36392.640625 98 49619.917969 99 57811.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do ICMS,SARIMAX,0.9428184032440186,"96 9.226162e+05 97 1.000777e+06 98 1.032835e+06 99 1.014439e+06 100 1.045654e+06 101 1.014439e+06 102 1.014439e+06 103 1.000777e+06 104 1.000777e+06 105 1.000777e+06 106 9.279774e+05 107 1.037251e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do IPVA,XGBoost,1.1427736282348633,"95 488075.562500 96 408152.750000 97 400528.156250 98 441959.343750 99 400528.156250 100 74917.617188 101 74908.226562 102 75688.398438 103 39516.761719 104 28741.312500 105 29190.035156 106 488075.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,IPTU,MLP,1.1355648040771484,"91 74971.539602 92 92311.348193 93 184565.349786 94 206283.754754 95 109346.290583 96 109462.959938 97 107911.097815 98 117992.372778 99 99030.376084 100 105066.463603 101 104931.820403 102 114687.454570 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,ISS,MLP,2.726722478866577,"92 125471.255091 93 138608.079898 94 144434.635783 95 169606.083485 96 181449.103718 97 188890.997464 98 211430.384580 99 239287.975814 100 290247.868049 101 302052.517804 102 338872.827959 103 400369.636229 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,ITBI,XGBoost,1.7960855960845947,"92 205347.765625 93 205789.296875 94 205203.140625 95 205347.765625 96 202102.375000 97 205789.296875 98 301830.062500 99 301830.062500 100 202102.375000 101 204820.734375 102 202102.375000 103 205203.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do ICMS,MLP,2.049957513809204,"92 1.839557e+06 93 1.860816e+06 94 1.873857e+06 95 1.901791e+06 96 1.902976e+06 97 1.934912e+06 98 1.968811e+06 99 2.000885e+06 100 2.043288e+06 101 2.107346e+06 102 2.151042e+06 103 2.187972e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do IPVA,XGBoost,1.2575008869171143,"90 258597.187500 91 241500.250000 92 241407.046875 93 266394.593750 94 241500.250000 95 241407.046875 96 333535.468750 97 261806.406250 98 259167.453125 99 258492.421875 100 256994.046875 101 241500.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,IPTU,XGBoost,1.4470462799072266,"96 22112.921875 97 13011.846680 98 13011.846680 99 10940.306641 100 13441.498047 101 26562.333984 102 9017.869141 103 9438.509766 104 6965.059082 105 8501.361328 106 5521.577637 107 5500.038574 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,ISS,SES,1.2313988208770752,"96 32672.052734 97 67298.890625 98 42215.039062 99 34934.164062 100 43665.964844 101 40876.558594 102 24190.425781 103 26854.716797 104 27193.859375 105 40936.546875 106 24800.699219 107 24554.388672 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,ITBI,AR,0.9308698177337646,"91 37187.902344 92 35466.621094 93 34857.488281 94 35338.546875 95 34153.527344 96 36891.902344 97 36047.355469 98 36119.597656 99 40844.644531 100 118833.851562 101 49435.976562 102 31296.607422 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do ICMS,SES,1.3290033340454102,"96 8.379928e+05 97 8.796787e+05 98 1.003893e+06 99 8.671052e+05 100 1.003893e+06 101 8.671052e+05 102 8.671052e+05 103 8.671052e+05 104 8.627816e+05 105 8.477402e+05 106 8.465816e+05 107 1.003893e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do IPVA,SARIMAX,1.0029172897338867,"96 142605.328125 97 72685.601562 98 142605.328125 99 142605.328125 100 142605.328125 101 66300.320312 102 51458.585938 103 48212.585938 104 32269.955078 105 30561.781250 106 32269.955078 107 142605.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,IPTU,HWES,0.9190952777862549,"94 1.039253e+05 95 7.419727e+04 96 7.571960e+04 97 1.172260e+05 98 8.717980e+05 99 1.106990e+06 100 1.841545e+05 101 1.159506e+05 102 1.440794e+05 103 1.144245e+05 104 1.144245e+05 105 1.102361e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,ISS,SARIMAX,1.4272000789642334,"96 398777.7500 97 412476.9375 98 398777.7500 99 398777.7500 100 412476.9375 101 398777.7500 102 426258.5000 103 426258.5000 104 426258.5000 105 398777.7500 106 398777.7500 107 398777.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,ITBI,XGBoost,0.9932093620300293,"96 116173.296875 97 85968.257812 98 90305.453125 99 126619.632812 100 88490.757812 101 116173.296875 102 110033.765625 103 116173.296875 104 121727.039062 105 88109.804688 106 124264.140625 107 79870.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do ICMS,SARIMAX,1.1134684085845947,"96 8.736211e+05 97 1.131893e+06 98 1.132724e+06 99 1.131893e+06 100 1.125794e+06 101 1.147388e+06 102 1.099738e+06 103 1.099738e+06 104 1.115233e+06 105 1.084525e+06 106 9.369929e+05 107 1.102790e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do IPVA,AR,1.2410533428192139,"96 1.395532e+06 97 3.656145e+05 98 4.302746e+05 99 6.265596e+05 100 4.124046e+05 101 3.213381e+05 102 3.043132e+05 103 2.483169e+05 104 2.483169e+05 105 2.232471e+05 106 2.161225e+05 107 1.395532e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,IPTU,SES,1.110884189605713,"94 8.695671e+04 95 6.007030e+04 96 1.234754e+05 97 1.206375e+05 98 2.333685e+05 99 3.086710e+05 100 1.428415e+06 101 3.086710e+05 102 1.591421e+05 103 1.591421e+05 104 5.828998e+04 105 6.041487e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,ISS,SARIMAX,2.236619234085083,"96 184652.546875 97 157446.390625 98 144212.500000 99 144212.500000 100 144212.500000 101 144212.500000 102 172962.328125 103 153307.937500 104 153307.937500 105 153307.937500 106 153307.937500 107 183510.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,ITBI,XGBoost,1.2859094142913818,"96 28299.939453 97 96943.531250 98 28252.187500 99 27968.884766 100 27968.884766 101 97226.835938 102 28381.378906 103 119661.367188 104 27968.884766 105 120073.859375 106 119661.367188 107 98274.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do ICMS,SARIMAX,1.0899128913879395,"96 504255.78125 97 554394.25000 98 559744.43750 99 531044.06250 100 562777.25000 101 531044.06250 102 531044.06250 103 554394.25000 104 531044.06250 105 503745.62500 106 506311.59375 107 547884.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do IPVA,SARIMAX,1.1301400661468506,"96 398387.531250 97 258572.781250 98 288312.562500 99 420230.343750 100 363670.687500 101 116042.328125 102 98350.804688 103 71827.273438 104 43290.382812 105 43290.382812 106 41915.691406 107 398387.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,IPTU,Prophet,0.9624772071838379,"65 3956.038818 66 36222.519531 67 5660.667969 68 6246.072266 69 6246.072266 70 5841.911133 71 28218.894531 72 9405.652344 73 5747.680664 74 2553.960205 75 2443.579102 76 -410.073090 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,ISS,MLP,1.0252759456634521,"92 25540.385287 93 27126.320853 94 28752.290805 95 30528.193678 96 32636.371527 97 34490.915378 98 36106.188122 99 38105.565311 100 40262.235665 101 41814.290404 102 44226.576151 103 46121.414725 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,ITBI,XGBoost,1.5884428024291992,"84 4334.406738 85 21742.496094 86 18333.701172 87 14313.281250 88 14313.281250 89 11737.062500 90 11737.062500 91 18346.523438 92 4284.579590 93 19161.548828 94 3464.465820 95 3514.292480 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do ICMS,MLP,0.9665708541870117,"92 591755.390287 93 597575.371463 94 603366.467437 95 604510.557638 96 614053.878565 97 609523.211692 98 617301.719466 99 625749.553069 100 632212.955964 101 642004.626355 102 653531.799269 103 669423.885536 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do IPVA,XGBoost,1.0931510925292969,"90 93676.984375 91 93615.515625 92 122864.507812 93 97561.539062 94 97561.539062 95 123502.914062 96 123430.757812 97 123289.351562 98 123430.757812 99 124113.546875 100 124113.546875 101 93676.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,IPTU,SARIMAX,1.2287428379058838,"84 19544.681641 85 17443.261719 86 448074.593750 87 448013.000000 88 54675.816406 89 52935.347656 90 58090.195312 91 52921.718750 92 41811.582031 93 42626.996094 94 42558.539062 95 47051.949219 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,ISS,SARIMAX,1.0102238655090332,"96 56309.468750 97 54986.433594 98 55356.074219 99 52996.667969 100 52134.238281 101 50853.753906 102 54928.980469 103 52098.625000 104 53950.062500 105 51170.890625 106 52865.437500 107 52751.820312 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,ITBI,XGBoost,1.4582314491271973,"96 63578.152344 97 40397.152344 98 39974.015625 99 62147.890625 100 62147.890625 101 64909.941406 102 65770.375000 103 63582.871094 104 65013.132812 105 64378.304688 106 62147.890625 107 64909.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do ICMS,SES,3.1599133014678955,"96 703851.6875 97 885879.2500 98 918341.9375 99 621548.5000 100 924619.3125 101 619867.2500 102 799807.0000 103 885879.2500 104 801169.6875 105 828886.0000 106 834897.6875 107 918341.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do IPVA,MLP,1.2659382820129395,"95 214314.821152 96 217629.801819 97 150742.081611 98 163902.769700 99 233236.093214 100 257647.123302 101 225314.744044 102 246302.914533 103 279732.899665 104 299548.782750 105 341737.472510 106 567965.341315 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,IPTU,AR,1.3500101566314697,"94 3390.645996 95 6968.718750 96 6728.698242 97 2035.416504 98 2006.965088 99 3787.188232 100 3758.736572 101 3787.188232 102 6561.071289 103 5047.328613 104 5047.328613 105 3655.757324 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,ISS,MLP,1.5661532878875732,"96 20641.735307 97 21083.696821 98 21730.155162 99 22665.115895 100 23481.068532 101 24352.440389 102 24932.872877 103 25158.593565 104 25767.117710 105 26501.871846 106 27280.734564 107 28500.099857 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,ITBI,SES,1.7911362648010254,"95 16801.830078 96 16307.000000 97 16845.068359 98 17989.041016 99 17974.464844 100 17011.912109 101 18782.087891 102 18782.087891 103 17974.464844 104 17538.767578 105 16789.552734 106 18673.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.120818853378296,"96 451868.65625 97 449290.81250 98 449266.65625 99 449290.81250 100 449266.65625 101 449290.81250 102 449290.81250 103 449290.81250 104 447915.84375 105 443696.93750 106 440487.00000 107 459929.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do IPVA,AR,3.521206855773926,"92 106512.718750 93 73787.929688 94 92183.859375 95 106512.718750 96 101398.070312 97 74371.710938 98 74371.710938 99 74525.796875 100 74081.882812 101 74081.882812 102 74176.882812 103 102193.359375 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,IPTU,HWES,0.9658932685852051,"80 688833.125 81 1220342.125 82 1220005.875 83 1216564.875 84 1218851.375 85 1701031.750 86 1220706.250 87 1220706.250 88 1219830.625 89 1215228.000 90 1220706.250 91 1220706.250 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,ISS,XGBoost,0.9245622158050537,"84 356499.65625 85 313150.87500 86 303799.71875 87 356232.68750 88 356232.68750 89 356232.68750 90 356232.68750 91 334708.96875 92 356232.68750 93 356232.68750 94 356232.68750 95 356232.68750 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,ITBI,XGBoost,0.9267170429229736,"84 141328.484375 85 229793.984375 86 101726.015625 87 107458.445312 88 141715.093750 89 134467.921875 90 118412.875000 91 115985.382812 92 120418.593750 93 236433.093750 94 118702.242188 95 119170.171875 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do ICMS,HWES,0.9313392639160156,"84 1957210.625 85 2343808.250 86 2331585.000 87 2034148.250 88 2334233.500 89 2034148.250 90 2034148.250 91 2343808.250 92 2033404.750 93 2034827.250 94 2054202.250 95 2331585.000 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do IPVA,XGBoost,1.019880771636963,"84 762237.937500 85 423707.250000 86 423707.250000 87 789240.750000 88 809584.125000 89 334315.656250 90 280729.093750 91 280729.093750 92 207733.609375 93 247557.515625 94 204638.437500 95 809584.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,IPTU,XGBoost,1.2447257041931152,"89 2963.253906 90 3694.182617 91 17623.513672 92 48643.253906 93 93564.429688 94 8481.032227 95 17485.181641 96 7725.931641 97 19925.335938 98 3272.968018 99 6696.962891 100 3631.229980 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,ISS,XGBoost,0.9910416603088379,"96 16301.417969 97 13739.993164 98 12775.269531 99 17070.248047 100 14196.871094 101 16779.171875 102 14368.524414 103 13808.657227 104 12670.490234 105 12650.669922 106 12670.490234 107 12803.699219 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,ITBI,MLP,2.8932697772979736,"94 20170.878371 95 19238.280544 96 20871.688379 97 21546.971769 98 22053.814198 99 20845.866916 100 20270.444747 101 21579.389854 102 22742.282732 103 24954.491305 104 25793.988361 105 27682.354969 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do ICMS,SARIMAX,2.3335587978363037,"96 462162.28125 97 467312.21875 98 472374.87500 99 467312.21875 100 476270.03125 101 518586.46875 102 467312.21875 103 467312.21875 104 461804.75000 105 461804.75000 106 426439.62500 107 462614.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do IPVA,MLP,1.1237578392028809,"94 184564.199821 95 135898.556325 96 90631.279027 97 125182.355721 98 156176.777698 99 151975.130741 100 131184.643313 101 138153.697088 102 160788.281620 103 178060.622798 104 198421.340836 105 329335.597590 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,IPTU,SARIMAX,1.2660531997680664,"96 186621.906250 97 186621.906250 98 176000.328125 99 50819.421875 100 50819.421875 101 175897.015625 102 28721.140625 103 30156.912109 104 28721.140625 105 27884.107422 106 28721.140625 107 33031.527344 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,ISS,MLP,1.0196824073791504,"96 62948.159399 97 63473.796521 98 67629.313319 99 68758.686765 100 73993.758662 101 74187.958499 102 77033.091381 103 81641.355015 104 83100.035343 105 86730.690876 106 92724.834473 107 98305.626287 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,ITBI,SARIMAX,1.0227620601654053,"96 39455.136719 97 48772.109375 98 41100.089844 99 42114.367188 100 41399.054688 101 46143.457031 102 48772.109375 103 39769.265625 104 30610.718750 105 43017.195312 106 42804.769531 107 42962.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do ICMS,SARIMAX,1.2738876342773438,"96 686450.5625 97 814321.0000 98 813569.7500 99 813831.5625 100 817187.5625 101 814423.0000 102 813569.7500 103 813569.7500 104 772203.3125 105 704718.8750 106 708578.3750 107 825271.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do IPVA,MLP,1.4331610202789307,"96 254337.669284 97 120314.476537 98 147512.620335 99 223673.354534 100 172173.531921 101 127984.024410 102 132472.621000 103 133212.177523 104 137823.296657 105 154448.703511 106 166851.401871 107 455270.442474 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,IPTU,AR,1.517507553100586,"84 58102.316406 85 47974.750000 86 14877.121094 87 14635.437500 88 14777.056641 89 29212.712891 90 14777.056641 91 14848.742188 92 14582.310547 93 13579.871094 94 14582.310547 95 14482.113281 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,ISS,Prophet,0.943493127822876,"84 80561.890625 85 80476.062500 86 80762.976562 87 81138.835938 88 80667.359375 89 80667.359375 90 80561.890625 91 80092.757812 92 80578.656250 93 80578.656250 94 80578.656250 95 80578.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,ITBI,XGBoost,2.5268750190734863,"69 9383.950195 70 8600.670898 71 9730.285156 72 9387.419922 73 9383.950195 74 10187.068359 75 9629.152344 76 10187.068359 77 9387.419922 78 8898.645508 79 9383.950195 80 9383.950195 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do ICMS,XGBoost,1.436171531677246,"84 420488.40625 85 434061.43750 86 434061.43750 87 404483.46875 88 405321.71875 89 421752.71875 90 421752.71875 91 421752.71875 92 422287.81250 93 422287.81250 94 422401.65625 95 434061.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do IPVA,MLP,1.0714867115020752,"84 154859.754734 85 88454.439767 86 110982.011202 87 163563.872758 88 139743.383879 89 117626.934024 90 107248.445807 91 115429.638868 92 125935.171358 93 142763.723864 94 194851.718652 95 352240.206248 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,IPTU,HWES,1.1734769344329834,"94 4.612096e+05 95 5.316338e+05 96 5.151738e+05 97 6.013568e+05 98 2.156916e+06 99 2.177385e+06 100 5.741576e+05 101 5.758957e+05 102 7.635625e+05 103 4.837674e+05 104 5.228482e+05 105 5.416356e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,ISS,SARIMAX,1.0467910766601562,"96 2489232.25 97 2207847.25 98 2290107.25 99 2254198.75 100 2254198.75 101 2254198.75 102 2290107.25 103 2254198.75 104 2290107.25 105 2193028.75 106 2355969.25 107 2355969.25 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,ITBI,HWES,3.14835786819458,"96 368563.21875 97 387708.71875 98 373183.50000 99 373810.68750 100 387708.71875 101 386797.12500 102 612995.12500 103 432611.28125 104 373934.68750 105 374978.06250 106 373934.68750 107 599221.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do ICMS,SARIMAX,1.1267120838165283,"96 6616849.0 97 6996091.5 98 6962093.5 99 6996091.5 100 6960523.5 101 6177176.5 102 7185601.5 103 7185601.5 104 6278373.5 105 6302156.0 106 6298676.5 107 6962093.5 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do IPVA,XGBoost,1.4409584999084473,"96 3.415748e+06 97 1.553380e+06 98 2.156841e+06 99 3.412821e+06 100 2.853680e+06 101 1.539740e+06 102 1.218689e+06 103 1.170955e+06 104 9.614719e+05 105 9.599551e+05 106 8.539163e+05 107 3.415168e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,IPTU,SARIMAX,1.087714433670044,"90 5966.600098 91 6529.504883 92 93466.671875 93 42307.125000 94 8489.739258 95 6848.359863 96 8349.030273 97 10258.606445 98 7973.629883 99 7973.629883 100 9513.345703 101 8489.739258 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,ISS,SARIMAX,1.0703423023223877,"96 16613.750000 97 16498.890625 98 16457.898438 99 13522.864258 100 13671.248047 101 13522.864258 102 13522.864258 103 13522.864258 104 13522.864258 105 13522.864258 106 15283.000000 107 15283.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,ITBI,SES,1.4050233364105225,"95 14638.611328 96 25538.228516 97 15007.767578 98 25770.707031 99 15916.422852 100 26965.515625 101 30696.037109 102 25798.630859 103 30696.037109 104 30696.037109 105 26969.421875 106 30696.037109 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do ICMS,SARIMAX,1.1253023147583008,"96 385320.25000 97 444873.87500 98 454655.71875 99 444873.87500 100 453080.03125 101 444873.87500 102 442015.62500 103 442015.62500 104 442015.62500 105 413778.31250 106 408563.93750 107 446365.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do IPVA,XGBoost,2.038017749786377,"96 130820.906250 97 105940.570312 98 105940.570312 99 121538.898438 100 110423.546875 101 43407.828125 102 39160.402344 103 36898.531250 104 36898.531250 105 34946.566406 106 35102.152344 107 130820.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,IPTU,SARIMAX,1.3677287101745605,"96 7662.223145 97 30791.455078 98 30791.455078 99 15670.748047 100 30136.226562 101 14235.886719 102 14456.628906 103 14456.628906 104 15238.125977 105 14456.628906 106 9268.633789 107 8350.111328 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,ISS,MLP,1.1198527812957764,"96 25840.076417 97 28709.020505 98 31480.431274 99 33863.975255 100 36359.636474 101 39800.863209 102 43296.715638 103 47023.375150 104 51091.164698 105 55161.658473 106 60488.931489 107 65616.934375 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,ITBI,XGBoost,0.9664864540100098,"88 2265.385986 89 2274.197998 90 3697.611816 91 2412.517578 92 3568.757080 93 3290.437256 94 3555.089844 95 5145.134277 96 4271.344238 97 3469.361572 98 3754.881104 99 1228.799805 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do ICMS,SES,1.1175484657287598,"96 316312.90625 97 326438.84375 98 361377.68750 99 321792.09375 100 363344.68750 101 321792.09375 102 321792.09375 103 326438.84375 104 322743.06250 105 322743.06250 106 323253.68750 107 361377.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do IPVA,XGBoost,1.761547327041626,"96 97759.054688 97 42216.859375 98 75538.000000 99 97759.054688 100 75538.000000 101 45969.839844 102 40287.296875 103 38444.042969 104 38402.957031 105 38419.945312 106 38419.945312 107 113345.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,IPTU,AR,1.8986308574676514,"96 33221.394531 97 44564.144531 98 4124.085938 99 4124.085938 100 3817.788574 101 3365.005127 102 6155.187500 103 3404.909180 104 4418.703125 105 4356.926758 106 4496.052734 107 4636.457031 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,ISS,XGBoost,0.940516471862793,"96 40807.160156 97 44333.273438 98 42660.144531 99 43483.546875 100 41569.917969 101 52924.656250 102 42049.953125 103 42238.546875 104 45644.550781 105 40162.078125 106 40015.890625 107 40015.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,ITBI,SES,2.260887861251831,"82 5117.741211 83 6212.354492 84 5257.123535 85 5052.700195 86 4993.427734 87 5060.310547 88 5857.085449 89 5056.030273 90 5352.363281 91 6001.579102 92 5857.085449 93 5866.885742 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do ICMS,SARIMAX,2.6443357467651367,"96 347595.12500 97 376626.25000 98 378395.12500 99 372784.56250 100 377550.03125 101 372904.71875 102 372784.56250 103 371456.28125 104 365298.28125 105 365901.50000 106 365901.50000 107 372178.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do IPVA,SARIMAX,1.3490269184112549,"94 117108.562500 95 45759.242188 96 47396.976562 97 51848.101562 98 46011.757812 99 43664.808594 100 45045.367188 101 43664.808594 102 43043.285156 103 40010.121094 104 43043.285156 105 117108.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,IPTU,SARIMAX,2.3375487327575684,"96 440596.781250 97 192975.515625 98 175167.640625 99 80951.406250 100 81975.726562 101 85352.750000 102 99528.820312 103 85530.085938 104 84714.000000 105 99528.820312 106 52914.128906 107 106504.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,ISS,XGBoost,1.7129995822906494,"96 240343.062500 97 240343.062500 98 280485.375000 99 247605.062500 100 280485.375000 101 247605.062500 102 245016.828125 103 278756.968750 104 280485.375000 105 245016.828125 106 248060.046875 107 280485.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,ITBI,MLP,1.0961048603057861,"96 6.341478e+05 97 1.718512e+05 98 5.945980e+05 99 6.475036e+05 100 6.776381e+05 101 7.707240e+05 102 8.812415e+05 103 1.004511e+06 104 8.249586e+05 105 1.128535e+06 106 6.576977e+05 107 1.165420e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do ICMS,XGBoost,1.0846319198608398,"95 1905349.125 96 2063172.000 97 1898075.750 98 2188850.500 99 1976628.500 100 1953460.250 101 2319480.500 102 2319480.500 103 2188850.500 104 2188850.500 105 1905349.125 106 1836926.375 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do IPVA,AR,0.9810867309570312,"77 503760.65625 78 491384.03125 79 487016.31250 80 491375.09375 81 490629.03125 82 491384.03125 83 489835.12500 84 489665.75000 85 489665.75000 86 489665.75000 87 478848.65625 88 502216.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,IPTU,SARIMAX,1.0162990093231201,"88 12426.806641 89 2241.875488 90 2265.366211 91 2253.073486 92 13162.483398 93 13382.584961 94 1597.413208 95 4035.498047 96 1597.413208 97 -729.857056 98 -569.373962 99 -501.590973 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,ISS,XGBoost,1.5800437927246094,"96 13550.261719 97 11016.464844 98 10957.308594 99 11463.801758 100 11192.012695 101 11744.895508 102 11745.190430 103 11745.190430 104 14994.809570 105 15145.821289 106 13169.802734 107 12630.222656 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,ITBI,HWES,0.9889914989471436,"90 23100.529297 91 20579.550781 92 19793.015625 93 78973.109375 94 69202.742188 95 70387.695312 96 72504.335938 97 71572.468750 98 70141.242188 99 80183.640625 100 80183.640625 101 73979.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do ICMS,XGBoost,1.4133901596069336,"96 511017.78125 97 534023.12500 98 564666.93750 99 563149.37500 100 564666.93750 101 556646.93750 102 563149.37500 103 534023.12500 104 527957.68750 105 527957.68750 106 527957.68750 107 564666.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do IPVA,MLP,1.8778295516967773,"90 61146.885093 91 43257.156977 92 53300.031371 93 76774.523751 94 63111.899225 95 88701.991018 96 75988.358360 97 89998.617949 98 103503.392370 99 121727.694636 100 144056.208678 101 231778.163943 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,IPTU,XGBoost,2.9529497623443604,"96 7.465548e+05 97 7.467026e+05 98 7.467026e+05 99 7.500514e+05 100 2.379621e+06 101 2.207853e+06 102 7.866025e+05 103 7.950159e+05 104 7.958221e+05 105 7.903896e+05 106 7.958221e+05 107 7.903896e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,ISS,MLP,1.4745817184448242,"96 1.691204e+06 97 1.765122e+06 98 1.825800e+06 99 1.873338e+06 100 1.934464e+06 101 1.992401e+06 102 2.062280e+06 103 2.137789e+06 104 2.204949e+06 105 2.272985e+06 106 2.233523e+06 107 2.344622e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,ITBI,SARIMAX,0.9836311340332031,"96 518140.93750 97 521073.18750 98 515556.06250 99 514813.43750 100 516061.18750 101 515169.03125 102 515467.53125 103 524258.12500 104 524258.12500 105 516061.18750 106 515675.12500 107 524258.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do ICMS,XGBoost,1.0330567359924316,"96 6310057.0 97 6310057.0 98 6438427.5 99 6310057.0 100 6225097.5 101 6310057.0 102 6310057.0 103 6310057.0 104 6284638.0 105 6343675.5 106 6352003.5 107 6532565.5 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do IPVA,MLP,1.6410508155822754,"96 3.420119e+06 97 1.955269e+06 98 2.301078e+06 99 3.398222e+06 100 3.048046e+06 101 2.214193e+06 102 2.163302e+06 103 2.211796e+06 104 2.326302e+06 105 2.462898e+06 106 2.677203e+06 107 7.435215e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,IPTU,HWES,2.094712495803833,"90 6825.514648 91 8127.422363 92 100835.546875 93 109364.898438 94 104637.601562 95 7203.472168 96 7437.595703 97 5808.855469 98 3561.601074 99 9153.964844 100 8636.379883 101 7135.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,ISS,SARIMAX,2.8865060806274414,"96 37892.027344 97 37892.027344 98 37878.585938 99 38065.269531 100 38065.269531 101 37878.585938 102 38065.269531 103 42578.742188 104 42751.984375 105 42751.984375 106 42565.300781 107 42565.300781 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,ITBI,SARIMAX,1.4025404453277588,"95 37318.621094 96 38423.761719 97 47744.277344 98 38298.972656 99 51336.781250 100 51494.835938 101 38423.761719 102 51494.835938 103 51494.835938 104 38508.878906 105 51494.835938 106 51336.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do ICMS,SARIMAX,2.0996556282043457,"96 781324.6250 97 703235.2500 98 792845.3125 99 738988.5625 100 831128.2500 101 761402.3125 102 703235.2500 103 703235.2500 104 722064.6875 105 730889.3750 106 772391.6250 107 738988.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do IPVA,AR,1.263993501663208,"96 285438.281250 97 112633.117188 98 285208.125000 99 113173.031250 100 196789.203125 101 285438.281250 102 112938.320312 103 113079.687500 104 112536.765625 105 112536.765625 106 112431.546875 107 285438.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,IPTU,HWES,0.9535527229309082,"72 23086.197266 73 23086.197266 74 23142.890625 75 154746.781250 76 25627.050781 77 62254.253906 78 29625.591797 79 61388.046875 80 23256.988281 81 22825.912109 82 45258.261719 83 17623.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,ISS,AR,1.4559147357940674,"72 132559.656250 73 131761.703125 74 132928.390625 75 135416.171875 76 134070.265625 77 134070.265625 78 135325.921875 79 135325.921875 80 133950.718750 81 133073.484375 82 133073.484375 83 133073.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,ITBI,XGBoost,0.9675581455230713,"72 33625.617188 73 98466.093750 74 99134.937500 75 99009.601562 76 99138.734375 77 99138.734375 78 99134.937500 79 98520.632812 80 99138.734375 81 99266.500000 82 98520.632812 83 98188.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do ICMS,HWES,0.90384840965271,"72 8.503039e+05 73 1.029997e+06 74 1.106726e+06 75 1.016100e+06 76 1.107746e+06 77 1.016100e+06 78 1.016100e+06 79 1.029997e+06 80 1.016100e+06 81 9.952554e+05 82 9.946628e+05 83 1.106726e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do IPVA,XGBoost,1.4971299171447754,"72 406382.718750 73 232483.703125 74 232483.703125 75 404892.093750 76 244301.812500 77 99754.304688 78 44858.765625 79 45385.980469 80 34308.507812 81 34308.507812 82 28779.240234 83 404892.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,IPTU,AR,4.671838998794556,"96 40742.089844 97 130022.578125 98 963950.625000 99 58026.687500 100 42368.039062 101 43169.257812 102 42368.039062 103 43169.257812 104 49296.582031 105 49296.582031 106 42368.039062 107 55433.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,ISS,MLP,1.312018871307373,"96 111304.002574 97 114834.248426 98 116103.158724 99 117165.189146 100 120376.828282 101 123403.415064 102 124157.811227 103 126835.486305 104 130761.871987 105 134065.541463 106 138282.210504 107 139502.593310 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,ITBI,SARIMAX,1.1024870872497559,"96 52184.117188 97 52519.722656 98 51985.972656 99 51493.757812 100 50666.417969 101 52586.933594 102 53460.976562 103 50540.410156 104 51223.437500 105 50666.417969 106 52337.640625 107 51105.683594 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do ICMS,SARIMAX,1.0378177165985107,"96 462769.21875 97 494921.87500 98 494510.18750 99 484663.21875 100 499578.15625 101 499960.53125 102 499960.53125 103 494921.87500 104 484663.21875 105 484663.21875 106 477182.93750 107 498251.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do IPVA,SARIMAX,1.0323295593261719,"96 513887.375000 97 210593.921875 98 211445.578125 99 271209.125000 100 211445.578125 101 191960.812500 102 143329.015625 103 143329.015625 104 136019.093750 105 136019.093750 106 136019.093750 107 513887.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,IPTU,SARIMAX,1.3565654754638672,"90 4911.495117 91 4876.375488 92 7914.625000 93 27727.248047 94 54861.699219 95 8308.973633 96 8437.616211 97 5759.477051 98 5124.571777 99 8662.448242 100 6565.706543 101 8308.973633 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,ISS,MLP,1.4698030948638916,"96 11433.778163 97 11003.322308 98 10551.494025 99 10852.568345 100 11207.372763 101 11607.440992 102 12312.852267 103 12398.424494 104 12569.252302 105 13443.664957 106 14517.205581 107 14814.449427 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,ITBI,XGBoost,0.8770530223846436,"92 62216.421875 93 24096.376953 94 10306.378906 95 22581.242188 96 22581.242188 97 10306.378906 98 34707.003906 99 20991.195312 100 12330.485352 101 34707.003906 102 19585.890625 103 9373.233398 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do ICMS,SARIMAX,0.9928493499755859,"96 482590.71875 97 594607.25000 98 594607.25000 99 594607.25000 100 586886.43750 101 559988.43750 102 519663.21875 103 588135.81250 104 553054.93750 105 542867.00000 106 542632.00000 107 586676.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do IPVA,MLP,2.721634864807129,"88 71017.945685 89 49774.955284 90 55274.572693 91 72068.947627 92 72636.054126 93 63093.593922 94 64089.103271 95 71590.015153 96 78462.761990 97 86318.952076 98 96564.899545 99 176224.194771 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,IPTU,SARIMAX,2.5480313301086426,"96 2.654015e+05 97 3.957787e+06 98 3.023947e+06 99 2.888523e+05 100 2.877077e+05 101 3.495003e+05 102 2.932490e+05 103 2.925489e+05 104 3.001912e+05 105 2.989862e+05 106 3.648560e+05 107 3.083653e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,ISS,MLP,3.5684328079223633,"96 6.688925e+05 97 6.835321e+05 98 7.160921e+05 99 7.575750e+05 100 7.954405e+05 101 8.275930e+05 102 8.524333e+05 103 8.894066e+05 104 9.307368e+05 105 9.623071e+05 106 1.004351e+06 107 1.056839e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,ITBI,SARIMAX,3.1273157596588135,"96 466216.46875 97 456664.81250 98 460011.06250 99 461201.03125 100 403920.84375 101 409614.53125 102 433664.53125 103 433664.53125 104 435603.62500 105 435603.62500 106 435178.78125 107 434321.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do ICMS,SARIMAX,1.0045790672302246,"96 3396741.25 97 3515855.50 98 3983255.00 99 3515855.50 100 4016517.75 101 3515855.50 102 3515855.50 103 3515855.50 104 3468026.00 105 3474606.75 106 3474606.75 107 3983255.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do IPVA,XGBoost,1.0578463077545166,"96 2.217605e+06 97 9.696992e+05 98 1.127422e+06 99 2.217605e+06 100 1.249229e+06 101 7.918890e+05 102 7.636534e+05 103 7.194741e+05 104 6.878595e+05 105 6.594258e+05 106 6.582623e+05 107 2.217605e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,IPTU,SES,2.879538059234619,"90 114204.632812 91 98416.835938 92 114204.632812 93 416353.281250 94 316109.093750 95 158367.000000 96 253558.171875 97 99079.015625 98 99079.015625 99 99081.203125 100 94153.703125 101 100978.429688 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,ISS,MLP,2.1409811973571777,"92 3.697507e+05 93 4.048757e+05 94 4.494289e+05 95 4.961860e+05 96 5.486326e+05 97 5.480060e+05 98 5.797483e+05 99 6.445966e+05 100 7.156239e+05 101 8.030604e+05 102 9.086970e+05 103 1.029710e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,ITBI,SARIMAX,1.1355633735656738,"92 59906.621094 93 63436.921875 94 63436.921875 95 63276.765625 96 63526.589844 97 49132.820312 98 59958.535156 99 48800.687500 100 48578.925781 101 57623.371094 102 55005.128906 103 66361.492188 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do ICMS,MLP,1.0441672801971436,"92 1.167214e+06 93 1.194509e+06 94 1.206406e+06 95 1.212429e+06 96 1.229659e+06 97 1.226511e+06 98 1.244602e+06 99 1.263632e+06 100 1.280516e+06 101 1.303951e+06 102 1.331283e+06 103 1.364202e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do IPVA,XGBoost,2.1026411056518555,"92 653305.87500 93 493119.59375 94 493119.59375 95 585871.87500 96 585026.06250 97 493953.00000 98 493637.25000 99 493637.25000 100 523554.21875 101 523362.15625 102 523362.15625 103 586573.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,IPTU,XGBoost,1.5589139461517334,"74 10550.922852 75 6402.025879 76 2655.121582 77 6734.484375 78 6791.610840 79 6478.898438 80 6580.408691 81 6499.635742 82 6754.416992 83 6232.029297 84 7259.866699 85 6112.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,ISS,SARIMAX,1.535259485244751,"96 19253.410156 97 15157.567383 98 17686.925781 99 19103.410156 100 19103.410156 101 18992.429688 102 19379.279297 103 18571.429688 104 18274.820312 105 18571.429688 106 19103.410156 107 19194.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,ITBI,MLP,1.687352180480957,"89 13346.487990 90 14427.442175 91 13352.929317 92 14012.191382 93 14616.187254 94 15003.071131 95 15741.681854 96 14340.143183 97 15187.475248 98 16431.091549 99 17545.882171 100 18996.239941 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do ICMS,SARIMAX,1.0649704933166504,"96 297479.81250 97 296848.40625 98 298311.87500 99 304206.12500 100 298995.84375 101 304206.12500 102 305125.65625 103 297147.40625 104 280229.90625 105 285087.34375 106 279863.25000 107 298610.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do IPVA,MLP,2.6443498134613037,"92 68092.423294 93 37718.472785 94 46762.719396 95 59767.961084 96 62676.827001 97 65795.846495 98 81426.064908 99 97750.513191 100 121778.066381 101 151708.497236 102 186608.972677 103 309407.789164 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,IPTU,XGBoost,1.2368357181549072,"81 -12.591934 82 2238.562256 83 1739.564941 84 1739.564941 85 463.551575 86 12929.224609 87 1262.189941 88 348.306305 89 262.920929 90 1262.189941 91 1262.189941 92 2358.133301 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,ISS,SES,1.4196882247924805,"96 21373.130859 97 21376.546875 98 21039.708984 99 21373.130859 100 21039.708984 101 21373.130859 102 21039.708984 103 21373.130859 104 21039.708984 105 21039.708984 106 21039.708984 107 21373.130859 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,ITBI,XGBoost,1.5054693222045898,"82 4231.342773 83 4006.912109 84 3571.972412 85 3181.574219 86 3528.935303 87 6768.188477 88 10634.196289 89 2848.342285 90 5263.138672 91 3863.342285 92 5486.117188 93 5666.388672 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ICMS,SARIMAX,1.0241990089416504,"96 344038.15625 97 427882.59375 98 359701.43750 99 355742.09375 100 382752.78125 101 359772.43750 102 364423.68750 103 418353.15625 104 346985.90625 105 331207.03125 106 332955.31250 107 379705.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do IPVA,XGBoost,2.3433640003204346,"91 95086.414062 92 56925.062500 93 82574.226562 94 84372.789062 95 84372.789062 96 54975.882812 97 83816.648438 98 55800.988281 99 55425.683594 100 55426.425781 101 55425.683594 102 95086.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,IPTU,SARIMAX,1.2462408542633057,"96 2.658542e+05 97 4.805225e+05 98 2.474422e+06 99 1.406143e+06 100 4.974490e+05 101 5.218183e+05 102 4.974490e+05 103 5.255336e+05 104 5.255336e+05 105 4.465814e+05 106 3.468245e+05 107 4.056712e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,ISS,MLP,1.6952621936798096,"96 9.588035e+05 97 9.964747e+05 98 1.030149e+06 99 1.051143e+06 100 1.079845e+06 101 1.110655e+06 102 1.148509e+06 103 1.185418e+06 104 1.218497e+06 105 1.256752e+06 106 1.281593e+06 107 1.305474e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,ITBI,XGBoost,2.145392656326294,"96 99301.445312 97 187412.750000 98 120498.140625 99 118211.445312 100 115625.000000 101 130016.070312 102 196930.625000 103 162857.984375 104 130016.070312 105 130745.929688 106 131369.984375 107 117711.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do ICMS,XGBoost,1.6485562324523926,"96 2413766.25 97 3164828.50 98 3172869.75 99 3052889.50 100 3145655.00 101 3052889.50 102 3052889.50 103 3047993.75 104 2959821.50 105 2870463.75 106 2870463.75 107 3074578.00 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do IPVA,XGBoost,1.0778048038482666,"96 1.516862e+06 97 7.902002e+05 98 1.054625e+06 99 1.550284e+06 100 1.154165e+06 101 6.236713e+05 102 5.196740e+05 103 3.896656e+05 104 3.853541e+05 105 2.962035e+05 106 2.452762e+05 107 1.396853e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,IPTU,AR,1.819859266281128,"82 1319.082642 83 32014.273438 84 176117.359375 85 32014.273438 86 30834.925781 87 13814.194336 88 11409.833984 89 2568.061279 90 2568.061279 91 2033.122437 92 2568.061279 93 1788.420532 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,ISS,MLP,1.1819989681243896,"84 37063.967375 85 36787.009781 86 38856.658536 87 39778.807677 88 40577.333741 89 41506.871140 90 41325.571539 91 42384.577475 92 42868.987894 93 43874.963466 94 45130.510026 95 46807.700913 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,ITBI,XGBoost,0.9185984134674072,"82 8321.116211 83 8295.552734 84 8363.974609 85 8373.628906 86 9422.309570 87 7659.219727 88 9198.888672 89 9198.888672 90 8551.437500 91 7806.414551 92 7846.957031 93 7846.957031 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do ICMS,SES,1.1057796478271484,"96 464722.25000 97 513633.18750 98 533750.75000 99 470891.78125 100 547397.87500 101 470891.78125 102 470891.78125 103 454658.68750 104 471275.90625 105 473111.96875 106 473881.15625 107 533750.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do IPVA,AR,1.0465316772460938,"96 215693.015625 97 48915.945312 98 65896.296875 99 210480.609375 100 48758.695312 101 26191.982422 102 26191.982422 103 26191.982422 104 20796.750000 105 20933.285156 106 20933.285156 107 215693.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,IPTU,HWES,3.181062698364258,"88 3744.964355 89 2738.568115 90 1983.137451 91 2808.575928 92 9820.485352 93 1134.612061 94 726.017090 95 675.248169 96 1169.199463 97 1762.293335 98 1606.862549 99 3261.299316 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,ISS,MLP,2.93424654006958,"96 16734.777299 97 17791.424146 98 19039.290470 99 20145.533750 100 21352.973508 101 22516.356382 102 23325.119898 103 23777.467326 104 25274.768622 105 26101.145547 106 27365.387503 107 28806.654099 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,ITBI,XGBoost,1.8865294456481934,"84 3664.998779 85 3155.990479 86 10370.038086 87 5704.658691 88 9301.656250 89 8606.117188 90 3755.576660 91 3626.666748 92 4095.583008 93 3365.407227 94 3728.774170 95 7354.289551 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do ICMS,SARIMAX,1.0948565006256104,"96 243200.437500 97 238404.515625 98 292817.718750 99 238404.515625 100 330920.281250 101 238404.515625 102 238404.515625 103 238404.515625 104 238404.515625 105 239800.812500 106 256437.468750 107 292929.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do IPVA,SARIMAX,1.5949335098266602,"96 14052.924805 97 8652.074219 98 15048.666992 99 16739.244141 100 12794.834961 101 15039.784180 102 7157.243164 103 7597.811035 104 5613.837402 105 5298.696777 106 5511.707520 107 12643.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,IPTU,HWES,1.3062171936035156,"96 1.316962e+06 97 7.649634e+05 98 7.466934e+05 99 5.256426e+05 100 7.395575e+05 101 7.207204e+05 102 9.548988e+05 103 4.832732e+05 104 4.832732e+05 105 4.832732e+05 106 7.395575e+05 107 1.140919e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,ISS,XGBoost,2.1541385650634766,"96 99055.656250 97 132806.062500 98 138012.359375 99 105130.796875 100 133173.078125 101 105130.796875 102 99055.656250 103 133173.078125 104 105130.796875 105 132806.062500 106 138012.359375 107 105257.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,ITBI,SES,1.2117500305175781,"96 75981.671875 97 98015.039062 98 82403.187500 99 78496.679688 100 78529.812500 101 76737.625000 102 72125.070312 103 95904.015625 104 63687.953125 105 83067.453125 106 75815.523438 107 94638.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do ICMS,SARIMAX,0.9543967247009277,"96 466332.43750 97 531729.56250 98 532028.12500 99 532027.87500 100 518015.90625 101 533633.75000 102 533932.31250 103 528887.12500 104 534624.75000 105 534624.75000 106 533145.43750 107 548590.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do IPVA,SARIMAX,0.9349939823150635,"87 152906.656250 88 100864.140625 89 100864.140625 90 152906.656250 91 131016.593750 92 81670.351562 93 65506.707031 94 51447.488281 95 47378.398438 96 44945.855469 97 47107.789062 98 152906.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,IPTU,Prophet,2.1575379371643066,"86 8614.880859 87 56289.562500 88 59734.039062 89 151676.390625 90 19012.615234 91 33575.847656 92 68296.953125 93 12626.950195 94 4606.669434 95 2281.566650 96 49587.750000 97 4968.855957 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,ISS,MLP,1.398930549621582,"96 178068.211350 97 209895.095980 98 241743.604923 99 279780.793727 100 317321.913550 101 332767.503672 102 393047.510215 103 445372.739251 104 521552.580136 105 601693.368048 106 700318.197478 107 724150.334973 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,ITBI,XGBoost,1.1387264728546143,"96 34712.074219 97 75045.617188 98 35561.175781 99 26508.423828 100 66310.250000 101 35900.511719 102 63748.796875 103 45824.695312 104 24823.208984 105 34712.074219 106 94610.945312 107 23775.623047 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9797446727752686,"96 661679.9375 97 666677.3125 98 928154.0625 99 911149.2500 100 913146.3750 101 931380.3750 102 913146.3750 103 913716.3125 104 902456.1250 105 895131.3750 106 896271.2500 107 988386.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do IPVA,MLP,1.214416742324829,"96 305703.519002 97 334564.531258 98 188147.364262 99 241097.629561 100 223406.227189 101 204136.195247 102 205703.014275 103 238638.683580 104 242972.470078 105 262736.467805 106 285632.202799 107 597638.665177 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,IPTU,HWES,1.3733606338500977,"96 1.014807e+05 97 1.567530e+05 98 1.549619e+06 99 1.611589e+06 100 1.734985e+06 101 3.313670e+05 102 3.130875e+05 103 3.130875e+05 104 3.087099e+05 105 3.130875e+05 106 3.087099e+05 107 3.087099e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,ISS,SARIMAX,1.625427484512329,"96 468869.34375 97 463221.84375 98 474156.68750 99 536194.68750 100 468653.84375 101 536194.68750 102 536194.68750 103 464697.62500 104 536194.68750 105 464697.62500 106 535992.25000 107 536194.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,ITBI,SARIMAX,1.0741748809814453,"96 700889.7500 97 455864.0625 98 534783.1250 99 542544.0625 100 531924.3125 101 534127.7500 102 553014.5625 103 532441.8125 104 534783.1250 105 551699.5625 106 534783.1250 107 534783.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do ICMS,SES,0.9788742065429688,"96 2209190.75 97 2562374.25 98 2571682.50 99 2244362.50 100 2582038.75 101 2244362.50 102 2244362.50 103 2562374.25 104 2259357.75 105 2262674.75 106 2261124.00 107 2562374.25 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do IPVA,XGBoost,1.440643072128296,"96 1.539398e+06 97 5.013358e+05 98 5.357158e+05 99 1.456294e+06 100 1.456294e+06 101 4.933694e+05 102 3.466642e+05 103 2.732096e+05 104 2.069012e+05 105 2.069012e+05 106 2.069012e+05 107 1.295983e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,IPTU,Prophet,1.327214002609253,"96 1267044.625 97 757218.250 98 1000411.250 99 757218.250 100 757218.250 101 757218.250 102 757218.250 103 757218.250 104 757218.250 105 757218.250 106 1267044.625 107 4033033.500 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,ISS,MLP,1.6854705810546875,"96 1.014536e+06 97 1.034307e+06 98 1.051316e+06 99 1.077685e+06 100 1.108953e+06 101 1.139634e+06 102 1.161147e+06 103 1.187978e+06 104 1.222792e+06 105 1.251017e+06 106 1.269537e+06 107 1.295677e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,ITBI,HWES,1.0670497417449951,"96 46182.628906 97 40650.941406 98 46659.085938 99 46677.210938 100 43524.015625 101 56024.898438 102 51408.640625 103 51484.144531 104 51764.898438 105 34089.535156 106 46320.136719 107 33890.292969 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do ICMS,HWES,1.0942599773406982,"96 2348115.50 97 2295916.25 98 2299849.00 99 2307780.50 100 2309637.25 101 2266648.00 102 2266648.00 103 2260938.50 104 2232272.50 105 2232272.50 106 2271386.75 107 2305209.75 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do IPVA,XGBoost,1.16512131690979,"95 947123.87500 96 717005.56250 97 717005.56250 98 947123.87500 99 925125.75000 100 523938.53125 101 489751.18750 102 355105.68750 103 349798.62500 104 310925.90625 105 310780.21875 106 947123.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,IPTU,AR,1.4165546894073486,"96 13113391.00 97 3069563.50 98 3105367.00 99 2996725.75 100 3114006.00 101 3014859.00 102 3102174.25 103 3102174.25 104 3003027.50 105 3106322.00 106 2852257.75 107 4994953.00 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,ISS,SARIMAX,1.1251544952392578,"96 6728558.5 97 6731503.0 98 6729400.0 99 6729400.0 100 6729400.0 101 6729400.0 102 6894978.5 103 6894978.5 104 6894978.5 105 6894978.5 106 6894978.5 107 6894978.5 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,ITBI,SARIMAX,1.1325945854187012,"96 2281403.00 97 2281403.00 98 2373748.50 99 2477219.50 100 2530952.00 101 2483208.25 102 2393252.75 103 2530952.00 104 2730130.00 105 2380659.25 106 2349388.50 107 2349388.50 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do ICMS,XGBoost,1.054063081741333,"96 16801456.0 97 20369402.0 98 20194394.0 99 20470960.0 100 20568786.0 101 20216762.0 102 20464094.0 103 19729552.0 104 20078474.0 105 19103306.0 106 18786534.0 107 19216024.0 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do IPVA,XGBoost,1.3698909282684326,"96 5.535371e+06 97 3.265783e+06 98 4.431698e+06 99 7.728358e+06 100 6.644337e+06 101 3.183909e+06 102 2.825266e+06 103 1.796218e+06 104 1.259237e+06 105 9.203508e+05 106 9.203508e+05 107 6.644337e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,IPTU,SARIMAX,2.6614913940429688,"55 5764.336914 56 4645.784180 57 7943.032715 58 4630.258301 59 4615.317871 60 4621.312988 61 4621.312988 62 4611.345703 63 4621.312988 64 4630.258301 65 4621.312988 66 4616.887207 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,ISS,SARIMAX,1.0591909885406494,"96 34353.808594 97 34353.808594 98 44945.933594 99 45005.574219 100 65468.140625 101 55818.593750 102 55818.593750 103 50483.558594 104 55818.593750 105 55818.593750 106 55793.339844 107 50450.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,ITBI,SARIMAX,1.538254976272583,"75 3378.110352 76 1085.907837 77 2635.188965 78 2723.523193 79 3312.888672 80 3301.334229 81 3302.693604 82 3477.457520 83 3088.244629 84 3509.650146 85 4220.470703 86 3316.276367 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do ICMS,SES,1.2315700054168701,"96 261072.515625 97 317677.875000 98 300048.937500 99 305755.218750 100 304915.500000 101 318241.906250 102 258622.718750 103 317677.875000 104 258622.718750 105 258622.718750 106 255223.406250 107 318241.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do IPVA,SARIMAX,1.0862822532653809,"96 97367.453125 97 63631.476562 98 81205.656250 99 96613.148438 100 63691.109375 101 32017.703125 102 17823.070312 103 17823.070312 104 14618.202148 105 14618.202148 106 12648.610352 107 97367.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,IPTU,SARIMAX,1.7843825817108154,"96 406676.500000 97 138349.765625 98 45053.359375 99 60362.890625 100 52631.671875 101 57407.167969 102 48125.804688 103 57407.167969 104 52631.671875 105 52279.453125 106 52279.453125 107 174751.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,ISS,MLP,0.9830694198608398,"96 110747.251921 97 119748.130871 98 129579.590500 99 139015.668878 100 149978.697170 101 162931.884587 102 177007.425300 103 191530.300459 104 206751.739221 105 224856.207060 106 237808.580982 107 252946.029908 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,ITBI,XGBoost,1.9407117366790771,"93 41237.042969 94 50077.093750 95 68318.460938 96 68457.273438 97 68393.023438 98 72475.078125 99 67621.703125 100 72475.078125 101 68241.773438 102 72420.523438 103 68457.273438 104 72475.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do ICMS,MLP,2.12430739402771,"96 445392.636845 97 458606.683021 98 463025.772485 99 470846.664867 100 480539.292245 101 478051.075969 102 486625.039878 103 495954.112087 104 503789.649274 105 514902.200150 106 527872.976329 107 545138.011725 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do IPVA,XGBoost,1.2923121452331543,"96 171752.218750 97 119993.671875 98 171752.218750 99 224746.171875 100 171752.218750 101 72525.070312 102 72042.437500 103 52616.300781 104 41916.121094 105 40809.640625 106 40318.625000 107 209912.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,IPTU,SARIMAX,0.9370360374450684,"74 6259.706055 75 92934.289062 76 105171.000000 77 107564.539062 78 273330.625000 79 107537.906250 80 107782.015625 81 107782.015625 82 143981.703125 83 107782.015625 84 143981.703125 85 105171.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,ISS,HWES,1.1335434913635254,"84 82968.859375 85 83202.804688 86 82510.757812 87 83202.804688 88 82927.843750 89 83534.023438 90 82381.351562 91 82875.039062 92 82327.453125 93 83534.023438 94 82343.617188 95 82944.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,ITBI,HWES,5.341681957244873,"84 23883.228516 85 19924.320312 86 20165.242188 87 28691.410156 88 26175.349609 89 28610.093750 90 28784.248047 91 23794.699219 92 15660.175781 93 19743.589844 94 5226.123535 95 28344.027344 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do ICMS,SES,1.521178960800171,"84 566039.7500 85 530350.7500 86 528903.8750 87 571422.6250 88 530202.2500 89 571422.6250 90 571422.6250 91 575515.5000 92 525208.1875 93 525208.1875 94 527439.8125 95 529743.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do IPVA,XGBoost,1.1376047134399414,"84 291846.406250 85 144381.078125 86 144295.859375 87 291678.031250 88 144295.859375 89 103096.101562 90 103096.101562 91 94788.140625 92 95419.484375 93 94788.140625 94 95282.875000 95 291846.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,IPTU,SES,2.2578649520874023,"96 58243.226562 97 58243.226562 98 74597.601562 99 94856.101562 100 69541.468750 101 46623.140625 102 77302.835938 103 49972.175781 104 88291.617188 105 77302.835938 106 86700.671875 107 82903.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,ISS,MLP,1.240992546081543,"96 236208.635992 97 243507.989240 98 256583.805561 99 264755.944376 100 271940.098037 101 279261.482133 102 283186.794569 103 293591.886207 104 299628.306552 105 308006.121235 106 324441.025704 107 336449.844436 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,ITBI,XGBoost,0.9523468017578125,"96 46722.203125 97 50216.781250 98 47131.906250 99 47131.906250 100 47044.800781 101 50216.781250 102 48080.679688 103 44908.699219 104 44587.707031 105 44908.699219 106 44587.707031 107 44908.699219 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Cota-Parte do ICMS,MLP,0.9855399131774902,"94 532629.702758 95 547910.736680 96 599720.430906 97 548548.855361 98 558684.568111 99 600866.407097 100 630716.847448 101 620766.974099 102 843046.117941 103 722382.595095 104 766067.159114 105 840343.905859 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Cota-Parte do IPVA,MLP,3.88067364692688,"94 92663.777802 95 260363.803861 96 306791.337325 97 146647.147191 98 204407.217192 99 282077.478171 100 263092.781388 101 237096.726185 102 277314.156848 103 300918.776893 104 292934.068103 105 502033.168089 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,IPTU,SARIMAX,1.866126298904419,"91 509.522522 92 509.522522 93 8271.059570 94 26475.062500 95 59595.390625 96 8153.299316 97 4289.574707 98 4443.490723 99 4443.490723 100 992.033936 101 -341.410156 102 -341.410156 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,ISS,MLP,0.9589736461639404,"96 161823.756064 97 187156.535917 98 214662.318304 99 246965.852284 100 289954.783181 101 331149.044211 102 385840.755032 103 449305.868117 104 539682.098471 105 637102.585006 106 752495.771835 107 889524.902170 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,ITBI,MLP,1.007286787033081,"89 218538.648360 90 239986.859037 91 284396.233119 92 338543.282325 93 394587.836219 94 452697.737313 95 358273.342700 96 473093.728309 97 558271.762610 98 638654.885012 99 752151.236290 100 867835.273753 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do ICMS,MLP,1.25872802734375,"89 9.056744e+05 90 9.243619e+05 91 9.204749e+05 92 9.324164e+05 93 9.574089e+05 94 9.765830e+05 95 9.865255e+05 96 9.969102e+05 97 1.019707e+06 98 1.045836e+06 99 1.075670e+06 100 1.109157e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do IPVA,XGBoost,1.436288595199585,"89 39219.539062 90 38790.937500 91 11602.992188 92 10957.480469 93 9934.822266 94 9934.822266 95 20748.636719 96 49773.613281 97 11948.066406 98 11976.755859 99 11976.755859 100 28990.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,IPTU,XGBoost,1.5417559146881104,"86 5244.437988 87 5244.437988 88 5244.437988 89 4670.519043 90 4670.519043 91 2450.768555 92 1310.192383 93 1310.192383 94 1310.192383 95 2426.274414 96 1708.392334 97 2733.446045 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,ISS,XGBoost,2.8744380474090576,"96 15863.760742 97 14921.997070 98 16331.662109 99 16331.662109 100 16611.048828 101 16605.576172 102 16611.048828 103 16670.578125 104 16496.183594 105 16447.533203 106 16496.183594 107 16447.533203 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,ITBI,SARIMAX,2.935610055923462,"93 12219.887695 94 8142.392578 95 6669.339355 96 11891.182617 97 6886.699219 98 8092.184082 99 12375.564453 100 7216.646973 101 5917.435547 102 7882.948730 103 7212.913086 104 5917.435547 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do ICMS,SARIMAX,1.4703218936920166,"96 231788.640625 97 291559.062500 98 364480.093750 99 327979.250000 100 364480.093750 101 291559.062500 102 291559.062500 103 327979.250000 104 292088.781250 105 292095.875000 106 293793.968750 107 364480.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do IPVA,SARIMAX,2.103159189224243,"95 88699.960938 96 56612.933594 97 56644.160156 98 88662.429688 99 88662.429688 100 31779.869141 101 32177.779297 102 31371.128906 103 31372.265625 104 31372.265625 105 31372.265625 106 88699.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,IPTU,XGBoost,1.4825923442840576,"84 2497.266357 85 6804.320801 86 8416.775391 87 12233.290039 88 17533.597656 89 17401.113281 90 17609.691406 91 8499.424805 92 8530.362305 93 8499.424805 94 8472.267578 95 8530.362305 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,ISS,AR,1.4258010387420654,"96 10545.079102 97 19438.234375 98 20447.283203 99 10029.762695 100 18616.191406 101 10409.219727 102 10459.732422 103 10459.567383 104 10009.182617 105 14046.107422 106 10039.549805 107 10026.013672 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,ITBI,SES,0.8033967018127441,"77 13375.381836 78 3650.974854 79 4504.278320 80 2366.554443 81 9392.461914 82 57.018810 83 4447.817871 84 -1195.771729 85 503.216370 86 1087.666138 87 8937.843750 88 4540.477539 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do ICMS,SARIMAX,1.0662291049957275,"96 235635.671875 97 262726.687500 98 257031.062500 99 253445.890625 100 258980.812500 101 239818.812500 102 259141.500000 103 257031.062500 104 237516.015625 105 237516.015625 106 233443.546875 107 257533.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do IPVA,SARIMAX,2.036113977432251,"95 50915.804688 96 9795.828125 97 30560.611328 98 48227.730469 99 11201.002930 100 8113.568848 101 6431.473633 102 6505.238281 103 6505.238281 104 9792.044922 105 23870.931641 106 50915.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,IPTU,SARIMAX,1.3264133930206299,"96 2.902277e+06 97 6.966307e+05 98 7.065174e+05 99 9.974794e+05 100 7.065174e+05 101 9.974794e+05 102 9.974794e+05 103 7.065174e+05 104 7.014716e+05 105 7.065174e+05 106 9.899427e+05 107 7.014716e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,ISS,HWES,1.249786138534546,"96 128247.968750 97 127688.203125 98 128247.968750 99 127688.203125 100 127688.203125 101 127688.203125 102 127688.203125 103 127293.992188 104 118235.757812 105 146623.953125 106 144326.750000 107 134019.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,ITBI,SES,1.1176366806030273,"96 165603.703125 97 267787.500000 98 197898.593750 99 160978.859375 100 160978.859375 101 164575.562500 102 160978.859375 103 164575.562500 104 164575.562500 105 166040.734375 106 166040.734375 107 160978.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do ICMS,SARIMAX,0.9865536689758301,"96 518304.31250 97 475349.78125 98 503827.18750 99 475430.12500 100 518304.31250 101 503827.18750 102 503827.18750 103 503827.18750 104 475430.12500 105 473638.15625 106 473463.50000 107 503827.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do IPVA,MLP,2.499298572540283,"89 2.566214e+05 90 2.665943e+05 91 2.996563e+05 92 3.348054e+05 93 3.878478e+05 94 6.217654e+05 95 7.004411e+05 96 6.792687e+05 97 9.608553e+05 98 1.226010e+06 99 1.208612e+06 100 9.158950e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,IPTU,SES,1.3211891651153564,"55 92454.148438 56 266054.593750 57 249713.031250 58 248396.703125 59 249713.031250 60 248328.265625 61 266054.593750 62 248396.703125 63 361119.937500 64 251746.453125 65 251675.359375 66 251746.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,ISS,MLP,1.2229492664337158,"80 58475.671437 81 60357.996874 82 62071.537646 83 63726.479750 84 65042.179581 85 68166.413127 86 69906.925511 87 72329.795065 88 73320.229611 89 73266.133080 90 75686.055645 91 76885.289422 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,ITBI,MLP,1.775780439376831,"78 34114.814747 79 38434.438448 80 43049.155461 81 47676.766657 82 51425.547371 83 58191.877316 84 64934.440852 85 72688.002736 86 76166.448495 87 82494.328194 88 91124.780465 89 100308.760184 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do ICMS,XGBoost,0.9656364917755127,"80 512060.37500 81 512060.37500 82 496191.03125 83 512060.37500 84 378826.62500 85 488918.59375 86 469279.15625 87 513360.21875 88 475644.06250 89 470946.56250 90 470946.56250 91 496167.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do IPVA,AR,0.9486393928527832,"80 276642.750000 81 136028.828125 82 227365.718750 83 276642.750000 84 243889.406250 85 79413.914062 86 78753.906250 87 78753.906250 88 78630.492188 89 78793.953125 90 78793.953125 91 280861.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,IPTU,XGBoost,1.0624008178710938,"96 45016.140625 97 285569.781250 98 282277.843750 99 281914.937500 100 281914.937500 101 281914.937500 102 281914.937500 103 281914.937500 104 281914.937500 105 281914.937500 106 281914.937500 107 281914.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,ISS,XGBoost,0.9668369293212891,"96 44302.832031 97 42834.914062 98 45318.132812 99 57231.894531 100 40818.656250 101 42504.539062 102 44302.832031 103 57221.390625 104 45217.980469 105 40818.656250 106 44002.535156 107 57231.894531 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,ITBI,SARIMAX,1.2101881504058838,"96 50624.500000 97 34811.804688 98 47264.605469 99 47980.781250 100 47343.785156 101 47980.781250 102 36547.781250 103 47980.781250 104 47285.335938 105 36547.781250 106 36547.781250 107 36547.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do ICMS,MLP,1.1017231941223145,"96 628629.002800 97 635351.681381 98 639695.992719 99 650306.139864 100 649637.559909 101 662220.619395 102 674469.420166 103 685978.496614 104 701758.430477 105 719835.155290 106 740821.587341 107 753807.726073 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do IPVA,XGBoost,1.1939282417297363,"96 206215.109375 97 79907.000000 98 125356.882812 99 206215.109375 100 191189.312500 101 62624.453125 102 50732.878906 103 36446.328125 104 21737.335938 105 21737.335938 106 13608.076172 107 206215.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,IPTU,SARIMAX,1.0047192573547363,"89 2805.731445 90 2610.962158 91 6050.121094 92 2588.003174 93 123000.578125 94 79025.398438 95 6300.585449 96 3321.818359 97 5984.062012 98 5818.492676 99 1754.162109 100 1822.933472 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,ISS,Prophet,2.771467685699463,"96 24536.662109 97 24536.662109 98 24579.099609 99 24550.878906 100 23518.248047 101 24281.689453 102 24751.755859 103 24273.449219 104 24273.449219 105 24281.689453 106 24605.353516 107 24751.755859 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,ITBI,MLP,0.9564003944396973,"90 25949.583303 91 26576.285964 92 27816.960615 93 28748.410532 94 28835.957995 95 29128.993471 96 30643.923326 97 31962.423186 98 31993.696974 99 32171.469357 100 33720.864434 101 35729.499451 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do ICMS,SARIMAX,0.9850702285766602,"96 355853.78125 97 419540.62500 98 419540.62500 99 360366.78125 100 386788.15625 101 360366.78125 102 360366.78125 103 419540.62500 104 360366.78125 105 354087.43750 106 358129.68750 107 419540.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do IPVA,MLP,1.5126571655273438,"95 153129.865363 96 94063.446516 97 116039.904156 98 162523.354693 99 170067.881172 100 178324.459538 101 216115.522039 102 267973.687884 103 324814.208997 104 402300.890242 105 498845.779276 106 784143.172634 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,IPTU,SES,2.440392255783081,"69 214.311646 70 256.160553 71 273.117981 72 246.208755 73 214.311646 74 545.031433 75 545.031433 76 273.117981 77 545.031433 78 545.031433 79 545.031433 80 545.031433 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,ISS,MLP,2.0325725078582764,"88 45865.892595 89 49394.967093 90 50299.542536 91 50897.591932 92 47622.099560 93 53119.892255 94 48744.532582 95 53358.599383 96 55670.766931 97 53962.809761 98 59797.377737 99 58935.916178 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,ITBI,MLP,1.1810798645019531,"76 23560.619174 77 27747.423259 78 30120.995713 79 33687.069219 80 43318.132457 81 36814.076090 82 42917.761429 83 50343.375410 84 57548.323233 85 59361.709738 86 65088.728037 87 72380.531752 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do ICMS,XGBoost,1.0216319561004639,"88 397625.46875 89 410982.18750 90 414576.15625 91 409038.68750 92 389037.53125 93 449525.75000 94 409038.68750 95 410982.18750 96 409038.68750 97 380611.03125 98 382029.93750 99 432946.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do IPVA,XGBoost,1.0485858917236328,"87 104172.304688 88 11066.715820 89 34728.242188 90 91038.984375 91 91038.984375 92 11066.715820 93 6443.958008 94 11092.080078 95 6415.088379 96 6529.801758 97 6473.349609 98 104172.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,IPTU,SARIMAX,1.0456457138061523,"76 10169.931641 77 10169.931641 78 12646.884766 79 10586.535156 80 11380.795898 81 13394.199219 82 14875.041016 83 7376.456543 84 6692.170410 85 12784.445312 86 6138.302734 87 4861.458984 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,ISS,XGBoost,1.5911853313446045,"96 22621.519531 97 19404.859375 98 19404.859375 99 19404.859375 100 15538.813477 101 22609.976562 102 24003.521484 103 22621.519531 104 22621.519531 105 22621.519531 106 22621.519531 107 22621.519531 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,ITBI,XGBoost,1.7284801006317139,"86 378.629395 87 861.740601 88 661.683533 89 2035.752075 90 1144.181519 91 429.511475 92 1438.164307 93 512.404602 94 1234.909912 95 1093.729370 96 1093.729370 97 1519.917969 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do ICMS,XGBoost,0.957200288772583,"96 254562.859375 97 310620.718750 98 310268.125000 99 272013.531250 100 320663.718750 101 270844.875000 102 270844.875000 103 309452.062500 104 270844.875000 105 271019.937500 106 273659.500000 107 309330.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do IPVA,SARIMAX,1.0001156330108643,"96 116634.687500 97 23935.652344 98 113515.117188 99 116657.859375 100 114296.992188 101 23935.652344 102 24490.240234 103 19820.152344 104 24839.931641 105 18610.093750 106 19672.521484 107 116634.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,IPTU,XGBoost,1.8740427494049072,"77 759.662537 78 3123.404297 79 9630.150391 80 3591.594971 81 1379.713257 82 1375.196045 83 2337.927979 84 811.912170 85 639.711670 86 385.674469 87 754.308777 88 597.376770 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,ISS,MLP,1.5464856624603271,"95 19313.386776 96 23942.059355 97 27981.691343 98 33415.450195 99 39306.063951 100 48385.044424 101 53518.766292 102 63993.059978 103 76474.203799 104 91611.244713 105 112245.778660 106 130602.580446 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,ITBI,SARIMAX,0.9512374401092529,"82 15157.401367 83 1479.517822 84 6378.676270 85 6688.468750 86 13064.220703 87 8449.934570 88 9577.658203 89 9073.486328 90 15479.838867 91 17203.525391 92 9341.731445 93 16513.769531 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.952617883682251,"96 265556.65625 97 292784.62500 98 292784.62500 99 274466.34375 100 287975.59375 101 274466.34375 102 274466.34375 103 292784.62500 104 273571.65625 105 273571.65625 106 269735.78125 107 284516.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do IPVA,MLP,1.3057308197021484,"96 43534.294729 97 22751.981306 98 26880.303757 99 39982.911074 100 33790.043495 101 31505.710548 102 25265.181172 103 29151.513740 104 31198.283863 105 34955.185128 106 36860.674056 107 90498.347303 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,IPTU,AR,1.249115228652954,"92 221631.656250 93 382994.156250 94 337079.656250 95 269976.093750 96 270598.750000 97 270598.750000 98 117867.546875 99 270598.750000 100 121741.937500 101 102073.015625 102 102073.015625 103 165543.359375 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,ISS,MLP,2.333686113357544,"92 693620.762774 93 710582.672250 94 727854.963257 95 748439.940080 96 770749.756184 97 775868.486994 98 789683.478556 99 795854.669966 100 817787.274755 101 834878.862732 102 849854.301363 103 861347.632923 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,ITBI,MLP,1.3947975635528564,"92 6.097111e+05 93 6.730914e+05 94 7.451146e+05 95 8.039768e+05 96 8.568565e+05 97 9.028749e+05 98 8.956660e+05 99 1.010170e+06 100 9.284502e+05 101 1.082591e+06 102 1.129826e+06 103 1.268498e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do ICMS,XGBoost,2.7542881965637207,"92 3400174.25 93 2695917.50 94 2730018.50 95 2476900.00 96 3142819.75 97 2481556.75 98 2481556.75 99 2688328.50 100 2485358.75 101 2492521.50 102 2570117.25 103 2717794.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do IPVA,XGBoost,1.1483323574066162,"92 1992744.125 93 1739186.125 94 1741364.000 95 1922320.375 96 1750132.250 97 1740862.375 98 1740862.375 99 1741403.125 100 1740323.375 101 1726731.000 102 1740323.375 103 1992744.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,IPTU,AR,1.1517057418823242,"76 3585.429199 77 5959.303223 78 84911.289062 79 5812.483398 80 13348.638672 81 13348.638672 82 5828.762207 83 1921.035889 84 3847.735352 85 3642.531494 86 1799.034790 87 2740.245117 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,ISS,MLP,1.4923155307769775,"92 28100.588022 93 30415.789126 94 32394.833088 95 34534.231482 96 37103.821739 97 40003.639198 98 42680.094201 99 46081.638012 100 48824.193552 101 50454.048388 102 54899.041880 103 60265.701862 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,ITBI,AR,1.0887305736541748,"78 32687.318359 79 34701.523438 80 33040.089844 81 34742.847656 82 34751.472656 83 34201.269531 84 34701.523438 85 34641.230469 86 33761.578125 87 33761.578125 88 32828.207031 89 32718.644531 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ICMS,Prophet,0.9084904193878174,"89 547778.5000 90 542674.0000 91 542371.8750 92 588108.5000 93 542371.8750 94 589255.3125 95 588108.5000 96 538566.5625 97 567065.7500 98 567367.8750 99 567367.8750 100 549811.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do IPVA,XGBoost,1.3074722290039062,"89 166056.062500 90 164377.953125 91 65345.929688 92 105541.406250 93 71025.804688 94 164835.046875 95 165727.187500 96 165727.187500 97 166308.484375 98 166179.234375 99 164377.953125 100 65345.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,IPTU,XGBoost,3.0405068397521973,"93 8560.756836 94 60240.214844 95 66270.515625 96 17885.800781 97 13991.282227 98 9147.946289 99 10626.660156 100 7230.795410 101 12888.237305 102 12888.237305 103 6636.794922 104 7163.772461 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,ISS,AR,2.5343780517578125,"96 44971.949219 97 45486.917969 98 42484.546875 99 28775.986328 100 27375.652344 101 28969.636719 102 42538.816406 103 28969.636719 104 25891.212891 105 23850.748047 106 42697.625000 107 39564.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,ITBI,Prophet,0.8728177547454834,"93 1886.729492 94 1928.435181 95 3628.250000 96 3604.998291 97 14070.563477 98 14430.086914 99 5835.060547 100 6148.477539 101 7879.995605 102 3926.631348 103 16247.355469 104 2537.011475 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do ICMS,SES,0.9787964820861816,"96 407733.53125 97 525947.81250 98 544354.25000 99 533821.68750 100 525947.81250 101 534352.62500 102 407733.53125 103 525947.81250 104 534352.62500 105 517598.18750 106 494483.84375 107 540151.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do IPVA,SARIMAX,1.1840593814849854,"96 251649.281250 97 78558.601562 98 97892.945312 99 251661.625000 100 251661.625000 101 67827.789062 102 69081.734375 103 65099.804688 104 34788.363281 105 34788.363281 106 65099.804688 107 253430.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,IPTU,SARIMAX,2.9539568424224854,"96 8450990.00 97 8381877.00 98 5873284.50 99 3597982.50 100 3627824.25 101 3593772.25 102 3758398.50 103 3666170.75 104 3627824.25 105 3707358.25 106 3593772.25 107 5873284.50 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,ISS,MLP,1.0514185428619385,"96 799533.021660 97 812060.997697 98 820897.350085 99 834420.685386 100 851279.478346 101 863928.422477 102 876569.544600 103 893779.978006 104 911851.279220 105 932393.746156 106 949437.502447 107 959718.729243 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,ITBI,SARIMAX,1.1226434707641602,"96 9.845896e+05 97 9.842476e+05 98 1.245523e+06 99 9.842476e+05 100 1.244710e+06 101 9.845896e+05 102 1.215396e+06 103 1.215396e+06 104 1.216476e+06 105 1.215396e+06 106 1.244710e+06 107 1.215396e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ICMS,SARIMAX,2.2081971168518066,"94 1398492.625 95 1525698.375 96 1518045.500 97 1528269.500 98 1463799.500 99 1528269.500 100 1528269.500 101 1507502.875 102 1505348.125 103 1514830.375 104 1515412.625 105 1517370.125 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do IPVA,XGBoost,1.1854326725006104,"95 1.133703e+06 96 8.162759e+05 97 1.089701e+06 98 1.133703e+06 99 1.133703e+06 100 8.162759e+05 101 6.225966e+05 102 5.070226e+05 103 2.897002e+05 104 2.902298e+05 105 2.897002e+05 106 1.133703e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,IPTU,SES,1.6494879722595215,"88 15796.566406 89 13898.761719 90 14015.071289 91 15786.891602 92 15806.049805 93 12372.483398 94 12173.700195 95 12410.166016 96 12262.447266 97 12410.166016 98 12255.797852 99 15859.151367 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,ISS,XGBoost,1.6910114288330078,"88 12714.330078 89 13109.500000 90 12960.474609 91 12758.592773 92 12750.644531 93 12960.474609 94 12841.248047 95 12274.872070 96 12606.042969 97 12960.474609 98 12606.042969 99 12606.042969 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,ITBI,XGBoost,1.5508766174316406,"88 6036.589355 89 6065.011719 90 7814.092773 91 14182.919922 92 7807.641602 93 12283.407227 94 7807.641602 95 14212.369141 96 14212.369141 97 7807.641602 98 7807.641602 99 13826.756836 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do ICMS,Prophet,1.2076947689056396,"88 292933.09375 89 347519.37500 90 347519.37500 91 355210.03125 92 339684.84375 93 355210.03125 94 351674.53125 95 346987.15625 96 379506.71875 97 343864.93750 98 307484.03125 99 344666.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do IPVA,MLP,1.4800164699554443,"88 69081.133676 89 41302.345878 90 55955.631573 91 70012.694146 92 49900.975365 93 42675.170962 94 42396.656986 95 45669.139382 96 43434.328993 97 45438.805203 98 49177.506992 99 141195.235096 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,IPTU,XGBoost,1.48622727394104,"74 3347.279053 75 764.348633 76 8500.984375 77 23831.333984 78 7057.244141 79 1143.793213 80 1725.975098 81 3846.546875 82 8535.245117 83 23831.619141 84 14555.041016 85 14540.745117 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,ISS,SES,1.0141432285308838,"96 38492.671875 97 33846.500000 98 31979.509766 99 34569.503906 100 34130.230469 101 32972.296875 102 32446.947266 103 34678.062500 104 31979.509766 105 32124.472656 106 31979.509766 107 34227.667969 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,ITBI,SES,1.1685757637023926,"89 11336.490234 90 10867.833008 91 10725.683594 92 10255.555664 93 10955.541016 94 11157.800781 95 10222.744141 96 10252.249023 97 10721.291992 98 9970.061523 99 11153.701172 100 9970.061523 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.0948712825775146,"96 706829.5000 97 844456.5625 98 864886.5000 99 844456.5625 100 857860.8750 101 882312.6875 102 855420.3750 103 837430.9375 104 821979.5625 105 743397.9375 106 749373.3750 107 865644.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do IPVA,AR,1.448134183883667,"96 275609.250000 97 64028.265625 98 64611.750000 99 228536.625000 100 64028.265625 101 62305.136719 102 34979.316406 103 34979.316406 104 35910.621094 105 23479.449219 106 23479.449219 107 275609.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,IPTU,SARIMAX,1.0721714496612549,"93 192524.750000 94 121910.812500 95 192524.750000 96 199481.781250 97 62106.066406 98 71930.585938 99 12141.125977 100 -8195.183594 101 151276.015625 102 157199.984375 103 -9085.462891 104 153094.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,ISS,MLP,1.302645206451416,"96 219513.605503 97 223910.594135 98 233039.932081 99 241000.330648 100 242993.347623 101 252307.652785 102 253914.320852 103 262512.482952 104 257563.813884 105 275421.715295 106 278260.629185 107 277361.850000 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,ITBI,MLP,3.5242154598236084,"96 3.172495e+05 97 4.542403e+05 98 5.488055e+05 99 6.221033e+05 100 6.868840e+05 101 8.088043e+05 102 9.491700e+05 103 1.113963e+06 104 1.279845e+06 105 1.103364e+06 106 1.532472e+06 107 1.593694e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do ICMS,SES,2.2090277671813965,"96 1345938.625 97 1445143.875 98 1443214.625 99 1380322.750 100 1452679.125 101 1380322.750 102 1380322.750 103 1492547.500 104 1345727.500 105 1346999.750 106 1345070.625 107 1443214.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do IPVA,XGBoost,1.2368943691253662,"96 631372.875000 97 300053.281250 98 300053.281250 99 633267.562500 100 431094.937500 101 226807.843750 102 220798.046875 103 221175.203125 104 64933.078125 105 64933.078125 106 64933.078125 107 631372.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,IPTU,AR,1.8618834018707275,"96 78149.828125 97 77890.734375 98 77644.312500 99 9951.757812 100 8552.954102 101 76547.757812 102 57573.828125 103 77833.367188 104 78149.828125 105 77644.312500 106 78149.828125 107 34385.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,ISS,MLP,1.028074026107788,"96 27160.486951 97 32060.259069 98 32516.511505 99 38552.272753 100 42833.750094 101 55257.269020 102 54426.605973 103 60182.160882 104 69081.161154 105 85306.721072 106 91518.070198 107 117146.121170 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,ITBI,XGBoost,1.4200546741485596,"96 94658.468750 97 98403.507812 98 126777.312500 99 126777.312500 100 127859.453125 101 127758.171875 102 126522.203125 103 127777.742188 104 127777.742188 105 126409.710938 106 128178.718750 107 126409.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do ICMS,SARIMAX,1.0814218521118164,"96 569177.50000 97 670539.75000 98 650357.43750 99 645145.62500 100 649238.87500 101 645145.62500 102 645145.62500 103 595940.81250 104 509992.28125 105 670539.75000 106 631601.50000 107 508365.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do IPVA,SARIMAX,1.2786102294921875,"96 74104.773438 97 44676.031250 98 74104.773438 99 74104.773438 100 74104.773438 101 58553.238281 102 21289.457031 103 21150.082031 104 20087.013672 105 21289.457031 106 20087.013672 107 74104.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,IPTU,XGBoost,1.6136319637298584,"95 62334.777344 96 124107.437500 97 124107.437500 98 136826.968750 99 451305.375000 100 601090.000000 101 334388.875000 102 301423.437500 103 301423.437500 104 310964.187500 105 333426.750000 106 92692.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,ISS,MLP,1.240981101989746,"96 545250.014411 97 548661.784995 98 549050.661740 99 559518.256881 100 564734.354688 101 562598.547042 102 571128.979622 103 576669.869427 104 572951.177596 105 584788.105957 106 605502.750281 107 620475.363233 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,ITBI,XGBoost,1.0707108974456787,"96 152299.343750 97 209197.937500 98 155099.343750 99 209197.937500 100 161593.562500 101 162583.640625 102 161593.562500 103 163569.484375 104 162583.640625 105 168897.796875 106 224148.015625 107 168897.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do ICMS,SARIMAX,1.7394793033599854,"96 1154513.250 97 1244376.625 98 1320535.375 99 1244376.625 100 1324302.875 101 1244376.625 102 1244376.625 103 1311811.750 104 1214020.625 105 1214020.625 106 1193076.000 107 1314646.000 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do IPVA,MLP,1.164917230606079,"95 1.814510e+06 96 1.520371e+06 97 1.426103e+06 98 1.535817e+06 99 1.703173e+06 100 2.136246e+06 101 1.780413e+06 102 2.360993e+06 103 2.634701e+06 104 3.250451e+06 105 3.879511e+06 106 6.080414e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,IPTU,XGBoost,1.035780668258667,"84 74371.804688 85 293697.375000 86 198102.281250 87 136321.468750 88 133391.109375 89 130550.414062 90 173668.625000 91 117343.085938 92 107318.031250 93 126391.992188 94 107318.031250 95 107318.031250 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,ISS,MLP,0.9342598915100098,"84 7.690937e+05 85 8.047701e+05 86 8.589067e+05 87 9.259215e+05 88 1.000038e+06 89 1.084252e+06 90 1.176056e+06 91 1.266819e+06 92 1.359251e+06 93 1.440848e+06 94 1.509033e+06 95 1.584557e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,ITBI,XGBoost,1.2399609088897705,"84 208499.156250 85 193775.953125 86 155007.125000 87 150813.015625 88 204372.218750 89 204372.218750 90 204372.218750 91 337201.062500 92 150813.015625 93 192409.796875 94 336583.187500 95 195904.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do ICMS,XGBoost,1.134580135345459,"82 2388861.75 83 2388861.75 84 2497171.75 85 2386350.00 86 2503481.50 87 2352443.00 88 2342452.75 89 2384891.00 90 2403351.25 91 2437164.50 92 2404586.25 93 2430742.00 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do IPVA,AR,1.0130479335784912,"67 437956.750000 68 227879.937500 69 441653.906250 70 437649.406250 71 437712.656250 72 229696.078125 73 229584.796875 74 229696.078125 75 243472.484375 76 243472.484375 77 244766.125000 78 437858.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,IPTU,SARIMAX,1.2527456283569336,"91 5008.391113 92 14637.202148 93 17296.794922 94 36689.738281 95 13689.503906 96 22380.257812 97 13689.503906 98 25093.595703 99 13689.503906 100 13647.779297 101 14424.517578 102 11714.699219 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,ISS,SARIMAX,1.5185441970825195,"96 21288.916016 97 24415.845703 98 30483.126953 99 30483.126953 100 23774.332031 101 30483.126953 102 24415.845703 103 24415.845703 104 30483.126953 105 25281.609375 106 25281.609375 107 30483.126953 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,ITBI,SARIMAX,2.5233733654022217,"96 1660.464233 97 4269.773926 98 4945.586426 99 3217.145752 100 17113.732422 101 3675.047119 102 17255.269531 103 18065.912109 104 8976.303711 105 8331.610352 106 6526.133789 107 6869.987305 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do ICMS,SARIMAX,0.9570269584655762,"96 419836.40625 97 457386.71875 98 483895.31250 99 471067.37500 100 485520.59375 101 471067.37500 102 471067.37500 103 457311.96875 104 429049.21875 105 429049.21875 106 429049.21875 107 457311.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do IPVA,XGBoost,1.6223773956298828,"93 100667.562500 94 80150.875000 95 80150.875000 96 112866.039062 97 100667.562500 98 76848.398438 99 44106.574219 100 39097.804688 101 38621.054688 102 39097.804688 103 31566.673828 104 102533.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,IPTU,SARIMAX,4.030353784561157,"92 4678.016602 93 1738.494019 94 4931.216309 95 6642.000000 96 10970.240234 97 5411.960449 98 4314.394043 99 4423.756348 100 5430.771484 101 4152.407715 102 1634.445068 103 1571.281006 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,ISS,MLP,1.8329973220825195,"96 9831.136218 97 10803.272839 98 11789.668306 99 12743.228157 100 13959.386570 101 15136.754991 102 16052.867713 103 17257.819594 104 18718.955532 105 20322.824482 106 21548.666119 107 22618.275297 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,ITBI,HWES,2.9563028812408447,"96 5225.206055 97 8100.787598 98 5876.839844 99 1109.366821 100 6943.795898 101 2922.663574 102 1622.558350 103 2297.754639 104 7324.277832 105 6812.053223 106 7217.569336 107 7688.079590 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do ICMS,SARIMAX,1.6519529819488525,"96 278803.25000 97 337978.84375 98 339002.53125 99 330824.43750 100 338280.28125 101 330824.43750 102 328963.84375 103 336118.21875 104 328963.84375 105 273244.31250 106 268145.53125 107 332692.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do IPVA,XGBoost,1.9138777256011963,"95 47162.625000 96 47162.625000 97 62021.589844 98 54065.121094 99 52613.394531 100 45536.773438 101 62043.218750 102 62087.007812 103 62011.617188 104 62035.089844 105 61978.792969 106 47162.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,IPTU,XGBoost,1.6728723049163818,"86 3647.410156 87 2966.475342 88 28761.683594 89 7485.368164 90 2670.036377 91 2763.014893 92 2228.290771 93 4392.678223 94 2670.036377 95 1483.009155 96 10004.174805 97 3781.665283 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,ISS,MLP,1.7460062503814697,"92 41105.315375 93 42187.898869 94 43641.569192 95 45375.888729 96 46864.172686 97 48322.896151 98 50313.895428 99 51656.329145 100 53205.228086 101 54998.546496 102 56942.034994 103 56627.615604 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,ITBI,XGBoost,2.9378178119659424,"90 4760.904785 91 9642.969727 92 9682.253906 93 10161.942383 94 5645.074707 95 5942.492188 96 9797.113281 97 10050.213867 98 5532.036133 99 4698.990234 100 3538.539795 101 3960.582275 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.3311347961425781,"92 443092.87500 93 484420.81250 94 481632.09375 95 483473.68750 96 471075.75000 97 487013.15625 98 487013.15625 99 481216.59375 100 483224.68750 101 471816.03125 102 471816.03125 103 502710.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do IPVA,AR,1.308143138885498,"91 57836.218750 92 22921.294922 93 42662.730469 94 57871.585938 95 57979.714844 96 23667.474609 97 12550.678711 98 21840.384766 99 12107.371094 100 23202.585938 101 23152.826172 102 57871.585938 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,IPTU,SARIMAX,0.8629322052001953,"73 33728.371094 74 50244.281250 75 50305.996094 76 166718.531250 77 53255.242188 78 50975.101562 79 50276.992188 80 53255.242188 81 50206.804688 82 50206.804688 83 50206.804688 84 53255.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,ISS,XGBoost,2.0056376457214355,"96 42847.269531 97 42070.804688 98 42461.308594 99 42554.816406 100 42697.453125 101 45797.453125 102 54868.554688 103 45797.453125 104 42697.453125 105 53525.511719 106 45797.453125 107 54884.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,ITBI,XGBoost,1.0556902885437012,"94 141768.734375 95 142650.859375 96 142207.109375 97 118272.578125 98 121277.421875 99 99684.890625 100 114567.390625 101 104173.843750 102 95387.187500 103 118818.460938 104 110493.171875 105 110493.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do ICMS,XGBoost,1.1659951210021973,"96 953430.125 97 1155703.000 98 1152145.750 99 945947.625 100 1130194.000 101 1130194.000 102 1194259.375 103 1129113.750 104 1128381.000 105 1123137.250 106 1125037.625 107 1075705.750 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do IPVA,XGBoost,1.120269536972046,"96 217080.937500 97 101644.085938 98 138775.328125 99 287804.437500 100 217080.937500 101 109000.015625 102 101644.085938 103 59164.070312 104 64688.484375 105 65134.667969 106 60411.730469 107 287804.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,IPTU,SARIMAX,1.6633763313293457,"84 9459.296875 85 25423.443359 86 28404.880859 87 25023.289062 88 22006.019531 89 12131.687500 90 12131.687500 91 10623.031250 92 10414.954102 93 10413.180664 94 10656.148438 95 9454.558594 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,ISS,Prophet,1.070176124572754,"84 37973.347656 85 37964.214844 86 36577.816406 87 37944.656250 88 36374.820312 89 61986.121094 90 37944.656250 91 38045.613281 92 38045.613281 93 38176.765625 94 37974.261719 95 37973.347656 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,ITBI,MLP,1.0767111778259277,"84 53253.159547 85 60209.671181 86 68333.584726 87 76555.393560 88 87651.926843 89 97865.548436 90 109018.525245 91 116392.194834 92 132018.015764 93 148605.404353 94 163013.647043 95 182007.107857 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do ICMS,MLP,1.1635379791259766,"84 6.751322e+05 85 7.116839e+05 86 7.498278e+05 87 7.607832e+05 88 8.045513e+05 89 8.357548e+05 90 9.007796e+05 91 8.883658e+05 92 9.091224e+05 93 9.628119e+05 94 1.017255e+06 95 1.057498e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do IPVA,AR,0.9497640132904053,"84 139312.156250 85 59277.437500 86 96279.429688 87 138391.640625 88 58970.343750 89 50186.355469 90 44528.042969 91 38967.160156 92 39567.953125 93 45582.875000 94 39567.953125 95 138391.640625 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,IPTU,XGBoost,3.0268068313598633,"83 21563.697266 84 22354.146484 85 22790.787109 86 21613.347656 87 296736.875000 88 296736.875000 89 296556.343750 90 406836.625000 91 296556.343750 92 296556.343750 93 296556.343750 94 296556.343750 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,ISS,MLP,1.1968839168548584,"96 140677.423958 97 148484.641043 98 152905.316150 99 157940.617023 100 170470.866093 101 182126.116871 102 188722.475870 103 204664.661002 104 198376.172912 105 205024.874849 106 210128.864745 107 217957.424063 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,ITBI,XGBoost,1.7052886486053467,"96 100965.937500 97 98846.812500 98 101652.828125 99 100965.937500 100 101034.445312 101 101034.445312 102 101066.843750 103 99030.164062 104 98928.554688 105 100965.937500 106 98928.554688 107 100965.937500 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do ICMS,SES,1.0827934741973877,"96 264968.62500 97 310994.75000 98 295850.50000 99 285307.68750 100 299131.06250 101 310994.75000 102 285307.68750 103 306739.90625 104 267268.03125 105 257964.81250 106 293939.15625 107 283049.75000 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do IPVA,MLP,1.0495810508728027,"96 177165.704407 97 71448.064037 98 91941.922101 99 107825.183886 100 114655.704530 101 75576.574322 102 76704.222009 103 91345.602716 104 96211.846898 105 94272.556938 106 102049.897709 107 311781.020538 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,IPTU,MLP,1.392909288406372,"84 36413.940254 85 42455.562336 86 49884.889758 87 56210.324033 88 64304.442750 89 87370.218602 90 92887.105372 91 104949.568667 92 165457.528982 93 125423.061602 94 129936.220977 95 145562.083813 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,ISS,MLP,1.2906968593597412,"88 15041.012314 89 16716.382675 90 16921.447005 91 17706.969606 92 19312.994400 93 19053.879346 94 20856.351083 95 20945.752467 96 22542.113035 97 24151.416249 98 26453.871992 99 29286.501454 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,ITBI,SARIMAX,1.034945011138916,"86 33472.382812 87 26285.275391 88 25986.796875 89 35337.378906 90 41248.675781 91 28540.859375 92 40235.488281 93 28965.494141 94 26527.841797 95 28965.494141 96 26527.841797 97 29046.917969 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do ICMS,XGBoost,1.0575401782989502,"88 327507.50000 89 397979.96875 90 429987.65625 91 398466.53125 92 429987.65625 93 398021.71875 94 398021.71875 95 397979.96875 96 398977.40625 97 398977.40625 98 388666.84375 99 429987.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do IPVA,SARIMAX,1.4536983966827393,"87 89780.539062 88 43532.535156 89 64644.511719 90 88004.000000 91 87557.960938 92 41787.406250 93 11507.307617 94 13157.740234 95 11360.280273 96 13157.740234 97 8759.809570 98 68792.820312 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,IPTU,SES,2.2998971939086914,"96 101212.218750 97 96873.945312 98 23625.210938 99 23872.156250 100 33976.945312 101 17052.726562 102 17052.726562 103 59716.207031 104 15918.601562 105 33365.117188 106 15839.161133 107 49312.863281 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,ISS,MLP,1.6346285343170166,"96 32205.317386 97 34162.486988 98 36257.859054 99 38200.975332 100 39311.875824 101 40811.233359 102 42348.552088 103 43613.351962 104 45982.873930 105 47729.370272 106 48941.330321 107 52139.357381 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,ITBI,AR,1.662261962890625,"94 9782.282227 95 7212.996582 96 7117.799316 97 7138.421875 98 10112.373047 99 8078.039062 100 5471.372559 101 9692.041016 102 6756.376465 103 6363.366699 104 6707.583984 105 7858.941895 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do ICMS,SES,1.0556447505950928,"96 322978.87500 97 323017.43750 98 327768.65625 99 319515.06250 100 334285.93750 101 322453.06250 102 322453.06250 103 322730.50000 104 322453.06250 105 320113.15625 106 320113.15625 107 327768.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do IPVA,SARIMAX,1.192370891571045,"95 153720.171875 96 61313.066406 97 61313.066406 98 91903.046875 99 70776.906250 100 35521.847656 101 35394.070312 102 35521.847656 103 24609.808594 104 24609.808594 105 24550.810547 106 153720.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,IPTU,XGBoost,1.0698926448822021,"77 4209.884766 78 10884.676758 79 10884.676758 80 924.260315 81 999.306213 82 10789.359375 83 10977.053711 84 -266.871429 85 14.504265 86 130.343079 87 320.545837 88 14.504265 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,ISS,HWES,1.7432994842529297,"92 41026.773438 93 35449.312500 94 33778.031250 95 35468.835938 96 35468.835938 97 35468.835938 98 35436.949219 99 33683.960938 100 33683.960938 101 33744.042969 102 33683.960938 103 33683.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,ITBI,HWES,1.5918982028961182,"87 10625.544922 88 11445.476562 89 13067.889648 90 13366.074219 91 41335.730469 92 36491.156250 93 36491.156250 94 36717.046875 95 36717.046875 96 36491.156250 97 41297.085938 98 41983.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do ICMS,Prophet,0.977576732635498,"92 348995.81250 93 351369.71875 94 355618.84375 95 349849.03125 96 409136.06250 97 349849.03125 98 349849.03125 99 348985.21875 100 349006.28125 101 351379.96875 102 350083.09375 103 355618.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do IPVA,MLP,3.0090994834899902,"91 85370.850402 92 44726.076783 93 53776.126413 94 73772.930094 95 69053.390541 96 51656.018492 97 49396.276241 98 91190.284943 99 50228.812788 100 52024.317139 101 56691.484139 102 122863.924259 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,IPTU,SES,2.1093480587005615,"87 45873.269531 88 35195.015625 89 35195.015625 90 36474.785156 91 35023.343750 92 35029.910156 93 35343.011719 94 35249.558594 95 35174.035156 96 35174.035156 97 36352.460938 98 35174.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,ISS,MLP,1.1396753787994385,"88 2.058034e+05 89 2.580969e+05 90 3.166863e+05 91 3.113149e+05 92 3.916972e+05 93 5.022105e+05 94 6.059755e+05 95 7.568514e+05 96 9.615646e+05 97 1.194231e+06 98 1.480169e+06 99 1.869529e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,ITBI,AR,0.9831147193908691,"88 23067.000000 89 32663.533203 90 13872.888672 91 24451.802734 92 22923.148438 93 29195.652344 94 13872.888672 95 30519.541016 96 21821.751953 97 32659.558594 98 31463.937500 99 6647.643066 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do ICMS,Prophet,0.964271068572998,"88 9.857838e+05 89 1.098190e+06 90 1.098404e+06 91 9.881081e+05 92 9.881081e+05 93 9.862226e+05 94 1.098190e+06 95 1.098190e+06 96 9.881081e+05 97 9.843545e+05 98 9.843545e+05 99 1.099029e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do IPVA,MLP,1.2728941440582275,"88 167235.739535 89 98393.964055 90 105304.993650 91 130255.686322 92 134235.297602 93 112579.337222 94 92163.016398 95 84394.965897 96 89438.223930 97 91410.922923 98 93688.363389 99 233879.953593 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,IPTU,SARIMAX,0.8972775936126709,"91 7147.101074 92 4718.213867 93 2168.212158 94 10933.963867 95 12760.686523 96 18657.683594 97 17464.503906 98 14402.338867 99 12478.527344 100 1398.104980 101 6245.480957 102 6589.674316 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,ISS,MLP,1.450965166091919,"96 91142.361815 97 97588.457600 98 108696.381692 99 116930.794807 100 129108.214533 101 141245.576306 102 155066.142064 103 172838.496789 104 191716.699790 105 216655.202462 106 233315.467837 107 254559.065700 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,ITBI,SARIMAX,1.1022591590881348,"86 122901.218750 87 115948.328125 88 118122.093750 89 119818.539062 90 115359.609375 91 118562.265625 92 117624.242188 93 119496.046875 94 119496.046875 95 118562.265625 96 117624.242188 97 119818.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do ICMS,SARIMAX,1.503556728363037,"96 738354.6875 97 924317.6875 98 925430.9375 99 924317.6875 100 845661.4375 101 924317.6875 102 924317.6875 103 828478.8750 104 832830.2500 105 775027.0625 106 739090.6250 107 925430.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do IPVA,XGBoost,0.9017000198364258,"96 178839.312500 97 73375.859375 98 73375.859375 99 178839.312500 100 98970.781250 101 78485.578125 102 63008.437500 103 41579.582031 104 36624.953125 105 36624.953125 106 38486.351562 107 263962.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,IPTU,Prophet,0.9115796089172363,"87 22709.314453 88 11242.028320 89 8373.442383 90 8429.911133 91 8373.442383 92 16528.156250 93 18778.726562 94 8720.950195 95 109899.656250 96 8767.493164 97 11967.879883 98 176325.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,ISS,MLP,1.021169662475586,"96 43869.800785 97 46763.009516 98 47851.343412 99 50939.652139 100 53884.464609 101 55680.308112 102 58750.653568 103 61225.382288 104 65448.289174 105 68856.365694 106 73059.572755 107 78675.065926 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,ITBI,SES,1.101527214050293,"95 103718.226562 96 79244.679688 97 66215.164062 98 77636.117188 99 77945.179688 100 72123.414062 101 72123.414062 102 79972.007812 103 75097.046875 104 72123.414062 105 56611.460938 106 124525.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do ICMS,SES,1.0590331554412842,"96 785163.4375 97 946019.1875 98 936598.8750 99 898618.0625 100 937587.0625 101 898618.0625 102 898618.0625 103 945877.1875 104 877347.0625 105 877953.3750 106 895091.0625 107 941365.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do IPVA,AR,1.7221319675445557,"96 237613.921875 97 83861.312500 98 115610.234375 99 237613.921875 100 110216.179688 101 117615.390625 102 59847.218750 103 23688.029297 104 16135.728516 105 16135.728516 106 12929.631836 107 264602.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,IPTU,XGBoost,2.0505621433258057,"67 8641.266602 68 9779.126953 69 9779.126953 70 21618.580078 71 8641.266602 72 7452.539062 73 21339.769531 74 21339.769531 75 21339.769531 76 21577.201172 77 21571.402344 78 48119.910156 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,ISS,MLP,2.5760974884033203,"72 33787.077292 73 35798.792077 74 39520.738029 75 42152.961738 76 46231.090887 77 50548.401377 78 53346.753070 79 59219.883077 80 64896.461809 81 69629.411550 82 76126.005099 83 84598.361845 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,ITBI,SARIMAX,1.468745231628418,"71 12239.798828 72 17625.726562 73 12993.646484 74 17389.476562 75 17332.708984 76 17332.708984 77 17537.312500 78 17537.312500 79 16826.728516 80 16779.966797 81 17348.113281 82 17665.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do ICMS,XGBoost,1.165583610534668,"72 520905.65625 73 531071.56250 74 526729.25000 75 531826.12500 76 530616.56250 77 589280.12500 78 531826.12500 79 531071.56250 80 521362.96875 81 519698.84375 82 520779.37500 83 526729.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do IPVA,XGBoost,1.1093554496765137,"72 183193.828125 73 129323.484375 74 129323.484375 75 183193.828125 76 129323.484375 77 74543.156250 78 74090.039062 79 50578.171875 80 52078.699219 81 53467.398438 82 52078.699219 83 183193.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,IPTU,SARIMAX,1.1509435176849365,"83 110918.492188 84 110639.078125 85 650644.875000 86 110218.664062 87 110218.664062 88 110218.664062 89 110218.664062 90 110511.382812 91 110218.664062 92 110218.664062 93 110218.664062 94 110218.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,ISS,MLP,2.2834389209747314,"84 245569.045448 85 220886.103113 86 237531.931864 87 252802.200278 88 266252.853992 89 278183.584444 90 296678.466751 91 304763.005705 92 313969.273841 93 333270.606572 94 365250.051440 95 378758.618996 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,ITBI,MLP,2.406437873840332,"80 102813.435871 81 119021.136077 82 139636.429155 83 163330.980368 84 188376.413671 85 204738.612715 86 225212.271507 87 253434.203050 88 295005.860076 89 347188.682344 90 388239.293230 91 445452.568055 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do ICMS,SES,1.9168720245361328,"96 512551.2500 97 522600.9375 98 520101.8750 99 529847.6875 100 522999.5625 101 529847.6875 102 529847.6875 103 522009.5000 104 521273.3125 105 523228.0625 106 525026.1250 107 520101.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do IPVA,SARIMAX,4.504763126373291,"96 242171.125000 97 121165.570312 98 121165.570312 99 250745.718750 100 242121.937500 101 111586.234375 102 111586.234375 103 87547.976562 104 87640.812500 105 87511.593750 106 87640.812500 107 231030.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,IPTU,Prophet,2.1054742336273193,"93 18689.371094 94 18569.328125 95 21485.070312 96 89577.312500 97 237097.515625 98 237097.515625 99 237097.515625 100 169852.515625 101 238348.734375 102 184503.187500 103 169209.531250 104 170680.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,ISS,HWES,1.3142917156219482,"96 63097.832031 97 57438.511719 98 53012.789062 99 49891.273438 100 51885.160156 101 51608.101562 102 51608.101562 103 49753.398438 104 52429.871094 105 52722.871094 106 54708.714844 107 63439.464844 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,ITBI,SARIMAX,1.6500740051269531,"94 12810.416016 95 12057.916992 96 11783.295898 97 18298.806641 98 16508.185547 99 16508.185547 100 18298.806641 101 12157.265625 102 8428.454102 103 14545.531250 104 20958.513672 105 16508.185547 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do ICMS,SARIMAX,0.9828922748565674,"96 803083.9375 97 861265.6250 98 867964.5000 99 866779.3750 100 868651.8750 101 901554.8125 102 866779.3750 103 861265.6250 104 861265.6250 105 835500.6250 106 835500.6250 107 867964.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do IPVA,AR,1.1369531154632568,"96 238679.046875 97 83146.523438 98 81734.742188 99 98543.757812 100 78941.765625 101 62555.589844 102 60293.753906 103 53526.964844 104 52776.554688 105 52482.167969 106 52631.765625 107 238679.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,IPTU,XGBoost,1.1999590396881104,"60 1984.684082 61 9546.315430 62 30830.533203 63 7768.401855 64 2113.583984 65 1854.611694 66 2009.613159 67 1652.270508 68 1728.872803 69 8327.627930 70 1728.872803 71 1728.872803 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,ISS,MLP,1.4742507934570312,"60 7796.956818 61 8005.724987 62 8208.286872 63 8326.608552 64 8595.694201 65 8815.713669 66 8887.415967 67 9192.262592 68 9210.720372 69 9388.655185 70 9671.072718 71 9928.780990 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,ITBI,XGBoost,2.0157582759857178,"60 15250.966797 61 116631.171875 62 116631.171875 63 116631.171875 64 116631.171875 65 116631.171875 66 116631.171875 67 116631.171875 68 116631.171875 69 116631.171875 70 116631.171875 71 116631.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do ICMS,MLP,1.4699938297271729,"60 271688.718492 61 280205.427471 62 299947.443873 63 334519.414652 64 311303.494867 65 335175.989017 66 364160.135724 67 357976.471401 68 386064.164643 69 427458.795807 70 427536.037986 71 515830.129579 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do IPVA,SARIMAX,1.5904929637908936,"60 33038.296875 61 16360.467773 62 17679.570312 63 30381.695312 64 16360.467773 65 11029.785156 66 14633.732422 67 14600.243164 68 14612.168945 69 14600.243164 70 14600.243164 71 33201.082031 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,IPTU,XGBoost,1.0300357341766357,"89 1.431099e+05 90 8.941104e+05 91 5.250880e+04 92 5.521838e+04 93 9.952247e+05 94 9.073332e+05 95 5.527164e+04 96 9.073332e+05 97 3.600142e+05 98 2.894300e+05 99 1.111526e+06 100 9.097022e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,ISS,HWES,1.1190602779388428,"96 110393.976562 97 122815.234375 98 113060.164062 99 117898.703125 100 83889.242188 101 85114.617188 102 85606.664062 103 120556.445312 104 121897.507812 105 120556.445312 106 89748.718750 107 120556.445312 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,ITBI,SES,1.0941946506500244,"90 30327.246094 91 27978.234375 92 16681.542969 93 27978.234375 94 65112.539062 95 17659.974609 96 27446.933594 97 25256.681641 98 58157.984375 99 19300.166016 100 25389.738281 101 16283.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do ICMS,SES,0.9904670715332031,"96 1187734.125 97 1360358.125 98 1537854.250 99 1360358.125 100 1546168.000 101 1360358.125 102 1360358.125 103 1360358.125 104 1353154.000 105 1353154.000 106 1353154.000 107 1537854.250 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do IPVA,SARIMAX,1.1166372299194336,"96 325846.937500 97 165953.921875 98 165953.921875 99 325846.937500 100 294387.406250 101 165953.921875 102 101846.859375 103 98504.195312 104 97648.390625 105 53396.722656 106 57611.246094 107 308654.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,IPTU,AR,1.5718491077423096,"96 7.011630e+06 97 4.123930e+07 98 7.095104e+06 99 7.607500e+06 100 2.820853e+06 101 7.524026e+06 102 2.640048e+06 103 7.524026e+06 104 2.077390e+06 105 6.084961e+06 106 2.077390e+06 107 6.084961e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,ISS,SARIMAX,1.177976131439209,"96 1225974.625 97 1225974.625 98 1225974.625 99 1217993.750 100 1217993.750 101 1217993.750 102 1217993.750 103 1217993.750 104 1217993.750 105 1217993.750 106 1217993.750 107 1217993.750 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,ITBI,SES,0.9697773456573486,"96 2670893.75 97 2670893.75 98 2670893.75 99 2709645.75 100 2700909.75 101 2720203.75 102 2755504.75 103 2774578.50 104 2765984.00 105 2613653.00 106 2614812.25 107 2352425.50 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do ICMS,SARIMAX,1.0819168090820312,"96 1268749.875 97 1549102.500 98 1584378.000 99 1498237.125 100 1621994.375 101 1498237.125 102 1498237.125 103 1498237.125 104 1403027.875 105 1394990.500 106 1293487.250 107 1584378.000 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do IPVA,XGBoost,1.0057270526885986,"96 1.845314e+06 97 1.138300e+06 98 1.150725e+06 99 1.845314e+06 100 1.845314e+06 101 1.147689e+06 102 7.250718e+05 103 6.370971e+05 104 4.852801e+05 105 4.243728e+05 106 4.077115e+05 107 1.845314e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,IPTU,HWES,1.1755270957946777,"93 5342.071289 94 7609.681641 95 71313.898438 96 75796.820312 97 75796.820312 98 72371.148438 99 9823.695312 100 9823.695312 101 8540.455078 102 13195.511719 103 14503.933594 104 15520.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,ISS,SARIMAX,1.0620663166046143,"96 32581.435547 97 29633.804688 98 45426.265625 99 39744.894531 100 38229.339844 101 33228.710938 102 45720.234375 103 38629.476562 104 41389.378906 105 40403.113281 106 37562.085938 107 48497.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,ITBI,XGBoost,1.0429489612579346,"96 26408.197266 97 28286.750000 98 29233.554688 99 29534.560547 100 28828.566406 101 31201.476562 102 14416.727539 103 33592.847656 104 30941.726562 105 30021.535156 106 27472.300781 107 33592.847656 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do ICMS,SARIMAX,3.2741458415985107,"96 677490.3125 97 752064.6250 98 755632.0000 99 752318.1250 100 756867.5000 101 635848.3125 102 636607.7500 103 765462.9375 104 680613.5000 105 646843.1875 106 667039.9375 107 757187.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do IPVA,AR,1.2630045413970947,"96 187985.312500 97 55452.519531 98 172234.062500 99 187985.312500 100 177591.640625 101 53854.851562 102 53828.105469 103 38054.375000 104 33063.988281 105 32126.824219 106 30518.199219 107 187985.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,IPTU,MLP,0.928032398223877,"91 1.589260e+06 92 3.869461e+06 93 8.104427e+05 94 9.454307e+05 95 1.277274e+06 96 1.679485e+06 97 1.946285e+06 98 2.390013e+06 99 2.851582e+06 100 3.572514e+06 101 4.472220e+06 102 5.623870e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,ISS,MLP,1.084223985671997,"96 7.709713e+06 97 8.214198e+06 98 8.486124e+06 99 8.786337e+06 100 9.102237e+06 101 8.680414e+06 102 8.368016e+06 103 8.799168e+06 104 8.970643e+06 105 9.588780e+06 106 1.002143e+07 107 1.020147e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,ITBI,XGBoost,0.988569974899292,"96 53435.671875 97 52782.109375 98 149199.125000 99 148397.765625 100 53378.085938 101 66723.273438 102 64275.058594 103 64275.058594 104 148397.765625 105 71352.781250 106 78407.289062 107 150049.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do ICMS,AR,1.2225456237792969,"96 9622210.0 97 12080718.0 98 12185454.0 99 13485617.0 100 12724735.0 101 11058660.0 102 13485617.0 103 12124985.0 104 11068573.0 105 10939294.0 106 9815932.0 107 12185454.0 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do IPVA,SARIMAX,1.3143861293792725,"96 775914.125000 97 582871.437500 98 582871.437500 99 815471.000000 100 729648.937500 101 362048.843750 102 273572.187500 103 176568.859375 104 125461.226562 105 111551.781250 106 73157.351562 107 805197.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,IPTU,SARIMAX,1.173365592956543,"83 52275.234375 84 98034.046875 85 264084.843750 86 98256.945312 87 55674.082031 88 62425.046875 89 98256.945312 90 96958.250000 91 55674.082031 92 96958.250000 93 57031.519531 94 57031.519531 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,ISS,MLP,0.9319767951965332,"84 71881.870897 85 81470.421842 86 80533.994422 87 87853.401269 88 94294.993378 89 100984.985702 90 105072.921367 91 114704.946681 92 122607.521596 93 128931.255973 94 134323.629044 95 133919.000271 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,ITBI,XGBoost,1.0479412078857422,"84 131530.656250 85 -267540.625000 86 133935.937500 87 151334.703125 88 100990.937500 89 268620.468750 90 84619.718750 91 87265.500000 92 87265.500000 93 92634.968750 94 98986.867188 95 75836.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do ICMS,SES,1.8283591270446777,"84 8.935552e+05 85 1.070862e+06 86 1.072139e+06 87 1.003542e+06 88 1.082829e+06 89 9.959533e+05 90 9.959533e+05 91 1.063273e+06 92 9.899576e+05 93 9.909234e+05 94 1.002510e+06 95 1.038746e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do IPVA,XGBoost,1.0412578582763672,"84 228010.578125 85 149589.406250 86 188576.828125 87 228010.578125 88 188576.828125 89 75143.734375 90 76277.664062 91 67617.960938 92 53354.339844 93 52482.902344 94 44338.613281 95 228010.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,IPTU,XGBoost,1.2800278663635254,"87 18904.091797 88 25291.083984 89 29290.900391 90 -3032.282227 91 3799.062012 92 3205.328857 93 -171.865372 94 2316.614502 95 -171.865372 96 16240.817383 97 -171.865372 98 4544.339844 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,ISS,SES,0.9802653789520264,"92 78966.976562 93 75997.015625 94 77708.781250 95 103836.062500 96 54493.207031 97 55487.042969 98 60830.582031 99 63726.351562 100 60830.582031 101 65785.492188 102 67217.757812 103 66385.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,ITBI,XGBoost,1.0354607105255127,"92 18998.226562 93 18840.849609 94 21983.679688 95 21983.679688 96 18591.255859 97 21202.841797 98 20716.097656 99 21466.335938 100 21357.431641 101 20313.945312 102 18652.728516 103 21357.431641 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do ICMS,XGBoost,0.9862966537475586,"92 587017.4375 93 570421.9375 94 739158.3750 95 688457.5000 96 739920.5000 97 602517.8750 98 688457.5000 99 570421.9375 100 687944.7500 101 687944.7500 102 660142.5000 103 739158.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do IPVA,XGBoost,1.0553998947143555,"92 200887.875000 93 111284.578125 94 112869.328125 95 174833.984375 96 200887.875000 97 230574.109375 98 111284.578125 99 71574.406250 100 56352.796875 101 55156.328125 102 58097.699219 103 230574.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,IPTU,HWES,0.888054609298706,"72 1691362.375 73 692988.000 74 1042175.000 75 1663988.750 76 1663988.750 77 1663988.750 78 1663988.750 79 1663988.750 80 1663988.750 81 1189831.875 82 1199283.125 83 1472755.375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,ISS,SARIMAX,1.206798791885376,"72 2733149.50 73 2733149.50 74 2733149.50 75 2733149.50 76 2733149.50 77 2733149.50 78 2650266.25 79 2650266.25 80 2650266.25 81 2650266.25 82 2650266.25 83 2650266.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,ITBI,HWES,0.9395797252655029,"72 934376.3750 73 929184.7500 74 925642.8125 75 925837.6250 76 925274.6875 77 925274.6875 78 925274.6875 79 926166.1250 80 925274.6875 81 925414.1875 82 923555.5625 83 925235.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do ICMS,XGBoost,0.913731575012207,"72 4737042.5 73 5401830.0 74 5401830.0 75 5310688.5 76 5306093.0 77 5310688.5 78 5310688.5 79 5391817.5 80 5310688.5 81 5170330.5 82 5281825.5 83 5310688.5 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do IPVA,MLP,1.685814380645752,"72 4.625243e+06 73 2.713948e+06 74 2.950650e+06 75 4.307110e+06 76 4.052044e+06 77 3.389237e+06 78 3.653829e+06 79 3.925344e+06 80 4.233938e+06 81 4.880580e+06 82 5.493299e+06 83 1.196610e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,IPTU,HWES,1.2258663177490234,"92 55439.402344 93 57157.339844 94 57105.335938 95 57961.152344 96 55509.828125 97 763709.062500 98 53658.851562 99 64972.582031 100 53658.851562 101 74917.617188 102 65469.394531 103 54845.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,ISS,SARIMAX,1.0454342365264893,"92 299923.25000 93 298158.00000 94 297180.25000 95 298158.00000 96 291895.34375 97 282913.37500 98 291895.34375 99 282274.81250 100 291895.34375 101 273633.28125 102 291895.34375 103 284568.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,ITBI,XGBoost,0.9431233406066895,"90 6.197486e+05 91 6.187858e+05 92 8.965614e+04 93 6.173272e+05 94 8.650105e+04 95 8.505477e+04 96 8.965614e+04 97 2.271850e+06 98 9.155459e+04 99 9.155459e+04 100 8.992096e+04 101 9.155459e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9147458076477051,"90 3359528.75 91 3599303.25 92 3698695.25 93 3599303.25 94 3698695.25 95 3586078.25 96 3462934.75 97 3462934.75 98 3510427.75 99 3510427.75 100 3195224.50 101 3693337.75 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do IPVA,SES,1.1697330474853516,"89 1.317233e+06 90 8.094858e+05 91 7.485119e+05 92 1.317233e+06 93 1.317422e+06 94 7.439314e+05 95 7.437868e+05 96 7.432101e+05 97 7.043192e+05 98 7.043192e+05 99 7.043192e+05 100 1.317233e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,IPTU,MLP,1.1796150207519531,"88 28448.767154 89 35937.411952 90 45949.019510 91 58281.996497 92 75485.474233 93 98408.841163 94 87174.837196 95 109067.088257 96 137128.040136 97 172993.547414 98 220261.485101 99 279067.125291 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,ISS,SARIMAX,1.1233537197113037,"96 35169.441406 97 52313.812500 98 51257.324219 99 52313.812500 100 51812.417969 101 51257.324219 102 52313.812500 103 51257.324219 104 52313.812500 105 53033.925781 106 53033.925781 107 51257.324219 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,ITBI,SES,1.8540399074554443,"92 44133.492188 93 49880.285156 94 43842.117188 95 43901.000000 96 49763.820312 97 43901.000000 98 45421.175781 99 49130.187500 100 43901.000000 101 49763.820312 102 45421.175781 103 45421.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do ICMS,SES,1.0882186889648438,"96 579431.7500 97 622401.1250 98 680720.5000 99 625523.1875 100 704470.5625 101 618640.7500 102 624157.8750 103 622401.1250 104 617750.5625 105 617750.5625 106 617750.5625 107 630236.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do IPVA,SARIMAX,1.2726798057556152,"94 226749.359375 95 91833.921875 96 130135.851562 97 129855.820312 98 129923.187500 99 44533.468750 100 87865.609375 101 44844.476562 102 37538.734375 103 37260.558594 104 41085.320312 105 230059.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,IPTU,HWES,1.2396976947784424,"95 23521.562500 96 22290.521484 97 22610.191406 98 57345.148438 99 17696.458984 100 23960.714844 101 9893.218750 102 21694.878906 103 53783.601562 104 21694.878906 105 11156.070312 106 11156.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,ISS,XGBoost,1.6012017726898193,"96 91148.304688 97 95441.367188 98 88084.812500 99 91148.304688 100 91148.304688 101 89954.679688 102 83955.101562 103 87768.523438 104 85590.960938 105 89544.070312 106 89544.070312 107 85590.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,ITBI,XGBoost,1.197876214981079,"93 49693.589844 94 67955.984375 95 411612.500000 96 411612.500000 97 411612.500000 98 411612.500000 99 411612.500000 100 411612.500000 101 411612.500000 102 411612.500000 103 411612.500000 104 411612.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do ICMS,SARIMAX,0.9954032897949219,"96 616848.5625 97 575817.5000 98 616848.5625 99 577856.7500 100 594106.3750 101 637483.6875 102 593952.6250 103 591913.3750 104 637483.6875 105 576173.1875 106 578580.7500 107 572431.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do IPVA,XGBoost,1.308077096939087,"96 244227.484375 97 158007.406250 98 244227.484375 99 244227.484375 100 244096.781250 101 81847.070312 102 81847.070312 103 81847.070312 104 60771.390625 105 46622.292969 106 43167.375000 107 244227.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,IPTU,XGBoost,1.0275235176086426,"67 20055.349609 68 20055.349609 69 32489.650391 70 32489.650391 71 21332.150391 72 33105.851562 73 33105.851562 74 33105.851562 75 20671.548828 76 25164.576172 77 33105.851562 78 20635.669922 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,ISS,XGBoost,3.010638475418091,"80 14912.441406 81 16304.963867 82 16283.590820 83 16283.590820 84 16349.581055 85 16283.590820 86 16349.581055 87 16279.604492 88 16279.604492 89 16296.512695 90 16275.139648 91 16394.863281 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,ITBI,SES,1.8860080242156982,"80 2031.709351 81 2058.711670 82 5601.515625 83 5601.515625 84 3409.928467 85 2136.730713 86 1062.038208 87 5706.537598 88 1062.038208 89 1062.038208 90 8406.789062 91 1062.038208 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do ICMS,Prophet,1.9170362949371338,"80 308745.937500 81 288566.125000 82 288527.031250 83 294037.093750 84 287543.625000 85 261053.265625 86 261053.265625 87 261053.265625 88 260046.218750 89 260046.218750 90 260046.218750 91 261449.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do IPVA,SES,1.2940607070922852,"79 93663.859375 80 116291.679688 81 122687.117188 82 122687.117188 83 122687.117188 84 125967.085938 85 100944.968750 86 100944.968750 87 100916.835938 88 100884.039062 89 99899.351562 90 122775.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,IPTU,HWES,1.4136545658111572,"96 484905.531250 97 450140.312500 98 111375.132812 99 109683.023438 100 110211.656250 101 107236.773438 102 112532.437500 103 121681.476562 104 121681.476562 105 39593.636719 106 37035.171875 107 37035.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,ISS,MLP,2.563826084136963,"96 310433.796249 97 323255.532545 98 354379.918253 99 386448.520655 100 432074.303487 101 480339.786504 102 526132.059698 103 589909.474830 104 652709.396452 105 717863.819213 106 802937.750546 107 900672.571860 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,ITBI,SARIMAX,2.551121950149536,"96 36614.363281 97 31006.361328 98 37727.261719 99 35353.460938 100 36215.082031 101 36017.230469 102 36000.937500 103 35958.023438 104 36017.230469 105 36009.988281 106 36215.082031 107 39901.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do ICMS,SARIMAX,1.1839344501495361,"96 1199506.875 97 1230071.500 98 1258101.250 99 1186875.625 100 1267645.875 101 1185165.750 102 1185165.750 103 1226579.000 104 1185165.750 105 1183340.000 106 1183340.000 107 1267645.875 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do IPVA,SARIMAX,1.1304633617401123,"96 5.653202e+05 97 1.967642e+05 98 1.967642e+05 99 5.650858e+05 100 2.113529e+05 101 1.166911e+05 102 1.157678e+05 103 1.157678e+05 104 5.310588e+04 105 5.310588e+04 106 5.310588e+04 107 1.281507e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,IPTU,SES,2.128519058227539,"92 21425.013672 93 10048.404297 94 10075.276367 95 20710.812500 96 20740.074219 97 22237.193359 98 21909.925781 99 21473.597656 100 20013.990234 101 21449.064453 102 20112.468750 103 23853.458984 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,ISS,Prophet,1.504885196685791,"92 17574.531250 93 19299.503906 94 19218.345703 95 17674.015625 96 17674.015625 97 17674.015625 98 17705.259766 99 17674.015625 100 17674.015625 101 17574.531250 102 17674.015625 103 17674.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,ITBI,MLP,1.1742806434631348,"92 40344.073038 93 42845.522309 94 43688.263723 95 45823.080131 96 47713.558723 97 48382.188909 98 49345.261384 99 49289.554510 100 50913.629863 101 51938.235332 102 52840.739002 103 56357.882582 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do ICMS,MLP,1.0798473358154297,"92 489794.429445 93 497710.767256 94 501206.962637 95 505352.664241 96 507892.934512 97 511937.871314 98 521769.743517 99 529155.696737 100 537367.857095 101 547748.590446 102 559872.318092 103 570503.234330 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do IPVA,MLP,1.6453189849853516,"92 111207.699739 93 65128.967165 94 76823.298955 95 97547.325702 96 84404.686018 97 107969.245859 98 69078.479865 99 68001.286581 100 72676.315946 101 72033.859416 102 78817.514342 103 177519.254286 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,IPTU,XGBoost,1.1144154071807861,"96 338432.59375 97 505063.12500 98 590633.25000 99 590642.81250 100 504861.46875 101 504861.46875 102 505063.12500 103 504861.46875 104 505063.12500 105 504861.46875 106 504861.46875 107 590642.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,ISS,SARIMAX,3.3356456756591797,"96 506458.90625 97 506458.90625 98 499880.21875 99 497211.93750 100 482239.78125 101 482239.78125 102 506458.90625 103 506458.90625 104 499880.21875 105 506458.90625 106 506458.90625 107 482239.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,ITBI,XGBoost,0.9577300548553467,"96 14913.008789 97 2626.129395 98 2564.846191 99 2626.129395 100 2108.536377 101 361.611145 102 -7378.357910 103 147.146149 104 -8137.285156 105 -2015.562622 106 9638.686523 107 5844.137695 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do ICMS,SES,1.1053974628448486,"96 555802.2500 97 563850.0000 98 612757.1250 99 574926.6875 100 624331.4375 101 573624.0000 102 574429.6250 103 621359.6875 104 559659.8125 105 559659.8125 106 563964.4375 107 559659.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do IPVA,SARIMAX,0.8799593448638916,"82 335212.937500 83 286659.906250 84 286746.250000 85 335212.937500 86 286746.250000 87 286659.906250 88 269785.156250 89 269785.156250 90 116814.101562 91 108744.234375 92 109720.351562 93 335212.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,IPTU,XGBoost,0.9404261112213135,"61 7416.964355 62 11911.722656 63 7416.964355 64 10222.605469 65 10222.605469 66 11667.846680 67 10547.822266 68 12051.876953 69 191441.343750 70 11761.860352 71 12073.785156 72 11988.305664 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,ISS,MLP,1.6626534461975098,"96 28174.259522 97 29247.738278 98 30703.813951 99 32111.750763 100 33666.644366 101 34516.997506 102 36255.751011 103 37693.266151 104 38257.455810 105 39139.050651 106 39835.844004 107 42929.885484 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,ITBI,SES,1.2989301681518555,"96 6656.853027 97 29501.804688 98 35725.199219 99 12032.947266 100 32561.335938 101 42005.675781 102 26409.142578 103 29501.804688 104 26828.939453 105 12215.817383 106 30003.537109 107 34514.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do ICMS,SARIMAX,1.0142416954040527,"96 647662.8750 97 671565.5625 98 669339.6875 99 664741.8125 100 670696.0625 101 663872.3750 102 663872.3750 103 670696.0625 104 663872.3750 105 653123.2500 106 652318.6875 107 670164.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do IPVA,XGBoost,2.4815356731414795,"96 248993.031250 97 102629.109375 98 225550.687500 99 249056.015625 100 266021.593750 101 96165.109375 102 99278.125000 103 88165.609375 104 88264.835938 105 88165.609375 106 84484.773438 107 266021.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,IPTU,XGBoost,1.3254022598266602,"96 5.979123e+05 97 5.600367e+05 98 6.397833e+05 99 2.697406e+06 100 6.267131e+05 101 6.267131e+05 102 5.498950e+05 103 6.267131e+05 104 6.267131e+05 105 6.267131e+05 106 5.988338e+05 107 6.280586e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,ISS,XGBoost,1.2013745307922363,"96 586436.6875 97 593577.0000 98 593670.2500 99 586436.6875 100 586436.6875 101 586099.3125 102 586436.6875 103 651976.8750 104 652408.4375 105 651976.8750 106 651976.8750 107 651976.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,ITBI,SARIMAX,1.1697046756744385,"96 347202.500000 97 347202.500000 98 348764.000000 99 211313.609375 100 336354.093750 101 347202.500000 102 212816.125000 103 519229.375000 104 336354.093750 105 253453.718750 106 244245.171875 107 348764.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do ICMS,XGBoost,2.1906774044036865,"96 3178005.25 97 3178005.25 98 3314648.25 99 3192537.50 100 3322147.50 101 3192537.50 102 3192537.50 103 3178005.25 104 3158206.00 105 3158206.00 106 3128471.50 107 3267625.00 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do IPVA,SARIMAX,1.8795790672302246,"96 1.511648e+06 97 6.366939e+05 98 1.153040e+06 99 1.511648e+06 100 1.266205e+06 101 8.605491e+05 102 5.996174e+05 103 5.085196e+05 104 8.777509e+05 105 2.849226e+05 106 2.849226e+05 107 1.429534e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,IPTU,SARIMAX,0.9863841533660889,"95 8340.969727 96 47286.148438 97 50357.988281 98 95754.648438 99 85418.453125 100 17003.582031 101 17003.582031 102 10494.649414 103 10314.167969 104 14467.423828 105 15439.042969 106 9571.964844 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,ISS,SES,1.5760655403137207,"96 19900.753906 97 20144.244141 98 16728.808594 99 19900.753906 100 20226.166016 101 19974.009766 102 20283.833984 103 19974.009766 104 19974.009766 105 20226.166016 106 20226.166016 107 20226.166016 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,ITBI,MLP,1.013946294784546,"90 44308.783728 91 49936.314066 92 58019.891898 93 65144.905773 94 72285.364405 95 79340.664382 96 92415.432800 97 109857.658353 98 115779.025585 99 126378.849548 100 132175.057956 101 152548.120172 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do ICMS,XGBoost,1.414766550064087,"96 376825.50000 97 423974.06250 98 423974.06250 99 422159.87500 100 427233.46875 101 422159.87500 102 422159.87500 103 423974.06250 104 417803.62500 105 398396.18750 106 398396.18750 107 412875.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do IPVA,XGBoost,1.1692593097686768,"96 111214.304688 97 44267.875000 98 95324.820312 99 130364.968750 100 95324.820312 101 74720.437500 102 31798.119141 103 38471.882812 104 30089.597656 105 31272.419922 106 28985.326172 107 126739.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,IPTU,HWES,1.0721328258514404,"92 52371.246094 93 134793.906250 94 142943.687500 95 125732.015625 96 136883.625000 97 125732.015625 98 125732.015625 99 134793.906250 100 124551.062500 101 125732.015625 102 125732.015625 103 125732.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,ISS,SES,3.3046553134918213,"96 122641.812500 97 110948.953125 98 122641.812500 99 122641.812500 100 122641.812500 101 92888.242188 102 100355.460938 103 81839.257812 104 82744.953125 105 100247.664062 106 106380.812500 107 84041.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,ITBI,SES,2.2604565620422363,"96 18263.531250 97 100784.093750 98 40950.250000 99 21134.578125 100 40570.777344 101 12749.670898 102 31669.394531 103 19544.380859 104 52408.531250 105 67357.234375 106 19733.201172 107 23408.943359 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do ICMS,SARIMAX,1.050624132156372,"96 718794.6250 97 719707.4375 98 712365.0625 99 731432.2500 100 798119.3750 101 726383.7500 102 798119.3750 103 798119.3750 104 733294.1250 105 733294.1250 106 733294.1250 107 811168.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do IPVA,MLP,0.9672434329986572,"83 74783.966135 84 89899.347611 85 108565.324528 86 131456.026635 87 159351.080945 88 196735.019971 89 227293.192956 90 244835.851436 91 280099.209243 92 337504.719004 93 407215.377835 94 498938.312167 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,IPTU,SARIMAX,1.9300854206085205,"78 5584.875488 79 4924.866699 80 9158.723633 81 5051.552734 82 5051.552734 83 5051.552734 84 10791.260742 85 108829.531250 86 341248.843750 87 10791.260742 88 11018.396484 89 4924.866699 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,ISS,SES,1.3723583221435547,"96 44072.882812 97 42420.441406 98 47111.230469 99 44478.453125 100 38835.843750 101 47435.847656 102 46287.871094 103 38835.843750 104 44172.515625 105 38914.675781 106 44172.515625 107 38835.843750 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,ITBI,XGBoost,3.0662295818328857,"96 21927.529297 97 17020.363281 98 21785.246094 99 22062.476562 100 30881.724609 101 52202.898438 102 52202.898438 103 51634.207031 104 51608.398438 105 51608.398438 106 26112.982422 107 31951.041016 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do ICMS,SARIMAX,1.6731386184692383,"96 650354.9375 97 602920.2500 98 597889.2500 99 694459.0625 100 574640.9375 101 656506.1250 102 694459.0625 103 602920.2500 104 601706.6875 105 590304.0625 106 596643.5625 107 597889.2500 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do IPVA,MLP,1.0834400653839111,"96 259650.509939 97 117022.885994 98 136134.092676 99 217965.480747 100 188117.684454 101 153847.374538 102 155903.844840 103 165282.327009 104 181771.549458 105 208292.762757 106 232483.077470 107 562131.438201 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,IPTU,HWES,0.969775915145874,"89 2818.017578 90 4242.327637 91 3436.047363 92 4616.443359 93 9030.709961 94 192733.812500 95 7024.128906 96 54997.250000 97 6509.613281 98 14141.624023 99 7066.328613 100 4202.692383 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,ISS,SARIMAX,1.3839335441589355,"96 73810.500000 97 69527.898438 98 66847.375000 99 74698.226562 100 74698.226562 101 74698.226562 102 66847.375000 103 66806.656250 104 69527.898438 105 74698.226562 106 66847.375000 107 66806.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,ITBI,SES,1.0661635398864746,"92 13233.062500 93 13404.016602 94 12627.152344 95 13444.490234 96 12889.694336 97 13424.192383 98 9654.169922 99 9804.733398 100 13629.241211 101 13258.059570 102 13288.519531 103 14722.295898 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do ICMS,MLP,1.2980310916900635,"96 614382.766256 97 621604.511635 98 627183.203989 99 632182.069295 100 638276.284069 101 640134.581391 102 650620.845219 103 661323.842122 104 672538.609098 105 687234.473434 106 704553.851355 107 721775.971118 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do IPVA,SARIMAX,1.1282107830047607,"96 299830.437500 97 111062.320312 98 254452.343750 99 299486.093750 100 137286.421875 101 113277.750000 102 99253.578125 103 99086.554688 104 97848.531250 105 102072.101562 106 99086.554688 107 299830.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,IPTU,SES,1.0147361755371094,"85 14413.363281 86 19352.775391 87 24114.263672 88 25816.800781 89 25816.800781 90 19568.789062 91 28524.808594 92 17866.253906 93 16934.140625 94 25772.542969 95 26498.585938 96 23105.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,ISS,SARIMAX,1.5579767227172852,"92 23038.042969 93 23076.099609 94 23045.779297 95 23026.763672 96 23045.583984 97 23029.572266 98 23057.962891 99 23026.763672 100 23089.937500 101 23045.779297 102 23029.572266 103 23030.863281 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,ITBI,MLP,0.9812483787536621,"80 61609.663712 81 77159.639775 82 87979.384772 83 107338.737132 84 131547.340948 85 177168.655972 86 161617.284464 87 196393.593546 88 241867.775469 89 290105.893220 90 342580.540942 91 419501.443506 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do ICMS,XGBoost,1.059734582901001,"92 319090.09375 93 397644.53125 94 372495.46875 95 336612.81250 96 372841.59375 97 336612.81250 98 336612.81250 99 397952.62500 100 330485.37500 101 333053.28125 102 333864.59375 103 373007.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do IPVA,XGBoost,2.2601802349090576,"92 51714.593750 93 35083.148438 94 34524.007812 95 66320.539062 96 47583.468750 97 34716.144531 98 34028.285156 99 34751.867188 100 23601.644531 101 25263.767578 102 17896.671875 103 8275.452148 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,IPTU,AR,3.6169798374176025,"90 1.232735e+05 91 1.996077e+05 92 1.686417e+06 93 2.158024e+05 94 2.658234e+05 95 1.092488e+05 96 1.115893e+05 97 2.011468e+05 98 1.580979e+05 99 3.716354e+04 100 1.566371e+05 101 1.092059e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,ISS,MLP,1.6476097106933594,"92 277322.389911 93 268678.447323 94 279621.493751 95 297465.023774 96 298277.240149 97 311257.329852 98 319246.307184 99 332108.690606 100 334081.030574 101 328914.836640 102 345884.714192 103 354607.362856 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,ITBI,SES,1.01119065284729,"92 72204.507812 93 103208.421875 94 103330.312500 95 88771.554688 96 87372.085938 97 70393.039062 98 88771.554688 99 103411.953125 100 87093.078125 101 74350.984375 102 88533.867188 103 76162.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do ICMS,XGBoost,1.0574684143066406,"92 1252965.875 93 1416013.500 94 1243708.750 95 1416822.750 96 1618122.125 97 1259020.000 98 1420899.250 99 1419446.750 100 1418682.375 101 1418682.375 102 1415048.750 103 1247141.875 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do IPVA,SARIMAX,1.2151331901550293,"92 916811.437500 93 269333.125000 94 545332.125000 95 916811.437500 96 913813.437500 97 268977.656250 98 254756.562500 99 258643.234375 100 230347.468750 101 395044.437500 102 395044.437500 103 988898.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,IPTU,HWES,1.256145715713501,"95 4875.325684 96 -677.012573 97 10571.752930 98 129946.578125 99 8716.628906 100 8078.088379 101 8391.081055 102 9965.877930 103 8339.971680 104 1708.359009 105 1220.032837 106 1220.032837 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,ISS,HWES,1.7845935821533203,"96 17494.060547 97 16797.406250 98 16474.558594 99 14474.099609 100 16665.949219 101 16580.056641 102 14476.162109 103 14476.162109 104 16548.326172 105 14532.411133 106 16630.546875 107 16675.058594 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,ITBI,AR,0.9780716896057129,"94 6105.415039 95 3548.150879 96 5087.043945 97 4050.775635 98 10054.473633 99 7735.569336 100 7452.794434 101 -792.228699 102 -1844.639893 103 6828.147461 104 1806.367065 105 5018.884277 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do ICMS,SES,1.0766470432281494,"96 465743.53125 97 540176.56250 98 557314.37500 99 531964.12500 100 579244.75000 101 530822.93750 102 532061.12500 103 537368.93750 104 516003.87500 105 517159.09375 106 515729.56250 107 557314.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do IPVA,MLP,1.4835283756256104,"94 128032.012873 95 64092.492257 96 82796.850731 97 156394.240031 98 106107.306536 99 99261.678765 100 98577.609894 101 109293.130077 102 125249.552571 103 146376.857488 104 159178.387763 105 325174.319575 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,IPTU,HWES,1.1672487258911133,"96 64166.621094 97 64041.871094 98 275527.375000 99 275072.312500 100 626553.125000 101 422153.281250 102 399892.156250 103 422153.281250 104 399413.281250 105 399892.156250 106 405202.062500 107 399892.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,ISS,MLP,4.07141637802124,"96 110292.029053 97 117081.383098 98 119414.859652 99 116554.516730 100 118584.242475 101 119206.987167 102 122609.622367 103 124154.190643 104 129522.137623 105 134399.371464 106 135413.056947 107 139807.632096 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,ITBI,SARIMAX,2.4928486347198486,"94 19143.308594 95 43815.726562 96 43815.726562 97 20830.878906 98 33069.296875 99 31508.591797 100 34606.734375 101 31934.228516 102 28843.132812 103 39309.246094 104 26783.605469 105 4476.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do ICMS,SARIMAX,0.9498627185821533,"96 8.792801e+05 97 1.073913e+06 98 1.073913e+06 99 9.949466e+05 100 1.068398e+06 101 9.949466e+05 102 9.949466e+05 103 1.073913e+06 104 9.949466e+05 105 8.818192e+05 106 8.837034e+05 107 1.073913e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do IPVA,XGBoost,2.5640721321105957,"96 529906.000000 97 227113.828125 98 230747.859375 99 529906.000000 100 506074.750000 101 227113.828125 102 129397.664062 103 115411.671875 104 109462.289062 105 109462.289062 106 99341.335938 107 529906.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,IPTU,SARIMAX,1.8373603820800781,"90 2812.972900 91 1116.813843 92 476.023987 93 22935.453125 94 6630.218262 95 6158.205566 96 1046.900146 97 1421.217529 98 13561.936523 99 1919.840942 100 657.382141 101 4671.701172 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,ISS,MLP,1.6910905838012695,"96 17091.405621 97 18434.728405 98 21096.307876 99 23618.231539 100 27000.267210 101 29976.341308 102 35076.052501 103 40268.448046 104 44072.873120 105 49062.755693 106 55050.264806 107 62998.239171 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,ITBI,SES,1.3573682308197021,"80 9859.702148 81 2819.862305 82 7029.238770 83 9311.388672 84 2468.516357 85 6680.097656 86 7907.598145 87 6766.683105 88 4797.027344 89 1666.756714 90 2441.310791 91 7954.417969 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ICMS,XGBoost,1.021033525466919,"96 213341.406250 97 219504.250000 98 257548.937500 99 219818.828125 100 261727.906250 101 220032.343750 102 219699.546875 103 258756.593750 104 219504.250000 105 208088.031250 106 207622.296875 107 257548.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do IPVA,XGBoost,1.6427438259124756,"96 101538.242188 97 66295.671875 98 40570.992188 99 66295.671875 100 40605.007812 101 24254.185547 102 19031.509766 103 17898.066406 104 17898.066406 105 17556.566406 106 17472.794922 107 101538.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,IPTU,SARIMAX,0.930654764175415,"87 8022.732422 88 24183.361328 89 182698.734375 90 24183.361328 91 24557.031250 92 24330.750000 93 10153.207031 94 6848.303223 95 6848.303223 96 7378.259766 97 7378.259766 98 8249.012695 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,ISS,SARIMAX,1.527547836303711,"96 140873.531250 97 129338.914062 98 140873.531250 99 149055.593750 100 140873.531250 101 149055.593750 102 140873.531250 103 140873.531250 104 140873.531250 105 140873.531250 106 140873.531250 107 140873.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,ITBI,XGBoost,3.0444557666778564,"96 32606.474609 97 69607.796875 98 32639.230469 99 55762.148438 100 61604.371094 101 57036.128906 102 28717.142578 103 34660.117188 104 40337.105469 105 53751.343750 106 61604.371094 107 33894.246094 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do ICMS,SES,1.2459921836853027,"96 532271.5000 97 631149.1875 98 627798.7500 99 546093.2500 100 642159.5000 101 546486.1875 102 546486.1875 103 559470.1875 104 546486.1875 105 581590.0000 106 529354.8750 107 642159.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do IPVA,SARIMAX,1.0381863117218018,"94 220160.421875 95 80088.632812 96 204707.640625 97 212573.125000 98 204707.640625 99 80088.632812 100 55064.519531 101 52590.136719 102 83929.843750 103 45981.191406 104 97091.140625 105 220160.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,IPTU,SARIMAX,1.4275600910186768,"96 9.065113e+04 97 4.554545e+05 98 7.529962e+05 99 1.316364e+06 100 1.857814e+05 101 3.015273e+05 102 1.841569e+05 103 1.716145e+05 104 1.694157e+05 105 8.369292e+04 106 1.011691e+05 107 1.015669e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,ISS,SARIMAX,1.257155179977417,"96 700550.1250 97 734168.7500 98 680680.5625 99 700550.1250 100 696380.3125 101 696380.3125 102 696069.3125 103 696069.3125 104 729688.0000 105 729688.0000 106 734168.7500 107 692330.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,ITBI,HWES,1.1906602382659912,"96 249449.921875 97 385533.187500 98 386817.031250 99 388883.375000 100 388021.812500 101 351356.625000 102 387605.843750 103 312437.156250 104 312437.156250 105 388021.812500 106 245596.046875 107 312437.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do ICMS,HWES,2.9189646244049072,"96 2085638.875 97 2302257.250 98 1965208.625 99 2302257.250 100 1961236.125 101 2289423.000 102 2302257.250 103 2062286.000 104 2055631.000 105 1998781.875 106 1786563.500 107 1959390.250 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do IPVA,XGBoost,1.444761037826538,"96 2.381446e+06 97 1.173454e+06 98 1.619048e+06 99 2.380006e+06 100 1.619048e+06 101 1.022416e+06 102 8.073919e+05 103 7.660204e+05 104 6.501752e+05 105 6.102615e+05 106 6.102615e+05 107 2.381446e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,IPTU,MLP,1.2683677673339844,"96 4.185187e+06 97 4.230520e+06 98 4.461891e+06 99 4.776161e+06 100 5.100880e+06 101 5.378337e+06 102 5.665902e+06 103 5.915668e+06 104 6.210793e+06 105 6.535469e+06 106 6.910262e+06 107 7.172420e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,ISS,MLP,1.2822229862213135,"96 1.823693e+06 97 1.871087e+06 98 1.910086e+06 99 1.932600e+06 100 1.988406e+06 101 2.032251e+06 102 2.076648e+06 103 2.123998e+06 104 2.156120e+06 105 2.174329e+06 106 2.217887e+06 107 2.259955e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,ITBI,SARIMAX,1.2182207107543945,"96 467314.25000 97 463921.50000 98 685500.50000 99 464435.87500 100 762881.18750 101 474244.81250 102 464435.87500 103 769213.18750 104 762881.18750 105 768424.37500 106 480148.90625 107 762881.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do ICMS,SES,1.022090196609497,"96 3422740.50 97 3472133.50 98 3777572.25 99 3373083.00 100 3796571.75 101 3367324.00 102 3367324.00 103 3322119.00 104 3367324.00 105 3379046.25 106 3418705.00 107 3777572.25 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do IPVA,SARIMAX,1.1544384956359863,"96 2.868738e+06 97 1.809404e+06 98 1.820157e+06 99 3.069272e+06 100 3.098440e+06 101 1.869593e+06 102 1.170377e+06 103 1.084966e+06 104 7.319989e+05 105 6.273066e+05 106 6.091648e+05 107 2.868738e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,IPTU,XGBoost,2.8976049423217773,"93 5121.486816 94 21982.890625 95 16379.046875 96 7017.898926 97 3520.617676 98 3481.042725 99 3481.042725 100 3481.042725 101 3481.042725 102 5065.026855 103 4890.902344 104 2304.131348 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,ISS,XGBoost,1.3480665683746338,"96 34435.777344 97 24177.111328 98 33948.988281 99 34435.777344 100 39269.570312 101 34678.660156 102 42168.320312 103 27328.341797 104 26465.740234 105 27536.398438 106 23586.945312 107 27779.150391 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,ITBI,XGBoost,1.5050890445709229,"90 2404.843262 91 2651.263916 92 3536.828369 93 2434.346191 94 3536.007812 95 5643.440430 96 5309.645020 97 7651.879395 98 6623.132812 99 14601.182617 100 2196.670410 101 1963.072144 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do ICMS,HWES,1.1260812282562256,"96 458778.56250 97 550466.62500 98 530929.43750 99 548510.75000 100 534647.25000 101 547146.06250 102 547868.56250 103 540434.43750 104 507576.40625 105 513060.18750 106 520400.40625 107 523227.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do IPVA,AR,1.2923541069030762,"96 112068.039062 97 74936.867188 98 114966.914062 99 98619.320312 100 116679.859375 101 138338.859375 102 28740.824219 103 17659.232422 104 14710.478516 105 19515.718750 106 19960.824219 107 66783.242188 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,IPTU,SARIMAX,1.4136335849761963,"96 1.729262e+05 97 6.801143e+05 98 1.203647e+06 99 4.933456e+05 100 1.771813e+05 101 2.610219e+05 102 1.773136e+05 103 1.762414e+05 104 2.996668e+05 105 2.597527e+05 106 6.116611e+05 107 1.937301e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,ISS,SARIMAX,1.0266005992889404,"96 477818.31250 97 384346.31250 98 477818.31250 99 384137.40625 100 383711.21875 101 477818.31250 102 383711.21875 103 477818.31250 104 490737.31250 105 456049.28125 106 397355.12500 107 459442.68750 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,ITBI,SARIMAX,0.9414911270141602,"96 598159.5625 97 598159.5625 98 600500.5000 99 598159.5625 100 598159.5625 101 596638.4375 102 598159.5625 103 598159.5625 104 598159.5625 105 598159.5625 106 598159.5625 107 600500.5000 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do ICMS,XGBoost,1.5301666259765625,"96 2815894.25 97 2804835.00 98 2804835.00 99 2804835.00 100 2849144.50 101 2893074.00 102 2804835.00 103 2795283.75 104 2804835.00 105 2769042.25 106 2768429.50 107 2775141.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do IPVA,SARIMAX,1.2239658832550049,"96 1.674840e+06 97 9.493572e+05 98 9.472279e+05 99 1.672049e+06 100 1.672441e+06 101 8.856579e+05 102 8.344242e+05 103 1.089295e+06 104 1.100320e+06 105 1.100012e+06 106 1.099932e+06 107 1.672049e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,IPTU,HWES,2.0449981689453125,"93 6158.899414 94 6158.899414 95 118727.812500 96 118727.812500 97 68881.062500 98 68881.062500 99 27093.203125 100 27093.203125 101 69159.617188 102 68697.750000 103 69383.375000 104 69176.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,ISS,Prophet,3.097588062286377,"96 12138.635742 97 12104.463867 98 13061.085938 99 13753.721680 100 23319.982422 101 29843.621094 102 30805.845703 103 30888.031250 104 12804.044922 105 12690.134766 106 12477.168945 107 12477.168945 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,ITBI,XGBoost,2.9781434535980225,"87 3285.503174 88 6383.224609 89 3452.260498 90 2429.292969 91 5052.742188 92 3441.126709 93 7113.177246 94 8383.794922 95 393.842438 96 -706.041687 97 -1316.876099 98 -512.960815 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do ICMS,SARIMAX,0.9928340911865234,"96 262440.031250 97 349515.906250 98 350425.218750 99 339061.156250 100 320242.687500 101 339224.875000 102 306614.312500 103 317069.000000 104 253665.484375 105 264557.593750 106 296923.031250 107 320087.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do IPVA,SARIMAX,1.0728304386138916,"96 140121.484375 97 51341.894531 98 67249.609375 99 140149.796875 100 135842.046875 101 51341.894531 102 34321.699219 103 36606.027344 104 32325.201172 105 37751.109375 106 34333.000000 107 140121.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,IPTU,SES,1.7687184810638428,"80 48820.820312 81 47676.765625 82 45357.140625 83 45047.039062 84 44405.511719 85 44405.511719 86 45268.988281 87 44405.511719 88 44405.511719 89 44405.511719 90 44405.511719 91 44405.511719 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,ISS,SARIMAX,0.9381325244903564,"80 131590.421875 81 128286.375000 82 93112.109375 83 131590.421875 84 131590.421875 85 131590.421875 86 146828.546875 87 128286.375000 88 131590.421875 89 131590.421875 90 128286.375000 91 128286.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,ITBI,AR,0.9276025295257568,"80 257349.093750 81 256928.140625 82 257463.203125 83 256980.203125 84 257463.203125 85 256928.140625 86 256928.140625 87 257288.562500 88 257572.265625 89 255425.828125 90 255996.500000 91 255138.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do ICMS,SARIMAX,0.9542100429534912,"77 1424713.5 78 4264854.5 79 4256873.5 80 4264854.5 81 4260086.5 82 4260603.5 83 4266529.0 84 4264854.5 85 4256873.5 86 4264854.5 87 4265799.0 88 4264792.5 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do IPVA,XGBoost,1.617802381515503,"74 690425.06250 75 702358.81250 76 284467.87500 77 704532.18750 78 702358.81250 79 696986.37500 80 280076.40625 81 700572.50000 82 280076.40625 83 284467.87500 84 284467.87500 85 700572.50000 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,IPTU,SES,1.7678611278533936,"70 24522.128906 71 23917.423828 72 7946.203125 73 6375.872559 74 7946.203125 75 23329.621094 76 12503.092773 77 4660.924316 78 9505.303711 79 6114.361328 80 6114.361328 81 6114.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,ISS,MLP,0.9959394931793213,"76 152993.871355 77 175176.493225 78 194609.044014 79 207390.123736 80 211354.786214 81 220355.508523 82 270345.433470 83 305983.789549 84 352347.546575 85 401479.768182 86 394320.266697 87 455944.673932 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,ITBI,AR,1.458677053451538,"70 7023.663086 71 16788.085938 72 9299.199219 73 9435.923828 74 7511.376953 75 3601.215332 76 7543.149414 77 3601.215332 78 3601.215332 79 15120.184570 80 3601.215332 81 7400.425781 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do ICMS,MLP,0.8971295356750488,"76 602986.801621 77 765587.243361 78 701106.428289 79 726012.309929 80 742911.400920 81 723299.360111 82 738854.065853 83 756267.562383 84 766777.381830 85 784262.900010 86 804486.446774 87 846567.861883 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do IPVA,AR,0.8415470123291016,"70 191008.437500 71 190283.734375 72 201608.484375 73 186348.156250 74 255594.406250 75 156743.687500 76 190283.734375 77 165797.500000 78 201608.484375 79 133318.296875 80 133318.296875 81 190283.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,IPTU,SARIMAX,1.1497395038604736,"87 7939.738770 88 8044.610352 89 8044.693359 90 8044.693359 91 7931.926758 92 4611.425293 93 4611.425293 94 26669.884766 95 12045.320312 96 29964.892578 97 13469.706055 98 7652.306152 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,ISS,MLP,1.2113239765167236,"96 52083.233443 97 59719.974496 98 67534.065479 99 77618.402793 100 87155.727599 101 100930.414116 102 112411.166136 103 127883.480137 104 148509.849822 105 164414.713450 106 181263.582501 107 200360.922329 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,ITBI,SARIMAX,1.0604851245880127,"92 93884.937500 93 40445.253906 94 35535.230469 95 41893.777344 96 41246.316406 97 166837.375000 98 41246.316406 99 41246.316406 100 41246.316406 101 41246.316406 102 41246.316406 103 41246.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ICMS,SARIMAX,2.1177260875701904,"96 519286.31250 97 493727.56250 98 534260.31250 99 534260.31250 100 535947.31250 101 534584.00000 102 534260.31250 103 534260.31250 104 540631.18750 105 421063.53125 106 423619.43750 107 534260.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do IPVA,SARIMAX,0.9846837520599365,"96 220146.218750 97 219853.750000 98 220070.937500 99 220070.937500 100 220146.218750 101 196324.625000 102 196045.687500 103 196278.500000 104 196278.500000 105 196377.421875 106 196073.593750 107 220070.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,IPTU,XGBoost,3.2113826274871826,"92 6407.191406 93 6678.813477 94 26368.943359 95 28215.839844 96 30855.892578 97 11422.092773 98 11422.092773 99 6767.098145 100 9782.457031 101 12684.208984 102 18307.443359 103 11057.526367 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,ISS,MLP,1.7942619323730469,"92 98257.367824 93 102036.748337 94 109016.987284 95 109803.495623 96 115780.918803 97 114247.230567 98 120997.135053 99 116108.623584 100 122080.432259 101 129278.016837 102 133992.046570 103 142455.963189 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,ITBI,SES,1.7817490100860596,"92 46855.878906 93 42498.894531 94 46715.750000 95 43370.558594 96 47414.570312 97 46855.878906 98 41707.625000 99 47414.570312 100 48347.902344 101 47414.570312 102 46715.750000 103 47414.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ICMS,XGBoost,1.0746328830718994,"92 729165.2500 93 786340.7500 94 784029.1875 95 784556.7500 96 893262.3125 97 691244.1250 98 895046.3750 99 785249.6875 100 606644.1875 101 737535.5625 102 829354.3750 103 782938.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do IPVA,AR,1.4526724815368652,"92 314807.656250 93 226525.187500 94 297564.156250 95 313461.906250 96 313461.906250 97 226525.187500 98 227543.890625 99 227543.890625 100 227943.906250 101 209879.265625 102 209790.218750 103 314807.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,IPTU,XGBoost,1.2826504707336426,"96 7285.186523 97 7460.878418 98 88401.132812 99 517284.968750 100 112071.414062 101 112071.414062 102 59460.871094 103 3211.876953 104 4893.098145 105 3141.597412 106 1372.985596 107 812.763306 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,ISS,SARIMAX,1.0446698665618896,"96 327099.09375 97 327099.09375 98 321372.81250 99 321372.81250 100 327099.09375 101 327099.09375 102 327184.43750 103 327099.09375 104 327184.43750 105 327184.43750 106 327184.43750 107 327184.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,ITBI,XGBoost,1.2682456970214844,"96 56456.714844 97 101276.546875 98 71353.500000 99 68056.765625 100 61898.000000 101 66035.382812 102 62358.394531 103 86304.156250 104 86304.156250 105 97425.750000 106 62781.960938 107 97801.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do ICMS,SARIMAX,1.0758166313171387,"96 1349561.375 97 1380450.000 98 1404816.875 99 1406585.875 100 1404816.875 101 1406585.875 102 1371492.750 103 1380450.000 104 1390087.000 105 1390087.000 106 1382926.250 107 1416319.250 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do IPVA,MLP,0.975703239440918,"96 1.025749e+06 97 4.541925e+05 98 5.297194e+05 99 7.890459e+05 100 7.040384e+05 101 6.062000e+05 102 6.530392e+05 103 7.562290e+05 104 8.409357e+05 105 9.448107e+05 106 1.081254e+06 107 2.435901e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,IPTU,AR,1.2636175155639648,"70 11608.216797 71 11608.216797 72 11748.749023 73 11875.017578 74 13404.530273 75 69168.898438 76 11545.459961 77 11545.459961 78 11521.685547 79 11090.880859 80 11036.798828 81 13404.530273 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,ISS,SARIMAX,1.2423064708709717,"72 20224.328125 73 20134.085938 74 20193.447266 75 20091.585938 76 20890.724609 77 20193.447266 78 20193.447266 79 20193.447266 80 20205.912109 81 20205.912109 82 20193.447266 83 20366.480469 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,ITBI,XGBoost,1.3308415412902832,"67 36354.488281 68 36354.488281 69 36354.488281 70 36354.488281 71 36354.488281 72 36354.488281 73 36354.488281 74 36354.488281 75 36354.488281 76 36354.488281 77 36354.488281 78 36354.488281 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do ICMS,XGBoost,1.0141935348510742,"72 295831.00000 73 307703.96875 74 306356.34375 75 295831.00000 76 319927.46875 77 303659.59375 78 303659.59375 79 307703.96875 80 294369.00000 81 293175.34375 82 297197.68750 83 293732.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do IPVA,XGBoost,0.9189882278442383,"67 56226.359375 68 54893.660156 69 56216.074219 70 55845.074219 71 56246.128906 72 54893.660156 73 54930.519531 74 54893.660156 75 54930.519531 76 54930.519531 77 54930.519531 78 57514.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,IPTU,AR,2.1387276649475098,"94 50670.683594 95 55633.894531 96 105559.742188 97 55633.894531 98 55633.894531 99 50670.683594 100 228625.765625 101 420460.250000 102 94995.187500 103 94995.187500 104 99245.851562 105 90782.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,ISS,SARIMAX,1.4242920875549316,"96 101545.351562 97 60797.097656 98 94597.312500 99 100406.242188 100 100406.242188 101 100210.289062 102 100406.242188 103 100406.242188 104 100406.242188 105 100468.562500 106 100305.039062 107 100210.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,ITBI,SARIMAX,0.9004874229431152,"96 35835.160156 97 35407.425781 98 36779.984375 99 39201.328125 100 37965.160156 101 37398.253906 102 37994.773438 103 36709.234375 104 34639.785156 105 37427.871094 106 37427.871094 107 36281.503906 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do ICMS,SES,1.4339609146118164,"96 823473.7500 97 834430.1250 98 913530.0625 99 815781.6250 100 900000.1250 101 814566.3125 102 815557.6250 103 834206.0625 104 817558.8750 105 823249.7500 106 799006.2500 107 913530.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do IPVA,MLP,1.136420726776123,"96 3.906174e+05 97 2.366264e+05 98 2.905703e+05 99 4.181608e+05 100 3.794629e+05 101 3.079917e+05 102 3.291953e+05 103 3.788212e+05 104 4.171580e+05 105 4.823121e+05 106 5.693830e+05 107 1.114042e+06 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,IPTU,SARIMAX,0.9722509384155273,"94 13772.353516 95 11469.887695 96 48936.570312 97 51453.636719 98 13423.598633 99 26948.220703 100 26948.220703 101 20171.355469 102 20171.355469 103 26948.220703 104 13791.707031 105 24270.203125 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,ISS,HWES,1.3078124523162842,"96 92921.789062 97 79932.554688 98 81848.500000 99 69060.257812 100 83905.484375 101 86389.976562 102 83664.820312 103 83664.820312 104 83664.820312 105 63007.218750 106 86320.968750 107 62569.296875 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,ITBI,SES,2.614384174346924,"95 23528.244141 96 23528.244141 97 22966.570312 98 16983.550781 99 17015.826172 100 16718.617188 101 16500.419922 102 15698.767578 103 20077.453125 104 16718.617188 105 15314.077148 106 16500.419922 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do ICMS,XGBoost,1.1662611961364746,"96 598193.7500 97 669842.2500 98 655032.5000 99 657532.5000 100 655759.8125 101 657532.5000 102 642722.6875 103 655032.5000 104 642722.6875 105 642722.6875 106 563627.2500 107 661418.6875 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do IPVA,HWES,0.9126825332641602,"96 142909.328125 97 52858.527344 98 91052.085938 99 142829.031250 100 148603.687500 101 44260.511719 102 48338.425781 103 15992.904297 104 14181.628906 105 14181.628906 106 11807.611328 107 142909.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,IPTU,MLP,1.037635087966919,"94 109524.019603 95 138086.749071 96 162222.820192 97 196264.431543 98 245541.352476 99 297675.880789 100 370881.754311 101 690086.541330 102 582682.588101 103 658279.401815 104 751786.855691 105 925723.930510 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,ISS,MLP,1.0850319862365723,"96 95526.212414 97 101402.294031 98 108377.115705 99 115030.075351 100 117434.905390 101 120735.009277 102 127830.762038 103 135775.974466 104 144213.416333 105 151132.190321 106 157823.125841 107 149522.046092 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,ITBI,HWES,1.113175630569458,"96 201877.812500 97 201890.750000 98 210557.609375 99 210867.890625 100 205712.140625 101 210342.078125 102 205712.140625 103 205712.140625 104 205103.031250 105 210557.609375 106 201192.062500 107 205712.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do ICMS,SES,1.147829532623291,"96 9.514301e+05 97 1.006376e+06 98 1.084431e+06 99 1.015639e+06 100 1.092534e+06 101 1.015639e+06 102 1.015639e+06 103 9.566461e+05 104 1.015639e+06 105 9.736190e+05 106 9.941306e+05 107 1.066732e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do IPVA,XGBoost,1.4066495895385742,"96 408602.125000 97 159781.640625 98 159781.640625 99 408508.593750 100 408508.593750 101 112063.398438 102 107907.132812 103 408508.593750 104 76845.679688 105 57315.175781 106 57006.355469 107 408602.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,IPTU,SARIMAX,2.9525420665740967,"95 7763.776855 96 12509.764648 97 11855.273438 98 14472.696289 99 14493.272461 100 8323.184570 101 8187.241699 102 8456.297852 103 8567.280273 104 8463.737305 105 8456.297852 106 8806.422852 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,ISS,SARIMAX,2.148219347000122,"96 58280.070312 97 59002.683594 98 65172.808594 99 66583.234375 100 66583.234375 101 54092.324219 102 59941.558594 103 63656.769531 104 63055.777344 105 61466.089844 106 62188.335938 107 63656.769531 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,ITBI,AR,1.056178331375122,"94 19731.683594 95 15858.052734 96 15627.973633 97 15627.973633 98 15484.193359 99 19339.494141 100 15484.193359 101 15524.657227 102 15524.657227 103 20358.568359 104 6218.466309 105 1336.545898 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do ICMS,XGBoost,1.0933845043182373,"96 553862.4375 97 589061.5000 98 646946.9375 99 561512.6875 100 650829.8125 101 572933.0000 102 566890.9375 103 589061.5000 104 561512.6875 105 561219.9375 106 576062.9375 107 646946.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do IPVA,XGBoost,6.065202951431274,"96 56629.738281 97 22867.726562 98 22867.726562 99 56629.738281 100 44844.632812 101 22867.726562 102 20352.250000 103 21894.986328 104 7170.907227 105 11652.029297 106 5775.470703 107 51011.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,IPTU,SES,2.0257627964019775,"71 4630.553223 72 8203.288086 73 15084.628906 74 2962.111816 75 12900.457031 76 7266.769043 77 7266.769043 78 7266.769043 79 3050.238037 80 3414.477051 81 3414.477051 82 24725.972656 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,ISS,MLP,2.620985746383667,"77 59737.502534 78 61195.199591 79 63289.352901 80 67165.207272 81 72156.062677 82 76647.357387 83 82690.397846 84 88941.267508 85 96681.575086 86 103860.836033 87 111804.581126 88 120736.583350 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,ITBI,SES,0.9445371627807617,"77 25642.160156 78 24016.568359 79 29449.630859 80 29449.630859 81 22399.630859 82 22415.550781 83 28917.050781 84 19892.279297 85 79052.195312 86 28703.757812 87 23658.652344 88 23658.652344 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do ICMS,Prophet,0.9490385055541992,"77 647415.5000 78 837484.3750 79 837484.3750 80 837484.3750 81 841449.5625 82 837484.3750 83 837484.3750 84 771321.0625 85 771321.0625 86 771321.0625 87 771321.0625 88 771321.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do IPVA,XGBoost,0.9957280158996582,"77 330555.937500 78 125261.210938 79 196826.437500 80 191929.875000 81 135231.875000 82 143288.765625 83 143665.656250 84 143974.531250 85 144237.093750 86 143974.531250 87 140022.531250 88 74452.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,IPTU,SARIMAX,1.0285227298736572,"86 18466.015625 87 48809.281250 88 50268.929688 89 50209.457031 90 50199.953125 91 50247.167969 92 50209.457031 93 50268.929688 94 50435.152344 95 48608.914062 96 50442.976562 97 50307.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,ISS,MLP,2.371894359588623,"96 4.026632e+04 97 5.625937e+04 98 7.430203e+04 99 1.007071e+05 100 1.363840e+05 101 1.831035e+05 102 2.517595e+05 103 3.523794e+05 104 4.335809e+05 105 5.861992e+05 106 7.959477e+05 107 1.087551e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,ITBI,MLP,1.0321884155273438,"91 53846.462085 92 66616.705078 93 75471.637261 94 92249.448229 95 108518.550911 96 118869.466372 97 139014.291783 98 166009.537390 99 198726.013410 100 244483.415128 101 269868.430934 102 326544.999644 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do ICMS,XGBoost,1.3513741493225098,"95 385860.78125 96 415057.84375 97 393320.53125 98 393320.53125 99 424475.53125 100 432378.78125 101 393320.53125 102 432378.78125 103 393320.53125 104 369099.37500 105 369283.15625 106 447666.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do IPVA,MLP,0.868255615234375,"56 124285.631699 57 141009.684677 58 157084.021741 59 184561.186714 60 216491.759375 61 269273.838131 62 303557.562387 63 382544.230595 64 445945.293050 65 480999.177894 66 582711.620707 67 721318.484705 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,IPTU,AR,1.3249785900115967,"96 20728.576172 97 14767.086914 98 131028.875000 99 15461.868164 100 24380.037109 101 23217.605469 102 12248.196289 103 7976.231445 104 20346.433594 105 7877.856445 106 2512.132568 107 13838.344727 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,ISS,MLP,1.6905865669250488,"96 21849.597745 97 23164.076233 98 23959.660532 99 24308.867001 100 24726.435376 101 25410.789415 102 26333.674686 103 26478.162818 104 27788.349024 105 28740.556941 106 29780.876864 107 30147.338055 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,ITBI,XGBoost,3.8304665088653564,"95 8704.873047 96 10702.061523 97 7459.129883 98 7418.901367 99 7646.094727 100 7879.135254 101 7611.990234 102 7687.662598 103 13779.337891 104 7115.048828 105 9790.336914 106 6775.573242 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do ICMS,SARIMAX,1.5437397956848145,"96 460958.62500 97 540363.43750 98 547348.62500 99 473700.53125 100 547348.62500 101 470631.40625 102 470631.40625 103 540363.43750 104 475553.46875 105 478534.62500 106 476192.71875 107 547348.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do IPVA,SARIMAX,1.143172264099121,"95 242770.375000 96 109497.882812 97 121253.289062 98 242770.375000 99 200586.625000 100 79460.476562 101 63217.828125 102 56663.343750 103 55132.683594 104 55132.683594 105 55132.683594 106 242770.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,IPTU,SARIMAX,1.3473916053771973,"93 21005.089844 94 6221.584961 95 9457.416992 96 6288.789062 97 -2059.657471 98 -3691.392578 99 -1976.942871 100 536.886597 101 -2176.409668 102 536.886597 103 -1516.197632 104 970.913452 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,ISS,XGBoost,1.0422515869140625,"96 10305.653320 97 10309.740234 98 9054.534180 99 9226.338867 100 9578.911133 101 9835.537109 102 9054.534180 103 9632.244141 104 11032.738281 105 9632.244141 106 10368.168945 107 9578.911133 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,ITBI,SES,2.6101510524749756,"95 7618.183105 96 8490.105469 97 8269.753906 98 5376.969727 99 14824.100586 100 20327.820312 101 20327.820312 102 7519.812500 103 6891.502930 104 11249.214844 105 7003.287109 106 7128.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ICMS,SES,2.1398191452026367,"96 519089.09375 97 548282.68750 98 552630.50000 99 565138.12500 100 555257.56250 101 583413.87500 102 569601.06250 103 552662.75000 104 487529.40625 105 492352.96875 106 493646.43750 107 552547.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do IPVA,MLP,1.0967185497283936,"96 205641.267772 97 95250.524519 98 131831.691630 99 189498.694676 100 133473.255978 101 133564.562532 102 134870.339113 103 143214.790441 104 155288.741495 105 173055.208606 106 196676.988896 107 424251.614465 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,IPTU,SARIMAX,1.3814868927001953,"91 2827.996582 92 2706.044434 93 3531.260498 94 3855.860107 95 3906.342773 96 3290.050049 97 3836.998535 98 5688.159668 99 2535.108887 100 2997.710693 101 2715.481445 102 2835.723389 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,ISS,SARIMAX,1.206068992614746,"96 172261.062500 97 177077.640625 98 174320.375000 99 174746.656250 100 144398.906250 101 174764.953125 102 144398.906250 103 177633.578125 104 172936.359375 105 177633.578125 106 143029.375000 107 144398.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,ITBI,XGBoost,0.9153001308441162,"87 10396.207031 88 13377.311523 89 22417.640625 90 14942.145508 91 19046.539062 92 18958.996094 93 17505.558594 94 15739.069336 95 16134.831055 96 15645.167969 97 10320.378906 98 14961.832031 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do ICMS,SARIMAX,0.9643311500549316,"96 365112.78125 97 470656.06250 98 417327.40625 99 337175.03125 100 418815.50000 101 336811.71875 102 339179.84375 103 384549.68750 104 339179.84375 105 340279.62500 106 339486.12500 107 432068.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do IPVA,XGBoost,1.2791202068328857,"96 98049.773438 97 74291.078125 98 87465.812500 99 96640.890625 100 87292.328125 101 72672.875000 102 72672.875000 103 72672.875000 104 71080.109375 105 72036.804688 106 72036.804688 107 174112.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,IPTU,SARIMAX,1.9976108074188232,"80 16113.102539 81 20590.535156 82 101934.171875 83 101934.171875 84 244301.546875 85 339547.656250 86 80537.453125 87 79318.343750 88 21683.095703 89 21769.861328 90 20210.673828 91 21769.861328 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,ISS,MLP,2.0989818572998047,"84 281945.072654 85 290966.880009 86 298682.631300 87 306772.919110 88 312734.249298 89 315820.624660 90 324514.133307 91 333623.311088 92 339088.201870 93 345988.307133 94 353875.285482 95 357455.283772 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,ITBI,SARIMAX,1.2944424152374268,"84 27822.628906 85 39757.671875 86 37981.367188 87 39757.671875 88 38189.136719 89 56116.433594 90 38189.136719 91 67123.531250 92 39757.671875 93 35001.253906 94 35218.992188 95 35218.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do ICMS,SARIMAX,1.2340123653411865,"84 3522539.75 85 4267875.50 86 4284472.00 87 4264691.50 88 4179573.00 89 3909496.50 90 4264691.50 91 4263394.50 92 3909496.50 93 3909496.50 94 3910376.50 95 4276137.50 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do IPVA,AR,0.993302583694458,"84 424981.312500 85 138827.578125 86 201452.156250 87 305170.781250 88 201452.156250 89 140028.625000 90 87132.429688 91 80462.218750 92 75805.171875 93 75805.171875 94 71969.867188 95 424981.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,IPTU,Prophet,1.1777667999267578,"66 1594.409668 67 1463.977295 68 2902.576904 69 2300.203857 70 1506.541382 71 1506.541382 72 1506.541382 73 12114.432617 74 1624.844116 75 2913.123291 76 771.180481 77 771.180481 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,ISS,SARIMAX,0.9952297210693359,"84 22513.738281 85 17934.759766 86 22513.738281 87 21240.021484 88 21240.021484 89 21240.021484 90 21240.021484 91 21240.021484 92 21240.021484 93 21240.021484 94 18646.945312 95 21240.021484 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,ITBI,Prophet,2.2595055103302,"83 18834.662109 84 12127.379883 85 8142.497559 86 14029.931641 87 12127.379883 88 7818.712402 89 33167.921875 90 16179.025391 91 12652.153320 92 17881.880859 93 24040.554688 94 12317.587891 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do ICMS,SARIMAX,1.8935303688049316,"84 429279.56250 85 457519.46875 86 467604.71875 87 457519.46875 88 459496.62500 89 468956.87500 90 476855.00000 91 459496.62500 92 478832.12500 93 478832.12500 94 435218.65625 95 480454.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do IPVA,XGBoost,1.4171361923217773,"81 58332.878906 82 33669.906250 83 33913.253906 84 60082.113281 85 33883.625000 86 19556.662109 87 19556.662109 88 14510.799805 89 15435.969727 90 15910.882812 91 15764.632812 92 33813.824219 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,IPTU,HWES,1.0411536693572998,"74 21579.488281 75 30781.037109 76 124312.875000 77 219062.562500 78 101960.898438 79 80290.882812 80 97820.875000 81 97820.875000 82 3778.770996 83 12247.858398 84 13161.785156 85 -1625.993286 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,ISS,XGBoost,1.0267982482910156,"84 63366.542969 85 85652.320312 86 89437.156250 87 86409.671875 88 85386.921875 89 87523.507812 90 89742.476562 91 87925.093750 92 80349.031250 93 86204.031250 94 81861.109375 95 81861.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,ITBI,XGBoost,1.1724944114685059,"84 75790.351562 85 69025.320312 86 68979.437500 87 68979.437500 88 67205.414062 89 70948.046875 90 70948.046875 91 71068.343750 92 72998.937500 93 72990.007812 94 74475.664062 95 73461.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do ICMS,SARIMAX,2.9920318126678467,"84 597546.8125 85 741625.6250 86 741536.5625 87 727940.0625 88 705824.9375 89 756609.3750 90 727563.0625 91 699812.5000 92 685750.0000 93 685750.0000 94 683732.5625 95 699775.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do IPVA,MLP,1.1434009075164795,"84 295510.712308 85 178436.375878 86 220098.097393 87 355828.216950 88 301043.351798 89 180249.728952 90 194849.015025 91 191836.841794 92 201477.722241 93 212270.156493 94 238920.153802 95 633136.576283 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,IPTU,Prophet,1.737579584121704,"74 3460.400879 75 3455.271484 76 3335.101074 77 3449.106689 78 16520.019531 79 16441.617188 80 8655.252930 81 8655.252930 82 16441.617188 83 8655.252930 84 8655.252930 85 8655.252930 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,ISS,MLP,1.0062196254730225,"83 53949.056378 84 56602.281609 85 58879.524478 86 59614.965064 87 60781.789145 88 62507.334136 89 63634.064776 90 66065.196213 91 69021.585164 92 72298.304464 93 75889.513829 94 79793.553065 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,ITBI,AR,1.7837586402893066,"72 5957.487793 73 6025.979492 74 5082.358887 75 6170.354004 76 5076.711914 77 4164.070801 78 875.302673 79 4441.038574 80 4813.635742 81 4840.427246 82 4441.038574 83 4441.038574 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do ICMS,Prophet,2.5023579597473145,"83 246368.53125 84 239053.78125 85 246755.18750 86 255056.96875 87 283876.84375 88 245274.81250 89 245274.81250 90 268286.46875 91 245274.81250 92 245274.81250 93 244496.34375 94 275987.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do IPVA,MLP,1.3019962310791016,"82 71468.927715 83 44725.556120 84 50976.056536 85 73220.524616 86 70852.885420 87 51119.182194 88 45822.846675 89 49250.005158 90 46389.543270 91 51847.652157 92 55909.127195 93 110313.572745 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,IPTU,XGBoost,1.307903528213501,"69 -137.496445 70 379.011261 71 42043.007812 72 8024.053223 73 2853.707520 74 1010.736267 75 597.910400 76 566.550720 77 581.539551 78 514.007263 79 118.524994 80 514.007263 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,ISS,MLP,1.4056000709533691,"84 7178.581311 85 7556.466231 86 7754.571055 87 7933.872931 88 8217.439559 89 8607.061622 90 8949.619625 91 9229.458528 92 9742.714950 93 10121.455597 94 10395.608816 95 10744.950959 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,ITBI,MLP,1.3681652545928955,"65 9560.290681 66 13495.873404 67 8459.498170 68 10886.879224 69 10381.544283 70 10519.964563 71 14687.823609 72 10186.978723 73 11575.768398 74 13960.803505 75 14465.314866 76 16446.478541 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do ICMS,XGBoost,1.095005750656128,"84 217153.406250 85 274809.375000 86 274869.750000 87 274757.000000 88 269025.656250 89 280035.968750 90 268912.906250 91 266104.562500 92 272510.156250 93 272510.156250 94 245852.140625 95 271293.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do IPVA,XGBoost,1.1211376190185547,"81 51364.359375 82 51364.359375 83 50885.761719 84 51222.585938 85 51043.382812 86 51123.457031 87 51127.609375 88 58595.160156 89 51127.609375 90 58520.242188 91 58616.308594 92 51282.597656 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,IPTU,AR,0.9510221481323242,"74 144690.484375 75 25749.390625 76 23205.376953 77 353739.812500 78 24082.933594 79 24082.933594 80 17491.498047 81 13913.069336 82 16103.856445 83 4749.650391 84 -122.056320 85 10077.500977 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,ISS,MLP,3.138134479522705,"76 92679.436381 77 94910.856706 78 99828.822964 79 104590.946059 80 110339.387073 81 115680.403303 82 120425.220330 83 124204.971610 84 130073.408726 85 136014.553441 86 141628.168347 87 144666.005423 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,ITBI,MLP,2.1336231231689453,"66 64500.703731 67 70413.722809 68 81573.331778 69 94106.636356 70 106406.885565 71 126677.701427 72 120949.473876 73 140422.243221 74 153777.925046 75 178965.564026 76 208157.896306 77 238674.341716 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do ICMS,XGBoost,2.056291103363037,"76 805991.2500 77 854716.9375 78 874634.0000 79 867486.1875 80 841000.1250 81 867486.1875 82 867486.1875 83 854716.9375 84 819756.7500 85 821666.0000 86 815490.3750 87 816329.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do IPVA,SARIMAX,0.9082424640655518,"76 529654.562500 77 84602.828125 78 87245.789062 79 517271.250000 80 87245.789062 81 68685.781250 82 68523.593750 83 68556.390625 84 66936.164062 85 68128.710938 86 68128.710938 87 529654.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,IPTU,SARIMAX,1.0774097442626953,"75 38639.160156 76 4964.673340 77 83748.898438 78 83748.898438 79 9408.083008 80 8380.157227 81 8380.157227 82 6069.743164 83 4793.739746 84 4945.336914 85 5098.761719 86 4793.739746 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,ISS,HWES,2.6664955615997314,"76 8953.827148 77 8032.321777 78 16379.633789 79 17759.970703 80 15999.542969 81 12628.510742 82 40634.550781 83 33856.781250 84 26625.351562 85 21208.888672 86 20273.810547 87 21208.888672 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,ITBI,Prophet,1.6003050804138184,"71 8541.225586 72 6340.062012 73 8983.240234 74 5896.629883 75 15619.207031 76 21197.703125 77 5896.629883 78 15440.360352 79 13043.851562 80 9660.604492 81 10638.020508 82 14618.741211 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do ICMS,SES,1.163792371749878,"75 546422.12500 76 357729.46875 77 571915.18750 78 363465.84375 79 384077.84375 80 363370.50000 81 363370.50000 82 557769.56250 83 375723.81250 84 375723.81250 85 326214.90625 86 394051.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do IPVA,XGBoost,1.015991449356079,"63 125981.804688 64 125849.828125 65 125585.906250 66 125734.148438 67 125734.148438 68 125849.828125 69 125585.906250 70 125887.460938 71 125887.460938 72 125887.460938 73 125981.804688 74 125967.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,IPTU,SES,1.4587688446044922,"71 10334.127930 72 7455.995605 73 34376.953125 74 61797.265625 75 61797.265625 76 61788.718750 77 61788.718750 78 61828.386719 79 61788.718750 80 61828.386719 81 61797.265625 82 61809.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,ISS,MLP,1.548168659210205,"75 12795.867775 76 13291.593904 77 13651.768195 78 13816.556853 79 13858.172853 80 14120.946447 81 14864.153729 82 15745.506590 83 16505.204141 84 17187.138463 85 17977.546436 86 18730.922300 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,ITBI,Prophet,1.5039973258972168,"67 9419.066406 68 9470.320312 69 9419.066406 70 18155.843750 71 14618.753906 72 18155.843750 73 14618.753906 74 9518.410156 75 14040.280273 76 5874.016113 77 5692.893066 78 5530.026855 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do ICMS,SES,0.9671123027801514,"75 244410.765625 76 319891.125000 77 304697.531250 78 306103.187500 79 305700.875000 80 306103.187500 81 306103.187500 82 319891.125000 83 290909.531250 84 290909.531250 85 290909.531250 86 304697.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do IPVA,SARIMAX,1.405249834060669,"74 49411.550781 75 33106.207031 76 41947.292969 77 49411.550781 78 49411.550781 79 41947.292969 80 33106.207031 81 7360.635254 82 7497.853516 83 7510.053711 84 7497.853516 85 49411.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,IPTU,HWES,1.2129106521606445,"84 8503.380859 85 8514.158203 86 9882.813477 87 8938.057617 88 94121.046875 89 100462.304688 90 8704.666016 91 25580.283203 92 10366.636719 93 10433.402344 94 10433.402344 95 9075.495117 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,ISS,MLP,0.9582064151763916,"84 387173.063500 85 414204.148276 86 429004.141723 87 471497.025419 88 503847.705020 89 522766.243475 90 567529.385269 91 558784.809161 92 589513.904033 93 630070.439313 94 652219.012997 95 707258.211518 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,ITBI,SARIMAX,1.1042375564575195,"82 255362.968750 83 26145.804688 84 333265.500000 85 202316.234375 86 10441.513672 87 25499.804688 88 255362.968750 89 255362.968750 90 21490.865234 91 211211.984375 92 58942.914062 93 100669.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do ICMS,SARIMAX,2.6246140003204346,"84 705757.1250 85 838596.3125 86 841572.2500 87 838226.9375 88 851619.9375 89 838226.9375 90 838226.9375 91 838596.3125 92 835925.6250 93 838174.0000 94 836110.6875 95 839890.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do IPVA,XGBoost,1.0044243335723877,"74 128964.882812 75 100914.906250 76 129134.906250 77 165425.031250 78 165345.250000 79 157159.968750 80 186535.125000 81 186535.125000 82 186224.750000 83 186102.078125 84 186102.078125 85 166208.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,IPTU,HWES,0.9707703590393066,"77 569.598267 78 906.612427 79 17836.201172 80 1167.932007 81 14208.051758 82 17836.201172 83 28593.058594 84 7040.955566 85 14153.163086 86 7040.955566 87 9654.252930 88 9654.252930 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,ISS,AR,1.1147472858428955,"84 54714.066406 85 54563.296875 86 54542.636719 87 54910.195312 88 54837.136719 89 54548.371094 90 54490.011719 91 54548.371094 92 54548.371094 93 54260.425781 94 54506.789062 95 54260.425781 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,ITBI,AR,1.0072503089904785,"83 20083.861328 84 6979.019043 85 9245.128906 86 999.956360 87 4602.655762 88 20143.894531 89 20143.894531 90 18955.576172 91 5646.643066 92 13581.374023 93 5461.367676 94 2106.154297 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do ICMS,XGBoost,1.3663380146026611,"84 432413.75000 85 567783.00000 86 566333.56250 87 567783.00000 88 567727.18750 89 567783.00000 90 567783.00000 91 562563.56250 92 562563.56250 93 561960.81250 94 508352.96875 95 560961.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do IPVA,XGBoost,2.240617513656616,"78 113002.250000 79 89967.101562 80 88771.140625 81 113002.250000 82 113681.375000 83 114320.867188 84 114320.867188 85 115106.843750 86 115270.578125 87 115270.578125 88 115106.843750 89 113002.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,IPTU,SARIMAX,0.8949003219604492,"71 14388.284180 72 13071.773438 73 20317.705078 74 6285.256836 75 6285.256836 76 6285.256836 77 3323.678711 78 6285.256836 79 15363.964844 80 10535.322266 81 15127.191406 82 6285.256836 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,ISS,SARIMAX,0.9618029594421387,"72 61474.589844 73 62568.664062 74 62568.664062 75 62568.664062 76 33428.148438 77 62568.664062 78 62442.781250 79 62568.664062 80 35668.890625 81 62568.664062 82 62442.781250 83 65204.996094 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,ITBI,SARIMAX,0.8917481899261475,"72 40006.167969 73 40042.941406 74 40079.640625 75 40042.941406 76 40006.167969 77 40140.253906 78 40042.941406 79 40042.941406 80 40022.953125 81 115739.203125 82 40022.953125 83 115739.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do ICMS,XGBoost,0.9225976467132568,"72 560794.5000 73 565919.2500 74 567871.3125 75 613926.3125 76 566791.5625 77 613926.3125 78 582722.7500 79 539825.0000 80 582456.0625 81 586099.8750 82 631170.8125 83 579992.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do IPVA,SARIMAX,1.6876132488250732,"72 177754.390625 73 66411.937500 74 69322.992188 75 177754.390625 76 115333.226562 77 64217.285156 78 22162.765625 79 55516.859375 80 18845.322266 81 20720.212891 82 25967.662109 83 169115.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,IPTU,AR,1.0727152824401855,"75 2788.099121 76 2788.099121 77 2788.099121 78 2788.099121 79 725.615234 80 781.524170 81 67745.265625 82 192575.656250 83 3655.798340 84 1076.399292 85 7367.751953 86 6070.121582 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,ISS,HWES,1.2303380966186523,"84 59785.824219 85 59550.453125 86 59658.320312 87 59658.320312 88 59658.320312 89 59785.824219 90 59550.453125 91 59658.320312 92 59658.320312 93 59564.523438 94 59658.320312 95 59658.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,ITBI,SES,0.8867149353027344,"24 7274.490234 25 5586.922363 26 5586.922363 27 5586.922363 28 5055.644531 29 5096.694824 30 7274.490234 31 7274.490234 32 7274.490234 33 9589.072266 34 8560.049805 35 5586.922363 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do ICMS,Prophet,1.123861312866211,"84 377453.00000 85 467375.37500 86 472177.78125 87 467375.37500 88 484756.06250 89 467375.37500 90 467375.37500 91 467375.37500 92 407413.93750 93 407413.93750 94 410778.50000 95 466646.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do IPVA,SARIMAX,1.6338255405426025,"84 113209.484375 85 34682.121094 86 95932.617188 87 114706.500000 88 114706.500000 89 28395.662109 90 28459.265625 91 22479.630859 92 22465.373047 93 21190.916016 94 22814.710938 95 113209.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,IPTU,AR,1.2915916442871094,"84 1.972887e+05 85 1.166925e+06 86 1.048739e+06 87 1.972887e+05 88 3.149172e+05 89 3.192262e+05 90 3.192262e+05 91 3.192262e+05 92 3.236492e+05 93 3.148936e+05 94 2.889734e+05 95 1.793645e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,ISS,HWES,0.9581742286682129,"84 149282.515625 85 160279.296875 86 149141.703125 87 153717.640625 88 158518.718750 89 150673.015625 90 152964.234375 91 151695.921875 92 150352.234375 93 149983.062500 94 150673.015625 95 149922.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,ITBI,SES,1.3525054454803467,"84 124444.179688 85 25005.898438 86 42344.003906 87 198517.140625 88 57621.347656 89 99750.507812 90 100475.750000 91 91689.210938 92 91689.210938 93 97429.617188 94 100475.750000 95 100475.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do ICMS,HWES,1.3406941890716553,"84 1.033071e+06 85 1.141929e+06 86 1.140760e+06 87 1.137637e+06 88 1.238477e+06 89 1.137637e+06 90 1.137637e+06 91 1.135363e+06 92 1.136309e+06 93 1.103287e+06 94 1.102782e+06 95 1.140760e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do IPVA,AR,1.0324652194976807,"83 288344.437500 84 159862.390625 85 149590.687500 86 337142.906250 87 208350.375000 88 60950.105469 89 107467.914062 90 111406.703125 91 111406.703125 92 75971.578125 93 75971.578125 94 308331.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,IPTU,AR,2.5552611351013184,"84 25232.384766 85 26022.005859 86 19126.150391 87 21199.998047 88 189441.031250 89 89008.921875 90 4553.619141 91 34748.640625 92 34102.597656 93 34237.832031 94 33033.730469 95 14313.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,ISS,MLP,1.3704173564910889,"84 42195.309639 85 41384.802945 86 42867.749637 87 43682.573308 88 44477.356222 89 46060.890685 90 47218.705282 91 48929.680616 92 50184.045376 93 50403.749888 94 52663.996501 95 53685.822063 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,ITBI,MLP,1.493612289428711,"84 31013.255966 85 32435.482709 86 35539.230932 87 35281.125237 88 37221.638320 89 37600.660847 90 36653.522287 91 43145.095516 92 40236.674079 93 47914.791100 94 43726.023334 95 42312.506876 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do ICMS,XGBoost,1.1119458675384521,"84 529178.8125 85 608042.4375 86 660200.6875 87 608042.4375 88 666592.6875 89 507397.8750 90 507397.8750 91 608042.4375 92 517730.5625 93 517730.5625 94 519418.1250 95 660200.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do IPVA,AR,1.1781806945800781,"84 324933.125000 85 68839.187500 86 120095.289062 87 324933.125000 88 172976.781250 89 37204.859375 90 37204.859375 91 34985.226562 92 29693.875000 93 30155.863281 94 19868.093750 95 326022.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,IPTU,HWES,1.2249960899353027,"72 8.425591e+04 73 1.922794e+05 74 3.327799e+05 75 2.041230e+06 76 3.307538e+05 77 3.326214e+05 78 3.174857e+05 79 3.174857e+05 80 2.023657e+05 81 8.226684e+04 82 1.902903e+05 83 1.902903e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,ISS,MLP,1.4891488552093506,"72 256766.031142 73 254783.869965 74 263535.271021 75 273514.170069 76 280829.746466 77 290637.157375 78 290244.129122 79 297574.487014 80 300494.624314 81 304483.297268 82 314712.620262 83 322126.351220 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,ITBI,Prophet,1.1053400039672852,"72 72133.101562 73 72133.101562 74 69932.445312 75 72114.085938 76 90279.859375 77 77413.257812 78 72512.234375 79 90279.859375 80 67913.804688 81 64838.937500 82 74518.632812 83 74364.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do ICMS,XGBoost,1.0067472457885742,"72 9.089389e+05 73 1.161257e+06 74 1.038919e+06 75 1.021654e+06 76 1.002364e+06 77 1.124607e+06 78 1.124607e+06 79 1.058304e+06 80 1.021654e+06 81 1.012103e+06 82 1.061855e+06 83 1.088087e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do IPVA,AR,1.0271267890930176,"72 1.134186e+06 73 1.289988e+05 74 1.779565e+05 75 1.779565e+05 76 1.779565e+05 77 1.235219e+05 78 9.281866e+04 79 9.281866e+04 80 5.499416e+04 81 4.478469e+04 82 4.478469e+04 83 1.134186e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,IPTU,SARIMAX,2.61230731010437,"72 83653.429688 73 860892.250000 74 860892.250000 75 81893.554688 76 80790.382812 77 81893.554688 78 90783.039062 79 80482.296875 80 83653.429688 81 80482.296875 82 83653.429688 83 90783.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,ISS,MLP,1.0312254428863525,"72 186886.017404 73 193890.987424 74 200384.365316 75 207857.457575 76 214917.303777 77 221094.199537 78 229660.222080 79 239203.466889 80 249012.338519 81 259845.334466 82 270545.612176 83 282846.959087 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,ITBI,SARIMAX,1.0796267986297607,"72 17054.699219 73 16939.767578 74 16939.767578 75 18079.052734 76 18061.750000 77 18214.972656 78 17369.472656 79 18111.091797 80 17369.472656 81 18214.972656 82 21308.771484 83 15770.657227 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do ICMS,XGBoost,1.0059866905212402,"72 621246.2500 73 748198.1250 74 791652.1875 75 748042.2500 76 795171.5625 77 748633.7500 78 748633.7500 79 748198.1250 80 748633.7500 81 748633.7500 82 744131.9375 83 749814.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do IPVA,XGBoost,1.0555737018585205,"65 340930.937500 66 219261.468750 67 218933.546875 68 218742.265625 69 218742.265625 70 146703.890625 71 193911.796875 72 193911.796875 73 149262.421875 74 149262.421875 75 172212.796875 76 340930.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,IPTU,AR,0.9971849918365479,"70 5601.668457 71 5808.901855 72 7010.949219 73 18918.382812 74 16298.631836 75 8003.725098 76 6011.682617 77 -149.023834 78 -52.716335 79 4358.423340 80 4358.423340 81 13997.701172 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,ISS,MLP,1.6434156894683838,"72 35108.746794 73 39747.466643 74 45098.222899 75 51429.482016 76 57511.971844 77 65220.528527 78 74993.585345 79 85969.267379 80 97430.966202 81 110918.482351 82 128220.823413 83 144228.584335 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,ITBI,SARIMAX,1.212202787399292,"66 8067.655762 67 20756.593750 68 20756.593750 69 14888.350586 70 5224.936035 71 20756.593750 72 9980.727539 73 37087.304688 74 9842.451172 75 37024.425781 76 8591.399414 77 8547.682617 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do ICMS,XGBoost,1.4659149646759033,"72 343094.21875 73 381688.21875 74 360521.46875 75 381688.21875 76 356954.65625 77 360521.46875 78 382219.71875 79 381688.21875 80 357486.15625 81 357486.15625 82 352923.90625 83 360521.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do IPVA,XGBoost,1.5872395038604736,"69 72644.578125 70 44524.378906 71 61578.628906 72 60946.929688 73 65014.171875 74 50933.371094 75 51728.683594 76 51728.683594 77 51899.800781 78 51838.437500 79 51899.800781 80 62709.183594 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,IPTU,XGBoost,1.2468023300170898,"72 351009.406250 73 377115.125000 74 112577.914062 75 79510.187500 76 103672.664062 77 82210.593750 78 77831.015625 79 100508.843750 80 74496.343750 81 91004.312500 82 74496.343750 83 74496.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,ISS,XGBoost,0.7794992923736572,"72 254068.875000 73 224232.328125 74 245434.062500 75 262524.281250 76 254068.875000 77 254068.875000 78 251717.453125 79 253990.218750 80 254068.875000 81 224232.328125 82 254068.875000 83 245434.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,ITBI,XGBoost,0.9726259708404541,"72 26128.314453 73 23188.087891 74 25776.968750 75 19189.621094 76 23203.187500 77 16791.126953 78 18387.751953 79 27003.546875 80 24384.824219 81 24363.894531 82 16791.126953 83 16791.126953 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do ICMS,XGBoost,1.1846494674682617,"72 8.333221e+05 73 9.435648e+05 74 1.019752e+06 75 9.209312e+05 76 1.019752e+06 77 9.339563e+05 78 9.339563e+05 79 9.432488e+05 80 9.339563e+05 81 9.435761e+05 82 8.378853e+05 83 9.646793e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do IPVA,XGBoost,1.2367587089538574,"72 369236.406250 73 194378.453125 74 190740.734375 75 369236.406250 76 369236.406250 77 158169.890625 78 158169.890625 79 106226.125000 80 88448.648438 81 86242.406250 82 87697.070312 83 369236.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,IPTU,AR,1.4131159782409668,"68 10524.614258 69 10593.074219 70 10524.614258 71 10524.614258 72 10535.026367 73 10525.013672 74 12482.373047 75 92088.398438 76 10525.013672 77 12482.373047 78 10535.026367 79 12482.373047 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,ISS,XGBoost,3.889254093170166,"68 13647.285156 69 13621.294922 70 10694.968750 71 10695.244141 72 10444.128906 73 11023.139648 74 10782.961914 75 10869.143555 76 14143.159180 77 16061.641602 78 6322.483887 79 16467.751953 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,ITBI,XGBoost,2.0010454654693604,"67 3994.773926 68 3488.330078 69 5500.183105 70 3946.955322 71 5347.318848 72 1495.147705 73 7023.941406 74 1640.987305 75 3282.058838 76 1017.638245 77 2643.702881 78 381.642487 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do ICMS,XGBoost,0.9922745227813721,"68 348437.71875 69 406153.78125 70 440929.87500 71 399807.93750 72 444963.96875 73 399807.93750 74 399807.93750 75 409509.43750 76 399807.93750 77 397733.56250 78 400975.68750 79 444285.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do IPVA,MLP,1.3866684436798096,"68 88134.265544 69 38923.137549 70 53889.897598 71 86357.719451 72 63940.707080 73 46871.593704 74 46531.675890 75 47232.062782 76 44009.411359 77 46621.392579 78 50634.315411 79 142965.606111 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,IPTU,HWES,0.8069150447845459,"47 10450.940430 48 2267.834229 49 2045.091431 50 38294.296875 51 11081.852539 52 11479.248047 53 11071.361328 54 11071.361328 55 13687.588867 56 11047.770508 57 11047.770508 58 10470.660156 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,ISS,MLP,0.8154077529907227,"52 7.184707e+04 53 9.054345e+04 54 1.185672e+05 55 1.552589e+05 56 2.043140e+05 57 2.540927e+05 58 3.332955e+05 59 4.350238e+05 60 5.715468e+05 61 7.465844e+05 62 9.624375e+05 63 1.262902e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,ITBI,XGBoost,1.257427453994751,"49 328730.93750 50 328730.93750 51 328736.87500 52 328730.93750 53 328730.93750 54 328730.93750 55 328730.93750 56 328730.93750 57 328886.21875 58 328730.93750 59 328730.93750 60 328730.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do ICMS,XGBoost,1.2293481826782227,"52 484385.43750 53 455705.81250 54 440652.34375 55 455705.81250 56 429692.50000 57 494345.87500 58 439890.84375 59 439890.84375 60 439890.84375 61 429630.34375 62 429630.34375 63 440652.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do IPVA,MLP,1.1643271446228027,"52 87150.708428 53 42992.082554 54 49778.075879 55 93769.763682 56 81326.620948 57 72198.000663 58 83827.870628 59 93565.354924 60 111394.220909 61 131756.228038 62 157757.771774 63 301712.092509 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,IPTU,HWES,2.7454850673675537,"60 17799.460938 61 20705.263672 62 36615.785156 63 41329.605469 64 36113.496094 65 36113.496094 66 10499.959961 67 12981.959961 68 11110.902344 69 2622.760254 70 7191.310547 71 1728.767090 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,ISS,XGBoost,1.2920141220092773,"60 19802.871094 61 19802.871094 62 19796.941406 63 19796.941406 64 19802.871094 65 20244.615234 66 21085.548828 67 21085.548828 68 20514.861328 69 22723.585938 70 22723.585938 71 20244.615234 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,ITBI,XGBoost,1.023688554763794,"60 28011.265625 61 50466.589844 62 40455.035156 63 28058.751953 64 34002.015625 65 33598.855469 66 29692.384766 67 29031.871094 68 34002.015625 69 28771.017578 70 45648.246094 71 34002.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do ICMS,SES,1.4534378051757812,"60 424456.96875 61 487298.53125 62 473835.56250 63 488981.81250 64 475060.81250 65 488981.81250 66 475108.25000 67 473425.03125 68 475108.25000 69 475217.46875 70 462138.09375 71 479354.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do IPVA,XGBoost,2.601454257965088,"60 173725.203125 61 72637.562500 62 72637.562500 63 172936.890625 64 72637.562500 65 70570.164062 66 55026.132812 67 46120.222656 68 41990.839844 69 40942.593750 70 40942.593750 71 173725.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,IPTU,XGBoost,2.2731196880340576,"60 18391.943359 61 12051.806641 62 10193.397461 63 11959.924805 64 15406.727539 65 21037.767578 66 21491.933594 67 22162.896484 68 22134.888672 69 22671.279297 70 21862.167969 71 23433.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,ISS,SES,1.377237319946289,"60 21290.376953 61 36887.164062 62 17612.457031 63 21364.802734 64 23004.853516 65 17673.558594 66 17880.787109 67 21411.505859 68 27608.789062 69 18952.525391 70 12776.317383 71 17241.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,ITBI,XGBoost,1.4359605312347412,"60 120499.726562 61 117913.835938 62 114996.546875 63 118701.195312 64 117933.750000 65 120354.921875 66 119738.078125 67 118683.632812 68 120354.921875 69 120354.921875 70 120354.921875 71 117913.835938 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do ICMS,SES,0.9143829345703125,"60 1189871.625 61 1380878.625 62 1380878.625 63 1373559.625 64 1384313.375 65 1115167.000 66 1187767.750 67 1373086.750 68 1187767.750 69 1187414.000 70 1117185.750 71 1384375.125 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do IPVA,XGBoost,0.935579776763916,"55 63794.300781 56 47472.996094 57 55311.371094 58 55311.371094 59 63822.058594 60 63822.058594 61 55235.140625 62 55232.839844 63 63822.058594 64 55232.839844 65 55291.988281 66 63714.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,IPTU,SES,0.88094162940979,"60 3772.465820 61 3772.465820 62 131546.937500 63 106797.242188 64 36831.484375 65 140289.796875 66 30671.408203 67 27836.871094 68 28082.601562 69 28082.601562 70 27880.578125 71 28147.130859 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,ISS,MLP,1.0664610862731934,"60 45906.686967 61 49979.157540 62 52328.944409 63 52191.655564 64 52965.874583 65 55993.193514 66 59367.497314 67 62288.694746 68 65483.603209 69 69731.632224 70 75226.970307 71 78261.523608 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,ITBI,XGBoost,1.245039463043213,"60 3908.782227 61 5430.109863 62 5808.920898 63 3908.782227 64 3835.650146 65 4722.456543 66 6432.496094 67 4476.025879 68 4075.906494 69 5496.977051 70 4741.042480 71 5180.594727 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do ICMS,XGBoost,1.0897290706634521,"60 9.660078e+05 61 1.016664e+06 62 1.017726e+06 63 9.345689e+05 64 1.017726e+06 65 1.048103e+06 66 1.014918e+06 67 1.016664e+06 68 1.019154e+06 69 1.019154e+06 70 1.019154e+06 71 1.017726e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do IPVA,HWES,1.0356402397155762,"60 237281.906250 61 117978.578125 62 234978.531250 63 237281.906250 64 117978.578125 65 117978.578125 66 117978.578125 67 117978.578125 68 117978.578125 69 117978.578125 70 117978.578125 71 237281.906250 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,IPTU,AR,2.638357639312744,"48 1222.925049 49 1163.190674 50 1016.659912 51 724.701111 52 2287.066406 53 915.062927 54 744.229858 55 961.382446 56 744.229858 57 562.676758 58 496.431763 59 883.740417 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,ISS,MLP,2.4262290000915527,"60 18449.791580 61 20669.135167 62 22142.670093 63 24090.291021 64 26881.999388 65 29885.575294 66 33621.678163 67 36176.314312 68 40981.517062 69 46686.057694 70 52605.770723 71 59508.312917 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,ITBI,XGBoost,1.765979290008545,"54 8208.772461 55 8205.854492 56 7929.846680 57 8007.072266 58 646.222229 59 806.122192 60 970.221130 61 5632.492188 62 5406.478027 63 4225.280273 64 4222.192871 65 5089.538574 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do ICMS,SES,0.9198262691497803,"60 430731.65625 61 448468.18750 62 448468.18750 63 435871.28125 64 439122.75000 65 429072.78125 66 429072.78125 67 448468.18750 68 416475.87500 69 418134.71875 70 418134.71875 71 436438.34375 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do IPVA,SES,1.0466241836547852,"57 106023.414062 58 106001.578125 59 106001.578125 60 106001.578125 61 106001.578125 62 106001.578125 63 106001.578125 64 106001.578125 65 106001.578125 66 106001.578125 67 106001.578125 68 106001.578125 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,IPTU,AR,0.9823002815246582,"60 137076.640625 61 230996.203125 62 26058.228516 63 20341.539062 64 16616.076172 65 27328.537109 66 20341.539062 67 20119.466797 68 16616.076172 69 16616.076172 70 16616.076172 71 16616.076172 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,ISS,AR,1.0038738250732422,"60 14991.076172 61 12858.750977 62 16183.839844 63 15228.864258 64 15166.532227 65 15549.746094 66 15166.532227 67 12986.036133 68 16261.440430 69 15127.857422 70 15127.857422 71 13381.657227 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,ITBI,XGBoost,0.9160563945770264,"49 3670.765137 50 5943.025879 51 6391.676270 52 9279.801758 53 3548.606934 54 1135.089966 55 4569.234375 56 4569.234375 57 4569.234375 58 4569.234375 59 9666.114258 60 20485.142578 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,Cota-Parte do ICMS,HWES,0.9342482089996338,"60 710756.1250 61 682182.3125 62 703761.5000 63 691398.5625 64 623208.6250 65 680219.0625 66 676945.1250 67 628104.3125 68 680219.0625 69 680219.0625 70 666063.0000 71 706310.3125 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,Cota-Parte do IPVA,XGBoost,2.468290328979492,"60 102847.726562 61 83076.796875 62 98507.750000 63 96042.171875 64 96066.820312 65 52478.230469 66 34621.632812 67 34621.632812 68 34621.632812 69 24371.140625 70 24371.140625 71 102847.726562 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,IPTU,SARIMAX,1.8231587409973145,"55 4183.394043 56 13219.641602 57 13219.641602 58 49552.953125 59 49516.074219 60 56644.707031 61 58496.953125 62 56800.644531 63 56644.707031 64 56644.707031 65 56644.707031 66 49521.089844 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,ISS,MLP,1.2740471363067627,"56 12309.519626 57 14045.790245 58 15923.473990 59 18572.908671 60 21480.638164 61 25469.491416 62 29910.616647 63 35995.141402 64 41803.882581 65 47398.978375 66 56335.039479 67 68903.473706 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,ITBI,SARIMAX,1.3340590000152588,"56 24642.402344 57 29855.007812 58 42990.589844 59 29855.007812 60 69955.968750 61 42990.589844 62 31355.617188 63 29855.007812 64 24642.402344 65 24642.402344 66 42990.589844 67 42990.589844 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do ICMS,SES,0.8304405212402344,"56 283890.93750 57 322493.56250 58 310969.34375 59 304086.00000 60 324817.21875 61 304086.00000 62 304086.00000 63 322493.56250 64 292607.81250 65 287029.00000 66 287029.00000 67 310969.34375 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do IPVA,MLP,1.2264902591705322,"56 51307.612302 57 30719.860048 58 42931.065339 59 50211.852847 60 49443.077843 61 40937.992701 62 33966.569165 63 36029.173180 64 35434.472892 65 38726.939432 66 41914.592864 67 83866.998211 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,IPTU,SES,0.9468691349029541,"42 72881.453125 43 124529.718750 44 86816.835938 45 4554.142090 46 72881.453125 47 74038.929688 48 4554.142090 49 4497.027344 50 8914.174805 51 69199.125000 52 121542.953125 53 125782.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,ISS,MLP,0.8495767116546631,"42 84849.639709 43 86754.431929 44 87928.984055 45 91243.532224 46 92906.106339 47 93574.804822 48 95668.050150 49 98223.509730 50 100551.477909 51 101121.706254 52 104118.457956 53 108109.000730 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,ITBI,HWES,1.1880788803100586,"36 75642.320312 37 77213.914062 38 77502.984375 39 77479.750000 40 77502.984375 41 77213.914062 42 77213.914062 43 77502.984375 44 75683.953125 45 76120.640625 46 77472.343750 47 76120.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do ICMS,XGBoost,0.9756805896759033,"42 862003.5625 43 944044.6250 44 944044.6250 45 862003.5625 46 945024.7500 47 945024.7500 48 944044.6250 49 944044.6250 50 862796.7500 51 862796.7500 52 862816.2500 53 944044.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do IPVA,Prophet,1.0074563026428223,"42 510633.875 43 510633.875 44 510633.875 45 510633.875 46 510633.875 47 510633.875 48 510633.875 49 510633.875 50 510633.875 51 510633.875 52 510633.875 53 510633.875 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,IPTU,HWES,1.1516883373260498,"50 4592.539551 51 4131.401855 52 20858.660156 53 7820.203613 54 7820.203613 55 22536.087891 56 12261.785156 57 12261.785156 58 12136.810547 59 12619.610352 60 12290.291992 61 14834.730469 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,ISS,MLP,1.6398582458496094,"50 17750.868863 51 19358.444454 52 22701.486575 53 24072.285602 54 28183.156539 55 31758.879321 56 34326.190043 57 39182.640092 58 44961.996232 59 49851.120691 60 57317.904079 61 66824.856241 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,ITBI,XGBoost,2.1357061862945557,"50 27236.685547 51 6636.657227 52 23256.361328 53 19814.697266 54 20605.138672 55 20605.138672 56 19814.697266 57 18848.716797 58 19814.697266 59 19431.814453 60 19164.781250 61 23280.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,Cota-Parte do ICMS,AR,0.8832807540893555,"50 305931.34375 51 280100.50000 52 352284.87500 53 392541.03125 54 392135.62500 55 286244.78125 56 392541.03125 57 392541.03125 58 285193.84375 59 286244.78125 60 284728.56250 61 392135.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,Cota-Parte do IPVA,XGBoost,0.8877761363983154,"49 91609.765625 50 43653.167969 51 91609.765625 52 110181.781250 53 91609.765625 54 58483.722656 55 58483.722656 56 64184.335938 57 64184.335938 58 37348.906250 59 37348.906250 60 110181.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,IPTU,SARIMAX,0.22312164306640625,"16 1815.870117 17 1815.870117 18 1743.911133 19 1743.911133 20 1743.911133 21 1743.911133 22 1743.911133 23 1743.911133 24 1743.911133 25 1743.911133 26 1743.911133 27 1743.911133 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,ISS,SES,0.2636549472808838,"16 12281.532227 17 12281.532227 18 12281.532227 19 12281.532227 20 12281.532227 21 12281.532227 22 12281.532227 23 12281.532227 24 12281.532227 25 12281.532227 26 12281.532227 27 12281.532227 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,ITBI,SES,0.25023508071899414,"16 12108.862305 17 12108.862305 18 12108.862305 19 12108.862305 20 323747.093750 21 323747.093750 22 323747.093750 23 323747.093750 24 323747.093750 25 323747.093750 26 323747.093750 27 323747.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,Cota-Parte do ICMS,Prophet,0.270444393157959,"16 618821.375 17 618821.375 18 618821.375 19 618821.375 20 618821.375 21 618821.375 22 618821.375 23 618821.375 24 618821.375 25 618821.375 26 618821.375 27 618821.375 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,Cota-Parte do IPVA,SES,0.3036022186279297,"16 55248.160156 17 55248.160156 18 55248.160156 19 55248.160156 20 55248.160156 21 55248.160156 22 55248.160156 23 55248.160156 24 55248.160156 25 55248.160156 26 55248.160156 27 55248.160156 Name: Valor, dtype: float64"