Instituição,Conta,Modelo,Time (s),Forecasts Prefeitura Municipal de Santo Ângelo - RS,IPTU,MLP,2.206348419189453,"97 1749434.55 98 6653922.67 99 879120.53 100 957949.08 101 884349.55 102 872487.88 103 858306.65 104 829913.45 105 855881.18 106 937874.34 107 2274669.77 108 1132468.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,ISS,Prophet,1.2491238117218018,"97 4852872.500 98 1692834.860 99 1799053.020 100 1770273.310 101 2125568.010 102 1936105.990 103 2029410.800 104 1904996.660 105 2161656.500 106 1871573.150 107 2028595.580 108 2028595.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,ITBI,XGBoost,5.172941207885742,"97 335802.20000 98 450620.09000 99 268301.65000 100 375250.29000 101 577572.59000 102 345651.95000 103 358224.78000 104 493149.17000 105 448395.87000 106 486599.64000 107 369654.35000 108 353713.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,IRRF,SARIMAX,3.753384828567505,"91 9.819257e+05 92 9.802244e+05 93 9.633384e+05 94 9.335375e+05 95 1.663181e+06 96 1.071778e+06 97 1.175564e+06 98 1.226052e+06 99 1.203959e+06 100 1.197968e+06 101 1.215955e+06 102 1.209402e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do FPM,SARIMAX,2.711469888687134,"91 4.696402e+06 92 3.973473e+06 93 4.410597e+06 94 5.365834e+06 95 5.524232e+06 96 5.554728e+06 97 7.162142e+06 98 4.928629e+06 99 5.489534e+06 100 6.049989e+06 101 5.667548e+06 102 5.050016e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do ICMS,HWES,6.391889572143555,"97 3667383.78 98 3888620.05 99 4830929.58 100 5546918.91 101 4401005.75 102 4725113.67 103 5033595.95 104 4993323.59 105 5925941.99 106 4484833.24 107 6098946.65 108 5819760.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do IPVA,SARIMAX,6.116974592208862,"91 5.536048e+05 92 4.191749e+05 93 1.234773e+06 94 3.707293e+05 95 2.865716e+06 96 2.997021e+06 97 1.214153e+06 98 1.435344e+06 99 2.823055e+06 100 1.732000e+06 101 9.571472e+05 102 7.906168e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do ITR,MLP,2.2736003398895264,"96 5200.300000 97 518.830000 98 4019.530000 99 4235.820000 100 1577.560000 101 4038.220000 102 695.560000 103 87994.430000 104 477051.660000 105 7109.100000 106 3619.780000 107 2062.764404 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,IPTU,HWES,1.8543846607208252,"97 2221820.53 98 2869715.47 99 24432750.93 100 3946822.87 101 3608617.66 102 3392257.65 103 3447806.60 104 2673443.99 105 2522634.29 106 2556050.28 107 13999369.29 108 13912109.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,ISS,MLP,3.146003007888794,"97 4453311.07 98 4805164.13 99 5710531.36 100 5680283.25 101 6567513.65 102 9539239.10 103 5522370.56 104 5387871.18 105 6255630.64 106 5404749.53 107 5644655.71 108 5644656.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,ITBI,HWES,1.8981871604919434,"97 1377559.830 98 2089177.730 99 1632873.300 100 1344718.260 101 1314793.790 102 1429135.630 103 1922707.080 104 1337597.260 105 1700807.310 106 1897447.160 107 2105841.610 108 1914085.375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,IRRF,MLP,1.2048652172088623,"97 1506201.69 98 1623553.82 99 1975547.97 100 2045265.14 101 2027069.68 102 1945359.84 103 2045605.72 104 2062596.07 105 2027779.75 106 2039050.51 107 3774271.13 108 2006849.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do FPM,HWES,1.0516583919525146,"97 9402459.11 98 5751915.56 99 6576234.51 100 7310540.40 101 6827989.92 102 8513647.14 103 5824575.51 104 5937564.56 105 5514587.66 106 7154981.47 107 11362612.63 108 7408764.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do ICMS,AR,0.8747267723083496,"97 8619488.66 98 9139462.46 99 11354181.93 100 13036978.77 101 10343727.66 102 11105481.76 103 11830510.71 104 11735858.22 105 13927800.50 106 10540748.27 107 14334415.03 108 12859862.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.7198619842529297,"91 8.462757e+05 92 7.678005e+05 93 7.252475e+05 94 6.638065e+05 95 9.119906e+06 96 7.226707e+06 97 2.529269e+06 98 2.973833e+06 99 5.500904e+06 100 3.784289e+06 101 1.851749e+06 102 1.459726e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do ITR,MLP,1.3386294841766357,"25 1008.190000 26 2535.870000 27 1299.390000 28 1218.580000 29 14847.320000 30 2542.150000 31 25778.530000 32 122722.570000 33 175038.850000 34 10896.370000 35 6463.150000 36 5944.635742 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,IPTU,MLP,1.572619915008545,"81 15874.810000 82 37604.410000 83 73214.040000 84 146957.300000 85 8069.150000 86 21637.390000 87 8166.120000 88 6898.020000 89 6307.460000 90 1653.570000 91 7106.500000 92 7198.841797 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,ISS,SARIMAX,1.9610745906829834,"78 32257.519423 79 36099.372428 80 32412.480588 81 32306.185891 82 33335.127873 83 30949.540255 84 40145.057190 85 42864.130757 86 39649.158828 87 43345.738986 88 39516.477629 89 38039.002432 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Colorado - RS,ITBI,AR,2.7235069274902344,"81 9296.15 82 35359.78 83 9552.29 84 19625.23 85 31504.71 86 36158.46 87 33941.60 88 61679.52 89 28894.56 90 20898.28 91 37814.67 92 32189.00 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,IRRF,Prophet,0.860285758972168,"81 87857.82 82 90417.69 83 85870.48 84 78959.91 85 81008.14 86 80012.34 87 75212.94 88 77950.05 89 82601.34 90 81645.50 91 159265.77 92 159265.75 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do FPM,MLP,1.1120362281799316,"81 1567076.53 82 958652.59 83 1096039.07 84 1218423.40 85 1137998.32 86 1418941.18 87 970762.57 88 989594.09 89 919097.95 90 1192496.91 91 1893768.77 92 1201327.25 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do ICMS,MLP,0.8983423709869385,"81 611071.210 82 647934.310 83 804944.940 84 924245.360 85 733309.650 86 787313.550 87 838713.850 88 832003.540 89 987399.420 90 747277.260 91 1016225.990 92 1016477.625 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do ITR,XGBoost,1.581707239151001,"56 227.580000 57 56.530000 58 551.300000 59 4726.580000 60 620.200000 61 19704.140000 62 97946.940000 63 1015.890000 64 27257.870000 65 97287.500000 66 856.590000 67 949.666199 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,IPTU,XGBoost,3.315760850906372,"85 880.580000 86 3408.910000 87 502.170000 88 7301.710000 89 90152.790000 90 82786.150000 91 92456.780000 92 23629.530000 93 12724.870000 94 14590.410000 95 5811.620000 96 4469.123535 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,ITBI,MLP,2.381709575653076,"91 16317.37000 92 10400.00000 93 8200.00000 94 3600.00000 95 1000.00000 96 55420.00000 97 46504.00000 98 14500.00000 99 27120.00000 100 23600.00000 101 21720.00000 102 20116.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,IRRF,HWES,1.819096565246582,"97 39100.150000 98 60473.880000 99 45181.830000 100 48045.410000 101 43760.640000 102 42603.130000 103 39591.230000 104 40092.290000 105 49586.510000 106 13153.050000 107 78394.190000 108 64071.042969 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do FPM,HWES,0.8972795009613037,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1233265.875 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do ICMS,AR,0.9464468955993652,"97 513709.7200 98 544699.4500 99 676693.6900 100 776986.0700 101 616472.0100 102 661871.5100 103 667606.2600 104 736917.0300 105 830077.8400 106 628214.1500 107 854311.4900 108 885085.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do ITR,XGBoost,2.6644139289855957,"80 15.070000 81 79.390000 82 25.100000 83 15.750000 84 228.860000 85 235.620000 86 67.060000 87 2887.960000 88 12648.350000 89 58.760000 90 160.590000 91 658.451355 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,IPTU,SARIMAX,2.039992332458496,"85 5894.399880 86 5503.543157 87 6767.958120 88 9688.220178 89 5521.744644 90 4109.695209 91 23694.500525 92 128144.179442 93 13556.403234 94 9488.698775 95 9221.284641 96 8409.708317 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,ISS,XGBoost,1.9602930545806885,"97 10001.070000 98 10216.370000 99 8761.300000 100 4742.550000 101 9398.180000 102 5047.490000 103 5101.410000 104 5959.070000 105 18790.850000 106 9251.690000 107 13661.600000 108 12778.483398 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,IRRF,XGBoost,1.2024424076080322,"97 64054.23000 98 71401.72000 99 62832.63000 100 88055.69000 101 87479.21000 102 68754.79000 103 67660.83000 104 64049.99000 105 78751.89000 106 72676.59000 107 117115.86000 108 81968.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do FPM,HWES,2.4816946983337402,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1299068.375 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do ICMS,HWES,2.1323812007904053,"97 47722.10000 98 258464.67000 99 321097.09000 100 368686.71000 101 292521.37000 102 314063.85000 103 530605.36000 104 331890.94000 105 393879.21000 106 298094.14000 107 405378.31000 108 405971.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.2196645736694336,"90 14822.956695 91 8710.096197 92 12512.788880 93 10962.490198 94 95852.529663 95 105173.481115 96 48435.678439 97 75484.004559 98 127537.022287 99 85758.314630 100 25771.148970 101 24927.686364 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do ITR,XGBoost,1.325718879699707,"77 738.830000 78 82.920000 79 107.610000 80 471.080000 81 34.320000 82 8.240000 83 20.320000 84 1831.320000 85 2395.250000 86 378.560000 87 1118.930000 88 896.853638 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Transferencias LC 61_1989,Prophet,1.075507640838623,"85 198102.060000 86 2599.770000 87 3075.670000 88 2838.460000 89 3217.180000 90 3318.430000 91 -193269.450000 92 2946.840000 93 6411.410000 94 2607.210000 95 3435.290000 96 3515.178467 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,IPTU,MLP,1.8259267807006836,"97 1.059081e+06 98 4.363103e+06 99 3.182798e+05 100 5.678608e+05 101 2.877425e+05 102 5.757758e+05 103 2.935636e+05 104 5.774876e+05 105 2.738609e+05 106 4.188239e+05 107 2.747946e+05 108 2.730087e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,ISS,XGBoost,1.059377670288086,"97 657293.83 98 608644.31 99 609565.87 100 630828.94 101 708110.34 102 622437.88 103 726216.68 104 650769.36 105 576751.90 106 587561.04 107 641375.46 108 641375.50 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,ITBI,SES,1.1823768615722656,"97 152376.2100 98 193647.5600 99 123707.1900 100 212064.5500 101 151928.3900 102 212540.5200 103 278295.6900 104 169324.1300 105 448070.3100 106 233354.6000 107 140720.6000 108 140710.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,IRRF,XGBoost,2.3644323348999023,"97 435211.59 98 525235.60 99 550827.15 100 488570.38 101 511657.85 102 516365.67 103 490707.13 104 528696.36 105 520950.45 106 533872.45 107 951169.30 108 951169.25 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do FPM,AR,2.793461322784424,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 3783843.17 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3525723.75 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do ICMS,HWES,0.8293130397796631,"97 2587570.02 98 2743666.14 99 3408524.80 100 3913700.30 101 3105186.46 102 3333864.99 103 3551518.65 104 3523103.99 105 3432908.32 106 3912548.66 107 4303190.62 108 4044439.00 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do IPVA,SARIMAX,1.5483782291412354,"91 1.730049e+05 92 1.356728e+05 93 1.423107e+05 94 1.252679e+05 95 2.114880e+06 96 1.517716e+06 97 5.395356e+05 98 6.962376e+05 99 1.126448e+06 100 7.176430e+05 101 4.175336e+05 102 3.035497e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do ITR,XGBoost,1.843496322631836,"96 204.250000 97 892.460000 98 126.600000 99 147.510000 100 72.360000 101 134.220000 102 771.480000 103 7976.100000 104 8551.880000 105 267.950000 106 262.490000 107 233.291519 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Transferencias LC 61_1989,HWES,0.8697466850280762,"97 21914.440000 98 27597.330000 99 32649.190000 100 30130.990000 101 34151.290000 102 35226.010000 103 29385.410000 104 31281.510000 105 45161.560000 106 34373.470000 107 36466.680000 108 37452.996094 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,IPTU,HWES,1.8372268676757812,"93 20231.070000 94 51797.240000 95 17250.830000 96 4183.900000 97 7497.610000 98 2460.110000 99 5951.130000 100 382.890000 101 1457.150000 102 3434.460000 103 5136.640000 104 7251.829102 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,ISS,XGBoost,1.0227882862091064,"97 77843.440000 98 75686.560000 99 84425.990000 100 79843.580000 101 83642.270000 102 80114.390000 103 88189.960000 104 104166.030000 105 81393.160000 106 90694.340000 107 98002.380000 108 93159.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,ITBI,XGBoost,1.207937479019165,"77 16020.000000 78 1260.000000 79 2180.000000 80 3153.740000 81 15028.950000 82 11325.960000 83 5641.920000 84 8820.000000 85 5400.000000 86 1320.000000 87 1560.000000 88 9365.463867 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,IRRF,MLP,3.3270602226257324,"97 23281.430000 98 24661.980000 99 36457.100000 100 31695.320000 101 25492.690000 102 34816.740000 103 30885.040000 104 29132.250000 105 28178.700000 106 35791.350000 107 47590.230000 108 47590.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do FPM,HWES,1.7344372272491455,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1234722.75 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do ICMS,HWES,0.9777102470397949,"97 233889.5900 98 247999.0700 99 308095.4300 100 353758.0700 101 281598.4400 102 319843.4800 103 335084.1800 104 332778.3600 105 326687.4600 106 300898.8800 107 509760.2900 108 414547.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do IPVA,MLP,1.5313732624053955,"92 19578.2600 93 32865.4700 94 45862.7400 95 40595.8800 96 7169.4800 97 1112.4400 98 3295.6000 99 1292.4000 100 67631.0500 101 2466.1100 102 73452.8000 103 73452.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do ITR,XGBoost,1.3586180210113525,"63 777.980000 64 28.910000 65 27.120000 66 19.090000 67 101.000000 68 0.110000 69 7.240000 70 537.710000 71 4315.560000 72 187.870000 73 40.960000 74 40.944206 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Transferencias LC 61_1989,SES,1.3411965370178223,"97 1980.820000 98 2494.490000 99 2951.140000 100 2723.520000 101 3086.920000 102 3184.070000 103 2656.130000 104 2827.510000 105 4687.470000 106 2501.640000 107 3296.210000 108 3769.659668 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,IPTU,AR,1.7694969177246094,"95 328.630000 96 54602.070000 97 131093.920000 98 19706.800000 99 13354.090000 100 14354.050000 101 31300.790000 102 12655.680000 103 3741.670000 104 1698.450000 105 35210.040000 106 29974.400391 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,ISS,HWES,2.094038248062134,"97 22131.090000 98 22491.750000 99 27420.850000 100 23682.280000 101 17177.530000 102 19202.330000 103 14224.750000 104 20412.800000 105 9929.440000 106 19238.360000 107 33813.040000 108 29915.996094 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,ITBI,SES,3.151742935180664,"96 1440.000000 97 5563.000000 98 5600.000000 99 15872.000000 100 7720.000000 101 4340.000000 102 14660.000000 103 7200.000000 104 13000.000000 105 4600.000000 106 23634.750000 107 19557.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,IRRF,HWES,1.932011604309082,"97 28512.650000 98 48478.700000 99 44232.560000 100 49142.730000 101 42880.370000 102 36971.410000 103 33868.220000 104 34617.340000 105 38993.890000 106 39036.120000 107 98491.040000 108 98490.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do FPM,HWES,1.110403060913086,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420862.760 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1214550.375 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do ICMS,HWES,0.9634890556335449,"97 241505.11 98 256074.01 99 318127.12 100 365276.56 101 289815.71 102 311158.91 103 331473.13 104 328821.09 105 406106.32 106 309741.94 107 391508.74 108 383609.50 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do IPVA,SES,1.4908411502838135,"94 14724.900000 95 27305.860000 96 49257.650000 97 23667.240000 98 7251.600000 99 4481.530000 100 4687.410000 101 697.110000 102 1173.730000 103 4311.060000 104 96927.800000 105 96927.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do ITR,XGBoost,1.021946668624878,"61 329.430000 62 347.260000 63 60.630000 64 63.440000 65 7.690000 66 6.520000 67 437.380000 68 1553.160000 69 3638.400000 70 716.560000 71 515.830000 72 515.816711 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Transferencias LC 61_1989,SES,1.4933829307556152,"72 2066.020000 73 2601.780000 74 3078.050000 75 2840.650000 76 3219.650000 77 3320.960000 78 2770.320000 79 2949.090000 80 4889.040000 81 2609.190000 82 3437.920000 83 3206.169189 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,IPTU,SARIMAX,1.656921148300171,"83 92550.144635 84 20956.908329 85 24262.107337 86 6620.124517 87 12915.332655 88 6916.733992 89 5808.181548 90 73629.393076 91 641463.095534 92 53894.586648 93 50295.720724 94 50550.931732 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ipê - RS,ISS,XGBoost,0.9881103038787842,"93 65795.32000 94 84979.45000 95 119152.19000 96 114597.79000 97 138840.28000 98 91807.10000 99 134851.67000 100 137264.04000 101 160700.09000 102 164705.49000 103 173696.89000 104 165977.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,ITBI,Prophet,1.8689918518066406,"93 54050.980000 94 30196.060000 95 29273.390000 96 48809.970000 97 27565.560000 98 86651.990000 99 35091.990000 100 77043.810000 101 47116.710000 102 26466.630000 103 37094.960000 104 35250.449219 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,IRRF,XGBoost,1.5704214572906494,"93 90892.30000 94 78244.00000 95 75213.95000 96 70518.39000 97 80473.22000 98 67806.94000 99 76455.06000 100 73233.37000 101 64569.70000 102 67948.87000 103 157734.54000 104 56117.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do FPM,HWES,1.8818964958190918,"93 1567076.53 94 958652.59 95 1096039.07 96 1255623.40 97 1100798.32 98 1420958.83 99 970762.57 100 989594.09 101 919097.95 102 1192496.91 103 1893768.77 104 1342302.50 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do ICMS,SES,1.1052327156066895,"93 691030.80 94 732717.50 95 910273.21 96 1045184.27 97 829264.34 98 928594.07 99 987380.26 100 980518.50 101 1161954.14 102 886227.21 103 1483490.45 104 1420817.00 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do IPVA,SARIMAX,1.6253697872161865,"88 9318.255206 89 10717.825498 90 16901.272808 91 337954.894178 92 263450.209626 93 67367.909979 94 103788.831533 95 236906.408209 96 95458.426437 97 45016.154250 98 29267.728339 99 11713.587401 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do ITR,XGBoost,2.051161766052246,"89 170.940000 90 405.120000 91 49.780000 92 187.030000 93 331.110000 94 493.810000 95 1754.410000 96 26796.180000 97 132559.990000 98 6770.700000 99 2945.440000 100 -425.329224 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Transferencias LC 61_1989,XGBoost,1.121793508529663,"93 5852.410000 94 7370.080000 95 8719.220000 96 8046.710000 97 9120.360000 98 9407.380000 99 7847.580000 100 8353.960000 101 13849.300000 102 7391.140000 103 9738.690000 104 9601.705078 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,IPTU,XGBoost,1.8435027599334717,"97 179259.58000 98 53270.54000 99 21302.32000 100 28705.86000 101 25212.63000 102 20411.08000 103 20183.92000 104 18114.71000 105 10731.63000 106 11863.22000 107 31900.74000 108 44126.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,IRRF,Prophet,1.0466065406799316,"97 140992.38 98 71722.58 99 70487.46 100 64200.17 101 62928.28 102 65474.75 103 63477.98 104 69983.16 105 67242.01 106 62869.71 107 128004.71 108 79162.50 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do FPM,MLP,1.3214664459228516,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1893754.875 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do ICMS,HWES,0.8992705345153809,"97 379535.42 98 403607.86 99 502231.16 100 576179.67 101 456550.23 102 519863.09 103 553354.21 104 544924.06 105 645736.01 106 492590.43 107 794651.13 108 776984.00 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do IPVA,SARIMAX,1.799910068511963,"91 13600.222936 92 11373.816086 93 12662.812381 94 10001.001737 95 166907.857380 96 150379.420126 97 35802.658707 98 76531.830550 99 105131.183064 100 62095.647980 101 26642.389987 102 28102.541619 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do ITR,MLP,2.9304678440093994,"88 109.560000 89 340.130000 90 33.120000 91 146.690000 92 272.190000 93 40.270000 94 109.070000 95 7783.210000 96 27142.430000 97 490.860000 98 337.080000 99 458.659851 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,IPTU,XGBoost,2.5598061084747314,"97 8383380.76 98 9629923.93 99 8133606.27 100 10081265.03 101 8565581.12 102 8701259.88 103 8859696.34 104 8413633.22 105 7803005.08 106 16043296.76 107 53541081.70 108 15243699.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,ISS,MLP,0.8994646072387695,"97 8471717.89 98 8152081.94 99 8712796.22 100 8692325.15 101 9430080.58 102 8741796.92 103 9083284.25 104 9258673.95 105 9375961.00 106 9946795.55 107 10487569.39 108 10487568.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,ITBI,XGBoost,1.6323401927947998,"97 1774404.46 98 2650686.52 99 2071758.95 100 2206733.95 101 2612490.18 102 2872913.74 103 2621053.27 104 2621129.42 105 2686259.67 106 2388990.71 107 2639759.24 108 2051795.25 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,IRRF,MLP,1.5852289199829102,"97 3695080.24 98 3932925.19 99 3915761.45 100 3936750.27 101 3998124.02 102 4396573.20 103 4181233.07 104 4446451.57 105 4674899.84 106 4757676.28 107 9075117.54 108 4834018.50 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do FPM,HWES,1.1083545684814453,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 9705947.59 102 12252696.06 103 8436262.36 104 8599914.69 105 7987278.77 106 10363210.27 107 16457505.11 108 12609580.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do ICMS,AR,1.1400971412658691,"97 7994959.36 98 8477258.19 99 10531509.06 100 12092378.05 101 9594267.77 102 10300828.59 103 10973325.24 104 10885530.82 105 12918654.87 106 9777013.15 107 13295807.92 108 10598533.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do IPVA,AR,1.3918745517730713,"97 4658820.45 98 6055073.94 99 9214157.35 100 9254099.09 101 4393352.09 102 3254076.57 103 2185374.93 104 1599611.29 105 1284011.10 106 866982.74 107 11715320.04 108 11715319.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do ITR,AR,3.261667251586914,"73 8270.080000 74 15613.560000 75 14900.180000 76 24742.560000 77 176806.940000 78 24648.150000 79 30265.890000 80 87448.900000 81 836428.400000 82 71628.710000 83 53339.110000 84 51136.457031 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,IPTU,MLP,2.0253469944000244,"89 15689.940000 90 232416.900000 91 951846.950000 92 33785.160000 93 132190.600000 94 121121.640000 95 68524.290000 96 56839.780000 97 43926.110000 98 19285.840000 99 18398.250000 100 15199.533203 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,ISS,MLP,0.9862837791442871,"93 203587.78000 94 328015.79000 95 249497.56000 96 415182.86000 97 237169.98000 98 299077.02000 99 378311.69000 100 231423.68000 101 487598.67000 102 263110.38000 103 354673.53000 104 301768.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,ITBI,HWES,1.1411552429199219,"93 88750.000000 94 202010.400000 95 96859.820000 96 73866.620000 97 71892.620000 98 153577.200000 99 76328.870000 100 141128.450000 101 715644.880000 102 95580.000000 103 58560.200000 104 156468.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,IRRF,XGBoost,1.014258861541748,"93 172092.060000 94 183331.270000 95 174131.250000 96 143485.340000 97 162479.220000 98 155601.970000 99 133331.310000 100 159707.070000 101 164413.300000 102 176355.510000 103 328266.100000 104 177160.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do FPM,MLP,0.9882819652557373,"93 2089435.34 94 1278203.46 95 1461385.45 96 1624564.53 97 1517331.10 98 1653520.02 99 1294350.11 100 1319458.79 101 1225463.93 102 1589995.88 103 2525025.03 104 2169354.00 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do ICMS,SES,1.1216583251953125,"93 1222666.000 94 1296423.770 95 1610579.550 96 1849282.640 97 1467247.610 98 1589768.140 99 1678146.330 100 1664719.960 101 1975644.820 102 1495194.770 103 2033322.710 104 1981417.125 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do IPVA,MLP,1.4616034030914307,"93 217409.45 94 323789.12 95 466423.37 96 321724.51 97 108132.12 98 89863.03 99 43996.25 100 50571.25 101 33455.29 102 14763.12 103 1141060.31 104 1065374.00 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do ITR,XGBoost,3.191253900527954,"92 77.79000 93 3184.75000 94 1962.52000 95 2079.80000 96 322.03000 97 2188.26000 98 4238.55000 99 13347.97000 100 17668.43000 101 1183.54000 102 553.19000 103 682.59906 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Transferencias LC 61_1989,XGBoost,1.6018168926239014,"93 10354.900000 94 13040.150000 95 15427.220000 96 14237.330000 97 16136.980000 98 16644.820000 99 13885.030000 100 14780.980000 101 24504.090000 102 13077.410000 103 17231.060000 104 15362.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,IPTU,XGBoost,1.3341262340545654,"85 1864.970000 86 161709.740000 87 367788.340000 88 60819.930000 89 44003.000000 90 30639.960000 91 30022.230000 92 8453.530000 93 4478.370000 94 5267.780000 95 11300.940000 96 10623.836914 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,ISS,XGBoost,1.0048704147338867,"97 118628.940000 98 129503.760000 99 131791.480000 100 137893.820000 101 132150.520000 102 167140.050000 103 115332.800000 104 144634.910000 105 139835.140000 106 196895.500000 107 148483.340000 108 148511.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,ITBI,MLP,1.0130455493927002,"97 28169.400000 98 85440.000000 99 62986.680000 100 34297.820000 101 44941.590000 102 77508.130000 103 89962.360000 104 17867.420000 105 92224.280000 106 44547.610000 107 14323.210000 108 12520.266602 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,IRRF,XGBoost,0.7566351890563965,"97 111828.770000 98 114607.130000 99 108978.370000 100 103674.440000 101 108452.190000 102 106933.450000 103 105627.180000 104 104748.440000 105 107353.360000 106 109699.190000 107 190796.810000 108 96837.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do FPM,HWES,1.1969149112701416,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1240995.75 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do ICMS,HWES,1.114098072052002,"97 676944.52 98 717781.44 99 891717.79 100 1023878.77 101 812360.23 102 911280.09 103 890032.61 104 921693.30 105 1093840.79 106 827833.52 107 1125774.85 108 944424.25 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do ITR,XGBoost,3.0246384143829346,"93 102.3300 94 476.1400 95 14953.5200 96 484.5700 97 147.6400 98 285.3400 99 1550.0700 100 80567.3300 101 97531.2000 102 8673.3900 103 6746.9600 104 7876.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Transferencias LC 61_1989,HWES,2.688504457473755,"97 5733.110000 98 7219.840000 99 8541.490000 100 7882.680000 101 8934.450000 102 9215.620000 103 7687.640000 104 8183.670000 105 13567.000000 106 7240.470000 107 9540.180000 108 8815.666992 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,IPTU,AR,1.816540002822876,"96 43841.440000 97 155918.210000 98 7293.280000 99 2379.810000 100 3387.820000 101 2458.430000 102 1033.320000 103 1695.310000 104 2618.380000 105 2971.380000 106 2415.380000 107 41300.011719 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,ISS,XGBoost,2.12898588180542,"97 23389.540000 98 34043.640000 99 25409.350000 100 30147.360000 101 45829.300000 102 17460.070000 103 32208.800000 104 39662.260000 105 37170.090000 106 32001.780000 107 34925.650000 108 42625.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,ITBI,XGBoost,1.1445627212524414,"95 5713.050000 96 4473.410000 97 16328.250000 98 23952.230000 99 7664.700000 100 14162.210000 101 15842.860000 102 31196.960000 103 8812.190000 104 6600.000000 105 2200.000000 106 2306.513184 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,IRRF,XGBoost,1.3771145343780518,"97 39512.580000 98 46436.170000 99 45717.630000 100 42429.770000 101 48771.860000 102 46169.510000 103 44658.840000 104 52399.790000 105 42882.980000 106 46870.880000 107 80552.360000 108 80552.367188 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do FPM,MLP,1.3049418926239014,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.93 106 1192496.91 107 1893768.77 108 1559013.50 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do ICMS,HWES,1.1460964679718018,"97 542356.960 98 575074.840 99 714429.800 100 820315.030 101 650849.820 102 698781.050 103 744401.440 104 738445.700 105 876367.460 106 663246.770 107 901952.550 108 901952.625 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do IPVA,AR,3.141932964324951,"97 34302.43000 98 83432.21000 99 94792.30000 100 52084.96000 101 21058.18000 102 21199.83000 103 24139.10000 104 8515.32000 105 6722.35000 106 6726.09000 107 144726.69000 108 144726.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,IPTU,XGBoost,1.9388267993927002,"90 1138.52000 91 12382.40000 92 7763.28000 93 282567.06000 94 112896.22000 95 28174.29000 96 19640.08000 97 2040.11000 98 2392.32000 99 6729.44000 100 4445.41000 101 4417.79541 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,ISS,XGBoost,1.660048246383667,"97 22354.120000 98 27985.120000 99 38616.610000 100 20531.860000 101 24042.770000 102 30910.200000 103 23063.110000 104 31875.370000 105 25780.310000 106 26888.160000 107 29212.700000 108 26243.222656 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,ITBI,XGBoost,2.77317476272583,"97 20989.860000 98 5529.750000 99 15342.640000 100 20136.700000 101 25665.160000 102 27618.270000 103 39538.730000 104 17467.150000 105 20520.920000 106 57846.110000 107 29995.260000 108 29976.568359 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,IRRF,XGBoost,3.7336339950561523,"97 67222.88000 98 83347.17000 99 86611.02000 100 77873.43000 101 71813.00000 102 77598.00000 103 73075.94000 104 80911.55000 105 80542.47000 106 72176.74000 107 181533.93000 108 79527.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do FPM,MLP,1.8365116119384766,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1616353.375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do ICMS,HWES,0.9747798442840576,"97 712006.660 98 754958.710 99 937904.020 100 1076910.260 101 854436.180 102 917360.330 103 977250.810 104 969432.120 105 944613.500 106 1076593.350 107 1184084.030 108 1173596.375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do IPVA,SARIMAX,1.6120669841766357,"91 12387.825687 92 13686.906861 93 11337.228716 94 10095.260886 95 159711.720351 96 184543.050047 97 42697.385551 98 53644.886126 99 98319.633627 100 46888.375129 101 22177.566795 102 18977.957827 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do ITR,XGBoost,1.359895944595337,"93 98.820000 94 47.760000 95 102.490000 96 43.480000 97 35.240000 98 101.160000 99 385.820000 100 5015.300000 101 4147.130000 102 149.430000 103 102.350000 104 112.041756 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,IPTU,SARIMAX,1.5546891689300537,"85 3034.798737 86 1332.644073 87 5424.565329 88 1674.985930 89 315.521167 90 6876.873643 91 47518.378625 92 18618.795879 93 4480.015729 94 2616.939897 95 1765.806057 96 780.760740 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,ISS,XGBoost,1.3924221992492676,"97 27035.180000 98 24763.030000 99 19869.730000 100 16574.230000 101 25030.980000 102 18020.740000 103 14215.030000 104 15359.450000 105 16353.850000 106 13673.960000 107 18012.990000 108 18031.896484 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,ITBI,HWES,1.4247453212738037,"78 0.370000 79 2620.240000 80 7240.000000 81 1200.000000 82 2660.000000 83 15918.000000 84 5795.380000 85 3185.000000 86 1700.000000 87 1995.880000 88 10200.000000 89 10104.586914 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,IRRF,XGBoost,2.2003679275512695,"96 45233.990000 97 39549.820000 98 36122.300000 99 28961.440000 100 44067.150000 101 30420.590000 102 33673.150000 103 35366.330000 104 32291.640000 105 32815.370000 106 66640.450000 107 66025.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do FPM,HWES,2.6966426372528076,"97 1567076.54 98 958652.60 99 1096135.70 100 1218442.77 101 1137998.33 102 1428549.11 103 963172.31 104 845187.49 105 919097.96 106 1192496.92 107 1780257.72 108 1188536.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do ICMS,SES,0.856543779373169,"97 363684.980 98 354372.150 99 440245.360 100 474321.240 101 401066.180 102 449640.440 103 478081.090 104 474772.620 105 465962.300 106 505345.120 107 555800.480 108 550296.125 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do ITR,AR,0.8810267448425293,"56 629.030000 57 14.200000 58 8.100000 59 34.430000 60 80.610000 61 -16.120000 62 23.250000 63 534.360000 64 795.740000 65 11.750000 66 28.950000 67 -58.786396 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Transferencias LC 61_1989,XGBoost,2.1892807483673096,"97 2830.460000 98 3564.460000 99 4216.960000 100 3891.710000 101 4410.960000 102 4549.770000 103 3795.410000 104 4040.310000 105 5833.050000 106 4439.680000 107 4710.020000 108 4601.677246 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,IPTU,XGBoost,0.8383157253265381,"86 11037.270000 87 17756.230000 88 320462.170000 89 63096.500000 90 30009.560000 91 17531.240000 92 31014.160000 93 15486.050000 94 17977.310000 95 11535.640000 96 27282.020000 97 20456.701172 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,ISS,Prophet,0.9227194786071777,"89 48221.440000 90 42675.840000 91 57298.410000 92 58535.170000 93 41123.290000 94 43887.480000 95 34312.930000 96 38231.450000 97 45170.950000 98 61423.100000 99 53563.170000 100 53879.226562 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,ITBI,MLP,2.7217161655426025,"88 9845.440000 89 27122.470000 90 50359.870000 91 269130.180000 92 400749.870000 93 41189.970000 94 140221.800000 95 13104.910000 96 178928.930000 97 38627.650000 98 41669.400000 99 101080.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,IRRF,Prophet,2.0113272666931152,"89 38371.390000 90 61684.910000 91 42392.790000 92 52058.400000 93 39770.190000 94 46754.050000 95 39706.060000 96 49626.350000 97 42529.950000 98 41162.580000 99 102550.800000 100 99007.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do FPM,MLP,1.395015001296997,"89 1567076.530 90 958652.590 91 1096039.070 92 1218423.400 93 1137998.320 94 1428549.100 95 970762.570 96 989594.090 97 919097.950 98 1192496.910 99 1893768.770 100 1364394.875 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do ICMS,MLP,1.1662824153900146,"89 699993.530 90 742220.890 91 922079.500 92 1058740.380 93 840019.960 94 901882.450 95 960762.460 96 953075.690 97 1131084.530 98 856020.120 99 1164105.940 100 1101848.875 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do IPVA,SARIMAX,1.1811060905456543,"85 11045.488897 86 13387.062415 87 135733.962391 88 217729.983626 89 48557.310423 90 70675.044338 91 134206.344352 92 112159.952249 93 37084.930619 94 28412.179281 95 26573.266995 96 18354.073406 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do ITR,XGBoost,2.114532709121704,"83 105.86000 84 70487.85000 85 157750.66000 86 30089.97000 87 118274.05000 88 8172.62000 89 7046.13000 90 90458.07000 91 860595.57000 92 31439.99000 93 151252.88000 94 170331.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,IPTU,XGBoost,1.821159839630127,"80 4011.300 81 6513.920 82 4844.690 83 95729.020 84 185179.280 85 14111.500 86 15088.070 87 7407.240 88 7883.300 89 15660.610 90 3966.360 91 2917.125 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,ISS,XGBoost,1.435342788696289,"89 64437.030000 90 55597.290000 91 60591.640000 92 72557.610000 93 75897.510000 94 115288.110000 95 83378.060000 96 109776.770000 97 94495.780000 98 133280.380000 99 113999.810000 100 114015.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,ITBI,XGBoost,2.866447925567627,"89 11401.200000 90 20451.270000 91 11898.890000 92 20308.230000 93 13928.460000 94 32023.940000 95 54085.100000 96 28669.520000 97 60174.000000 98 48317.370000 99 43177.650000 100 43158.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do FPM,HWES,1.0520586967468262,"89 1567076.530 90 958652.590 91 1096039.070 92 1218423.400 93 1137998.320 94 1430566.750 95 959137.010 96 990094.090 97 918597.950 98 1192496.910 99 1881541.360 100 1243774.875 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do ICMS,SES,1.0114309787750244,"89 449609.430 90 476732.280 91 592256.400 92 680034.370 93 539549.120 94 574575.870 95 617102.630 96 616873.200 97 596493.220 98 679834.280 99 747711.200 100 746848.375 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do IPVA,MLP,1.0656237602233887,"81 61362.3100 82 104103.9500 83 200363.3800 84 82429.3900 85 40414.5500 86 22132.5100 87 9557.5300 88 14039.6900 89 9043.3900 90 4039.0000 91 260964.1800 92 260964.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do ITR,MLP,1.3634495735168457,"25 92.470000 26 234.110000 27 403.840000 28 156.380000 29 454.600000 30 438.850000 31 3121.860000 32 17161.370000 33 30086.670000 34 1204.890000 35 883.270000 36 884.181335 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Transferencias LC 61_1989,XGBoost,1.0010764598846436,"89 3807.770000 90 4795.230000 91 5673.030000 92 5235.470000 93 5934.030000 94 6120.760000 95 5105.920000 96 5435.390000 97 7847.140000 98 5972.630000 99 6336.350000 100 6129.166504 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,IPTU,HWES,1.8124918937683105,"94 42416.160000 95 515759.230000 96 40451.470000 97 42468.160000 98 25953.920000 99 32000.790000 100 25191.640000 101 14861.760000 102 12415.420000 103 3188.060000 104 46951.920000 105 6004.924316 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,ISS,XGBoost,1.203028678894043,"97 60805.93000 98 70409.93000 99 55498.30000 100 95307.23000 101 78422.80000 102 67127.49000 103 99879.61000 104 60535.96000 105 72603.26000 106 97711.37000 107 76422.48000 108 77759.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,ITBI,MLP,2.9709160327911377,"97 14220.930000 98 26250.260000 99 11181.680000 100 29228.610000 101 10274.920000 102 129783.610000 103 21429.660000 104 15674.600000 105 74529.750000 106 33183.380000 107 16474.510000 108 19487.027344 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,IRRF,SARIMAX,2.115943193435669,"91 32496.512493 92 32733.590375 93 32992.689953 94 34011.550055 95 57742.176781 96 32993.144554 97 38938.507558 98 51719.106403 99 46290.471826 100 43396.895838 101 45300.787088 102 44895.711150 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do FPM,HWES,1.0967166423797607,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1237211.625 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do ICMS,HWES,1.1625854969024658,"97 555703.3300 98 589226.3300 99 732010.5700 100 840501.4200 101 666866.0000 102 715976.6900 103 762719.7300 104 756617.4200 105 897933.2000 106 679568.0000 107 924147.8500 108 845780.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do IPVA,SARIMAX,1.515650987625122,"91 16528.067745 92 16464.172731 93 13317.404959 94 10902.420697 95 259194.901917 96 214769.288922 97 46107.052646 98 67101.483869 99 127249.239494 100 72956.752491 101 30873.369035 102 25261.223038 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do ITR,MLP,1.404545783996582,"85 288.760000 86 25.040000 87 13.950000 88 255.920000 89 179.600000 90 542.920000 91 1271.330000 92 10517.430000 93 8835.430000 94 1012.640000 95 297.500000 96 305.889008 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Transferencias LC 61_1989,MLP,1.787207841873169,"97 4753.860000 98 5986.640000 99 7082.510000 100 6536.250000 101 7408.370000 102 7641.500000 103 6374.510000 104 6785.810000 105 11249.620000 106 6003.730000 107 7910.620000 108 7253.354004 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,IPTU,AR,1.6098265647888184,"92 627.510000 93 98447.200000 94 45568.660000 95 9314.100000 96 32130.320000 97 10087.350000 98 8690.800000 99 6757.300000 100 5847.950000 101 1960.140000 102 2622.180000 103 2153.463867 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,ISS,HWES,1.4741830825805664,"97 18504.17 98 19038.04 99 24626.15 100 18639.00 101 17212.20 102 19089.96 103 27146.06 104 22234.74 105 15544.20 106 20848.09 107 26323.48 108 12205.75 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,ITBI,SES,2.1990132331848145,"93 12500.000000 94 19020.000000 95 1680.000000 96 6173.880000 97 1800.000000 98 6524.240000 99 1960.000000 100 10750.000000 101 6650.000000 102 2800.000000 103 2000.000000 104 8729.519531 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,IRRF,XGBoost,2.4530062675476074,"96 37451.840000 97 5110.060000 98 30254.220000 99 46487.910000 100 24513.410000 101 6173.950000 102 50261.040000 103 25015.860000 104 22654.440000 105 25422.370000 106 47413.120000 107 18828.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do FPM,HWES,1.2453382015228271,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1248534.375 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do ICMS,HWES,0.9232842922210693,"97 347159.260 98 368101.780 99 457302.010 100 525078.460 101 416604.860 102 447285.330 103 476486.630 104 472674.420 105 560957.260 106 424540.060 107 577334.120 108 577094.375 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do ITR,XGBoost,1.4060630798339844,"81 12.720000 82 61.350000 83 69.210000 84 26.590000 85 14.100000 86 12.880000 87 25.000000 88 1190.180000 89 1655.080000 90 44.800000 91 13.130000 92 30.987595 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Transferencias LC 61_1989,SARIMAX,1.3273730278015137,"91 4027.122793 92 5127.227940 93 5338.275276 94 4662.053271 95 4548.218343 96 5136.777767 97 3695.488315 98 4010.158612 99 4334.559551 100 4005.379237 101 4339.867003 102 4102.718065 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,IPTU,HWES,4.119060754776001,"89 56734.680000 90 241598.950000 91 36757.350000 92 25273.830000 93 38412.020000 94 36323.030000 95 23852.520000 96 7455.160000 97 4067.830000 98 5275.370000 99 10379.350000 100 25106.513672 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,ITBI,SES,1.7269108295440674,"89 20891.360000 90 14104.070000 91 21585.510000 92 23785.750000 93 4912.810000 94 12992.430000 95 28437.150000 96 4258.620000 97 16886.100000 98 23558.040000 99 13535.640000 100 13535.650391 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,IRRF,XGBoost,1.535555124282837,"89 76920.920000 90 53705.810000 91 64757.890000 92 83160.810000 93 64102.470000 94 63156.250000 95 62288.050000 96 48729.650000 97 57285.470000 98 47412.310000 99 102604.690000 100 102546.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do FPM,HWES,1.0468308925628662,"89 1567076.530 90 958652.590 91 1096039.070 92 1218423.400 93 1137998.320 94 1418941.170 95 970762.570 96 989594.090 97 919097.950 98 1192496.910 99 1893768.770 100 1209025.125 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do ICMS,SARIMAX,0.7531580924987793,"85 559998.372787 86 639955.636450 87 699335.088468 88 510352.366745 89 573694.568702 90 638935.352962 91 551977.669682 92 645692.354564 93 603743.255139 94 676850.537714 95 685017.947518 96 559220.897758 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do IPVA,HWES,0.81416916847229,"81 185312.200000 82 42628.170000 83 44476.910000 84 106094.210000 85 99906.300000 86 33086.190000 87 15237.760000 88 16335.340000 89 4362.200000 90 6153.210000 91 157808.430000 92 213730.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do ITR,XGBoost,1.769167423248291,"77 70.440000 78 200.320000 79 46.120000 80 105.090000 81 33.510000 82 7.670000 83 301.980000 84 1257.940000 85 2286.150000 86 90.310000 87 142.770000 88 134.300827 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Transferencias LC 61_1989,AR,2.4180219173431396,"89 4037.06000 90 5083.94000 91 6014.58000 92 5550.70000 93 6291.30000 94 6489.30000 95 1513.05000 96 5762.64000 97 8319.62000 98 5098.47000 99 6717.85000 100 6741.61377 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,IPTU,SES,2.6744141578674316,"94 2079.960000 95 2805.810000 96 1036.000000 97 929.590000 98 81625.410000 99 287807.660000 100 23923.960000 101 20867.360000 102 20941.730000 103 24863.930000 104 22896.810000 105 22823.337891 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,ISS,XGBoost,0.8568203449249268,"97 42781.260000 98 43218.540000 99 41292.370000 100 41778.560000 101 40018.370000 102 47098.050000 103 39491.960000 104 36622.740000 105 38649.960000 106 49670.520000 107 43319.610000 108 39234.882812 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,ITBI,SES,2.67093563079834,"97 18463.37000 98 21026.15000 99 10760.57000 100 6090.82000 101 11984.13000 102 66473.67000 103 42534.80000 104 11214.17000 105 21713.86000 106 28472.01000 107 12529.48000 108 12703.62793 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,IRRF,MLP,1.817720651626587,"97 61054.76000 98 65312.51000 99 77855.57000 100 57423.80000 101 52502.09000 102 62295.15000 103 61248.73000 104 58526.26000 105 56236.98000 106 76126.73000 107 99480.56000 108 99287.84375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do FPM,HWES,1.046933889389038,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1088420.50 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do ICMS,AR,0.8981728553771973,"97 343683.06 98 364415.87 99 452722.90 100 520565.99 101 412433.29 102 442806.56 103 467110.00 104 467941.43 105 549259.84 106 420289.03 107 557151.47 108 538954.25 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do IPVA,AR,1.6902048587799072,"97 69239.4700 98 98978.2600 99 115449.6100 100 26853.7500 101 37861.8100 102 25175.0000 103 13415.5100 104 9095.5400 105 5560.9200 106 2381.7900 107 269302.9100 108 207680.8125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do ITR,XGBoost,2.4078686237335205,"76 128.380000 77 44.780000 78 61.470000 79 57.520000 80 33.220000 81 90.590000 82 41.500000 83 5472.010000 84 4951.080000 85 54.400000 86 245.680000 87 585.623047 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Transferencias LC 61_1989,SES,2.2011337280273438,"97 2910.690000 98 3665.490000 99 4336.480000 100 3256.740000 101 4535.990000 102 3850.390000 103 3902.980000 104 4154.830000 105 6887.920000 106 3675.970000 107 4843.510000 108 4001.357666 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,IPTU,AR,1.9556770324707031,"85 5755.180000 86 80920.810000 87 10221.530000 88 3310.280000 89 3890.760000 90 1674.900000 91 6785.060000 92 5074.710000 93 2087.540000 94 1978.030000 95 9505.210000 96 8222.983398 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,ISS,SARIMAX,1.5989303588867188,"81 12887.184009 82 12771.594342 83 20799.725311 84 16923.973993 85 15618.380345 86 17757.901561 87 24645.558861 88 15486.090769 89 18219.363318 90 16149.267714 91 13632.429231 92 15052.912526 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,ITBI,HWES,1.3954288959503174,"85 581.700000 86 4445.000000 87 540.000000 88 17589.600000 89 27715.200000 90 8080.880000 91 21062.500000 92 15136.000000 93 24694.400000 94 3840.560000 95 11392.440000 96 11650.134766 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,IRRF,XGBoost,1.4432094097137451,"85 29383.470000 86 31193.280000 87 35071.490000 88 33028.410000 89 34192.900000 90 33082.440000 91 37983.030000 92 33593.820000 93 35523.850000 94 33314.270000 95 63277.590000 96 61291.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do FPM,XGBoost,1.211904525756836,"85 1447261.91 86 877388.90 87 1040016.53 88 1156914.60 89 1082514.38 90 928395.23 91 1058586.61 92 879433.26 93 927625.18 94 1165856.01 95 1247741.48 96 1323772.50 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do ICMS,XGBoost,0.9097292423248291,"85 285356.320 86 306227.080 87 275389.070 88 262428.990 89 271519.940 90 273931.570 91 237515.310 92 266492.840 93 259346.340 94 251270.430 95 305493.230 96 279189.375 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do IPVA,XGBoost,3.3241093158721924,"85 20226.490000 86 25090.770000 87 42649.060000 88 122211.770000 89 14459.680000 90 11443.660000 91 54946.560000 92 2716.710000 93 3812.340000 94 454.890000 95 78693.900000 96 78693.882812 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do ITR,XGBoost,2.057084798812866,"70 44.370000 71 6.210000 72 13.400000 73 50.410000 74 12.750000 75 40.820000 76 48.550000 77 386.440000 78 1561.790000 79 7.290000 80 9.930000 81 20.770729 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,ISS,XGBoost,0.8592748641967773,"97 65704.030000 98 77687.160000 99 75305.050000 100 74025.590000 101 70189.740000 102 68680.830000 103 72434.300000 104 64505.450000 105 74337.800000 106 71459.830000 107 74684.120000 108 73415.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,ITBI,XGBoost,1.096376895904541,"97 34744.030000 98 43838.540000 99 57641.740000 100 27342.850000 101 46874.660000 102 58547.720000 103 28076.370000 104 25241.000000 105 18490.570000 106 25790.610000 107 27161.620000 108 20219.978516 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,IRRF,XGBoost,1.253133773803711,"97 72487.51000 98 76398.36000 99 85274.78000 100 75627.81000 101 76100.88000 102 77335.38000 103 75548.41000 104 71391.43000 105 69382.45000 106 68399.22000 107 117205.21000 108 117205.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do FPM,HWES,2.591867685317993,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1267014.375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do ICMS,HWES,1.999943733215332,"97 578877.99 98 613799.01 99 762537.80 100 875553.10 101 694676.51 102 780628.23 103 829920.88 104 824224.88 105 903136.14 106 777589.78 107 962687.90 108 908794.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do IPVA,XGBoost,1.665198564529419,"97 54162.4000 98 85028.5900 99 192963.6300 100 86737.0600 101 39224.6300 102 20550.2800 103 17728.6000 104 6955.7100 105 9408.5100 106 11034.7900 107 314274.4700 108 314037.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Transferencias LC 61_1989,MLP,1.5375936031341553,"97 4902.570000 98 6173.910000 99 7304.100000 100 6740.750000 101 7640.140000 102 7880.560000 103 6573.940000 104 6998.120000 105 11601.600000 106 6191.560000 107 8158.130000 108 6296.490723 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,IPTU,HWES,2.3916685581207275,"87 698.000000 88 539.160000 89 7280.940000 90 26738.500000 91 4470.800000 92 1910.030000 93 1540.630000 94 1425.690000 95 776.610000 96 2193.400000 97 1744.100000 98 1684.137085 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,ISS,Prophet,3.2921900749206543,"93 2752.460000 94 10840.590000 95 2674.230000 96 8765.800000 97 1841.820000 98 12754.440000 99 6207.460000 100 9901.680000 101 18344.290000 102 7154.760000 103 13583.180000 104 13620.996094 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,IRRF,SES,1.7894871234893799,"90 875.530000 91 12698.410000 92 2722.540000 93 7528.840000 94 277040.980000 95 740.660000 96 31.880000 97 1447.970000 98 11205.420000 99 3548.410000 100 4345.820000 101 11621.270508 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do FPM,MLP,0.9590613842010498,"93 1253661.230 94 865210.260 95 1010066.070 96 933719.850 97 630694.130 98 1357835.750 99 776610.070 100 820556.610 101 919097.950 102 1192496.910 103 1893768.770 104 1796874.375 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do ICMS,SES,1.2195470333099365,"93 224363.29 94 244047.48 95 346886.88 96 329696.98 97 261586.36 98 186415.46 99 299186.16 100 379938.61 101 340675.12 102 349710.81 103 557377.94 104 549865.25 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.7592720985412598,"86 7777.819937 87 8010.252966 88 8035.146151 89 20930.158807 90 20094.276803 91 9951.284252 92 10216.178169 93 16976.138641 94 15750.322189 95 11685.452087 96 16319.815583 97 12041.445039 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,IPTU,XGBoost,2.573413133621216,"84 157.920000 85 24370.060000 86 54641.480000 87 88329.180000 88 3703.660000 89 5576.450000 90 5103.550000 91 1636.400000 92 4735.280000 93 190.010000 94 557.230000 95 295.287262 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,ISS,XGBoost,0.9664068222045898,"97 8671.390000 98 11023.880000 99 12098.260000 100 11397.320000 101 9152.510000 102 7862.810000 103 10667.190000 104 10461.800000 105 8662.700000 106 8153.210000 107 16878.270000 108 13835.583008 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,ITBI,HWES,1.765744924545288,"95 4000.000000 96 7130.550000 97 2340.000000 98 3919.360000 99 9820.000000 100 15743.650000 101 17749.100000 102 698.290000 103 5010.100000 104 4454.000000 105 18590.000000 106 18198.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,IRRF,MLP,1.4728829860687256,"97 39864.760000 98 44050.630000 99 40706.080000 100 37654.270000 101 39391.910000 102 35928.290000 103 35784.600000 104 40267.010000 105 37090.400000 106 36906.840000 107 76205.880000 108 62149.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do FPM,AR,1.0073626041412354,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1604899.625 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ICMS,HWES,1.017092227935791,"97 264240.0000 98 280180.4000 99 348075.1000 100 399663.1100 101 317098.5000 102 340450.9300 103 362677.4900 104 359775.8100 105 426972.2700 106 323138.3700 107 439437.4900 108 433709.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do IPVA,AR,1.6888840198516846,"96 24703.410000 97 24453.160000 98 37791.510000 99 33051.370000 100 11075.720000 101 5076.710000 102 8547.470000 103 6648.610000 104 3268.310000 105 1906.630000 106 58040.410000 107 58040.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ITR,XGBoost,1.4171631336212158,"59 511.800000 60 1102.800000 61 96.940000 62 32.830000 63 40.340000 64 10.020000 65 11.560000 66 78.880000 67 877.320000 68 777.550000 69 33.250000 70 49.799698 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,IPTU,HWES,2.1096603870391846,"97 21277.470000 98 100092.150000 99 183072.840000 100 83569.930000 101 148068.890000 102 473332.250000 103 64442.800000 104 48299.560000 105 18295.430000 106 26300.830000 107 20619.690000 108 48216.917969 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,ISS,XGBoost,1.4804410934448242,"97 213457.470000 98 128684.360000 99 93649.780000 100 83815.460000 101 116933.040000 102 121146.230000 103 117424.320000 104 106182.230000 105 87799.610000 106 110919.380000 107 126004.560000 108 125673.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,ITBI,SARIMAX,1.1519722938537598,"91 31815.157237 92 35444.744332 93 33830.261052 94 33214.701795 95 30776.625337 96 36388.852127 97 27974.637949 98 37198.556253 99 33959.108848 100 28418.818122 101 37342.205735 102 35214.132596 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,IRRF,HWES,1.2882704734802246,"97 77833.040000 98 85566.700000 99 98887.870000 100 107655.060000 101 91570.780000 102 99722.930000 103 117948.030000 104 98749.830000 105 91796.110000 106 97872.270000 107 177382.330000 108 177049.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do FPM,HWES,1.132251501083374,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.360 102 1418941.180 103 970762.590 104 989594.130 105 919097.990 106 1192496.910 107 1893768.800 108 1350318.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do ICMS,HWES,0.9033200740814209,"97 479478.220 98 508402.920 99 631601.630 100 725210.930 101 575392.840 102 617767.120 103 658098.440 104 652833.210 105 774764.850 106 586352.560 107 797383.710 108 782695.125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do IPVA,AR,3.6285181045532227,"97 92134.60000 98 97668.77000 99 220562.38000 100 166312.69000 101 35880.88000 102 25769.80000 103 33383.22000 104 8759.75000 105 11973.43000 106 5872.02000 107 433204.59000 108 299308.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do ITR,HWES,2.4132800102233887,"94 111.660000 95 109.190000 96 122.500000 97 35.840000 98 78.460000 99 81.540000 100 545.320000 101 5510.600000 102 4250.800000 103 229.720000 104 300.020000 105 305.317139 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Transferencias LC 61_1989,SES,1.2108495235443115,"95 4060.74000 96 5113.79000 97 6049.88000 98 5583.28000 99 1793.29000 100 6527.39000 101 5445.12000 102 5796.48000 103 9609.47000 104 5128.40000 105 6757.28000 106 5312.16748 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,IPTU,AR,2.193871259689331,"97 450.070000 98 93036.960000 99 229618.040000 100 9886.660000 101 9052.410000 102 6285.580000 103 2198.700000 104 2116.370000 105 9024.060000 106 4691.790000 107 4954.730000 108 5828.827637 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,ISS,MLP,2.4264824390411377,"97 24593.500000 98 54493.210000 99 20226.950000 100 24089.520000 101 22614.520000 102 27624.200000 103 31720.590000 104 29669.700000 105 32135.140000 106 27034.430000 107 30904.300000 108 30395.701172 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,IRRF,Prophet,2.74540638923645,"92 64907.780000 93 58203.020000 94 58486.560000 95 70180.850000 96 47885.470000 97 54711.480000 98 65028.870000 99 59366.280000 100 47116.670000 101 58865.190000 102 125047.220000 103 78675.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do FPM,AR,2.0968077182769775,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1291189.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do ICMS,MLP,1.0072689056396484,"97 387896.4100 98 411296.4200 99 510963.7900 100 586629.8200 101 465491.0600 102 499771.7000 103 532399.6200 104 528140.0600 105 626782.3900 106 474357.4000 107 645080.9500 108 636000.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do IPVA,SARIMAX,2.1950912475585938,"91 18620.166900 92 19335.959862 93 16320.079241 94 19477.195414 95 188075.101037 96 188462.300114 97 68525.338739 98 94754.385741 99 133325.663702 100 85126.916518 101 49566.822502 102 37670.467639 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do ITR,XGBoost,1.3341448307037354,"24 217.560000 25 84.640000 26 116.180000 27 123.940000 28 15.600000 29 7.310000 30 405.030000 31 4167.820000 32 4499.770000 33 470.700000 34 87.130000 35 91.584473 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Transferencias LC 61_1989,XGBoost,1.6773784160614014,"61 3285.130000 62 4137.040000 63 4894.370000 64 4516.860000 65 5119.540000 66 5280.650000 67 4405.100000 68 4689.330000 69 7774.000000 70 4148.860000 71 5466.620000 72 5162.318359 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,IPTU,SARIMAX,0.9263145923614502,"85 73171.109630 86 48502.875984 87 44014.589385 88 70203.853905 89 33802.778785 90 83164.967066 91 418109.693500 92 136401.546054 93 136536.863551 94 116349.062340 95 117113.473933 96 110209.281459 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,ISS,XGBoost,1.0731642246246338,"97 109108.070000 98 147276.190000 99 202544.130000 100 153310.220000 101 226558.780000 102 170670.220000 103 318441.780000 104 135664.880000 105 197389.460000 106 117633.530000 107 98766.780000 108 84465.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,ITBI,MLP,3.47176194190979,"97 243025.540 98 38938.570 99 71442.040 100 141795.180 101 84191.550 102 113004.120 103 63438.690 104 257150.800 105 303832.870 106 56333.960 107 70436.480 108 74664.375 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,IRRF,MLP,2.050297498703003,"97 154897.120 98 165362.990 99 162220.740 100 209176.540 101 190239.540 102 172346.350 103 197289.840 104 189844.790 105 211068.060 106 181275.960 107 405731.800 108 355685.375 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do FPM,HWES,1.2032170295715332,"97 2089435.350 98 1278203.460 99 1461385.450 100 1624564.530 101 1517331.100 102 1907422.340 103 1294350.110 104 1319458.790 105 1225463.930 106 1589995.880 107 2525025.030 108 1681348.375 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do ICMS,HWES,1.0359055995941162,"97 1044299.050 98 1110534.850 99 1381898.720 100 1585369.450 101 1256206.760 102 1360184.880 103 1448985.470 104 1437392.580 105 1705858.780 106 1291017.060 107 1711422.300 108 1613905.375 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do IPVA,AR,1.6140763759613037,"97 112819.5600 98 120944.4000 99 213186.5200 100 169691.0900 101 93453.4500 102 58900.1800 103 37527.0600 104 24344.2500 105 33748.7800 106 17806.1200 107 300104.2100 108 300104.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do ITR,HWES,2.8810431957244873,"95 2565.370000 96 5465.530000 97 5696.920000 98 9974.930000 99 7922.610000 100 1503.320000 101 7119.340000 102 234143.470000 103 662979.850000 104 81494.140000 105 138259.200000 106 147610.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Transferencias LC 61_1989,HWES,0.9684734344482422,"97 8940.870000 98 11259.420000 99 13320.530000 100 12293.120000 101 13933.380000 102 14371.850000 103 11988.940000 104 12762.550000 105 21157.910000 106 11291.600000 107 14878.030000 108 14626.814453 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,IPTU,HWES,3.299469470977783,"95 24757.210000 96 60328.120000 97 49561.350000 98 102435.560000 99 265591.530000 100 34468.290000 101 12145.910000 102 27741.360000 103 23218.910000 104 16106.070000 105 33390.220000 106 40477.964844 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,ISS,XGBoost,2.929643154144287,"97 63314.200000 98 81819.200000 99 71402.200000 100 68891.850000 101 75895.320000 102 75193.110000 103 83966.890000 104 78875.910000 105 111384.080000 106 75101.650000 107 96503.070000 108 96503.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,ITBI,XGBoost,0.9526016712188721,"97 43312.500000 98 86487.000000 99 101778.000000 100 71304.000000 101 158021.700000 102 69084.530000 103 19908.480000 104 707550.410000 105 21646.500000 106 10875.000000 107 137841.500000 108 134658.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,IRRF,XGBoost,1.1702308654785156,"97 99758.450000 98 118068.780000 99 109634.260000 100 98666.220000 101 102565.480000 102 111266.760000 103 104406.510000 104 100908.460000 105 117995.500000 106 101209.850000 107 215849.200000 108 115097.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do FPM,MLP,0.9174087047576904,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1622034.00 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do ICMS,HWES,1.040851354598999,"97 821904.840 98 871486.540 99 1082669.470 100 1243131.270 101 986318.350 102 1058954.840 103 1128089.420 104 1119063.920 105 1090414.520 106 1242765.450 107 1366847.320 108 1256925.125 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do IPVA,SARIMAX,1.9214632511138916,"91 33652.203866 92 26434.614711 93 24337.762582 94 24007.524951 95 271762.995837 96 249630.636351 97 68554.774537 98 89605.422863 99 212887.631221 100 152933.717329 101 58746.234434 102 52469.943044 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do ITR,XGBoost,2.048063278198242,"83 1232.560000 84 2894.350000 85 6369.690000 86 293.390000 87 690.630000 88 472.530000 89 2937.140000 90 70247.070000 91 323804.150000 92 24378.840000 93 17440.930000 94 3420.578369 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,IPTU,XGBoost,2.486830234527588,"81 59.160000 82 225.780000 83 87.810000 84 19208.190000 85 48343.810000 86 4171.210000 87 1434.210000 88 1659.730000 89 6111.450000 90 314.460000 91 8334.200000 92 8231.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,ISS,XGBoost,1.5039076805114746,"97 6342.350000 98 56107.240000 99 18157.710000 100 33066.250000 101 20687.470000 102 20031.220000 103 32160.330000 104 21870.340000 105 24248.620000 106 27568.120000 107 57610.240000 108 58757.378906 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,IRRF,Prophet,1.9409434795379639,"97 68067.810 98 110929.660 99 83058.980 100 90687.620 101 82902.110 102 87872.270 103 93750.770 104 85877.700 105 92876.500 106 99662.520 107 200747.990 108 200482.875 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do FPM,AR,1.2825374603271484,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.94 106 1192496.91 107 1893768.77 108 1408927.00 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do ICMS,HWES,1.1440925598144531,"97 950133.310 98 1007450.490 99 1251580.840 100 1437076.920 101 1140197.630 102 1226191.890 103 860981.020 104 1293653.320 105 1535272.940 106 1161915.360 107 1580094.380 108 1501020.875 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do IPVA,SARIMAX,4.369907855987549,"88 8225.960517 89 9048.869696 90 8008.295238 91 110583.942462 92 127883.589707 93 35471.276805 94 43425.133997 95 113457.465916 96 68691.881900 97 28133.787004 98 15902.563600 99 11281.225408 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do ITR,HWES,21.103089809417725,"24 8951.010 25 2283.850 26 2633.500 27 4080.800 28 5229.640 29 2898.480 30 11994.360 31 130664.200 32 919163.550 33 109199.830 34 87656.490 35 83804.625 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Transferencias LC 61_1989,XGBoost,1.5435030460357666,"85 8046.790000 86 10133.500000 87 11988.450000 88 11063.830000 89 12540.050000 90 10909.210000 91 10790.070000 92 11486.300000 93 19042.120000 94 10162.460000 95 13390.240000 96 13676.998047 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,IPTU,AR,2.0078423023223877,"74 628.52000 75 733.33000 76 777.71000 77 71114.00000 78 13078.52000 79 610.34000 80 478.08000 81 602.41000 82 5.11000 83 94.56000 84 460.89000 85 534.29126 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,ISS,HWES,3.4527933597564697,"89 105129.400000 90 15020.040000 91 78379.690000 92 71080.130000 93 24729.270000 94 74059.480000 95 60271.510000 96 64275.300000 97 15335.460000 98 102935.800000 99 60053.430000 100 60571.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,ITBI,AR,2.498899221420288,"75 5660.000000 76 2000.000000 77 4800.000000 78 22056.120000 79 23477.680000 80 29104.780000 81 9040.000000 82 4000.000000 83 13123.800000 84 66461.210000 85 32102.000000 86 31825.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,IRRF,MLP,1.7221293449401855,"89 40195.810000 90 5043.130000 91 56954.230000 92 30426.300000 93 6236.630000 94 34746.420000 95 28451.200000 96 58382.410000 97 33058.630000 98 32519.510000 99 86809.050000 100 85586.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do FPM,HWES,0.9588272571563721,"89 1567076.530 90 958652.510 91 1096039.150 92 1218423.400 93 1137998.320 94 1418941.180 95 970762.570 96 989594.090 97 919097.950 98 1192496.910 99 1893768.770 100 1252247.625 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do ICMS,AR,1.2021000385284424,"89 273998.50000 90 290527.56000 91 360929.65000 92 414422.80000 93 328809.07000 94 324338.26000 95 376071.31000 96 373062.45000 97 442740.48000 98 335072.00000 99 455666.05000 100 419411.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do IPVA,XGBoost,1.4100022315979004,"85 27016.660000 86 19686.600000 87 58588.070000 88 54942.450000 89 7591.300000 90 36884.430000 91 7957.990000 92 7354.390000 93 6632.430000 94 865.540000 95 104688.620000 96 104688.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do ITR,XGBoost,1.30391526222229,"76 177.240000 77 38.030000 78 131.510000 79 37.760000 80 28.100000 81 21.420000 82 313.380000 83 9080.890000 84 13798.020000 85 774.100000 86 686.620000 87 675.968445 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Transferencias LC 61_1989,XGBoost,1.4033195972442627,"89 2320.510000 90 2922.260000 91 3457.210000 92 3190.560000 93 3616.270000 94 3730.080000 95 3111.610000 96 3312.400000 97 5491.330000 98 2930.640000 99 3861.450000 100 3704.273682 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,IPTU,SARIMAX,1.8955738544464111,"83 51599.932771 84 77227.738818 85 110722.695759 86 72962.340659 87 71360.175038 88 80382.042424 89 137522.772812 90 510823.168105 91 150429.677882 92 256705.540329 93 109385.445866 94 86075.769462 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Paraí - RS,ISS,XGBoost,2.7339797019958496,"97 130831.520000 98 127238.220000 99 114709.910000 100 111803.760000 101 118839.320000 102 139748.150000 103 122224.990000 104 117554.780000 105 117013.020000 106 112896.110000 107 153777.430000 108 154469.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,ITBI,MLP,1.1174232959747314,"97 67060.780000 98 79779.740000 99 34347.250000 100 73358.010000 101 44534.820000 102 82028.340000 103 39256.800000 104 27467.370000 105 73359.640000 106 60941.310000 107 33420.640000 108 16723.869141 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,IRRF,SARIMAX,1.0297837257385254,"91 84956.861314 92 87940.263532 93 89917.343616 94 89344.238133 95 141632.651336 96 89630.737934 97 103887.948800 98 104618.420059 99 107663.139835 100 110197.698839 101 121973.471288 102 126904.345440 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do FPM,HWES,1.104402780532837,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do ICMS,HWES,1.0160365104675293,"97 824962.21 98 874728.36 99 1086696.82 100 1247755.54 101 989987.34 102 1062894.00 103 1132285.74 104 1123226.67 105 1333015.16 106 1008843.94 107 1371931.83 108 1296908.25 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do IPVA,AR,1.81712007522583,"97 188616.6200 98 229250.1400 99 480408.7700 100 281970.1100 101 169568.1300 102 174639.1900 103 108790.2600 104 143474.3800 105 223163.4700 106 35248.9100 107 707607.3700 108 707607.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do ITR,SARIMAX,1.684532642364502,"85 5969.193001 86 362.547795 87 172.381002 88 390.391189 89 181.545449 90 215.679761 91 242.176188 92 355.471469 93 321.598742 94 353.667263 95 969.407049 96 8830.220612 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Paraí - RS,Transferencias LC 61_1989,HWES,1.103611946105957,"97 6986.680000 98 8798.490000 99 10409.110000 100 9606.250000 101 10888.000000 102 11230.640000 103 9368.560000 104 9973.060000 105 16533.490000 106 8823.630000 107 11626.190000 108 12129.110352 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,IPTU,MLP,2.465271234512329,"72 65.190000 73 1248.840000 74 30432.640000 75 42726.270000 76 1093.060000 77 1754.140000 78 1105.430000 79 930.260000 80 865.460000 81 1420.470000 82 1874.800000 83 3798.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,ITBI,XGBoost,1.208099365234375,"76 4560.00000 77 5240.00000 78 400.00000 79 768.60000 80 5300.00000 81 7900.00000 82 460.00000 83 3100.00000 84 3180.00000 85 4200.00000 86 13060.00000 87 13090.94043 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,IRRF,XGBoost,1.6918456554412842,"97 30251.720000 98 37267.280000 99 33465.290000 100 35405.040000 101 29979.710000 102 27984.360000 103 28599.620000 104 48490.310000 105 28047.090000 106 29825.610000 107 58730.620000 108 59302.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do FPM,HWES,1.1436779499053955,"97 1733105.420 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 835525.920 103 970762.570 104 1573009.350 105 919097.950 106 1192496.910 107 1727739.880 108 1429306.625 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do ICMS,HWES,1.0112063884735107,"97 137964.07 98 322331.44 99 400440.38 100 459789.41 101 364803.58 102 391669.21 103 417239.60 104 413901.39 105 491207.03 106 371752.13 107 671576.45 108 665619.00 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do ITR,XGBoost,3.3372244834899902,"51 46.940000 52 840.020000 53 1571.920000 54 37.280000 55 12.880000 56 12.390000 57 80.490000 58 13.420000 59 654.650000 60 2041.870000 61 40.160000 62 846.731689 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Transferencias LC 61_1989,HWES,1.8108396530151367,"97 2574.540000 98 3242.180000 99 3835.670000 100 3539.840000 101 4012.140000 102 4138.420000 103 3452.260000 104 3675.020000 105 6092.480000 106 3251.450000 107 4284.180000 108 4070.099854 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,IPTU,HWES,1.8449959754943848,"96 1.368984e+06 97 2.766165e+05 98 1.174933e+05 99 1.312956e+05 100 1.076620e+05 101 1.397785e+05 102 1.338390e+05 103 1.180818e+05 104 5.823344e+04 105 1.230125e+05 106 4.375602e+04 107 5.716623e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,ISS,XGBoost,1.0524108409881592,"97 608797.6900 98 655551.6700 99 583442.6800 100 704218.9100 101 834330.1000 102 706252.0900 103 709047.5200 104 718651.1300 105 828189.3000 106 785288.2800 107 762534.7700 108 762534.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,ITBI,HWES,1.1391584873199463,"97 165600.730000 98 190689.080000 99 104107.700000 100 221978.310000 101 174220.480000 102 336849.890000 103 128353.120000 104 160187.980000 105 235118.220000 106 215194.440000 107 166574.970000 108 163222.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,IRRF,XGBoost,1.1561942100524902,"97 464417.6400 98 333330.7200 99 315209.4400 100 320358.5800 101 318860.8400 102 331263.6300 103 287050.7500 104 338828.5100 105 322720.7100 106 319055.7900 107 623592.4800 108 492305.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do FPM,AR,1.0216808319091797,"97 3656511.91 98 2236856.07 99 2557424.56 100 2842987.94 101 2655329.44 102 3482822.09 103 2265112.72 104 2309052.92 105 2144561.87 106 2782492.82 107 4418793.81 108 2691022.00 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do ICMS,HWES,1.0901718139648438,"97 1460352.92 98 1548449.25 99 1923677.06 100 2208784.16 101 1752481.32 102 1881541.16 103 2004378.86 104 1988342.41 105 2359711.21 106 1785861.42 107 2428601.70 108 2446067.25 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do IPVA,SARIMAX,3.018517255783081,"91 1.535919e+05 92 9.322814e+05 93 -7.037528e+05 94 9.812382e+04 95 1.280409e+06 96 1.221612e+06 97 4.001779e+05 98 5.238004e+05 99 8.350015e+05 100 6.256466e+05 101 2.866881e+05 102 2.277003e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do ITR,HWES,2.9628989696502686,"96 10691.610000 97 277.300000 98 146.760000 99 622.200000 100 5566.020000 101 94.060000 102 1179.980000 103 19524.920000 104 57421.050000 105 3787.190000 106 3666.770000 107 4111.747559 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,ISS,HWES,1.1929631233215332,"97 111727.800000 98 374331.450000 99 115353.590000 100 364440.540000 101 99151.970000 102 300773.310000 103 286666.260000 104 132431.250000 105 317867.630000 106 119698.900000 107 369575.990000 108 115641.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,ITBI,MLP,2.5084967613220215,"96 14022.000000 97 54653.500000 98 28645.000000 99 29865.000000 100 22360.150000 101 41845.810000 102 5080.000000 103 30900.000000 104 18907.520000 105 22290.740000 106 51963.760000 107 50506.894531 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,IRRF,XGBoost,1.0044739246368408,"97 123225.16000 98 136025.43000 99 145170.07000 100 145893.10000 101 141515.44000 102 143271.36000 103 143672.54000 104 144812.82000 105 173980.84000 106 167591.80000 107 308213.32000 108 308213.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do FPM,HWES,1.0388190746307373,"97 2089435.350 98 1278203.460 99 1461385.450 100 1624564.530 101 1517331.100 102 1891921.590 103 1294350.110 104 1319458.790 105 1225463.930 106 1589995.880 107 2525025.030 108 1998625.125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do ICMS,HWES,2.9928364753723145,"97 462927.88 98 490854.18 99 609800.36 100 700178.51 101 555531.77 102 623901.94 103 711041.02 104 587127.61 105 748022.01 106 566113.21 107 770199.46 108 745389.75 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do IPVA,XGBoost,2.4306061267852783,"97 252696.980 98 344233.780 99 645201.650 100 469992.340 101 134758.000 102 129365.070 103 93155.070 104 61467.080 105 41853.670 106 20217.530 107 586557.230 108 586557.375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do ITR,AR,1.4882104396820068,"90 82.780000 91 63.380000 92 68.150000 93 208.310000 94 143.700000 95 46.880000 96 10.200000 97 1719.140000 98 3086.640000 99 198.200000 100 68.700000 101 84.183861 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Transferencias LC 61_1989,XGBoost,1.1104209423065186,"97 3920.570000 98 4937.270000 99 5841.070000 100 5390.560000 101 6109.800000 102 6302.090000 103 5257.170000 104 5596.390000 105 9277.770000 106 4951.380000 107 6524.030000 108 6779.562012 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,IPTU,XGBoost,1.4922125339508057,"89 809.210000 90 20360.320000 91 32847.970000 92 25530.530000 93 7070.190000 94 6984.720000 95 1714.030000 96 128.820000 97 251.120000 98 166.250000 99 975.160000 100 916.717407 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,ISS,XGBoost,1.879638910293579,"97 16396.120000 98 32734.140000 99 35851.730000 100 29962.890000 101 22160.290000 102 33466.710000 103 25846.260000 104 17130.280000 105 33506.060000 106 23246.660000 107 54235.390000 108 45625.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,ITBI,MLP,1.9761066436767578,"73 400.000 74 4500.000 75 8500.000 76 1300.000 77 2600.000 78 3100.000 79 2400.000 80 3500.000 81 5200.000 82 5400.000 83 7674.940 84 7675.875 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,IRRF,XGBoost,2.6003010272979736,"97 37982.740000 98 38524.750000 99 53241.590000 100 43285.430000 101 37928.960000 102 35942.590000 103 35062.770000 104 39003.600000 105 54106.480000 106 41969.770000 107 76043.000000 108 75883.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do FPM,AR,2.4648728370666504,"97 1567122.76 98 958550.34 99 1096039.07 100 1218423.40 101 1137998.32 102 1419061.29 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1261310.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do ICMS,HWES,1.2232306003570557,"97 217953.51 98 231101.64 99 287103.33 100 329654.72 101 261552.86 102 280814.66 103 290480.73 104 305421.52 105 352180.18 106 266534.73 107 362461.89 108 366132.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do ITR,XGBoost,1.4341349601745605,"83 40.040000 84 50.840000 85 157.590000 86 29.310000 87 54.120000 88 6.470000 89 78.860000 90 834.160000 91 3786.960000 92 50.750000 93 145.760000 94 141.331329 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,IPTU,SARIMAX,1.9367954730987549,"91 11566.471347 92 12354.210851 93 10983.488679 94 12323.988973 95 14233.196538 96 8601.744753 97 13911.700006 98 25254.555638 99 68350.472810 100 16254.463536 101 18674.870956 102 11973.092895 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Braga - RS,ISS,SARIMAX,4.194010496139526,"91 12317.259709 92 12302.324509 93 12386.055010 94 12910.090179 95 13104.406737 96 13401.998746 97 12742.108392 98 13494.707615 99 13376.026772 100 13025.792410 101 13002.713359 102 13306.062600 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Braga - RS,ITBI,XGBoost,2.2565314769744873,"96 2513.880000 97 6711.680000 98 16151.520000 99 6428.980000 100 3618.800000 101 4800.000000 102 27758.890000 103 7821.560000 104 2985.060000 105 11776.800000 106 2928.680000 107 9258.789062 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,IRRF,XGBoost,1.8538274765014648,"97 35488.900000 98 38739.470000 99 32682.030000 100 33959.970000 101 30167.120000 102 30975.560000 103 32257.460000 104 29626.590000 105 33519.540000 106 37560.680000 107 65175.730000 108 65169.191406 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do FPM,MLP,1.0061545372009277,"97 1172962.34 98 869287.54 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1599557.11 107 1486708.57 108 980147.50 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do ICMS,HWES,1.0419249534606934,"97 294323.82000 98 312079.00000 99 471371.25000 100 556456.04000 101 441500.27000 102 474014.15000 103 504960.48000 104 500920.45000 105 594478.91000 106 449909.67000 107 611834.38000 108 413650.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do IPVA,XGBoost,1.5990891456604004,"92 109016.980000 93 84038.880000 94 18335.450000 95 45213.740000 96 140790.470000 97 997.400000 98 14270.560000 99 18843.450000 100 2973.300000 101 4110.800000 102 72890.710000 103 72848.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do ITR,SES,1.821338176727295,"92 140.310000 93 96.110000 94 14.020000 95 39.140000 96 1709.980000 97 9.000000 98 976.770000 99 2356.040000 100 14021.560000 101 408.100000 102 530.470000 103 806.312988 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,IPTU,SARIMAX,2.1531684398651123,"65 32934.105983 66 13981.356354 67 25832.158145 68 13094.554105 69 13125.995719 70 20214.067717 71 156177.361810 72 23643.251956 73 45624.966538 74 22802.917791 75 15608.364990 76 14148.046883 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,ISS,XGBoost,1.8078563213348389,"85 39633.430000 86 25339.350000 87 38089.470000 88 43621.160000 89 44528.630000 90 37238.150000 91 19723.430000 92 66906.810000 93 46367.520000 94 44489.660000 95 46799.000000 96 46930.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,ITBI,XGBoost,1.8153438568115234,"70 15478.800000 71 2350.190000 72 6442.880000 73 10400.910000 74 15980.000000 75 3600.000000 76 6100.210000 77 13122.260000 78 11400.000000 79 5078.420000 80 31767.450000 81 31876.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,IRRF,Prophet,1.4813284873962402,"85 1961.400000 86 84694.890000 87 46622.870000 88 78478.630000 89 45496.790000 90 57946.790000 91 62357.320000 92 53152.360000 93 59686.730000 94 53922.750000 95 105598.450000 96 105391.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do FPM,XGBoost,1.2409720420837402,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927637.180 94 1165856.010 95 1811506.450 96 1712904.625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ICMS,HWES,0.8552772998809814,"85 482337.65000 86 546515.42000 87 477541.20000 88 597740.16000 89 458982.42000 90 478761.00000 91 508999.25000 92 450930.06000 93 430800.77000 94 492942.30000 95 534242.30000 96 381817.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do IPVA,MLP,1.4850215911865234,"85 41681.02000 86 22675.52000 87 75258.86000 88 65850.48000 89 27430.85000 90 11737.15000 91 9111.77000 92 29195.33000 93 3445.78000 94 3400.92000 95 294215.27000 96 294215.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ITR,HWES,1.5654070377349854,"63 540.100000 64 143.770000 65 173.960000 66 15.850000 67 28.370000 68 75.830000 69 347.130000 70 8068.260000 71 6735.710000 72 551.000000 73 373.900000 74 395.273926 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Transferencias LC 61_1989,XGBoost,2.055659294128418,"85 6558.460000 86 5929.270000 87 5391.090000 88 4128.910000 89 3832.540000 90 4657.510000 91 2757.930000 92 5400.150000 93 3848.210000 94 5085.130000 95 4733.530000 96 4745.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,IPTU,MLP,3.3620760440826416,"97 2601.240000 98 29280.960000 99 48987.170000 100 71118.100000 101 4517.900000 102 2287.540000 103 1061.800000 104 2418.920000 105 6211.680000 106 1272.720000 107 1437.300000 108 -1101.678955 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,ISS,SES,1.9592211246490479,"97 37729.490000 98 25832.630000 99 21922.730000 100 26336.230000 101 28537.540000 102 21031.800000 103 29678.560000 104 30908.250000 105 50133.610000 106 52447.030000 107 51894.680000 108 51894.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,IRRF,AR,2.2341115474700928,"97 43030.000000 98 43686.760000 99 47275.880000 100 47014.030000 101 56193.140000 102 45940.140000 103 48228.360000 104 58640.770000 105 52019.580000 106 50719.620000 107 100743.910000 108 53246.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,Cota-Parte do FPM,AR,1.1218559741973877,"97 1567076.57 98 958652.61 99 1096039.10 100 1218423.43 101 1137998.37 102 1428549.14 103 970762.59 104 1025695.77 105 919097.98 106 1192496.93 107 1893768.81 108 1386315.25 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,Cota-Parte do ICMS,HWES,0.933295726776123,"97 511734.280 98 542604.820 99 674091.510 100 773998.220 101 614101.390 102 659326.330 103 702370.900 104 725999.250 105 826885.830 106 625798.410 107 821778.490 108 805755.625 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,IPTU,SARIMAX,1.6966865062713623,"82 12588.135914 83 7194.065833 84 5997.902105 85 4544.963131 86 3933.437295 87 3846.454368 88 3586.321342 89 4079.324699 90 5030.140207 91 6953.688194 92 8230.282455 93 6452.187064 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bozano - RS,ISS,SES,1.2228820323944092,"97 5066.070000 98 6614.780000 99 8155.380000 100 10008.490000 101 8949.010000 102 22658.040000 103 8263.480000 104 8964.210000 105 39688.990000 106 9000.510000 107 11576.550000 108 10827.964844 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,IRRF,Prophet,3.2846896648406982,"97 61841.67 98 73967.66 99 66013.21 100 58801.46 101 66144.45 102 68029.23 103 62838.35 104 64105.03 105 66307.22 106 64359.29 107 134513.05 108 108836.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do FPM,HWES,1.9690027236938477,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243197.25 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do ICMS,HWES,1.0661818981170654,"97 419454.4400 98 444758.1600 99 552534.1500 100 634424.9200 101 503361.9100 102 563193.2100 103 598868.3400 104 594694.5300 105 704756.7600 106 537441.5100 107 896442.1900 108 896084.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do IPVA,SARIMAX,1.5604360103607178,"91 11042.487091 92 9562.003928 93 8527.446857 94 9548.255633 95 120903.989599 96 111531.043976 97 44790.949019 98 50474.789408 99 81510.634611 100 53617.235150 101 21663.393266 102 15797.745825 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do ITR,XGBoost,2.098623752593994,"84 259.110000 85 278.010000 86 207.550000 87 36.560000 88 268.370000 89 890.700000 90 546.980000 91 11349.730000 92 33343.620000 93 846.680000 94 601.300000 95 600.009216 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Transferencias LC 61_1989,HWES,1.2663333415985107,"97 3552.380000 98 4473.600000 99 5292.530000 100 4884.320000 101 5536.020000 102 5710.250000 103 4763.450000 104 5070.820000 105 8406.480000 106 4486.390000 107 5911.350000 108 6162.277832 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,IPTU,HWES,2.2112045288085938,"85 1.511910e+05 86 1.942026e+06 87 3.350720e+05 88 1.129015e+05 89 1.124847e+05 90 1.163048e+05 91 1.160515e+05 92 1.048194e+05 93 1.125476e+05 94 1.045719e+05 95 1.588471e+05 96 1.278333e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,ISS,Prophet,3.015397310256958,"85 1285121.49 86 1467515.46 87 694770.27 88 1136299.45 89 1103664.18 90 1198552.69 91 1390184.69 92 1451618.40 93 1242530.58 94 1573517.98 95 3482588.68 96 3441823.25 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,ITBI,XGBoost,2.842061758041382,"84 33273.6400 85 34808.5000 86 234330.1300 87 75640.0000 88 166308.1100 89 10358.2600 90 23593.8000 91 22012.9900 92 11730.4500 93 49507.4300 94 28564.9600 95 68120.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,IRRF,HWES,1.315039873123169,"85 265551.2500 86 324487.8400 87 409670.1000 88 318990.9500 89 320033.5600 90 303038.5600 91 330100.3500 92 320617.0500 93 322922.8100 94 320835.3800 95 646882.2500 96 374774.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do FPM,XGBoost,1.1137704849243164,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1556027.625 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do ICMS,XGBoost,0.8992478847503662,"85 2364168.51 86 2542849.95 87 2285485.69 88 2831576.52 89 2253192.53 90 2269917.67 91 2355066.60 92 2207715.53 93 2146558.91 94 2077859.60 95 2489250.66 96 2489250.50 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do IPVA,XGBoost,0.962282657623291,"85 62418.57000 86 107460.69000 87 154960.95000 88 185510.83000 89 96713.55000 90 54729.37000 91 33616.57000 92 32889.94000 93 13171.20000 94 11155.37000 95 264906.75000 96 264906.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do ITR,MLP,1.8101732730865479,"82 91415.2900 83 1646.6000 84 9291.7900 85 1532.9600 86 4038.2200 87 116792.0300 88 9881.2600 89 45530.5100 90 683093.9500 91 48629.7000 92 55519.1300 93 101970.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,IPTU,AR,1.7247905731201172,"96 480.580000 97 2027.260000 98 431.090000 99 39399.010000 100 176866.510000 101 5580.560000 102 2234.310000 103 2813.090000 104 3206.680000 105 3051.270000 106 7260.200000 107 7113.405762 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,ISS,HWES,2.4416663646698,"97 19400.060000 98 29637.640000 99 17027.670000 100 21395.570000 101 22749.460000 102 22956.530000 103 26907.180000 104 15535.870000 105 19196.330000 106 19967.490000 107 30037.660000 108 26335.761719 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,IRRF,XGBoost,1.036787509918213,"97 46011.860000 98 63880.350000 99 62008.660000 100 54807.660000 101 54760.380000 102 66249.110000 103 73616.700000 104 54441.570000 105 53691.350000 106 59520.690000 107 95003.390000 108 95681.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do FPM,HWES,1.0781149864196777,"97 1567076.54 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1247114.75 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do ICMS,HWES,1.0911033153533936,"97 641659.00 98 680367.30 99 845237.27 100 970509.40 101 770016.22 102 826723.33 103 880696.52 104 873650.32 105 851283.82 106 970223.80 107 1067094.20 108 957856.75 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do IPVA,MLP,1.5789082050323486,"97 29930.37000 98 39139.20000 99 66434.95000 100 40647.44000 101 18065.36000 102 9115.10000 103 6404.47000 104 341.16000 105 3081.86000 106 4342.59000 107 122407.13000 108 125239.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do ITR,SES,1.2520248889923096,"70 6.200000 71 31.670000 72 29.970000 73 40.200000 74 6.410000 75 184.380000 76 167.610000 77 1026.170000 78 2690.040000 79 91.490000 80 126.290000 81 163.209335 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Transferencias LC 61_1989,HWES,1.0127391815185547,"97 5434.280000 98 6843.510000 99 8096.260000 100 7471.790000 101 8468.740000 102 8735.260000 103 7286.900000 104 7757.120000 105 11199.040000 106 8523.840000 107 9042.900000 108 7918.141602 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,IPTU,SARIMAX,2.34374737739563,"84 2840.586394 85 8141.314005 86 2942.744497 87 10755.060487 88 25992.096921 89 50456.220680 90 14600.451778 91 7642.774540 92 4819.016309 93 5647.037975 94 3870.183647 95 3560.795132 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,ISS,XGBoost,2.737042188644409,"97 10371.270000 98 20489.110000 99 12264.800000 100 17229.480000 101 17903.020000 102 13647.500000 103 13957.680000 104 30124.370000 105 17171.310000 106 11235.660000 107 16016.810000 108 16339.480469 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,ITBI,AR,1.8398916721343994,"96 26609.000000 97 11410.840000 98 3420.800000 99 8453.860000 100 5200.000000 101 24328.000000 102 6968.000000 103 36510.940000 104 13104.150000 105 6690.260000 106 15864.160000 107 7960.370605 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,IRRF,XGBoost,1.7276134490966797,"97 5492.620000 98 95139.070000 99 44429.770000 100 52880.920000 101 49790.190000 102 46267.510000 103 36893.990000 104 36825.620000 105 37971.330000 106 38926.730000 107 59591.260000 108 59591.226562 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do FPM,HWES,1.5161314010620117,"97 1253661.260 98 766922.090 99 876831.280 100 974738.750 101 910398.690 102 1261471.410 103 776610.070 104 820556.610 105 735278.380 106 953997.540 107 1631356.830 108 1271703.625 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do ICMS,HWES,1.2246057987213135,"97 389585.67 98 413087.56 99 513188.95 100 589248.39 101 467518.20 102 501948.16 103 534718.14 104 530440.03 105 629511.96 106 476423.16 107 647890.21 108 660269.25 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do ITR,XGBoost,2.421081781387329,"44 47.040000 45 44.620000 46 43.090000 47 19.690000 48 91.510000 49 12.940000 50 45.070000 51 1779.130000 52 1685.490000 53 139.440000 54 37.340000 55 34.798538 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Transferencias LC 61_1989,SARIMAX,2.506743907928467,"48 5071.206900 49 3911.641344 50 4418.600391 51 4942.833246 52 3556.375713 53 3468.168277 54 6290.685954 55 4320.742156 56 4577.452997 57 5014.471072 58 2240.870818 59 2957.918023 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cristal - RS,IPTU,HWES,2.0011301040649414,"97 12125.640000 98 14140.120000 99 4829.100000 100 105789.590000 101 334406.710000 102 67095.580000 103 49206.450000 104 22092.250000 105 34515.290000 106 18934.480000 107 21441.460000 108 9630.041016 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,ISS,XGBoost,1.0318901538848877,"97 165971.86000 98 190468.85000 99 223262.44000 100 206280.90000 101 241098.23000 102 211224.15000 103 258754.59000 104 226526.30000 105 257163.50000 106 310269.18000 107 237236.09000 108 336608.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,ITBI,MLP,0.9480090141296387,"97 20882.000000 98 18499.000000 99 9415.000000 100 25510.000000 101 20306.500000 102 47306.070000 103 33213.350000 104 25651.320000 105 21202.900000 106 70803.800000 107 58493.400000 108 64989.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,IRRF,AR,1.3494362831115723,"97 110055.610000 98 187473.760000 99 133791.040000 100 124680.290000 101 139634.210000 102 127244.850000 103 127788.080000 104 129439.230000 105 121922.640000 106 135789.890000 107 228820.040000 108 112800.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do FPM,HWES,1.131793737411499,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1423735.625 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do ICMS,HWES,0.9738368988037109,"97 549797.980 98 582964.740 99 724231.640 100 831569.640 101 659779.350 102 708368.180 103 754614.480 104 748577.030 105 888391.030 106 672346.380 107 891288.470 108 746600.375 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do IPVA,XGBoost,0.9559164047241211,"97 67661.20000 98 94681.84000 99 165299.73000 100 144176.76000 101 69091.20000 102 30383.66000 103 37647.85000 104 21342.17000 105 9598.04000 106 10864.31000 107 157981.51000 108 157981.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do ITR,AR,0.7143077850341797,"47 5881.610000 48 6854.040000 49 18265.940000 50 8083.600000 51 8920.480000 52 9808.550000 53 9641.420000 54 41886.790000 55 451659.530000 56 78506.710000 57 75867.690000 58 71007.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Transferencias LC 61_1989,HWES,2.2354602813720703,"97 4656.290000 98 5863.780000 99 6937.180000 100 6402.120000 101 7256.330000 102 7484.690000 103 6243.700000 104 6646.580000 105 11018.790000 106 5880.540000 107 7748.300000 108 6846.730469 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,IPTU,SARIMAX,3.467283248901367,"89 17513.705494 90 11963.598411 91 10642.452857 92 11073.774837 93 7789.985639 94 27386.827394 95 152059.688742 96 59605.133686 97 16567.329466 98 14072.057932 99 14162.853284 100 11037.437877 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,ISS,XGBoost,1.0819981098175049,"97 58880.200000 98 60383.520000 99 93406.650000 100 84853.420000 101 66711.590000 102 65210.510000 103 101906.790000 104 73177.330000 105 90404.800000 106 74501.940000 107 73079.730000 108 73056.882812 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,IRRF,MLP,1.7113757133483887,"97 39946.69000 98 50029.93000 99 53794.51000 100 51689.19000 101 49745.43000 102 42035.15000 103 46658.92000 104 40474.81000 105 49388.35000 106 50153.84000 107 74477.04000 108 74477.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do FPM,HWES,1.2717053890228271,"97 2853948.46 98 -328219.34 99 1096039.07 100 1218423.40 101 1137998.32 102 835525.92 103 970762.57 104 1573009.35 105 919097.95 106 1192496.91 107 1893768.77 108 1276449.50 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do ICMS,HWES,0.9164352416992188,"97 363493.1900 98 385421.0700 99 478818.2000 100 549783.5700 101 436206.2400 102 468330.2400 103 498905.4800 104 494913.8800 105 587350.4700 106 444514.8000 107 589266.0800 108 530043.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do IPVA,XGBoost,1.1500465869903564,"96 49953.010000 97 65826.160000 98 98960.640000 99 95360.670000 100 33064.270000 101 20390.060000 102 18040.900000 103 11394.480000 104 13630.230000 105 5791.870000 106 253498.620000 107 240925.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do ITR,HWES,3.6934499740600586,"92 130.880000 93 125.760000 94 382.040000 95 11.540000 96 36.380000 97 131.140000 98 882.920000 99 4726.560000 100 9167.240000 101 204.970000 102 1296.990000 103 394.655945 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Transferencias LC 61_1989,MLP,1.9237086772918701,"97 3078.460000 98 3876.780000 99 4586.430000 100 4232.680000 101 4797.440000 102 4948.420000 103 4127.960000 104 4394.310000 105 7284.950000 106 3887.850000 107 5122.710000 108 4581.879395 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,IPTU,XGBoost,1.9770188331604004,"87 3403.08000 88 683.37000 89 946.85000 90 245.92000 91 407.79000 92 1482.10000 93 21452.36000 94 3287.46000 95 1464.62000 96 1328.38000 97 5997.07000 98 4021.26416 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,ISS,XGBoost,1.2920808792114258,"97 3083.900000 98 3808.510000 99 10398.430000 100 8377.970000 101 12137.040000 102 7174.950000 103 5841.450000 104 8776.250000 105 9291.900000 106 8862.970000 107 10756.560000 108 10160.211914 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,ITBI,SES,1.8835737705230713,"90 28000.000000 91 9950.000000 92 2202.000000 93 4551.640000 94 288502.990000 95 9793.000000 96 19601.470000 97 20700.000000 98 8797.000000 99 11832.000000 100 9600.000000 101 21515.330078 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,IRRF,XGBoost,1.834829568862915,"97 37127.950000 98 35203.210000 99 52320.830000 100 43971.750000 101 33704.190000 102 34761.770000 103 33744.930000 104 38677.780000 105 43309.570000 106 40724.890000 107 63039.290000 108 63039.269531 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do FPM,AR,2.347022294998169,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.410 101 853468.850 102 1705392.230 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1234595.625 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do ICMS,HWES,1.7881643772125244,"97 294953.4400 98 312746.6000 99 388532.9100 100 446117.1300 101 353955.7900 102 380022.5500 103 404832.5800 104 377642.8700 105 476600.5200 106 360697.7500 107 490504.6000 108 491519.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do IPVA,SARIMAX,1.9140000343322754,"91 8802.981206 92 11171.443745 93 7303.329769 94 6084.387014 95 31414.485951 96 54601.305205 97 21816.730297 98 25207.749672 99 54541.156440 100 30462.743421 101 20355.458198 102 10207.269855 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do ITR,XGBoost,1.9332199096679688,"72 97.17000 73 69.92000 74 1824.81000 75 19.36000 76 709.43000 77 374.29000 78 304.15000 79 16563.29000 80 42833.33000 81 6829.01000 82 6384.42000 83 6588.67627 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Transferencias LC 61_1989,AR,1.134061574935913,"97 2497.980000 98 3145.780000 99 3721.620000 100 3434.580000 101 3892.850000 102 4015.360000 103 3349.590000 104 27516.500000 105 5911.310000 106 3154.760000 107 4156.760000 108 3971.748291 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,IPTU,SES,2.002300500869751,"96 1537.910000 97 3046.290000 98 5690.570000 99 43098.350000 100 6673.820000 101 6168.030000 102 3122.230000 103 1928.790000 104 2027.970000 105 988.560000 106 -5007.020000 107 4612.519043 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,ISS,XGBoost,1.3809282779693604,"97 22892.150000 98 28749.100000 99 29699.540000 100 36724.720000 101 22653.180000 102 31283.330000 103 27716.410000 104 35038.810000 105 37252.350000 106 20131.100000 107 32441.070000 108 60209.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,ITBI,MLP,0.883774995803833,"97 32856.360000 98 5298.660000 99 9276.010000 100 4250.000000 101 12650.000000 102 17590.310000 103 70785.620000 104 22769.690000 105 15444.030000 106 113481.620000 107 18273.010000 108 -5141.694824 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,IRRF,MLP,2.785120964050293,"97 55587.900000 98 54015.480000 99 57010.950000 100 5395.490000 101 95273.240000 102 55342.810000 103 54558.220000 104 63022.370000 105 52073.240000 106 101265.380000 107 62288.380000 108 62288.386719 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do FPM,MLP,2.5737578868865967,"97 1567076.53 98 958652.60 99 1096039.07 100 1218423.41 101 1137998.33 102 1418941.20 103 970752.48 104 989594.09 105 919097.95 106 1518145.08 107 1893768.79 108 1580114.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do ICMS,MLP,1.1046147346496582,"97 697829.630 98 739926.460 99 919229.100 100 1055467.520 101 833823.210 102 942336.600 103 1024740.170 104 988379.040 105 1171342.640 106 893091.490 107 1010655.990 108 1010225.125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do IPVA,AR,1.8510897159576416,"97 20754.900000 98 28854.240000 99 42126.950000 100 52631.110000 101 15684.460000 102 11845.140000 103 4828.900000 104 10915.660000 105 4523.220000 106 1591.960000 107 52666.650000 108 77144.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do ITR,XGBoost,1.8138587474822998,"96 356.100000 97 712.760000 98 1115.270000 99 648.960000 100 5951.220000 101 48.720000 102 2947.580000 103 30117.050000 104 190626.740000 105 55456.690000 106 52551.960000 107 33765.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Transferencias LC 61_1989,AR,1.0645673274993896,"91 5909.990000 92 7442.580000 93 8764.990000 94 8125.880000 95 9210.100000 96 3169.520000 97 7924.810000 98 8436.150000 99 13985.560000 100 7363.850000 101 9834.520000 102 10062.554688 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,IPTU,HWES,1.554353952407837,"96 1.728870e+05 97 2.836172e+06 98 1.136316e+07 99 9.638170e+05 100 9.506978e+05 101 8.220720e+05 102 9.229973e+05 103 1.005427e+06 104 4.191610e+05 105 3.553366e+05 106 2.512560e+05 107 2.113081e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,ISS,SARIMAX,1.0944628715515137,"91 2.089036e+06 92 2.174462e+06 93 2.090548e+06 94 2.162260e+06 95 2.410242e+06 96 2.074403e+06 97 2.068024e+06 98 2.171436e+06 99 2.124435e+06 100 2.144675e+06 101 2.117596e+06 102 2.317201e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Farroupilha - RS,ITBI,MLP,1.0006952285766602,"97 476958.0000 98 653797.6100 99 719039.9300 100 791549.5800 101 684650.2400 102 709351.6300 103 679659.4300 104 724359.2100 105 771960.6600 106 954393.1000 107 963510.4200 108 933022.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,IRRF,SARIMAX,3.002117872238159,"91 1.156488e+06 92 1.169075e+06 93 1.181390e+06 94 1.185514e+06 95 1.733983e+06 96 1.377485e+06 97 1.367352e+06 98 1.385569e+06 99 1.417285e+06 100 1.470210e+06 101 1.462758e+06 102 1.481415e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do FPM,AR,2.028998374938965,"97 6790664.91 98 4154161.24 99 4749502.69 100 5279834.73 101 4931326.06 102 6148745.16 103 4206637.85 104 4288241.08 105 3982757.75 106 5167486.60 107 8206331.34 108 5823553.50 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do ICMS,HWES,0.9693684577941895,"97 5538731.01 98 5872856.97 99 7295996.54 100 7860721.50 101 6646696.53 102 7652796.76 103 7602077.01 104 7541255.00 105 8949758.37 106 6773298.46 107 9211041.66 108 9603263.00 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do IPVA,AR,1.761009931564331,"97 1176752.38 98 1721709.67 99 2695715.86 100 1841052.78 101 783956.42 102 681966.91 103 395282.50 104 241892.60 105 187768.34 106 250676.88 107 5349848.79 108 4106467.00 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do ITR,XGBoost,2.114100456237793,"97 722.950000 98 675.800000 99 526.500000 100 1288.710000 101 208.020000 102 1513.790000 103 2067.870000 104 22199.250000 105 64147.190000 106 3672.520000 107 23561.570000 108 23236.189453 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,IPTU,AR,1.4912347793579102,"97 46596.26000 98 135205.09000 99 22945.23000 100 21543.94000 101 15363.13000 102 15170.09000 103 12149.82000 104 11296.53000 105 24149.84000 106 5351.69000 107 7540.81000 108 6890.75293 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,ISS,MLP,3.0868523120880127,"97 34980.050000 98 44293.700000 99 39534.750000 100 25364.180000 101 21884.350000 102 31178.190000 103 16770.750000 104 51422.320000 105 29965.220000 106 20860.620000 107 49740.080000 108 49805.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,ITBI,XGBoost,2.044783592224121,"88 11595.760000 89 4140.000000 90 8706.160000 91 7943.470000 92 1740.000000 93 6880.000000 94 2580.760000 95 27182.220000 96 13642.680000 97 4400.000000 98 9172.060000 99 9071.942383 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,IRRF,XGBoost,0.818840742111206,"97 38463.100000 98 41114.550000 99 42302.170000 100 43195.420000 101 38840.900000 102 41253.480000 103 56034.040000 104 43944.450000 105 43174.400000 106 58671.810000 107 80856.020000 108 42419.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do FPM,AR,1.1247029304504395,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1438157.020 103 951546.730 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1277086.125 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do ICMS,HWES,1.0185999870300293,"97 487942.6300 98 463602.1800 99 575944.5300 100 661304.9600 101 524688.9300 102 563329.1300 103 600106.4500 104 595305.1900 105 706492.1500 106 534682.8400 107 727117.8000 108 591848.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do IPVA,AR,1.0568227767944336,"97 56803.12000 98 70654.51000 99 98181.08000 100 107730.76000 101 39075.81000 102 29427.46000 103 24605.58000 104 13725.81000 105 10355.26000 106 6008.90000 107 87031.47000 108 185861.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do ITR,XGBoost,1.5350821018218994,"91 4233.650000 92 105.930000 93 653.550000 94 3996.080000 95 2449.740000 96 211.460000 97 291.930000 98 18316.250000 99 232013.960000 100 27821.410000 101 8795.780000 102 14022.636719 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Transferencias LC 61_1989,SES,1.3315215110778809,"97 4589.030000 98 4663.150000 99 5516.790000 100 5091.280000 101 5770.600000 102 5952.180000 103 4965.300000 104 5285.670000 105 8762.660000 106 4676.470000 107 6161.810000 108 6416.874023 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,IPTU,SES,1.7547903060913086,"97 4.181714e+04 98 5.433425e+04 99 2.661435e+05 100 5.864917e+05 101 2.446338e+06 102 2.381887e+05 103 3.093987e+05 104 2.256910e+05 105 2.390618e+05 106 2.342599e+05 107 2.488324e+05 108 4.360254e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,ISS,SES,3.5875766277313232,"97 348873.310 98 363783.810 99 344139.220 100 424536.670 101 405875.320 102 389160.040 103 351357.970 104 367201.280 105 298799.890 106 358822.060 107 419304.180 108 390138.625 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,ITBI,MLP,1.5972514152526855,"97 79683.430000 98 171831.820000 99 118389.250000 100 129846.440000 101 85771.140000 102 88486.250000 103 162603.560000 104 77947.200000 105 64047.560000 106 118740.470000 107 112917.040000 108 106334.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,IRRF,XGBoost,1.0077359676361084,"97 265517.6800 98 365361.0400 99 321241.0800 100 345050.5900 101 305267.4100 102 291074.8000 103 305818.2900 104 294771.7500 105 305871.3700 106 564194.5800 107 336173.4200 108 332904.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do FPM,AR,1.0913283824920654,"97 3134153.030 98 1917305.190 99 2192078.180 100 2436846.810 101 2275996.640 102 3076283.930 103 1941525.170 104 1979188.190 105 1838195.890 106 2384993.830 107 3787537.530 108 1981933.875 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do ICMS,HWES,0.8929140567779541,"97 1390612.50 98 1474501.73 99 1831810.24 100 1973596.06 101 1668790.09 102 1791686.55 103 1908658.04 104 1893387.43 105 2247021.23 106 1700576.13 107 2312621.77 108 2308865.75 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do IPVA,SARIMAX,1.7429096698760986,"91 1.030678e+05 92 8.167201e+04 93 7.425834e+04 94 7.147818e+04 95 1.087670e+06 96 8.171779e+05 97 2.573914e+05 98 3.295106e+05 99 6.710824e+05 100 3.808315e+05 101 1.809744e+05 102 1.322444e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do ITR,XGBoost,1.198758602142334,"90 58.300000 91 27.260000 92 12.300000 93 76.230000 94 93.640000 95 59.920000 96 65.630000 97 2882.370000 98 5453.320000 99 441.850000 100 399.760000 101 377.614258 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Transferencias LC 61_1989,HWES,0.784982442855835,"85 11777.270000 86 14831.360000 87 17546.330000 88 16193.000000 89 18353.580000 90 18931.180000 91 15792.310000 92 16811.320000 93 27870.020000 94 14873.740000 95 19597.930000 96 18564.716797 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,IPTU,SARIMAX,2.408315658569336,"90 3365.599872 91 2774.139879 92 3019.908344 93 7020.320349 94 3661.060800 95 78166.897654 96 41134.520626 97 12115.070268 98 4116.233551 99 4228.069472 100 3325.253285 101 5298.291598 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,ISS,XGBoost,2.7037956714630127,"97 90461.610000 98 149463.550000 99 177070.880000 100 183981.670000 101 65569.240000 102 111220.200000 103 158862.530000 104 153653.330000 105 154779.040000 106 42920.970000 107 216943.670000 108 49886.707031 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,ITBI,MLP,2.544266700744629,"96 47355.100000 97 47040.000000 98 23200.000000 99 33100.000000 100 66520.000000 101 33527.020000 102 41356.000000 103 30700.000000 104 20220.000000 105 24200.000000 106 76196.000000 107 59943.144531 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,IRRF,XGBoost,1.0888900756835938,"85 42172.13000 86 51899.15000 87 60251.29000 88 55833.84000 89 58132.29000 90 54533.58000 91 59136.45000 92 53930.61000 93 52655.97000 94 62483.90000 95 102539.01000 96 51135.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do FPM,HWES,1.0782768726348877,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.170 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1243494.875 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do ICMS,XGBoost,1.0561749935150146,"97 394744.08 98 418557.17 99 519984.01 100 597050.52 101 473708.53 102 508594.36 103 541798.28 104 537463.54 105 637847.24 106 482731.44 107 656468.81 108 618818.75 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do IPVA,AR,1.5460612773895264,"97 44953.6700 98 43726.6100 99 116154.9800 100 62242.3400 101 25314.1500 102 14717.9500 103 11876.9300 104 6418.8100 105 4362.9900 106 1998.4500 107 245166.1600 108 142936.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do ITR,AR,1.3062617778778076,"82 99.270000 83 186.350000 84 15.770000 85 91.690000 86 109.530000 87 43.660000 88 698.730000 89 2360.650000 90 3984.580000 91 270.650000 92 134.450000 93 155.308792 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Transferencias LC 61_1989,HWES,1.0408380031585693,"97 3343.120000 98 4210.050000 99 4980.740000 100 4596.580000 101 5209.890000 102 5373.840000 103 4482.830000 104 4772.080000 105 7911.250000 106 4222.100000 107 5563.120000 108 5431.547852 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,IPTU,SES,1.6695408821105957,"97 3937.070000 98 6794.270000 99 40401.750000 100 77378.150000 101 195377.430000 102 22647.070000 103 17638.230000 104 17239.590000 105 7640.010000 106 9890.830000 107 9139.830000 108 6107.531738 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,ISS,XGBoost,2.4405298233032227,"97 60364.270000 98 31757.900000 99 59582.280000 100 12460.600000 101 68869.220000 102 24559.530000 103 36575.170000 104 23093.320000 105 22678.230000 106 76935.230000 107 64873.880000 108 63518.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,ITBI,XGBoost,2.380685806274414,"97 4240.310000 98 17723.580000 99 12999.080000 100 15743.850000 101 8800.000000 102 25832.030000 103 37175.520000 104 10900.000000 105 9361.780000 106 12280.080000 107 10312.000000 108 9724.991211 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,IRRF,MLP,1.6333482265472412,"97 63899.77000 98 56835.04000 99 73992.15000 100 54144.48000 101 60851.29000 102 71434.08000 103 54554.64000 104 64140.60000 105 71865.98000 106 58987.86000 107 96480.32000 108 95229.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do FPM,HWES,1.034306287765503,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 918151.97 105 919097.95 106 1452536.14 107 1893768.77 108 1359350.25 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do ICMS,HWES,1.0320353507995605,"97 433617.5200 98 459775.6500 99 481818.4200 100 696220.0300 101 520358.1800 102 583357.5600 103 620257.0800 104 615964.1300 105 729913.8300 106 556823.5800 107 917140.4400 108 904512.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do IPVA,AR,1.657949447631836,"97 26598.870000 98 56314.490000 99 125462.470000 100 66848.390000 101 13257.980000 102 7515.370000 103 1794.420000 104 6260.750000 105 6425.400000 106 4000.030000 107 304849.620000 108 193842.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do ITR,XGBoost,1.2516453266143799,"77 80.640000 78 59.070000 79 52.000000 80 28.720000 81 41.300000 82 137.210000 83 190.190000 84 2609.310000 85 2042.960000 86 265.580000 87 94.040000 88 214.892395 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Transferencias LC 61_1989,HWES,1.1401703357696533,"97 3672.35000 98 4624.68000 99 5471.24000 100 5049.27000 101 5722.96000 102 5903.07000 103 4924.32000 104 5242.06000 105 8690.34000 106 4637.89000 107 6110.96000 108 5366.55957 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,IPTU,XGBoost,3.2060554027557373,"97 44349.99000 98 173261.63000 99 110850.38000 100 22365.58000 101 15609.17000 102 24157.42000 103 31363.74000 104 27551.34000 105 10818.82000 106 27378.23000 107 9943.54000 108 18993.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,ISS,HWES,2.0535128116607666,"97 54855.730000 98 63130.750000 99 77957.940000 100 62976.410000 101 87759.260000 102 87010.850000 103 127644.570000 104 68834.880000 105 99174.580000 106 84048.600000 107 131126.340000 108 130572.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,ITBI,XGBoost,0.9044568538665771,"97 38914.740000 98 26479.500000 99 6081.500000 100 23958.510000 101 14767.050000 102 24609.730000 103 10805.320000 104 32997.680000 105 36056.360000 106 6794.190000 107 13994.000000 108 16415.277344 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,IRRF,XGBoost,0.8706357479095459,"96 75636.670000 97 79385.360000 98 78734.600000 99 67976.180000 100 63260.580000 101 65590.410000 102 80432.280000 103 63277.220000 104 58929.290000 105 69318.070000 106 147280.260000 107 139405.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do FPM,HWES,1.053096055984497,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1397936.375 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do ICMS,HWES,0.9773106575012207,"97 522763.1900 98 554299.0700 99 688619.5400 100 790675.7100 101 627336.5300 102 673536.1300 103 717508.4100 104 711767.8100 105 844706.8900 106 639285.6400 107 869367.6500 108 870087.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do IPVA,XGBoost,1.63643479347229,"96 74284.680000 97 132837.050000 98 160323.300000 99 102013.770000 100 39214.640000 101 30515.810000 102 12539.150000 103 8872.260000 104 19021.690000 105 8898.950000 106 163875.780000 107 172412.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do ITR,AR,1.901515007019043,"64 174.500000 65 2034.670000 66 3813.300000 67 5623.660000 68 414.420000 69 3478.740000 70 1573.410000 71 58238.840000 72 236210.050000 73 12958.370000 74 11362.080000 75 17042.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Transferencias LC 61_1989,XGBoost,0.9343216419219971,"73 4427.330000 74 5575.430000 75 6596.050000 76 6087.320000 77 6899.540000 78 7116.670000 79 5936.690000 80 6319.750000 81 10026.970000 82 5591.370000 83 7367.310000 84 7315.418945 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,IPTU,AR,3.1218416690826416,"96 1.476695e+05 97 4.387379e+06 98 2.228525e+05 99 2.175344e+05 100 1.699346e+05 101 1.895305e+05 102 1.559880e+05 103 1.298217e+05 104 1.533543e+05 105 1.506324e+05 106 2.285829e+05 107 1.688315e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,ISS,MLP,2.07816743850708,"97 452769.1300 98 492602.6000 99 587734.0000 100 494242.1900 101 591715.1300 102 587619.9400 103 578450.6200 104 408305.9300 105 440511.4200 106 450452.7900 107 660448.7700 108 648732.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,ITBI,MLP,1.1498668193817139,"97 119902.260000 98 125577.390000 99 139346.870000 100 120827.260000 101 113814.730000 102 155489.420000 103 193394.020000 104 174649.580000 105 155732.570000 106 240370.390000 107 253371.710000 108 151756.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,IRRF,XGBoost,0.9528088569641113,"97 316581.620 98 313559.710 99 324202.390 100 303707.410 101 364584.010 102 327886.230 103 312213.030 104 281194.880 105 341280.550 106 303186.220 107 565293.890 108 550491.125 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do FPM,AR,0.982903003692627,"97 3134153.03 98 1917305.29 99 2192078.18 100 2436846.71 101 2275996.64 102 2841917.66 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2721478.50 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do ICMS,HWES,0.9365360736846924,"97 1779533.37 98 1889913.87 99 2351722.30 100 2697989.85 101 2137819.07 102 2314769.55 103 2468057.92 104 2446161.99 105 2907689.25 106 2197059.43 107 3775392.07 108 3842747.75 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do IPVA,AR,1.6492176055908203,"97 351839.820 98 482142.910 99 869457.510 100 722526.600 101 244158.660 102 248973.100 103 126754.490 104 91422.690 105 63760.030 106 35471.320 107 1434163.370 108 1434163.625 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do ITR,XGBoost,2.0683796405792236,"96 355.540000 97 351.420000 98 142.370000 99 108.600000 100 94.990000 101 126.610000 102 1096.540000 103 3907.730000 104 5814.630000 105 789.740000 106 600.370000 107 686.790405 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Transferencias LC 61_1989,XGBoost,1.3132202625274658,"96 28037.080000 97 12875.730000 98 19161.360000 99 22668.980000 100 20920.540000 101 23711.920000 102 24458.120000 103 3535.630000 104 16974.920000 105 19216.120000 106 25319.530000 107 23709.443359 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,IPTU,MLP,3.3225555419921875,"97 3142926.61 98 2635134.43 99 2117541.60 100 2266224.29 101 2115540.39 102 1976325.71 103 2124439.38 104 1819293.96 105 2066177.06 106 1954187.04 107 1399503.52 108 12489761.00 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,ISS,XGBoost,1.930513620376587,"97 401158.77 98 408235.29 99 378746.46 100 341168.87 101 390443.09 102 331551.28 103 391305.72 104 338159.98 105 371327.09 106 357137.64 107 431179.70 108 395924.25 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,ITBI,XGBoost,0.9487569332122803,"97 917942.000 98 1157557.440 99 650298.960 100 1025955.530 101 622971.240 102 649866.580 103 849361.380 104 775010.050 105 840907.920 106 676883.390 107 1072972.220 108 1036384.875 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,IRRF,XGBoost,1.0724127292633057,"97 291966.9700 98 299845.1100 99 305768.3000 100 336564.3100 101 338402.8900 102 329822.2400 103 362973.6700 104 358528.6600 105 388146.0100 106 404093.1400 107 682211.8300 108 354364.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do FPM,MLP,1.1137762069702148,"96 2586580.19 97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 1576735.25 102 6040037.93 103 2309052.89 104 2144561.87 105 2782492.78 106 4418793.79 107 5465663.50 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do ICMS,HWES,0.9415686130523682,"97 485111.8100 98 519164.5700 99 644971.1000 100 740561.8800 101 587572.5100 102 659407.2000 103 701085.0700 104 609032.3600 105 791164.7600 106 598764.2100 107 814262.3900 108 756501.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do IPVA,SARIMAX,1.763200044631958,"90 143104.013098 91 124659.577092 92 122043.504688 93 104916.590419 94 664448.001925 95 669465.191187 96 372008.633225 97 426381.425251 98 698210.900023 99 649019.609683 100 358992.849208 101 261116.552293 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Imbé - RS,Transferencias LC 61_1989,XGBoost,3.6389570236206055,"61 4146.700000 62 5222.030000 63 6177.970000 64 5701.460000 65 6462.200000 66 6665.560000 67 5560.380000 68 5919.160000 69 9812.890000 70 5236.970000 71 6900.320000 72 6942.749023 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,IPTU,AR,2.525784730911255,"97 10904.920000 98 103465.480000 99 4852.510000 100 2828.830000 101 3365.730000 102 3007.990000 103 1737.290000 104 1262.100000 105 937.240000 106 1768.470000 107 6412.720000 108 4248.902832 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,ISS,XGBoost,1.9504797458648682,"97 6532.150000 98 13274.860000 99 9331.920000 100 11717.630000 101 11976.210000 102 12507.190000 103 9909.970000 104 12276.870000 105 14217.980000 106 18161.880000 107 21221.720000 108 21217.445312 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,ITBI,MLP,1.5699806213378906,"93 3497.100000 94 6700.000000 95 4624.520000 96 10407.900000 97 1119.450000 98 9778.290000 99 160.000000 100 16302.690000 101 6801.940000 102 6156.110000 103 19638.910000 104 19386.966797 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,IRRF,XGBoost,2.250128984451294,"97 40202.150000 98 50187.650000 99 36717.260000 100 31410.900000 101 35979.450000 102 35916.850000 103 31617.710000 104 34973.580000 105 31175.370000 106 41066.860000 107 69554.430000 108 54159.339844 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do FPM,HWES,1.1124398708343506,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420862.76 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1604520.25 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do ICMS,HWES,0.8647580146789551,"97 199525.48000 98 244798.58000 99 328535.82000 100 377187.01000 101 299298.09000 102 335974.06000 103 327684.01000 104 339579.70000 105 403004.03000 106 304998.90000 107 414769.52000 108 320820.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do IPVA,HWES,2.4882278442382812,"97 12976.9700 98 21609.7900 99 31978.1000 100 34579.4600 101 12130.9500 102 7903.1100 103 397.8300 104 6284.7900 105 2265.0400 106 1064.3400 107 82559.9500 108 73264.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do ITR,XGBoost,2.6244421005249023,"87 2375.530000 88 8151.110000 89 69.810000 90 601.540000 91 588.330000 92 485.310000 93 39.190000 94 4162.040000 95 9937.650000 96 481.010000 97 44.900000 98 526.469299 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,IPTU,AR,1.6746037006378174,"97 9065.010000 98 10585.690000 99 56037.450000 100 232823.660000 101 52059.000000 102 114995.500000 103 39931.360000 104 8939.420000 105 83090.360000 106 13653.000000 107 12905.330000 108 10480.036133 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,ISS,MLP,1.4566102027893066,"97 36414.080000 98 33746.730000 99 36840.330000 100 22619.470000 101 47960.310000 102 25279.760000 103 21477.260000 104 48151.540000 105 58442.750000 106 75617.290000 107 52140.220000 108 44312.183594 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,ITBI,HWES,1.0770437717437744,"97 24929.850000 98 23526.750000 99 24363.640000 100 31780.320000 101 91086.260000 102 18181.720000 103 320827.560000 104 25459.730000 105 23922.540000 106 22117.860000 107 13881.650000 108 11917.098633 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,IRRF,XGBoost,1.659247875213623,"97 86557.6600 98 93685.6200 99 95352.1400 100 80571.4900 101 81539.6600 102 79990.5600 103 79402.6200 104 80205.6300 105 87108.4800 106 85411.1400 107 181549.1800 108 181549.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do FPM,MLP,0.9258644580841064,"97 2089435.35 98 1278203.46 99 1461385.45 100 1624564.53 101 1121082.97 102 2526571.28 103 1295552.21 104 1318256.69 105 1225463.93 106 1589995.88 107 2525025.03 108 1338938.75 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do ICMS,HWES,0.9092123508453369,"97 610840.870 98 647690.080 99 804641.520 100 923896.980 101 733033.240 102 787016.760 103 838397.690 104 831689.930 105 987027.200 106 746995.560 107 990246.310 108 982152.875 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do IPVA,SARIMAX,3.1514246463775635,"91 24074.111048 92 19492.698971 93 26882.450930 94 20892.954792 95 152723.570983 96 134754.060921 97 58719.250473 98 80206.809607 99 130207.814460 100 112650.484738 101 59286.860672 102 42514.835089 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do ITR,HWES,2.9497838020324707,"96 1661.090000 97 1750.060000 98 711.540000 99 327.750000 100 6279.800000 101 3240.000000 102 559.820000 103 20057.970000 104 85393.040000 105 2529.840000 106 1830.320000 107 2416.733398 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,IPTU,SES,1.6979904174804688,"97 38031.27 98 105927.42 99 103156.88 100 456387.13 101 2869445.69 102 446242.87 103 416415.73 104 378150.01 105 361748.58 106 60653.23 107 118978.30 108 136975.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,ISS,SARIMAX,0.9256134033203125,"91 608649.555234 92 591857.856424 93 589993.415893 94 562816.663655 95 641861.350184 96 574597.102391 97 543683.093435 98 588565.425639 99 607923.856120 100 615680.607663 101 601284.652891 102 634443.777658 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Marcos - RS,ITBI,AR,0.8887617588043213,"97 96205.000000 98 117625.000000 99 76015.000000 100 149908.040000 101 152262.000000 102 160090.560000 103 69362.950000 104 106287.390000 105 111250.000000 106 181595.350000 107 62423.160000 108 73535.289062 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,IRRF,XGBoost,1.435950756072998,"97 303589.62 98 312197.21 99 364396.07 100 306824.28 101 304474.83 102 296867.29 103 303998.78 104 316411.86 105 314476.99 106 336179.63 107 579222.84 108 576989.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do FPM,HWES,0.9618327617645264,"97 3134153.03 98 1917305.19 99 2192078.18 100 1718793.39 101 2994050.06 102 2857098.19 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.56 108 2507030.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do ICMS,HWES,1.042907476425171,"97 1673783.20 98 1774754.77 99 2204822.08 100 2531597.53 101 2008606.13 102 2156528.02 103 2297318.43 104 2278938.25 105 2704582.56 106 2046864.74 107 2703511.16 108 2458233.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do IPVA,XGBoost,1.4657330513000488,"97 545793.00 98 545334.18 99 1041760.59 100 708483.29 101 247142.70 102 266728.10 103 157899.50 104 132036.54 105 72655.39 106 47732.67 107 1597376.65 108 1216115.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do ITR,MLP,2.786726474761963,"84 1476.650000 85 569.190000 86 5038.620000 87 355.470000 88 1132.970000 89 366.780000 90 22231.060000 91 59982.590000 92 99585.530000 93 22537.040000 94 15948.710000 95 16142.304688 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Transferencias LC 61_1989,HWES,1.6371080875396729,"97 14175.470000 98 17851.480000 99 21119.290000 100 19490.370000 101 22090.920000 102 22786.150000 103 19008.100000 104 20234.620000 105 33507.690000 106 17939.980000 107 23588.650000 108 24980.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,IPTU,SARIMAX,1.4539494514465332,"85 3458.045365 86 5952.076634 87 5880.148455 88 6440.238936 89 4665.280870 90 4481.232891 91 6439.671601 92 9811.793126 93 71854.821354 94 21422.948335 95 7904.935810 96 22823.665695 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,ISS,XGBoost,1.7872295379638672,"97 106672.990000 98 69509.740000 99 71318.750000 100 57512.720000 101 98588.770000 102 50170.840000 103 40739.330000 104 110643.510000 105 101508.710000 106 88013.640000 107 75914.300000 108 89937.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,ITBI,MLP,1.6011183261871338,"88 8720.000000 89 9320.000000 90 7420.000000 91 11540.000000 92 7480.000000 93 23780.960000 94 22960.000000 95 24364.000000 96 1550.000000 97 15350.000000 98 13560.000000 99 17566.810547 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,IRRF,XGBoost,1.113724708557129,"97 50498.000000 98 78476.420000 99 64267.550000 100 74696.520000 101 56533.540000 102 55280.100000 103 52834.830000 104 54975.790000 105 52852.570000 106 58907.650000 107 104237.860000 108 104237.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do FPM,HWES,1.1450438499450684,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.08 105 919097.95 106 1192496.92 107 1893768.77 108 1279315.50 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do ICMS,HWES,0.8835897445678711,"97 351829.08 98 373053.30 99 463453.40 100 532141.57 101 422208.83 102 453302.00 103 482896.11 104 479032.62 105 466768.80 106 531984.98 107 585100.16 108 560507.00 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do IPVA,MLP,1.5163366794586182,"95 32697.720 96 74338.770 97 141524.980 98 71979.150 99 26831.860 100 14250.000 101 9531.710 102 7967.010 103 6126.510 104 2490.060 105 138512.310 106 138512.375 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do ITR,MLP,2.9849655628204346,"86 64.320000 87 71.750000 88 126.120000 89 171.870000 90 66.640000 91 67.270000 92 268.290000 93 7512.360000 94 31054.510000 95 605.040000 96 104.550000 97 113.759865 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Transferencias LC 61_1989,HWES,1.3633840084075928,"97 2979.660000 98 3752.370000 99 4439.250000 100 4096.840000 101 4643.490000 102 4789.600000 103 3995.460000 104 4253.290000 105 6140.540000 106 4673.700000 107 4958.320000 108 4917.193848 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,IPTU,XGBoost,1.237656831741333,"85 1857.170000 86 14280.110000 87 14528.820000 88 25219.620000 89 78509.050000 90 282459.680000 91 9688.700000 92 8965.140000 93 7711.280000 94 5947.540000 95 14876.130000 96 15683.735352 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,ISS,XGBoost,1.0053410530090332,"97 33446.330000 98 31117.460000 99 32518.720000 100 31269.700000 101 36981.690000 102 35872.580000 103 33044.130000 104 36066.760000 105 39229.130000 106 30177.660000 107 31951.580000 108 31519.304688 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,IRRF,XGBoost,1.0808115005493164,"97 106284.290000 98 108109.630000 99 109801.270000 100 106320.150000 101 103032.750000 102 98253.920000 103 100363.920000 104 96139.300000 105 104001.250000 106 105140.180000 107 183236.130000 108 103272.273438 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do FPM,MLP,0.9157640933990479,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1545663.625 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do ICMS,HWES,1.0533523559570312,"97 501047.400 98 531273.260 99 660014.010 100 757834.300 101 601276.720 102 645557.180 103 687702.830 104 682200.730 105 809617.440 106 612729.450 107 833253.760 108 818811.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do IPVA,XGBoost,2.915452241897583,"97 27699.350 98 29535.750 99 76937.740 100 61370.810 101 16800.400 102 8404.120 103 10165.170 104 4042.500 105 4683.420 106 3832.070 107 179641.020 108 162092.375 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do ITR,XGBoost,1.4953813552856445,"66 76.360000 67 16.750000 68 9.080000 69 25.410000 70 12.450000 71 21.520000 72 309.300000 73 2079.860000 74 7451.820000 75 33.310000 76 170.250000 77 156.491501 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Transferencias LC 61_1989,SARIMAX,1.3514854907989502,"51 4334.342688 52 5086.116107 53 3929.076082 54 4134.551352 55 5471.657611 56 5892.984892 57 6438.627789 58 6343.699061 59 6008.318903 60 7572.952277 61 6808.853659 62 6031.924591 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Mostardas - RS,IPTU,SES,0.7117037773132324,"95 19547.170000 96 24043.870000 97 33600.030000 98 380726.900000 99 255234.540000 100 68674.040000 101 84242.480000 102 75858.890000 103 44251.770000 104 54774.470000 105 71848.340000 106 66123.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,ISS,Prophet,1.4149127006530762,"97 123088.19000 98 482282.63000 99 333235.07000 100 74514.60000 101 194233.73000 102 183244.08000 103 113053.59000 104 -183434.03000 105 173849.28000 106 105784.63000 107 313771.47000 108 313771.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,ITBI,AR,0.7967085838317871,"97 14706.090000 98 44471.970000 99 32515.400000 100 15460.380000 101 46430.240000 102 35927.560000 103 17117.060000 104 10839.630000 105 73396.750000 106 142576.650000 107 63210.100000 108 52408.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,IRRF,MLP,1.100409984588623,"97 122456.45000 98 143308.76000 99 132539.04000 100 135643.75000 101 142748.07000 102 133146.93000 103 194597.61000 104 551494.60000 105 203162.20000 106 190354.95000 107 341303.99000 108 335378.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do FPM,HWES,0.9152593612670898,"97 2089435.35 98 1278203.46 99 1461385.45 100 1624564.53 101 1517331.10 102 1907422.34 103 1294350.11 104 1306648.24 105 1225463.93 106 1589995.88 107 2525025.03 108 1697617.00 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do ICMS,HWES,0.8194949626922607,"97 1420872.23 98 1240893.27 99 1871670.38 100 2282235.07 101 1705102.92 102 1830673.62 103 1950190.39 104 1934587.48 105 2029131.60 106 2004365.30 107 2362944.35 108 2340692.50 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do IPVA,SES,0.9467768669128418,"88 342577.640000 89 436119.350000 90 294214.580000 91 349202.280000 92 319169.600000 93 105403.830000 94 87510.390000 95 77179.760000 96 41816.180000 97 32188.640000 98 257992.400000 99 258022.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do ITR,XGBoost,1.452878713607788,"25 8479.070 26 8576.120 27 2918.840 28 12202.950 29 4844.830 30 6734.450 31 11587.490 32 93158.960 33 993538.360 34 184478.050 35 92336.380 36 66189.375 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Transferencias LC 61_1989,SES,2.074144124984741,"97 12033.540000 98 15154.100000 99 17928.130000 100 16545.360000 101 18752.970000 102 19343.110000 103 16135.950000 104 17177.150000 105 28476.470000 106 15197.390000 107 20024.380000 108 20797.267578 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,IPTU,AR,2.4075334072113037,"94 11112.840000 95 15877.210000 96 74330.580000 97 717558.040000 98 72146.390000 99 63312.090000 100 54583.380000 101 11896.610000 102 16970.930000 103 19971.220000 104 12312.000000 105 8968.993164 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,ISS,AR,1.0117042064666748,"97 151045.7100 98 160508.7900 99 180578.6300 100 167132.8800 101 179645.1300 102 169964.0800 103 195480.8000 104 196268.3500 105 189294.6400 106 186380.8000 107 173599.1800 108 173605.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,ITBI,HWES,0.8745651245117188,"97 24334.000000 98 32008.570000 99 35310.520000 100 52699.780000 101 8630.000000 102 103937.310000 103 50694.820000 104 28609.160000 105 44242.220000 106 24160.000000 107 23977.390000 108 46088.785156 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,IRRF,XGBoost,1.9292221069335938,"96 89692.330000 97 105907.070000 98 96496.960000 99 89478.180000 100 86821.110000 101 91356.250000 102 100353.710000 103 103369.090000 104 113972.930000 105 109060.730000 106 159859.120000 107 157075.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do FPM,HWES,1.0048046112060547,"97 1253661.25 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1434735.75 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ICMS,HWES,0.9973421096801758,"97 5.473967e+05 98 7.255233e+05 99 9.013357e+05 100 1.034922e+06 101 8.211222e+05 102 8.815930e+05 103 9.391484e+05 104 9.316345e+05 105 9.077836e+05 106 1.034618e+06 107 1.137917e+06 108 9.965569e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do IPVA,AR,1.4727632999420166,"97 104231.68000 98 193514.27000 99 230008.88000 100 158643.40000 101 58626.09000 102 33363.29000 103 28212.83000 104 25494.21000 105 12162.41000 106 9877.70000 107 395086.81000 108 395086.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ITR,AR,1.2905893325805664,"86 15.490000 87 10.430000 88 75.450000 89 188.100000 90 22.700000 91 36.880000 92 533.450000 93 6518.720000 94 5113.440000 95 342.790000 96 421.030000 97 421.073792 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Transferencias LC 61_1989,SARIMAX,2.357998847961426,"51 6918.426267 52 7234.767082 53 6052.213777 54 6261.755880 55 6986.384674 56 6829.253947 57 7633.267052 58 8788.259591 59 8341.488809 60 8211.624815 61 8444.681710 62 7830.860623 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,IPTU,AR,2.049201488494873,"94 13909.66000 95 149603.72000 96 73807.68000 97 37074.23000 98 22491.82000 99 21774.72000 100 10128.81000 101 3998.17000 102 5978.01000 103 10304.99000 104 10326.58000 105 10192.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,ISS,XGBoost,0.8890154361724854,"97 42385.230000 98 36278.400000 99 67674.140000 100 57092.640000 101 68403.730000 102 38163.490000 103 43072.030000 104 81845.720000 105 33823.680000 106 31898.060000 107 47317.730000 108 47317.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,ITBI,AR,1.3549480438232422,"97 7954.040000 98 13738.330000 99 25797.880000 100 71631.770000 101 18158.660000 102 224024.330000 103 21190.150000 104 10067.900000 105 41563.000000 106 38348.550000 107 35501.260000 108 40572.988281 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,IRRF,SARIMAX,2.1060075759887695,"91 81662.892791 92 80559.140820 93 82698.827596 94 85044.031303 95 123208.759614 96 90857.293590 97 79633.322237 98 91099.992681 99 93473.839736 100 100729.316926 101 103737.072956 102 103125.782524 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do FPM,HWES,0.9676597118377686,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1430470.680 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1209251.875 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do ICMS,HWES,0.899416446685791,"97 439327.4300 98 465830.0000 99 578712.2200 100 664482.8400 101 527210.3000 102 566036.1900 103 602990.2600 104 598165.9300 105 709887.1900 106 537252.2600 107 730611.9700 108 700972.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do IPVA,SARIMAX,1.5487990379333496,"91 23256.379690 92 19893.319657 93 20609.222905 94 18198.586735 95 165796.205157 96 217259.930021 97 73768.726890 98 91156.102878 99 197748.361054 100 134599.887322 101 49194.553263 102 32913.406339 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do ITR,XGBoost,1.3864073753356934,"96 36.630000 97 157.170000 98 77.180000 99 203.050000 100 141.000000 101 439.580000 102 615.860000 103 6067.270000 104 41524.270000 105 22864.510000 106 14547.260000 107 16078.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Transferencias LC 61_1989,SARIMAX,3.271484851837158,"51 4675.428717 52 3550.530597 53 3881.635705 54 4369.331065 55 3637.884972 56 4770.134288 57 5819.467653 58 4823.399242 59 5269.317431 60 5378.276269 61 4202.925210 62 4330.927828 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Tapes - RS,IPTU,HWES,2.177976608276367,"97 3.183049e+05 98 1.487102e+06 99 2.537013e+05 100 2.674807e+05 101 2.632565e+05 102 2.497088e+05 103 2.744898e+05 104 2.099982e+05 105 2.487391e+05 106 2.283120e+05 107 2.480968e+05 108 1.142105e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,ISS,MLP,1.0848174095153809,"97 153577.650000 98 178659.750000 99 219950.930000 100 223413.160000 101 232806.910000 102 249214.050000 103 175657.320000 104 174189.430000 105 199155.830000 106 360443.840000 107 259624.250000 108 259765.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,ITBI,HWES,0.9149136543273926,"97 76509.110000 98 80439.300000 99 63001.860000 100 126171.570000 101 27404.530000 102 146752.000000 103 91662.970000 104 64561.000000 105 67721.290000 106 233070.790000 107 152657.240000 108 121147.367188 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,IRRF,MLP,1.324887752532959,"97 145964.920 98 120551.860 99 130272.330 100 134109.520 101 114961.200 102 119060.970 103 115884.800 104 112643.700 105 113911.770 106 110621.060 107 206813.570 108 130863.125 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do FPM,HWES,1.4195258617401123,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 3127872.53 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 1985401.25 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do ICMS,HWES,1.1195290088653564,"97 860198.87 98 912090.70 99 1133112.99 100 1301051.05 101 1032272.70 102 1154382.37 103 1227533.22 104 1218962.53 105 1441897.89 106 1104214.59 107 1833231.51 108 1808337.00 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do IPVA,AR,1.5606532096862793,"93 153746.72 94 198854.99 95 310822.90 96 301618.03 97 130795.33 98 100288.23 99 42077.88 100 33683.58 101 36767.12 102 19165.94 103 314816.41 104 588633.50 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do ITR,XGBoost,2.5713179111480713,"96 1397.590000 97 7300.450000 98 28448.700000 99 1257.310000 100 17678.490000 101 3893.660000 102 1648.940000 103 27090.310000 104 734989.010000 105 182216.130000 106 133135.840000 107 131098.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Transferencias LC 61_1989,HWES,2.5338308811187744,"97 7285.120000 98 9174.310000 99 10853.720000 100 10016.580000 101 11353.070000 102 11710.350000 103 9768.740000 104 10399.050000 105 17239.690000 106 9200.530000 107 12122.790000 108 11723.947266 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,IPTU,AR,1.5767452716827393,"80 98454.580000 81 120013.240000 82 11881.420000 83 22500.630000 84 11061.270000 85 14309.670000 86 6417.490000 87 8935.200000 88 7201.810000 89 2604.860000 90 6187.920000 91 10764.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,ISS,SES,0.8825666904449463,"81 206507.000000 82 696679.030000 83 140817.140000 84 132577.650000 85 134704.100000 86 143128.020000 87 120912.890000 88 144960.420000 89 142241.360000 90 152253.840000 91 174634.200000 92 175124.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,ITBI,SARIMAX,1.2210814952850342,"78 47859.903036 79 48717.725635 80 48028.809860 81 48794.032804 82 48511.792481 83 47947.856752 84 54690.289772 85 53850.659594 86 55121.765495 87 55161.618635 88 55244.505404 89 55353.546562 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Machadinho - RS,IRRF,Prophet,1.0645968914031982,"81 61451.550000 82 65419.540000 83 61841.400000 84 60259.950000 85 62739.580000 86 66390.260000 87 57546.200000 88 57881.210000 89 58279.980000 90 65012.250000 91 112127.460000 92 62969.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do FPM,MLP,0.8483209609985352,"81 1567076.530 82 958652.590 83 1096039.070 84 1218423.400 85 1137998.320 86 1420958.830 87 970762.570 88 989594.090 89 919097.950 90 1192496.910 91 1893768.770 92 1204397.125 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do ICMS,SES,0.9887714385986328,"81 462809.2300 82 490728.3500 83 609644.0700 84 699999.0600 85 555389.3900 86 596290.5200 87 635219.7400 88 630137.5500 89 747830.2700 90 565968.0700 91 769662.7600 92 769459.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do ITR,MLP,0.7788383960723877,"48 36.030000 49 51.050000 50 103.590000 51 103.430000 52 73.450000 53 122.570000 54 470.530000 55 18563.100000 56 49799.570000 57 1405.620000 58 749.040000 59 750.747864 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Transferencias LC 61_1989,XGBoost,1.8999652862548828,"81 3919.570000 82 4936.000000 83 5839.560000 84 5389.170000 85 6108.240000 86 6300.450000 87 5255.830000 88 5594.960000 89 9275.400000 90 4950.110000 91 6522.360000 92 6126.644531 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,IPTU,AR,2.0301425457000732,"59 1392.820000 60 2506.180000 61 79.270000 62 728.050000 63 315.940000 64 176.520000 65 1546.940000 66 1297.080000 67 26202.670000 68 8969.640000 69 1697.520000 70 1635.815308 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,ISS,XGBoost,1.9415714740753174,"97 6176.150000 98 11585.180000 99 9833.180000 100 8652.330000 101 9321.100000 102 12065.480000 103 16749.650000 104 13925.280000 105 13406.240000 106 12820.380000 107 19141.950000 108 20347.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,ITBI,XGBoost,1.7366054058074951,"91 6117.820000 92 9754.090000 93 14000.000000 94 7600.000000 95 21332.040000 96 19669.260000 97 16073.090000 98 8050.930000 99 12000.000000 100 66735.330000 101 11501.410000 102 11738.798828 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,IRRF,XGBoost,1.649733066558838,"94 29502.510000 95 36726.460000 96 30389.910000 97 31188.120000 98 30357.060000 99 30217.040000 100 28721.710000 101 30867.560000 102 32516.770000 103 33466.090000 104 64217.440000 105 35404.027344 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do FPM,HWES,1.0424120426177979,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418940.770 103 970762.570 104 989594.270 105 919097.950 106 1192496.910 107 1893768.770 108 1230029.375 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do ICMS,HWES,0.7945735454559326,"97 223600.60000 98 237089.39000 99 294542.06000 100 338195.98000 101 268329.58000 102 288090.45000 103 306898.64000 104 304443.22000 105 361305.03000 106 273440.52000 107 371853.12000 108 357047.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do ITR,XGBoost,2.998473644256592,"80 769.960000 81 676.280000 82 2895.520000 83 466.160000 84 2670.860000 85 2832.880000 86 9505.780000 87 20116.180000 88 66513.650000 89 2606.860000 90 2175.880000 91 1335.435425 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,IPTU,SES,1.8082213401794434,"96 1841.510000 97 3229.130000 98 1075.220000 99 4587.420000 100 213767.970000 101 50840.580000 102 15130.920000 103 28781.430000 104 35973.050000 105 23568.410000 106 22664.060000 107 42098.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,ISS,MLP,0.9556393623352051,"97 32428.26000 98 54558.91000 99 42047.67000 100 41820.57000 101 50642.67000 102 34806.68000 103 42389.75000 104 48069.32000 105 43336.25000 106 42671.71000 107 44961.98000 108 44184.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,ITBI,Prophet,1.2690930366516113,"94 6489.720000 95 16545.000000 96 3800.000000 97 3575.160000 98 36430.900000 99 8159.770000 100 7120.620000 101 7013.560000 102 16090.390000 103 12700.000000 104 8000.000000 105 8295.198242 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,IRRF,XGBoost,1.1082179546356201,"97 75440.7800 98 86217.7800 99 74536.0200 100 68520.5000 101 81253.4900 102 60708.8000 103 71941.1800 104 73713.1100 105 71925.1900 106 71265.7000 107 120596.9500 108 120596.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do FPM,HWES,1.0249366760253906,"97 1567072.610 98 958654.140 99 1096042.750 100 1218424.000 101 1137998.710 102 1418945.610 103 970766.970 104 989595.750 105 919095.750 106 1192496.150 107 1893769.680 108 1211463.875 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do ICMS,HWES,0.8707256317138672,"97 1061218.16 98 1125236.55 99 1397909.37 100 1605092.72 101 1273503.82 102 1427074.20 103 1517370.15 104 1506852.07 105 1478777.12 106 1668949.29 107 2287195.47 108 2288122.75 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do IPVA,SARIMAX,3.947608232498169,"91 23983.654343 92 21039.836834 93 18630.352235 94 17856.043403 95 271008.251623 96 220064.932379 97 54619.602485 98 73687.814563 99 136322.257937 100 88184.051762 101 36779.456269 102 36212.162787 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do ITR,XGBoost,1.7203803062438965,"73 84.040000 74 21.790000 75 27.650000 76 155.780000 77 38.480000 78 87.760000 79 332.700000 80 2893.500000 81 3826.020000 82 354.580000 83 88.130000 84 127.730995 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Transferencias LC 61_1989,XGBoost,0.9859154224395752,"97 8987.580000 98 11318.250000 99 13390.130000 100 12357.360000 101 14006.180000 102 14446.940000 103 12051.590000 104 12829.200000 105 18521.710000 106 14097.300000 107 14955.760000 108 14370.463867 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,IPTU,SARIMAX,1.5369596481323242,"75 4207.971342 76 8427.348298 77 6660.189261 78 9539.047901 79 93134.629720 80 37649.432581 81 9686.300669 82 4562.672452 83 6444.089474 84 3103.847860 85 4624.190569 86 4056.735310 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,ISS,XGBoost,1.1109817028045654,"97 12370.440000 98 26039.310000 99 26896.360000 100 24493.740000 101 22365.060000 102 27993.320000 103 33060.680000 104 32791.590000 105 34136.940000 106 22677.150000 107 24248.690000 108 24175.412109 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,ITBI,SES,1.6771395206451416,"92 18540.000000 93 459.780000 94 8600.000000 95 26843.400000 96 0.040000 97 1250.000000 98 26670.630000 99 3320.000000 100 16000.000000 101 1000.000000 102 25645.000000 103 20944.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,IRRF,XGBoost,1.6849651336669922,"97 31229.050000 98 35639.970000 99 29738.450000 100 25835.400000 101 25662.020000 102 27772.880000 103 30838.800000 104 23581.110000 105 31847.040000 106 26329.630000 107 49755.340000 108 49755.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do FPM,HWES,0.9952998161315918,"97 1567076.53 98 958652.59 99 1096039.07 100 1218787.26 101 1137634.46 102 1428549.10 103 970762.57 104 989594.09 105 919097.95 106 1182888.99 107 1893768.77 108 1337997.50 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do ICMS,HWES,0.8866589069366455,"97 255689.1300 98 271113.6800 99 336811.2700 100 386729.8800 101 306837.0900 102 329433.8100 103 350941.1200 104 348133.3500 105 413155.2700 106 312681.5200 107 425217.1300 108 425834.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do IPVA,XGBoost,2.7828807830810547,"97 27442.030000 98 32375.180000 99 51165.410000 100 44550.000000 101 15689.220000 102 17311.590000 103 6663.930000 104 891.650000 105 2480.790000 106 5058.420000 107 115032.040000 108 114777.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do ITR,XGBoost,1.8617732524871826,"61 13.190000 62 30.380000 63 33.450000 64 12.990000 65 25.460000 66 104.190000 67 338.380000 68 1131.960000 69 518.720000 70 28.920000 71 8.070000 72 232.820908 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Transferencias LC 61_1989,SES,1.0366151332855225,"97 2165.450000 98 2727.000000 99 3226.200000 100 2977.370000 101 3374.630000 102 3480.810000 103 2903.690000 104 3091.060000 105 5124.400000 106 2734.800000 107 3603.410000 108 3671.248779 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,IPTU,AR,1.6657123565673828,"91 6464.810000 92 10715.880000 93 9823.250000 94 95832.300000 95 137959.440000 96 196475.590000 97 569302.400000 98 21991.780000 99 15650.530000 100 14332.190000 101 25413.110000 102 24830.369141 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,ISS,XGBoost,0.7181277275085449,"97 77248.610000 98 91056.280000 99 97848.210000 100 70020.530000 101 72440.360000 102 68651.150000 103 92622.380000 104 84655.570000 105 82980.050000 106 85040.270000 107 95525.640000 108 93745.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,ITBI,MLP,0.9842972755432129,"97 38517.91000 98 61394.77000 99 93345.40000 100 66183.71000 101 18991.64000 102 87409.22000 103 116701.57000 104 18030.60000 105 94501.72000 106 21255.20000 107 53265.37000 108 56802.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,IRRF,XGBoost,1.3874053955078125,"97 85097.14000 98 90602.12000 99 101276.99000 100 87389.87000 101 87720.60000 102 80029.51000 103 81755.57000 104 86553.79000 105 92202.58000 106 84391.30000 107 163574.15000 108 163574.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do FPM,AR,1.0813467502593994,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1266362.125 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do ICMS,HWES,1.0127577781677246,"97 823356.750 98 873026.030 99 1084582.000 100 1245327.280 101 988060.700 102 1060825.500 103 1130082.210 104 1121040.770 105 1330420.980 106 1006880.650 107 1334760.010 108 1260825.125 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do IPVA,SARIMAX,2.7614030838012695,"91 40630.480824 92 43238.187587 93 35039.622584 94 34601.547466 95 417576.097072 96 429619.251007 97 105753.943649 98 143421.216840 99 364981.494223 100 206557.406343 101 84485.541574 102 73711.057947 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do ITR,AR,2.7464890480041504,"74 253.350000 75 25.120000 76 856.600000 77 59.090000 78 1646.410000 79 5.300000 80 1311.810000 81 30030.730000 82 65888.000000 83 805.960000 84 1252.210000 85 1322.025635 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Transferencias LC 61_1989,HWES,1.0473451614379883,"97 6973.100000 98 8781.390000 99 10388.850000 100 9587.590000 101 10866.820000 102 11208.800000 103 9350.350000 104 9953.670000 105 16501.320000 106 8806.480000 107 11603.580000 108 11583.537109 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,IPTU,SES,1.537191390991211,"94 12132.040000 95 39287.600000 96 8306.440000 97 29828.200000 98 102007.550000 99 34578.690000 100 6984.450000 101 5013.140000 102 9066.080000 103 10096.460000 104 3168.060000 105 9630.772461 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,ISS,SARIMAX,1.608844518661499,"91 15772.206944 92 15509.351123 93 15561.861435 94 16570.430756 95 16349.272161 96 18995.025408 97 15547.713919 98 15830.031815 99 16231.058295 100 16406.655666 101 17179.537307 102 16993.045459 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,ITBI,MLP,1.420663833618164,"95 5955.810000 96 8893.200000 97 6237.350000 98 14588.540000 99 28755.400000 100 32503.220000 101 18458.790000 102 13461.580000 103 5599.020000 104 12359.520000 105 29438.870000 106 22388.433594 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,IRRF,Prophet,1.0753099918365479,"97 49429.200000 98 61893.570000 99 66127.260000 100 64874.420000 101 54891.710000 102 55737.550000 103 57280.520000 104 57177.490000 105 72060.350000 106 61928.320000 107 128607.840000 108 113516.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do FPM,HWES,0.9921388626098633,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1271234.875 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do ICMS,HWES,0.907958984375,"97 522141.9400 98 553640.3400 99 687801.1800 100 789739.8000 101 626591.0000 102 672735.6900 103 716655.7200 104 710921.9500 105 843703.0400 106 638525.9000 107 868334.5100 108 862938.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do ITR,XGBoost,1.055030345916748,"83 56.91000 84 57.85000 85 27.89000 86 116.57000 87 122.92000 88 26.52000 89 20.17000 90 2688.72000 91 2813.21000 92 127.20000 93 149.23000 94 68.77829 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Transferencias LC 61_1989,HWES,1.0976262092590332,"97 4422.080000 98 5568.800000 99 6588.210000 100 6080.070000 101 6891.330000 102 7108.200000 103 5929.620000 104 6312.230000 105 10464.510000 106 5584.720000 107 7358.540000 108 6770.839355 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,IPTU,SARIMAX,1.2935974597930908,"83 25201.862953 84 31278.623469 85 15672.197075 86 16276.829232 87 15568.858673 88 33207.993308 89 216899.803698 90 49459.713183 91 45434.906557 92 58853.849205 93 37561.044549 94 22949.407454 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,ISS,XGBoost,1.1274387836456299,"97 100316.470000 98 119248.320000 99 173082.680000 100 141414.740000 101 121968.790000 102 139737.530000 103 109657.140000 104 137562.080000 105 135835.190000 106 119789.950000 107 117613.480000 108 115738.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,IRRF,HWES,1.1334867477416992,"97 51374.70000 98 61988.97000 99 84711.51000 100 72256.98000 101 66064.80000 102 71672.20000 103 71152.58000 104 80356.30000 105 68759.86000 106 125568.02000 107 70223.34000 108 98575.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do FPM,HWES,0.9730312824249268,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1887951.690 108 1261691.875 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do ICMS,HWES,2.3750998973846436,"97 344562.550 98 365348.420 99 453881.450 100 521150.960 101 413488.720 102 443939.720 103 472922.630 104 469138.910 105 457128.390 106 520997.610 107 573015.780 108 560870.875 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do IPVA,SARIMAX,2.313131809234619,"91 19109.439438 92 17885.238857 93 17589.379035 94 14261.352572 95 124526.272475 96 135652.597897 97 59723.274836 98 90714.039995 99 129021.668302 100 78975.532199 101 37026.402313 102 27947.314929 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Alecrim - RS,IPTU,HWES,2.1317391395568848,"85 3492.33000 86 3071.31000 87 2524.60000 88 2620.91000 89 30105.14000 90 88883.79000 91 182159.37000 92 9187.79000 93 9472.94000 94 7497.85000 95 10931.23000 96 5349.79248 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,ISS,XGBoost,0.8246040344238281,"85 31039.610000 86 33680.920000 87 30959.250000 88 30183.050000 89 33734.380000 90 26042.480000 91 34380.430000 92 30407.040000 93 31659.970000 94 60864.400000 95 31067.750000 96 30252.439453 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,ITBI,XGBoost,1.612544059753418,"85 22587.810000 86 32362.890000 87 23181.220000 88 21173.980000 89 14369.870000 90 71449.080000 91 64790.820000 92 35365.520000 93 22599.720000 94 22960.480000 95 24550.790000 96 32545.777344 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,IRRF,Prophet,1.7436800003051758,"85 49559.120000 86 88716.360000 87 65489.820000 88 73395.240000 89 34026.030000 90 99407.410000 91 74867.390000 92 66139.090000 93 32447.340000 94 98262.330000 95 125379.580000 96 125322.265625 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do FPM,XGBoost,2.3736257553100586,"85 1447261.91 86 877388.90 87 1040016.53 88 1156914.60 89 1082514.38 90 928395.23 91 1058586.61 92 879433.24 93 927607.18 94 1165874.01 95 1247741.48 96 1161143.75 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do ICMS,XGBoost,0.8830585479736328,"85 523975.00000 86 562072.11000 87 505469.67000 88 626940.88000 89 498364.30000 90 502738.21000 91 522038.33000 92 489140.86000 93 476023.65000 94 461200.58000 95 560725.10000 96 467391.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do IPVA,AR,1.3255343437194824,"85 29293.700000 86 38036.270000 87 71183.210000 88 37770.830000 89 17930.780000 90 9933.950000 91 9721.190000 92 1403.210000 93 1756.500000 94 407.590000 95 199426.540000 96 199547.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do ITR,SARIMAX,1.4241828918457031,"78 635.752631 79 559.465717 80 109.570932 81 88.673916 82 709.934197 83 116.212886 84 80.471774 85 91.071101 86 144.833708 87 99.310127 88 2426.629868 89 5741.949695 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barra Funda - RS,IPTU,HWES,1.4993565082550049,"97 21363.880000 98 49036.900000 99 182771.410000 100 11979.020000 101 9658.100000 102 20297.620000 103 9534.140000 104 11463.440000 105 9972.130000 106 2625.920000 107 17313.760000 108 13938.969727 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,ISS,MLP,1.404341459274292,"97 34562.230000 98 31771.970000 99 28844.000000 100 35045.280000 101 30334.580000 102 29231.900000 103 41108.670000 104 30561.730000 105 47384.520000 106 30846.080000 107 46845.500000 108 40746.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,IRRF,HWES,2.389371156692505,"97 50851.390000 98 58749.750000 99 71260.020000 100 73193.700000 101 50589.320000 102 55953.570000 103 76502.240000 104 65871.700000 105 76892.060000 106 64301.040000 107 114211.500000 108 104143.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Cota-Parte do FPM,HWES,2.1763052940368652,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1318510.75 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Cota-Parte do ICMS,HWES,0.9389064311981201,"97 351794.170 98 373016.270 99 463407.440 100 532088.750 101 422166.930 102 453257.030 103 482848.230 104 478985.120 105 568446.620 106 430208.130 107 600299.280 108 539824.375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Transferencias LC 61_1989,XGBoost,1.0549018383026123,"85 6386.040000 86 5773.390000 87 5249.340000 88 4020.360000 89 3731.760000 90 4535.050000 91 3161.450000 92 4782.120000 93 5130.460000 94 3567.980000 95 4609.070000 96 4315.408203 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,IPTU,XGBoost,1.661055564880371,"90 5242.07000 91 4108.93000 92 1257.96000 93 2446.73000 94 2365.08000 95 2021.01000 96 2006.03000 97 137204.77000 98 90881.60000 99 42079.42000 100 53735.67000 101 12067.05957 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,ISS,XGBoost,1.0066702365875244,"97 92074.91000 98 73334.98000 99 62634.65000 100 68001.10000 101 76380.67000 102 27139.37000 103 194954.44000 104 37793.66000 105 164984.06000 106 65267.68000 107 164500.57000 108 164500.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,ITBI,SARIMAX,2.0591366291046143,"90 22508.602088 91 19995.093754 92 21100.222131 93 25997.589385 94 16822.172166 95 17805.387380 96 22039.758111 97 21265.386676 98 25341.721523 99 24722.445634 100 38262.025493 101 21316.541664 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,IRRF,XGBoost,1.6292970180511475,"97 184095.99000 98 171010.35000 99 147878.39000 100 137782.21000 101 152999.11000 102 145481.86000 103 137714.06000 104 136388.05000 105 141606.29000 106 144847.20000 107 400679.09000 108 5049.90918 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do FPM,AR,1.463559627532959,"97 2089435.350 98 1278203.460 99 1461385.450 100 1624564.530 101 1517331.100 102 2130323.150 103 1294350.110 104 1319458.790 105 1225463.930 106 1589995.880 107 2525025.030 108 1336444.375 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do ICMS,MLP,1.2319133281707764,"97 519419.5900 98 695412.7500 99 774760.4100 100 785622.2900 101 623324.1000 102 669228.2200 103 712919.2300 104 707215.3800 105 839304.1500 106 635196.7700 107 863807.1900 108 852352.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do IPVA,AR,1.4545395374298096,"95 291291.3000 96 70670.2600 97 114638.0600 98 116235.1100 99 34856.7300 100 26586.3700 101 7826.2500 102 12114.8200 103 10873.0900 104 7131.7700 105 221259.8500 106 281614.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do ITR,XGBoost,0.963301420211792,"56 1022.920000 57 23.370000 58 136.230000 59 530.180000 60 7426.860000 61 3501.550000 62 10.940000 63 6133.460000 64 4863.020000 65 1675.660000 66 595.850000 67 1613.405884 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Transferencias LC 61_1989,SES,1.1196849346160889,"97 4399.010000 98 5539.770000 99 6553.870000 100 6048.390000 101 6855.410000 102 7071.140000 103 5898.700000 104 6279.320000 105 10409.940000 106 5555.610000 107 7320.180000 108 7049.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,IPTU,HWES,1.3975167274475098,"85 1752.280000 86 4103.230000 87 2342.860000 88 36498.910000 89 63157.810000 90 11200.980000 91 5521.020000 92 5196.380000 93 6102.890000 94 6171.830000 95 4816.300000 96 14044.186523 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,ISS,XGBoost,1.0454204082489014,"97 30204.320000 98 45718.040000 99 53327.300000 100 40023.520000 101 46083.550000 102 36797.800000 103 37216.780000 104 39266.070000 105 41333.950000 106 41058.430000 107 54609.330000 108 54147.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,ITBI,Prophet,1.7958028316497803,"97 37254.940000 98 24685.120000 99 27640.000000 100 37330.600000 101 27114.590000 102 40536.780000 103 40272.500000 104 20935.200000 105 32130.230000 106 17036.290000 107 14823.010000 108 18802.566406 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,IRRF,XGBoost,2.8089334964752197,"97 51604.120000 98 70273.150000 99 56795.530000 100 53637.590000 101 62670.850000 102 55146.180000 103 53624.980000 104 52718.840000 105 51956.420000 106 64735.280000 107 118133.350000 108 118133.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do FPM,MLP,1.7365875244140625,"97 1253661.260 98 766922.090 99 876831.280 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 944071.625 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do ICMS,HWES,0.7908053398132324,"97 409692.6300 98 430464.5700 99 531675.4400 100 766187.8900 101 630276.7400 102 682316.3100 103 720871.2400 104 715103.7500 105 848665.8800 106 642281.8500 107 873442.2000 108 849817.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.8114395141601562,"90 19250.842238 91 16431.956649 92 20160.766096 93 15995.264267 94 153371.849768 95 154889.834371 96 56169.599154 97 74298.302860 98 92693.283735 99 95257.276274 100 41753.977349 101 36464.646742 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Muliterno - RS,ISS,MLP,1.2014353275299072,"97 3549.780000 98 9063.390000 99 12303.700000 100 8506.490000 101 9259.040000 102 6128.210000 103 15867.290000 104 17302.000000 105 5197.190000 106 8667.510000 107 20831.560000 108 20055.337891 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,IRRF,XGBoost,2.1271438598632812,"87 34613.550000 88 34735.450000 89 38565.520000 90 30623.930000 91 33505.970000 92 35024.600000 93 43080.860000 94 31339.920000 95 38971.430000 96 39217.490000 97 44028.250000 98 30939.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do FPM,HWES,0.9812138080596924,"97 1560699.070 98 955063.800 99 1096039.070 100 1222013.660 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1887951.690 108 1248776.625 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do ICMS,HWES,0.9530653953552246,"97 260993.340 98 343187.070 99 415036.020 100 431622.880 101 313203.360 102 336268.880 103 358222.440 104 355356.400 105 421427.420 106 319169.040 107 423102.850 108 424713.375 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do IPVA,SES,1.4204647541046143,"89 93457.440000 90 118106.910000 91 27707.580000 92 28420.510000 93 71298.410000 94 18473.570000 95 2863.330000 96 5127.900000 97 2935.360000 98 6441.510000 99 53214.670000 100 53016.886719 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,IPTU,SES,1.951085090637207,"96 8454.500000 97 12187.110000 98 28943.040000 99 182287.620000 100 44783.070000 101 81706.300000 102 52481.920000 103 43057.880000 104 37549.930000 105 8577.820000 106 7399.220000 107 36657.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,ISS,MLP,2.5324318408966064,"97 43149.460000 98 19661.280000 99 29383.390000 100 23482.760000 101 28020.500000 102 36272.360000 103 35037.790000 104 49068.030000 105 57746.940000 106 52560.410000 107 55655.790000 108 56326.472656 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,IRRF,XGBoost,0.8610961437225342,"96 59990.840000 97 79314.820000 98 79184.450000 99 70408.850000 100 66348.630000 101 64518.890000 102 69458.340000 103 75586.310000 104 77668.120000 105 74228.450000 106 124565.610000 107 124565.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do FPM,HWES,1.0203039646148682,"97 1567076.530 98 958652.590 99 1010066.070 100 1218423.400 101 1137998.320 102 1393146.890 103 970762.570 104 1101361.380 105 919097.950 106 1192496.910 107 1893768.770 108 1243738.375 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do ICMS,HWES,1.2615077495574951,"97 191996.99000 98 220961.73000 99 274506.26000 100 315190.63000 101 250076.83000 102 280794.68000 103 298535.64000 104 296480.90000 105 299166.17000 106 254840.11000 107 346558.33000 108 316132.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do IPVA,SARIMAX,1.6084892749786377,"91 13838.420432 92 7957.619176 93 15655.527961 94 9130.005226 95 147191.065889 96 163119.915780 97 45016.826119 98 51922.006765 99 76200.736683 100 53329.281803 101 23711.819042 102 20750.396550 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Transferencias LC 61_1989,XGBoost,1.8868951797485352,"97 1764.880000 98 2222.550000 99 2629.410000 100 2106.640000 101 2750.390000 102 2836.980000 103 2685.150000 104 2519.270000 105 4176.450000 106 2228.910000 107 2936.840000 108 2753.521973 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,IPTU,MLP,1.728914737701416,"95 7617.250000 96 19574.780000 97 9375.910000 98 9438.480000 99 2461.680000 100 5706.940000 101 242781.810000 102 197954.610000 103 62893.930000 104 64169.760000 105 43364.140000 106 31939.722656 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,ISS,XGBoost,1.2590699195861816,"97 75679.520000 98 28046.970000 99 57101.340000 100 56226.000000 101 48160.700000 102 42729.420000 103 41243.710000 104 35755.230000 105 36571.660000 106 30208.420000 107 49029.870000 108 49060.386719 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,ITBI,Prophet,1.8023452758789062,"92 9700.000000 93 41930.000000 94 30101.000000 95 33734.250000 96 21020.000000 97 50540.000000 98 26273.800000 99 32456.000000 100 13200.000000 101 16545.000000 102 31430.000000 103 31430.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,IRRF,XGBoost,1.0359392166137695,"97 32485.09000 98 61196.35000 99 117683.74000 100 76802.95000 101 74072.74000 102 62566.33000 103 69058.02000 104 70754.85000 105 66794.69000 106 63866.86000 107 150276.47000 108 133333.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do FPM,HWES,1.0839755535125732,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do ICMS,AR,0.8624119758605957,"97 313597.87000 98 332515.77000 99 413092.65000 100 474316.88000 101 376329.88000 102 404044.34000 103 430422.64000 104 426978.95000 105 506727.12000 106 383497.94000 107 521520.75000 108 418269.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.457129955291748,"91 9175.654247 92 9711.875815 93 11539.354834 94 7765.206294 95 184686.407056 96 161884.364576 97 34420.128613 98 47333.166654 99 106496.566939 100 42381.038414 101 21962.971186 102 15442.976457 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do ITR,SARIMAX,2.2384419441223145,"75 1092.939199 76 227.747415 77 101.285101 78 199.186289 79 287.911926 80 134.464024 81 50.287856 82 47.907805 83 26.474631 84 208.732889 85 897.526821 86 1634.675775 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Transferencias LC 61_1989,SES,1.9966514110565186,"97 2655.890000 98 3344.610000 99 3956.880000 100 3651.680000 101 4138.910000 102 4269.160000 103 3561.320000 104 3791.120000 105 6284.990000 106 874.990000 107 4419.540000 108 3438.183105 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,IPTU,MLP,1.8046338558197021,"62 158.53000 63 1269.12000 64 2164.60000 65 10136.41000 66 28324.01000 67 8782.59000 68 4017.65000 69 3353.15000 70 1452.04000 71 398.12000 72 779.78000 73 1794.15271 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,ISS,XGBoost,0.827948808670044,"97 22529.950000 98 19086.590000 99 23394.310000 100 22074.890000 101 20571.720000 102 23704.670000 103 17117.960000 104 12696.460000 105 36940.240000 106 12684.680000 107 25428.880000 108 24721.667969 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,ITBI,AR,1.1001062393188477,"81 3500.000000 82 2200.000000 83 3700.000000 84 200.000000 85 4800.000000 86 800.000000 87 2240.000000 88 1780.000000 89 3800.000000 90 9100.000000 91 10740.000000 92 8358.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,IRRF,SARIMAX,1.7041997909545898,"91 36390.709666 92 37499.865098 93 38576.920191 94 38974.597415 95 61783.245768 96 42299.420997 97 40570.552796 98 45685.663166 99 46458.757272 100 48565.203696 101 54284.841610 102 53083.116743 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do FPM,HWES,1.0522384643554688,"97 1567076.53 98 958652.60 99 1096039.07 100 1218423.40 101 1137998.32 102 1420862.76 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1236073.00 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do ICMS,HWES,0.9066715240478516,"97 282716.93 98 281099.02 99 372414.14 100 427609.42 101 339271.51 102 364256.83 103 388037.59 104 384933.03 105 456828.16 106 345733.74 107 470164.99 108 440599.50 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do IPVA,SARIMAX,1.9142448902130127,"90 5142.247214 91 2417.269234 92 1199.906111 93 2445.915601 94 144673.914001 95 71350.521293 96 26253.523979 97 29853.370701 98 43706.441212 99 27834.095103 100 8152.402886 101 3581.965981 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do ITR,XGBoost,2.555053234100342,"68 6.870000 69 15.030000 70 6.300000 71 12.670000 72 6.930000 73 7.250000 74 568.730000 75 2689.190000 76 4231.680000 77 830.200000 78 93.560000 79 174.860413 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Transferencias LC 61_1989,SES,1.711008071899414,"97 2394.350000 98 3015.240000 99 3567.220000 100 3292.080000 101 3731.330000 102 3848.760000 103 3210.620000 104 3417.780000 105 5666.050000 106 3023.880000 107 3984.310000 108 3418.248535 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,IPTU,AR,1.461606740951538,"87 2883.810000 88 3724.880000 89 3645.380000 90 2644.420000 91 50824.520000 92 182525.640000 93 8248.250000 94 7480.690000 95 6127.600000 96 7841.400000 97 8864.280000 98 7262.333984 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,ISS,XGBoost,1.7738375663757324,"97 20616.620000 98 18179.040000 99 23621.900000 100 22116.740000 101 23420.670000 102 18936.520000 103 20064.720000 104 26428.540000 105 29418.460000 106 26885.110000 107 30827.030000 108 28899.564453 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,ITBI,XGBoost,1.1157135963439941,"89 7645.000000 90 80176.950000 91 16824.680000 92 22696.140000 93 42618.790000 94 12754.490000 95 20913.850000 96 29153.870000 97 13122.110000 98 38900.000000 99 49728.280000 100 49308.136719 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,IRRF,XGBoost,1.5906586647033691,"97 42191.23000 98 36951.81000 99 51534.07000 100 53938.38000 101 62719.34000 102 39728.79000 103 53519.81000 104 45635.06000 105 58699.70000 106 86729.82000 107 118394.61000 108 107088.65625 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do FPM,HWES,0.9770610332489014,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1254131.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do ICMS,HWES,1.004812479019165,"97 366145.710 98 388233.600 99 482312.280 100 553795.500 101 439389.360 102 471747.800 103 502546.150 104 498525.430 105 591636.560 106 409803.780 107 608909.080 108 600140.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do IPVA,MLP,1.0478730201721191,"89 32628.110 90 67082.230 91 88502.320 92 63615.860 93 19946.760 94 17071.350 95 16808.780 96 8618.430 97 8503.150 98 45225.860 99 197380.910 100 197380.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do ITR,SARIMAX,3.8820152282714844,"65 1124.560051 66 706.784619 67 661.707608 68 1124.952130 69 604.886381 70 1703.611895 71 1807.066612 72 1170.823569 73 646.597315 74 671.148651 75 1125.311364 76 1038.708745 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Jorge - RS,Transferencias LC 61_1989,HWES,1.3875479698181152,"97 3100.920000 98 3905.050000 99 4619.890000 100 4263.580000 101 4832.450000 102 4984.530000 103 4158.080000 104 4426.370000 105 7338.090000 106 3916.210000 107 5160.090000 108 5400.828613 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,ISS,SARIMAX,0.8311047554016113,"91 406444.138176 92 460032.462263 93 424026.904495 94 432261.454996 95 436674.178705 96 482275.854753 97 452474.362455 98 463691.135835 99 469609.370440 100 477970.754117 101 468359.429028 102 488644.151109 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Butiá - RS,IRRF,XGBoost,1.7996959686279297,"97 224702.7700 98 246231.2600 99 250446.2900 100 221720.3100 101 258362.3500 102 225623.0700 103 200047.3500 104 229439.9500 105 277509.3000 106 243781.1800 107 424747.0900 108 424746.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do FPM,HWES,1.207632064819336,"97 3134153.03 98 1919305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2857098.19 103 1922309.35 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2575788.75 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do ICMS,XGBoost,2.496763229370117,"97 7.005938e+05 98 7.428574e+05 99 9.284201e+05 100 1.059648e+06 101 8.407404e+05 102 9.026559e+05 103 9.615864e+05 104 9.538930e+05 105 1.132055e+06 106 8.422295e+05 107 1.179629e+06 108 1.027501e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do IPVA,HWES,2.050487995147705,"96 247613.4900 97 311547.2500 98 633819.3700 99 381591.8500 100 190746.5500 101 138041.0700 102 60628.2000 103 87550.4500 104 48308.8900 105 42838.0200 106 493060.2800 107 925955.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do ITR,HWES,1.3455359935760498,"23 6469.360000 24 3804.630000 25 4391.660000 26 4920.300000 27 8987.990000 28 2733.940000 29 17515.730000 30 35844.130000 31 805668.830000 32 32338.540000 33 32799.180000 34 16277.306641 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Transferencias LC 61_1989,SES,1.2060246467590332,"97 5933.400000 98 6111.750000 99 10533.820000 100 8158.070000 101 9246.580000 102 9537.570000 103 7956.200000 104 8469.570000 105 14040.960000 106 7493.410000 107 9873.470000 108 11337.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,IPTU,HWES,1.394242525100708,"88 5116.860000 89 19168.900000 90 105446.390000 91 461298.910000 92 57245.670000 93 49337.030000 94 15231.910000 95 17728.020000 96 9820.410000 97 11878.500000 98 13128.710000 99 13249.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,ISS,XGBoost,0.8586852550506592,"97 45231.46000 98 46987.58000 99 54056.35000 100 50028.54000 101 60792.19000 102 69369.14000 103 62120.22000 104 66645.45000 105 67550.83000 106 81507.65000 107 75309.42000 108 75316.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,IRRF,HWES,1.1550564765930176,"91 71178.940000 92 79256.200000 93 32005.030000 94 78972.440000 95 130106.620000 96 71877.110000 97 80272.660000 98 83771.560000 99 103908.220000 100 122847.120000 101 173504.970000 102 68997.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do FPM,HWES,2.3703067302703857,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1331428.89 103 970762.57 104 1077106.38 105 919097.95 106 1192496.91 107 1893768.77 108 1270630.00 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do ICMS,HWES,2.120983600616455,"97 946678.07 98 1003786.78 99 1247029.33 100 1431850.84 101 1136051.18 102 1219714.61 103 1299344.47 104 1288948.81 105 1529689.72 106 1157689.92 107 1574348.19 108 1574345.75 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do IPVA,XGBoost,1.8584458827972412,"97 69861.8200 98 109014.3300 99 191900.8500 100 117048.7400 101 28256.0500 102 32392.0800 103 8531.7000 104 13344.3800 105 7947.3700 106 5612.0100 107 369975.7500 108 370169.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do ITR,XGBoost,1.025341272354126,"72 23.700000 73 40.090000 74 6.260000 75 55.890000 76 71.050000 77 37.940000 78 99.000000 79 2379.650000 80 6804.310000 81 71.870000 82 5.970000 83 16.083176 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Transferencias LC 61_1989,AR,1.4940245151519775,"97 8017.53000 98 14056.34000 99 11944.89000 100 11023.61000 101 12494.45000 102 12887.65000 103 10750.84000 104 11444.52000 105 18972.88000 106 10125.50000 107 13341.54000 108 13775.50293 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,IPTU,AR,1.9924099445343018,"97 2293559.78 98 10579994.03 99 5260406.53 100 5547647.01 101 5044914.71 102 5944100.68 103 6224072.16 104 6919994.52 105 5917389.89 106 2959549.70 107 16586718.61 108 26849530.00 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,ISS,MLP,1.3134407997131348,"97 7659885.97 98 7792255.62 99 8469794.87 100 8490593.25 101 8867371.65 102 9683736.51 103 9478046.88 104 8880742.73 105 9307632.92 106 9738524.21 107 9617310.75 108 10413725.00 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,ITBI,HWES,1.0588445663452148,"97 2108348.12 98 2583417.12 99 2253356.41 100 3483503.90 101 2840200.96 102 2630748.46 103 2706234.39 104 2317062.57 105 3120471.86 106 3172072.40 107 3388085.09 108 3456316.00 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,IRRF,MLP,3.2461884021759033,"97 2982014.48 98 3926104.56 99 3957338.60 100 3832880.42 101 3812674.19 102 3933957.66 103 4012551.44 104 4042046.75 105 4081399.85 106 4080392.30 107 9207102.11 108 3963315.50 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do FPM,SARIMAX,1.8140671253204346,"91 9.112424e+06 92 7.812028e+06 93 8.648525e+06 94 1.047592e+07 95 1.185888e+07 96 1.086767e+07 97 1.388152e+07 98 9.694119e+06 99 1.062187e+07 100 1.170412e+07 101 1.089446e+07 102 9.797348e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do ICMS,XGBoost,0.8671534061431885,"97 8997347.39 98 9540115.62 99 12060341.91 100 13608490.16 101 10588754.55 102 11592320.74 103 12359985.88 104 12250331.48 105 14538363.52 106 11002830.63 107 14962803.12 108 14888369.00 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do IPVA,AR,1.6106343269348145,"97 4143711.14 98 4925436.92 99 8064292.34 100 7235021.01 101 4160162.16 102 2676369.89 103 1673316.32 104 1252622.54 105 1010054.58 106 681807.87 107 9793810.65 108 9793810.00 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do ITR,XGBoost,2.7191381454467773,"97 3.810516e+04 98 9.185940e+03 99 7.599730e+03 100 7.517003e+04 101 8.928863e+04 102 6.112499e+05 103 6.128931e+04 104 2.156203e+05 105 1.378379e+06 106 2.556609e+05 107 2.261598e+05 108 4.409468e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Transferencias LC 61_1989,SARIMAX,1.1367206573486328,"91 107182.903024 92 149124.453340 93 162031.416124 94 155804.815460 95 181550.932667 96 129470.880420 97 120911.493158 98 118946.995692 99 124812.057329 100 100203.422573 101 100686.083623 102 115755.010408 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,IPTU,HWES,1.653428316116333,"97 652916.55000 98 70676.33000 99 57683.24000 100 84861.64000 101 29589.18000 102 72344.37000 103 29526.12000 104 53870.51000 105 37643.31000 106 1384.90000 107 49547.33000 108 290390.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,ISS,HWES,0.8971695899963379,"97 94558.910000 98 117568.940000 99 94357.500000 100 108606.510000 101 80154.460000 102 105349.480000 103 116406.280000 104 91981.520000 105 79814.770000 106 35418.880000 107 225621.260000 108 225655.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,ITBI,HWES,2.417768955230713,"97 28164.36000 98 41841.16000 99 63227.67000 100 43219.37000 101 43637.93000 102 42749.92000 103 88753.81000 104 49726.76000 105 48697.45000 106 -5553.16000 107 158413.21000 108 149733.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,IRRF,AR,2.3414676189422607,"97 60525.500000 98 84325.140000 99 77862.370000 100 82928.620000 101 89957.870000 102 80248.830000 103 81596.170000 104 84877.280000 105 82995.430000 106 8041.940000 107 297504.790000 108 180935.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do FPM,HWES,1.0039424896240234,"97 2089435.350 98 1278203.460 99 1466400.300 100 1619549.680 101 1517331.100 102 1891921.590 103 1294350.110 104 1319458.790 105 1225463.930 106 1589995.880 107 2525025.030 108 1609333.625 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do ICMS,HWES,0.9404356479644775,"97 543739.0200 98 576540.3200 99 716250.4000 100 822405.4400 101 652508.3900 102 700561.7500 103 746298.3800 104 740327.4800 105 721374.2400 106 822163.4500 107 904251.0000 108 755298.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.4972264766693115,"91 45720.164831 92 33712.832992 93 36374.178365 94 29267.752697 95 450734.892311 96 360676.291777 97 111517.961482 98 181351.480875 99 335072.625854 100 220098.919991 101 101789.139058 102 71989.973474 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do ITR,MLP,1.931136131286621,"87 119.650000 88 253.110000 89 91.880000 90 78.680000 91 59.250000 92 31.140000 93 350.420000 94 2720.120000 95 9770.520000 96 818.040000 97 163.820000 98 153.150726 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Transferencias LC 61_1989,XGBoost,0.9720053672790527,"97 4604.980000 98 5799.140000 99 6860.710000 100 6331.560000 101 7176.370000 102 7402.190000 103 6174.880000 104 6573.310000 105 9490.010000 106 7223.050000 107 7662.890000 108 7605.424805 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,IPTU,Prophet,1.6923491954803467,"79 3670.900000 80 4243.500000 81 1115.410000 82 39701.100000 83 234797.640000 84 35065.730000 85 32495.280000 86 6177.220000 87 6956.570000 88 6427.590000 89 5427.080000 90 15157.323242 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,ISS,XGBoost,1.5290501117706299,"93 26586.100000 94 25935.860000 95 31076.670000 96 35975.370000 97 33317.380000 98 29100.740000 99 40248.140000 100 40569.760000 101 37010.600000 102 39944.530000 103 35895.750000 104 35901.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,ITBI,HWES,2.9172451496124268,"92 14055.830000 93 15776.870000 94 97956.430000 95 9649.690000 96 15981.850000 97 29923.560000 98 17183.750000 99 11890.330000 100 7479.050000 101 14050.780000 102 9610.990000 103 11839.571289 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,IRRF,HWES,2.3247923851013184,"93 52067.360 94 63290.840 95 63630.750 96 55153.370 97 51246.380 98 59641.320 99 55886.150 100 54692.340 101 49596.520 102 59981.680 103 86104.780 104 85981.125 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do FPM,HWES,1.0053181648254395,"93 1567076.530 94 958652.590 95 1096039.070 96 1218423.400 97 1137998.320 98 1418941.180 99 970762.570 100 989594.090 101 919097.950 102 1192496.910 103 1893768.770 104 1365527.625 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do ICMS,HWES,1.0457465648651123,"93 6.076230e+05 94 6.442780e+05 95 8.004026e+05 96 9.190299e+05 97 7.291716e+05 98 7.828707e+05 99 8.339810e+05 100 8.273086e+05 101 9.818275e+05 102 7.430604e+05 103 1.010491e+06 104 9.345941e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do IPVA,SARIMAX,1.560807466506958,"87 13920.019233 88 15805.400455 89 11542.881520 90 268354.766375 91 196446.137619 92 42175.616850 93 40899.966729 94 107485.512807 95 55804.514559 96 41178.972645 97 34203.966951 98 39123.780935 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do ITR,XGBoost,1.2669155597686768,"77 120.640000 78 67.280000 79 126.130000 80 58.150000 81 20.330000 82 9.720000 83 343.570000 84 4628.800000 85 5860.780000 86 211.370000 87 198.110000 88 214.601044 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Transferencias LC 61_1989,HWES,1.0223820209503174,"93 5146.020000 94 6480.500000 95 7666.800000 96 7075.450000 97 8019.520000 98 8271.890000 99 6900.380000 100 7345.650000 101 12177.710000 102 6499.010000 103 8563.230000 104 8116.134766 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,IPTU,SARIMAX,1.5893101692199707,"79 4681.634786 80 7969.581074 81 4932.929495 82 4265.500615 83 4285.271311 84 5105.606004 85 5735.913075 86 10204.558237 87 64942.335152 88 62616.456319 89 22709.440857 90 7405.839075 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,ISS,SARIMAX,0.934110164642334,"91 56765.275964 92 55689.664567 93 56821.085115 94 62745.835278 95 61195.597994 96 54547.711132 97 61352.750877 98 57825.155330 99 55673.559328 100 64528.415810 101 55808.757942 102 67050.922625 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,ITBI,XGBoost,3.0818378925323486,"96 9180.000000 97 18328.000000 98 11678.000000 99 42828.630000 100 26294.000000 101 35173.300000 102 35985.980000 103 14518.520000 104 45691.340000 105 20642.760000 106 29335.840000 107 33764.480469 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,IRRF,XGBoost,2.2291698455810547,"97 62106.370000 98 56809.960000 99 48719.990000 100 54281.350000 101 56281.340000 102 69414.550000 103 60897.730000 104 54175.610000 105 58049.630000 106 52297.920000 107 86204.130000 108 52444.488281 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do FPM,HWES,1.056577205657959,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1244128.25 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do ICMS,HWES,0.9303200244903564,"97 703944.400 98 746410.110 99 927283.890 100 1064716.090 101 844761.160 102 906972.780 103 966185.110 104 958454.950 105 1137468.520 106 860851.590 107 1170676.300 108 1161059.375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do IPVA,AR,1.4066276550292969,"97 44018.60 98 71419.62 99 108521.46 100 70488.87 101 25799.59 102 37313.18 103 16614.83 104 13131.49 105 5121.06 106 5250.66 107 295196.66 108 209700.25 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do ITR,SARIMAX,1.6122567653656006,"67 579.409339 68 1449.547343 69 1075.309470 70 709.186999 71 1007.235994 72 480.510387 73 750.560939 74 1004.166558 75 891.394209 76 1900.134006 77 2418.113279 78 1240.569011 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Transferencias LC 61_1989,AR,1.4920709133148193,"97 5961.790000 98 7507.820000 99 8882.170000 100 8197.080000 101 9290.800000 102 9583.190000 103 7994.250000 104 8510.090000 105 14108.130000 106 7529.260000 107 9920.700000 108 9643.873047 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,IPTU,XGBoost,1.8197314739227295,"96 1.326155e+05 97 1.673484e+06 98 2.218420e+05 99 1.916025e+05 100 2.140133e+05 101 1.881512e+05 102 1.575454e+05 103 1.550569e+05 104 2.424021e+05 105 2.432326e+05 106 1.786757e+05 107 1.581490e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,ISS,XGBoost,3.0250439643859863,"97 359547.720 98 441217.260 99 399424.860 100 394012.900 101 432887.120 102 407972.950 103 413276.860 104 398939.180 105 407045.360 106 447501.770 107 439320.900 108 423919.375 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,ITBI,XGBoost,1.9875011444091797,"97 50473.800000 98 41674.280000 99 130104.000000 100 136726.610000 101 73634.630000 102 89300.430000 103 134920.030000 104 244705.760000 105 430539.120000 106 109454.330000 107 112445.480000 108 112445.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do FPM,HWES,0.9018716812133789,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3315570.61 103 2265112.70 104 2309052.89 105 2144561.87 106 2782492.78 107 4418793.80 108 3429350.25 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do ICMS,HWES,0.9467353820800781,"97 1655808.84 98 1755696.15 99 2181145.07 100 2349970.10 101 1983988.25 102 2229721.33 103 2370662.20 104 2354309.31 105 2477680.62 106 2024883.97 107 2684264.75 108 2456539.75 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do IPVA,SARIMAX,1.5167603492736816,"85 186917.479368 86 150093.810872 87 180271.902203 88 717094.519197 89 837386.701058 90 582685.186570 91 420807.196148 92 573698.080394 93 658627.372775 94 376021.666138 95 310893.298265 96 252729.454661 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do ITR,MLP,1.465644359588623,"37 8.857200e+02 38 2.044800e+03 39 1.970760e+03 40 1.692300e+03 41 1.382720e+03 42 5.053700e+02 43 5.860220e+03 44 1.303341e+05 45 1.320890e+06 46 3.960290e+05 47 3.828932e+05 48 1.188995e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,IPTU,HWES,2.219909191131592,"97 100.370000 98 201.150000 99 382.630000 100 1508.010000 101 76349.630000 102 108356.430000 103 7781.910000 104 1322.240000 105 3718.040000 106 1961.300000 107 2755.160000 108 3236.884521 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,ISS,MLP,1.2801899909973145,"97 7119.330000 98 5672.070000 99 10369.810000 100 7051.270000 101 13018.640000 102 11009.960000 103 14863.020000 104 9614.310000 105 19873.530000 106 7784.210000 107 18253.090000 108 10518.162109 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,ITBI,AR,1.6689891815185547,"97 13340.220000 98 12387.270000 99 82896.790000 100 17645.230000 101 4336.270000 102 19265.950000 103 21216.280000 104 3088.240000 105 33920.010000 106 26409.170000 107 6550.830000 108 8419.019531 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,IRRF,XGBoost,1.940918207168579,"97 68950.27000 98 80102.85000 99 88010.41000 100 73722.33000 101 88287.75000 102 84765.14000 103 83846.21000 104 74447.03000 105 75973.85000 106 84115.80000 107 202529.64000 108 202529.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do FPM,HWES,1.0963757038116455,"97 1253661.260 98 865210.260 99 876831.280 100 1218423.400 101 1137998.320 102 1430566.750 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1468480.375 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do ICMS,HWES,0.9431235790252686,"97 403853.43 98 428216.02 99 501551.84 100 801587.50 101 605800.12 102 650413.70 103 692876.44 104 687332.90 105 815708.16 106 617339.00 107 839522.34 108 797022.75 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do IPVA,XGBoost,1.396273136138916,"96 34284.940000 97 36575.040000 98 61066.650000 99 66016.810000 100 10475.390000 101 9623.950000 102 3978.840000 103 3065.700000 104 1045.880000 105 5647.680000 106 98713.020000 107 99343.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do ITR,HWES,2.9628727436065674,"96 438.890000 97 375.570000 98 44.160000 99 61.500000 100 273.240000 101 767.840000 102 411.770000 103 12412.510000 104 23606.230000 105 271.710000 106 456.440000 107 455.853699 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,IPTU,XGBoost,2.6642656326293945,"85 146518.03 86 50508.88 87 25575.86 88 15641.80 89 28275.55 90 25179.03 91 26241.74 92 20614.77 93 20077.02 94 32692.06 95 15081.32 96 138522.50 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,ISS,HWES,1.2186803817749023,"85 73486.5800 86 122599.8400 87 104324.2500 88 153292.3500 89 135560.9900 90 114534.9000 91 93236.9900 92 79217.0500 93 69625.4600 94 175691.6100 95 127721.3700 96 127347.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,ITBI,SARIMAX,1.2478995323181152,"81 208775.588641 82 132286.532983 83 243589.835830 84 155375.079213 85 175810.174043 86 127666.186069 87 291981.033567 88 246981.276022 89 232832.150293 90 238632.562468 91 209498.955509 92 180247.430925 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,IRRF,Prophet,1.0660853385925293,"63 128536.730 64 181001.710 65 167013.120 66 156387.180 67 168900.510 68 156334.290 69 147388.260 70 162648.600 71 174919.930 72 160115.930 73 296430.350 74 296430.375 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do FPM,XGBoost,1.0057153701782227,"85 1567076.53 86 958652.59 87 1096039.07 88 1218423.40 89 1137998.32 90 946881.29 91 1452430.38 92 989594.09 93 919097.95 94 1518145.07 95 1893768.77 96 1893109.75 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do ICMS,HWES,0.8817143440246582,"85 1100747.70 86 1167150.70 87 1449980.44 88 1562211.84 89 1320940.83 90 1418220.28 91 1510809.73 92 1498722.20 93 1778643.18 94 1117579.48 95 1784444.06 96 1764416.25 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do IPVA,HWES,0.6963634490966797,"85 71959.410000 86 83242.610000 87 133969.510000 88 120855.320000 89 61654.750000 90 51894.080000 91 30715.630000 92 27718.880000 93 10909.920000 94 313796.240000 95 162804.780000 96 161546.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do ITR,AR,1.3800554275512695,"25 3483.96000 26 13817.39000 27 17890.45000 28 13661.04000 29 32025.38000 30 15319.33000 31 2701.64000 32 37082.80000 33 803104.13000 34 241968.37000 35 231029.25000 36 163343.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,IPTU,SES,3.107304573059082,"93 41886.970000 94 213951.830000 95 423404.400000 96 86783.280000 97 50118.310000 98 63039.820000 99 74001.400000 100 67243.250000 101 72088.090000 102 72472.140000 103 52612.250000 104 49971.105469 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,ISS,SES,1.3248589038848877,"93 108884.420000 94 90975.790000 95 209443.960000 96 143012.230000 97 127340.860000 98 106808.000000 99 128447.030000 100 239228.980000 101 91624.490000 102 104342.190000 103 147872.380000 104 147872.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,ITBI,HWES,2.0154058933258057,"93 35309.8500 94 85511.0600 95 79945.1000 96 204730.7500 97 200225.7600 98 82295.1100 99 193213.7000 100 109114.2800 101 44814.9800 102 71117.6200 103 304585.6100 104 304228.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,IRRF,XGBoost,1.3493032455444336,"93 17873.460000 94 201862.220000 95 129377.770000 96 122698.680000 97 152315.210000 98 125838.310000 99 120508.950000 100 144216.020000 101 23108.760000 102 216876.510000 103 224832.000000 104 224059.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do FPM,HWES,1.017857313156128,"93 1671548.300 94 1022562.780 95 1169108.380 96 1299651.650 97 840925.490 98 2042054.120 99 1035480.110 100 1094075.470 101 980371.170 102 1271996.730 103 2175142.420 104 1318832.875 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do ICMS,XGBoost,0.9133036136627197,"93 1078850.460 94 1143932.500 95 1421135.860 96 1631761.580 97 1294663.260 98 1390007.530 99 1480755.110 100 1468908.020 101 1683167.880 102 1319323.160 103 1568113.830 104 1389893.125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do IPVA,SARIMAX,0.966803789138794,"87 40078.977569 88 31390.636834 89 30644.999533 90 258000.282193 91 274855.757405 92 133156.664924 93 165726.123266 94 279300.417611 95 254176.446471 96 115787.445723 97 91484.832844 98 79189.535003 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do ITR,XGBoost,1.7341139316558838,"61 5391.860000 62 1960.010000 63 1390.830000 64 1438.130000 65 3958.200000 66 2512.260000 67 6233.070000 68 63573.570000 69 877390.260000 70 55822.640000 71 102085.480000 72 2945.046631 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Transferencias LC 61_1989,SES,1.0626904964447021,"51 9136.910000 52 11506.300000 53 13612.610000 54 12562.680000 55 14238.890000 56 14687.000000 57 12251.820000 58 13042.380000 59 18829.470000 60 11539.190000 61 17996.610000 62 15578.474609 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,IPTU,AR,3.4205679893493652,"97 4703956.41 98 1737516.86 99 975050.44 100 1240723.60 101 1151600.28 102 1050564.10 103 1016040.11 104 794827.49 105 891550.15 106 966086.30 107 1692132.48 108 6941713.50 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,ISS,Prophet,1.8985595703125,"97 1920989.55 98 1912753.16 99 2128628.76 100 1907597.29 101 2159413.39 102 2251449.62 103 2446959.87 104 3392072.06 105 2036551.55 106 2094243.44 107 4681996.86 108 4654849.00 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,ITBI,HWES,1.5417053699493408,"97 3.357234e+05 98 5.497983e+05 99 3.881342e+05 100 5.158523e+05 101 6.197386e+05 102 4.569044e+05 103 1.408236e+06 104 1.871518e+06 105 8.514460e+05 106 7.429403e+05 107 6.952221e+05 108 6.909372e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do FPM,HWES,1.218987226486206,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 9705947.59 102 12883220.35 103 8436262.36 104 8599914.69 105 7987278.77 106 14334250.18 107 16457505.11 108 16208541.00 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do ICMS,HWES,1.0769765377044678,"97 5487118.55 98 5818130.95 99 7228009.04 100 7787471.64 101 6584759.49 102 7430533.86 103 7898309.04 104 7844906.92 105 9294101.44 106 7098457.12 107 12278089.40 108 10242490.00 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do IPVA,AR,1.4840507507324219,"97 2560888.96 98 3268523.98 99 5702173.06 100 5458310.11 101 2596936.41 102 2110576.14 103 1283777.22 104 729700.89 105 612027.85 106 530250.93 107 4297940.08 108 4297377.50 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do ITR,MLP,3.4803504943847656,"97 1.302469e+04 98 6.429822e+04 99 1.442429e+05 100 1.117868e+05 101 1.466160e+04 102 6.967802e+04 103 3.236491e+04 104 1.199790e+05 105 1.229647e+06 106 3.640126e+05 107 6.263941e+04 108 4.140199e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Transferencias LC 61_1989,SES,1.521451473236084,"97 46471.090 98 58522.050 99 69234.850 100 63894.850 101 72420.170 102 74699.230 103 62313.830 104 66334.620 105 109970.340 106 58689.240 107 77330.110 108 78754.625 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,IPTU,XGBoost,1.5949780941009521,"97 3.708479e+04 98 9.157711e+04 99 1.187868e+06 100 9.117331e+04 101 7.797732e+04 102 9.896257e+04 103 7.326209e+04 104 6.764106e+04 105 1.361175e+05 106 8.077638e+04 107 8.655300e+04 108 8.146749e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,ISS,MLP,1.3980958461761475,"97 374106.2800 98 305639.9800 99 364480.6200 100 312534.2700 101 304799.2500 102 288634.8100 103 317553.3200 104 335648.8200 105 284263.3500 106 309517.6500 107 312967.7100 108 364590.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,ITBI,XGBoost,0.760120153427124,"97 42124.990000 98 34591.600000 99 76537.390000 100 65823.320000 101 57484.410000 102 102153.450000 103 72082.640000 104 66147.210000 105 69031.900000 106 52768.720000 107 120385.230000 108 103989.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,IRRF,HWES,1.1782116889953613,"97 133040.1600 98 151755.3400 99 173815.8700 100 160343.8000 101 165222.3300 102 159704.4600 103 136773.5600 104 139926.5900 105 140924.4300 106 151981.7700 107 279866.5700 108 273616.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do FPM,HWES,1.0607681274414062,"97 2611794.190 98 1597754.320 99 1826731.800 100 2030705.680 101 1896663.880 102 2368104.620 103 1617937.630 104 1649323.500 105 1531829.910 106 1987494.860 107 3156281.280 108 2068351.875 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do ICMS,HWES,0.9597668647766113,"97 1180651.430 98 1251874.660 99 1555235.080 100 1785735.580 101 1416828.470 102 1521169.470 103 1620480.060 104 1607515.090 105 1566360.770 106 1785210.150 107 1913977.610 108 1912775.125 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do IPVA,SARIMAX,1.8929779529571533,"91 77164.771220 92 52531.640694 93 53182.237204 94 49192.935770 95 562743.506498 96 483818.979011 97 155958.027592 98 211318.433609 99 388227.464222 100 269870.794267 101 151555.513090 102 117256.335546 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Transferencias LC 61_1989,HWES,2.025477647781372,"97 9999.050000 98 12592.030000 99 14897.080000 100 13748.070000 101 15582.460000 102 16072.830000 103 13407.900000 104 14273.060000 105 20606.230000 106 15683.850000 107 16638.930000 108 17811.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,IPTU,XGBoost,2.6002514362335205,"85 5996.190000 86 54975.800000 87 126892.540000 88 3512.280000 89 2893.900000 90 1278.840000 91 184.100000 92 811.510000 93 544.960000 94 400.610000 95 -109.380000 96 5481.274902 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,ISS,XGBoost,0.8115875720977783,"97 32948.730000 98 42665.020000 99 47930.210000 100 49488.570000 101 51213.120000 102 44937.180000 103 44167.630000 104 51724.570000 105 48875.250000 106 42010.750000 107 41145.200000 108 41280.886719 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,ITBI,SES,2.2210819721221924,"95 4000.000000 96 9683.850000 97 8317.340000 98 46245.640000 99 15567.890000 100 12233.310000 101 20633.690000 102 24497.780000 103 14811.110000 104 12077.100000 105 31978.040000 106 31929.699219 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,IRRF,HWES,1.2261385917663574,"97 94386.940 98 134102.700 99 121209.570 100 115344.890 101 112085.710 102 109499.070 103 105519.310 104 113931.610 105 113025.600 106 127657.050 107 219951.800 108 166123.625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do FPM,XGBoost,1.0552585124969482,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1599557.11 107 1893768.77 108 1625811.50 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do ICMS,HWES,0.9965245723724365,"97 732270.540 98 776445.030 99 964597.000 100 1107559.380 101 878753.640 102 943468.640 103 1005063.630 104 997022.410 105 1183239.340 106 895491.570 107 1217783.350 108 1206179.875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do IPVA,XGBoost,1.6608827114105225,"97 30176.6000 98 82365.8800 99 84120.5900 100 57500.3400 101 11583.1400 102 13111.4200 103 14381.6000 104 25118.5300 105 2614.2900 106 3222.1200 107 314397.5900 108 282259.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do ITR,XGBoost,1.3167107105255127,"85 39.020000 86 6.450000 87 201.880000 88 81.440000 89 113.660000 90 159.370000 91 46.020000 92 3716.820000 93 4393.280000 94 245.820000 95 360.580000 96 329.909119 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Transferencias LC 61_1989,HWES,2.2389233112335205,"97 6201.690000 98 7809.910000 99 9239.590000 100 8526.940000 101 9664.660000 102 9968.800000 103 8315.930000 104 8852.520000 105 14675.800000 106 7832.230000 107 10319.890000 108 8814.900391 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,IPTU,HWES,2.4673571586608887,"76 71330.440000 77 189005.310000 78 239395.100000 79 625169.700000 80 281659.190000 81 247111.870000 82 141520.090000 83 168104.240000 84 108812.040000 85 69163.580000 86 89141.790000 87 108552.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,ISS,MLP,0.9557046890258789,"85 133670.020 86 132202.020 87 158454.570 88 125614.980 89 135560.170 90 151612.620 91 177004.310 92 164091.290 93 198542.610 94 159061.840 95 175523.410 96 174810.625 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,ITBI,XGBoost,0.8158857822418213,"85 31416.81000 86 47562.66000 87 32535.73000 88 54132.12000 89 38550.57000 90 48492.11000 91 45284.79000 92 38775.31000 93 55949.87000 94 28468.66000 95 40509.25000 96 33772.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,IRRF,Prophet,0.9602065086364746,"83 115941.91000 84 117324.06000 85 124040.39000 86 84578.60000 87 113141.96000 88 119505.46000 89 111487.13000 90 161033.54000 91 121337.29000 92 134899.24000 93 265462.04000 94 254748.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do FPM,MLP,1.1768434047698975,"85 2412103.19 86 1462314.83 87 1733360.87 88 1928190.99 89 1804190.63 90 2428327.06 91 1764311.02 92 1624904.85 93 1548255.77 94 1943093.35 95 3019177.42 96 1899772.00 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do ICMS,HWES,0.9311871528625488,"85 1175131.890 86 1261080.350 87 1134085.590 88 1406621.670 89 1118152.160 90 1128083.370 91 1171259.460 92 1099784.750 93 1068019.650 94 1034762.210 95 1258058.140 96 1140140.375 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do IPVA,MLP,0.9738688468933105,"83 176795.9900 84 184008.7000 85 345656.7100 86 240557.3000 87 116624.5200 88 82090.2000 89 74770.6200 90 27089.4700 91 17152.3000 92 15756.5400 93 704739.3200 94 704739.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do ITR,HWES,1.246436357498169,"81 139.180000 82 131.480000 83 394.760000 84 46.880000 85 79.990000 86 308.210000 87 406.930000 88 2868.860000 89 7385.470000 90 326.370000 91 87.090000 92 52.034515 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,IPTU,HWES,2.621339797973633,"93 23715.900000 94 644863.230000 95 274698.020000 96 42961.330000 97 71481.650000 98 19059.030000 99 48261.710000 100 48608.890000 101 19511.950000 102 51244.870000 103 54468.460000 104 16402.154297 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,ISS,XGBoost,1.8496055603027344,"97 84420.31000 98 93710.08000 99 83713.87000 100 101361.83000 101 106242.92000 102 104529.53000 103 100037.83000 104 72041.08000 105 126432.26000 106 61921.10000 107 194256.68000 108 194258.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,IRRF,AR,1.318324089050293,"97 168395.84000 98 181073.56000 99 23919.90000 100 183112.73000 101 177629.18000 102 325668.53000 103 32841.00000 104 167498.08000 105 168277.00000 106 328220.33000 107 339593.67000 108 331453.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do FPM,HWES,1.0671188831329346,"97 2089435.35 98 1278203.46 99 1461385.45 100 1624564.53 101 1517331.10 102 1891921.59 103 1294350.11 104 1319458.79 105 1225873.52 106 1589995.88 107 2525025.03 108 1685490.75 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do ICMS,XGBoost,1.3255629539489746,"97 970669.420 98 1029225.420 99 1278456.590 100 1468137.750 101 1164841.730 102 1250625.420 103 1332273.380 104 1321614.210 105 1287779.320 106 1467705.300 107 1614246.400 108 1572104.625 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do IPVA,XGBoost,2.1408205032348633,"96 114896.8700 97 144212.7900 98 286572.6100 99 138534.0200 100 61868.7100 101 32919.5600 102 34963.7000 103 29940.5700 104 17958.5300 105 13140.5300 106 511984.4700 107 165237.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do ITR,HWES,2.9348304271698,"97 291.330000 98 305.490000 99 411.240000 100 129.950000 101 33.870000 102 258.030000 103 254.310000 104 3012.950000 105 7128.060000 106 311.150000 107 463.950000 108 465.146515 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Transferencias LC 61_1989,XGBoost,1.936070203781128,"97 1264.200000 98 10290.000000 99 3322.770000 100 11302.960000 101 12811.060000 102 13214.240000 103 11023.270000 104 10624.720000 105 16941.340000 106 12894.440000 107 13679.440000 108 12631.833008 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,IPTU,SES,1.6397559642791748,"97 2.754481e+05 98 2.347525e+06 99 1.447654e+05 100 1.391159e+05 101 9.350820e+04 102 1.095031e+05 103 1.311274e+05 104 2.429749e+04 105 5.982989e+04 106 4.844999e+04 107 7.948346e+04 108 6.860710e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,ISS,XGBoost,1.0897269248962402,"97 494251.7200 98 509256.3100 99 501161.8400 100 500759.0900 101 501155.8400 102 483105.7100 103 560657.7100 104 446297.1700 105 466039.6600 106 424675.8500 107 564316.2700 108 564316.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,ITBI,SARIMAX,1.3326942920684814,"91 150784.466885 92 151415.449651 93 146468.737057 94 149596.028870 95 146478.859052 96 183171.457499 97 180888.163808 98 182255.314987 99 182801.417347 100 184390.065688 101 204454.496717 102 187798.979624 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,IRRF,XGBoost,1.0096709728240967,"97 242331.060 98 290733.050 99 329294.870 100 266591.040 101 278684.630 102 299183.790 103 295569.680 104 274325.990 105 272067.720 106 269942.530 107 497980.580 108 497981.875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do FPM,HWES,0.9489004611968994,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2837882.37 103 1941525.17 104 1851817.08 105 1812721.67 106 2384993.83 107 3787537.53 108 2398178.50 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do ICMS,HWES,0.839083194732666,"97 2438749.57 98 2585868.02 99 3212488.28 100 3688609.33 101 2926596.04 102 3142122.45 103 3347258.08 104 3320477.62 105 3235469.43 106 3687523.93 107 4055698.65 108 3884231.00 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do IPVA,MLP,1.757908582687378,"95 293906.30 96 467822.68 97 776843.05 98 533533.70 99 175010.81 100 134730.40 101 81359.77 102 41270.10 103 65020.43 104 27570.32 105 1545196.94 106 1545196.75 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do ITR,XGBoost,1.9361016750335693,"92 160.860000 93 141.500000 94 376.200000 95 132.040000 96 176.030000 97 96.490000 98 221.990000 99 1611.650000 100 3158.580000 101 284.460000 102 407.370000 103 407.200378 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Transferencias LC 61_1989,XGBoost,2.4419102668762207,"97 20654.050000 98 26010.090000 99 30771.400000 100 28398.040000 101 32187.120000 102 33200.050000 103 27695.360000 104 29482.380000 105 42564.160000 106 32396.540000 107 34369.340000 108 32303.111328 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,IPTU,SARIMAX,1.701554775238037,"87 20170.603643 88 18201.291737 89 16144.310258 90 16501.654407 91 10984.896031 92 12742.791183 93 18579.347400 94 59007.347595 95 144660.125123 96 36861.416369 97 45181.927439 98 27593.049048 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pejuçara - RS,ISS,XGBoost,0.9829878807067871,"97 26246.270000 98 24611.920000 99 29018.160000 100 37982.270000 101 39123.500000 102 35247.540000 103 38727.690000 104 44645.790000 105 46061.270000 106 61269.520000 107 35324.360000 108 35324.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,ITBI,MLP,1.8722529411315918,"93 44558.340000 94 11677.740000 95 10823.920000 96 19765.380000 97 32718.660000 98 38859.160000 99 7756.400000 100 8582.880000 101 17262.350000 102 14654.850000 103 16982.720000 104 14480.875977 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,IRRF,XGBoost,1.4616045951843262,"96 88632.440000 97 84053.570000 98 93265.260000 99 77520.010000 100 97325.930000 101 97495.460000 102 84353.020000 103 73277.900000 104 99761.300000 105 109108.760000 106 158891.630000 107 109848.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do FPM,HWES,1.0261974334716797,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243849.25 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do ICMS,HWES,1.1061599254608154,"97 729213.140 98 773203.190 99 960569.620 100 1102935.060 101 875084.630 102 939529.450 103 1000867.240 104 992859.620 105 1178299.060 106 891752.690 107 1212698.860 108 1133188.875 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do IPVA,SARIMAX,0.8359613418579102,"91 33951.052451 92 26757.662484 93 29948.068667 94 24389.477879 95 252684.434049 96 199160.221819 97 62349.202227 98 111199.411792 99 137565.196557 100 179667.362576 101 60180.537926 102 53745.085247 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do ITR,XGBoost,2.4732916355133057,"22 44961.85000 23 18595.24000 24 3347.66000 25 2791.77000 26 406.72000 27 323.26000 28 4334.39000 29 58011.48000 30 570942.00000 31 52430.24000 32 33186.22000 33 33406.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Transferencias LC 61_1989,HWES,1.7390427589416504,"97 6175.780000 98 7777.290000 99 9200.970000 100 8491.330000 101 9624.290000 102 9927.160000 103 8281.200000 104 8815.540000 105 14614.520000 106 7799.520000 107 10276.770000 108 10513.223633 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,IPTU,MLP,1.8868060111999512,"67 605.580000 68 5.200000 69 10136.060000 70 36460.780000 71 60026.460000 72 101457.690000 73 7349.770000 74 4714.650000 75 399.330000 76 1312.070000 77 896.820000 78 165.739975 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,ISS,MLP,1.4473228454589844,"97 16928.770000 98 16521.330000 99 16754.080000 100 25014.360000 101 31689.720000 102 27920.120000 103 27860.000000 104 26640.710000 105 34586.470000 106 48022.570000 107 42993.830000 108 27983.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,ITBI,XGBoost,1.9715869426727295,"96 17540.700000 97 13655.000000 98 8692.710000 99 26566.400000 100 515.180000 101 16423.600000 102 14435.250000 103 11441.980000 104 16217.300000 105 9565.500000 106 10967.520000 107 14254.814453 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,IRRF,Prophet,1.6136014461517334,"97 45160.980000 98 47187.690000 99 48851.570000 100 51135.260000 101 46111.690000 102 46743.190000 103 44027.250000 104 46233.070000 105 59544.200000 106 56260.520000 107 105247.230000 108 49840.871094 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do FPM,HWES,1.1343095302581787,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418946.18 103 970762.57 104 989594.09 105 919097.95 106 1518145.07 107 1893768.77 108 1593285.75 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do ICMS,HWES,1.0957167148590088,"97 301731.3200 98 319933.3800 99 397461.2200 100 456368.7100 101 362089.5400 102 388755.2900 103 414135.4100 104 410822.0500 105 487552.5700 106 368986.3900 107 501786.3800 108 501235.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.6047873497009277,"91 7457.955052 92 6490.287399 93 4802.547288 94 5268.382184 95 67244.318941 96 90022.483005 97 22024.680169 98 38684.644505 99 55176.429703 100 25187.087373 101 10895.102616 102 11924.235872 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do ITR,XGBoost,2.363422155380249,"85 514.0200 86 82.3000 87 126.7000 88 23.4000 89 11.8600 90 216.9000 91 434.5000 92 2036.9300 93 9516.6200 94 503.1300 95 151.3500 96 162.4953 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,IPTU,SARIMAX,1.7047317028045654,"91 8689.000344 92 9895.098390 93 6035.116094 94 8487.953710 95 7113.687704 96 10036.474278 97 11510.207263 98 25759.355320 99 114013.677726 100 26514.614283 101 15856.341856 102 26317.702892 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,ISS,MLP,0.873009443283081,"97 9992.620000 98 12611.830000 99 9058.540000 100 5562.620000 101 19165.770000 102 15193.860000 103 11299.380000 104 21788.200000 105 9220.980000 106 17886.840000 107 27217.770000 108 24398.900391 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,ITBI,XGBoost,0.9342632293701172,"97 112293.380000 98 14597.470000 99 27473.000000 100 23070.000000 101 60463.160000 102 28902.210000 103 67300.290000 104 20393.970000 105 36451.070000 106 144773.830000 107 42282.780000 108 54834.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,IRRF,XGBoost,1.6447029113769531,"97 130497.430000 98 138266.750000 99 129390.780000 100 133306.270000 101 121627.940000 102 112725.390000 103 135253.140000 104 118414.950000 105 123829.470000 106 125978.150000 107 233733.580000 108 233733.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do FPM,HWES,1.066235065460205,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1239529.625 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do ICMS,HWES,2.764627456665039,"97 928054.590 98 984043.570 99 1222497.190 100 1403682.800 101 1113702.240 102 1195719.810 103 1273783.170 104 1263592.020 105 1499596.950 106 1134915.310 107 1543376.870 108 1464051.125 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do ITR,XGBoost,1.4956023693084717,"25 1912.750000 26 2573.530000 27 381.670000 28 3605.620000 29 26785.050000 30 2887.370000 31 3628.650000 32 141008.200000 33 691912.620000 34 43593.800000 35 38406.120000 36 38406.027344 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,IPTU,AR,1.5819549560546875,"97 173981.150 98 32305.070 99 33905.800 100 37373.630 101 28357.320 102 51174.520 103 29575.090 104 33479.620 105 49809.880 106 38451.050 107 31157.630 108 322073.375 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,ISS,XGBoost,1.0954389572143555,"97 112297.47 98 81590.91 99 84797.63 100 90711.33 101 116971.59 102 94708.24 103 153640.41 104 172508.49 105 142900.23 106 168159.47 107 185538.32 108 166533.00 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,ITBI,SES,1.212759017944336,"97 47247.160000 98 22829.070000 99 39498.940000 100 29791.730000 101 42381.520000 102 24284.540000 103 32405.630000 104 36374.700000 105 18090.330000 106 41525.500000 107 39447.700000 108 37046.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,IRRF,Prophet,1.0254502296447754,"97 80365.02 98 89953.20 99 87790.98 100 81084.18 101 89979.22 102 82288.95 103 83517.92 104 87011.67 105 80767.53 106 84440.46 107 154051.29 108 154051.25 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do FPM,HWES,1.018446683883667,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1280719.375 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do ICMS,HWES,2.7493348121643066,"97 433519.77 98 460376.41 99 571062.02 100 655698.78 101 520240.92 102 558553.57 103 595019.10 104 590258.53 105 575147.21 106 655505.84 107 720953.74 108 579571.50 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do IPVA,SARIMAX,1.9538321495056152,"89 28198.884298 90 21830.337305 91 23613.848949 92 317989.732866 93 244591.944523 94 80466.107909 95 111749.385649 96 208382.063652 97 121439.808122 98 52746.652896 99 56114.678889 100 35274.360836 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do ITR,XGBoost,1.2770988941192627,"81 88.810000 82 115.740000 83 70.480000 84 163.140000 85 33.360000 86 34.980000 87 283.990000 88 2464.130000 89 10276.830000 90 124.340000 91 88.450000 92 2419.022705 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Transferencias LC 61_1989,HWES,1.059917688369751,"61 3671.520000 62 3919.240000 63 5470.010000 64 5048.130000 65 5721.670000 66 5901.730000 67 4923.200000 68 4745.200000 69 7566.330000 70 5758.900000 71 6109.590000 72 5071.689453 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,IPTU,HWES,1.7152538299560547,"97 1.124612e+05 98 5.694179e+05 99 3.014067e+06 100 1.302071e+05 101 1.125527e+06 102 9.581643e+05 103 8.916286e+05 104 7.483879e+04 105 6.417950e+04 106 7.000142e+04 107 8.294600e+04 108 -2.856734e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,ISS,XGBoost,1.0341770648956299,"97 1501529.08 98 1588101.00 99 2872018.87 100 1747488.87 101 1631905.78 102 1651001.29 103 1864313.94 104 1890830.92 105 1765012.31 106 1780643.68 107 1939215.11 108 1939215.25 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,ITBI,XGBoost,1.1907570362091064,"97 254032.28000 98 441562.50000 99 239046.64000 100 396881.47000 101 327362.55000 102 518037.85000 103 603042.39000 104 664461.93000 105 489961.53000 106 504494.15000 107 505642.02000 108 324338.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,IRRF,XGBoost,1.347792148590088,"97 5.264178e+05 98 6.204713e+05 99 6.233370e+05 100 6.145438e+05 101 6.640265e+05 102 6.248269e+05 103 6.025297e+05 104 5.985276e+05 105 6.325081e+05 106 6.100639e+05 107 1.098125e+06 108 7.995996e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do FPM,HWES,1.1177558898925781,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 3783843.17 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3213924.50 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do ICMS,HWES,2.847702980041504,"97 3549186.00 98 3763291.94 99 4675231.36 100 5368144.75 101 4259163.73 102 4572825.83 103 4871365.92 104 4832391.51 105 5734952.11 106 4340289.52 107 5902380.89 108 5898762.50 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do IPVA,AR,2.1596786975860596,"97 827209.75 98 1315541.59 99 2022709.65 100 1305434.43 101 543938.18 102 490273.73 103 243249.63 104 190735.09 105 158160.40 106 108331.13 107 3454209.12 108 2589396.25 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do ITR,MLP,1.4023520946502686,"25 655.860000 26 116.050000 27 240.220000 28 1208.400000 29 1373.410000 30 442.760000 31 1982.160000 32 23956.780000 33 41456.750000 34 1739.270000 35 1027.040000 36 657.498962 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Transferencias LC 61_1989,HWES,0.8621795177459717,"97 30058.490000 98 37853.300000 99 44782.580000 100 41328.570000 101 46842.910000 102 48317.060000 103 40305.910000 104 42906.640000 105 71131.190000 106 37961.460000 107 50018.770000 108 52015.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,IPTU,SARIMAX,1.7018282413482666,"90 148754.795844 91 108984.819852 92 114450.420051 93 128955.267664 94 67294.948783 95 58760.756568 96 55265.272194 97 63782.699490 98 79041.401047 99 166576.201306 100 857332.037432 101 303017.899958 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,ISS,XGBoost,0.9889051914215088,"97 152045.070000 98 206250.940000 99 195629.330000 100 221029.770000 101 213317.150000 102 171605.670000 103 282996.200000 104 156460.470000 105 196860.610000 106 213111.350000 107 178073.020000 108 178072.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,ITBI,XGBoost,1.3427259922027588,"97 102780.050000 98 142675.600000 99 11478.640000 100 207731.490000 101 172338.270000 102 17994.560000 103 109359.650000 104 28036.040000 105 124065.250000 106 89960.430000 107 230486.150000 108 203652.265625 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,IRRF,XGBoost,1.1084620952606201,"97 134736.440 98 150821.790 99 134534.330 100 146608.550 101 124949.210 102 119475.980 103 120178.490 104 114951.950 105 123422.790 106 133692.460 107 225275.420 108 155315.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do FPM,SARIMAX,0.9700894355773926,"91 1.084805e+06 92 9.152752e+05 93 1.008175e+06 94 1.230558e+06 95 1.269364e+06 96 1.270813e+06 97 1.650643e+06 98 1.123255e+06 99 1.258407e+06 100 1.382666e+06 101 1.297448e+06 102 1.157469e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do ICMS,HWES,2.7625954151153564,"97 1538483.64 98 1631293.24 99 2026596.22 100 2326956.92 101 1846241.28 102 1982205.98 103 2111615.66 104 2094721.25 105 2485958.76 106 1881407.30 107 2494066.50 108 2352981.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.6976683139801025,"91 78190.290268 92 54017.897695 93 52360.515013 94 45721.648733 95 520839.867226 96 442704.668782 97 215657.318478 98 200523.991134 99 424769.024073 100 314902.260394 101 149474.373191 102 121198.815338 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do ITR,MLP,2.0499656200408936,"97 9.620060e+03 98 3.153987e+04 99 1.788759e+04 100 1.648114e+04 101 3.506340e+03 102 2.881430e+03 103 3.403889e+04 104 3.894778e+05 105 2.151185e+06 106 1.824163e+05 107 2.170799e+05 108 2.170799e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,IPTU,XGBoost,1.9783475399017334,"84 2630.990000 85 4431.000000 86 14785.410000 87 89802.600000 88 57230.580000 89 13183.610000 90 13011.830000 91 120644.350000 92 16511.610000 93 8755.940000 94 7846.180000 95 2573.604736 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,ISS,AR,1.7861742973327637,"85 23551.200000 86 23174.520000 87 13266.960000 88 14963.660000 89 22113.570000 90 13926.290000 91 11674.590000 92 14453.590000 93 19928.520000 94 21345.640000 95 22529.850000 96 23724.552734 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,ITBI,AR,1.2121143341064453,"84 3088.000000 85 5340.000000 86 1330.000000 87 8531.600000 88 26450.640000 89 18718.560000 90 15776.000000 91 9920.000000 92 57668.500000 93 50340.000000 94 9503.000000 95 9276.711914 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,IRRF,XGBoost,0.8619537353515625,"85 83536.400000 86 93037.340000 87 103767.560000 88 80151.870000 89 82492.720000 90 85267.900000 91 135076.850000 92 83218.600000 93 83943.230000 94 81102.360000 95 151666.500000 96 151908.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do FPM,HWES,1.8147330284118652,"85 1567076.53 86 958652.59 87 1096039.07 88 1218423.40 89 1137998.32 90 1420958.83 91 970762.57 92 989594.09 93 919097.95 94 1192496.91 95 1893768.77 96 1238015.25 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do ICMS,MLP,2.20257306098938,"85 529094.350 86 561012.170 87 696959.390 88 800255.350 89 634934.160 90 710249.310 91 726198.100 92 720388.020 93 854937.110 94 647027.990 95 879896.500 96 818717.625 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do IPVA,SARIMAX,2.07515549659729,"81 8871.365732 82 6655.656894 83 102165.496570 84 111611.401946 85 26735.591308 86 34271.021300 87 99336.080199 88 67422.389740 89 17712.867300 90 18712.686831 91 16972.487304 92 8800.340023 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do ITR,XGBoost,1.7000539302825928,"85 1053.870000 86 186.400000 87 171.520000 88 376.980000 89 128.060000 90 788.580000 91 1408.550000 92 27014.440000 93 133840.590000 94 5959.800000 95 6158.490000 96 6126.788086 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Transferencias LC 61_1989,HWES,1.0268208980560303,"85 4480.960000 86 5642.970000 87 6675.950000 88 6161.040000 89 6983.090000 90 7202.850000 91 6008.600000 92 6396.300000 93 10603.860000 94 5659.090000 95 7456.530000 96 7775.885254 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,IPTU,XGBoost,1.6722185611724854,"97 55556.340000 98 265744.310000 99 858851.320000 100 176532.550000 101 184447.960000 102 184650.090000 103 176401.360000 104 40768.530000 105 53076.240000 106 82920.640000 107 72960.620000 108 72960.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,ISS,XGBoost,1.3252160549163818,"97 353717.74 98 357458.29 99 389145.94 100 401773.12 101 369957.35 102 368846.99 103 334999.65 104 345723.23 105 359962.01 106 370126.77 107 393483.00 108 393525.75 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,ITBI,HWES,1.0672030448913574,"97 82175.080000 98 107318.000000 99 59540.000000 100 68694.000000 101 130390.000000 102 76070.000000 103 193830.000000 104 105225.000000 105 111790.400000 106 76049.020000 107 95217.510000 108 85639.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,IRRF,SARIMAX,2.4757964611053467,"91 238047.868709 92 231944.956303 93 232084.044774 94 233650.988214 95 252204.473319 96 261355.573601 97 256172.832210 98 271079.537525 99 267392.911149 100 265991.638071 101 270786.804565 102 263855.275449 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do FPM,MLP,1.9846317768096924,"97 2611794.19 98 1597754.32 99 1826731.80 100 2030705.68 101 1896663.88 102 2364901.99 103 1617937.63 104 1649323.50 105 1531829.91 106 1987494.86 107 3156281.28 108 2744065.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ICMS,HWES,1.5932271480560303,"97 1173524.53 98 1244317.84 99 1545847.07 100 1774956.18 101 1408275.92 102 1511987.09 103 1610698.20 104 1597811.47 105 1896239.62 106 1435099.83 107 1902424.04 108 1856089.75 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do IPVA,AR,1.5781257152557373,"97 179988.26 98 243832.75 99 464596.05 100 260948.68 101 86771.71 102 69959.99 103 41853.10 104 33440.44 105 24427.98 106 8489.99 107 741521.25 108 741556.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ITR,HWES,1.6571149826049805,"96 17.070000 97 66.160000 98 6.260000 99 170.870000 100 389.820000 101 18.010000 102 306.050000 103 6949.760000 104 10627.970000 105 263.560000 106 304.130000 107 340.621765 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,IPTU,SARIMAX,1.6460061073303223,"90 29121.407127 91 23081.584706 92 21554.917770 93 21979.535064 94 18671.751149 95 41882.952902 96 207851.381700 97 658700.888112 98 54199.259309 99 50755.144187 100 50288.028908 101 49695.493854 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Palma - RS,ISS,XGBoost,0.8750128746032715,"97 46538.6400 98 50813.6200 99 77862.1700 100 48014.4900 101 48730.2300 102 41920.7900 103 56513.7500 104 90691.1500 105 72725.1800 106 82957.5000 107 90597.9300 108 89850.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,ITBI,AR,1.9546568393707275,"95 700.000000 96 23734.740000 97 8345.050000 98 47717.500000 99 23854.280000 100 5853.300000 101 30870.610000 102 20565.040000 103 23773.970000 104 21583.800000 105 18568.630000 106 15482.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,IRRF,SARIMAX,0.9414143562316895,"91 73255.839141 92 74398.387596 93 76748.791872 94 76024.751134 95 111968.372585 96 84395.199676 97 81199.024348 98 102346.956591 99 94634.047306 100 98089.844743 101 97196.577897 102 104129.332616 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do FPM,HWES,2.228970527648926,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1252533.50 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do ICMS,HWES,2.1116843223571777,"97 575003.8800 98 609691.2200 99 757434.5900 100 869693.5200 101 690027.4500 102 740843.8700 103 789210.3500 104 782896.1400 105 929120.0400 106 703170.6400 107 956245.2000 108 935572.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do IPVA,XGBoost,1.473515272140503,"97 80803.68000 98 100876.31000 99 175510.18000 100 109272.60000 101 47048.80000 102 36325.23000 103 17381.18000 104 18308.58000 105 15131.03000 106 4882.41000 107 463977.62000 108 463556.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do ITR,SES,1.413198709487915,"79 362.060000 80 389.890000 81 7.150000 82 373.250000 83 251.140000 84 33.970000 85 2253.280000 86 19608.690000 87 18693.400000 88 2358.510000 89 3077.240000 90 3147.465332 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Transferencias LC 61_1989,HWES,1.0788626670837402,"97 4869.760000 98 6132.590000 99 7255.200000 100 6695.610000 101 7588.990000 102 7827.820000 103 6529.940000 104 6951.280000 105 11523.940000 106 6150.120000 107 8103.530000 108 7951.117676 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,IPTU,SES,1.4378917217254639,"85 591323.890 86 1926881.560 87 8558265.300 88 716690.960 89 730612.120 90 728551.930 91 760360.380 92 819592.330 93 711947.990 94 379040.290 95 422310.620 96 554607.125 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,ISS,XGBoost,1.0641210079193115,"85 6.386817e+05 86 1.007744e+06 87 7.832375e+05 88 8.266542e+05 89 8.560352e+05 90 9.066732e+05 91 1.063680e+06 92 9.231089e+05 93 8.765207e+05 94 1.030636e+06 95 1.020911e+06 96 1.030678e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,ITBI,MLP,1.156675100326538,"85 294187.200 86 231867.960 87 296598.400 88 444588.920 89 468001.390 90 349681.410 91 527512.590 92 487730.940 93 342401.830 94 376289.810 95 445071.730 96 324803.375 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,IRRF,Prophet,1.1604366302490234,"85 529591.860 86 751197.210 87 655507.350 88 681749.120 89 665320.260 90 1827128.830 91 983968.160 92 881686.310 93 938013.780 94 1025042.910 95 1849828.510 96 1842536.625 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do FPM,MLP,3.363813877105713,"84 10864344.72 85 3217092.60 86 3813393.92 87 4242020.19 88 3969219.39 89 5342319.55 90 3881484.24 91 3574790.64 92 3401292.37 93 4274805.39 94 6642190.34 95 6627027.00 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do ICMS,XGBoost,1.1260478496551514,"85 2297821.37 86 2465545.02 87 2217551.56 88 2750944.42 89 2186781.64 90 2206204.19 91 2290644.12 92 2146293.83 93 2088736.99 94 2023695.08 95 2460397.19 96 2016080.25 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do IPVA,XGBoost,1.5413219928741455,"85 834626.840 86 893032.930 87 1917420.730 88 1429242.890 89 574979.010 90 383210.970 91 336867.300 92 157200.360 93 106123.250 94 101906.140 95 2397144.460 96 1713288.625 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do ITR,XGBoost,1.3182649612426758,"70 21.000000 71 54.360000 72 9208.440000 73 148.170000 74 297.070000 75 182.210000 76 560.510000 77 1389.360000 78 8659.910000 79 23.980000 80 103.240000 81 379.222168 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Transferencias LC 61_1989,XGBoost,0.7918221950531006,"85 30281.570000 86 27376.530000 87 24891.570000 88 19063.930000 89 17695.420000 90 21504.560000 91 14991.190000 92 22676.100000 93 24327.810000 94 16918.810000 95 21855.500000 96 22036.134766 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,IPTU,XGBoost,1.773355484008789,"97 5400.090000 98 18211.830000 99 25438.170000 100 261805.950000 101 231379.990000 102 32614.090000 103 82209.080000 104 93371.940000 105 10507.080000 106 5943.710000 107 4148.160000 108 6086.548828 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,ITBI,XGBoost,1.6430420875549316,"97 42041.000000 98 92017.420000 99 37702.660000 100 56563.440000 101 34501.600000 102 44947.000000 103 20769.140000 104 26482.000000 105 33200.000000 106 25792.000000 107 25324.000000 108 29246.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,IRRF,MLP,2.397334098815918,"97 81476.9600 98 99642.0600 99 94294.2000 100 102832.9600 101 86163.3200 102 89974.2200 103 91577.4400 104 112014.6200 105 98335.5800 106 90411.1300 107 169359.2600 108 169174.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do FPM,HWES,1.6897180080413818,"97 2089435.350 98 1278203.460 99 1461385.450 100 1624564.530 101 1517331.100 102 1891921.590 103 1294350.110 104 1319458.790 105 1225463.930 106 1589995.880 107 2525025.030 108 1671028.875 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do ICMS,HWES,1.063112735748291,"97 617904.97 98 655180.33 99 813946.83 100 934581.40 101 741510.43 102 832617.67 103 885222.54 104 879130.39 105 886990.82 106 755634.22 107 1027620.68 108 945026.00 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do IPVA,SARIMAX,1.7521233558654785,"91 47614.973926 92 44730.303555 93 34753.131216 94 32212.745206 95 544788.984106 96 412325.847352 97 121867.480844 98 197988.303388 99 365124.532145 100 220855.185111 101 86888.482854 102 68862.521036 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do ITR,HWES,1.9000415802001953,"94 6.260000 95 183.770000 96 63.860000 97 45.820000 98 42.260000 99 31.170000 100 421.910000 101 2001.520000 102 7807.700000 103 766.670000 104 45.130000 105 46.928211 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Transferencias LC 61_1989,XGBoost,1.1170098781585693,"97 5233.110000 98 6590.150000 99 7796.530000 100 7195.200000 101 8155.240000 102 8411.880000 103 7017.160000 104 7469.940000 105 12383.750000 106 6608.990000 107 8708.150000 108 8970.837891 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,IPTU,HWES,1.0754098892211914,"97 120241.870000 98 296994.430000 99 102115.930000 100 76259.970000 101 59020.880000 102 86396.660000 103 78034.200000 104 71729.010000 105 86056.320000 106 87527.010000 107 263528.640000 108 84972.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,ISS,MLP,0.9578127861022949,"97 364749.69000 98 319391.81000 99 405471.34000 100 378955.94000 101 368723.15000 102 331950.93000 103 376979.00000 104 428069.79000 105 374160.30000 106 475270.72000 107 386252.10000 108 386252.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,ITBI,MLP,4.152175426483154,"97 4.896499e+04 98 1.344079e+05 99 4.238232e+05 100 2.358317e+05 101 6.161029e+04 102 1.811689e+05 103 1.572972e+05 104 8.896267e+04 105 1.276244e+06 106 1.904480e+05 107 9.549214e+04 108 1.507120e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,IRRF,Prophet,1.7552056312561035,"97 214078.1700 98 212393.9000 99 227564.9800 100 227918.7300 101 242631.9500 102 225141.5000 103 276982.9700 104 218316.4800 105 245767.5000 106 221993.3600 107 440704.4800 108 342994.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do FPM,HWES,1.1236653327941895,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2841917.66 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2759540.25 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do ICMS,HWES,1.025883436203003,"97 1899149.83 98 2013716.75 99 2501690.48 100 2872464.62 101 2279054.98 102 2549973.50 103 2606640.98 104 2585786.01 105 3068741.20 106 2283091.64 107 3078749.64 108 2916580.00 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do IPVA,AR,1.807269811630249,"97 182086.08 98 232609.14 99 391036.08 100 395959.67 101 150261.58 102 109550.29 103 103692.08 104 71574.40 105 45108.88 106 38591.81 107 427069.22 108 427069.25 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do ITR,MLP,2.0366086959838867,"85 1.377487e+04 86 3.205730e+03 87 3.954318e+04 88 6.279550e+03 89 2.401911e+04 90 2.012952e+04 91 3.104183e+04 92 1.752125e+05 93 1.066415e+06 94 3.004119e+05 95 1.852453e+05 96 1.783797e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Transferencias LC 61_1989,HWES,0.8442049026489258,"97 16084.110000 98 20255.100000 99 23962.890000 100 22114.660000 101 25065.370000 102 25854.180000 103 22318.960000 104 22959.090000 105 38061.880000 106 20312.960000 107 26764.750000 108 28126.861328 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,IPTU,Prophet,1.9277114868164062,"97 20609.010000 98 109096.590000 99 206349.750000 100 500162.850000 101 42515.470000 102 51011.120000 103 32938.740000 104 33499.150000 105 37362.900000 106 30412.090000 107 19287.400000 108 18187.021484 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,ISS,XGBoost,2.223874092102051,"97 95579.910000 98 86511.760000 99 73038.280000 100 73588.170000 101 158971.930000 102 149863.810000 103 129620.290000 104 103383.570000 105 90202.660000 106 99991.370000 107 93311.010000 108 93352.804688 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,ITBI,AR,2.051945209503174,"97 10787.020000 98 96419.620000 99 146882.640000 100 58944.120000 101 236880.550000 102 33056.990000 103 194872.920000 104 45527.860000 105 199311.750000 106 82128.480000 107 31020.780000 108 47476.378906 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,IRRF,AR,1.781477689743042,"97 147598.07000 98 179396.42000 99 171637.60000 100 164434.23000 101 183359.47000 102 197788.85000 103 169096.65000 104 178169.46000 105 170776.96000 106 175519.59000 107 334437.39000 108 195652.03125 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do FPM,HWES,1.2516791820526123,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1893768.625 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do ICMS,HWES,1.183032751083374,"97 1230756.210 98 1305002.020 99 1632552.720 100 1861317.240 101 1476956.160 102 1585725.220 103 1689250.360 104 1675735.170 105 1993259.680 106 1505088.280 107 2046776.890 108 2046522.625 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do IPVA,XGBoost,1.7349731922149658,"97 95717.98000 98 151985.06000 99 258014.62000 100 229674.67000 101 69909.23000 102 60286.94000 103 36320.73000 104 16592.77000 105 11810.82000 106 11020.95000 107 280457.77000 108 263543.28125 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do ITR,MLP,1.2888462543487549,"37 3017.170000 38 15909.800000 39 2171.250000 40 1192.010000 41 1992.690000 42 1334.160000 43 141570.480000 44 372682.460000 45 910932.310000 46 68741.120000 47 83654.700000 48 83630.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,IPTU,AR,2.2831876277923584,"92 665.83000 93 8685.97000 94 23710.54000 95 10364.92000 96 2164.88000 97 4059.38000 98 5538.36000 99 2202.52000 100 3614.91000 101 5190.48000 102 3523.82000 103 3520.19751 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,ISS,SES,2.3032402992248535,"97 216566.9100 98 18943.3400 99 46910.2000 100 86497.4300 101 77415.6000 102 73037.3600 103 49206.9800 104 32720.8500 105 -183970.5300 106 16922.3800 107 48072.2600 108 132323.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,IRRF,XGBoost,0.9863700866699219,"97 9356.92000 98 61844.25000 99 66219.10000 100 83065.31000 101 59228.48000 102 68053.92000 103 60868.52000 104 68803.76000 105 68931.75000 106 75570.46000 107 211453.44000 108 211453.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do FPM,HWES,1.153517723083496,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418940.98 103 970762.77 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1210744.50 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do ICMS,HWES,1.0152239799499512,"97 699986.31 98 714991.11 99 888251.26 100 1019852.98 101 809202.24 102 868795.17 103 925515.04 104 918110.28 105 1089588.54 106 824615.41 107 1121398.49 108 1097699.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do ITR,SARIMAX,4.013307571411133,"88 60961.709071 89 632353.872774 90 89991.872819 91 88704.219307 92 56469.147552 93 14610.681842 94 9768.200667 95 9553.801845 96 18560.444100 97 24075.958975 98 15816.905007 99 17006.368034 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Transferencias LC 61_1989,SARIMAX,2.1303460597991943,"91 7601.870304 92 8122.423059 93 8952.340129 94 8183.573173 95 8905.210087 96 10312.694269 97 8146.007899 98 7924.413772 99 8129.036263 100 9926.822460 101 8371.847211 102 8035.517836 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sinimbu - RS,IPTU,SARIMAX,1.2859148979187012,"81 4042.929068 82 13431.907902 83 7648.346709 84 18230.604073 85 16946.301963 86 19173.359239 87 117292.304069 88 79683.057914 89 55109.907056 90 75596.203411 91 24754.006533 92 21458.467860 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sinimbu - RS,ISS,XGBoost,0.9805541038513184,"97 46762.83000 98 57292.63000 99 59622.87000 100 58080.83000 101 70330.60000 102 89966.09000 103 52875.52000 104 68126.03000 105 57981.63000 106 51347.47000 107 69086.73000 108 70941.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,ITBI,SES,1.9446961879730225,"97 5600.000000 98 26972.510000 99 5604.600000 100 28961.800000 101 4040.000000 102 26854.000000 103 37821.800000 104 35931.720000 105 27503.450000 106 12405.420000 107 42319.790000 108 38971.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,IRRF,MLP,1.1389241218566895,"97 97318.210000 98 116490.860000 99 120087.330000 100 114673.100000 101 114574.460000 102 122822.960000 103 105876.280000 104 117240.830000 105 110349.830000 106 119135.100000 107 239548.750000 108 14911.255859 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do FPM,AR,1.1095187664031982,"97 2089435.350 98 1278203.460 99 1461385.450 100 1624564.530 101 1517331.100 102 2130323.150 103 1294350.110 104 1319458.790 105 1225463.930 106 1589995.880 107 2525025.030 108 1319123.375 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do ICMS,HWES,1.219923973083496,"97 475548.330 98 504235.940 99 626424.870 100 719266.930 101 570676.800 102 612703.770 103 652704.560 104 647482.450 105 768414.740 106 581546.680 107 790848.180 108 733331.875 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do IPVA,SARIMAX,1.6771292686462402,"91 15673.125725 92 11340.793660 93 10966.243201 94 11108.374420 95 217779.652232 96 193683.321231 97 52362.996890 98 88305.431683 99 156796.735698 100 88075.123619 101 39400.989847 102 22511.399932 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do ITR,MLP,3.1763908863067627,"94 15.030000 95 972.330000 96 478.660000 97 130.110000 98 65.760000 99 382.610000 100 1608.640000 101 13979.390000 102 16117.260000 103 694.420000 104 1646.740000 105 1585.025391 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Transferencias LC 61_1989,SES,1.4784846305847168,"97 4027.480000 98 5071.890000 99 6000.330000 100 5537.530000 101 6276.390000 102 6473.910000 103 5400.500000 104 5748.980000 105 9530.730000 106 5086.380000 107 6701.920000 108 6168.790039 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,IPTU,AR,2.2339415550231934,"97 266809.760000 98 154086.570000 99 41707.110000 100 45957.700000 101 37541.400000 102 35933.020000 103 5393.700000 104 2074.210000 105 53554.870000 106 3.330000 107 727.910000 108 41424.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,ISS,XGBoost,1.0672402381896973,"97 127712.910000 98 123136.090000 99 167477.510000 100 123671.520000 101 150049.320000 102 130005.400000 103 142032.000000 104 162846.970000 105 145135.720000 106 117802.490000 107 129210.490000 108 126209.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,ITBI,XGBoost,1.6146855354309082,"96 26598.680000 97 14452.140000 98 15200.000000 99 2360.000000 100 15838.220000 101 23289.750000 102 21848.390000 103 11518.000000 104 21048.960000 105 9609.370000 106 40083.970000 107 37350.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,IRRF,XGBoost,1.4338910579681396,"97 85918.76000 98 78478.82000 99 84802.72000 100 78395.81000 101 107959.53000 102 76517.85000 103 78157.92000 104 83471.74000 105 79730.95000 106 150803.49000 107 96251.94000 108 100284.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do FPM,HWES,1.0153582096099854,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1287909.375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do ICMS,HWES,0.9856870174407959,"97 419496.3100 98 444802.6000 99 552589.3600 100 634419.5000 101 503412.2000 102 540485.5300 103 575771.4900 104 571164.9100 105 677843.1300 106 513000.8800 107 697632.4000 108 686305.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do IPVA,AR,3.1602370738983154,"97 62883.590000 98 54921.810000 99 92473.020000 100 48479.400000 101 16715.490000 102 7507.280000 103 5104.500000 104 5270.920000 105 4938.660000 106 1075.400000 107 190478.970000 108 163503.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do ITR,AR,1.9996206760406494,"89 39.420000 90 105.130000 91 70.290000 92 40.100000 93 149.100000 94 56.900000 95 719.420000 96 5730.600000 97 4535.610000 98 150.980000 99 79.960000 100 109.958717 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Transferencias LC 61_1989,HWES,1.1592533588409424,"97 3552.760000 98 4474.070000 99 5293.070000 100 4884.820000 101 5536.600000 102 5710.840000 103 4763.950000 104 5071.360000 105 8407.330000 106 4486.850000 107 5911.970000 108 5991.047363 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,IPTU,XGBoost,1.7309927940368652,"91 244.160000 92 166.560000 93 203.010000 94 44628.010000 95 46339.680000 96 3850.010000 97 5002.360000 98 1193.420000 99 1337.790000 100 955.490000 101 1062.720000 102 536.515381 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,ISS,HWES,1.0255179405212402,"97 32033.570000 98 45216.110000 99 51845.910000 100 78225.230000 101 75743.330000 102 92933.020000 103 82659.140000 104 48520.550000 105 78604.310000 106 67234.440000 107 60732.190000 108 67826.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,ITBI,SES,1.056835412979126,"96 10883.470000 97 29692.800000 98 3400.000000 99 23573.400000 100 83949.280000 101 22752.000000 102 85950.000000 103 14241.250000 104 13218.720000 105 9198.000000 106 60801.220000 107 53502.839844 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,IRRF,XGBoost,0.8322296142578125,"96 77194.09000 97 77472.15000 98 83306.54000 99 92890.71000 100 89530.64000 101 90828.90000 102 95499.76000 103 114986.21000 104 89886.08000 105 156620.23000 106 94826.82000 107 106388.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do FPM,HWES,1.05668044090271,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1246149.75 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do ICMS,HWES,1.1567285060882568,"97 1404140.380 98 1488845.660 99 1849630.070 100 2253959.920 101 1685024.060 102 1880181.530 103 1999517.040 104 1985447.520 105 2353120.100 106 1717119.300 107 2033880.750 108 2079063.125 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do ITR,MLP,2.0642383098602295,"97 13713.780000 98 14048.560000 99 4775.420000 100 241.260000 101 3204.660000 102 5498.730000 103 10685.780000 104 133023.140000 105 972200.610000 106 100969.690000 107 81978.520000 108 24315.099609 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Transferencias LC 61_1989,AR,1.4174513816833496,"97 11891.830000 98 14975.650000 99 17717.020000 100 16350.540000 101 18532.140000 102 19115.350000 103 15945.940000 104 16974.860000 105 28141.140000 106 15018.430000 107 19788.580000 108 17502.800781 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,IPTU,SARIMAX,2.323585033416748,"91 3.760211e+05 92 3.855021e+05 93 3.678710e+05 94 3.543501e+05 95 9.030694e+05 96 1.314858e+06 97 9.880699e+05 98 3.909184e+06 99 5.965418e+05 100 5.090378e+05 101 4.799396e+05 102 4.582734e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Estrela - RS,ISS,XGBoost,1.1217074394226074,"97 931242.410 98 1100660.920 99 991921.300 100 1135408.940 101 1156651.720 102 1057306.940 103 1112880.460 104 871065.300 105 973538.420 106 922026.110 107 1245799.260 108 1245799.375 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,ITBI,XGBoost,1.0776524543762207,"97 165392.290000 98 186019.870000 99 228901.230000 100 221272.610000 101 216578.420000 102 320200.870000 103 498170.410000 104 218410.960000 105 207080.890000 106 469427.370000 107 243121.000000 108 243121.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,IRRF,XGBoost,1.0182018280029297,"97 502246.3100 98 693345.3200 99 428861.3200 100 425782.8700 101 484710.4200 102 439602.2400 103 482109.4200 104 433042.9900 105 304815.7800 106 706638.5700 107 958009.2000 108 582380.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do FPM,HWES,3.000264883041382,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 3783843.17 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3300532.50 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do ICMS,HWES,1.67020845413208,"97 2756471.65 98 2117900.01 99 3116428.59 100 3578312.67 101 2839085.06 102 3048166.83 103 3247168.48 104 3221188.83 105 3822820.15 106 2893162.11 107 3934425.31 108 3924769.75 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do IPVA,SARIMAX,1.437638521194458,"90 1.635783e+05 91 1.537121e+05 92 1.290655e+05 93 2.133915e+06 94 2.116245e+06 95 5.425669e+05 96 6.886172e+05 97 1.304798e+06 98 8.895885e+05 99 3.535125e+05 100 3.155004e+05 101 3.096319e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do ITR,MLP,1.700495958328247,"96 344.440000 97 549.920000 98 2015.850000 99 210.610000 100 113.220000 101 13.560000 102 1480.350000 103 8923.210000 104 15507.410000 105 1110.650000 106 619.690000 107 297.825287 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Transferencias LC 61_1989,HWES,0.7876315116882324,"97 20036.460000 98 25232.350000 99 29851.290000 100 27548.890000 101 31224.680000 102 32207.310000 103 26867.230000 104 28600.820000 105 47414.800000 106 25304.450000 107 33341.640000 108 33110.761719 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,IPTU,AR,1.9033277034759521,"97 77423.490000 98 961759.340000 99 91031.500000 100 52985.180000 101 58343.960000 102 56791.950000 103 47289.590000 104 12457.770000 105 28215.020000 106 17282.640000 107 16903.070000 108 13991.277344 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,ISS,XGBoost,1.056185007095337,"97 134125.910000 98 148682.000000 99 146120.470000 100 138252.950000 101 139060.720000 102 127192.240000 103 159716.410000 104 130743.310000 105 185295.810000 106 145345.970000 107 149799.090000 108 149799.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,ITBI,MLP,0.9097015857696533,"97 5294.290000 98 24848.300000 99 40719.180000 100 76813.780000 101 168725.540000 102 27498.720000 103 65576.410000 104 12479.540000 105 48214.510000 106 52541.130000 107 32696.050000 108 33621.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,IRRF,XGBoost,1.7906434535980225,"97 233477.52 98 153944.59 99 149734.68 100 137982.84 101 141495.44 102 138399.52 103 142564.21 104 138081.05 105 167018.22 106 137799.54 107 257189.15 108 235961.75 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do FPM,HWES,2.3115854263305664,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420862.760 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1281646.375 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do ICMS,HWES,1.699892520904541,"97 1061343.80 98 1125369.77 99 1398074.90 100 1605282.77 101 1273654.59 102 1367451.69 103 1456726.69 104 1445071.85 105 1714972.36 106 1297914.32 107 1765040.04 108 1767826.50 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do ITR,MLP,1.3948557376861572,"34 1.252000e+01 35 6.316000e+01 36 5.305100e+02 37 5.137900e+02 38 1.097267e+04 39 3.024220e+03 40 3.452944e+04 41 2.260068e+04 42 1.045326e+06 43 1.685398e+05 44 1.272456e+05 45 1.272455e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Transferencias LC 61_1989,XGBoost,1.969879150390625,"97 8988.640000 98 11319.590000 99 13391.710000 100 12358.840000 101 14007.840000 102 14448.670000 103 12053.020000 104 12830.740000 105 21270.970000 106 11351.920000 107 14957.530000 108 10304.674805 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,IPTU,Prophet,1.655930519104004,"79 1392.42000 80 1208.97000 81 862.92000 82 15597.78000 83 67616.85000 84 9775.80000 85 9693.85000 86 17401.57000 87 2646.98000 88 609.10000 89 133.83000 90 346.80246 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,ISS,AR,1.7161545753479004,"85 17840.280000 86 20980.610000 87 19137.170000 88 15949.040000 89 20759.790000 90 15177.320000 91 25679.340000 92 27508.660000 93 21123.670000 94 14917.030000 95 29920.440000 96 41826.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,ITBI,AR,2.2822506427764893,"83 1000.000000 84 59511.470000 85 6639.000000 86 11510.100000 87 92678.800000 88 21157.320000 89 2827.440000 90 13003.000000 91 7352.700000 92 11539.180000 93 4387.810000 94 41816.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,IRRF,XGBoost,2.3416531085968018,"85 86279.24 86 85289.89 87 94159.70 88 84346.63 89 80046.79 90 80396.55 91 88824.97 92 76277.76 93 88514.59 94 86396.74 95 157160.11 96 79437.50 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do FPM,XGBoost,1.0318193435668945,"85 1253661.26 86 766922.09 87 876831.28 88 974738.75 89 1009666.31 90 1251836.02 91 776610.07 92 820556.61 93 735278.38 94 953997.54 95 1148915.54 96 948533.50 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do ICMS,XGBoost,1.0763895511627197,"85 785265.130 86 832636.540 87 1034405.130 88 1187713.730 89 942349.270 90 1063665.700 91 1130614.090 92 1122976.940 93 1330413.440 94 960298.510 95 1085840.340 96 1039606.125 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do ITR,AR,2.0251338481903076,"82 1436.680000 83 49.750000 84 447.100000 85 1643.440000 86 561.850000 87 402.950000 88 156.290000 89 9610.160000 90 33828.540000 91 1870.900000 92 563.450000 93 770.141052 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,IPTU,SES,1.6432478427886963,"85 2935.720000 86 3027.400000 87 13161.770000 88 43471.490000 89 10136.620000 90 4469.810000 91 5360.580000 92 4441.570000 93 2578.660000 94 2207.100000 95 4763.780000 96 5129.512695 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,ISS,HWES,3.0958797931671143,"85 4188.380000 86 7283.400000 87 25239.770000 88 18474.250000 89 9097.430000 90 3752.750000 91 8889.560000 92 20447.720000 93 10510.030000 94 28206.690000 95 8860.310000 96 7713.601074 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,ITBI,XGBoost,2.562998056411743,"85 6500.000000 86 9937.600000 87 16801.250000 88 7800.000000 89 12467.800000 90 13100.000000 91 800.000000 92 20420.000000 93 8164.550000 94 11400.000000 95 10400.000000 96 17742.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,IRRF,XGBoost,1.6568560600280762,"85 29109.050000 86 28743.790000 87 29397.110000 88 30515.380000 89 30408.240000 90 30892.620000 91 33075.590000 92 30597.200000 93 30693.520000 94 31870.660000 95 65286.810000 96 65286.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do FPM,XGBoost,1.0728421211242676,"85 1447261.91 86 876388.90 87 1040016.53 88 1157938.29 89 1082514.38 90 1456996.25 91 1028586.61 92 974942.91 93 927625.18 94 1195844.74 95 1811506.45 96 1811506.25 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do ICMS,XGBoost,0.9785680770874023,"85 293585.350000 86 313704.170000 87 282113.190000 88 349908.800000 89 278149.620000 90 280620.090000 91 291360.500000 92 272999.740000 93 265678.740000 94 257405.680000 95 312952.050000 96 229879.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do IPVA,AR,1.4928827285766602,"84 64605.08000 85 15484.18000 86 19342.89000 87 28725.01000 88 25640.13000 89 17935.15000 90 8198.70000 91 7081.51000 92 2588.71000 93 6437.43000 94 70554.47000 95 54680.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do ITR,HWES,1.3262057304382324,"79 257.220000 80 1991.470000 81 2925.850000 82 0.000000 83 59.380000 84 147.410000 85 62.320000 86 320.500000 87 1790.200000 88 3057.040000 89 64.360000 90 64.362732 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,IPTU,MLP,1.9517922401428223,"97 102530.780000 98 208977.550000 99 40234.400000 100 23540.780000 101 10732.220000 102 10666.310000 103 8542.680000 104 3112.720000 105 6298.650000 106 13739.340000 107 20548.430000 108 13820.692383 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,ISS,XGBoost,3.160529613494873,"97 35265.810000 98 47434.110000 99 38259.840000 100 41340.600000 101 50082.090000 102 49652.050000 103 49978.280000 104 54075.090000 105 56236.840000 106 48167.180000 107 64000.580000 108 64000.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,IRRF,HWES,1.118990421295166,"97 52488.690000 98 56331.880000 99 59844.910000 100 57014.700000 101 74213.260000 102 54631.190000 103 50579.880000 104 59655.000000 105 57377.960000 106 67254.230000 107 114959.510000 108 67811.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do FPM,HWES,1.1137089729309082,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1229136.375 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do ICMS,HWES,1.1664307117462158,"97 450495.93 98 477672.25 99 593424.15 100 681375.21 101 540612.97 102 580425.90 103 618319.40 104 613372.40 105 727933.84 106 550910.20 107 749185.48 108 691762.50 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do IPVA,AR,1.6150877475738525,"97 43736.570 98 77031.140 99 106541.120 100 79566.350 101 27494.490 102 12232.280 103 10054.290 104 10855.600 105 2589.310 106 5118.780 107 191473.150 108 185839.625 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do ITR,XGBoost,1.210677146911621,"91 147.41000 92 21.95000 93 57.07000 94 51.87000 95 35.24000 96 98.95000 97 174.77000 98 1434.16000 99 2179.51000 100 109.95000 101 24.01000 102 301.19397 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Transferencias LC 61_1989,HWES,1.2176647186279297,"97 3815.310000 98 4804.670000 99 5684.230000 100 5245.810000 101 5945.730000 102 6132.830000 103 5115.980000 104 5446.110000 105 9028.620000 106 4818.410000 107 6348.840000 108 5924.358398 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,IPTU,AR,2.8706743717193604,"89 31339.040000 90 300864.050000 91 910441.760000 92 145595.290000 93 126116.540000 94 114205.190000 95 101432.040000 96 36613.950000 97 48316.420000 98 55108.710000 99 42164.180000 100 43802.367188 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,ISS,SES,1.8347358703613281,"89 68247.690000 90 89790.730000 91 94791.950000 92 83770.100000 93 83311.490000 94 76487.470000 95 75191.030000 96 93390.850000 97 101386.570000 98 84701.800000 99 113358.580000 100 111256.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,ITBI,MLP,1.392028570175171,"89 36721.200000 90 108658.990000 91 29774.940000 92 69899.990000 93 40622.990000 94 72049.720000 95 88383.440000 96 106768.740000 97 52761.250000 98 56082.460000 99 22145.160000 100 27333.511719 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,IRRF,XGBoost,1.908754825592041,"89 119291.5800 90 116548.8400 91 118175.6300 92 104999.8400 93 107224.2300 94 107257.6600 95 108749.1400 96 105950.8400 97 119224.3600 98 108512.0600 99 192381.2000 100 192381.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do FPM,MLP,1.1100196838378906,"89 1253661.260 90 958652.590 91 1096039.070 92 1218423.400 93 1137998.320 94 1430566.750 95 970762.570 96 989594.090 97 919097.950 98 1192496.920 99 1893768.770 100 1699410.625 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do ICMS,SARIMAX,0.9726705551147461,"85 9.014360e+05 86 1.059993e+06 87 9.854619e+05 88 8.203036e+05 89 9.141845e+05 90 9.098061e+05 91 9.674280e+05 92 1.056546e+06 93 9.759399e+05 94 9.505410e+05 95 1.095017e+06 96 9.544001e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do IPVA,AR,1.3525776863098145,"89 79616.0200 90 140158.1200 91 239636.6900 92 139761.3200 93 74083.8000 94 51896.8600 95 51322.4300 96 12669.3700 97 15546.4000 98 7439.5900 99 355955.3400 100 341517.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do ITR,MLP,1.9720990657806396,"87 126.710000 88 12.880000 89 134.120000 90 74.400000 91 196.470000 92 137.120000 93 460.310000 94 13259.200000 95 13878.330000 96 584.140000 97 176.640000 98 -25.940619 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,IPTU,XGBoost,2.6389098167419434,"94 2181.780000 95 20760.810000 96 48590.670000 97 175969.390000 98 137902.340000 99 25101.710000 100 24300.170000 101 4306.210000 102 7608.200000 103 6115.100000 104 13260.020000 105 -2855.486328 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,ISS,XGBoost,1.3409106731414795,"97 59150.49000 98 76749.98000 99 73410.37000 100 86449.97000 101 84781.85000 102 63880.17000 103 85051.29000 104 68276.84000 105 68864.27000 106 61592.43000 107 85968.78000 108 77689.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,ITBI,XGBoost,1.8556525707244873,"97 8457.720000 98 30381.570000 99 9168.460000 100 14598.020000 101 9150.460000 102 12610.520000 103 40670.080000 104 39930.630000 105 18691.210000 106 17888.380000 107 20846.400000 108 20638.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,IRRF,XGBoost,0.8542201519012451,"97 64724.470000 98 70287.530000 99 92809.980000 100 76092.470000 101 72809.760000 102 67135.540000 103 89761.850000 104 86287.450000 105 70170.400000 106 85880.400000 107 130600.690000 108 119614.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do FPM,HWES,1.0067510604858398,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do ICMS,HWES,0.9517414569854736,"97 735104.56 98 779449.99 99 968330.17 100 1111845.82 101 882154.58 102 947120.01 103 1008953.38 104 1000881.05 105 1187818.67 106 898957.28 107 1222496.41 108 1216769.75 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do IPVA,XGBoost,1.3588926792144775,"97 80922.59000 98 89558.91000 99 189322.05000 100 154245.24000 101 46379.18000 102 36570.43000 103 29430.99000 104 37672.83000 105 10681.41000 106 9670.80000 107 331233.29000 108 331233.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Transferencias LC 61_1989,HWES,1.4323594570159912,"97 6225.690000 98 7840.130000 99 9275.320000 100 8559.930000 101 9702.040000 102 10007.380000 103 8348.120000 104 8886.780000 105 14732.630000 106 7862.540000 107 10359.830000 108 9976.775391 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,IPTU,AR,1.4506545066833496,"91 1054.520000 92 8183.910000 93 112734.910000 94 15664.430000 95 5064.780000 96 5543.890000 97 6028.610000 98 970.860000 99 2846.120000 100 2601.220000 101 1175.760000 102 2026.472168 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,ISS,XGBoost,1.9434902667999268,"97 10595.860000 98 31499.790000 99 10905.340000 100 19204.280000 101 11022.730000 102 11390.460000 103 19452.060000 104 25711.220000 105 13410.730000 106 11057.160000 107 16888.510000 108 12928.219727 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,ITBI,XGBoost,1.548471450805664,"95 13909.020000 96 39319.610000 97 5766.660000 98 7957.920000 99 959.700000 100 4580.000000 101 993.090000 102 2357.010000 103 10860.800000 104 320248.880000 105 -2083.890000 106 1599.857666 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,IRRF,HWES,1.0782625675201416,"97 65749.990000 98 70314.500000 99 66240.410000 100 64886.810000 101 72905.440000 102 69871.640000 103 77753.110000 104 71158.270000 105 75138.900000 106 76652.170000 107 152773.510000 108 67775.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do FPM,HWES,0.9990799427032471,"97 1544475.970 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420862.760 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1307722.625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do ICMS,Prophet,1.366668939590454,"97 614917.380 98 652012.510 99 810011.370 100 930062.690 101 737925.220 102 792269.030 103 843992.850 104 837240.310 105 815805.960 106 929789.030 107 1022622.280 108 1027653.625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do ITR,MLP,1.7335760593414307,"75 59683.810000 76 70.790000 77 21.520000 78 980.780000 79 17.150000 80 60.420000 81 607.810000 82 21512.740000 83 73661.210000 84 1920.560000 85 652.910000 86 16209.911133 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Transferencias LC 61_1989,HWES,1.037484884262085,"97 5260.400000 98 6624.550000 99 7837.230000 100 7232.720000 101 8197.760000 102 8455.750000 103 7053.750000 104 7508.930000 105 10840.720000 106 8251.110000 107 8753.570000 108 8099.566895 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,IPTU,SARIMAX,2.3645899295806885,"89 3229.482283 90 361.397337 91 7040.331325 92 11305.769908 93 -2356.984168 94 2385.248650 95 55527.431553 96 197722.539938 97 49233.057622 98 15887.222397 99 23297.867278 100 24915.038580 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vila Flores - RS,ISS,XGBoost,1.1001434326171875,"97 131678.780000 98 121340.810000 99 123802.390000 100 139374.580000 101 118575.240000 102 111261.370000 103 139011.380000 104 135213.100000 105 125778.090000 106 160038.200000 107 179825.660000 108 179816.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,ITBI,HWES,1.371711254119873,"97 33640.000000 98 24860.000000 99 21160.000000 100 23360.000000 101 47189.440000 102 22500.000000 103 75576.000000 104 32960.000000 105 37920.000000 106 44781.260000 107 16632.920000 108 24133.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,IRRF,HWES,0.9758901596069336,"97 90567.49000 98 91505.06000 99 93924.14000 100 89530.90000 101 92970.23000 102 94106.70000 103 87429.35000 104 91913.41000 105 94215.24000 106 92040.21000 107 157782.45000 108 157590.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do FPM,HWES,2.618382453918457,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.19 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ICMS,HWES,1.774512529373169,"97 703825.740 98 746284.260 99 927127.540 100 998889.090 101 844618.740 102 906819.890 103 966022.250 104 958293.390 105 1137276.770 106 860706.480 107 1170478.950 108 1164871.125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do IPVA,XGBoost,1.465879201889038,"95 77352.400000 96 80415.740000 97 94678.320000 98 70613.350000 99 16090.430000 100 16785.020000 101 11947.140000 102 6852.920000 103 7275.420000 104 11274.890000 105 244278.110000 106 245137.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ITR,XGBoost,1.3340613842010498,"80 229.940000 81 40.720000 82 158.720000 83 169.240000 84 20.060000 85 69.020000 86 323.990000 87 3865.130000 88 12350.560000 89 70.920000 90 201.090000 91 276.882935 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Transferencias LC 61_1989,AR,1.134948492050171,"73 5960.770000 74 7506.530000 75 8880.650000 76 8195.700000 77 9289.210000 78 9581.560000 79 7992.900000 80 8508.640000 81 14105.740000 82 7527.990000 83 9919.010000 84 9276.047852 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,IPTU,AR,1.1621949672698975,"97 4945820.74 98 4972437.02 99 1291840.02 100 1318268.46 101 1252590.58 102 1100682.17 103 1258758.63 104 1152722.80 105 1144772.59 106 842035.57 107 628148.45 108 1123745.75 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,ISS,XGBoost,1.2997767925262451,"97 1511083.520 98 1638032.150 99 1775607.210 100 1677735.220 101 1710204.870 102 1784753.740 103 1727810.410 104 1498541.890 105 1717682.340 106 1599732.010 107 2013930.190 108 1946006.625 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,ITBI,SES,1.1615173816680908,"97 305915.6300 98 422188.9300 99 438743.6800 100 479162.0400 101 444829.3400 102 425340.2900 103 485406.7100 104 305194.0500 105 565535.9300 106 359776.6900 107 500630.4000 108 526295.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,IRRF,MLP,4.27125883102417,"97 1115480.11 98 1195642.75 99 1177345.85 100 1162291.05 101 1191655.91 102 1160704.37 103 1125884.11 104 1145872.96 105 1159544.26 106 1267074.58 107 2098708.46 108 1171040.75 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do FPM,HWES,2.3128387928009033,"97 6790664.91 98 4154161.24 99 4749502.69 100 5279834.73 101 4931326.06 102 6387146.73 103 4206637.85 104 4288241.08 105 3982757.75 106 5167486.60 107 8206331.34 108 5542221.50 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do ICMS,AR,0.8626618385314941,"97 4210306.14 98 4464294.38 99 5546104.17 100 6368089.12 101 5052534.09 102 5424623.20 103 5778773.45 104 5732539.14 105 6803223.09 106 5148771.47 107 7001839.47 108 6978277.50 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do IPVA,AR,1.5148937702178955,"97 866024.40 98 1236369.24 99 2497005.85 100 1537064.62 101 523324.60 102 397112.65 103 258495.47 104 130391.64 105 82171.21 106 86986.35 107 2769344.24 108 2532968.50 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do ITR,XGBoost,1.7309587001800537,"97 467.250000 98 430.970000 99 1893.500000 100 336.650000 101 305.180000 102 471.340000 103 5211.810000 104 40990.910000 105 35343.410000 106 1436.020000 107 3367.210000 108 2918.118164 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Transferencias LC 61_1989,SES,0.7799692153930664,"97 35657.580000 98 44904.390000 99 53124.410000 100 49026.960000 101 55568.520000 102 57317.250000 103 47813.830000 104 50899.020000 105 84381.030000 106 45032.660000 107 59335.940000 108 75424.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,IPTU,AR,1.6286754608154297,"97 39826.27 98 100425.46 99 82932.27 100 972400.20 101 3066500.29 102 589497.71 103 621616.61 104 577373.90 105 518834.79 106 105529.54 107 231924.53 108 295691.00 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,ISS,XGBoost,1.0807836055755615,"97 686020.86 98 800692.09 99 807787.22 100 811741.15 101 921755.53 102 883628.19 103 1013285.46 104 1031637.13 105 924333.11 106 918305.72 107 1042933.64 108 1042940.00 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,ITBI,XGBoost,0.9674384593963623,"97 182491.540000 98 163754.800000 99 126922.920000 100 225965.610000 101 237845.540000 102 315805.530000 103 190623.330000 104 307222.050000 105 234283.350000 106 158376.950000 107 261326.500000 108 259103.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,IRRF,MLP,2.6863999366760254,"97 428515.61000 98 473637.64000 99 455619.74000 100 514350.22000 101 449776.77000 102 441001.55000 103 452774.61000 104 450748.59000 105 460957.50000 106 484321.57000 107 878329.74000 108 488085.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do FPM,HWES,1.741727590560913,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3310862.76 103 2265112.70 104 2309052.89 105 2144561.87 106 2782492.78 107 4418793.79 108 2865598.00 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do ICMS,HWES,0.9156951904296875,"97 1737646.16 98 1842470.30 99 2288946.74 100 2628190.26 101 2085244.20 102 2238810.03 103 2384972.28 104 2365890.80 105 2807775.48 106 2124962.53 107 2889746.98 108 2323849.25 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do ITR,AR,1.8368144035339355,"92 868.270000 93 1050.250000 94 59.030000 95 2081.530000 96 49.660000 97 5561.910000 98 133.170000 99 10801.540000 100 24573.490000 101 747.130000 102 397.390000 103 289.028778 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Transferencias LC 61_1989,XGBoost,1.3734960556030273,"73 14716.320000 74 18532.590000 75 21925.080000 76 20234.040000 77 22933.810000 78 23655.550000 79 19733.360000 80 21006.660000 81 34825.100000 82 18585.540000 83 24488.670000 84 19347.978516 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,IPTU,MLP,1.5681631565093994,"97 1.110497e+06 98 1.533199e+06 99 1.754925e+06 100 2.949829e+06 101 1.876540e+07 102 3.757495e+06 103 3.697951e+06 104 3.442706e+06 105 3.653400e+06 106 3.332467e+06 107 1.093625e+06 108 8.649916e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,ISS,MLP,2.6625149250030518,"97 4045480.63 98 4651356.57 99 4895728.79 100 4551349.80 101 4918211.84 102 4992795.23 103 5254584.21 104 5087922.39 105 5138663.82 106 4958524.22 107 5377039.51 108 5377039.50 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,ITBI,MLP,1.9086151123046875,"97 956135.320 98 1093903.790 99 1015483.150 100 1646835.040 101 1132379.650 102 1316665.340 103 1343113.750 104 1162837.880 105 1139378.290 106 1148410.180 107 1221069.340 108 1257603.375 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,IRRF,XGBoost,1.6734025478363037,"97 1882332.71 98 2071988.47 99 2111612.66 100 2122558.07 101 2001388.17 102 1953153.93 103 1845468.24 104 1828988.59 105 1844598.05 106 1681897.71 107 3355158.17 108 3355173.75 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do FPM,HWES,1.0616285800933838,"97 8357741.43 98 5112813.84 99 5845541.78 100 6498258.14 101 6069324.39 102 7567686.36 103 5177400.45 104 5277835.17 105 4901855.70 106 6359983.52 107 10100100.12 108 6603350.50 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do ICMS,HWES,1.0771327018737793,"97 5547254.01 98 5881894.11 99 7307223.60 100 8390223.11 101 6656924.43 102 7147167.37 103 7613775.06 104 7552859.46 105 8963530.24 106 6783721.22 107 9225215.61 108 9097212.00 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do IPVA,AR,1.2838304042816162,"97 2188480.31 98 2577650.82 99 4482957.55 100 3485729.95 101 1525801.23 102 1044277.20 103 653171.62 104 594469.82 105 378483.56 106 244404.88 107 5909414.24 108 5909415.00 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do ITR,MLP,2.0857291221618652,"96 705.81000 97 214.78000 98 989.58000 99 870.91000 100 503.94000 101 593.70000 102 1262.01000 103 28592.05000 104 67642.21000 105 1397.18000 106 2736.45000 107 2495.19873 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Transferencias LC 61_1989,HWES,0.8071813583374023,"97 46980.390000 98 59163.440000 99 69993.620000 100 64595.100000 101 73213.860000 102 75517.910000 103 62996.750000 104 67061.610000 105 111175.540000 106 59332.440000 107 78177.590000 108 55801.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,IPTU,SES,2.6760952472686768,"91 546.350000 92 1202.600000 93 37848.650000 94 194062.830000 95 42516.710000 96 42021.750000 97 43113.810000 98 2782.250000 99 4501.200000 100 3876.660000 101 3716.520000 102 11529.342773 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,ISS,XGBoost,2.8506388664245605,"97 19800.930000 98 29770.400000 99 34651.150000 100 26021.590000 101 38861.620000 102 40074.400000 103 35208.040000 104 35422.970000 105 22444.680000 106 30371.440000 107 56428.510000 108 27451.462891 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,ITBI,XGBoost,1.0961809158325195,"91 3100.000000 92 12879.070000 93 21580.040000 94 6000.000000 95 30501.290000 96 3553.910000 97 10466.880000 98 9400.000000 99 8408.670000 100 9880.000000 101 11592.310000 102 7480.106445 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,IRRF,XGBoost,1.1494197845458984,"97 43518.55000 98 49825.42000 99 54728.95000 100 52617.72000 101 46558.19000 102 47197.10000 103 54263.76000 104 81286.86000 105 54655.97000 106 59306.83000 107 102065.04000 108 100681.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do FPM,HWES,1.0783019065856934,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1192683.75 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do ICMS,HWES,0.9664711952209473,"97 466117.8700 98 494236.6200 99 614002.4600 100 705003.4100 101 559359.9200 102 600553.4600 103 639760.9900 104 634642.4500 105 753176.5700 106 570014.2400 107 775165.1600 108 775083.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do IPVA,AR,1.4231984615325928,"97 55926.470000 98 38832.040000 99 76122.250000 100 48868.980000 101 8980.380000 102 6678.230000 103 3719.260000 104 5047.850000 105 3471.200000 106 3216.730000 107 207935.570000 108 151249.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do ITR,XGBoost,1.50307035446167,"85 110.990000 86 93.420000 87 34.200000 88 0.130000 89 114.110000 90 212.300000 91 399.530000 92 4705.920000 93 9166.670000 94 295.160000 95 59.460000 96 447.196991 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Transferencias LC 61_1989,MLP,1.5913703441619873,"85 3947.580000 86 4971.290000 87 5881.320000 88 5427.710000 89 6151.900000 90 6345.510000 91 5293.390000 92 5634.950000 93 9341.710000 94 4985.500000 95 6569.000000 96 6765.130371 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,IPTU,XGBoost,3.15584659576416,"94 392.340000 95 68837.440000 96 4541.520000 97 5840.530000 98 3370.350000 99 1977.650000 100 2341.060000 101 517.190000 102 276.470000 103 1813.160000 104 915.820000 105 3514.513428 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,ISS,SES,1.980067253112793,"97 15820.690000 98 42298.790000 99 45803.320000 100 32132.900000 101 46224.070000 102 29819.850000 103 66951.450000 104 39127.220000 105 23282.340000 106 20248.080000 107 14961.520000 108 19634.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,IRRF,XGBoost,1.7018582820892334,"97 80085.860000 98 78186.950000 99 71042.030000 100 75627.160000 101 80257.790000 102 69908.300000 103 80605.450000 104 88134.790000 105 73330.260000 106 77223.500000 107 120440.370000 108 120440.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do FPM,SARIMAX,1.01297926902771,"91 1.042949e+06 92 8.837335e+05 93 9.716412e+05 94 1.187165e+06 95 1.318277e+06 96 1.229163e+06 97 1.590766e+06 98 1.087396e+06 99 1.204093e+06 100 1.325755e+06 101 1.234958e+06 102 1.127034e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do ICMS,HWES,1.0198843479156494,"97 398967.1800 98 423034.3900 99 525546.9600 100 603437.9700 101 478776.4300 102 514035.4600 103 551274.2300 104 543213.4700 105 644671.1300 106 487895.8600 107 646773.6600 108 651092.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do IPVA,SARIMAX,1.5998749732971191,"90 19682.722120 91 12385.322582 92 13991.791593 93 10812.209459 94 58776.597393 95 49082.402789 96 28577.542769 97 34421.413494 98 49703.225574 99 37942.211811 100 20510.278676 101 16101.909713 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do ITR,XGBoost,2.4448535442352295,"94 1635.220000 95 1229.090000 96 164.550000 97 44.850000 98 48.940000 99 14.950000 100 160.600000 101 7286.780000 102 54962.740000 103 3551.850000 104 481.330000 105 496.728943 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,IPTU,XGBoost,2.778846025466919,"77 2042.120000 78 201.190000 79 496.150000 80 80.430000 81 52204.410000 82 24511.650000 83 3461.380000 84 1312.920000 85 4430.210000 86 6531.810000 87 3133.190000 88 8362.108398 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,ISS,SARIMAX,3.2858941555023193,"91 14683.549629 92 9419.802663 93 21974.090366 94 9293.626085 95 19956.084222 96 35571.582126 97 10414.188737 98 11442.575436 99 11672.981398 100 15593.961981 101 12637.290233 102 11435.855354 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,ITBI,AR,1.312002182006836,"88 3667.160000 89 7876.080000 90 600.000000 91 15775.850000 92 2400.000000 93 15800.000000 94 10070.700000 95 8560.320000 96 6912.120000 97 3800.000000 98 2400.000000 99 1623.140015 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,IRRF,XGBoost,1.8493411540985107,"96 45977.33 97 37107.79 98 33448.40 99 39970.75 100 36353.47 101 33757.27 102 62129.12 103 34911.48 104 48523.23 105 46577.74 106 71203.80 107 67514.75 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do FPM,HWES,1.085233449935913,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.93 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1240240.50 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do ICMS,HWES,0.9697134494781494,"97 210659.0700 98 223367.1700 99 277494.6100 100 318621.9100 101 228663.5500 102 284058.2800 103 301996.0000 104 299922.8200 105 355378.9700 106 271217.2300 107 401115.8900 108 384869.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.8241775035858154,"90 6322.395183 91 6902.448352 92 7163.530967 93 37204.392098 94 34860.609123 95 29076.516522 96 22252.856196 97 53436.692943 98 64515.907051 99 19320.562553 100 13829.477438 101 8099.304303 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do ITR,XGBoost,1.0861597061157227,"56 148.480000 57 6.310000 58 20.860000 59 63.440000 60 13.920000 61 39.550000 62 236.220000 63 1496.650000 64 1619.910000 65 295.570000 66 60.090000 67 71.438995 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Transferencias LC 61_1989,Prophet,2.1971495151519775,"97 1784.08000 98 2246.74000 99 2658.02000 100 2453.02000 101 26916.00000 102 2867.81000 103 2392.30000 104 2546.67000 105 4221.91000 106 2253.15000 107 2968.81000 108 3438.42041 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,IPTU,XGBoost,2.602409839630127,"92 7.076165e+04 93 6.655725e+05 94 5.324630e+06 95 8.111835e+05 96 7.175983e+05 97 1.299991e+05 98 8.538007e+04 99 5.693117e+04 100 7.096327e+04 101 8.333445e+04 102 6.342459e+04 103 4.501825e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,ISS,MLP,1.1631178855895996,"97 936440.580 98 1087759.780 99 1083355.890 100 1160729.070 101 1133893.530 102 1215434.540 103 1152720.450 104 1230940.320 105 1160037.620 106 1149452.210 107 1321448.110 108 1304587.875 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,ITBI,HWES,1.4871437549591064,"97 295458.850000 98 309587.310000 99 437953.470000 100 362255.050000 101 183195.480000 102 373710.230000 103 385428.940000 104 398488.780000 105 475192.950000 106 464772.210000 107 391646.930000 108 240530.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,IRRF,SARIMAX,1.0983643531799316,"91 455526.420560 92 453334.592201 93 458174.696819 94 454587.740886 95 810404.029045 96 444524.181942 97 526912.846000 98 560903.384947 99 605196.868563 100 660664.593451 101 638591.720804 102 627756.087681 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do FPM,HWES,0.9685385227203369,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 3783843.17 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3312923.00 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do ICMS,HWES,0.9282548427581787,"97 3401677.88 98 3606885.32 99 4480923.50 100 5145038.63 101 4068089.61 102 4396832.61 103 4668906.46 104 4631551.90 105 5496601.06 106 4159902.20 107 5657071.35 108 5540036.50 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do IPVA,AR,1.4464161396026611,"97 627006.04 98 852932.49 99 1823244.98 100 1038626.54 101 499165.01 102 326945.83 103 209919.59 104 166182.54 105 127337.88 106 51216.07 107 2627573.77 108 1702138.25 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Transferencias LC 61_1989,HWES,2.0231709480285645,"97 28809.210000 98 36280.090000 99 42921.370000 100 39610.890000 101 44896.080000 102 46308.950000 103 38630.750000 104 41123.400000 105 68174.880000 106 36383.740000 107 47939.920000 108 46920.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,IPTU,MLP,2.5897154808044434,"97 22816.180000 98 141177.640000 99 609163.140000 100 40167.110000 101 41433.950000 102 34781.610000 103 43601.510000 104 33628.120000 105 11148.720000 106 22990.020000 107 44662.140000 108 24295.128906 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,ISS,XGBoost,1.0329134464263916,"97 62871.540000 98 63458.920000 99 77230.060000 100 72449.890000 101 70869.790000 102 104693.270000 103 80598.810000 104 81185.640000 105 76463.650000 106 71505.700000 107 78967.660000 108 78967.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,ITBI,SARIMAX,0.7408778667449951,"91 46209.856994 92 38945.606010 93 27789.626473 94 33326.451135 95 39076.156611 96 25566.670502 97 27209.477328 98 31908.813037 99 38288.891036 100 32813.213674 101 38923.510323 102 42504.592611 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,IRRF,SARIMAX,0.8419609069824219,"91 121534.465856 92 122369.053003 93 122845.148803 94 122680.032136 95 144428.586026 96 139229.477923 97 131841.135848 98 131518.395501 99 142059.830270 100 149627.743208 101 148007.741618 102 151940.131434 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do FPM,MLP,0.8976094722747803,"97 2089435.35 98 1278203.46 99 1461385.45 100 1624564.53 101 1517331.10 102 2130323.15 103 1294350.11 104 1319458.79 105 1225463.93 106 1589995.88 107 2525025.03 108 1426481.50 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do ICMS,HWES,1.0338411331176758,"97 683701.47 98 724946.02 99 900618.48 100 1034098.62 101 820468.84 102 932452.55 103 981691.14 104 974991.45 105 957506.22 106 1079584.98 107 1508841.99 108 1507719.50 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do IPVA,SARIMAX,2.6705100536346436,"91 70748.354267 92 63753.750927 93 63419.926341 94 56481.544889 95 551628.333105 96 411036.485406 97 139237.346846 98 207060.113739 99 377859.845407 100 263422.397036 101 115942.401412 102 147417.128882 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do ITR,XGBoost,3.3886470794677734,"97 384.530000 98 314.100000 99 1245.550000 100 252.930000 101 1962.200000 102 147.020000 103 3257.260000 104 24284.670000 105 24831.720000 106 556.240000 107 809.830000 108 805.353638 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,IPTU,SARIMAX,2.9400014877319336,"72 2875.307065 73 3463.780669 74 2429.660738 75 3398.000941 76 1767.407210 77 3415.732960 78 34474.330775 79 6688.532473 80 6354.211678 81 4729.187385 82 2658.511475 83 4441.725089 Name: predicted_mean, dtype: float64" Prefeitura Municipal de André da Rocha - RS,ISS,XGBoost,1.5120749473571777,"97 31410.410000 98 61336.040000 99 20268.040000 100 48246.130000 101 27724.690000 102 34074.180000 103 42145.070000 104 31964.100000 105 42687.110000 106 43437.310000 107 60184.320000 108 57176.113281 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,IRRF,Prophet,1.7357394695281982,"97 25275.03000 98 53813.00000 99 39649.48000 100 80038.84000 101 43441.89000 102 43078.42000 103 38501.27000 104 42410.78000 105 45860.38000 106 44782.41000 107 99025.96000 108 6897.32373 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do FPM,HWES,1.14485502243042,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1308331.875 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do ICMS,HWES,1.0845961570739746,"97 341599.8400 98 363266.1700 99 452031.8100 100 550798.7200 101 410916.7900 102 464037.9600 103 473976.5000 104 470184.3600 105 558002.1300 106 422303.5700 107 574292.7000 108 519371.1875 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do IPVA,SARIMAX,3.7489047050476074,"90 6889.163200 91 5054.364685 92 4770.974751 93 47534.141375 94 46043.420752 95 19716.081704 96 23966.975739 97 35823.224484 98 28307.751961 99 15123.648296 100 6755.574457 101 6544.915814 Name: predicted_mean, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do ITR,MLP,2.2374184131622314,"90 225.500000 91 163.100000 92 449.830000 93 613.610000 94 276.830000 95 257.040000 96 651.400000 97 29187.310000 98 169382.160000 99 9415.680000 100 4704.330000 101 6334.037598 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Transferencias LC 61_1989,HWES,1.05244779586792,"61 2429.65000 62 891.58000 63 4357.23000 64 4021.18000 65 4557.72000 66 4701.14000 67 3921.66000 68 4174.73000 69 6920.93000 70 3693.58000 71 4866.72000 72 2632.41333 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,IPTU,SES,1.2115914821624756,"57 505.750000 58 1389.620000 59 10676.070000 60 62.020000 61 40489.980000 62 150370.580000 63 6981.040000 64 2802.860000 65 2997.640000 66 1989.790000 67 4240.330000 68 34578.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,ITBI,XGBoost,1.874763011932373,"79 5358.000000 80 29459.920000 81 26577.620000 82 7057.990000 83 28321.900000 84 12690.650000 85 17235.800000 86 9024.000000 87 13081.470000 88 5690.400000 89 8341.000000 90 8012.999023 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,IRRF,MLP,2.4960215091705322,"97 47628.420000 98 42656.530000 99 44528.740000 100 48825.550000 101 39907.820000 102 38599.080000 103 42984.610000 104 41084.930000 105 46555.110000 106 42106.520000 107 112299.930000 108 65809.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do FPM,HWES,2.6107749938964844,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do ICMS,HWES,1.130974292755127,"97 318365.42000 98 337570.94000 99 419372.80000 100 481527.78000 101 382051.12000 102 410186.92000 103 436966.24000 104 433470.21000 105 514430.77000 106 389328.18000 107 531910.76000 108 462349.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do IPVA,MLP,1.403623104095459,"94 23379.990000 95 39595.880000 96 56843.360000 97 48430.110000 98 16282.230000 99 16500.960000 100 16001.160000 101 3579.610000 102 2794.040000 103 3987.160000 104 149996.090000 105 149995.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do ITR,SARIMAX,1.175140380859375,"79 429.253990 80 217.793361 81 199.655558 82 124.427786 83 163.689695 84 147.433611 85 133.951909 86 192.374354 87 140.288224 88 310.255000 89 2522.129541 90 3720.365273 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Rondinha - RS,IPTU,AR,1.372243881225586,"92 206932.010000 93 34744.390000 94 36048.600000 95 33063.180000 96 28678.320000 97 39472.600000 98 35653.880000 99 6551.420000 100 9330.380000 101 4545.650000 102 9502.830000 103 37809.683594 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,ISS,XGBoost,1.8168089389801025,"97 36306.420000 98 39469.520000 99 29999.670000 100 41616.150000 101 44221.530000 102 51118.030000 103 49127.870000 104 44481.460000 105 52182.600000 106 52344.980000 107 43182.200000 108 58668.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,ITBI,Prophet,4.213987588882446,"97 17220.000000 98 18559.600000 99 11800.000000 100 42195.000000 101 27644.880000 102 36257.080000 103 59266.190000 104 401711.820000 105 33308.240000 106 29285.310000 107 22444.000000 108 30773.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,IRRF,XGBoost,0.8286867141723633,"97 85070.900000 98 80873.120000 99 81912.040000 100 74445.980000 101 72342.620000 102 69790.100000 103 75315.060000 104 76288.830000 105 78100.010000 106 84142.980000 107 136710.900000 108 73037.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do FPM,HWES,1.12416410446167,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1302998.625 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do ICMS,HWES,1.1157374382019043,"97 6.437810e+05 98 6.826173e+05 99 8.480325e+05 100 9.737189e+05 101 7.725627e+05 102 8.294574e+05 103 8.836091e+05 104 8.765396e+05 105 1.040254e+06 106 7.872780e+05 107 1.070623e+06 108 9.869149e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do IPVA,XGBoost,1.2675902843475342,"97 40698.700000 98 89689.430000 99 112942.720000 100 71871.630000 101 28257.440000 102 14406.880000 103 16978.320000 104 6936.180000 105 7468.990000 106 7751.290000 107 241566.450000 108 237230.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do ITR,XGBoost,1.9515511989593506,"85 2766.120000 86 311.260000 87 74.020000 88 12002.320000 89 8726.410000 90 10299.470000 91 11559.140000 92 39276.440000 93 64586.420000 94 4244.040000 95 249.600000 96 4148.353027 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Transferencias LC 61_1989,XGBoost,0.9825210571289062,"85 5452.250000 86 6866.140000 87 8123.020000 88 7496.510000 89 8496.750000 90 8764.140000 91 7311.020000 92 7782.760000 93 12902.350000 94 6885.760000 95 9072.820000 96 11656.777344 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,IPTU,XGBoost,1.5257542133331299,"95 191376.250000 96 877096.490000 97 59619.470000 98 50655.910000 99 56948.140000 100 37334.220000 101 21590.610000 102 10818.490000 103 12375.020000 104 27769.030000 105 25304.330000 106 35268.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,ISS,MLP,0.9963333606719971,"97 94713.320000 98 82774.450000 99 75377.230000 100 51702.500000 101 45631.630000 102 74193.590000 103 66112.320000 104 58841.320000 105 67479.960000 106 60029.450000 107 59047.320000 108 61675.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,ITBI,HWES,2.127685546875,"97 24347.600000 98 9152.950000 99 31467.140000 100 59293.660000 101 78042.170000 102 282915.990000 103 88540.220000 104 29469.720000 105 69320.560000 106 116669.420000 107 54282.340000 108 55130.878906 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,IRRF,XGBoost,1.7190837860107422,"97 61399.610000 98 70474.130000 99 56356.320000 100 46933.250000 101 51412.510000 102 50597.420000 103 54455.430000 104 53744.880000 105 54598.980000 106 54388.110000 107 105353.420000 108 105232.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Cota-Parte do FPM,HWES,1.0406973361968994,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1243611.375 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Cota-Parte do ICMS,HWES,1.0078883171081543,"97 742343.150 98 787125.260 99 977865.340 100 1122794.190 101 890841.170 102 956446.330 103 1018888.580 104 1010736.750 105 1199515.140 106 630386.480 107 1266910.730 108 1221815.875 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Transferencias LC 61_1989,HWES,1.0439324378967285,"85 6286.990000 86 7917.340000 87 9366.670000 88 8644.220000 89 9797.600000 90 10105.910000 91 7215.510000 92 8974.270000 93 14877.680000 94 7939.950000 95 10461.850000 96 9546.200195 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,IPTU,AR,2.694976329803467,"97 480099.060 98 920874.080 99 3504953.660 100 697109.020 101 532423.290 102 616532.410 103 568072.540 104 648174.880 105 850601.960 106 484971.120 107 865711.660 108 865711.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,ISS,MLP,2.5706076622009277,"97 1104322.75 98 1327328.51 99 1035440.35 100 1460618.71 101 1175635.84 102 1176095.87 103 1279813.56 104 1221531.99 105 1184184.15 106 1714442.54 107 1391107.75 108 1389646.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,ITBI,XGBoost,1.1167504787445068,"97 272422.5100 98 340012.8600 99 230874.3200 100 343550.3400 101 235392.2600 102 263274.7300 103 282660.3900 104 179819.3300 105 311684.9600 106 208137.9600 107 306230.2000 108 311442.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,IRRF,XGBoost,0.9786620140075684,"97 454484.4500 98 624277.2100 99 650649.6800 100 629169.0800 101 550858.5200 102 486409.8500 103 550920.4600 104 500673.0300 105 556542.1300 106 581129.6600 107 987481.4200 108 645579.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do FPM,AR,1.1160211563110352,"97 4701229.55 98 2875957.78 99 3288117.25 100 3655270.21 101 3413994.97 102 4256823.56 103 2912287.74 104 2968782.28 105 2757293.84 106 3577490.72 107 5681306.32 108 4103939.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do ICMS,HWES,0.936861515045166,"97 2214395.09 98 2347979.29 99 2916953.17 100 3349273.13 101 2657361.78 102 2853060.70 103 3170485.21 104 3015007.95 105 3730968.89 106 2707977.49 107 3682591.81 108 3631059.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do ITR,MLP,3.5399177074432373,"96 5399.30 97 4387.33 98 5246.58 99 9442.69 100 13434.99 101 14099.99 102 3244.80 103 55276.48 104 487736.28 105 134214.27 106 153036.25 107 64570.25 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,IPTU,HWES,2.068173885345459,"85 518468.9600 86 314266.3900 87 77847.3300 88 113262.8400 89 68096.9300 90 59625.4500 91 51740.7100 92 23838.1900 93 84824.6800 94 34019.6600 95 28012.5800 96 417696.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,ISS,HWES,0.9938201904296875,"85 79835.870000 86 103688.870000 87 105420.530000 88 121171.030000 89 122428.660000 90 121504.670000 91 99470.880000 92 141016.390000 93 120270.110000 94 127565.920000 95 148882.030000 96 148884.265625 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,ITBI,MLP,0.7379136085510254,"85 48198.040000 86 47219.400000 87 92074.190000 88 34283.580000 89 149059.970000 90 51409.410000 91 63953.320000 92 105118.070000 93 90394.070000 94 103044.830000 95 69660.490000 96 101921.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,IRRF,XGBoost,0.806525707244873,"85 67763.990000 86 89302.320000 87 104321.430000 88 118641.020000 89 114920.700000 90 119764.210000 91 121671.180000 92 128755.440000 93 155279.730000 94 122682.710000 95 234981.900000 96 234981.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do FPM,AR,1.0076184272766113,"85 2089435.35 86 1278203.46 87 1461385.45 88 1624564.53 89 1517331.10 90 2130323.15 91 1294350.11 92 1319458.79 93 1225463.93 94 1589995.88 95 2525025.03 96 1310053.75 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do ICMS,HWES,0.7977752685546875,"85 395179.16 86 923274.23 87 1147006.57 88 1317003.76 89 1044929.86 90 1121882.73 91 1195125.61 92 1120636.06 93 1810295.09 94 829686.21 95 1448071.60 96 1305187.75 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do ITR,HWES,1.5471549034118652,"47 2721.19000 48 2594.67000 49 2518.31000 50 2499.76000 51 3430.85000 52 28302.33000 53 2479.38000 54 100855.19000 55 747378.61000 56 79032.65000 57 72604.80000 58 72604.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Transferencias LC 61_1989,HWES,0.9117646217346191,"85 7374.450000 86 9286.800000 87 10986.810000 88 10139.400000 89 10303.980000 90 11853.940000 91 9888.520000 92 10526.570000 93 17451.070000 94 9313.340000 95 12271.430000 96 11596.529297 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,IPTU,HWES,2.025097370147705,"97 105450.390000 98 32199.000000 99 14289.710000 100 18561.110000 101 11172.860000 102 12835.330000 103 7018.200000 104 4309.100000 105 4176.730000 106 10601.300000 107 24908.290000 108 25250.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,ISS,XGBoost,1.6107919216156006,"97 12603.780000 98 19380.040000 99 15814.900000 100 22911.750000 101 12397.290000 102 22241.460000 103 28632.720000 104 15933.700000 105 16676.560000 106 18192.590000 107 29554.410000 108 29554.330078 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,ITBI,MLP,1.5690436363220215,"95 8614.580000 96 6075.000000 97 4930.000000 98 4500.000000 99 10724.400000 100 7622.140000 101 4496.750000 102 11860.000000 103 13550.000000 104 1600.000000 105 14580.000000 106 7254.762695 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,IRRF,XGBoost,1.668001651763916,"97 29266.060000 98 26905.280000 99 32268.200000 100 31710.680000 101 28476.080000 102 39746.730000 103 40335.640000 104 26328.940000 105 31454.850000 106 24625.890000 107 72451.340000 108 7111.685547 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do FPM,HWES,2.5341544151306152,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do ICMS,HWES,1.605666160583496,"97 244276.31000 98 259012.37000 99 321777.53000 100 369467.99000 101 293141.25000 102 329096.80000 103 349891.98000 104 347707.40000 105 340885.35000 106 384818.81000 107 531772.33000 108 500031.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do IPVA,AR,1.3548829555511475,"97 74244.99000 98 28848.24000 99 32762.20000 100 46502.14000 101 5971.04000 102 8040.41000 103 9642.17000 104 3508.78000 105 702.50000 106 991.85000 107 123370.25000 108 70626.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do ITR,XGBoost,1.0733649730682373,"80 130.890000 81 19.970000 82 13.310000 83 74.360000 84 278.770000 85 25.250000 86 1008.350000 87 1235.250000 88 3302.090000 89 241.300000 90 56.020000 91 55.689671 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Transferencias LC 61_1989,HWES,1.0573539733886719,"97 2068.790000 98 2605.290000 99 3082.190000 100 2844.470000 101 3224.000000 102 3325.450000 103 2774.080000 104 2953.080000 105 4263.400000 106 3244.970000 107 3442.580000 108 2999.790283 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,IPTU,AR,1.496886968612671,"97 39361.160000 98 58769.160000 99 124712.090000 100 282136.790000 101 25793.930000 102 19162.120000 103 21220.340000 104 7440.780000 105 12128.070000 106 5393.130000 107 8062.760000 108 7584.132324 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,ISS,XGBoost,0.9530010223388672,"97 62974.140000 98 81817.440000 99 90357.090000 100 86289.300000 101 72069.200000 102 103415.350000 103 98478.780000 104 95093.880000 105 86339.420000 106 84109.700000 107 121921.750000 108 104834.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,ITBI,MLP,1.0361194610595703,"97 32000.750000 98 67135.010000 99 105209.560000 100 130819.240000 101 85252.860000 102 83376.000000 103 97834.530000 104 89453.500000 105 59923.040000 106 59142.090000 107 124597.270000 108 132530.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,IRRF,HWES,0.932560920715332,"97 95461.020000 98 113158.750000 99 114135.250000 100 117094.500000 101 109604.240000 102 98809.380000 103 116037.330000 104 100086.810000 105 114261.270000 106 122998.890000 107 206761.640000 108 123787.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do FPM,AR,0.9723098278045654,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1241478.375 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do ICMS,HWES,2.131577491760254,"97 1220489.750 98 1289044.550 99 1601412.200 100 1399450.390 101 1996455.360 102 1566335.090 103 1668594.360 104 1655244.420 105 1964399.500 106 1486684.180 107 2021749.060 108 1976005.875 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do IPVA,HWES,2.603384256362915,"97 203897.860 98 217253.800 99 356637.310 100 801611.750 101 -404770.170 102 75944.170 103 36996.380 104 38000.740 105 19926.880 106 14625.390 107 580679.900 108 580679.875 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do ITR,MLP,1.8917789459228516,"95 9.497850e+03 96 2.608900e+02 97 5.844000e+01 98 7.019100e+02 99 4.735900e+02 100 1.296359e+04 101 6.656950e+03 102 1.364359e+05 103 1.669781e+06 104 6.093165e+04 105 8.510491e+04 106 5.791361e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,IPTU,Prophet,1.3938343524932861,"76 6566.930000 77 2427.740000 78 10715.570000 79 82997.210000 80 443766.010000 81 51774.030000 82 51581.910000 83 21763.130000 84 8188.420000 85 8391.170000 86 5717.730000 87 3635.534424 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,ISS,XGBoost,1.1785852909088135,"85 58243.06000 86 51232.66000 87 101306.53000 88 63841.96000 89 68820.42000 90 77138.61000 91 59029.19000 92 71813.77000 93 109243.26000 94 78010.19000 95 92660.57000 96 90538.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,ITBI,AR,1.0962748527526855,"85 18832.700000 86 39044.500000 87 5128.940000 88 42411.500000 89 7791.000000 90 61930.210000 91 38236.590000 92 18237.950000 93 31925.980000 94 52870.570000 95 17690.000000 96 21707.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,IRRF,Prophet,0.9960112571716309,"85 43775.670000 86 65139.630000 87 64593.310000 88 74391.230000 89 63808.690000 90 5868.090000 91 68604.890000 92 76083.260000 93 110710.770000 94 72831.230000 95 203754.610000 96 202402.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do FPM,XGBoost,1.1909916400909424,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1561174.875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do ICMS,HWES,0.9846804141998291,"85 9.144809e+05 86 9.813655e+05 87 8.825389e+05 88 1.094625e+06 89 8.701396e+05 90 8.778680e+05 91 9.114674e+05 92 8.540292e+05 93 8.311268e+05 94 8.052460e+05 95 9.790136e+05 96 8.328147e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do IPVA,MLP,2.7411818504333496,"85 68520.50 86 89842.11 87 209481.32 88 128460.14 89 24593.86 90 26068.39 91 20850.62 92 12458.68 93 11848.81 94 6855.75 95 379288.04 96 289635.25 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do ITR,HWES,1.9173216819763184,"56 11.05000 57 55.82000 58 53.09000 59 12.29000 60 35.27000 61 13.45000 62 186.49000 63 2194.14000 64 3233.78000 65 93.39000 66 49.38000 67 37.66066 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Transferencias LC 61_1989,AR,0.9910922050476074,"85 12049.300000 86 10893.360000 87 9904.570000 88 7585.690000 89 7041.160000 90 8556.840000 91 5965.120000 92 9023.030000 93 9680.250000 94 6732.140000 95 8696.500000 96 9754.696289 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,IPTU,HWES,1.6412091255187988,"97 52133.920000 98 74823.200000 99 240656.950000 100 79195.910000 101 11349.800000 102 18009.240000 103 12548.840000 104 9736.280000 105 19266.840000 106 6987.550000 107 19772.560000 108 39017.085938 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,ISS,Prophet,0.777787446975708,"97 16477.380000 98 30601.020000 99 22944.800000 100 32315.520000 101 30536.970000 102 24187.960000 103 37837.720000 104 42923.240000 105 19122.280000 106 27993.010000 107 30939.620000 108 29726.542969 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,ITBI,XGBoost,1.794921875,"97 12744.060000 98 35766.630000 99 22470.610000 100 30099.780000 101 23640.480000 102 16889.280000 103 33638.280000 104 23022.860000 105 46484.690000 106 22764.860000 107 40155.120000 108 39827.359375 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,IRRF,XGBoost,2.0477075576782227,"97 123735.430000 98 110459.990000 99 105779.790000 100 105130.840000 101 92376.670000 102 91166.760000 103 91912.110000 104 87911.960000 105 82860.320000 106 93324.370000 107 170217.400000 108 170217.390625 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do FPM,HWES,0.8674073219299316,"97 1253661.260 98 860364.420 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1647114.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do ICMS,HWES,1.039322853088379,"97 416747.470 98 450223.390 99 686210.480 100 787913.330 101 625141.860 102 671179.830 103 714998.280 104 709277.750 105 841751.750 106 637049.150 107 866326.240 108 781900.625 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do ITR,XGBoost,0.9090073108673096,"92 39.170000 93 17.580000 94 145.760000 95 61.790000 96 134.330000 97 35.790000 98 339.040000 99 2214.990000 100 1561.420000 101 226.800000 102 118.390000 103 127.824799 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,IPTU,XGBoost,1.4612770080566406,"97 25775154.43 98 3894864.29 99 3461207.81 100 3640404.63 101 3375387.68 102 3482249.72 103 3350931.81 104 3398340.59 105 3049219.56 106 3129402.59 107 5767570.39 108 8510952.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,ISS,MLP,1.0735700130462646,"97 8205889.29 98 8634984.11 99 8862742.17 100 9250779.02 101 9620953.11 102 9325106.56 103 10261790.01 104 9491303.97 105 10070341.09 106 9699882.05 107 10608328.80 108 10608329.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,ITBI,AR,0.9562027454376221,"97 1817308.54 98 2725580.95 99 3283395.48 100 2929725.07 101 2578055.40 102 2900150.13 103 3793981.26 104 2399168.52 105 2958253.30 106 3249436.03 107 2944142.29 108 2681569.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,IRRF,MLP,1.8560912609100342,"97 4770553.20 98 4837876.39 99 5015875.72 100 4579454.88 101 4921228.39 102 4880313.60 103 4259777.65 104 4948444.58 105 12564618.35 106 5942152.06 107 11688993.91 108 12445092.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do FPM,HWES,1.0820932388305664,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 9705947.59 102 12206161.01 103 8436262.36 104 8599914.69 105 7987278.77 106 6173218.74 107 20647496.64 108 9247824.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do ICMS,HWES,0.8445968627929688,"97 8239912.78 98 8736988.51 99 10854178.53 100 12462870.15 101 9888221.58 102 10616430.35 103 11309531.26 104 11219046.95 105 13314462.83 106 10076565.96 107 13703171.26 108 14110186.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do IPVA,SARIMAX,3.2081003189086914,"91 2.159946e+06 92 1.581383e+06 93 1.442503e+06 94 1.298431e+06 95 1.357276e+07 96 1.330842e+07 97 5.247745e+06 98 5.505610e+06 99 9.896948e+06 100 8.081040e+06 101 4.470817e+06 102 3.429487e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do ITR,MLP,2.3533034324645996,"96 7.181860e+03 97 1.393722e+04 98 7.021490e+03 99 4.529422e+04 100 1.810242e+04 101 3.253077e+04 102 3.582165e+04 103 2.360884e+05 104 1.418603e+06 105 2.703253e+05 106 2.429864e+05 107 3.471988e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Transferencias LC 61_1989,HWES,0.9502303600311279,"97 69784.840000 98 87881.590000 99 103968.810000 100 95949.810000 101 108752.150000 102 112174.580000 103 93575.610000 104 99613.580000 105 165140.620000 106 88132.640000 107 116125.300000 108 109170.867188 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,IPTU,AR,1.5675015449523926,"93 31102.860000 94 46532.240000 95 125855.500000 96 202536.250000 97 9846.550000 98 17335.310000 99 17010.620000 100 3509.720000 101 10948.590000 102 21272.800000 103 3537.430000 104 17024.009766 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,ISS,XGBoost,1.2650761604309082,"97 72433.540000 98 80207.850000 99 94123.550000 100 111508.800000 101 80982.870000 102 82444.600000 103 90576.760000 104 92984.350000 105 99002.540000 106 97729.580000 107 93342.090000 108 93342.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,ITBI,HWES,1.3909757137298584,"96 41777.190000 97 25449.610000 98 13161.820000 99 31706.860000 100 18220.000000 101 8985.000000 102 24750.980000 103 14820.640000 104 15515.940000 105 31012.210000 106 10690.340000 107 15325.330078 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,IRRF,XGBoost,0.9206595420837402,"97 72273.65000 98 9731.56000 99 120662.26000 100 85474.78000 101 80678.20000 102 73729.31000 103 87553.76000 104 73451.97000 105 87653.33000 106 78435.92000 107 232723.62000 108 229515.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do FPM,HWES,1.0411343574523926,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1518145.070 107 1893768.770 108 1353297.625 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do ICMS,HWES,0.9292232990264893,"97 553475.880 98 580175.880 99 720766.970 100 827591.420 101 656623.000 102 735562.020 103 782114.720 104 776686.980 105 762175.270 106 860255.240 107 1177167.830 108 1158830.625 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do IPVA,HWES,2.9864845275878906,"97 53209.82000 98 55679.88000 99 90361.65000 100 73763.32000 101 24487.37000 102 16119.28000 103 22673.14000 104 8435.74000 105 4101.16000 106 7626.42000 107 364496.59000 108 317544.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Transferencias LC 61_1989,SES,0.9569559097290039,"97 4634.020000 98 5835.720000 99 6903.990000 100 6371.490000 101 7221.620000 102 7448.890000 103 6213.840000 104 6614.790000 105 9549.850000 106 7268.610000 107 7711.240000 108 8825.158203 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,IPTU,AR,1.5475080013275146,"97 5.585901e+04 98 1.145899e+05 99 1.270343e+06 100 8.914409e+06 101 4.614740e+05 102 4.812794e+05 103 6.385663e+05 104 4.198150e+05 105 8.388886e+04 106 9.977076e+04 107 1.395237e+05 108 1.192279e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,ISS,MLP,0.899404764175415,"97 1311422.00 98 1281333.49 99 1138081.04 100 1189582.39 101 1106180.37 102 1262484.29 103 1257512.41 104 1247481.26 105 1329098.40 106 1302515.72 107 1249380.45 108 1249381.50 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,ITBI,MLP,1.042407512664795,"97 181624.98000 98 269434.65000 99 241010.00000 100 326265.09000 101 346013.25000 102 229341.00000 103 347923.62000 104 255357.62000 105 348439.77000 106 485260.71000 107 613213.03000 108 435142.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,IRRF,XGBoost,1.078700304031372,"97 711151.100 98 749004.150 99 804998.860 100 749203.660 101 793037.070 102 762175.350 103 816190.280 104 815583.440 105 787176.800 106 843054.650 107 1700988.150 108 1700324.375 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do FPM,HWES,1.1591782569885254,"91 2822897.63 92 2599847.73 93 2473667.18 94 3108949.36 95 4830683.88 96 2892503.27 97 4178870.71 98 10830620.54 99 12633138.92 100 3179991.75 101 5050050.05 102 5049672.50 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do ICMS,HWES,0.9516873359680176,"97 5228930.43 98 5544367.56 99 6887905.96 100 7908758.58 101 6274923.54 102 6737034.38 103 7176866.28 104 7119446.24 105 8449167.07 106 6394444.21 107 8695835.90 108 8607289.00 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do IPVA,SES,3.285066843032837,"97 537456.86 98 646474.00 99 994153.09 100 714879.10 101 282738.80 102 220529.90 103 128521.91 104 59479.50 105 92954.56 106 60011.99 107 2770936.68 108 2770936.75 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do ITR,XGBoost,2.438257932662964,"96 207.860000 97 656.890000 98 160.440000 99 388.100000 100 428.070000 101 282.920000 102 350.630000 103 12331.990000 104 22264.680000 105 1922.910000 106 744.440000 107 787.313599 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Transferencias LC 61_1989,HWES,0.8594949245452881,"97 44845.010000 98 56474.320000 99 66812.240000 100 61659.100000 101 69886.110000 102 72085.430000 103 60133.390000 104 64013.500000 105 106122.390000 106 56635.660000 107 74624.260000 108 66301.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,IPTU,AR,1.8489022254943848,"97 17178.630000 98 59791.800000 99 4325.360000 100 3271.920000 101 23422.840000 102 3024.570000 103 3010.530000 104 5690.500000 105 4009.760000 106 2543.160000 107 5423.820000 108 8825.238281 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,ISS,XGBoost,1.219477653503418,"97 15101.330000 98 15544.350000 99 11258.510000 100 21527.610000 101 10783.440000 102 8161.730000 103 10789.780000 104 23113.120000 105 10504.520000 106 15378.270000 107 20343.060000 108 13377.981445 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,IRRF,AR,1.3738579750061035,"63 52892.650000 64 70616.360000 65 59938.940000 66 60144.530000 67 51848.980000 68 63810.840000 69 79799.950000 70 42164.710000 71 58341.510000 72 55963.070000 73 111294.690000 74 55370.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do FPM,HWES,2.2168729305267334,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1428549.10 103 961154.65 104 989594.09 105 919097.95 106 864452.24 107 2221813.44 108 1770667.75 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do ICMS,SES,1.5610973834991455,"97 262725.3100 98 278574.2900 99 346079.7900 100 274847.0100 101 437805.8100 102 338499.3200 103 360598.4800 104 357713.4300 105 348555.5600 106 397255.1400 107 436918.4200 108 417827.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do IPVA,SARIMAX,1.8798918724060059,"91 6137.477661 92 6124.865153 93 4705.100487 94 4905.067890 95 60971.844424 96 71861.999508 97 18876.640649 98 29268.044367 99 38882.997369 100 27726.104811 101 10173.425974 102 9606.394205 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do ITR,MLP,1.9352552890777588,"89 497.630000 90 788.270000 91 13.370000 92 269.750000 93 7.610000 94 189.840000 95 962.880000 96 14236.780000 97 46225.640000 98 5502.710000 99 7992.530000 100 7992.479492 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,IPTU,XGBoost,1.4470796585083008,"96 2591958.300 97 8614661.590 98 1360446.970 99 1225018.660 100 1560598.020 101 1219477.690 102 638285.530 103 374513.600 104 521794.810 105 567747.200 106 455644.550 107 1099122.375 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,ISS,XGBoost,0.981572151184082,"97 999304.73 98 994817.71 99 1279866.77 100 1409255.05 101 1376688.57 102 1525732.56 103 1375179.45 104 1256814.89 105 1474428.25 106 2062727.05 107 2284371.70 108 2284371.75 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,ITBI,XGBoost,1.2380383014678955,"97 3.736306e+05 98 3.226733e+05 99 6.534846e+05 100 4.403740e+05 101 5.581030e+05 102 4.019161e+05 103 6.003964e+05 104 5.523082e+05 105 1.043579e+06 106 7.815122e+05 107 3.753718e+05 108 3.490388e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,IRRF,XGBoost,1.5936553478240967,"96 583317.47 97 902676.35 98 662409.50 99 886549.16 100 755286.95 101 649544.27 102 1135561.80 103 781902.68 104 714966.13 105 784685.64 106 1670361.73 107 525773.75 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do FPM,AR,1.0306291580200195,"97 6790664.91 98 4154161.24 99 4749502.69 100 5279834.73 101 4931326.06 102 7555571.14 103 2799811.87 104 4288241.08 105 3982757.75 106 5167486.60 107 8206331.34 108 5537366.00 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ICMS,XGBoost,2.488480806350708,"97 2585140.90 98 4977562.69 99 3405324.97 100 1300364.44 101 3102271.43 102 3330735.26 103 3548184.62 104 3424931.98 105 4177199.84 106 3161361.49 107 4299150.91 108 3424202.25 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do IPVA,SARIMAX,1.810544490814209,"91 3.953929e+05 92 3.085520e+05 93 2.868717e+05 94 2.689805e+05 95 2.641313e+06 96 1.981790e+06 97 1.064212e+06 98 1.388561e+06 99 2.889653e+06 100 1.749333e+06 101 8.110723e+05 102 6.239511e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ITR,XGBoost,1.8093695640563965,"91 210.690000 92 132.330000 93 260.890000 94 111.140000 95 264.490000 96 3701.490000 97 1417.910000 98 4539.660000 99 5589.440000 100 161.680000 101 251.410000 102 71.201843 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,IPTU,AR,1.4149701595306396,"97 346.060000 98 4090.820000 99 27060.620000 100 52074.930000 101 2079.260000 102 2735.700000 103 1661.560000 104 1579.050000 105 1746.520000 106 27278.840000 107 1645.450000 108 351.955292 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,ISS,XGBoost,1.3081629276275635,"97 5922.630000 98 6225.050000 99 10766.270000 100 6757.060000 101 8160.720000 102 8353.370000 103 11348.940000 104 10374.050000 105 10944.510000 106 14544.450000 107 16355.540000 108 15688.425781 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,ITBI,SES,2.474163293838501,"97 41571.090000 98 6730.480000 99 3925.980000 100 45556.760000 101 7500.000000 102 16414.560000 103 50361.990000 104 3071.430000 105 87413.860000 106 7678.070000 107 15967.740000 108 16407.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,IRRF,AR,1.8337876796722412,"97 64377.570000 98 63524.950000 99 55605.360000 100 46422.460000 101 50325.890000 102 48219.570000 103 47914.910000 104 45773.620000 105 51378.340000 106 53372.490000 107 118699.750000 108 116448.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do FPM,SARIMAX,1.203887939453125,"91 1.069077e+06 92 9.134655e+05 93 1.004040e+06 94 1.209703e+06 95 1.277879e+06 96 1.263166e+06 97 1.624578e+06 98 1.122070e+06 99 1.237879e+06 100 1.362250e+06 101 1.270358e+06 102 1.140325e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do ICMS,HWES,2.0203118324279785,"97 181398.36000 98 224252.74000 99 259352.94000 100 297791.49000 101 236272.07000 102 253672.10000 103 270233.27000 104 268071.22000 105 318139.68000 106 240772.43000 107 327427.62000 108 327344.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do IPVA,MLP,1.6547300815582275,"96 13236.080000 97 15551.420000 98 20932.440000 99 35503.930000 100 2694.420000 101 5072.320000 102 4322.980000 103 1678.400000 104 3214.120000 105 985.720000 106 45317.370000 107 44552.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,IPTU,HWES,1.6668622493743896,"85 1.389426e+06 86 5.828762e+06 87 9.556443e+05 88 8.838249e+05 89 1.607400e+06 90 3.710447e+05 91 9.076028e+05 92 5.209703e+05 93 8.517510e+05 94 3.823821e+05 95 8.543124e+05 96 3.680216e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,ISS,MLP,1.1774134635925293,"85 1137094.900 86 1248708.990 87 1334731.430 88 1421778.930 89 1591608.120 90 1478786.240 91 1419444.420 92 1702647.470 93 1533283.570 94 1522685.380 95 1575115.050 96 1565838.375 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,ITBI,HWES,0.9682846069335938,"85 369486.670 86 355654.450 87 260306.750 88 363515.040 89 381933.240 90 478693.200 91 447008.660 92 357293.850 93 553833.930 94 872361.230 95 427988.080 96 403954.625 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,IRRF,AR,1.848543405532837,"85 809480.26 86 895255.22 87 853547.78 88 884964.84 89 881773.42 90 906966.74 91 685089.93 92 1201252.07 93 921568.98 94 916631.84 95 2124088.30 96 2124088.00 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do FPM,XGBoost,1.9497087001800537,"85 5789047.64 86 3509555.56 87 4160066.08 88 4627658.37 89 4330057.51 90 5827984.97 91 4234346.43 92 3517733.03 93 3710500.77 94 4663424.03 95 7246025.81 96 5623656.50 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do ICMS,XGBoost,1.7028138637542725,"85 7189137.73 86 7714947.02 87 6938027.58 88 8605329.34 89 6840551.22 90 6901307.64 91 7165447.28 92 6713899.88 93 6533854.21 94 6330394.23 95 7696458.04 96 5898524.00 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do IPVA,MLP,1.4748389720916748,"85 881362.40 86 1056529.24 87 1924372.88 88 1555562.09 89 743664.05 90 444568.58 91 386874.86 92 230804.50 93 182293.83 94 128712.45 95 3550493.67 96 3550493.25 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,IPTU,HWES,1.7429859638214111,"97 285425.89 98 113409.65 99 109735.60 100 238648.30 101 1445598.00 102 1111914.98 103 377244.32 104 310953.46 105 328449.49 106 312847.57 107 363362.99 108 334399.00 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,ISS,XGBoost,1.012235164642334,"97 272136.39000 98 285409.64000 99 333224.53000 100 359687.29000 101 444090.09000 102 364594.70000 103 533161.83000 104 360747.47000 105 545863.65000 106 436780.57000 107 443813.20000 108 443813.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,ITBI,MLP,1.0606534481048584,"97 164152.130000 98 237194.120000 99 141998.750000 100 155657.410000 101 137945.960000 102 137430.210000 103 263091.950000 104 139238.630000 105 133318.560000 106 407241.430000 107 139077.590000 108 148807.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,IRRF,Prophet,1.260488510131836,"97 376280.9600 98 399719.9900 99 421193.9800 100 396994.6500 101 409338.0200 102 399782.2900 103 409417.9200 104 409545.6000 105 417973.6400 106 412794.3600 107 739267.3000 108 739267.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do FPM,HWES,1.1143293380737305,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3315346.44 103 2265112.70 104 2305466.11 105 2144561.87 106 2782492.78 107 4418793.79 108 2837268.00 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do ICMS,HWES,2.531461238861084,"97 1062774.780 98 1126887.070 99 1399959.860 100 1607447.110 101 1275371.820 102 1369295.360 103 1458690.760 104 1447020.180 105 1717284.580 106 1299664.250 107 1767419.790 108 1775416.375 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do IPVA,AR,1.9943811893463135,"97 298883.5800 98 470273.0400 99 734017.2500 100 537490.4400 101 208814.1400 102 154925.1200 103 124051.2100 104 77999.7900 105 48029.1400 106 30627.2900 107 850486.9000 108 872210.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do ITR,XGBoost,2.036670684814453,"96 373.870000 97 172.390000 98 1826.760000 99 268.950000 100 365.110000 101 112.190000 102 932.020000 103 10632.440000 104 11875.370000 105 693.360000 106 726.850000 107 468.479919 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Transferencias LC 61_1989,HWES,0.8530030250549316,"97 9000.760000 98 11334.850000 99 13409.760000 100 12375.480000 101 14026.730000 102 14468.120000 103 12069.270000 104 12848.050000 105 21299.650000 106 11367.240000 107 14977.720000 108 13804.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,IPTU,SES,1.1969547271728516,"86 1449.810000 87 12476.640000 88 50938.720000 89 63686.880000 90 10311.730000 91 6887.790000 92 3414.420000 93 3086.270000 94 1347.600000 95 780.700000 96 3646.110000 97 3838.938721 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,ITBI,HWES,1.8177752494812012,"95 644.770000 96 2852.000000 97 3043.350000 98 32172.500000 99 19733.920000 100 109789.850000 101 24292.140000 102 24600.000000 103 4389.000000 104 8125.280000 105 13093.400000 106 12793.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,IRRF,MLP,2.8829846382141113,"97 50660.340000 98 28390.820000 99 73900.240000 100 51467.430000 101 46675.870000 102 42514.220000 103 38621.170000 104 40611.660000 105 41934.750000 106 44588.470000 107 112580.910000 108 5632.674316 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do FPM,HWES,1.5998685359954834,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1234245.75 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do ICMS,HWES,1.2073733806610107,"97 382891.50 98 405989.58 99 504370.98 100 579123.53 101 459484.97 102 493323.31 103 525530.25 104 521325.66 105 618695.22 106 468236.94 107 636757.73 108 618848.25 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do IPVA,SARIMAX,1.4972569942474365,"71 41936.792731 72 66811.311625 73 65061.515352 74 43709.446935 75 44658.326385 76 44133.067299 77 50567.553335 78 64910.302846 79 52055.652098 80 89824.624282 81 54599.203412 82 51634.423981 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do ITR,XGBoost,1.8137991428375244,"88 744.700000 89 11639.740000 90 152.910000 91 69.280000 92 463.060000 93 459.350000 94 2567.150000 95 6154.460000 96 54340.180000 97 7368.340000 98 5278.750000 99 6089.532715 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Transferencias LC 61_1989,SES,0.9846310615539551,"97 3242.760000 98 4083.650000 99 4831.190000 100 4458.570000 101 5053.470000 102 5212.500000 103 4348.250000 104 4628.820000 105 7673.740000 106 4095.330000 107 5396.080000 108 4943.932129 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,IPTU,SARIMAX,1.4258172512054443,"91 4.490967e+05 92 3.759675e+05 93 4.628789e+05 94 3.502931e+05 95 1.755144e+05 96 1.519570e+05 97 1.440939e+05 98 1.505170e+05 99 6.049213e+05 100 3.662530e+06 101 8.443134e+05 102 4.672479e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Veranópolis - RS,ISS,AR,1.3073830604553223,"97 562859.710 98 627933.270 99 734864.220 100 833341.650 101 746870.130 102 815761.910 103 733189.570 104 748346.090 105 663909.950 106 771959.930 107 751238.180 108 751238.125 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,ITBI,MLP,0.9391884803771973,"97 160865.370 98 172819.770 99 336417.780 100 341988.730 101 210030.660 102 370692.310 103 214995.930 104 358466.830 105 339414.080 106 155658.650 107 271210.320 108 324965.875 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,IRRF,Prophet,3.3956637382507324,"97 500939.590 98 451903.820 99 531080.590 100 511552.380 101 465463.080 102 506123.080 103 486866.930 104 488689.910 105 483133.610 106 130022.790 107 851953.670 108 851953.625 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do FPM,HWES,1.443925380706787,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3310862.75 103 2265112.70 104 2309052.89 105 2144561.87 106 2782492.78 107 4079463.59 108 2686457.25 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do ICMS,HWES,0.9694921970367432,"97 2165490.95 98 2296124.99 99 2852910.91 100 3275305.65 101 2598674.89 102 2790051.87 103 2972202.31 104 2948422.58 105 3499108.53 106 2648172.78 107 3601263.09 108 3601257.00 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do IPVA,XGBoost,1.4313223361968994,"97 438599.69 98 504096.92 99 957355.13 100 664247.04 101 255490.40 102 201294.38 103 143954.74 104 97687.18 105 60222.05 106 56154.39 107 1938870.84 108 1932471.50 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do ITR,XGBoost,1.6915717124938965,"95 102.510000 96 247.280000 97 55.720000 98 90.520000 99 299.660000 100 95.860000 101 432.870000 102 7667.710000 103 23503.050000 104 408.590000 105 240.100000 106 985.026978 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Transferencias LC 61_1989,SES,0.8120114803314209,"85 18525.250000 86 23329.300000 87 27599.810000 88 25471.090000 89 28869.510000 90 29777.840000 91 24840.550000 92 26443.390000 93 43838.170000 94 23395.670000 95 30826.600000 96 25690.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,IPTU,SARIMAX,1.4786651134490967,"87 74151.457798 88 41526.893222 89 41939.548340 90 64734.558348 91 47495.154236 92 97393.646457 93 520582.576298 94 54778.780640 95 54635.263986 96 51519.192649 97 117875.672890 98 101976.063721 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,ISS,AR,1.0524647235870361,"97 120826.56000 98 181679.98000 99 108065.74000 100 247681.06000 101 207969.75000 102 155657.54000 103 143208.13000 104 701399.25000 105 170009.31000 106 355404.46000 107 185449.02000 108 185465.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,ITBI,MLP,1.701016902923584,"95 26445.050000 96 34185.280000 97 29826.120000 98 25207.110000 99 11953.090000 100 54892.280000 101 38300.820000 102 41319.870000 103 19670.000000 104 31303.410000 105 28173.790000 106 26577.576172 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,IRRF,MLP,1.7447493076324463,"97 61457.280000 98 76577.460000 99 76127.870000 100 94810.000000 101 78167.290000 102 78883.820000 103 79194.210000 104 73668.030000 105 82919.340000 106 81613.960000 107 217005.850000 108 70985.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do FPM,HWES,2.446561336517334,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1342706.375 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do ICMS,HWES,1.0252444744110107,"97 599281.450 98 635433.340 99 789414.660 100 906413.360 101 719161.490 102 807528.870 103 787951.530 104 815951.220 105 969655.110 106 732859.590 107 971507.120 108 956788.625 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do ITR,XGBoost,1.472085952758789,"82 8385.200000 83 147.040000 84 502.790000 85 393.620000 86 1785.400000 87 148.490000 88 1809.130000 89 7540.420000 90 229266.100000 91 35140.330000 92 32464.960000 93 29322.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,IPTU,MLP,1.518766164779663,"97 1283191.58 98 1071499.78 99 861786.55 100 973368.46 101 934208.88 102 950066.02 103 956157.80 104 810670.44 105 906278.16 106 1102625.88 107 2304506.85 108 6490247.00 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,ISS,MLP,1.5295429229736328,"97 1927888.42 98 1920303.17 99 1980013.91 100 2142022.96 101 2124810.68 102 2062483.61 103 2471788.15 104 2194220.93 105 2394933.93 106 2258244.03 107 2595792.60 108 2595792.25 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,ITBI,MLP,0.90277099609375,"97 249384.2200 98 360654.0700 99 365367.6900 100 384339.8100 101 391775.0100 102 419405.1300 103 408725.8800 104 384428.4400 105 305961.1300 106 436728.2000 107 285269.7700 108 218763.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,IRRF,AR,2.8860549926757812,"61 1056614.68 62 1203652.36 63 1253602.70 64 1195591.90 65 1260375.75 66 1205373.68 67 1176699.86 68 1273986.88 69 1240354.17 70 1267738.57 71 2468691.29 72 1222328.50 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do FPM,HWES,1.7137680053710938,"97 7313023.76 98 4473712.11 99 5114849.05 100 5685975.88 101 5310658.84 102 6860127.13 103 4530225.39 104 4618105.77 105 4289123.72 106 5564985.59 107 8837587.61 108 6361917.50 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do ICMS,HWES,1.582869052886963,"97 6702432.69 98 7211372.75 99 8333580.96 100 9569662.79 101 7591361.75 102 8150900.70 103 8683463.59 104 8659587.61 105 10230528.57 106 7736081.29 107 10529203.24 108 9308158.00 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do IPVA,AR,1.5299983024597168,"97 1045043.32 98 1421557.02 99 2734009.04 100 2199653.80 101 940555.19 102 770326.28 103 196973.05 104 266362.95 105 242477.77 106 153305.63 107 2252574.85 108 2476883.75 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Transferencias LC 61_1989,XGBoost,0.7741737365722656,"61 77145.950000 62 67526.210000 63 79887.240000 64 73725.640000 65 83562.650000 66 86192.380000 67 71901.390000 68 76540.790000 69 126890.270000 70 129024.600000 71 89228.040000 72 87666.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,IPTU,AR,2.0228617191314697,"81 8203.400000 82 10781.620000 83 6454.930000 84 35952.060000 85 68308.630000 86 15936.560000 87 8982.600000 88 5603.750000 89 7214.240000 90 10467.760000 91 8873.770000 92 8857.166016 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,ISS,MLP,1.651872158050537,"97 11848.740000 98 29678.440000 99 20875.660000 100 21205.970000 101 32217.910000 102 19295.660000 103 25619.290000 104 22593.330000 105 22249.480000 106 19860.970000 107 17121.470000 108 19534.519531 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,IRRF,XGBoost,1.248844861984253,"97 45144.320000 98 110427.450000 99 81751.860000 100 62762.370000 101 64958.940000 102 52338.390000 103 54215.070000 104 53497.300000 105 57989.570000 106 52856.890000 107 98557.820000 108 75840.882812 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do FPM,SES,1.2136623859405518,"96 1174089.320 97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 788367.630 102 2739334.440 103 989594.090 104 919097.950 105 1192496.910 106 1679867.980 107 1679868.125 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do ICMS,HWES,1.1931090354919434,"97 385165.5200 98 396893.2600 99 493070.3800 100 566148.0300 101 449190.0500 102 504917.2300 103 513755.5800 104 533113.0000 105 581365.3400 106 457745.9200 107 622490.9300 108 622506.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do IPVA,XGBoost,1.406935691833496,"97 46250.500000 98 43409.290000 99 127392.240000 100 38785.680000 101 17012.680000 102 10936.760000 103 6918.070000 104 5085.400000 105 3625.230000 106 2033.560000 107 84361.270000 108 38861.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do ITR,XGBoost,1.7063279151916504,"85 3861.310000 86 416.000000 87 6219.100000 88 12249.130000 89 12.820000 90 3017.380000 91 3967.170000 92 53854.660000 93 311518.170000 94 22031.930000 95 14960.720000 96 15306.743164 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,IPTU,XGBoost,2.6018428802490234,"64 486.62000 65 215.96000 66 37502.78000 67 103453.40000 68 1096.63000 69 1617.56000 70 888.07000 71 838.04000 72 1826.01000 73 2363.38000 74 2017.78000 75 3067.51416 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,ISS,AR,1.7190115451812744,"97 11293.560000 98 11505.390000 99 13681.270000 100 12651.620000 101 13640.410000 102 14665.800000 103 21799.590000 104 12751.630000 105 13250.460000 106 15710.170000 107 17398.150000 108 17847.818359 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,ITBI,MLP,1.7850961685180664,"96 15935.450000 97 12702.500000 98 15390.520000 99 1134.400000 100 15312.730000 101 16480.860000 102 16559.700000 103 5752.300000 104 7603.420000 105 4771.200000 106 10191.350000 107 8437.177734 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,IRRF,SARIMAX,1.6695210933685303,"90 75756.541152 91 79471.047129 92 78317.153008 93 78470.585187 94 87848.439672 95 93208.217248 96 88340.477117 97 89653.445612 98 90148.707890 99 89111.223495 100 89910.132441 101 95943.116786 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do FPM,HWES,1.0127074718475342,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1307035.875 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do ICMS,HWES,0.860525369644165,"97 512355.5400 98 543263.5600 99 674909.8600 100 774937.8600 101 614846.9300 102 660126.7500 103 703223.5700 104 728667.1000 105 863431.1200 106 658820.3500 107 830589.7600 108 778667.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do IPVA,MLP,1.4119670391082764,"97 19545.260000 98 34848.990000 99 73306.880000 100 46269.940000 101 7705.640000 102 8388.910000 103 8792.430000 104 10441.200000 105 2392.420000 106 3808.350000 107 112496.880000 108 111551.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do ITR,XGBoost,1.9381747245788574,"75 46.560000 76 45.100000 77 11.630000 78 762.010000 79 1583.220000 80 2074.660000 81 8020.340000 82 71079.140000 83 96446.390000 84 1110.480000 85 772.200000 86 2804.618164 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,IPTU,HWES,2.1359002590179443,"97 1.372695e+06 98 9.146353e+06 99 5.773873e+05 100 3.039920e+06 101 7.037867e+05 102 7.492777e+05 103 6.665292e+05 104 6.642486e+05 105 7.039821e+05 106 6.477465e+05 107 9.918192e+05 108 6.867266e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,ISS,MLP,1.4873542785644531,"97 5856841.41 98 6357346.68 99 6748517.95 100 6748929.83 101 7025654.17 102 7216029.29 103 6496951.54 104 6888901.80 105 6425819.44 106 6396022.16 107 8572240.76 108 8387642.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,ITBI,XGBoost,1.189772367477417,"97 1348110.830 98 1444589.200 99 1191307.940 100 1341635.370 101 1671884.890 102 1888178.800 103 2369936.400 104 1768206.670 105 2289620.670 106 1780124.880 107 1584446.590 108 1657508.125 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,IRRF,MLP,0.9683337211608887,"97 2296269.08 98 2409350.65 99 2420205.73 100 2615624.01 101 2555201.99 102 2529836.12 103 2594887.34 104 2457345.32 105 2598935.88 106 2574458.60 107 4958758.67 108 2440345.50 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do FPM,HWES,1.1918325424194336,"97 8880100.25 98 5432364.70 99 6210888.13 100 6904399.28 101 6448657.15 102 8095111.57 103 5500987.96 104 5607699.87 105 5208221.68 106 6757482.49 107 10731356.37 108 7011586.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do ICMS,HWES,0.9024341106414795,"97 7642599.73 98 8103642.35 99 10067356.80 100 11559434.04 101 9171422.29 102 9846843.05 103 10489700.92 104 10405775.85 105 12349294.57 106 9346113.57 107 12709825.50 108 12911796.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do IPVA,AR,1.409632921218872,"97 2700326.83 98 3313929.88 99 5567977.46 100 3578725.44 101 1479433.19 102 1157837.43 103 623807.45 104 585054.43 105 336939.20 106 311507.38 107 9220476.96 108 7869698.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do ITR,MLP,1.4320361614227295,"97 1513.540000 98 104.700000 99 1195.600000 100 242.480000 101 808.830000 102 8822.680000 103 828.720000 104 11738.280000 105 34973.290000 106 2289.990000 107 3347.700000 108 1235.527832 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Transferencias LC 61_1989,SES,2.379577398300171,"97 65379.920000 98 82334.380000 99 97406.150000 100 89893.330000 101 101887.570000 102 105093.960000 103 87668.980000 104 93325.820000 105 154716.700000 106 82569.590000 107 108795.300000 108 107915.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,IPTU,HWES,2.3405544757843018,"96 1.874006e+05 97 4.493211e+05 98 1.326729e+06 99 1.079486e+05 100 1.061176e+05 101 1.048928e+05 102 1.036272e+05 103 4.855728e+04 104 6.770523e+04 105 8.551020e+04 106 7.784329e+04 107 8.413198e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,ISS,MLP,1.057008981704712,"97 492928.4700 98 361121.5800 99 574285.5000 100 779114.9300 101 701871.3200 102 635624.9100 103 579433.1400 104 461451.5600 105 975236.8800 106 848663.0100 107 858936.2200 108 858936.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,ITBI,HWES,0.8385765552520752,"97 66248.200000 98 122872.710000 99 40297.560000 100 70126.260000 101 80670.060000 102 70129.900000 103 49588.850000 104 107043.030000 105 45773.660000 106 68903.510000 107 77733.030000 108 76649.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,IRRF,XGBoost,1.3105261325836182,"97 163353.690 98 229394.140 99 202569.420 100 214338.730 101 223277.510 102 189622.310 103 202104.430 104 239675.410 105 217571.120 106 216442.310 107 406974.540 108 398294.875 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do FPM,XGBoost,1.0550932884216309,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2837882.36 103 1941525.17 104 1979188.19 105 1838195.89 106 3036290.16 107 3136241.20 108 2538973.50 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do ICMS,HWES,0.9624354839324951,"97 765741.18 98 811934.79 99 1008686.83 100 1158183.72 101 918919.72 102 1041846.26 103 1109383.49 104 1092652.32 105 1237322.89 106 936422.72 107 1273445.82 108 1233323.25 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do IPVA,XGBoost,1.5533974170684814,"97 228239.5000 98 396855.6100 99 621050.6000 100 386096.4900 101 151394.9900 102 118424.6300 103 95824.6000 104 55999.8000 105 22988.5000 106 23098.5800 107 754823.5200 108 697243.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do ITR,XGBoost,1.5509045124053955,"66 6575.460000 67 13478.150000 68 657.020000 69 678.650000 70 2272.180000 71 -678.650000 72 821.970000 73 395.970000 74 8871.110000 75 13929.630000 76 2416.650000 77 2437.732178 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Transferencias LC 61_1989,HWES,2.0763111114501953,"73 6485.15000 74 8166.89000 75 9661.89000 76 8916.67000 77 10106.40000 78 3477.99000 79 8696.03000 80 9257.14000 81 15346.63000 82 8190.23000 83 10791.59000 84 10622.72168 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,IPTU,SARIMAX,2.1403300762176514,"87 116829.642146 88 96335.818839 89 60490.803182 90 64141.474762 91 53950.722743 92 91847.545894 93 348145.645328 94 770343.113607 95 287488.666344 96 144090.922418 97 168001.703043 98 153062.683478 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Picada Café - RS,ISS,XGBoost,0.951073408126831,"97 98432.390000 98 150601.370000 99 106716.380000 100 164780.590000 101 99383.530000 102 97596.850000 103 158746.770000 104 80537.610000 105 122657.960000 106 78407.250000 107 114718.220000 108 124496.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,ITBI,Prophet,1.0003902912139893,"97 72850.930000 98 94389.300000 99 71528.860000 100 72038.830000 101 59493.000000 102 24883.850000 103 35191.500000 104 54112.500000 105 16228.500000 106 11443.990000 107 80335.000000 108 67414.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,IRRF,XGBoost,0.8016219139099121,"97 74116.250000 98 89398.770000 99 71478.120000 100 72929.430000 101 75093.050000 102 66720.300000 103 70053.250000 104 72321.570000 105 69912.280000 106 129521.250000 107 91328.830000 108 53054.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do FPM,HWES,1.0433130264282227,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420862.760 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1237430.125 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do ICMS,AR,0.9227089881896973,"97 428780.15 98 458112.50 99 564818.66 100 648530.08 101 514553.16 102 552446.95 103 579555.63 104 577410.85 105 692844.38 106 524354.02 107 713071.60 108 683632.00 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do IPVA,AR,1.5959773063659668,"97 82778.2900 98 82463.9600 99 163161.7600 100 99527.9700 101 31820.6100 102 41421.0200 103 15221.7900 104 11975.6300 105 9130.5800 106 7393.8700 107 399893.5900 108 279406.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do ITR,XGBoost,1.168440818786621,"86 34.450000 87 1223.200000 88 41.550000 89 68.580000 90 31.860000 91 11.050000 92 63.610000 93 4004.350000 94 6481.390000 95 230.360000 96 16.970000 97 2342.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Transferencias LC 61_1989,SARIMAX,1.5041134357452393,"91 5370.352596 92 6130.522515 93 7409.954331 94 6560.316987 95 7208.355715 96 7057.043302 97 5607.735558 98 5369.194516 99 5821.926833 100 5098.346484 101 7897.758695 102 5433.757996 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,IPTU,SES,2.929461717605591,"83 1024.070000 84 11352.710000 85 104.480000 86 9311.600000 87 322792.800000 88 13275.100000 89 5168.920000 90 2393.670000 91 275.240000 92 1527.710000 93 9933.880000 94 12956.807617 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,ISS,XGBoost,1.806124210357666,"97 50095.610000 98 29934.130000 99 42063.450000 100 47457.690000 101 51680.340000 102 34803.690000 103 35702.790000 104 46608.070000 105 42164.070000 106 33995.190000 107 39594.730000 108 36689.128906 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,ITBI,XGBoost,1.210291862487793,"94 3500.00 95 15179.40 96 1535.02 97 14300.00 98 15776.00 99 18459.98 100 8460.00 101 5940.00 102 7882.04 103 12759.98 104 10380.00 105 10325.75 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,IRRF,XGBoost,1.0286650657653809,"97 80711.090000 98 69748.950000 99 77455.080000 100 65100.660000 101 71552.540000 102 70536.300000 103 74322.270000 104 77047.860000 105 70765.660000 106 71745.110000 107 116849.830000 108 116855.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do FPM,HWES,0.9304957389831543,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 937393.45 103 1452430.38 104 989594.09 105 919097.95 106 1192496.91 107 1893768.78 108 1342635.75 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do ICMS,HWES,1.2357652187347412,"97 740332.80 98 784993.64 99 975217.17 100 1119753.55 101 888428.68 102 953856.16 103 746086.91 104 1007999.55 105 1246714.40 106 950823.04 107 1200168.27 108 1203602.25 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do IPVA,XGBoost,1.4027583599090576,"97 45951.860000 98 44133.180000 99 90767.680000 100 54719.570000 101 23712.100000 102 23359.600000 103 284712.810000 104 543.720000 105 2781.370000 106 1700.950000 107 241604.960000 108 240975.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Transferencias LC 61_1989,SES,1.0711798667907715,"97 6269.960000 98 7895.890000 99 9341.280000 100 8620.790000 101 9771.030000 102 10078.540000 103 8407.460000 104 8949.960000 105 14837.380000 106 7918.460000 107 10443.500000 108 10232.297852 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,IPTU,AR,2.8670005798339844,"97 1.849823e+06 98 8.193550e+06 99 5.726229e+05 100 1.731522e+05 101 1.985717e+05 102 2.379825e+05 103 3.380591e+05 104 1.229637e+05 105 2.338675e+05 106 3.240789e+05 107 1.953792e+05 108 4.714379e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,ISS,MLP,1.825044870376587,"97 1548462.150 98 1657173.120 99 1412178.040 100 1627056.890 101 1619632.710 102 1616870.220 103 1698428.770 104 1647496.680 105 1745607.820 106 1664763.020 107 1905256.440 108 1905253.125 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,ITBI,MLP,0.9080839157104492,"97 229601.6200 98 433432.4400 99 273139.1000 100 330208.0900 101 239038.9200 102 328460.0000 103 499941.3000 104 393850.7700 105 185882.0500 106 364100.7600 107 522561.6700 108 402121.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,IRRF,HWES,1.095562219619751,"97 237207.220000 98 351977.690000 99 346728.910000 100 342190.000000 101 322375.280000 102 315602.770000 103 330804.710000 104 360271.950000 105 336793.170000 106 595158.590000 107 686297.650000 108 235753.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do FPM,AR,0.885871171951294,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 4022244.74 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3177270.00 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do ICMS,AR,0.9581277370452881,"97 1615895.37 98 1713374.85 99 2128568.28 100 2444042.17 101 1939138.44 102 2081944.48 103 2217865.64 104 2200121.14 105 2611044.51 106 1976073.90 107 2687272.53 108 2553223.25 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do IPVA,AR,1.570052146911621,"97 534178.570 98 643592.540 99 1189108.300 100 830716.480 101 265499.050 102 208144.750 103 138862.890 104 121514.540 105 99309.070 106 56602.090 107 2313505.680 108 2033965.125 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do ITR,XGBoost,1.0293357372283936,"65 3899.450000 66 6045.600000 67 349.440000 68 75.660000 69 425.560000 70 560.140000 71 583.820000 72 5.000000 73 4102.760000 74 5779.790000 75 14.160000 76 14.161305 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Transferencias LC 61_1989,SES,0.7437422275543213,"97 13685.210000 98 17234.070000 99 20388.870000 100 18816.300000 101 21326.930000 102 21998.060000 103 18350.690000 104 19534.780000 105 32385.010000 106 17283.320000 107 22772.830000 108 20843.408203 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,IPTU,AR,1.4054036140441895,"96 758087.020 97 1239460.400 98 3491425.810 99 835881.530 100 778075.970 101 902700.540 102 799167.510 103 744699.700 104 777089.560 105 719328.880 106 401600.770 107 723761.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,ISS,MLP,2.570756435394287,"97 9.234180e+05 98 8.712922e+05 99 9.399193e+05 100 9.469433e+05 101 9.175164e+05 102 8.627520e+05 103 9.105545e+05 104 1.087581e+06 105 8.844709e+05 106 1.032268e+06 107 1.007033e+06 108 1.007033e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,ITBI,SES,1.8571443557739258,"97 488232.56000 98 227858.69000 99 446374.45000 100 246334.90000 101 528332.29000 102 426667.58000 103 526266.98000 104 331844.12000 105 544877.33000 106 360300.27000 107 392839.48000 108 356521.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,IRRF,XGBoost,1.909766674041748,"97 808100.600 98 822779.470 99 841648.440 100 353730.300 101 1152678.760 102 726035.000 103 757602.290 104 710419.670 105 761686.680 106 745339.680 107 1414645.890 108 759261.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do FPM,HWES,0.9991941452026367,"97 5223588.38 98 3195508.65 99 3653463.61 100 4061411.33 101 3793327.73 102 4729803.96 103 3235875.28 104 3298646.98 105 3063659.82 106 3974989.69 107 6312562.58 108 5175004.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do ICMS,SES,0.9219086170196533,"97 2422806.52 98 2568963.23 99 3191487.02 100 3664495.51 101 2907463.77 102 3121581.19 103 3325375.76 104 3441101.73 105 4077707.93 106 3110637.03 107 3102513.99 108 3102773.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do IPVA,AR,1.5085349082946777,"97 872867.84 98 1002040.71 99 1708638.68 100 1474974.98 101 652471.50 102 669180.06 103 345419.43 104 157725.97 105 103823.58 106 96365.10 107 2899681.18 108 2601995.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do ITR,HWES,1.6267719268798828,"78 17120.020000 79 9880.880000 80 22773.510000 81 8835.810000 82 9470.960000 83 13058.880000 84 72549.810000 85 222857.360000 86 944667.160000 87 107830.190000 88 99966.660000 89 100608.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Transferencias LC 61_1989,HWES,0.7361805438995361,"61 20726.300000 62 26101.090000 63 30879.030000 64 28497.390000 65 32299.720000 66 33316.180000 67 27792.240000 68 29585.540000 69 49047.240000 70 26175.660000 71 34489.550000 72 33574.644531 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,IPTU,HWES,1.472663164138794,"75 1603.050000 76 6642.940000 77 598.770000 78 3120.680000 79 1338.260000 80 2606.710000 81 985.430000 82 34918.640000 83 63099.040000 84 10898.300000 85 23310.540000 86 23005.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,ISS,MLP,2.189570903778076,"97 8663.080000 98 10544.140000 99 8036.410000 100 9642.870000 101 12605.540000 102 16174.270000 103 16966.980000 104 11782.220000 105 27854.120000 106 22042.280000 107 20708.130000 108 21754.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,ITBI,SARIMAX,3.167654275894165,"71 6374.959979 72 6574.139129 73 7042.998739 74 7898.949777 75 7058.902720 76 6640.380851 77 6401.766469 78 6374.537868 79 6799.079621 80 6806.668759 81 6718.582841 82 7106.868442 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Herveiras - RS,IRRF,XGBoost,1.5657925605773926,"87 34439.670000 88 46435.470000 89 55569.120000 90 54531.240000 91 65013.070000 92 48160.590000 93 52933.060000 94 52525.910000 95 65594.260000 96 51561.080000 97 101060.960000 98 101060.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do FPM,HWES,1.0521938800811768,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1308331.875 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do ICMS,HWES,0.9123482704162598,"97 203692.73000 98 215980.56000 99 268318.03000 100 308085.29000 101 243850.44000 102 262440.84000 103 279574.47000 104 277337.68000 105 329136.88000 106 249095.27000 107 330210.35000 108 329651.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do IPVA,HWES,1.316061019897461,"95 18220.550000 96 54038.590000 97 68396.430000 98 49539.250000 99 10054.700000 100 7914.320000 101 3634.300000 102 1981.150000 103 4630.680000 104 1251.780000 105 29589.730000 106 35525.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,IPTU,MLP,3.0500407218933105,"89 2210.280000 90 19993.850000 91 2151.440000 92 3368.740000 93 1165.900000 94 2458.410000 95 4280.560000 96 8878.020000 97 72111.410000 98 15935.150000 99 20182.110000 100 20181.882812 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,ISS,HWES,2.1682333946228027,"97 9065.440000 98 16490.520000 99 18974.260000 100 8231.240000 101 11873.280000 102 9479.710000 103 7761.440000 104 6553.830000 105 24029.410000 106 8971.160000 107 19136.000000 108 19009.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,ITBI,HWES,1.587515115737915,"95 4786.560000 96 8452.440000 97 37604.880000 98 12348.000000 99 25397.670000 100 15772.000000 101 74747.090000 102 7870.800000 103 2737.350000 104 2934.120000 105 40649.830000 106 39881.933594 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,IRRF,SARIMAX,1.2098488807678223,"60 37584.176520 61 44159.311124 62 45275.907334 63 47269.404766 64 44838.724906 65 43451.352520 66 49879.974849 67 45546.724399 68 45409.396329 69 46132.188940 70 75231.809062 71 57314.919413 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do FPM,HWES,1.0376265048980713,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1308332.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do ICMS,HWES,0.95224928855896,"97 292664.52000 98 361804.92000 99 419659.43000 100 480450.91000 101 381196.71000 102 409269.58000 103 435989.03000 104 432500.81000 105 513280.31000 106 388457.47000 107 528265.27000 108 512587.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.6246089935302734,"91 8684.178858 92 7962.085093 93 7425.472610 94 6374.565631 95 95269.531362 96 97587.227974 97 28009.691847 98 34734.892193 99 78741.916629 100 50022.741971 101 16444.524792 102 14293.962590 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,IPTU,SARIMAX,1.770937442779541,"56 4764.160240 57 4767.915938 58 5900.388409 59 6252.340462 60 7299.564510 61 -13450.709417 62 144022.998874 63 75638.025419 64 13473.943881 65 14891.271391 66 27572.334612 67 7607.941444 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,ISS,XGBoost,1.0399689674377441,"73 16213.350000 74 32722.980000 75 36999.530000 76 32588.870000 77 46175.070000 78 49155.320000 79 39158.900000 80 36152.750000 81 27445.700000 82 32714.870000 83 52780.770000 84 51893.386719 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,ITBI,MLP,1.782808780670166,"72 9200.38000 73 41410.15000 74 14428.58000 75 20061.28000 76 2512.09000 77 9599.44000 78 64307.70000 79 81394.21000 80 45097.99000 81 30579.27000 82 65763.21000 83 61076.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,IRRF,XGBoost,1.5124497413635254,"72 45293.430000 73 46034.730000 74 41797.400000 75 47157.220000 76 48122.950000 77 46534.270000 78 38145.900000 79 39167.340000 80 43278.020000 81 39794.590000 82 74671.640000 83 74671.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do FPM,AR,0.8997373580932617,"73 1567076.530 74 958652.590 75 1096039.070 76 1218423.400 77 1137998.320 78 1420958.830 79 970762.570 80 989594.090 81 919097.950 82 1192496.910 83 1893768.770 84 1200557.875 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do ICMS,HWES,0.8847696781158447,"73 381844.4800 74 404879.3800 75 507173.5100 76 495196.7700 77 540571.5700 78 550050.8400 79 547005.4200 80 514767.5900 81 643702.5300 82 491192.2800 83 813927.2800 84 745737.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do IPVA,SARIMAX,1.6019017696380615,"71 185472.397888 72 218592.978837 73 54347.029265 74 74583.283829 75 96645.344128 76 87787.621288 77 41646.205596 78 32994.377619 79 23751.976673 80 22613.627665 81 14872.563962 82 15891.117095 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do ITR,SES,2.7008743286132812,"67 108.150000 68 790.050000 69 350.990000 70 227.400000 71 161.990000 72 131.110000 73 1059.000000 74 7654.330000 75 28031.820000 76 1294.230000 77 523.450000 78 518.865845 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,IPTU,AR,1.5535647869110107,"87 515.600000 88 287.120000 89 695.970000 90 367.420000 91 9284.820000 92 66397.300000 93 5172.690000 94 3620.180000 95 944.400000 96 1180.640000 97 331.750000 98 2084.839355 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,ISS,MLP,1.2675466537475586,"97 8586.940000 98 8665.600000 99 9555.540000 100 12076.000000 101 13602.660000 102 5979.800000 103 9817.820000 104 15349.810000 105 13096.180000 106 16071.880000 107 18534.860000 108 18259.388672 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,ITBI,SARIMAX,1.7645201683044434,"83 12156.149327 84 16920.710766 85 17242.032382 86 17330.028930 87 18133.789368 88 17822.691975 89 18115.421570 90 17873.955235 91 19501.739566 92 19072.526776 93 16790.703739 94 17097.299270 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,IRRF,MLP,1.3967688083648682,"97 48484.270000 98 73547.130000 99 60209.630000 100 64714.370000 101 55251.990000 102 44432.410000 103 67943.140000 104 4348.680000 105 110096.080000 106 65672.630000 107 106447.040000 108 106447.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do FPM,HWES,0.9807033538818359,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1299431.875 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do ICMS,HWES,0.9826259613037109,"97 258914.050 98 274533.120 99 341059.340 100 394567.680 101 283370.610 102 333588.830 103 369447.020 104 366866.720 105 418366.250 106 331518.180 107 430580.240 108 410603.125 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do ITR,XGBoost,1.1363179683685303,"77 2424.710000 78 2299.250000 79 1008.500000 80 3072.840000 81 6.930000 82 36.000000 83 78.360000 84 1336.620000 85 19929.780000 86 534.000000 87 33.970000 88 184.326416 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,IPTU,AR,1.5291235446929932,"95 25106.090000 96 114638.290000 97 71401.070000 98 21689.360000 99 12917.160000 100 10400.920000 101 10521.520000 102 4163.790000 103 10024.740000 104 4824.250000 105 5016.700000 106 1017.630554 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,ISS,XGBoost,0.875558614730835,"97 81076.390000 98 143744.340000 99 106863.290000 100 95132.480000 101 103728.560000 102 118068.490000 103 147729.940000 104 104507.040000 105 95757.820000 106 100541.460000 107 110568.880000 108 111573.445312 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,ITBI,HWES,1.5310814380645752,"97 8735.430000 98 1895.000000 99 25154.250000 100 16486.150000 101 16604.880000 102 18030.900000 103 28694.210000 104 5458.120000 105 5167.440000 106 77398.820000 107 2700.000000 108 9381.376953 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,IRRF,XGBoost,1.0796802043914795,"97 66158.630000 98 83863.860000 99 90811.340000 100 62708.280000 101 87780.890000 102 74063.640000 103 86935.130000 104 72386.890000 105 68607.680000 106 69808.160000 107 116253.710000 108 116253.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do FPM,HWES,1.3544111251831055,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1298908.125 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do ICMS,HWES,2.0862650871276855,"97 424654.7600 98 450272.2000 99 559384.4000 100 602681.9100 101 509602.5400 102 547131.7700 103 582851.6100 104 578188.4000 105 563386.0700 106 642101.4700 107 688416.3400 108 688170.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do IPVA,AR,1.8930137157440186,"97 49328.050000 98 49322.920000 99 110176.910000 100 94893.350000 101 38652.140000 102 33221.590000 103 9346.640000 104 3274.830000 105 9485.050000 106 2433.390000 107 115395.280000 108 115395.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Transferencias LC 61_1989,HWES,1.017090082168579,"97 3596.43000 98 4529.07000 99 5358.14000 100 4944.88000 101 5604.69000 102 5781.05000 103 4822.52000 104 5133.70000 105 7411.61000 106 5641.14000 107 5984.66000 108 5719.68457 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,IPTU,SES,1.3731155395507812,"88 489.820000 89 9734.330000 90 4548.180000 91 19757.730000 92 203030.890000 93 21774.210000 94 12261.470000 95 11681.650000 96 11853.170000 97 7285.580000 98 5186.460000 99 5247.577637 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,ISS,SES,0.9017953872680664,"97 32394.520000 98 34473.030000 99 42768.990000 100 37275.130000 101 63102.250000 102 38509.830000 103 52738.530000 104 53824.320000 105 44820.430000 106 39659.080000 107 50786.350000 108 50786.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,ITBI,XGBoost,1.1993577480316162,"96 3513.320000 97 22266.390000 98 23856.650000 99 7502.750000 100 21522.580000 101 79659.030000 102 48429.670000 103 31299.500000 104 41142.500000 105 20081.170000 106 53925.690000 107 40584.800781 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,IRRF,XGBoost,1.6734108924865723,"97 85785.000000 98 87125.350000 99 86936.220000 100 89609.660000 101 84715.340000 102 84127.900000 103 86961.280000 104 82428.020000 105 84240.170000 106 91035.670000 107 159086.650000 108 159086.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do FPM,HWES,1.1143317222595215,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1331459.625 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do ICMS,HWES,2.3968253135681152,"97 742196.54 98 786969.84 99 977672.23 100 1122572.02 101 890665.24 102 957106.21 103 1018687.37 104 1010537.15 105 1199278.31 106 907630.06 107 1257098.25 108 1186493.25 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do IPVA,SARIMAX,1.7729637622833252,"90 17302.850522 91 14953.526703 92 14963.550636 93 12924.006529 94 220701.781775 95 163453.548278 96 36875.291848 97 58577.700916 98 114343.094377 99 74768.906440 100 42971.945063 101 31022.651958 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do ITR,XGBoost,1.9453308582305908,"91 1408.910000 92 80.520000 93 1030.110000 94 3149.280000 95 2103.590000 96 2424.010000 97 3270.030000 98 36885.650000 99 126799.600000 100 3133.740000 101 1942.140000 102 1000.494873 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,IPTU,MLP,1.7398788928985596,"97 2457.840000 98 16287.470000 99 24085.450000 100 71713.050000 101 43262.220000 102 10356.200000 103 7456.250000 104 5135.940000 105 3842.570000 106 4564.580000 107 3035.900000 108 8845.564453 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,ISS,MLP,0.9120404720306396,"97 36668.430000 98 46221.620000 99 46679.850000 100 26308.780000 101 28311.080000 102 27732.670000 103 51542.140000 104 21285.620000 105 36625.530000 106 29260.340000 107 35862.320000 108 34062.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,ITBI,XGBoost,1.6001174449920654,"94 8336.290000 95 27384.000000 96 5040.000000 97 14200.000000 98 12656.000000 99 4400.000000 100 21262.940000 101 41259.000000 102 23300.000000 103 1799.880000 104 36062.170000 105 35454.121094 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,IRRF,Prophet,1.163583755493164,"97 116063.190000 98 128801.380000 99 121289.250000 100 99008.510000 101 114958.220000 102 108378.690000 103 113265.690000 104 115185.660000 105 112817.780000 106 107932.480000 107 203441.710000 108 109727.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do FPM,HWES,2.6231744289398193,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1243723.625 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do ICMS,XGBoost,1.5795459747314453,"97 774593.130 98 823722.540 99 1025002.630 100 1175923.980 101 931772.500 102 1008896.700 103 1074763.210 104 1066164.350 105 1265295.140 106 957592.510 107 1302234.730 108 1245322.875 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do IPVA,SARIMAX,1.37691330909729,"91 15565.571891 92 13981.306849 93 13044.167593 94 10118.104727 95 177840.808812 96 161198.893178 97 40046.372606 98 59767.225396 99 89954.023508 100 65833.347118 101 26974.416299 102 27102.629165 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do ITR,MLP,1.7354731559753418,"84 2413.790000 85 266.520000 86 209.950000 87 14.810000 88 40.480000 89 137.630000 90 260.320000 91 32456.400000 92 70860.830000 93 5677.080000 94 11002.270000 95 11497.168945 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Transferencias LC 61_1989,HWES,1.4192068576812744,"85 6698.830000 86 8435.990000 87 9980.230000 88 9210.480000 89 10439.360000 90 10767.800000 91 8982.460000 92 9562.060000 93 15852.100000 94 8459.980000 95 11147.040000 96 12257.513672 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,IPTU,AR,1.735461950302124,"97 7590616.57 98 6126685.56 99 8090314.53 100 8419448.67 101 9214935.38 102 10284137.40 103 5412058.40 104 3154370.04 105 1947645.77 106 2016777.07 107 40878369.81 108 99640288.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,ISS,MLP,1.0587356090545654,"97 20186698.32 98 21430496.93 99 23045941.61 100 24505606.95 101 23369471.60 102 24269487.66 103 25024594.00 104 26676703.08 105 24274606.60 106 24482843.18 107 27408517.75 108 27408516.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,ITBI,MLP,1.510535717010498,"97 3757895.17 98 6762243.19 99 7060569.76 100 7005109.17 101 6718192.06 102 5279243.70 103 6725827.95 104 5642872.90 105 5821486.95 106 4636748.78 107 6570251.65 108 6574543.50 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,IRRF,AR,3.1825623512268066,"97 10281718.60 98 12007454.82 99 13002747.81 100 12626358.13 101 13247671.54 102 11067927.30 103 11580423.33 104 12514015.82 105 15368834.88 106 9249310.58 107 28767326.03 108 6841809.50 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do FPM,HWES,1.5829620361328125,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 9705947.59 102 12206161.01 103 8436262.36 104 8599914.73 105 7987278.82 106 10363210.33 107 16457505.18 108 11751991.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do ICMS,AR,0.8052313327789307,"97 28853847.37 98 30594466.18 99 38008267.62 100 43641451.43 101 34625759.23 102 37175740.70 103 39602784.36 104 39285933.90 105 46623488.44 106 35285288.21 107 47984635.74 108 42018028.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do IPVA,AR,1.347546100616455,"97 8240817.29 98 10486070.43 99 17692834.88 100 13739062.64 101 5746455.10 102 4140325.87 103 2877731.80 104 2237016.26 105 1714181.15 106 1169192.21 107 30224291.44 108 25432280.00 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,IPTU,AR,1.389380693435669,"96 15709536.31 97 1786870.26 98 1891613.83 99 2084095.47 100 1863483.20 101 1879004.48 102 1979421.67 103 1828042.78 104 2207226.75 105 1784623.34 106 2037095.39 107 2133506.25 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,ISS,MLP,2.418360471725464,"97 3684937.59 98 3716442.96 99 3911363.69 100 3735600.35 101 3996436.97 102 4085377.92 103 4004553.33 104 4362440.81 105 4002117.79 106 4280929.46 107 4383200.39 108 4385511.50 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,ITBI,HWES,1.7030034065246582,"97 374175.65 98 844059.43 99 408985.42 100 663996.40 101 451922.81 102 421221.39 103 652422.76 104 476878.51 105 361864.97 106 591292.86 107 1059981.26 108 882480.00 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,IRRF,MLP,1.513357162475586,"97 733731.950 98 958690.280 99 965740.440 100 1027416.460 101 946340.520 102 939777.860 103 941356.370 104 900135.340 105 979503.900 106 960294.060 107 1718476.510 108 1718476.625 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do FPM,HWES,1.0328922271728516,"97 6268306.06 98 3834610.38 99 4384156.32 100 4873693.60 101 4551993.30 102 5675764.80 103 3883050.33 104 3958376.37 105 3676391.77 106 4769987.63 107 7575075.09 108 5256779.00 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do ICMS,AR,0.8494288921356201,"97 2877712.37 98 3060234.34 99 3808015.54 100 4368707.68 101 3461653.72 102 3748180.00 103 3992882.48 104 3960936.60 105 4700732.88 106 3557578.37 107 4716063.92 108 4866390.00 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do IPVA,AR,1.5151102542877197,"97 1032608.00 98 1297599.70 99 2720030.43 100 1911919.69 101 707244.16 102 600377.22 103 397582.96 104 231372.76 105 201139.22 106 147545.62 107 2524316.80 108 2677330.50 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do ITR,SARIMAX,1.2773945331573486,"71 1331.683374 72 1989.363199 73 1380.626853 74 2083.036876 75 2659.908471 76 2088.630849 77 959.586804 78 2306.070004 79 1772.889525 80 2237.015477 81 1896.113545 82 1427.107424 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Transferencias LC 61_1989,HWES,0.7101666927337646,"73 24637.860000 74 31026.990000 75 36706.660000 76 33875.520000 77 38395.440000 78 39603.730000 79 33037.310000 80 35169.010000 81 58303.660000 82 31115.640000 83 40998.560000 84 40450.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,IPTU,AR,1.5495491027832031,"97 261540.47 98 291352.95 99 156210.65 100 156278.49 101 157318.98 102 151262.53 103 151516.89 104 135343.04 105 174219.81 106 159076.36 107 166328.38 108 822977.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,ISS,XGBoost,1.0685052871704102,"97 585461.9900 98 547203.7500 99 627839.6000 100 804427.9400 101 788110.6800 102 722475.5100 103 688586.7900 104 502633.4700 105 553059.2800 106 598817.7300 107 634738.4800 108 647985.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,ITBI,SES,1.2725677490234375,"97 39226.750000 98 100820.780000 99 647706.670000 100 250756.710000 101 211286.640000 102 173693.080000 103 102783.440000 104 90125.840000 105 145108.270000 106 465257.760000 107 54975.750000 108 60113.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,IRRF,SARIMAX,2.3877108097076416,"91 504700.107802 92 505184.521801 93 510129.488801 94 494645.242924 95 600851.289026 96 626648.609083 97 702376.699825 98 721594.275808 99 712076.477865 100 706123.993374 101 718940.818713 102 715534.943162 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do FPM,HWES,1.5861389636993408,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 3784099.37 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3312014.75 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do ICMS,HWES,0.887261152267456,"97 2151939.22 98 2303066.25 99 2862741.97 100 3287130.31 101 2608056.76 102 2800124.64 103 2982932.68 104 2959067.12 105 3511741.16 106 2657733.33 107 3523194.42 108 2786990.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.7849881649017334,"91 1.837285e+05 92 1.206728e+05 93 1.112450e+05 94 1.037095e+05 95 1.004214e+06 96 8.400344e+05 97 3.359860e+05 98 3.612890e+05 99 7.167862e+05 100 5.640382e+05 101 3.493987e+05 102 2.340846e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do ITR,MLP,2.1511220932006836,"97 4155.600000 98 2197.200000 99 3899.530000 100 6668.210000 101 4807.150000 102 4063.880000 103 6718.810000 104 161390.930000 105 926713.930000 106 81918.120000 107 70374.390000 108 22554.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Transferencias LC 61_1989,HWES,0.7713420391082764,"97 18406.020000 98 23079.080000 99 27422.170000 100 25307.130000 101 28683.790000 102 29586.470000 103 24680.920000 104 26273.450000 105 43556.470000 106 23245.330000 107 30628.490000 108 26452.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,IPTU,Prophet,1.1811542510986328,"76 15622.07000 77 7220.23000 78 10772.81000 79 146913.92000 80 789265.88000 81 78645.68000 82 74993.15000 83 76053.24000 84 66905.03000 85 85986.68000 86 54111.08000 87 76292.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,ISS,XGBoost,0.7287027835845947,"97 53343.770000 98 50123.090000 99 58412.380000 100 47508.440000 101 38134.430000 102 42431.120000 103 50440.920000 104 47358.690000 105 46110.600000 106 65248.520000 107 57536.350000 108 57536.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,ITBI,MLP,0.7730231285095215,"97 21800.000000 98 52460.000000 99 39140.000000 100 90220.000000 101 68700.000000 102 85283.900000 103 62589.600000 104 82571.560000 105 34890.000000 106 86389.740000 107 30150.000000 108 68308.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,IRRF,MLP,3.3780198097229004,"96 77646.860000 97 89077.270000 98 83203.990000 99 79356.800000 100 77941.540000 101 80321.810000 102 82617.340000 103 78177.300000 104 82683.100000 105 84817.610000 106 178156.660000 107 168167.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do FPM,HWES,1.6486504077911377,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1257039.875 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do ICMS,HWES,0.9317848682403564,"97 636817.240 98 787261.830 99 910484.680 100 980958.030 101 829457.000 102 996761.210 103 948681.170 104 941091.070 105 1116861.550 106 845255.960 107 1107717.100 108 1056437.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do IPVA,SARIMAX,1.6652042865753174,"91 23405.309367 92 18491.468265 93 17082.488366 94 16671.767500 95 360941.629346 96 296199.258066 97 67846.949024 98 102667.998569 99 189236.949245 100 120736.752798 101 48364.444437 102 30198.728219 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do ITR,MLP,1.8508481979370117,"94 254.350000 95 127.490000 96 268.270000 97 1341.580000 98 185.050000 99 362.440000 100 1842.470000 101 25686.320000 102 147070.090000 103 1070.880000 104 3567.190000 105 3217.578369 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,IPTU,HWES,1.4288911819458008,"86 11440.440000 87 231292.310000 88 38902.770000 89 31990.710000 90 3439.410000 91 2100.510000 92 5734.470000 93 4292.090000 94 19461.230000 95 1906.730000 96 483.320000 97 2800.173828 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,ISS,XGBoost,1.6796648502349854,"93 27883.650000 94 41055.880000 95 24934.320000 96 28640.040000 97 27342.680000 98 34012.380000 99 27327.930000 100 41299.190000 101 39867.220000 102 29094.110000 103 33752.180000 104 31927.074219 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,ITBI,SARIMAX,4.275437116622925,"78 15167.255205 79 22280.208892 80 17285.665278 81 14366.470299 82 12759.926758 83 11212.865836 84 21046.669379 85 15573.214391 86 12967.992070 87 20838.451032 88 18524.753522 89 14733.780628 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,IRRF,XGBoost,1.3135693073272705,"93 26837.7300 94 35816.1400 95 28905.6500 96 28925.3200 97 54565.7400 98 36071.3200 99 35374.6500 100 28807.1700 101 32338.9200 102 34131.6800 103 59658.0700 104 30092.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do FPM,HWES,0.980659008026123,"93 1567076.53 94 958652.59 95 1096039.07 96 1218423.40 97 1137998.32 98 1430566.75 99 970762.57 100 989594.09 101 555859.08 102 1192496.91 103 2257007.64 104 1276545.00 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do ICMS,SES,0.9003210067749023,"93 357881.0100 94 379470.3100 95 471425.4400 96 541295.1100 97 429471.4000 98 481545.1800 99 516090.2500 100 504222.0900 101 965756.9800 102 459651.6100 103 374841.2500 104 382339.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do IPVA,SARIMAX,1.5119624137878418,"88 7142.061582 89 5152.366359 90 3908.804262 91 112389.451865 92 68745.414485 93 18394.482851 94 32769.463478 95 53665.175493 96 37176.874152 97 14235.692449 98 8623.040972 99 12050.402678 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Transferencias LC 61_1989,AR,0.985222578048706,"93 3030.920000 94 3816.890000 95 4515.600000 96 4167.320000 97 4723.380000 98 4872.010000 99 4064.200000 100 4326.450000 101 7172.450000 102 3827.800000 103 5043.600000 104 5123.424316 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,IPTU,HWES,2.652432680130005,"88 4472.720000 89 46319.840000 90 251479.070000 91 54005.900000 92 28262.350000 93 46939.700000 94 18227.870000 95 8209.910000 96 10158.410000 97 16500.520000 98 5788.910000 99 8801.086914 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,ISS,MLP,1.3155744075775146,"97 35998.360000 98 48411.720000 99 43170.820000 100 51607.760000 101 58499.790000 102 59007.830000 103 77294.560000 104 47849.570000 105 41394.150000 106 40881.230000 107 49638.490000 108 49405.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,ITBI,XGBoost,1.7772791385650635,"97 40420.00000 98 25980.00000 99 16890.00000 100 71029.14000 101 92298.95000 102 38317.40000 103 36764.93000 104 106540.00000 105 153590.00000 106 69594.00000 107 168096.00000 108 167957.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,IRRF,Prophet,1.396103858947754,"95 48360.710000 96 49458.360000 97 49116.570000 98 46637.380000 99 48103.750000 100 49889.980000 101 50567.100000 102 52988.790000 103 55247.930000 104 53624.880000 105 119677.490000 106 17333.152344 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do FPM,HWES,1.0600740909576416,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1308331.875 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do ICMS,HWES,0.8779199123382568,"97 6.248922e+05 98 6.625891e+05 99 8.231510e+05 100 9.451497e+05 101 7.498955e+05 102 8.051208e+05 103 8.576837e+05 104 8.508216e+05 105 1.009732e+06 106 7.641790e+05 107 1.039211e+06 108 1.022005e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do IPVA,SARIMAX,1.752950668334961,"91 25709.692638 92 20620.446449 93 17540.672265 94 16659.815978 95 152026.316135 96 128324.200281 97 60582.226573 98 80083.298551 99 129083.318160 100 103400.344230 101 59134.044147 102 39326.971085 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do ITR,XGBoost,2.023624897003174,"91 10915.560000 92 1892.880000 93 515.470000 94 1426.310000 95 4498.440000 96 1062.060000 97 5258.880000 98 37066.200000 99 135797.420000 100 5257.640000 101 675.820000 102 40581.515625 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,IPTU,MLP,2.2407164573669434,"95 9296.230000 96 8457.180000 97 5818.680000 98 3223.750000 99 3458.870000 100 8471.980000 101 12206.540000 102 57919.420000 103 139179.080000 104 308.260000 105 11965.240000 106 11964.358398 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,ISS,HWES,3.0404741764068604,"97 40002.910000 98 21149.460000 99 23152.930000 100 23427.320000 101 45231.580000 102 24956.350000 103 24555.620000 104 25176.300000 105 23907.890000 106 27045.020000 107 53310.610000 108 38645.199219 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,ITBI,XGBoost,1.2044265270233154,"97 16300.000000 98 22300.000000 99 16500.000000 100 18580.000000 101 14040.000000 102 9465.000000 103 900.000000 104 2700.000000 105 4480.000000 106 6500.000000 107 3820.000000 108 18030.580078 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,IRRF,AR,1.8892486095428467,"97 55625.490000 98 60777.330000 99 59347.350000 100 55946.070000 101 61381.050000 102 61944.560000 103 58223.950000 104 60664.550000 105 72102.000000 106 57155.290000 107 110133.290000 108 77698.210938 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do FPM,SARIMAX,0.9733626842498779,"91 1.087691e+06 92 9.332320e+05 93 1.071315e+06 94 1.174393e+06 95 1.287991e+06 96 1.342125e+06 97 1.311858e+06 98 1.132146e+06 99 1.242982e+06 100 1.221318e+06 101 1.259676e+06 102 1.264074e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do ICMS,HWES,0.9462559223175049,"97 482262.56 98 507250.13 99 511341.25 100 480003.89 101 447079.15 102 563487.50 103 490753.26 104 395028.11 105 372553.67 106 452666.84 107 631567.05 108 638474.50 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do IPVA,MLP,1.415590524673462,"97 228.300000 98 4995.140000 99 2942.950000 100 7551.540000 101 10792.480000 102 30343.030000 103 43613.930000 104 32418.420000 105 17419.200000 106 184908.510000 107 115364.530000 108 9112.636719 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,IPTU,HWES,2.2765722274780273,"85 27924.740000 86 10517.080000 87 9254.300000 88 13086.410000 89 5888.170000 90 2807.860000 91 2207.650000 92 1758.720000 93 3218.230000 94 3977.910000 95 1685.570000 96 56628.769531 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,ISS,Prophet,1.5979292392730713,"85 35523.070000 86 79758.630000 87 41883.790000 88 129339.590000 89 59420.970000 90 96593.330000 91 41105.680000 92 40652.930000 93 76646.780000 94 96803.400000 95 119742.250000 96 72128.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,IRRF,XGBoost,1.1395702362060547,"85 32011.620000 86 77371.450000 87 47636.310000 88 48924.880000 89 48651.620000 90 51379.140000 91 59599.510000 92 58567.570000 93 56885.910000 94 59985.560000 95 114563.080000 96 30432.847656 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do FPM,XGBoost,1.1543097496032715,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1168769.625 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do ICMS,XGBoost,0.8488602638244629,"85 359426.77000 86 385715.03000 87 346872.31000 88 430230.41000 89 341998.92000 90 345036.47000 91 358242.35000 92 335666.88000 93 326665.34000 94 316493.18000 95 384790.65000 96 335192.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do IPVA,XGBoost,0.7835583686828613,"85 48838.51000 86 74316.73000 87 124735.32000 88 117590.53000 89 41712.00000 90 28478.95000 91 18877.40000 92 8060.70000 93 7953.01000 94 3763.52000 95 160089.79000 96 127084.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Transferencias LC 61_1989,XGBoost,0.8691258430480957,"73 4735.850000 74 4281.490000 75 3892.890000 76 2981.450000 77 2767.440000 78 3363.170000 79 2344.510000 80 3546.370000 81 3804.710000 82 2860.980000 83 3418.050000 84 3410.923828 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,IPTU,SARIMAX,1.604537010192871,"84 22361.124556 85 23279.972836 86 22243.777215 87 9148.948851 88 11105.044287 89 13198.811532 90 19844.637051 91 31512.142522 92 73871.396406 93 201426.289473 94 30818.249397 95 40246.166611 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Caseiros - RS,ISS,MLP,2.973475217819214,"97 19557.320000 98 41483.400000 99 25639.010000 100 59807.880000 101 28910.660000 102 34135.930000 103 73469.050000 104 96466.140000 105 28791.150000 106 32794.820000 107 115847.190000 108 116273.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,ITBI,XGBoost,1.636606216430664,"94 5600.000000 95 1050.000000 96 18386.440000 97 14357.870000 98 27240.990000 99 18606.110000 100 7337.360000 101 23261.850000 102 39927.080000 103 36685.370000 104 31019.410000 105 26550.525391 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,IRRF,MLP,1.3145956993103027,"97 43744.670000 98 48807.300000 99 47273.710000 100 46354.070000 101 57625.670000 102 49821.830000 103 48774.330000 104 48918.130000 105 35188.230000 106 52625.870000 107 109608.460000 108 3751.158447 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do FPM,HWES,1.032193660736084,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1300113.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do ICMS,SES,0.9111289978027344,"97 453036.7500 98 480366.3800 99 596771.1100 100 670063.5500 101 543662.0500 102 583699.5300 103 621806.7500 104 616831.8600 105 732039.4300 106 554017.3800 107 766882.3100 108 653433.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do IPVA,XGBoost,1.450788974761963,"96 40601.830000 97 65484.240000 98 127066.950000 99 94177.890000 100 32294.340000 101 22105.590000 102 14925.300000 103 14498.160000 104 5191.000000 105 3454.610000 106 99081.140000 107 99081.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do ITR,XGBoost,1.8110015392303467,"78 117.440000 79 343.080000 80 18.120000 81 254.610000 82 1923.120000 83 135.370000 84 2759.220000 85 16575.170000 86 72896.600000 87 5.440000 88 64.950000 89 4120.896484 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,IPTU,AR,3.2490785121917725,"95 2.142899e+05 96 1.084492e+06 97 1.608847e+05 98 7.218267e+04 99 1.520487e+05 100 5.429822e+04 101 1.539348e+05 102 6.764088e+04 103 1.530961e+05 104 6.980751e+04 105 1.762361e+05 106 5.192747e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,ISS,MLP,1.7786483764648438,"97 153576.230000 98 206409.550000 99 142753.390000 100 182641.730000 101 169949.310000 102 168250.190000 103 160728.050000 104 156233.070000 105 145212.200000 106 154749.830000 107 185224.760000 108 185224.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,ITBI,SARIMAX,1.4498977661132812,"91 51639.419557 92 53331.745695 93 64131.488650 94 56289.580076 95 55594.008675 96 64016.902497 97 62643.475751 98 65373.136344 99 68135.931354 100 66327.824760 101 72922.969984 102 69432.856765 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sobradinho - RS,IRRF,Prophet,0.9120886325836182,"96 19.35000 97 68883.88000 98 40405.51000 99 194262.95000 100 149287.14000 101 147354.41000 102 139370.25000 103 141469.68000 104 148928.37000 105 142442.26000 106 188710.08000 107 186310.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do FPM,MLP,0.9867501258850098,"97 2611794.19 98 1597754.32 99 1826731.80 100 2030705.68 101 1896663.88 102 2380915.20 103 1617937.63 104 1649323.51 105 1531829.91 106 1987494.86 107 3156281.28 108 2028896.50 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do ICMS,XGBoost,1.0465662479400635,"97 540213.9800 98 572802.5900 99 592271.1900 100 700578.9900 101 648278.1800 102 696020.0200 103 977290.6900 104 735527.9500 105 872904.7600 106 660626.1500 107 898388.7300 108 659596.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do IPVA,SARIMAX,1.2506890296936035,"91 -12193.255326 92 287956.557559 93 32603.275200 94 29941.891764 95 612862.975564 96 455305.212075 97 302809.665682 98 214070.731641 99 426244.869889 100 99837.193120 101 114413.565235 102 101764.232242 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do ITR,XGBoost,1.3288142681121826,"83 69.020000 84 145.040000 85 72.650000 86 91.000000 87 44.480000 88 19.190000 89 723.030000 90 4049.870000 91 5245.050000 92 471.000000 93 12.060000 94 54.789425 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Transferencias LC 61_1989,HWES,1.0298874378204346,"96 4575.13000 97 5761.55000 98 104110.27000 99 6290.51000 100 7129.84000 101 7354.20000 102 -91159.16000 103 6530.71000 104 10826.69000 105 5778.01000 106 7613.22000 107 7545.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,IPTU,Prophet,0.8795428276062012,"94 8969.560000 95 12025.010000 96 17876.710000 97 51105.160000 98 375560.970000 99 33207.220000 100 30522.420000 101 23226.130000 102 27309.330000 103 26611.260000 104 38739.860000 105 27468.878906 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,ISS,SARIMAX,2.91471529006958,"91 22540.810445 92 31616.742531 93 27223.167365 94 28182.389221 95 33800.300846 96 20920.178867 97 22221.985332 98 24591.677899 99 26563.410903 100 29078.827578 101 24804.167275 102 28762.939700 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Brochier - RS,ITBI,XGBoost,2.034417152404785,"97 8486.000000 98 40850.450000 99 15610.000000 100 10010.870000 101 28620.770000 102 14191.600000 103 21188.000000 104 14290.000000 105 23152.000000 106 15165.000000 107 35929.080000 108 29371.322266 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,IRRF,XGBoost,1.1937487125396729,"97 56382.080000 98 58937.200000 99 76842.030000 100 72237.080000 101 78405.860000 102 75329.100000 103 76114.810000 104 78205.750000 105 71553.010000 106 74490.160000 107 137362.040000 108 72268.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do FPM,XGBoost,1.6094448566436768,"96 1567076.53 97 958652.59 98 1096039.07 99 1218423.40 100 1137998.32 101 1418941.18 102 970762.57 103 989594.09 104 919097.95 105 1235118.13 106 1822733.39 107 1737819.25 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do ICMS,HWES,0.916895866394043,"97 386667.8700 98 409993.7600 99 509345.4700 100 584835.2600 101 463016.7600 102 519232.9100 103 553207.0500 104 549380.9200 105 651008.5900 106 496648.0000 107 836241.8200 108 831882.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do IPVA,XGBoost,1.4063735008239746,"97 41146.150000 98 60797.900000 99 168985.340000 100 94087.410000 101 36714.900000 102 29351.630000 103 10993.730000 104 24287.890000 105 8508.950000 106 5386.250000 107 241629.020000 108 238754.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do ITR,AR,1.0409274101257324,"88 93.400000 89 9.310000 90 53.440000 91 54.110000 92 13.860000 93 93.480000 94 145.140000 95 2170.980000 96 2605.090000 97 114.900000 98 40.340000 99 44.071068 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,IPTU,HWES,1.0297460556030273,"94 137296.720000 95 641199.050000 96 79726.290000 97 92291.050000 98 74777.460000 99 64547.590000 100 67420.000000 101 63373.440000 102 46554.810000 103 61383.950000 104 46575.390000 105 18316.542969 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,ISS,MLP,1.0992298126220703,"97 111563.280000 98 143490.100000 99 131582.550000 100 118036.880000 101 97570.130000 102 124566.440000 103 172784.070000 104 128554.590000 105 113728.730000 106 185455.520000 107 242057.080000 108 228139.984375 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,ITBI,HWES,1.8485991954803467,"97 14385.920000 98 31288.350000 99 261000.000000 100 22293.430000 101 124112.920000 102 37654.970000 103 74428.720000 104 323919.530000 105 197749.650000 106 42890.000000 107 45608.210000 108 44427.105469 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,IRRF,XGBoost,1.9060842990875244,"97 136271.960000 98 118283.820000 99 137154.670000 100 135132.750000 101 131181.680000 102 131572.420000 103 136044.370000 104 125969.090000 105 122672.910000 106 142495.340000 107 247596.240000 108 247596.234375 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do FPM,HWES,1.0200448036193848,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 864452.24 107 2221813.44 108 1157657.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do ICMS,Prophet,1.0457608699798584,"97 986382.14 98 1045886.00 99 1299330.24 100 1491903.24 101 1183697.64 102 1320996.56 103 1404830.99 104 1394951.31 105 1653264.85 106 1260180.90 107 2078356.84 108 2079294.25 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.5895588397979736,"91 42946.496790 92 38254.891187 93 38473.095568 94 35417.563210 95 232150.475244 96 258960.612829 97 90242.271493 98 137039.458351 99 174996.807771 100 206114.568029 101 97286.457133 102 65837.569362 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do ITR,MLP,1.929828405380249,"97 19124.070000 98 37957.620000 99 548.460000 100 353.250000 101 3502.210000 102 3711.330000 103 4672.000000 104 105999.790000 105 737660.060000 106 131210.290000 107 87732.410000 108 86657.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,IPTU,HWES,1.4801626205444336,"85 3710721.950 86 1013539.760 87 676490.910 88 707606.820 89 670174.480 90 646629.670 91 706790.780 92 657621.260 93 560556.190 94 608794.760 95 770357.070 96 1203807.875 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,ISS,MLP,2.182325601577759,"85 859357.730 86 1047588.700 87 1079928.760 88 1145668.740 89 1063956.640 90 1084168.550 91 1051092.170 92 1135657.310 93 1285025.180 94 997325.770 95 1489536.290 96 1489536.125 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,ITBI,SARIMAX,1.6101288795471191,"81 7.894910e+05 82 7.648830e+05 83 8.355259e+05 84 8.008058e+05 85 8.528993e+05 86 1.138183e+06 87 8.863142e+05 88 8.858015e+05 89 8.315327e+05 90 8.983006e+05 91 9.119875e+05 92 9.515358e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Alegrete - RS,IRRF,AR,1.5853142738342285,"85 803060.00 86 943830.31 87 866797.63 88 911523.23 89 881156.09 90 913299.74 91 1065703.30 92 1050599.91 93 1094435.36 94 1128087.17 95 2335529.04 96 1283201.75 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do FPM,MLP,0.9762341976165771,"85 6271468.26 86 3802018.53 87 4506738.26 88 5013296.57 89 4690895.64 90 6313650.38 91 4587208.64 92 4224752.58 93 4019709.17 94 5052042.70 95 7849861.31 96 5742648.00 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do ICMS,XGBoost,0.8710784912109375,"85 6216919.80 86 6671621.66 87 5999768.38 88 7441593.80 89 5915474.15 90 5966292.30 91 6184790.72 92 5804336.75 93 5651866.74 94 5460842.96 95 6667510.36 96 5411889.00 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do IPVA,MLP,1.5700788497924805,"85 771888.77 86 928695.01 87 1690952.75 88 1341004.86 89 743408.87 90 481925.16 91 312957.98 92 191690.11 93 135064.21 94 89503.90 95 2362725.30 96 2362725.00 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,IPTU,AR,1.6181890964508057,"92 1913.320000 93 28690.000000 94 10344.660000 95 6353.870000 96 6469.930000 97 5693.140000 98 4263.690000 99 2039.790000 100 2992.860000 101 3341.580000 102 2451.220000 103 4323.249512 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,ISS,MLP,0.6546318531036377,"97 8320.270000 98 93740.170000 99 92034.830000 100 30111.700000 101 24507.060000 102 27283.600000 103 99180.820000 104 15417.270000 105 13064.260000 106 22980.580000 107 64766.510000 108 50192.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,ITBI,SES,1.1447131633758545,"95 532328.000000 96 42161.610000 97 7190.330000 98 27841.430000 99 95295.480000 100 116260.740000 101 7142.930000 102 211618.400000 103 25305.640000 104 30600.000000 105 1800.000000 106 1074.916748 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,IRRF,HWES,1.975649118423462,"97 105040.070 98 222322.680 99 105996.840 100 93673.970 101 101022.540 102 78927.650 103 79166.430 104 80889.470 105 81464.620 106 80171.900 107 164215.270 108 39571.625 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do FPM,HWES,2.1360483169555664,"96 1567076.530 97 958652.790 98 1096039.070 99 1218423.400 100 1137998.320 101 1420958.830 102 970762.570 103 989594.090 104 919097.950 105 1192496.910 106 1893768.770 107 1357552.125 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do ICMS,HWES,1.3414058685302734,"97 530322.8900 98 562314.8200 99 698577.6900 100 752649.0200 101 636408.4700 102 683276.1600 103 727884.3400 104 722060.7200 105 856922.2200 106 648530.3600 107 859716.9900 108 857416.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do IPVA,SARIMAX,1.6218140125274658,"91 3075.428763 92 3953.627755 93 3351.335800 94 4192.006888 95 42761.543902 96 53136.832190 97 18154.222729 98 27780.403041 99 38477.699083 100 41147.608707 101 15820.232678 102 11922.302250 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do ITR,XGBoost,1.609771728515625,"60 23132.790000 61 1701.300000 62 2532.930000 63 6173.430000 64 14840.380000 65 5943.770000 66 8634.100000 67 71117.520000 68 476946.540000 69 13307.330000 70 18854.400000 71 18854.404297 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Transferencias LC 61_1989,HWES,1.1522095203399658,"97 4491.370000 98 5656.070000 99 6691.470000 100 6175.330000 101 6999.310000 102 7219.570000 103 6022.540000 104 6411.140000 105 10628.480000 106 5672.240000 107 7473.830000 108 7276.753906 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,IPTU,Prophet,0.9333047866821289,"84 4815.380000 85 9441.620000 86 31358.110000 87 197319.200000 88 479251.680000 89 31998.360000 90 23549.790000 91 29793.050000 92 19880.880000 93 18391.260000 94 35093.860000 95 32951.402344 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,IRRF,XGBoost,1.8551428318023682,"97 86305.090000 98 83159.660000 99 88238.220000 100 82756.540000 101 80355.410000 102 83612.230000 103 81351.570000 104 81291.530000 105 83824.920000 106 83825.150000 107 160890.560000 108 85224.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do FPM,HWES,1.1257619857788086,"97 1567076.53 98 936986.24 99 1068820.39 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1326605.00 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do ICMS,HWES,1.0284843444824219,"97 551738.920 98 603208.970 99 750605.620 100 861124.770 101 682333.540 102 738811.330 103 787045.120 104 780748.210 105 926570.950 106 701241.460 107 929592.890 108 745290.625 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do IPVA,XGBoost,1.5845634937286377,"97 37234.060000 98 52961.620000 99 113999.530000 100 69768.610000 101 26127.720000 102 13660.160000 103 11759.580000 104 12586.050000 105 2268.640000 106 4663.440000 107 119744.300000 108 116833.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do ITR,MLP,2.000218629837036,"87 2399.940000 88 602.620000 89 154.890000 90 12.820000 91 386.440000 92 848.410000 93 4041.450000 94 103283.510000 95 110675.030000 96 3293.250000 97 245.660000 98 579.260559 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Transferencias LC 61_1989,XGBoost,1.2859551906585693,"97 3885.120000 98 4892.620000 99 5788.250000 100 5341.810000 101 5428.510000 102 7271.120000 103 4809.630000 104 5545.770000 105 9193.860000 106 4906.610000 107 6465.040000 108 6646.872559 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,IPTU,MLP,1.6027717590332031,"96 294809.280 97 2135983.330 98 3340296.520 99 767554.960 100 953639.460 101 707281.570 102 1160983.600 103 898465.840 104 850485.500 105 1277322.950 106 2673934.350 107 1137598.125 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,ISS,MLP,3.357701063156128,"97 1324243.94 98 1631722.96 99 3650623.18 100 3953498.31 101 4425358.66 102 5376809.14 103 4910492.31 104 5061786.63 105 4669241.77 106 4672616.90 107 6527941.11 108 6527941.00 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,ITBI,MLP,1.7770209312438965,"96 298983.940 97 487509.490 98 343565.300 99 319374.810 100 549898.310 101 454193.580 102 775619.850 103 530908.460 104 414804.280 105 507207.040 106 343280.240 107 352986.625 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,IRRF,XGBoost,1.7216417789459229,"97 2480391.02 98 2553129.62 99 3026883.99 100 2770564.35 101 2733914.44 102 2702285.03 103 2779591.99 104 2706297.07 105 2735994.54 106 2783377.49 107 5240046.95 108 2775329.25 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do FPM,AR,1.0287787914276123,"97 7835382.59 98 4793262.97 99 5480195.40 100 6092117.01 101 2498577.54 102 10524521.59 103 4853812.92 104 4947970.49 105 4595489.72 106 5962484.54 107 9468843.86 108 6107624.50 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do ICMS,MLP,1.5835001468658447,"97 10926219.45 98 11585347.62 99 14392766.01 100 16525909.69 101 13111895.96 102 14665203.63 103 14408874.56 104 14876585.76 105 17655131.41 106 13994010.39 107 18170563.30 108 18166798.00 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do IPVA,SARIMAX,1.6630620956420898,"91 4.934122e+05 92 4.207292e+05 93 3.565861e+05 94 3.498053e+05 95 2.442251e+06 96 2.421806e+06 97 1.291358e+06 98 1.662066e+06 99 3.068593e+06 100 2.297642e+06 101 1.100927e+06 102 8.230922e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do ITR,AR,1.6762199401855469,"97 4795.240000 98 5232.790000 99 2733.940000 100 2587.110000 101 2345.120000 102 2859.810000 103 4878.550000 104 72049.140000 105 97271.860000 106 16225.360000 107 20294.690000 108 20294.662109 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Transferencias LC 61_1989,SARIMAX,2.5119502544403076,"51 114035.285603 52 93242.925911 53 94377.433875 54 107424.466760 55 84352.395159 56 116234.633112 57 128389.768231 58 108905.827588 59 119762.395393 60 130662.783889 61 116469.681065 62 118070.288399 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pontão - RS,IPTU,SARIMAX,2.6778454780578613,"85 14998.063416 86 10169.254610 87 12691.951857 88 10327.328119 89 12166.348751 90 12196.090389 91 30173.237581 92 123910.373927 93 45955.796267 94 18089.087126 95 21302.327274 96 23488.953213 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pontão - RS,ISS,XGBoost,1.145728588104248,"97 29028.98 98 21259.41 99 20844.79 100 30529.45 101 50229.77 102 33126.81 103 30834.11 104 39787.59 105 32898.04 106 35058.62 107 37192.68 108 33731.50 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,ITBI,SARIMAX,2.475158452987671,"90 61557.760105 91 65330.049277 92 72958.258911 93 69207.469434 94 80535.251185 95 70396.073761 96 74248.259375 97 73988.586913 98 74364.559182 99 72279.041976 100 83250.862737 101 72546.138834 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pontão - RS,IRRF,XGBoost,0.9695255756378174,"97 45711.620000 98 62131.870000 99 57139.130000 100 61897.630000 101 50283.230000 102 58974.810000 103 62859.310000 104 55902.500000 105 55472.000000 106 59055.240000 107 99886.300000 108 60236.699219 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do FPM,HWES,1.2550137042999268,"97 1567076.620 98 958652.630 99 1096039.120 100 1218423.420 101 1137998.350 102 1420958.860 103 970762.570 104 989594.100 105 919097.970 106 1192497.000 107 1893768.810 108 1285683.375 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do ICMS,HWES,1.0699844360351562,"97 754433.06 98 799944.50 99 992890.99 100 1141080.21 101 905349.56 102 972023.17 103 1035481.81 104 1020722.77 105 1206763.70 106 922594.05 107 1246921.05 108 1177258.50 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do ITR,MLP,3.4706954956054688,"89 1635.930000 90 727.000000 91 13695.080000 92 1765.780000 93 15106.030000 94 7268.200000 95 1685.650000 96 191352.960000 97 993111.320000 98 44457.480000 99 43293.260000 100 43101.746094 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Transferencias LC 61_1989,HWES,1.6419217586517334,"97 6389.380000 98 8046.280000 99 9519.190000 100 8785.010000 101 9957.140000 102 10270.520000 103 8567.620000 104 9120.450000 105 15119.980000 106 8069.280000 107 10632.240000 108 10211.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,IPTU,HWES,1.526604175567627,"87 15743.490000 88 11236.700000 89 9702.370000 90 6566.850000 91 5227.000000 92 4112.650000 93 8611.560000 94 332960.140000 95 150729.960000 96 145757.650000 97 42432.540000 98 52746.128906 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,ISS,MLP,1.905860424041748,"97 56328.890000 98 43918.600000 99 67164.020000 100 93516.160000 101 59304.860000 102 55557.730000 103 109028.390000 104 102577.420000 105 88569.310000 106 93179.170000 107 86932.250000 108 86789.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,ITBI,MLP,1.9742217063903809,"96 11120.000000 97 23821.000000 98 23797.860000 99 10365.000000 100 9717.670000 101 34163.700000 102 43546.140000 103 14459.340000 104 38121.370000 105 72288.600000 106 4712.710000 107 16851.783203 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,IRRF,XGBoost,0.9112098217010498,"97 100653.04000 98 100678.69000 99 94371.88000 100 95390.82000 101 87891.20000 102 87121.04000 103 95573.97000 104 90283.03000 105 97435.92000 106 89926.24000 107 169028.25000 108 97581.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do FPM,SARIMAX,0.9397797584533691,"91 1.084398e+06 92 9.270288e+05 93 1.023799e+06 94 1.236252e+06 95 1.281582e+06 96 1.281243e+06 97 1.631800e+06 98 1.144433e+06 99 1.250706e+06 100 1.376206e+06 101 1.280978e+06 102 1.154496e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do ICMS,HWES,0.8925232887268066,"97 507287.790 98 537890.120 99 668234.320 100 767272.930 101 608765.460 102 653597.430 103 696267.960 104 690697.340 105 819700.990 106 561695.540 107 843631.710 108 796652.125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,IPTU,MLP,1.793668270111084,"97 1.223699e+06 98 2.885181e+06 99 3.851699e+05 100 4.739946e+05 101 5.471979e+05 102 4.630772e+05 103 4.322637e+05 104 3.610413e+05 105 3.453277e+05 106 2.501900e+05 107 2.358120e+05 108 2.612628e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,ISS,MLP,0.9893631935119629,"97 634496.630 98 589428.640 99 611443.230 100 583475.260 101 611134.950 102 460481.640 103 640964.680 104 719605.280 105 624960.740 106 711584.480 107 754410.700 108 626765.125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,IRRF,HWES,2.5008790493011475,"97 5.144262e+05 98 5.410298e+05 99 6.233512e+05 100 7.153741e+05 101 5.786772e+05 102 5.252330e+05 103 5.126552e+05 104 5.350602e+05 105 5.273849e+05 106 5.597970e+05 107 1.024517e+06 108 6.043178e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do FPM,AR,1.129486083984375,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 2102313.67 102 4721572.10 103 2588700.22 104 2638917.59 105 2257200.45 106 3179991.75 107 4440165.86 108 3497130.75 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do ICMS,HWES,1.5914058685302734,"97 4300135.69 98 4241334.28 99 5269115.28 100 6050047.84 101 4800195.55 102 5396538.53 103 5490164.33 104 5697877.90 105 6751305.23 106 4648789.45 107 6652146.85 108 7211265.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do IPVA,SARIMAX,1.580476999282837,"91 1.891209e+05 92 1.545894e+05 93 1.296101e+05 94 1.308178e+05 95 1.153735e+06 96 1.180002e+06 97 3.996579e+05 98 4.549523e+05 99 7.357575e+05 100 5.767714e+05 101 4.057435e+05 102 2.799100e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do ITR,XGBoost,1.8835344314575195,"82 8.044940e+03 83 4.878720e+03 84 1.020055e+04 85 1.096397e+04 86 6.583800e+03 87 1.610056e+04 88 1.405718e+04 89 1.877815e+05 90 1.699021e+06 91 1.473099e+05 92 1.289328e+05 93 1.493100e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Transferencias LC 61_1989,AR,2.299201488494873,"97 76145.180000 98 42661.720000 99 50471.200000 100 46578.430000 101 52793.270000 102 54454.670000 103 45425.990000 104 48356.990000 105 80166.800000 106 42783.620000 107 56372.530000 108 44673.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,IPTU,AR,3.106335401535034,"95 5.375347e+04 96 3.473342e+05 97 5.025557e+05 98 2.224578e+06 99 2.552014e+05 100 2.034601e+05 101 2.155790e+05 102 1.823782e+05 103 1.501670e+05 104 1.531656e+05 105 2.126625e+05 106 1.301769e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,ISS,MLP,1.7055490016937256,"97 8.201303e+05 98 7.637789e+05 99 7.166924e+05 100 7.426751e+05 101 7.859928e+05 102 6.557800e+05 103 7.979621e+05 104 8.089285e+05 105 7.608531e+05 106 7.373696e+05 107 1.060617e+06 108 1.035439e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,ITBI,XGBoost,1.030566692352295,"97 112216.89000 98 158401.07000 99 197678.23000 100 270711.89000 101 135022.54000 102 67819.48000 103 218162.68000 104 307522.99000 105 179369.59000 106 333799.25000 107 208747.26000 108 205843.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,IRRF,Prophet,1.5167224407196045,"97 282183.4900 98 303176.1300 99 307195.5400 100 364771.6600 101 300357.3200 102 272258.1400 103 352190.6000 104 278782.4000 105 305808.8500 106 289766.7000 107 568834.7100 108 285920.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do FPM,HWES,0.9914045333862305,"97 2573743.83 98 2477714.39 99 2192078.18 100 2436846.81 101 2275996.64 102 2837882.37 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2726941.50 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do ICMS,HWES,0.9578638076782227,"97 2477881.20 98 2720728.30 99 3146578.83 100 3612931.48 101 2866552.14 102 3077656.69 103 3278583.61 104 3252352.60 105 3859804.46 106 2921152.35 107 3972489.37 108 3909988.75 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do IPVA,AR,1.5338919162750244,"97 561081.660 98 563018.260 99 895954.780 100 1272660.300 101 456466.280 102 398732.140 103 202922.280 104 146268.330 105 81252.300 106 86950.570 107 1259966.850 108 1259967.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do ITR,MLP,1.3764355182647705,"37 3494.590000 38 15831.610000 39 26426.010000 40 45495.840000 41 56255.650000 42 503.890000 43 9799.740000 44 211766.090000 45 816481.780000 46 11043.250000 47 18279.760000 48 18311.681641 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Transferencias LC 61_1989,SARIMAX,1.640272855758667,"40 23052.467806 41 22786.569188 42 26566.463297 43 18084.919329 44 26406.580422 45 28129.270185 46 22319.699450 47 22895.240006 48 25863.821714 49 28300.936583 50 25708.723937 51 25642.869037 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Horizontina - RS,IPTU,HWES,3.3378543853759766,"91 1.694948e+05 92 8.541468e+04 93 6.325427e+04 94 6.725416e+04 95 2.231804e+05 96 3.957687e+06 97 1.246339e+06 98 2.025668e+05 99 1.701078e+05 100 1.520449e+05 101 2.854398e+05 102 9.288448e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,ISS,MLP,1.8419854640960693,"97 2036518.39 98 995398.07 99 1390629.45 100 822206.09 101 1179051.78 102 1236588.36 103 1722351.87 104 1448817.11 105 1451518.47 106 1822634.68 107 1444957.24 108 1488920.50 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,ITBI,XGBoost,1.1294682025909424,"96 220237.420000 97 63650.430000 98 150258.530000 99 62821.990000 100 280886.300000 101 82055.850000 102 133143.120000 103 157248.360000 104 140708.640000 105 104360.950000 106 109731.150000 107 222294.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,IRRF,MLP,1.2828543186187744,"97 360371.88 98 515341.94 99 475165.86 100 460916.90 101 461026.61 102 446161.83 103 477431.66 104 514367.81 105 504432.83 106 492580.83 107 1049702.86 108 896095.00 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do FPM,HWES,1.0737383365631104,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2837690.22 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2418349.50 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do ICMS,HWES,0.9672641754150391,"97 2976692.94 98 3679920.47 99 4255904.50 100 4886669.67 101 3877154.46 102 4162683.83 103 4434447.51 104 4398968.77 105 4286349.94 106 4885231.74 107 5372989.59 108 5148429.00 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do IPVA,XGBoost,1.6631464958190918,"97 279344.36 98 374485.91 99 935003.25 100 374775.25 101 172459.26 102 137927.01 103 56768.51 104 51918.40 105 32241.79 106 52790.00 107 1302320.85 108 1302321.00 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do ITR,MLP,1.9318335056304932,"95 250.750000 96 1174.750000 97 518.730000 98 214.740000 99 42.000000 100 409.500000 101 768.590000 102 13759.880000 103 31253.510000 104 205.180000 105 204.600000 106 261.494934 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Transferencias LC 61_1989,SES,0.8259289264678955,"97 27362.490000 98 34458.210000 99 40765.970000 100 37621.730000 101 42641.500000 102 43983.430000 103 36690.830000 104 39058.300000 105 56389.020000 106 41246.500000 107 45532.520000 108 47992.769531 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,IPTU,AR,2.921793222427368,"95 8828.560000 96 16165.380000 97 20276.160000 98 111693.200000 99 12482.150000 100 7152.740000 101 4118.760000 102 10614.940000 103 14591.560000 104 7003.730000 105 8578.150000 106 8481.547852 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,ISS,MLP,2.4500651359558105,"97 27848.150000 98 40922.120000 99 57481.440000 100 61764.190000 101 37627.460000 102 36268.090000 103 35712.340000 104 24217.420000 105 37590.080000 106 40040.320000 107 38158.080000 108 38187.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,ITBI,SARIMAX,2.0960168838500977,"91 7651.373057 92 6907.052977 93 6890.960874 94 6310.105619 95 6319.592603 96 6431.887847 97 6667.008282 98 7733.476179 99 8834.559483 100 8548.533934 101 8698.621193 102 8355.501485 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,IRRF,AR,1.016794204711914,"97 3730.410000 98 6076.630000 99 8539.340000 100 18822.850000 101 25246.270000 102 11155.030000 103 15446.590000 104 16305.630000 105 10819.530000 106 12809.480000 107 68886.510000 108 31008.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do FPM,XGBoost,1.2647523880004883,"96 1567076.53 97 958652.59 98 1096039.07 99 1218423.40 100 1137998.32 101 1420953.53 102 970762.57 103 989594.09 104 919097.95 105 1192496.91 106 1893768.77 107 1491352.00 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do ICMS,AR,1.001180648803711,"96 497899.29 97 531335.85 98 655867.10 99 752991.15 100 597498.85 101 641501.08 102 683381.92 103 677914.38 104 804530.53 105 608879.61 106 828018.36 107 727929.75 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do IPVA,AR,1.4450829029083252,"95 54829.080000 96 63167.660000 97 89202.450000 98 61968.300000 99 15598.170000 100 9744.030000 101 6386.350000 102 4796.350000 103 2825.950000 104 1884.410000 105 237394.300000 106 210320.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do ITR,XGBoost,1.125349521636963,"68 55.990000 69 54.510000 70 18.800000 71 57.310000 72 35.360000 73 36.150000 74 124.090000 75 2000.710000 76 3215.480000 77 71.270000 78 82.360000 79 30.271914 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,IPTU,SES,2.3775124549865723,"93 2.212291e+05 94 2.449963e+06 95 2.429239e+06 96 4.015895e+05 97 2.941599e+05 98 4.597334e+05 99 5.155746e+05 100 4.715046e+05 101 4.375959e+05 102 5.124227e+05 103 4.164000e+05 104 4.152928e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,ISS,XGBoost,1.5750598907470703,"97 1351923.370 98 1517197.000 99 1824328.140 100 1746311.960 101 1765415.940 102 1976499.970 103 1817381.270 104 1682481.940 105 2289161.160 106 1560108.410 107 1819760.560 108 1818135.125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,ITBI,MLP,1.5849316120147705,"97 209919.4100 98 570444.8300 99 316087.1900 100 302858.0700 101 347521.3900 102 612410.9900 103 461645.5800 104 294507.5700 105 290094.3200 106 239514.9800 107 304579.4800 108 355888.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,IRRF,HWES,1.0651073455810547,"96 33833.900 97 38297.980 98 1317404.190 99 1187549.580 100 743670.330 101 647133.760 102 700500.430 103 185620.250 104 680640.800 105 688552.640 106 1237422.180 107 1228133.125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do FPM,AR,1.0320038795471191,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3315570.61 103 975550.98 104 3598614.61 105 2144561.87 106 2782492.78 107 3061473.00 108 2964215.50 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do ICMS,HWES,0.9168429374694824,"97 2905671.70 98 3085405.14 99 3836646.94 100 4407458.00 101 3493897.03 102 3751892.13 103 3997824.69 104 4152542.34 105 4516994.88 106 3553113.25 107 4827818.70 108 4930071.50 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do IPVA,SARIMAX,1.795952320098877,"91 2.054531e+05 92 1.793477e+05 93 1.814616e+05 94 1.846030e+05 95 7.639370e+05 96 1.450933e+06 97 7.236602e+05 98 5.918393e+05 99 1.002460e+06 100 7.808768e+05 101 5.550928e+05 102 3.516953e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do ITR,MLP,2.6357927322387695,"89 1677.590000 90 32.470000 91 133.090000 92 2255.000000 93 85.260000 94 80.960000 95 52.140000 96 3804.750000 97 27450.240000 98 727.210000 99 197.390000 100 875.412659 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Transferencias LC 61_1989,HWES,2.1882941722869873,"97 24761.700000 98 31182.960000 99 36891.180000 100 34045.810000 101 38588.440000 102 39802.830000 103 33203.370000 104 35345.820000 105 58596.720000 106 31272.040000 107 41204.660000 108 39313.253906 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,IPTU,XGBoost,1.0865838527679443,"97 1748907.940 98 669031.310 99 552300.890 100 572673.250 101 581498.440 102 534158.230 103 544325.300 104 443760.340 105 500858.330 106 474544.800 107 493234.790 108 979133.125 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,ISS,MLP,1.4941344261169434,"97 880926.430 98 923156.150 99 1083930.120 100 920820.790 101 1107876.850 102 1120955.110 103 1458640.960 104 1120421.880 105 1517915.800 106 1214704.200 107 1152707.150 108 1414886.875 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,ITBI,MLP,1.1238057613372803,"97 390686.950 98 519197.350 99 302296.980 100 265708.520 101 396800.370 102 427567.240 103 472048.280 104 247548.090 105 335336.760 106 311028.700 107 412555.550 108 379241.125 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,IRRF,XGBoost,1.277388334274292,"97 7.156725e+05 98 5.587702e+05 99 4.318228e+05 100 6.737766e+05 101 1.162661e+06 102 2.507959e+05 103 6.455341e+05 104 6.960899e+05 105 5.668996e+05 106 8.148704e+05 107 1.038352e+06 108 1.041181e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do FPM,HWES,1.0584659576416016,"97 5745947.23 98 3515059.51 99 4018809.98 100 4467552.48 101 4172660.52 102 5202784.36 103 3559462.80 104 3628511.68 105 3370025.80 106 4372488.66 107 6943818.83 108 4667329.00 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do ICMS,HWES,0.9811420440673828,"97 1472722.04 98 1561564.53 99 1939970.53 100 2227492.44 101 1767324.75 102 1897477.71 103 2021355.85 104 2005183.59 105 2379697.88 106 1800987.60 107 2449171.85 108 2427656.75 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do IPVA,AR,1.5089976787567139,"97 761016.18 98 1087143.61 99 1885559.97 100 1582907.48 101 594888.96 102 503929.99 103 359277.29 104 246542.60 105 151300.99 106 100847.08 107 1449666.21 108 1468878.75 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do ITR,XGBoost,2.9976131916046143,"95 650.660000 96 727.040000 97 7133.710000 98 523.350000 99 3709.180000 100 474.180000 101 1371.890000 102 15281.550000 103 32814.690000 104 1947.450000 105 2913.180000 106 3973.618896 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,IPTU,XGBoost,1.9934892654418945,"92 11366.520000 93 41816.670000 94 87186.570000 95 394138.710000 96 455603.030000 97 49541.180000 98 44437.760000 99 41994.400000 100 15189.410000 101 52189.220000 102 40538.110000 103 19314.818359 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,ISS,MLP,1.376497507095337,"97 78875.650000 98 57650.170000 99 72103.430000 100 62925.810000 101 92245.200000 102 63561.590000 103 122859.420000 104 76883.630000 105 55545.740000 106 53630.200000 107 73688.210000 108 67157.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,ITBI,MLP,1.2357027530670166,"97 20885.030000 98 9760.000000 99 49583.910000 100 115209.940000 101 137943.190000 102 201720.960000 103 66511.150000 104 14370.030000 105 25011.280000 106 60283.890000 107 40887.440000 108 50670.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,IRRF,SARIMAX,0.9149417877197266,"91 78005.620453 92 80026.080708 93 77307.499908 94 76632.785042 95 103586.769648 96 83389.298799 97 82475.031645 98 91019.223361 99 97645.718280 100 91236.994841 101 91198.673956 102 93655.636662 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do FPM,HWES,1.1305170059204102,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.21 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1263079.25 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do ICMS,SES,1.042304277420044,"97 1036870.79 98 1099420.42 99 1365837.38 100 1568267.36 101 1244286.02 102 1335920.29 103 1423136.76 104 1411750.67 105 1675427.64 106 1267986.36 107 1724340.85 108 1724342.75 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do IPVA,SARIMAX,2.137122392654419,"91 47261.305699 92 39199.607292 93 52787.156872 94 33691.263532 95 494350.379288 96 429046.983755 97 100163.176041 98 168633.602787 99 59139.065932 100 381686.579632 101 107009.801806 102 89157.079739 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do ITR,XGBoost,1.649834394454956,"97 1367.010000 98 1899.600000 99 1496.180000 100 6451.310000 101 3530.350000 102 2158.530000 103 1117.360000 104 37275.950000 105 338673.470000 106 63530.030000 107 18919.290000 108 22274.154297 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Transferencias LC 61_1989,HWES,2.0974152088165283,"97 8781.380000 98 11058.560000 99 13082.920000 100 12073.850000 101 13684.830000 102 14115.510000 103 11775.080000 104 12534.870000 105 20780.470000 106 11090.180000 107 14612.630000 108 14155.125977 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,IPTU,SES,2.309903621673584,"95 3.837323e+04 96 4.756412e+04 97 9.052269e+04 98 3.870025e+04 99 4.129899e+05 100 1.175740e+06 101 2.239801e+05 102 1.724017e+05 103 1.697988e+05 104 1.975739e+05 105 2.309920e+05 106 1.496416e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,ISS,XGBoost,0.8865652084350586,"97 262667.00000 98 246388.33000 99 263258.83000 100 273129.30000 101 275022.89000 102 279589.62000 103 281192.72000 104 281133.44000 105 297654.62000 106 262468.89000 107 285728.60000 108 283038.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,ITBI,SARIMAX,1.5153706073760986,"91 145330.380364 92 139361.597894 93 146802.597968 94 150950.103966 95 119516.760961 96 146112.749295 97 147705.793869 98 161056.562509 99 183981.252533 100 134269.835221 101 144000.151076 102 164055.830438 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Candelária - RS,IRRF,XGBoost,0.9733455181121826,"96 324960.7500 97 342621.5300 98 381006.7900 99 348728.7400 100 505739.1700 101 408869.3800 102 379130.2100 103 385081.8500 104 419312.6200 105 390424.6200 106 779160.4200 107 404544.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do FPM,HWES,1.0925102233886719,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 4022244.74 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3107695.25 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do ICMS,HWES,1.0612897872924805,"97 1575151.26 98 1670172.84 99 2074897.33 100 2382416.70 101 1890243.88 102 2029449.12 103 2161943.08 104 2144645.99 105 2089740.49 106 2381715.61 107 2619514.08 108 2166220.00 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do IPVA,AR,1.4278337955474854,"97 301086.41 98 495730.75 99 806041.59 100 485731.27 101 184276.45 102 127395.13 103 72009.42 104 54305.70 105 46968.97 106 44874.43 107 806353.34 108 806353.50 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do ITR,XGBoost,2.204011917114258,"96 114.900000 97 204.860000 98 140.720000 99 361.950000 100 446.060000 101 428.810000 102 2628.260000 103 25846.530000 104 58868.440000 105 3289.150000 106 448.940000 107 406.050079 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Transferencias LC 61_1989,XGBoost,1.9672040939331055,"97 13340.140000 98 16799.530000 99 19874.770000 100 18341.880000 101 20789.170000 102 21443.400000 103 17888.010000 104 18573.410000 105 27960.350000 106 20924.420000 107 22198.630000 108 19918.146484 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,IPTU,SARIMAX,1.8929786682128906,"90 3977.853511 91 7301.625143 92 8073.078313 93 5436.088599 94 22992.752514 95 123519.150619 96 41468.634324 97 12090.454762 98 5624.709999 99 3919.932442 100 4825.406318 101 6625.609536 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Travesseiro - RS,ISS,XGBoost,1.0067486763000488,"97 15585.910000 98 11360.410000 99 12097.990000 100 11041.130000 101 14222.800000 102 11676.850000 103 12942.400000 104 14465.750000 105 12944.430000 106 15324.490000 107 17348.230000 108 16627.958984 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,ITBI,HWES,2.2038090229034424,"94 15273.680000 95 8800.000000 96 11600.000000 97 1400.000000 98 3160.000000 99 16340.000000 100 13874.000000 101 2246.000000 102 10720.000000 103 6600.000000 104 8350.000000 105 6696.928711 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,IRRF,XGBoost,2.203280210494995,"97 36793.100000 98 31237.680000 99 32495.370000 100 26318.000000 101 28374.380000 102 32833.180000 103 29288.440000 104 27791.140000 105 31358.970000 106 33409.100000 107 53266.020000 108 53266.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do FPM,HWES,1.159168004989624,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.820 103 970762.570 104 989594.090 105 919097.950 106 1192496.820 107 1893768.770 108 1213442.625 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do ICMS,HWES,0.8723468780517578,"97 469545.2200 98 497870.7100 99 618517.2100 100 710187.2500 101 563472.8600 102 604969.2800 103 624683.4900 104 639308.9500 105 622941.8500 106 709978.2800 107 780864.9000 108 734051.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do IPVA,XGBoost,1.378164529800415,"96 23731.620000 97 22450.600000 98 36336.930000 99 18940.630000 100 11689.360000 101 6346.900000 102 25989.870000 103 876.450000 104 3015.590000 105 3410.050000 106 100128.380000 107 88919.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do ITR,XGBoost,1.6051745414733887,"70 37.250000 71 38.120000 72 27.520000 73 11.040000 74 12.670000 75 27.470000 76 57.200000 77 909.360000 78 2156.830000 79 5.430000 80 11.140000 81 578.951294 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Transferencias LC 61_1989,XGBoost,1.978036880493164,"97 3976.540000 98 5007.860000 99 5924.560000 100 5467.600000 101 6197.140000 102 6392.170000 103 5332.320000 104 5676.370000 105 8195.090000 106 6237.470000 107 6617.280000 108 6564.162598 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,IPTU,XGBoost,1.9535629749298096,"92 3.882535e+05 93 1.040632e+06 94 5.452575e+06 95 6.741605e+05 96 8.154143e+05 97 7.811671e+05 98 7.626696e+05 99 6.074508e+05 100 2.758332e+05 101 2.313390e+05 102 2.651258e+05 103 2.197149e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,ISS,XGBoost,1.111048936843872,"97 1232797.79 98 1206202.44 99 1499439.99 100 1375145.16 101 1437672.83 102 1592410.03 103 1368155.79 104 1418506.81 105 1515364.02 106 1378460.49 107 1517202.83 108 1498472.00 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,ITBI,SES,1.1278774738311768,"91 379123.050 92 394438.720 93 209790.890 94 521527.460 95 359408.160 96 391653.770 97 459843.790 98 403856.350 99 484383.570 100 624631.240 101 501510.580 102 428382.125 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,IRRF,XGBoost,1.1979968547821045,"97 358355.08 98 449631.34 99 516218.32 100 482225.81 101 461329.22 102 443325.56 103 468474.10 104 456905.67 105 459423.28 106 486970.56 107 895770.93 108 507761.50 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do FPM,AR,1.6078312397003174,"97 5223588.38 98 3195508.65 99 3653463.61 100 4061411.33 101 3793327.73 102 4729803.96 103 3235875.28 104 3298646.98 105 3063659.82 106 3974989.69 107 6312562.58 108 4133606.00 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do ICMS,HWES,1.1217036247253418,"97 3651711.53 98 4514408.52 99 5221007.26 100 5994809.79 101 4756368.84 102 5106647.17 103 5440038.10 104 5396513.94 105 6404437.42 106 4846965.07 107 6591411.47 108 6459504.50 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do IPVA,AR,1.552880048751831,"97 743221.29 98 1021157.10 99 1684568.51 100 1417489.60 101 541646.01 102 399299.41 103 289181.95 104 214756.13 105 163958.84 106 118322.47 107 2442315.72 108 2442318.00 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do ITR,MLP,3.3903701305389404,"97 1737.200000 98 2023.520000 99 9707.640000 100 43221.700000 101 2237.690000 102 25220.520000 103 12706.430000 104 154302.460000 105 513192.700000 106 58084.150000 107 44708.580000 108 63987.855469 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Transferencias LC 61_1989,XGBoost,1.7736704349517822,"97 33567.450000 98 42272.220000 99 50010.400000 100 46153.150000 101 52311.250000 102 53957.480000 103 45011.130000 104 47915.460000 105 79434.870000 106 42392.990000 107 55857.860000 108 50200.050781 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,IPTU,SES,1.4690406322479248,"97 1.240089e+05 98 9.825333e+05 99 1.175876e+05 100 1.521895e+05 101 1.394119e+05 102 1.506977e+06 103 3.955520e+04 104 3.482380e+04 105 5.038377e+04 106 1.227387e+04 107 2.210685e+04 108 2.371823e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,ISS,XGBoost,0.7944707870483398,"97 79352.580000 98 94173.410000 99 86480.800000 100 90041.210000 101 85408.060000 102 94781.740000 103 105703.060000 104 93591.660000 105 113054.170000 106 89596.170000 107 118616.610000 108 117473.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,ITBI,MLP,0.919013261795044,"97 40195.380000 98 43051.820000 99 60025.150000 100 105516.230000 101 43490.480000 102 13705.460000 103 63696.250000 104 60575.380000 105 77399.260000 106 100785.920000 107 29156.180000 108 34887.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,IRRF,XGBoost,1.492682933807373,"97 69686.94000 98 87975.79000 99 61638.07000 100 103598.70000 101 80885.09000 102 87747.72000 103 77394.64000 104 79856.20000 105 81300.47000 106 133733.98000 107 90099.14000 108 79897.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do FPM,HWES,1.1661267280578613,"97 1567076.520 98 958652.590 99 1123257.750 100 1218423.400 101 1137998.320 102 1424632.640 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1375678.875 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do ICMS,HWES,0.9861156940460205,"97 419923.840 98 444676.760 99 552433.050 100 634308.810 101 503269.800 102 540332.630 103 575608.620 104 571003.350 105 677651.380 106 464356.840 107 697435.050 108 688724.875 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do IPVA,AR,1.3708086013793945,"97 92447.780 98 125612.110 99 201974.570 100 135591.580 101 41840.610 102 29467.060 103 12486.630 104 10228.130 105 7687.630 106 52117.970 107 501220.900 108 323543.625 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Transferencias LC 61_1989,SARIMAX,1.8662705421447754,"51 4236.113485 52 3909.247475 53 3648.209124 54 3868.019004 55 3332.088581 56 4573.639223 57 4851.204467 58 4933.273288 59 4964.929534 60 5681.328710 61 4484.498385 62 4603.718055 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,IPTU,AR,0.9715442657470703,"94 4255.20000 95 244539.17000 96 486202.43000 97 58641.13000 98 51475.32000 99 41289.63000 100 39637.98000 101 36631.21000 102 36290.34000 103 54778.45000 104 67427.72000 105 135894.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,ISS,XGBoost,0.8214035034179688,"97 42737.590000 98 38651.270000 99 49703.130000 100 61830.330000 101 53834.180000 102 64503.250000 103 72320.950000 104 68526.810000 105 57449.710000 106 69067.790000 107 63313.480000 108 59459.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,ITBI,XGBoost,1.238957166671753,"97 20247.120000 98 14159.220000 99 80780.050000 100 15815.280000 101 3578.450000 102 16839.540000 103 32226.020000 104 16099.930000 105 26300.260000 106 8508.370000 107 25582.140000 108 8006.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,IRRF,HWES,1.781708002090454,"97 66754.79000 98 105491.37000 99 84757.50000 100 73141.74000 101 75091.30000 102 78109.78000 103 74151.88000 104 83134.83000 105 83939.06000 106 75561.18000 107 143171.32000 108 78218.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do FPM,HWES,1.0493857860565186,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1428549.10 103 970762.57 104 989594.09 105 919097.95 106 1518145.07 107 1893768.77 108 1388183.50 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do ICMS,HWES,1.21152925491333,"97 478938.550 98 509315.750 99 633769.200 100 727085.380 101 576124.110 102 653397.220 103 694633.580 104 689878.740 105 817415.770 106 623924.320 107 1043708.040 108 1018353.375 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do IPVA,AR,2.976759433746338,"97 111119.1900 98 110764.8200 99 186220.7700 100 145924.5600 101 67861.4200 102 150495.3900 103 20211.6000 104 42629.8100 105 12695.5800 106 5555.2400 107 280240.1700 108 270558.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do ITR,MLP,2.701835870742798,"80 1110.410000 81 1469.590000 82 878.260000 83 876.680000 84 881.480000 85 18146.140000 86 1196.020000 87 4491.060000 88 12961.820000 89 1135.680000 90 1152.860000 91 1279.287354 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Transferencias LC 61_1989,HWES,1.1100311279296875,"85 3280.380000 86 4288.390000 87 6109.090000 88 5637.880000 89 6390.140000 90 9797.320000 91 5498.400000 92 5853.180000 93 9703.480000 94 5178.560000 95 6823.390000 96 7074.358887 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,IPTU,SES,1.1804349422454834,"83 12032.090000 84 10599.050000 85 36556.170000 86 790894.230000 87 121121.030000 88 109061.610000 89 86898.930000 90 91920.960000 91 72558.770000 92 24118.630000 93 25504.750000 94 25153.199219 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,ISS,SES,0.9408798217773438,"88 43695.73 89 54448.15 90 46112.94 91 60623.48 92 44356.28 93 49592.37 94 52497.93 95 50136.02 96 52021.36 97 50211.07 98 77144.64 99 77149.75 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,ITBI,XGBoost,1.2096436023712158,"88 49549.370000 89 19512.990000 90 8606.010000 91 68694.410000 92 29308.440000 93 49321.300000 94 48462.750000 95 23735.140000 96 43674.940000 97 53443.130000 98 87898.340000 99 87869.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,IRRF,SARIMAX,0.9317166805267334,"84 83663.801652 85 79369.928727 86 84309.646528 87 103324.367033 88 91325.766602 89 91783.153569 90 91677.980695 91 88769.103201 92 92330.205516 93 89904.729338 94 90948.513512 95 113451.289055 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do FPM,SES,1.0697517395019531,"88 1253661.26 89 958652.59 90 1096039.07 91 1218423.40 92 1137998.32 93 1420862.76 94 970762.57 95 989594.09 96 919097.95 97 1192496.91 98 1893768.77 99 1357319.50 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do ICMS,SARIMAX,0.9051182270050049,"84 663864.209155 85 623693.016719 86 764119.576594 87 690475.173741 88 545381.703395 89 631067.708915 90 656043.482688 91 626495.537464 92 739120.251506 93 681447.571122 94 666867.469920 95 810310.606760 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do IPVA,SARIMAX,1.8708360195159912,"83 61611.499728 84 52079.585657 85 31426.879857 86 334658.635500 87 218439.234508 88 66086.728561 89 87438.042374 90 107653.933514 91 89041.875860 92 38514.225782 93 25747.701329 94 47814.858473 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,IPTU,SARIMAX,1.957641363143921,"85 5024.102778 86 5593.630204 87 5374.296843 88 7978.890173 89 5644.732734 90 4953.543878 91 6538.745355 92 5176.834469 93 47569.157213 94 269410.841939 95 8179.121361 96 7595.582614 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,ISS,XGBoost,1.3157024383544922,"97 14659.11 98 22934.32 99 15728.75 100 18684.76 101 17393.91 102 13909.24 103 15134.94 104 15304.76 105 12957.81 106 13090.78 107 20479.08 108 18656.75 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,ITBI,XGBoost,1.5086328983306885,"95 19412.63000 96 21013.89000 97 28622.03000 98 17782.63000 99 7700.00000 100 48543.67000 101 61008.50000 102 45226.66000 103 37074.21000 104 41773.45000 105 14388.00000 106 12887.40918 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,IRRF,HWES,1.0798413753509521,"97 40349.09 98 51445.90 99 46637.36 100 44915.29 101 41922.42 102 44627.99 103 51435.02 104 45692.61 105 48916.07 106 44272.07 107 104065.67 108 103937.50 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do FPM,HWES,1.0398826599121094,"97 1567076.570 98 958652.610 99 1096039.100 100 1218423.430 101 1137998.360 102 1418941.200 103 970762.590 104 989594.120 105 919097.970 106 1192496.930 107 1893768.810 108 1243667.875 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do ICMS,HWES,1.3564651012420654,"97 324023.0400 98 400571.7200 99 463269.5200 100 531930.4300 101 422041.3100 102 453122.1700 103 482704.5400 104 478842.5800 105 568277.4600 106 430080.0700 107 584867.9900 108 577542.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do IPVA,SARIMAX,3.029337167739868,"91 8365.977675 92 7940.919196 93 8372.897855 94 6948.504466 95 122678.360286 96 84916.919916 97 28284.511390 98 37434.670815 99 64008.078610 100 36161.669664 101 23454.785870 102 15790.360515 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do ITR,HWES,2.1173365116119385,"61 2024.550000 62 120.040000 63 31.200000 64 92.850000 65 306.240000 66 320.960000 67 403.860000 68 40926.970000 69 89239.120000 70 416.800000 71 4988.250000 72 4561.049316 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Transferencias LC 61_1989,HWES,1.0051109790802002,"85 2978.490000 86 3750.900000 87 4437.500000 88 4095.240000 89 4641.660000 90 4787.740000 91 3993.900000 92 4251.610000 93 7048.390000 94 3761.590000 95 4956.350000 96 4880.984863 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,IPTU,XGBoost,1.6797943115234375,"97 6.544713e+04 98 1.008433e+05 99 1.058064e+06 100 2.289483e+06 101 4.725043e+05 102 4.464753e+05 103 4.659016e+05 104 4.140460e+05 105 4.270095e+05 106 4.132776e+05 107 4.113120e+05 108 8.042669e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,ISS,AR,1.1670417785644531,"97 418848.7900 98 433456.4000 99 528806.6900 100 446101.8100 101 526599.0600 102 479209.8200 103 556947.5600 104 488301.1000 105 476831.7700 106 658334.4300 107 683851.5000 108 683851.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,ITBI,HWES,0.9081707000732422,"97 141785.63 98 84004.94 99 223442.23 100 214855.05 101 223634.54 102 116511.02 103 122175.77 104 132524.28 105 150157.04 106 119225.08 107 180525.49 108 165748.25 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,IRRF,HWES,2.337583303451538,"97 308425.28000 98 452339.91000 99 426784.67000 100 452327.55000 101 424237.27000 102 423431.42000 103 427092.79000 104 412987.85000 105 461709.14000 106 463172.43000 107 832524.98000 108 454727.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do FPM,HWES,1.0868918895721436,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3337989.07 103 2265112.70 104 2309052.89 105 2144561.87 106 2782492.78 107 4413293.79 108 3027215.00 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do ICMS,HWES,2.5707545280456543,"97 1512146.90 98 1603367.70 99 1991903.66 100 2287122.55 101 1814636.16 102 2032936.16 103 2161591.23 104 2146593.93 105 2543760.55 106 1940298.61 107 3254475.51 108 3256035.75 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do IPVA,SARIMAX,2.5324020385742188,"91 1.818174e+05 92 1.470359e+05 93 1.401733e+05 94 1.337865e+05 95 1.130626e+06 96 1.302030e+06 97 4.543804e+05 98 5.083418e+05 99 9.657955e+05 100 7.185233e+05 101 3.790399e+05 102 2.989986e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do ITR,HWES,1.3516666889190674,"24 85.810000 25 96.140000 26 112.370000 27 179.330000 28 62.810000 29 1093.960000 30 207.710000 31 13640.930000 32 17052.580000 33 699.530000 34 509.330000 35 505.508301 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Transferencias LC 61_1989,HWES,1.3481566905975342,"85 12806.560000 86 16127.570000 87 19079.820000 88 17608.200000 89 19957.640000 90 20585.690000 91 17172.510000 92 18280.570000 93 30305.760000 94 16173.650000 95 21310.720000 96 20934.404297 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,IPTU,MLP,1.768420934677124,"97 2.259484e+06 98 1.582261e+07 99 1.551989e+06 100 1.647172e+06 101 1.565696e+06 102 1.772685e+06 103 1.912560e+06 104 1.748111e+06 105 1.896856e+06 106 1.570183e+06 107 9.034447e+05 108 1.683065e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,ISS,XGBoost,1.2526650428771973,"97 2161097.21 98 2412639.46 99 2056230.08 100 2447836.23 101 2431444.46 102 2281434.45 103 2559933.94 104 2692109.49 105 3627796.87 106 2499480.33 107 2691637.31 108 2690557.25 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,ITBI,XGBoost,0.9908585548400879,"97 310641.28000 98 657310.98000 99 603715.00000 100 529346.32000 101 420136.86000 102 627108.06000 103 666035.05000 104 459212.66000 105 579027.00000 106 537681.40000 107 508118.65000 108 439724.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,IRRF,MLP,1.8163304328918457,"97 2084422.20 98 2176683.25 99 2083684.26 100 2172004.28 101 2181053.48 102 2094685.91 103 2121190.57 104 2144151.57 105 2210079.41 106 2220896.36 107 4434090.52 108 4434090.00 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do FPM,AR,2.6814401149749756,"97 7313023.76 98 4473712.11 99 5114849.05 100 5685975.88 101 4005370.91 102 7927013.49 103 4530225.39 104 4618105.77 105 4289123.72 106 5564985.59 107 8837587.61 108 5689668.00 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do ICMS,HWES,1.498016357421875,"97 4430479.45 98 4697749.73 99 5836131.52 100 6701101.26 101 5316750.76 102 5708297.87 103 6080967.97 104 6032315.94 105 7158990.10 106 5418020.74 107 7182338.54 108 6959934.50 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do IPVA,SARIMAX,1.6086194515228271,"91 7.635341e+05 92 6.314853e+05 93 6.101828e+05 94 5.694460e+05 95 5.614913e+06 96 4.638128e+06 97 1.808228e+06 98 2.093412e+06 99 3.374862e+06 100 3.044756e+06 101 1.641494e+06 102 1.295670e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do ITR,MLP,2.0273826122283936,"97 12796.490000 98 2229.990000 99 1397.620000 100 1854.710000 101 5750.270000 102 3323.090000 103 4662.670000 104 56953.900000 105 148142.690000 106 7384.260000 107 25584.180000 108 8682.224609 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Transferencias LC 61_1989,HWES,0.8034884929656982,"97 37522.280000 98 47252.630000 99 55902.480000 100 51590.780000 101 58474.430000 102 60314.620000 103 50314.230000 104 53560.730000 105 88793.660000 106 47387.610000 107 62438.860000 108 61336.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,IPTU,AR,1.3562350273132324,"97 136227.9500 98 22946.8300 99 34022.7400 100 29916.6300 101 22355.2100 102 19579.2600 103 13710.0300 104 16004.2900 105 62144.3500 106 44860.5600 107 22118.2100 108 406460.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,ISS,SES,1.256070613861084,"97 42999.520000 98 48634.970000 99 37489.890000 100 52795.770000 101 34761.440000 102 40388.000000 103 43348.790000 104 45795.610000 105 56341.800000 106 31795.800000 107 80204.820000 108 70591.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,ITBI,SES,1.4242253303527832,"97 4700.000000 98 17800.940000 99 20453.000000 100 8108.000000 101 16600.000000 102 15618.000000 103 10270.000000 104 25474.000000 105 32292.310000 106 16688.650000 107 15250.010000 108 16782.636719 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,IRRF,XGBoost,1.0482654571533203,"97 83528.99 98 92414.70 99 94193.05 100 88643.20 101 91758.42 102 86990.13 103 88046.27 104 101438.44 105 89671.76 106 102318.99 107 177219.25 108 177219.25 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do FPM,AR,2.3533973693847656,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1339492.625 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do ICMS,XGBoost,1.602762222290039,"97 454474.71 98 481891.07 99 598665.29 100 687393.12 101 549907.94 102 585552.18 103 623780.36 104 618789.67 105 734362.94 106 555775.82 107 755802.25 108 742785.50 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do IPVA,XGBoost,1.680715560913086,"97 35116.65000 98 88436.79000 99 126663.81000 100 57907.86000 101 40066.35000 102 32921.18000 103 15628.19000 104 12025.54000 105 3639.77000 106 3175.92000 107 185961.28000 108 180402.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,IPTU,AR,1.457188606262207,"96 20820.020000 97 120133.230000 98 73930.150000 99 4594.700000 100 3680.880000 101 6029.540000 102 2882.530000 103 3646.220000 104 3828.100000 105 8729.960000 106 4295.580000 107 15620.186523 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,ISS,XGBoost,1.7512993812561035,"97 26655.1800 98 31500.4900 99 17241.5900 100 44424.1500 101 28296.1900 102 47184.9500 103 19883.3800 104 24123.3400 105 30249.8500 106 28422.9000 107 48641.5800 108 46068.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,ITBI,MLP,2.3745529651641846,"94 15112.640000 95 23642.000000 96 18897.100000 97 7168.000000 98 21100.000000 99 7523.330000 100 48482.640000 101 16022.000000 102 20148.400000 103 11320.000000 104 18060.000000 105 14834.979492 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,IRRF,SARIMAX,2.48168683052063,"91 40176.774285 92 38125.331918 93 38618.414199 94 39926.304064 95 60583.855936 96 35748.881615 97 38379.582138 98 40833.142725 99 42203.640134 100 42010.799290 101 43187.739090 102 42771.525287 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do FPM,HWES,1.1377692222595215,"97 1567076.530 98 958652.590 99 1096039.060 100 1218423.400 101 1137998.320 102 845134.620 103 970665.730 104 989594.090 105 919097.950 106 1518145.070 107 1893768.770 108 1573240.125 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do ICMS,HWES,1.027479887008667,"97 422986.450 98 448503.280 99 557186.790 100 639767.140 101 507600.510 102 569229.380 103 605227.260 104 601042.870 105 712224.810 106 543359.190 107 915294.960 108 901754.125 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do IPVA,SARIMAX,2.1596975326538086,"91 17519.841438 92 18723.061627 93 14394.223082 94 15565.492967 95 160375.852025 96 119517.133567 97 53481.331722 98 86266.194172 99 115417.947885 100 102340.635982 101 28240.145563 102 33603.491368 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Transferencias LC 61_1989,AR,0.9115540981292725,"71 3582.300000 72 4511.280000 73 5337.090000 74 5691.000000 75 5582.640000 76 5758.320000 77 4803.570000 78 5113.530000 79 8477.280000 80 4524.170000 81 5961.130000 82 4347.759766 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,IPTU,HWES,1.5542840957641602,"82 789.300000 83 106727.980000 84 16005.490000 85 12079.100000 86 5146.820000 87 10351.330000 88 8056.550000 89 3999.790000 90 2387.320000 91 1936.670000 92 7222.080000 93 2804.874512 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,ISS,MLP,1.5148570537567139,"85 64912.350000 86 111237.040000 87 110116.190000 88 130131.340000 89 61787.420000 90 52477.330000 91 111522.940000 92 49003.180000 93 86793.550000 94 97274.250000 95 105973.780000 96 101221.960938 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,IRRF,XGBoost,1.4558002948760986,"85 26341.46000 86 44082.90000 87 44701.50000 88 49432.39000 89 51592.11000 90 53767.58000 91 52542.24000 92 51696.98000 93 80178.18000 94 65883.85000 95 110498.97000 96 105362.53125 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do FPM,XGBoost,0.8868544101715088,"85 1447261.91 86 877388.90 87 1040016.53 88 1156914.60 89 1082514.38 90 928395.23 91 1058586.61 92 974942.91 93 927625.18 94 1165856.01 95 1247741.48 96 1247741.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do ICMS,XGBoost,0.8489186763763428,"85 616977.07 86 662102.41 87 595426.60 88 738515.65 89 587061.10 90 592275.26 91 590900.58 92 576191.81 93 560740.16 94 543279.05 95 660515.64 96 533497.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do IPVA,MLP,1.4034595489501953,"81 15452.89000 82 24675.61000 83 60151.98000 84 32000.84000 85 15801.68000 86 8052.62000 87 33692.04000 88 4450.16000 89 3051.11000 90 2657.87000 91 138120.41000 92 138131.09375 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do ITR,AR,2.4181370735168457,"82 2291.240000 83 2466.660000 84 16470.510000 85 6207.660000 86 2837.050000 87 3617.980000 88 4809.340000 89 129949.060000 90 391783.170000 91 46276.790000 92 23480.640000 93 23308.130859 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Transferencias LC 61_1989,SARIMAX,2.4994332790374756,"40 5370.903400 41 3079.867777 42 4676.801842 43 6035.951932 44 5087.208527 45 4308.844533 46 4976.800963 47 2759.186387 48 6654.947627 49 3832.349529 50 3840.214530 51 7905.122929 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,IPTU,HWES,3.458660364151001,"96 71381.260000 97 133999.460000 98 399402.310000 99 60544.080000 100 38806.640000 101 50893.780000 102 62694.150000 103 34321.450000 104 25010.560000 105 8863.640000 106 36713.900000 107 59688.410156 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,ISS,XGBoost,1.044410228729248,"97 114274.940000 98 107890.540000 99 83068.770000 100 81993.590000 101 107777.790000 102 115539.610000 103 90259.310000 104 112851.580000 105 81931.540000 106 88994.690000 107 123373.460000 108 121795.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,ITBI,MLP,1.8194494247436523,"97 18640.000000 98 58542.800000 99 98828.720000 100 87420.000000 101 42342.300000 102 68342.570000 103 57640.740000 104 52914.300000 105 66232.400000 106 68615.560000 107 92919.000000 108 92919.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,IRRF,XGBoost,1.516752004623413,"96 86140.74000 97 88674.79000 98 80773.10000 99 90063.18000 100 75978.89000 101 80484.48000 102 82609.54000 103 94671.66000 104 92963.08000 105 83465.08000 106 157334.23000 107 157014.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do FPM,HWES,1.0757191181182861,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1312059.86 108 1287012.25 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do ICMS,HWES,0.8884692192077637,"97 735851.43 98 780241.96 99 969314.03 100 1112975.61 101 883050.88 102 955683.38 103 1009978.53 104 1001897.98 105 1189025.55 106 899870.65 107 1223738.49 108 1223416.50 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do ITR,MLP,2.5734972953796387,"92 6739.570000 93 0.250000 94 33291.830000 95 362.020000 96 766.910000 97 45288.240000 98 151.650000 99 15171.700000 100 251533.100000 101 436.590000 102 2643.750000 103 5729.554688 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,IPTU,SARIMAX,0.8529338836669922,"91 164556.779315 92 153513.809313 93 185019.056624 94 168336.167078 95 232748.827499 96 210739.120673 97 212332.532460 98 386707.833299 99 486198.758379 100 241340.949633 101 189643.020252 102 201786.378836 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,ISS,SES,1.0702648162841797,"97 230543.95000 98 191632.53000 99 284183.68000 100 289645.79000 101 402875.81000 102 395142.89000 103 286864.87000 104 285632.50000 105 310614.07000 106 258702.98000 107 354393.91000 108 348540.28125 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,ITBI,XGBoost,0.839327335357666,"97 70172.250000 98 42559.360000 99 35249.230000 100 100042.500000 101 130150.870000 102 35377.580000 103 39644.480000 104 40405.120000 105 17480.040000 106 43626.280000 107 32287.800000 108 36647.628906 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,IRRF,HWES,1.255838394165039,"97 145843.18000 98 158133.64000 99 186353.15000 100 181028.27000 101 130811.17000 102 163024.40000 103 162633.47000 104 166862.68000 105 146274.84000 106 179071.77000 107 389888.16000 108 170376.53125 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do FPM,MLP,1.0724520683288574,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3503907.85 103 2265112.70 104 2309052.89 105 2144561.87 106 2774894.29 107 4418793.77 108 2827483.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do ICMS,MLP,1.0127837657928467,"97 954479.940 98 1015018.850 99 1263043.000 100 1431834.750 101 1165060.470 102 1302164.570 103 1382943.510 104 1373441.430 105 1627406.120 106 1241945.850 107 1406203.600 108 1244569.375 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do IPVA,SARIMAX,1.3667106628417969,"91 112020.264575 92 93415.818851 93 89534.541497 94 187747.092502 95 267559.236077 96 437566.106644 97 227908.917288 98 303057.310568 99 507160.122930 100 302230.964278 101 215353.355022 102 154450.373319 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do ITR,XGBoost,2.1139636039733887,"97 119.720000 98 1515.650000 99 996.460000 100 498.090000 101 341.560000 102 296.910000 103 2117.750000 104 12758.940000 105 104113.620000 106 8416.160000 107 16408.820000 108 15964.200195 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Transferencias LC 61_1989,XGBoost,1.9985027313232422,"61 8171.880000 62 10291.030000 63 12174.860000 64 11235.810000 65 12735.000000 66 13135.760000 67 10957.800000 68 11664.860000 69 19338.140000 70 10320.430000 71 13598.400000 72 12995.634766 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,IPTU,MLP,2.018239974975586,"97 1.247667e+06 98 1.313969e+07 99 2.284554e+06 100 2.427076e+06 101 2.162734e+06 102 1.966847e+06 103 2.336912e+06 104 2.663109e+06 105 2.310817e+06 106 1.793362e+06 107 2.991381e+06 108 1.223579e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,ISS,MLP,1.1733219623565674,"97 1586802.380 98 1403657.390 99 1609633.080 100 1587617.400 101 1541594.510 102 1806789.220 103 1577119.770 104 1653738.330 105 1711507.180 106 1562378.130 107 1813249.410 108 1813131.625 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,ITBI,SES,0.9934711456298828,"97 395135.16 98 694732.10 99 397245.40 100 977428.22 101 708432.71 102 404016.21 103 740163.11 104 423762.13 105 391308.74 106 572414.24 107 573335.97 108 475149.00 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,IRRF,XGBoost,1.1011407375335693,"97 479291.810 98 250688.410 99 2317657.640 100 1330358.410 101 778141.900 102 1260296.020 103 765361.510 104 993638.360 105 877421.930 106 1117445.280 107 2336575.700 108 1463846.625 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do FPM,HWES,1.068777322769165,"97 5223588.38 98 3195508.65 99 3653463.61 100 4061411.33 101 3793327.73 102 4736529.48 103 3235875.28 104 3298646.98 105 3063659.82 106 3974989.67 107 6312562.60 108 4420955.00 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do ICMS,MLP,1.037928581237793,"97 2491611.52 98 2644303.56 99 3282121.71 100 3768563.07 101 2990032.49 102 3365797.51 103 3578043.64 104 3553677.20 105 4210476.97 106 3214376.86 107 4143609.36 108 3994056.75 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do IPVA,SARIMAX,1.4232101440429688,"84 5.692384e+05 85 2.967104e+05 86 1.898893e+06 87 2.037542e+06 88 8.708411e+05 89 1.244075e+06 90 2.015834e+06 91 1.424432e+06 92 6.061781e+05 93 6.281638e+05 94 6.470345e+05 95 3.952640e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do ITR,HWES,1.4393279552459717,"97 3270.220000 98 2574.120000 99 1961.470000 100 1956.970000 101 2041.570000 102 2078.910000 103 2427.450000 104 15217.890000 105 85277.190000 106 17358.770000 107 19327.680000 108 17824.123047 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Transferencias LC 61_1989,SARIMAX,2.9162209033966064,"51 22733.259560 52 22965.611396 53 21574.176049 54 24333.316260 55 14349.841765 56 31441.202445 57 31120.967472 58 23844.870528 59 23498.199018 60 28441.777598 61 22664.743831 62 25338.882501 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,IPTU,Prophet,2.4517641067504883,"89 95080.110 90 142238.840 91 162213.000 92 402974.970 93 2757105.570 94 370012.990 95 291531.110 96 253584.850 97 250844.750 98 110912.350 99 201617.180 100 199688.375 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,ISS,SES,1.4918255805969238,"93 9603209.63 94 8151100.30 95 6534324.50 96 5417283.12 97 7478631.87 98 6859105.52 99 8183371.75 100 6987653.68 101 5142705.19 102 10568757.55 103 7500449.32 104 7500451.50 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,ITBI,SES,0.8744726181030273,"93 219866.03000 94 312464.95000 95 136595.37000 96 154095.85000 97 598464.33000 98 164236.13000 99 784786.19000 100 622743.92000 101 581588.87000 102 426406.71000 103 273233.95000 104 275243.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,IRRF,XGBoost,1.6130380630493164,"93 677816.62 94 830683.95 95 898833.54 96 833963.89 97 904783.63 98 898263.63 99 881338.37 100 960646.10 101 892816.66 102 1600804.46 103 920060.25 104 920060.25 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do FPM,MLP,1.0621399879455566,"93 4701229.55 94 2875957.78 95 3288117.25 96 3655270.21 97 3413994.97 98 4256823.56 99 2912287.74 100 2968782.28 101 2757293.84 102 3577490.72 103 5681306.32 104 3777926.75 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do ICMS,MLP,0.9605669975280762,"93 1770956.25 94 1877789.83 95 2332825.10 96 2678571.76 97 2125217.62 98 2281727.28 99 2430691.38 100 2411244.15 101 2861599.61 102 2165697.38 103 2945142.44 104 2524448.00 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do ITR,AR,3.335477590560913,"76 944.350000 77 4305.070000 78 1501.480000 79 1499.250000 80 1716.740000 81 5045.780000 82 3411.630000 83 33089.510000 84 615683.320000 85 17257.890000 86 35514.480000 87 20775.472656 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Transferencias LC 61_1989,MLP,0.768855094909668,"93 14998.440000 94 18887.870000 95 22345.410000 96 20621.920000 97 23373.440000 98 24109.020000 99 20111.630000 100 21409.350000 101 35492.690000 102 18941.830000 103 24958.130000 104 20222.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,IPTU,AR,1.7765161991119385,"97 1.682314e+05 98 2.037473e+06 99 1.855350e+06 100 4.995853e+05 101 3.875191e+05 102 3.919109e+05 103 3.990003e+05 104 5.632828e+05 105 3.855663e+05 106 6.374942e+05 107 6.802046e+05 108 5.115492e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,ISS,Prophet,1.0397453308105469,"97 372265.800 98 480935.370 99 443699.500 100 475395.300 101 534318.580 102 489835.250 103 350600.420 104 463525.510 105 378332.950 106 451423.550 107 560175.570 108 529236.125 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,ITBI,MLP,1.0656204223632812,"97 332751.0900 98 154174.5700 99 221750.3600 100 386979.6900 101 209727.9900 102 417606.6300 103 474502.9600 104 321189.3700 105 485901.0200 106 153380.3500 107 772078.8600 108 772063.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,IRRF,XGBoost,1.0358972549438477,"96 456781.790 97 481705.330 98 734430.920 99 534852.100 100 533068.490 101 439776.930 102 556300.810 103 525458.680 104 521364.260 105 599957.570 106 1061068.730 107 1061068.625 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do FPM,HWES,1.0365569591522217,"97 4701229.56 98 2875957.78 99 3288117.26 100 3655270.21 101 3413994.97 102 4501616.07 103 2905896.79 104 2968782.28 105 2757293.84 106 3577490.72 107 5681306.32 108 3514389.50 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do ICMS,HWES,1.0509655475616455,"97 4058477.18 98 4303306.31 99 5346104.66 100 6138447.78 101 4870333.34 102 5229004.45 103 5570383.57 104 5525816.55 105 6575576.42 106 4963100.26 107 6749344.32 108 6749344.00 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do IPVA,XGBoost,2.6532652378082275,"97 552770.75 98 643663.36 99 1002081.14 100 1120392.58 101 630366.16 102 441417.86 103 304262.85 104 148309.43 105 122078.85 106 77527.95 107 1357735.02 108 1357597.25 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do ITR,XGBoost,2.5643203258514404,"46 7.432452e+04 47 1.646332e+05 48 1.728898e+05 49 9.443914e+04 50 3.353446e+04 51 1.196554e+05 52 3.410867e+04 53 4.937744e+05 54 3.887558e+06 55 6.688897e+05 56 6.251159e+05 57 5.042025e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Transferencias LC 61_1989,HWES,0.8192751407623291,"97 34719.280000 98 43722.850000 99 51726.470000 100 47736.920000 101 54106.070000 102 45927.790000 103 56435.830000 104 49559.160000 105 64473.610000 106 43847.230000 107 57773.980000 108 57297.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,IPTU,MLP,1.712411642074585,"97 12085098.98 98 3364026.94 99 2684972.71 100 3186706.64 101 2770085.59 102 2800009.04 103 2695420.17 104 2459446.68 105 2871703.38 106 2984512.03 107 3298747.36 108 3109777.50 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,ISS,XGBoost,0.8419702053070068,"97 2033829.52 98 1966929.42 99 2205296.63 100 2091211.11 101 2076640.56 102 2043862.36 103 1931461.49 104 2111300.81 105 2151493.83 106 2261919.16 107 2273144.05 108 2280671.25 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,ITBI,MLP,1.088421106338501,"97 469805.570 98 724649.130 99 381323.800 100 768539.420 101 738412.350 102 951285.320 103 1362250.460 104 855594.890 105 721582.440 106 1687762.340 107 931740.560 108 733151.125 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,IRRF,MLP,1.6053853034973145,"97 1294152.77 98 1108415.57 99 1533038.00 100 1284415.37 101 1237181.38 102 1256239.80 103 3804693.22 104 1627335.87 105 1702042.27 106 1542014.75 107 3711107.53 108 2958887.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do FPM,HWES,0.9968655109405518,"97 8880100.25 98 5432364.70 99 6210888.13 100 6904399.28 101 6448657.15 102 8279068.31 103 5500987.96 104 5607699.87 105 5208221.68 106 6757482.49 107 10731356.37 108 7192496.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do ICMS,SES,0.917802095413208,"97 3880674.53 98 4114777.56 99 5111890.67 100 5869521.07 101 4666181.18 102 5221001.24 103 6178938.26 104 5512823.05 105 6542697.40 106 5014230.95 107 4730663.78 108 4733406.00 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do IPVA,XGBoost,2.6921467781066895,"97 1810688.28 98 2102285.75 99 3194987.84 100 3242281.29 101 1795525.27 102 1313412.06 103 815012.60 104 489601.16 105 389399.25 106 253279.65 107 3519179.82 108 3519179.50 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do ITR,XGBoost,2.63071608543396,"97 22025.48 98 47953.36 99 119092.88 100 9577.56 101 9457.95 102 16165.27 103 71407.10 104 428522.37 105 2107649.77 106 653538.65 107 582493.40 108 571976.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,IPTU,XGBoost,1.4303741455078125,"97 19747923.14 98 5445486.41 99 4246890.63 100 4502497.99 101 4377727.91 102 4384533.08 103 4901257.39 104 5903005.53 105 5642252.40 106 5449125.65 107 5364442.18 108 15198255.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,ISS,MLP,0.9990148544311523,"97 6739097.27 98 7380978.67 99 8180696.10 100 7649904.32 101 7828783.98 102 8396999.13 103 8068780.34 104 9100233.33 105 8148131.59 106 8130650.31 107 8569294.15 108 8569293.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,ITBI,MLP,1.0625038146972656,"97 1172451.11 98 1377814.07 99 954411.04 100 1979255.49 101 1722651.49 102 1443948.92 103 1510050.92 104 1461783.41 105 1800376.77 106 1452856.28 107 1426198.38 108 1426775.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,IRRF,MLP,0.9470791816711426,"97 3260038.43 98 4160388.44 99 5182068.49 100 4166545.30 101 5405651.33 102 5567292.85 103 4377029.29 104 4808695.49 105 4880109.64 106 5037853.57 107 9681981.21 108 4726667.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do FPM,AR,1.1612436771392822,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 6723959.71 102 15188148.89 103 8436262.36 104 8599914.69 105 7987278.77 106 10363210.27 107 16457505.11 108 10695195.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do ICMS,HWES,1.48018479347229,"97 10269420.12 98 10888926.63 99 13527584.87 100 15532500.54 101 12323710.75 102 13231278.84 103 14095091.91 104 13982321.15 105 16593842.23 106 12558444.78 107 17078290.39 108 15716107.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do IPVA,SARIMAX,1.6831152439117432,"91 1.967832e+06 92 1.868808e+06 93 1.603584e+06 94 1.541528e+06 95 8.348286e+06 96 8.423633e+06 97 5.409004e+06 98 5.148865e+06 99 8.194623e+06 100 6.505781e+06 101 3.833377e+06 102 3.152771e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do ITR,MLP,3.0156209468841553,"89 1112.100000 90 1122.830000 91 1218.710000 92 1236.360000 93 1198.480000 94 1239.550000 95 1172.630000 96 4113.480000 97 12809.540000 98 2380.590000 99 2225.450000 100 1782.898071 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Transferencias LC 61_1989,SES,1.6041648387908936,"97 86972.990000 98 109526.990000 99 129576.540000 100 119582.460000 101 135538.050000 102 139803.400000 103 116623.490000 104 124148.600000 105 205815.070000 106 93602.600000 107 160964.510000 108 142455.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IPTU,XGBoost,1.3974387645721436,"93 862.060000 94 3558.180000 95 39742.290000 96 193797.030000 97 12874.480000 98 8886.590000 99 10426.310000 100 9470.670000 101 8095.630000 102 1671.950000 103 8617.200000 104 6419.775879 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ISS,MLP,1.7403078079223633,"97 22625.640000 98 61814.460000 99 22777.090000 100 52731.330000 101 47878.570000 102 32646.250000 103 45939.560000 104 25401.810000 105 54025.400000 106 42074.660000 107 38198.170000 108 38198.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ITBI,Prophet,1.680224895477295,"93 4062.500000 94 28448.000000 95 7319.540000 96 13894.990000 97 18604.360000 98 127093.450000 99 812105.090000 100 259269.920000 101 5411.410000 102 107822.960000 103 24518.570000 104 23984.253906 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IRRF,SARIMAX,1.912658452987671,"91 52976.478690 92 53320.185415 93 54139.709202 94 54886.655358 95 79107.546900 96 65351.941452 97 58435.829597 98 62973.477907 99 60619.039536 100 62852.986942 101 64752.575471 102 61979.939311 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do FPM,HWES,1.1061294078826904,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do ICMS,HWES,1.1090309619903564,"97 582828.8600 98 617988.2100 99 767742.1600 100 881528.7800 101 699417.7100 102 750925.6600 103 799950.3500 104 793550.1700 105 941763.9900 106 712739.7600 107 969258.2800 108 968990.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do IPVA,AR,2.747379779815674,"97 47329.86 98 90568.01 99 52910.01 100 45908.42 101 13778.57 102 8857.37 103 7119.97 104 5839.64 105 2368.78 106 2657.80 107 121482.51 108 121486.25 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do ITR,MLP,2.78379225730896,"85 563.380000 86 4316.690000 87 2739.060000 88 4223.920000 89 1985.800000 90 240.450000 91 293.250000 92 82787.110000 93 291612.300000 94 13510.890000 95 2778.680000 96 2764.880615 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Transferencias LC 61_1989,HWES,1.0264508724212646,"97 4936.040000 98 6216.060000 99 7353.950000 100 6786.750000 101 7692.280000 102 7934.360000 103 6618.820000 104 7045.900000 105 11680.780000 106 7130.260000 107 8213.810000 108 7610.618164 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,IPTU,HWES,1.681161880493164,"88 2.447957e+04 89 3.258370e+05 90 1.334917e+06 91 2.065112e+05 92 1.613219e+05 93 1.744983e+05 94 1.380640e+05 95 1.089826e+05 96 5.391987e+04 97 4.298919e+04 98 6.589915e+04 99 8.097992e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,ISS,HWES,0.9039244651794434,"97 148553.4800 98 143192.8700 99 173212.6700 100 277406.0000 101 149176.8400 102 198793.9700 103 218956.5900 104 133393.8100 105 156554.3600 106 164802.1900 107 155080.9400 108 157547.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,ITBI,XGBoost,0.8821859359741211,"97 114642.290000 98 97533.380000 99 44469.490000 100 113011.150000 101 134064.900000 102 92175.510000 103 120132.440000 104 78814.980000 105 127780.050000 106 123632.680000 107 45364.910000 108 38619.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do FPM,AR,1.0730412006378174,"97 2701281.500 98 1278203.460 99 1461385.450 100 1586756.500 101 1517331.100 102 1907422.420 103 1281539.550 104 1319458.720 105 1225463.930 106 1589995.880 107 2525025.100 108 1081996.375 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do ICMS,SES,1.2253081798553467,"97 7.642334e+05 98 8.704562e+05 99 1.006701e+06 100 1.024501e+06 101 9.171104e+05 102 1.028602e+06 103 1.093643e+06 104 1.086086e+06 105 1.286986e+06 106 9.818712e+05 107 7.969235e+05 108 8.124642e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do ITR,MLP,1.9339725971221924,"91 2.390000 92 26.820000 93 1155.390000 94 2.710000 95 2.490000 96 2.510000 97 706.640000 98 78211.230000 99 207176.050000 100 1069.430000 101 2980.930000 102 2965.719971 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Transferencias LC 61_1989,HWES,1.0003814697265625,"97 6472.380000 98 8150.820000 99 8535.160000 100 10006.820000 101 10086.500000 102 10403.920000 103 8863.280000 104 9238.920000 105 15316.410000 106 8174.090000 107 10770.350000 108 11046.549805 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,IPTU,AR,1.7625048160552979,"97 168873.73000 98 667908.66000 99 183515.46000 100 85880.98000 101 61198.91000 102 68422.91000 103 57570.20000 104 83454.79000 105 90460.15000 106 165501.27000 107 284749.02000 108 140202.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,ISS,XGBoost,1.0490872859954834,"97 135429.920000 98 193080.830000 99 180605.230000 100 218890.310000 101 220600.930000 102 190602.900000 103 207878.350000 104 214852.780000 105 178264.740000 106 178263.920000 107 209312.090000 108 213171.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,ITBI,HWES,1.1697642803192139,"97 57647.520 98 134227.970 99 46197.240 100 133708.240 101 67215.030 102 184283.060 103 379370.840 104 100081.390 105 468285.780 106 107936.480 107 72363.510 108 99334.375 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,IRRF,HWES,3.412627696990967,"97 330448.56 98 353293.14 99 296008.37 100 273771.97 101 294159.41 102 275918.65 103 277147.03 104 222108.12 105 326292.44 106 215355.27 107 560676.04 108 560676.00 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do FPM,SARIMAX,1.5716259479522705,"91 2.176970e+06 92 1.836817e+06 93 2.022385e+06 94 2.466972e+06 95 2.544745e+06 96 2.547518e+06 97 3.306714e+06 98 2.252586e+06 99 2.522364e+06 100 2.770825e+06 101 2.600223e+06 102 2.315536e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do ICMS,HWES,0.9691734313964844,"97 1201067.50 98 1591902.93 99 1977660.65 100 2270768.61 101 1801660.69 102 1934342.30 103 2060627.17 104 2044140.67 105 2425931.12 106 1835977.55 107 2496754.85 108 2148351.25 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do IPVA,XGBoost,1.5288276672363281,"97 184383.770 98 314955.690 99 536244.310 100 440796.730 101 170993.560 102 106194.130 103 80650.750 104 44619.830 105 52683.670 106 16324.090 107 490362.960 108 528245.625 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do ITR,SARIMAX,1.5445783138275146,"30 20288.311522 31 38682.724677 32 108338.074303 33 721029.127629 34 49921.333068 35 64623.455291 36 15166.458094 37 10136.206252 38 10650.079812 39 12200.141806 40 9458.645728 41 17045.048432 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,IPTU,AR,1.5349314212799072,"85 2004.430000 86 2102.460000 87 130224.840000 88 105314.150000 89 32705.210000 90 4787.880000 91 4291.250000 92 2206.950000 93 7619.180000 94 4957.290000 95 7330.690000 96 9223.386719 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,ISS,MLP,1.5346653461456299,"97 17751.370000 98 17059.450000 99 16031.130000 100 15420.710000 101 16139.530000 102 13291.950000 103 28339.100000 104 13876.210000 105 13141.020000 106 11328.510000 107 23608.440000 108 21030.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,ITBI,XGBoost,1.9048635959625244,"92 8804.570000 93 16451.500000 94 3945.020000 95 4251.490000 96 4208.740000 97 22220.060000 98 68262.070000 99 3114.290000 100 933.580000 101 6242.990000 102 988.480000 103 12336.001953 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,IRRF,XGBoost,2.278803825378418,"87 27868.210000 88 37746.650000 89 46370.370000 90 47874.920000 91 53421.030000 92 41160.610000 93 44289.940000 94 41622.690000 95 41938.180000 96 37499.250000 97 72462.430000 98 42648.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do FPM,MLP,2.2840304374694824,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1448272.875 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do ICMS,HWES,0.8932862281799316,"97 529254.8900 98 561182.3800 99 697170.8600 100 800498.1500 101 635126.8300 102 713944.5200 103 759015.6800 104 753812.4100 105 740143.0600 106 664430.2900 107 880163.5000 108 880103.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do IPVA,XGBoost,1.7417662143707275,"97 24681.590000 98 35084.350000 99 53287.800000 100 45866.330000 101 12335.820000 102 10396.970000 103 6779.250000 104 3808.490000 105 1069.800000 106 2825.580000 107 154012.380000 108 151402.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do ITR,XGBoost,1.0112736225128174,"70 90.640000 71 114.930000 72 12.570000 73 25.130000 74 35.010000 75 259.270000 76 78.100000 77 1064.480000 78 1018.560000 79 39.500000 80 82.050000 81 430.359924 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Transferencias LC 61_1989,XGBoost,1.3754401206970215,"97 5554.940000 98 5827.440000 99 6495.190000 100 6162.920000 101 6985.200000 102 7205.020000 103 6010.410000 104 6398.230000 105 9237.230000 106 7030.650000 107 7458.810000 108 7372.554199 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,IPTU,XGBoost,1.5503675937652588,"72 9.802771e+04 73 1.709272e+05 74 1.121122e+05 75 3.064563e+05 76 1.321299e+06 77 1.955825e+05 78 1.977793e+05 79 1.637307e+05 80 1.628143e+05 81 1.219120e+05 82 8.078470e+04 83 8.017923e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,ISS,XGBoost,1.132685899734497,"81 299839.600 82 315618.840 83 289417.020 84 355365.660 85 322089.870 86 296558.740 87 459822.510 88 314232.570 89 356643.580 90 398691.240 91 401345.350 92 399035.375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,ITBI,XGBoost,0.9787075519561768,"81 52675.580000 82 90630.470000 83 113609.190000 84 117243.860000 85 400988.260000 86 63720.450000 87 60111.070000 88 74386.040000 89 83181.080000 90 102638.860000 91 107118.340000 92 64083.988281 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,IRRF,XGBoost,1.9570364952087402,"81 222679.47000 82 273159.22000 83 291635.88000 84 288747.08000 85 283644.57000 86 274123.46000 87 305350.38000 88 276817.87000 89 275879.59000 90 273081.26000 91 526662.37000 92 523159.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do FPM,MLP,2.4182026386260986,"81 3656511.87 82 2236856.05 83 2557424.53 84 2842987.92 85 2655329.41 86 3310862.75 87 2265112.71 88 2309052.89 89 2144561.87 90 2782492.78 91 4418793.79 92 2947301.75 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ICMS,XGBoost,1.0632364749908447,"81 796620.310 82 857362.840 83 1054424.150 84 1209677.560 85 958517.970 86 1037855.940 87 1105613.060 88 1096767.400 89 1301614.000 90 985079.120 91 1305859.120 92 1125464.125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do IPVA,SARIMAX,1.3208389282226562,"78 1520.284594 79 726164.163648 80 494712.767847 81 243203.220163 82 339249.595404 83 647455.649734 84 387581.184759 85 270685.173227 86 155828.894294 87 197435.982539 88 96388.327200 89 63431.255755 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ITR,AR,1.7737505435943604,"78 199.770000 79 255.810000 80 158.900000 81 130.880000 82 176.620000 83 141.120000 84 173.910000 85 4308.680000 86 8038.650000 87 573.320000 88 307.080000 89 331.772308 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Transferencias LC 61_1989,SES,0.7483882904052734,"81 6822.13000 82 8591.26000 83 10163.91000 84 9379.98000 85 10631.53000 86 10966.11000 87 9147.89000 88 9738.15000 89 16144.03000 90 8615.78000 91 11352.34000 92 11258.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,IPTU,HWES,1.6414172649383545,"91 1374.680000 92 3612.650000 93 1387.420000 94 60545.920000 95 267598.180000 96 21585.760000 97 21455.420000 98 24634.590000 99 24958.770000 100 16862.000000 101 12396.710000 102 42426.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,ISS,XGBoost,2.2663676738739014,"97 57129.510000 98 64038.230000 99 69816.350000 100 68489.150000 101 59381.970000 102 65035.700000 103 60802.300000 104 74331.550000 105 83649.210000 106 55245.990000 107 89411.680000 108 92227.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,ITBI,MLP,3.058011531829834,"97 14671.550000 98 19494.540000 99 21004.000000 100 32738.000000 101 37194.000000 102 52749.350000 103 48219.000000 104 33344.110000 105 48574.290000 106 24564.470000 107 49588.560000 108 51412.605469 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,IRRF,MLP,2.0168745517730713,"97 155546.660000 98 167256.970000 99 194856.160000 100 189457.720000 101 195681.150000 102 186957.140000 103 186673.260000 104 184598.450000 105 192577.530000 106 193017.140000 107 360958.710000 108 181287.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do FPM,HWES,1.062070608139038,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1222779.625 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do ICMS,HWES,0.8769636154174805,"97 1951572.02 98 2069301.31 99 2570744.62 100 2951753.20 101 2341963.69 102 2632737.79 103 2798935.53 104 2779751.68 105 3293681.38 106 2513866.97 107 4279174.20 108 4171515.25 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do IPVA,SARIMAX,1.3340630531311035,"91 26889.587849 92 24998.783979 93 22907.330362 94 20407.195045 95 212365.365398 96 176180.276034 97 78979.402909 98 140140.576680 99 204408.822575 100 120070.933697 101 59207.568108 102 37650.032997 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do ITR,XGBoost,1.397935390472412,"90 216.400000 91 232.520000 92 104.760000 93 237.050000 94 162.980000 95 108.870000 96 1358.730000 97 8544.600000 98 7772.630000 99 346.700000 100 1145.780000 101 1088.924316 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,IPTU,XGBoost,1.7266254425048828,"97 9.267420e+03 98 1.563864e+04 99 2.708706e+04 100 1.098397e+06 101 6.867502e+04 102 5.885837e+04 103 9.068210e+04 104 6.532117e+04 105 2.326306e+04 106 2.654994e+04 107 2.428860e+04 108 1.492344e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,ISS,XGBoost,0.8207814693450928,"97 77522.01000 98 116628.59000 99 122955.10000 100 88361.73000 101 132238.80000 102 93826.89000 103 104095.55000 104 104651.41000 105 144115.39000 106 125481.29000 107 105431.11000 108 105020.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,ITBI,HWES,2.075349807739258,"85 45377.920000 86 31460.000000 87 32779.000000 88 43830.680000 89 27538.430000 90 31607.980000 91 50890.000000 92 40460.000000 93 176931.400000 94 44865.180000 95 128693.480000 96 125848.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,IRRF,Prophet,2.2782530784606934,"85 48108.820000 86 55947.420000 87 69064.930000 88 66877.390000 89 74458.820000 90 51258.390000 91 62304.450000 92 77750.080000 93 69304.210000 94 57386.710000 95 95864.930000 96 95836.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do FPM,HWES,1.0916125774383545,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420862.76 103 970762.57 104 989594.09 105 919097.95 106 1518145.07 107 1568120.61 108 1405577.25 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do ICMS,HWES,1.0599360466003418,"97 665957.710 98 704696.530 99 883231.700 100 1003273.110 101 788459.260 102 845043.600 103 896844.540 104 888931.070 105 1056375.820 106 797959.400 107 1136528.960 108 1151701.625 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do IPVA,AR,1.3656084537506104,"97 83077.83000 98 76242.91000 99 140139.24000 100 99382.39000 101 32283.83000 102 27495.63000 103 17134.87000 104 11000.51000 105 8535.20000 106 7698.11000 107 302618.77000 108 281570.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Transferencias LC 61_1989,XGBoost,0.9300684928894043,"97 2195.200000 98 2764.470000 99 3270.520000 100 3752.440000 101 3421.000000 102 3528.650000 103 2943.580000 104 3133.520000 105 5194.780000 106 2772.380000 107 3652.930000 108 2902.003418 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,IPTU,XGBoost,1.4726052284240723,"78 11990.450000 79 9785.170000 80 1200.110000 81 5633.560000 82 4224.180000 83 1131.300000 84 109273.080000 85 154617.770000 86 20185.250000 87 6801.730000 88 3578.770000 89 2171.830566 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,ISS,SES,3.1129727363586426,"97 28068.770000 98 35348.180000 99 41675.430000 100 31510.450000 101 42978.710000 102 31439.970000 103 36904.500000 104 44402.120000 105 28888.770000 106 30269.420000 107 33117.440000 108 32462.080078 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,ITBI,SARIMAX,2.57000732421875,"91 27910.941471 92 27238.951263 93 34160.243915 94 28585.020954 95 25500.852957 96 24758.408814 97 28927.393608 98 32385.590410 99 31252.688133 100 41855.992829 101 42245.202120 102 36902.955671 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,IRRF,XGBoost,1.654076099395752,"97 28767.92000 98 37653.76000 99 40458.98000 100 38244.39000 101 41411.65000 102 48816.77000 103 33694.15000 104 35053.62000 105 34262.29000 106 34597.99000 107 63445.91000 108 63445.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do FPM,HWES,1.0996017456054688,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1430566.75 103 961154.65 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1244912.50 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do ICMS,HWES,0.9503514766693115,"97 332340.040 98 352388.580 99 437781.110 100 513125.110 101 398821.210 102 428192.020 103 456146.810 104 452497.330 105 537011.650 106 406417.700 107 538763.070 108 524312.125 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do IPVA,SARIMAX,2.033041000366211,"91 27047.177837 92 33880.087077 93 30153.803829 94 27216.204930 95 136922.449794 96 192381.785780 97 72775.913104 98 153883.935392 99 275721.524719 100 166870.906396 101 45115.137605 102 37857.084532 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do ITR,SARIMAX,3.0408129692077637,"82 2616.523427 83 2903.572875 84 3243.475370 85 4208.896973 86 5699.074679 87 5646.374667 88 4620.819003 89 4215.113780 90 4141.637658 91 3972.033806 92 3530.048012 93 3376.735300 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Transferencias LC 61_1989,HWES,2.639479398727417,"97 2814.630000 98 3544.500000 99 4193.350000 100 3869.930000 101 4386.280000 102 3723.320000 103 3774.170000 104 4017.690000 105 6660.580000 106 3554.640000 107 4683.670000 108 4666.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,IPTU,MLP,2.659451484680176,"97 3743332.77 98 1735976.04 99 1454560.09 100 1485419.94 101 2161588.53 102 1819649.46 103 2073376.70 104 2215571.62 105 3294582.75 106 1532791.61 107 1591129.70 108 26108394.00 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,ISS,AR,1.2356834411621094,"97 1240277.13 98 1229695.19 99 1073097.09 100 3023827.33 101 1020985.75 102 1274564.27 103 1136137.01 104 1110003.75 105 1955358.71 106 1050568.87 107 1301066.86 108 1301071.00 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,ITBI,HWES,1.371995449066162,"97 1163223.71 98 1450663.41 99 1307030.17 100 1171821.27 101 1164976.16 102 1311867.06 103 1303327.85 104 907859.22 105 1847383.51 106 1882492.01 107 2168210.57 108 1807088.50 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,IRRF,MLP,1.7152295112609863,"96 888619.840 97 1045904.350 98 821121.630 99 1533776.890 100 1067350.690 101 1076626.770 102 1056273.640 103 948303.420 104 1088290.450 105 652418.940 106 2108146.550 107 1127558.625 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do FPM,HWES,1.1377408504486084,"97 4701229.55 98 4350280.50 99 3288117.25 100 2180947.49 101 3413994.97 102 4285647.30 103 2912287.74 104 2968782.28 105 2757293.84 106 3577490.72 107 5681306.32 108 3997151.50 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do ICMS,XGBoost,1.1351962089538574,"97 1113102.880 98 1180251.210 99 1466255.500 100 1683568.370 101 1335767.540 102 1434138.880 103 1527767.610 104 1515544.390 105 1798607.250 106 1361210.370 107 1851116.620 108 1748347.625 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do ITR,XGBoost,2.068993330001831,"92 557.20000 93 265.36000 94 355.09000 95 1093.63000 96 488.78000 97 1411.53000 98 643.01000 99 4571.22000 100 12743.94000 101 1076.57000 102 764.42000 103 361.96814 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Transferencias LC 61_1989,SES,0.9406325817108154,"85 9522.200000 86 11991.520000 87 14186.650000 88 13092.460000 89 14812.640000 90 15333.040000 91 12768.480000 92 13592.380000 93 22533.630000 94 12025.800000 95 15845.420000 96 15561.004883 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,IPTU,AR,2.26167631149292,"85 164565.41000 86 678471.81000 87 42786.12000 88 44649.33000 89 40839.61000 90 71319.15000 91 47177.13000 92 28689.10000 93 31022.49000 94 30651.71000 95 47582.21000 96 36453.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,ISS,XGBoost,0.9628510475158691,"85 125183.58000 86 136480.03000 87 109416.72000 88 106486.07000 89 109626.75000 90 118361.72000 91 144957.53000 92 127318.87000 93 145338.55000 94 115462.47000 95 120283.86000 96 137444.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,ITBI,XGBoost,1.3544223308563232,"85 14152.500000 86 47745.000000 87 46393.350000 88 23690.000000 89 46286.080000 90 51430.000000 91 71682.170000 92 139891.240000 93 38293.970000 94 61387.250000 95 42900.000000 96 42900.019531 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,IRRF,Prophet,1.348489761352539,"85 54995.290000 86 68905.400000 87 67469.740000 88 175343.170000 89 95082.950000 90 112684.000000 91 142501.850000 92 133506.530000 93 127296.660000 94 115147.700000 95 195839.660000 96 195692.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do FPM,XGBoost,2.3990840911865234,"85 1929682.54 86 1169851.85 87 1386688.69 88 1542552.79 89 1443352.50 90 1942661.64 91 1411448.82 92 1299923.87 93 1236833.60 94 1554474.68 95 2415341.94 96 1809094.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do ICMS,HWES,1.823760747909546,"85 1340791.780 86 1438856.490 87 1293959.130 88 1604914.990 89 1275779.530 90 1287110.760 91 1336373.430 92 1252158.770 93 1218579.800 94 1180634.000 95 1435408.260 96 1267917.375 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do IPVA,MLP,1.7955539226531982,"85 1.376596e+05 86 1.783956e+05 87 3.811946e+05 88 2.401002e+05 89 7.321384e+04 90 5.652298e+04 91 4.194908e+04 92 4.638795e+04 93 3.261379e+04 94 1.733110e+04 95 1.261925e+06 96 9.325839e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do ITR,MLP,1.8455796241760254,"85 104.300000 86 350.250000 87 673.040000 88 138.940000 89 538.060000 90 383.820000 91 1797.400000 92 5386.490000 93 14723.530000 94 135.750000 95 94.750000 96 1159.266479 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Transferencias LC 61_1989,AR,0.8230741024017334,"85 17666.430000 86 15971.620000 87 14521.900000 88 11121.970000 89 10323.590000 90 12545.860000 91 8745.940000 92 13229.350000 93 14192.990000 94 9870.520000 95 12750.620000 96 12616.833008 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,IPTU,AR,1.591233253479004,"96 615.150000 97 7995.820000 98 29010.210000 99 80250.370000 100 6977.100000 101 6288.620000 102 2066.350000 103 2110.090000 104 1917.050000 105 1211.440000 106 3806.520000 107 2393.819824 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,ISS,XGBoost,1.9420382976531982,"97 14595.700000 98 15936.160000 99 12998.270000 100 16819.760000 101 16094.520000 102 17297.960000 103 20348.500000 104 16815.630000 105 18934.020000 106 21163.120000 107 23779.310000 108 23677.923828 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,ITBI,XGBoost,1.431236982345581,"92 10835.000000 93 1873.800000 94 7000.000000 95 3120.000000 96 6895.000000 97 5240.000000 98 8600.000000 99 10888.760000 100 8971.960000 101 3044.960000 102 1696.050000 103 3219.137451 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,IRRF,MLP,3.2046310901641846,"97 25270.330000 98 21330.870000 99 21661.780000 100 23948.760000 101 17714.650000 102 20766.670000 103 27725.400000 104 22599.200000 105 19765.150000 106 17335.980000 107 58760.840000 108 52096.972656 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do FPM,HWES,1.7388107776641846,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1400124.125 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do ICMS,HWES,0.9682314395904541,"97 320005.7900 98 339310.2400 99 421533.6000 100 484008.8500 101 384019.6300 102 412300.4000 103 439217.7000 104 435703.6500 105 517081.3900 106 391334.1900 107 532177.2700 108 529843.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do IPVA,SARIMAX,1.9956140518188477,"91 11757.609027 92 9790.972642 93 9376.519236 94 8901.672373 95 117893.258313 96 89892.572871 97 27592.044471 98 40417.335580 99 103258.524394 100 42624.795814 101 16825.542860 102 11034.248021 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do ITR,XGBoost,1.1102447509765625,"53 15.37000 54 129.00000 55 980.27000 56 1837.59000 57 130.34000 58 33.03000 59 31.00000 60 263.12000 61 1787.71000 62 1301.99000 63 84.58000 64 87.43615 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Transferencias LC 61_1989,HWES,1.0832157135009766,"97 2710.150000 98 3412.940000 99 4037.710000 100 3726.270000 101 4223.480000 102 4356.390000 103 3634.080000 104 3868.560000 105 6413.370000 106 3422.710000 107 4509.830000 108 4360.362793 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,IPTU,AR,0.899235725402832,"81 673.790000 82 1958.390000 83 1717.100000 84 41330.870000 85 26316.920000 86 9833.860000 87 5980.730000 88 10552.970000 89 1226.800000 90 3161.370000 91 1806.220000 92 2094.217041 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,ISS,XGBoost,1.5724623203277588,"97 25965.050000 98 27185.400000 99 33584.600000 100 26342.590000 101 39739.350000 102 26274.730000 103 27113.110000 104 26020.020000 105 33439.160000 106 20452.220000 107 30559.710000 108 30593.974609 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,ITBI,HWES,2.342498540878296,"93 20794.200000 94 10431.980000 95 5825.780000 96 12653.220000 97 33219.170000 98 45682.220000 99 10467.230000 100 46454.500000 101 7545.990000 102 14710.310000 103 28463.610000 104 26206.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,IRRF,XGBoost,2.3439605236053467,"87 82350.850000 88 81040.620000 89 79578.200000 90 75861.390000 91 78931.960000 92 64479.260000 93 89762.590000 94 86155.270000 95 89503.400000 96 81302.600000 97 175545.770000 98 54802.332031 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do FPM,HWES,2.0314834117889404,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1312043.00 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do ICMS,HWES,1.0616462230682373,"97 338789.87 98 359227.47 99 446277.26 100 512419.74 101 406561.25 102 436502.06 103 464999.38 104 461279.05 105 547433.56 106 414305.13 107 563415.59 108 524798.25 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do IPVA,SARIMAX,1.3464131355285645,"81 27313.321253 82 28907.109507 83 35501.774535 84 72032.750443 85 75175.829296 86 58529.619334 87 67608.680945 88 76058.781211 89 63444.908019 90 52624.192634 91 53913.482705 92 56525.515824 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do ITR,SARIMAX,1.562253713607788,"61 2090.617800 62 2429.137064 63 2277.019624 64 2713.475617 65 3055.791659 66 3139.467031 67 3565.108251 68 4515.660688 69 4432.746996 70 2716.769703 71 2636.626976 72 2652.265411 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Transferencias LC 61_1989,HWES,1.1822986602783203,"97 2869.240000 98 3613.300000 99 4274.740000 100 3945.030000 101 4471.400000 102 4612.130000 103 3847.420000 104 4095.660000 105 6789.850000 106 3623.630000 107 4774.570000 108 4422.731934 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,IPTU,AR,1.7247257232666016,"97 710392.760 98 2879281.950 99 190286.080 100 500889.860 101 214536.750 102 311898.980 103 111717.100 104 264703.650 105 353996.940 106 322663.390 107 257421.330 108 409684.625 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,ISS,XGBoost,1.1543090343475342,"97 531195.1000 98 674700.8400 99 782548.1700 100 685023.0300 101 686704.3600 102 730342.8000 103 666554.5000 104 703740.8100 105 761756.0800 106 709144.3100 107 767127.9100 108 767127.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,ITBI,XGBoost,1.1209146976470947,"97 157455.080000 98 204637.670000 99 249882.860000 100 175182.900000 101 172437.960000 102 180767.640000 103 160290.570000 104 274462.670000 105 238875.120000 106 254006.910000 107 171171.140000 108 172820.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,IRRF,XGBoost,3.634507417678833,"97 427826.04000 98 419093.53000 99 416911.48000 100 402981.39000 101 395849.92000 102 404807.73000 103 386279.62000 104 411464.06000 105 406497.82000 106 409196.62000 107 757938.12000 108 445820.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do FPM,HWES,1.70945143699646,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3310862.76 103 339766.88 104 4234398.71 105 2144561.87 106 2782492.78 107 4418793.79 108 4293032.50 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do ICMS,HWES,1.2000877857208252,"97 1494934.77 98 1545296.22 99 1919760.01 100 2019602.09 101 1916931.82 102 1877709.89 103 2000297.47 104 1984293.67 105 1933493.38 106 2204591.90 107 2423656.50 108 2364057.00 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do IPVA,SARIMAX,1.8039064407348633,"91 1.504708e+05 92 1.165784e+05 93 1.296718e+05 94 1.308860e+05 95 1.358427e+06 96 1.233885e+06 97 3.815795e+05 98 4.803134e+05 99 8.792825e+05 100 4.292939e+05 101 4.109726e+05 102 2.441887e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do ITR,SARIMAX,3.3899288177490234,"80 84576.264051 81 150599.298907 82 1149.055183 83 2214.689544 84 2679.206121 85 -158.352454 86 6329.661778 87 2720.355631 88 133.426319 89 1225.559656 90 947.108659 91 3333.114361 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barão - RS,IPTU,XGBoost,1.689404010772705,"97 61605.85000 98 49991.94000 99 78448.04000 100 86545.80000 101 58939.78000 102 20814.96000 103 11607.49000 104 11912.71000 105 19501.49000 106 7377.28000 107 119262.12000 108 382907.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,ISS,XGBoost,1.1883158683776855,"97 75547.540000 98 148366.550000 99 104533.330000 100 142730.920000 101 112379.430000 102 89918.520000 103 85822.960000 104 91287.230000 105 100203.740000 106 87461.020000 107 106972.700000 108 106495.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,ITBI,MLP,3.0271687507629395,"97 27570.000000 98 35320.000000 99 10836.000000 100 14295.000000 101 13055.000000 102 12793.440000 103 10923.640000 104 19827.920000 105 18920.000000 106 28200.000000 107 3326.560000 108 17960.720703 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,IRRF,XGBoost,2.0668585300445557,"97 77843.310000 98 90369.050000 99 90801.700000 100 86221.090000 101 87345.290000 102 77288.360000 103 79983.210000 104 83200.290000 105 83544.970000 106 78007.700000 107 132668.980000 108 116305.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do FPM,HWES,1.156752347946167,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1221166.875 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do ICMS,HWES,1.011042594909668,"97 670598.240 98 713131.650 99 887388.390 100 1018047.450 101 806675.120 102 873444.810 103 942808.750 104 923023.850 105 1095419.840 106 829028.580 107 1098992.460 108 1033718.375 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do IPVA,AR,1.9967057704925537,"97 95823.04000 98 123845.93000 99 201076.12000 100 124367.51000 101 44453.93000 102 33047.32000 103 34568.33000 104 13168.32000 105 18804.70000 106 6743.02000 107 347887.06000 108 278014.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do ITR,AR,1.9767470359802246,"83 30.650000 84 72.710000 85 37.640000 86 27.790000 87 49.560000 88 73.690000 89 10.000000 90 1300.680000 91 7063.880000 92 79.490000 93 229.170000 94 210.066238 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Transferencias LC 61_1989,SARIMAX,1.7933969497680664,"51 7580.144811 52 5612.481992 53 5912.735254 54 7085.224010 55 5585.562725 56 7718.492622 57 8901.543406 58 7297.725324 59 8168.934228 60 8398.475283 61 6911.366668 62 7110.723618 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,IPTU,HWES,3.9890995025634766,"94 212567.14 95 432260.39 96 338650.86 97 713356.29 98 3016470.37 99 519997.25 100 443405.65 101 385998.63 102 450873.47 103 398447.35 104 469894.42 105 219711.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,ISS,XGBoost,1.9984467029571533,"97 430246.4900 98 587177.5500 99 517438.4300 100 556044.9900 101 496319.8900 102 473856.1300 103 551220.4900 104 454037.6500 105 491211.2400 106 459017.3900 107 556775.5900 108 573565.1875 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,ITBI,MLP,1.126112461090088,"97 142792.500 98 280545.380 99 278293.560 100 370644.650 101 450985.740 102 286049.980 103 630742.220 104 283357.580 105 246598.290 106 214357.310 107 284358.210 108 332316.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do FPM,HWES,1.1531333923339844,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2837882.37 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2454116.25 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do ICMS,HWES,1.1480317115783691,"97 1948779.92 98 2066340.78 99 2567066.65 100 2947530.12 101 2338613.07 102 2510838.02 103 2674759.77 104 2653359.81 105 3148935.96 106 2383157.43 107 3240867.43 108 3096053.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do IPVA,SARIMAX,1.787109136581421,"91 136446.675236 92 135386.995863 93 123571.337994 94 119648.663774 95 706717.249023 96 774335.638842 97 407778.272401 98 486906.008300 99 791397.860965 100 504138.897978 101 265556.461085 102 230998.130248 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do ITR,AR,3.052720546722412,"73 5.092729e+04 74 2.406649e+04 75 9.513320e+03 76 1.198930e+04 77 1.148855e+04 78 8.924290e+03 79 1.294229e+04 80 2.507922e+05 81 1.146247e+06 82 7.015147e+04 83 1.283334e+05 84 5.490791e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,IPTU,Prophet,1.391125202178955,"84 25073.560000 85 44195.830000 86 56827.860000 87 95236.830000 88 183860.310000 89 225562.460000 90 31579.610000 91 5964.310000 92 10065.200000 93 7774.760000 94 7944.860000 95 4698.127441 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,ISS,XGBoost,0.9642529487609863,"97 74860.99 98 67601.16 99 73990.54 100 76877.98 101 76554.87 102 80193.31 103 85152.17 104 72589.35 105 85740.20 106 85606.06 107 84407.49 108 72085.50 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,ITBI,SES,1.9704816341400146,"97 27044.610000 98 17469.050000 99 31974.400000 100 41206.260000 101 14295.120000 102 69514.310000 103 18157.730000 104 33606.160000 105 46513.270000 106 24747.250000 107 28365.570000 108 35958.621094 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,IRRF,XGBoost,0.9522461891174316,"97 54301.080000 98 84312.230000 99 77327.290000 100 75554.160000 101 64995.480000 102 72054.060000 103 70504.910000 104 62853.350000 105 94645.410000 106 73180.120000 107 131188.420000 108 94439.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do FPM,HWES,1.2619454860687256,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1430566.75 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1304429.50 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do ICMS,MLP,1.2606654167175293,"97 1007888.53 98 1068689.75 99 1327659.93 100 1524431.65 101 1209506.13 102 1298579.07 103 1383357.68 104 1372289.85 105 1628596.63 106 1232544.03 107 1676142.63 108 1683954.25 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do IPVA,AR,1.9405889511108398,"97 120195.26000 98 154231.08000 99 193746.57000 100 187949.47000 101 66195.61000 102 33445.12000 103 28491.31000 104 21684.15000 105 16381.19000 106 9629.77000 107 481308.80000 108 481308.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do ITR,XGBoost,2.012341260910034,"66 2461.740000 67 26.060000 68 102.850000 69 19.430000 70 39.530000 71 10.990000 72 52.880000 73 1449.510000 74 2478.240000 75 46.170000 76 583.900000 77 583.951233 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,IPTU,HWES,1.062321424484253,"94 11716.950000 95 147568.840000 96 881781.450000 97 155089.430000 98 123306.380000 99 102939.260000 100 97571.830000 101 20810.160000 102 35215.270000 103 30994.630000 104 39952.430000 105 32285.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,ISS,XGBoost,1.1845083236694336,"97 161481.20000 98 146900.70000 99 154671.14000 100 169027.94000 101 196793.52000 102 217547.35000 103 256393.42000 104 196525.16000 105 271094.20000 106 324488.30000 107 208989.08000 108 293769.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,ITBI,HWES,1.1838533878326416,"97 55360.0200 98 104182.6500 99 120700.0200 100 91286.1500 101 105489.8000 102 100183.9800 103 58590.9800 104 80738.0000 105 33212.4500 106 57359.0000 107 71777.6200 108 77690.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,IRRF,MLP,1.3849608898162842,"97 83302.590000 98 135887.770000 99 131114.460000 100 121795.120000 101 119594.600000 102 122533.790000 103 114585.540000 104 123083.930000 105 120087.340000 106 127358.420000 107 209951.420000 108 209951.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do FPM,AR,1.3153486251831055,"97 2611794.190 98 1597754.320 99 1826731.800 100 2030705.680 101 1896663.880 102 2647781.240 103 1617937.630 104 1649323.500 105 1531829.910 106 1987494.860 107 3156281.280 108 1664296.625 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do ICMS,HWES,1.0492780208587646,"97 883003.49 98 1091608.24 99 1262467.64 100 1490912.11 101 1150115.58 102 1234814.74 103 1315430.46 104 1304906.11 105 1326924.63 106 1449150.71 107 1593838.76 108 1600758.00 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do IPVA,SARIMAX,3.269831418991089,"91 43762.268583 92 36864.449290 93 38614.598563 94 36462.867870 95 574652.952698 96 431963.492823 97 129824.253091 98 159280.056805 99 322532.052920 100 248214.939513 101 105409.470427 102 70962.157717 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do ITR,AR,2.7816169261932373,"90 95.110000 91 106.340000 92 53.730000 93 35.870000 94 64.200000 95 14.130000 96 340.900000 97 7240.280000 98 5653.030000 99 220.730000 100 237.920000 101 257.426056 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Transferencias LC 61_1989,AR,0.8769824504852295,"73 8116.770000 74 10221.630000 75 12092.750000 76 11160.060000 77 12649.130000 78 13047.200000 79 10883.910000 80 11586.200000 81 17223.260000 82 12731.430000 83 13506.700000 84 13940.743164 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,IPTU,MLP,1.5027234554290771,"80 234.450000 81 40.950000 82 1677.450000 83 61330.920000 84 8376.860000 85 4530.390000 86 4480.360000 87 603.240000 88 282.860000 89 269.770000 90 429.720000 91 1073.688354 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,ISS,XGBoost,1.8691184520721436,"97 27775.920000 98 26046.300000 99 25698.960000 100 23209.450000 101 25429.360000 102 22390.450000 103 25829.300000 104 17427.190000 105 22112.450000 106 20493.350000 107 23277.580000 108 21887.236328 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,ITBI,XGBoost,1.3043885231018066,"94 3000.000000 95 4361.420000 96 15782.810000 97 9137.580000 98 2363.260000 99 600.000000 100 5672.630000 101 17807.370000 102 6411.750000 103 16148.510000 104 9575.600000 105 9675.338867 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,IRRF,HWES,0.9941906929016113,"97 59061.68000 98 61348.17000 99 55804.53000 100 67261.86000 101 57035.82000 102 55172.71000 103 56731.15000 104 48943.07000 105 58603.21000 106 60044.01000 107 97644.54000 108 93711.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do FPM,HWES,1.1900198459625244,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1245520.50 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do ICMS,HWES,0.9973044395446777,"97 416292.3400 98 441405.3400 99 548368.8700 100 629574.0100 101 499567.3100 102 536357.4800 103 571373.9200 104 566802.5300 105 672665.9700 106 509082.7300 107 692304.1100 108 580220.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do IPVA,XGBoost,2.512890338897705,"96 16795.4200 97 31850.7900 98 37665.4900 99 31876.8300 100 8740.6200 101 6747.6600 102 7813.7400 103 3799.9300 104 7821.2100 105 2596.2000 106 121139.6800 107 121139.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do ITR,XGBoost,1.6268057823181152,"47 52.880000 48 9.220000 49 6.150000 50 57.670000 51 4196.400000 52 19.560000 53 790.420000 54 8221.230000 55 6838.320000 56 291.240000 57 53.760000 58 3276.834717 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Transferencias LC 61_1989,AR,1.4495718479156494,"61 3525.630000 62 4439.890000 63 5252.630000 64 4847.500000 65 5494.310000 66 5667.200000 67 4727.560000 68 5032.600000 69 7265.660000 70 4452.570000 71 5866.820000 72 5418.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,IPTU,MLP,1.730149507522583,"75 62.150000 76 3172.030000 77 4282.750000 78 185411.060000 79 131471.410000 80 1242.790000 81 6698.720000 82 1918.910000 83 1687.580000 84 4260.550000 85 3103.700000 86 3718.249512 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,ISS,HWES,0.9542210102081299,"85 13317.710000 86 14146.870000 87 13836.430000 88 12925.550000 89 11198.380000 90 11954.940000 91 10704.380000 92 13245.990000 93 19097.550000 94 13781.010000 95 23398.650000 96 23461.818359 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,ITBI,SARIMAX,1.5025789737701416,"78 20648.151040 79 20122.739179 80 19607.979146 81 20160.600896 82 19885.408487 83 21317.481403 84 26303.286310 85 23870.677350 86 31411.517164 87 27807.502843 88 31720.734598 89 24186.848679 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,IRRF,MLP,2.0467886924743652,"85 31168.55000 86 31748.16000 87 32663.38000 88 38395.97000 89 38939.07000 90 41917.42000 91 39045.66000 92 47216.38000 93 47472.94000 94 68954.09000 95 64422.65000 96 64767.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do FPM,XGBoost,1.3743629455566406,"85 1447261.930 86 877388.930 87 1040016.560 88 1156914.630 89 1082514.400 90 1456996.270 91 1058586.630 92 974942.930 93 927625.190 94 1165856.040 95 1811506.480 96 1154050.625 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ICMS,HWES,1.171302080154419,"85 584957.690 86 627741.150 87 564525.650 88 700188.770 89 556594.290 90 561537.860 91 583030.060 92 546289.060 93 532077.610 94 515084.410 95 626321.790 96 514724.625 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do IPVA,MLP,2.6289641857147217,"84 21555.810000 85 20769.400000 86 40387.670000 87 22365.840000 88 16137.400000 89 7012.900000 90 3382.820000 91 2855.320000 92 4677.940000 93 2603.560000 94 145771.410000 95 145641.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ITR,SES,2.6310112476348877,"50 309.980000 51 89.990000 52 2311.310000 53 1263.440000 54 532.600000 55 988.170000 56 2328.810000 57 167231.630000 58 247852.410000 59 4833.260000 60 3052.300000 61 4436.435059 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,IPTU,XGBoost,1.6245856285095215,"89 8045.630000 90 10423.640000 91 348.730000 92 866.040000 93 7699.450000 94 60029.020000 95 59683.240000 96 10483.270000 97 3702.200000 98 10636.100000 99 12152.740000 100 9565.714844 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,ISS,XGBoost,1.4684479236602783,"97 43844.98000 98 14761.42000 99 35398.25000 100 19616.39000 101 40773.82000 102 16085.13000 103 23465.07000 104 25209.83000 105 66366.87000 106 10945.48000 107 18387.27000 108 18220.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,ITBI,XGBoost,2.0470802783966064,"97 16289.760000 98 47963.770000 99 25228.410000 100 69337.380000 101 22231.730000 102 24115.500000 103 50171.890000 104 14724.910000 105 46902.080000 106 45835.000000 107 31346.800000 108 18055.728516 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,IRRF,XGBoost,1.2383723258972168,"97 63196.670000 98 78104.780000 99 67880.280000 100 73903.320000 101 65092.670000 102 67140.810000 103 65888.150000 104 61863.060000 105 83445.450000 106 64183.590000 107 145938.500000 108 143372.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do FPM,SARIMAX,1.1662673950195312,"91 9.942652e+05 92 8.564954e+05 93 9.613288e+05 94 1.169703e+06 95 1.425273e+06 96 1.218847e+06 97 1.552050e+06 98 1.089044e+06 99 1.179720e+06 100 1.310140e+06 101 1.208597e+06 102 1.273681e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do ICMS,HWES,1.0168836116790771,"97 604460.87 98 640925.19 99 796237.34 100 914247.22 101 725376.96 102 778796.69 103 829640.96 104 823003.25 105 976718.09 106 739193.48 107 1005232.84 108 918025.50 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do ITR,AR,2.216398000717163,"94 16245.870000 95 190.690000 96 97.690000 97 612.820000 98 183.670000 99 1323.530000 100 2646.720000 101 39345.370000 102 254011.030000 103 38937.600000 104 32468.270000 105 32620.263672 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,IPTU,HWES,1.4987106323242188,"89 479.670000 90 5460.450000 91 346.260000 92 346.310000 93 8220.900000 94 202945.640000 95 98248.020000 96 5172.270000 97 8248.060000 98 4850.280000 99 6502.890000 100 61068.113281 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,ITBI,HWES,0.9755415916442871,"91 14365.810000 92 1948.360000 93 14912.290000 94 7761.000000 95 19442.290000 96 29540.000000 97 11700.000000 98 696.000000 99 4700.000000 100 900.000000 101 25332.730000 102 24620.894531 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,IRRF,XGBoost,2.718657970428467,"97 61585.680 98 58763.380 99 79103.020 100 57989.520 101 59539.600 102 58686.330 103 63141.880 104 62465.600 105 55005.120 106 68064.880 107 94552.250 108 94543.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do FPM,HWES,1.8774051666259766,"97 1567076.53 98 958652.59 99 1096039.10 100 1218423.40 101 1137998.32 102 1418941.19 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do ICMS,SES,1.018202781677246,"97 307301.61000 98 275098.03000 99 404798.78000 100 458315.22000 101 362295.55000 102 404324.25000 103 420259.16000 104 421449.64000 105 496553.30000 106 375798.28000 107 511174.57000 108 506884.28125 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do IPVA,AR,1.6649022102355957,"97 9866.03 98 103709.72 99 81556.67 100 46484.28 101 18905.65 102 12838.95 103 11880.58 104 4284.84 105 5558.00 106 4972.98 107 211549.72 108 137404.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do ITR,SARIMAX,1.355877161026001,"47 531.450887 48 350.548432 49 375.571455 50 166.054615 51 269.081599 52 273.533340 53 335.409558 54 431.317018 55 526.614496 56 209.792141 57 200.577514 58 274.507012 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Transferencias LC 61_1989,MLP,1.917342185974121,"73 2602.570000 74 3277.460000 75 3877.440000 76 3578.370000 77 4055.810000 78 4183.460000 79 3489.810000 80 3715.000000 81 6158.790000 82 3286.820000 83 4206.150000 84 3763.636963 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,IPTU,AR,2.2123258113861084,"81 2467.790000 82 5975.190000 83 15965.500000 84 5973.780000 85 76956.350000 86 187187.200000 87 24792.530000 88 14762.080000 89 12177.310000 90 5250.950000 91 18115.680000 92 18909.585938 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,ISS,XGBoost,1.3098781108856201,"85 163467.220000 86 148664.250000 87 158385.670000 88 173001.900000 89 147764.190000 90 167517.080000 91 149404.590000 92 165281.160000 93 131277.860000 94 129793.530000 95 165358.930000 96 168479.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,ITBI,XGBoost,2.5511474609375,"79 32938.850000 80 21913.000000 81 68831.600000 82 30194.840000 83 24588.840000 84 22497.800000 85 9302.600000 86 28015.800000 87 16881.320000 88 41970.260000 89 43626.760000 90 43055.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,IRRF,MLP,2.755849838256836,"85 57027.420000 86 51526.670000 87 57314.710000 88 58824.710000 89 53947.350000 90 56254.950000 91 60602.070000 92 65034.910000 93 65274.300000 94 65413.470000 95 122691.150000 96 122691.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do FPM,SARIMAX,0.9504101276397705,"81 1.135147e+06 82 1.391502e+06 83 1.434977e+06 84 1.461196e+06 85 1.848150e+06 86 1.328414e+06 87 1.364336e+06 88 1.531905e+06 89 1.375650e+06 90 1.684341e+06 91 1.470054e+06 92 1.228715e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ICMS,XGBoost,1.0751762390136719,"79 754028.700 80 604236.300 81 695969.270 82 824906.870 83 833613.990 84 514217.910 85 646105.460 86 693361.220 87 623537.580 88 773382.070 89 614777.130 90 813051.625 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do IPVA,MLP,1.859389066696167,"79 10075.400000 80 8305.060000 81 5765.160000 82 9978.660000 83 218649.850000 84 177956.220000 85 70846.820000 86 108686.210000 87 227012.730000 88 143334.050000 89 39932.210000 90 6091.351074 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ITR,XGBoost,1.835273265838623,"82 5624.370000 83 5905.840000 84 385.180000 85 183.240000 86 996.170000 87 250.560000 88 2720.440000 89 11309.840000 90 65685.940000 91 8716.500000 92 10530.140000 93 7985.446289 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,IPTU,XGBoost,2.667771577835083,"74 755.030000 75 2044.060000 76 1223.760000 77 2631.120000 78 384.900000 79 619.000000 80 19405.380000 81 86573.870000 82 22067.960000 83 14406.820000 84 5748.370000 85 5968.041504 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,ISS,MLP,3.0780978202819824,"97 15539.240000 98 19869.330000 99 22305.540000 100 20630.760000 101 13437.110000 102 19316.600000 103 10422.830000 104 24157.140000 105 15512.040000 106 17495.700000 107 24572.450000 108 25628.066406 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,ITBI,SES,1.7963578701019287,"94 4139.470000 95 3136.810000 96 23374.610000 97 4192.660000 98 19047.420000 99 6286.080000 100 35660.910000 101 10138.060000 102 240.000000 103 2000.000000 104 5661.290000 105 16523.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,IRRF,SARIMAX,2.276195526123047,"91 41833.242779 92 40117.066389 93 41052.019491 94 40869.488535 95 53697.006249 96 38808.458374 97 40611.305387 98 44118.985166 99 45796.555069 100 49168.251016 101 58590.658091 102 54937.638151 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do FPM,HWES,1.0432255268096924,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1329179.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do ICMS,HWES,1.033240795135498,"97 402580.1100 98 463313.5200 99 575585.9500 100 660893.1700 101 524362.2500 102 562978.4000 103 599732.8200 104 594934.5500 105 706052.2800 106 534349.9100 107 726665.0900 108 723453.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do ITR,XGBoost,1.331056833267212,"83 45.420000 84 34.250000 85 21.150000 86 243.160000 87 16.010000 88 38.940000 89 42.620000 90 2149.890000 91 4216.030000 92 234.650000 93 31.560000 94 217.441422 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Transferencias LC 61_1989,SARIMAX,2.1651008129119873,"91 4728.153405 92 5460.593192 93 6726.042223 94 5781.738892 95 6414.050716 96 6294.706617 97 5011.245606 98 4908.670862 99 5317.275146 100 4600.753593 101 6661.697908 102 5124.811733 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,IPTU,SARIMAX,2.9495656490325928,"90 14639.377238 91 12229.802539 92 12257.667718 93 12397.092431 94 17533.007081 95 11068.888176 96 34449.046255 97 149133.861170 98 140016.858820 99 37416.509392 100 30559.427960 101 19232.088424 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,ISS,SES,1.0701632499694824,"97 130204.9600 98 161871.6800 99 205310.4200 100 234826.3400 101 286891.1600 102 260999.3200 103 164889.2400 104 211920.9000 105 187621.6400 106 242143.5700 107 172101.4300 108 132713.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,IRRF,SARIMAX,1.684905767440796,"78 45433.376066 79 53591.965804 80 50688.953289 81 57525.588258 82 55492.079521 83 85356.909576 84 52734.463365 85 59457.808545 86 66885.107959 87 75289.468954 88 63836.958202 89 63332.700752 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do FPM,HWES,0.9907214641571045,"97 2611794.190 98 1597754.320 99 1826731.800 100 2030705.680 101 1896663.880 102 2603303.560 103 1617937.630 104 1649323.500 105 1531829.910 106 1987494.860 107 3156281.280 108 1606578.125 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do ICMS,HWES,1.0422818660736084,"97 823991.940 98 873699.560 99 1085418.730 100 1246288.020 101 988822.970 102 1112142.690 103 1182324.110 104 1174234.740 105 1391307.850 106 1061994.850 107 1777021.560 108 1712024.375 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do ITR,AR,2.1522483825683594,"81 142186.500000 82 6504.460000 83 4275.430000 84 6123.350000 85 4657.570000 86 1179.700000 87 2473.060000 88 2163.640000 89 2066.750000 90 2971.390000 91 4475.400000 92 30240.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Transferencias LC 61_1989,XGBoost,0.818821907043457,"73 6978.470000 74 8788.130000 75 10396.860000 76 9594.950000 77 10875.210000 78 11217.460000 79 9357.540000 80 9961.340000 81 16514.030000 82 8813.240000 83 11612.530000 84 11471.952148 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,IPTU,XGBoost,1.6541988849639893,"90 116167.000 91 663129.220 92 37033.710 93 33872.280 94 27180.090 95 8821.040 96 11775.590 97 13159.430 98 10529.930 99 15700.990 100 10168.400 101 46734.625 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,ISS,XGBoost,1.1624817848205566,"97 44800.060000 98 64565.550000 99 62972.850000 100 62628.570000 101 59951.250000 102 52377.670000 103 67082.020000 104 46751.620000 105 47689.360000 106 54530.130000 107 74998.130000 108 64930.128906 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,ITBI,AR,2.022813320159912,"97 5960.000000 98 47416.820000 99 12600.000000 100 43335.940000 101 43442.900000 102 28400.000000 103 27840.200000 104 12976.390000 105 50524.390000 106 52631.640000 107 20972.430000 108 18114.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,IRRF,HWES,0.9441161155700684,"97 85161.770000 98 86108.320000 99 89832.340000 100 90941.970000 101 83550.370000 102 87692.620000 103 88189.870000 104 83020.490000 105 78457.940000 106 85836.510000 107 163228.210000 108 88639.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do FPM,HWES,1.177459716796875,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1243665.625 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do ICMS,HWES,2.1909444332122803,"97 719992.15 98 763425.94 99 948423.08 100 1088988.33 101 864019.10 102 927648.99 103 988211.17 104 980304.77 105 1163399.31 106 880476.37 107 1167193.65 108 1163355.75 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do ITR,HWES,1.836954116821289,"91 238.500000 92 52.880000 93 18.090000 94 46.250000 95 379.290000 96 121.050000 97 138.040000 98 2574.360000 99 4460.590000 100 156.370000 101 61.710000 102 100.090393 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Transferencias LC 61_1989,HWES,1.1496825218200684,"97 6174.880000 98 7776.130000 99 9199.640000 100 8490.070000 101 9622.880000 102 9925.700000 103 8220.340000 104 8814.260000 105 14612.400000 106 7798.360000 107 10334.960000 108 10245.043945 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,IPTU,HWES,1.9156644344329834,"90 448.560000 91 6601.140000 92 29908.230000 93 19626.590000 94 7640.720000 95 13153.940000 96 3142.750000 97 1319.080000 98 409.010000 99 8169.210000 100 8568.410000 101 7686.441895 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,ISS,MLP,1.618880033493042,"97 14700.730000 98 14613.430000 99 14309.720000 100 13619.420000 101 17264.320000 102 14198.150000 103 21730.920000 104 18590.180000 105 22277.630000 106 17890.020000 107 10787.050000 108 11861.897461 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,ITBI,SES,2.783247709274292,"69 4600.000000 70 4580.000000 71 6600.000000 72 4400.000000 73 11200.000000 74 7500.000000 75 7000.000000 76 5870.000000 77 2840.000000 78 9340.000000 79 8840.000000 80 7433.598633 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,IRRF,MLP,3.2874844074249268,"97 40665.410000 98 68049.500000 99 52880.930000 100 40841.050000 101 45668.380000 102 43199.020000 103 63538.970000 104 43851.500000 105 57195.810000 106 49885.890000 107 95196.290000 108 55974.957031 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do FPM,HWES,1.2145709991455078,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1428549.10 103 970762.57 104 979933.04 105 919097.95 106 1192496.91 107 1893768.77 108 1371944.75 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do ICMS,HWES,1.3028512001037598,"97 241114.24000 98 255659.51000 99 317612.20000 100 312690.08000 101 162595.63000 102 402405.68000 103 467598.97000 104 319062.26000 105 432237.50000 106 310864.06000 107 530952.12000 108 518148.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do ITR,XGBoost,1.3809962272644043,"86 6.150000 87 24.290000 88 254.610000 89 137.520000 90 31.850000 91 437.650000 92 228.120000 93 3343.010000 94 6883.640000 95 96.580000 96 30.290000 97 241.662491 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,IPTU,SARIMAX,2.7842321395874023,"91 5.807295e+05 92 5.263597e+05 93 5.230730e+05 94 5.110461e+05 95 5.275720e+05 96 2.389668e+05 97 4.965571e+05 98 3.004038e+06 99 6.859134e+05 100 6.285762e+05 101 6.649794e+05 102 6.535870e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Borja - RS,ISS,MLP,2.870389699935913,"97 1166577.74 98 1238985.88 99 1154789.14 100 1145841.58 101 1228569.34 102 1224062.94 103 1414959.13 104 1269624.21 105 1193529.83 106 1301165.72 107 1340848.14 108 1401146.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,ITBI,XGBoost,1.129789113998413,"97 337038.5100 98 420340.5900 99 166327.7800 100 367278.2000 101 376899.0400 102 570524.2100 103 355799.8500 104 267913.1700 105 234730.3600 106 853348.5300 107 449300.7200 108 287117.9375 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,IRRF,Prophet,2.0042033195495605,"97 830614.490 98 871542.700 99 697961.180 100 1067198.430 101 686840.290 102 835892.110 103 884677.900 104 996347.660 105 947896.050 106 947222.710 107 1787475.720 108 872467.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do FPM,AR,1.1808905601501465,"97 6268306.06 98 3834610.38 99 4384156.32 100 4873693.60 101 4551993.30 102 5914166.35 103 3883050.33 104 3958376.37 105 3676391.77 106 4769987.63 107 7575075.09 108 5068441.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do ICMS,HWES,0.9994559288024902,"97 4000798.79 98 4242148.46 99 5270126.70 100 6051209.16 101 4801116.96 102 5384026.88 103 5488169.41 104 5447284.55 105 6464690.64 106 4892565.51 107 6656472.52 108 6225603.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do IPVA,SARIMAX,1.970961093902588,"91 4.169377e+05 92 3.328328e+05 93 3.150462e+05 94 2.890905e+05 95 2.100301e+06 96 2.237923e+06 97 9.301376e+05 98 1.028921e+06 99 1.823544e+06 100 1.536126e+06 101 9.740036e+05 102 7.804273e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do ITR,MLP,1.8959500789642334,"96 1.761332e+04 97 2.172329e+04 98 3.120682e+04 99 3.209713e+04 100 2.225795e+04 101 1.663256e+04 102 1.504345e+04 103 1.560236e+05 104 3.419718e+06 105 4.301407e+05 106 4.369037e+05 107 4.139673e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Transferencias LC 61_1989,AR,2.6765573024749756,"77 33883.250000 78 42669.920000 79 50480.890000 80 46587.360000 81 52803.380000 82 54465.120000 83 45434.570000 84 48366.250000 85 80182.170000 86 42791.810000 87 56383.340000 88 54290.957031 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,IPTU,AR,2.2762715816497803,"97 4530949.30 98 1445735.55 99 1361832.56 100 1265850.96 101 1254554.87 102 1143599.44 103 1019955.41 104 1024044.38 105 1338738.63 106 893297.37 107 1232389.44 108 5416545.50 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,ISS,MLP,1.2642631530761719,"97 2094371.50 98 2375598.95 99 2196252.62 100 2532632.26 101 2395125.92 102 2850422.39 103 2549439.49 104 2333405.70 105 2320615.43 106 2368616.23 107 3064135.71 108 3064138.75 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,ITBI,MLP,1.0047149658203125,"97 282507.4800 98 496986.8000 99 389212.5900 100 417223.7300 101 491419.7200 102 426628.1600 103 547871.2300 104 446923.2400 105 565459.9800 106 491939.3600 107 494001.8800 108 457950.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,IRRF,XGBoost,2.029139995574951,"97 1399346.15 98 2334436.36 99 3524015.08 100 2951090.90 101 2863137.53 102 2794457.36 103 2790636.43 104 3801736.52 105 2863690.43 106 4771032.94 107 3448478.98 108 3374563.75 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do FPM,HWES,1.0884990692138672,"97 9402459.11 98 5751915.56 99 6576234.51 100 7310540.40 101 6827989.92 102 8513647.14 103 5824575.51 104 3009703.19 105 8442449.03 106 7154981.47 107 11362612.63 108 7734632.00 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ICMS,HWES,1.0267372131347656,"97 4762994.00 98 5050323.35 99 6274142.53 100 7204029.65 101 5715781.39 102 6429785.28 103 6835481.31 104 6788743.77 105 8043684.94 106 6139999.97 107 10481667.41 108 10612448.00 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do IPVA,AR,1.629622220993042,"97 1612963.06 98 2090331.25 99 3789906.46 100 3148392.72 101 1506700.33 102 1070494.71 103 701926.29 104 425265.53 105 300934.40 106 250790.78 107 2697289.01 108 2921146.00 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ITR,AR,1.90773344039917,"68 1604.140000 69 6229.640000 70 1767.220000 71 12.990000 72 285.260000 73 90.000000 74 1024.260000 75 1951.720000 76 6968.810000 77 1280.300000 78 1314.920000 79 717.799622 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Transferencias LC 61_1989,HWES,2.2022337913513184,"85 40338.380000 86 50799.000000 87 60098.070000 88 55462.770000 89 62863.010000 90 64841.320000 91 54090.380000 92 57580.560000 93 95457.760000 94 50944.140000 95 67124.990000 96 57178.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,IPTU,AR,2.311816692352295,"93 57966.4400 94 101216.9000 95 7399.7300 96 6986.4400 97 6240.1900 98 2714.4600 99 3164.6700 100 2461.3100 101 1193.8300 102 6298.7700 103 1461.5400 104 2259.9104 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,ISS,MLP,1.7740063667297363,"97 22302.23000 98 26567.39000 99 29135.74000 100 18104.30000 101 25857.36000 102 31903.22000 103 28673.20000 104 26217.42000 105 21293.07000 106 11120.94000 107 33952.18000 108 8946.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,ITBI,XGBoost,1.1823246479034424,"94 6733.160000 95 15349.770000 96 11900.000000 97 10000.000000 98 18950.000000 99 11700.000000 100 10626.930000 101 6640.000000 102 19919.170000 103 10546.190000 104 14127.170000 105 14127.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,IRRF,XGBoost,1.748018503189087,"97 48723.330000 98 52474.050000 99 52512.830000 100 56307.230000 101 50623.440000 102 55399.370000 103 46884.910000 104 42337.950000 105 43611.800000 106 36098.620000 107 83698.360000 108 83698.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do FPM,MLP,1.115006446838379,"97 1286871.930 98 1238857.190 99 1096039.070 100 1218423.400 101 1137998.320 102 1428549.100 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1654895.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do ICMS,HWES,1.3010838031768799,"97 299740.42000 98 302081.19000 99 375282.99000 100 430903.46000 101 341885.04000 102 369719.49000 103 391026.78000 104 387898.29000 105 460347.24000 106 348397.06000 107 473786.84000 108 409452.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do IPVA,AR,1.598681926727295,"97 9115.08000 98 52540.66000 99 52830.51000 100 94170.38000 101 8491.87000 102 4583.28000 103 16327.61000 104 2927.13000 105 5123.62000 106 2992.36000 107 87422.15000 108 100691.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do ITR,XGBoost,3.0453479290008545,"55 228.460000 56 219.130000 57 37.410000 58 251.010000 59 154.520000 60 103.870000 61 26.330000 62 813.220000 63 3244.720000 64 8432.410000 65 75.310000 66 97.994339 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Transferencias LC 61_1989,HWES,1.937558889389038,"73 2412.790000 74 3038.500000 75 3594.720000 76 3317.450000 77 3760.100000 78 3878.420000 79 3235.350000 80 3444.130000 81 5709.720000 82 3047.180000 83 4015.020000 84 3785.555908 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,IPTU,AR,2.310091733932495,"73 23201.630000 74 107711.450000 75 18298.230000 76 11764.050000 77 9463.100000 78 18945.480000 79 11353.280000 80 15254.870000 81 2975.870000 82 2556.030000 83 5663.460000 84 17244.091797 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,ISS,XGBoost,1.0575435161590576,"77 20574.600000 78 33274.190000 79 32497.940000 80 31320.520000 81 29962.510000 82 28771.670000 83 33189.800000 84 33944.140000 85 33098.470000 86 44444.350000 87 31786.500000 88 30905.708984 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,ITBI,Prophet,1.7697160243988037,"73 7370.000000 74 21235.000000 75 -2000.000000 76 14423.600000 77 3719.000000 78 27888.000000 79 5860.000000 80 10079.800000 81 14266.910000 82 19313.200000 83 10844.100000 84 10841.930664 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,IRRF,XGBoost,1.5592336654663086,"77 25867.39000 78 32164.95000 79 30265.20000 80 30302.54000 81 32582.01000 82 29946.91000 83 30799.20000 84 47907.50000 85 45287.19000 86 53907.04000 87 69700.33000 88 69473.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do FPM,XGBoost,1.1220216751098633,"77 1447261.910 78 877388.900 79 1040016.530 80 1156914.600 81 1082514.380 82 1456996.250 83 1058586.610 84 879432.910 85 927625.180 86 1165856.010 87 1811506.450 88 1760702.875 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do ICMS,XGBoost,1.0323765277862549,"77 663159.35 78 711662.44 79 639995.83 80 793795.47 81 631004.16 82 636608.62 83 660974.06 84 619321.24 85 602712.99 86 583944.90 87 709956.97 88 701357.75 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do IPVA,MLP,3.1494786739349365,"77 22364.870000 78 41991.310000 79 56797.220000 80 44390.490000 81 15585.390000 82 13906.280000 83 9949.840000 84 6172.390000 85 1871.500000 86 1024.870000 87 155720.870000 88 155720.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do ITR,XGBoost,2.160674810409546,"60 102.190000 61 6.600000 62 13.230000 63 32.280000 64 12.450000 65 68.150000 66 136.710000 67 1043.230000 68 1352.750000 69 11.570000 70 35.760000 71 239.645905 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Transferencias LC 61_1989,AR,1.0270328521728516,"77 8737.86000 78 7899.59000 79 7182.58000 80 5500.97000 81 5106.09000 82 6205.22000 83 4325.78000 84 5687.45000 85 7019.88000 86 4881.99000 87 6306.51000 88 6348.94873 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,IPTU,SARIMAX,2.3335351943969727,"88 49232.470987 89 33168.316979 90 25496.802366 91 41001.987407 92 335135.497984 93 96557.727185 94 50627.302710 95 28501.543676 96 46229.266387 97 46377.883308 98 37625.894367 99 30497.330473 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bossoroca - RS,ISS,XGBoost,1.3331260681152344,"97 29843.74000 98 32871.40000 99 65769.41000 100 47812.33000 101 41704.12000 102 47779.23000 103 46258.85000 104 59464.78000 105 60522.24000 106 60836.13000 107 63349.20000 108 69192.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,ITBI,HWES,1.0563557147979736,"97 105923.370000 98 38899.290000 99 1059.130000 100 332735.050000 101 55120.160000 102 30596.740000 103 63676.120000 104 50543.110000 105 109212.620000 106 25545.510000 107 89759.100000 108 49152.183594 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,IRRF,XGBoost,2.5159835815429688,"96 121948.540000 97 119402.120000 98 163649.420000 99 105243.160000 100 108339.730000 101 106272.230000 102 116490.660000 103 123080.070000 104 114108.980000 105 116775.560000 106 202057.030000 107 202057.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do FPM,MLP,1.2526366710662842,"97 1253161.26 98 788588.44 99 962804.28 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 991691.25 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do ICMS,HWES,2.795835256576538,"97 843453.53 98 1030657.82 99 1072933.04 100 1540679.99 101 1222397.80 102 1312420.41 103 1398102.37 104 1386916.59 105 1645955.24 106 1245681.24 107 1694008.01 108 1329849.75 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do IPVA,SARIMAX,2.1377065181732178,"89 25549.137605 90 26414.867675 91 29707.087191 92 17375.918422 93 192280.772819 94 188041.818064 95 104523.643936 96 82198.227684 97 91902.929161 98 181988.327157 99 63757.215443 100 40611.945192 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do ITR,MLP,1.627195119857788,"25 1266.900000 26 9676.740000 27 8576.580000 28 2280.120000 29 80.710000 30 5738.390000 31 967.310000 32 26173.930000 33 859755.960000 34 175191.530000 35 123251.670000 36 82022.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,IPTU,XGBoost,2.1795170307159424,"96 72747.550000 97 116674.270000 98 394144.710000 99 44611.850000 100 16889.180000 101 18917.090000 102 19102.300000 103 17296.260000 104 11769.630000 105 11636.680000 106 11103.410000 107 36353.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,ISS,SARIMAX,1.1160752773284912,"91 62334.382732 92 70840.038292 93 69477.018604 94 71751.727298 95 74274.922307 96 74396.613038 97 63138.597693 98 73712.657231 99 68651.718013 100 67541.810180 101 72901.233132 102 73167.323319 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Palmitinho - RS,ITBI,MLP,1.8940088748931885,"97 21232.890000 98 20969.770000 99 37678.890000 100 51641.780000 101 31193.700000 102 54692.220000 103 32800.110000 104 53037.760000 105 46758.880000 106 38862.550000 107 16360.800000 108 20305.349609 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,IRRF,XGBoost,0.9945557117462158,"82 60681.770000 83 76280.530000 84 89190.880000 85 68140.320000 86 68835.300000 87 80674.020000 88 70544.820000 89 68059.000000 90 72993.610000 91 66289.970000 92 129582.870000 93 129582.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do FPM,HWES,1.7297968864440918,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 1169792.970 106 1192496.910 107 1893768.770 108 1275847.625 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do ICMS,HWES,2.5441718101501465,"97 754684.36 98 800210.97 99 994122.02 100 1141460.29 101 905651.12 102 972346.91 103 1035827.25 104 1027539.90 105 968761.69 106 922901.37 107 1255058.07 108 1177666.25 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do IPVA,SARIMAX,2.359607458114624,"90 51611.821363 91 42047.958050 92 35160.324869 93 37557.373961 94 292347.984647 95 338765.310075 96 111260.914391 97 138005.941083 98 249423.216282 99 185305.315804 100 96400.540624 101 75942.056919 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do ITR,XGBoost,1.4170658588409424,"84 46.220000 85 9.460000 86 95.660000 87 29.520000 88 38.830000 89 29.010000 90 39.610000 91 4262.690000 92 1933.970000 93 185.470000 94 23.860000 95 23.611452 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Transferencias LC 61_1989,HWES,1.23077392578125,"97 6391.500000 98 8048.990000 99 9522.390000 100 8787.930000 101 9960.400000 102 10273.920000 103 8570.470000 104 9123.500000 105 15125.030000 106 8071.970000 107 10635.790000 108 10077.410156 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,IPTU,SARIMAX,2.681830406188965,"91 4.858028e+07 92 4.525446e+07 93 7.086558e+07 94 5.523259e+07 95 2.174994e+08 96 2.880888e+08 97 2.379864e+07 98 7.151792e+07 99 5.766402e+07 100 6.274534e+07 101 6.266499e+07 102 5.724109e+07 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,ISS,MLP,1.1354663372039795,"97 1.134490e+08 98 1.214757e+08 99 1.228562e+08 100 1.222635e+08 101 1.260640e+08 102 1.291907e+08 103 1.295167e+08 104 1.337056e+08 105 1.415538e+08 106 1.354745e+08 107 1.361452e+08 108 1.361451e+08 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,ITBI,XGBoost,2.085238218307495,"97 20609892.65 98 30254384.10 99 24672973.60 100 31089004.63 101 28184869.74 102 24995735.60 103 32645343.74 104 27954898.43 105 28404247.11 106 28165403.01 107 31387623.70 108 25785014.00 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,IRRF,XGBoost,3.259793996810913,"97 30940346.24 98 45416329.86 99 32228880.66 100 33097867.72 101 34922911.29 102 33633628.11 103 35165234.24 104 35474422.18 105 35141366.65 106 36160411.13 107 67480912.50 108 31949246.00 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do FPM,HWES,1.7206673622131348,"97 54374911.03 98 33263627.49 99 38030706.84 100 42277236.19 101 39486621.65 102 46729474.22 103 29813754.74 104 30047369.43 105 27906871.72 106 36208173.99 107 57501121.11 108 48371104.00 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do ICMS,XGBoost,1.0705597400665283,"97 42429684.96 98 44989271.07 99 55891292.43 100 64174909.20 101 50917301.85 102 54667058.62 103 58236034.93 104 57770105.24 105 68560005.21 106 51887141.54 107 70561577.15 108 67715736.00 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do IPVA,SARIMAX,1.7605934143066406,"91 1.131891e+07 92 9.348975e+06 93 8.367322e+06 94 7.625750e+06 95 7.286916e+07 96 7.342888e+07 97 2.917910e+07 98 2.938108e+07 99 5.448462e+07 100 4.341980e+07 101 2.314906e+07 102 1.788822e+07 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do ITR,HWES,2.066807508468628,"97 28612.860000 98 23360.200000 99 151963.150000 100 22365.140000 101 21097.230000 102 28112.150000 103 78929.550000 104 36563.540000 105 87687.550000 106 30839.800000 107 23076.300000 108 23793.888672 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Transferencias LC 61_1989,SES,1.0824575424194336,"97 359342.25 98 452527.64 99 535365.37 100 494073.30 101 559996.21 102 577619.26 103 481847.82 104 512939.04 105 850356.63 106 453820.41 107 597962.72 108 588947.25 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,ISS,Prophet,2.828960418701172,"91 4533.430000 92 5145.020000 93 6897.580000 94 3623.210000 95 10302.340000 96 8120.320000 97 8161.230000 98 4978.010000 99 14762.540000 100 13679.640000 101 9559.510000 102 9537.883789 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,ITBI,HWES,2.6879730224609375,"85 23025.460000 86 5040.850000 87 9539.600000 88 2700.000000 89 911.590000 90 10643.320000 91 14936.970000 92 24035.600000 93 11202.820000 94 4415.510000 95 14744.150000 96 11277.635742 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,IRRF,MLP,2.2097508907318115,"97 15155.990000 98 17429.940000 99 19376.450000 100 2195.740000 101 31948.120000 102 16339.350000 103 971.910000 104 30303.750000 105 20823.450000 106 17177.620000 107 46167.020000 108 27884.130859 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do FPM,SES,0.9900588989257812,"91 1058586.61 92 879433.26 93 927625.18 94 1165856.01 95 1247741.48 96 1418941.08 97 552669.25 98 1407687.30 99 919944.78 100 1191650.08 101 1893768.77 102 1840964.00 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do ICMS,SES,1.087458848953247,"91 244094.15000 92 228712.00000 93 222578.66000 94 215647.69000 95 262183.27000 96 252898.68000 97 269409.36000 98 267253.89000 99 317169.71000 100 240038.33000 101 326429.30000 102 326370.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do IPVA,XGBoost,1.7229371070861816,"89 6776.05000 90 983.08000 91 3350.84000 92 3956.94000 93 21520.38000 94 11619.32000 95 2067.78000 96 3257.90000 97 2988.72000 98 1744.20000 99 18352.78000 100 6177.70166 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do ITR,XGBoost,1.5681970119476318,"71 328.23000 72 126.99000 73 207.29000 74 2058.11000 75 3353.36000 76 32.44000 77 11.94000 78 644.29000 79 5581.23000 80 32.43000 81 541.52000 82 1915.11853 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,IPTU,SES,3.250669240951538,"97 2930.920000 98 8562.020000 99 4842.810000 100 25883.090000 101 374684.150000 102 143364.400000 103 23042.740000 104 10341.220000 105 16070.920000 106 13513.170000 107 14891.900000 108 12012.490234 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,ISS,XGBoost,1.2318065166473389,"97 54605.000000 98 60655.070000 99 49028.420000 100 61789.540000 101 50714.100000 102 45710.290000 103 72250.570000 104 57406.200000 105 61814.390000 106 65041.200000 107 67335.370000 108 67324.039062 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,ITBI,XGBoost,1.6000604629516602,"97 5868.380000 98 24483.360000 99 35329.790000 100 40901.450000 101 51970.740000 102 40364.280000 103 27455.520000 104 23189.400000 105 15502.040000 106 27293.220000 107 15990.000000 108 21120.755859 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,IRRF,XGBoost,2.018449544906616,"97 86363.380000 98 83646.160000 99 70117.490000 100 67100.960000 101 71863.270000 102 65489.960000 103 90475.710000 104 67585.560000 105 77870.380000 106 79815.240000 107 128729.300000 108 75083.117188 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do FPM,SARIMAX,1.0269086360931396,"91 1.083598e+06 92 9.173250e+05 93 1.009107e+06 94 1.229380e+06 95 1.270541e+06 96 1.270186e+06 97 1.644095e+06 98 1.124823e+06 99 1.253484e+06 100 1.376993e+06 101 1.289732e+06 102 1.151525e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do ICMS,HWES,1.2336673736572266,"97 658355.920 98 698071.470 99 867231.590 100 995763.510 101 790053.170 102 884719.570 103 940726.710 104 934190.040 105 952401.540 106 805101.590 107 1094861.570 108 1096464.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do IPVA,SARIMAX,2.231839418411255,"91 72411.887171 92 41609.359746 93 1283.262888 94 29967.918476 95 245040.897472 96 244454.174149 97 73366.326496 98 96445.734605 99 246370.174743 100 131025.150799 101 58275.138529 102 46322.767680 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do ITR,XGBoost,3.2540645599365234,"94 54.670000 95 581.910000 96 97.890000 97 12.820000 98 285.350000 99 15.340000 100 4894.060000 101 55492.480000 102 62167.820000 103 1174.750000 104 891.540000 105 872.758545 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,IPTU,SARIMAX,3.5887815952301025,"91 8.976674e+05 92 9.198869e+05 93 8.583446e+05 94 9.448620e+05 95 9.842236e+05 96 1.642814e+06 97 6.946648e+06 98 1.350884e+06 99 9.512219e+05 100 1.106545e+06 101 1.479593e+06 102 1.032079e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,ISS,Prophet,1.3205723762512207,"97 1550467.120 98 1364614.020 99 1424704.890 100 2365048.960 101 1932919.350 102 1614575.570 103 1804852.150 104 1384782.610 105 1550520.410 106 1684660.330 107 1694728.260 108 1694728.125 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,ITBI,SARIMAX,2.068096876144409,"91 411057.546277 92 358892.169719 93 444432.273934 94 459744.916380 95 628419.715185 96 427545.735099 97 387533.281501 98 480632.522210 99 395062.422185 100 562844.244690 101 550257.353745 102 532478.883925 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,IRRF,MLP,2.0568082332611084,"97 714407.96 98 177513.49 99 1618490.34 100 894277.78 101 833987.64 102 204184.73 103 2064426.43 104 746554.98 105 943464.84 106 884546.02 107 3285412.39 108 2503824.50 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do FPM,MLP,1.9316363334655762,"95 6268306.06 96 3834610.38 97 4384156.32 98 4873693.90 99 4551993.30 100 5914166.35 101 3883050.33 102 3958376.37 103 3676391.77 104 4769987.63 105 7575075.09 106 4773635.50 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do ICMS,SARIMAX,1.1798336505889893,"91 5.103890e+06 92 5.483570e+06 93 5.634834e+06 94 5.717733e+06 95 6.741140e+06 96 5.067904e+06 97 5.379692e+06 98 6.075493e+06 99 5.151427e+06 100 5.728707e+06 101 5.506654e+06 102 6.732253e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do IPVA,XGBoost,3.5449116230010986,"97 1112833.98 98 1426728.67 99 2859064.99 100 1947960.56 101 808580.28 102 686901.51 103 404117.39 104 296585.38 105 238545.79 106 154511.72 107 1866960.85 108 1866962.75 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do ITR,XGBoost,2.382718563079834,"61 36633.230 62 12249.450 63 68139.620 64 67681.800 65 34434.890 66 36366.170 67 72506.420 68 302130.140 69 2045701.630 70 297859.590 71 426419.090 72 190613.375 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Transferencias LC 61_1989,AR,0.865372896194458,"96 36962.480000 97 60163.940000 98 55068.470000 99 50821.110000 100 57602.040000 101 287254.750000 102 49563.040000 103 52761.670000 104 87468.970000 105 46680.550000 106 61507.910000 107 82147.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,IPTU,AR,1.662262201309204,"97 6.124111e+05 98 2.899115e+06 99 2.570326e+06 100 7.411418e+05 101 7.126982e+05 102 6.231752e+05 103 6.859217e+05 104 5.962719e+05 105 6.150661e+05 106 6.040044e+05 107 4.172062e+05 108 4.075915e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,ISS,MLP,1.2818036079406738,"97 691941.640 98 750131.850 99 806755.280 100 690991.110 101 900475.810 102 916972.670 103 900140.890 104 946967.620 105 911009.460 106 873202.080 107 1294312.800 108 1244433.875 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,ITBI,HWES,1.3484349250793457,"97 202163.2100 98 298638.5300 99 758744.3900 100 412069.3000 101 377128.9400 102 383688.2700 103 275639.7000 104 299146.1200 105 180380.3400 106 314378.9300 107 278249.4900 108 248310.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,IRRF,XGBoost,1.1720046997070312,"97 337390.5000 98 406311.5100 99 434669.7400 100 426378.4600 101 410313.3300 102 384765.7500 103 447234.1000 104 395618.1600 105 411607.4800 106 537670.4500 107 807522.5700 108 691915.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do FPM,MLP,1.473226547241211,"96 4701229.55 97 2875957.78 98 3288117.25 99 3655270.21 100 3413994.97 101 4495225.12 102 2912287.74 103 2968782.28 104 2757293.84 105 3577490.72 106 5681306.32 107 3661649.75 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do ICMS,HWES,3.302302837371826,"97 1622387.11 98 1720258.19 99 2137119.63 100 2453860.89 101 1946928.75 102 2184570.34 103 2226775.68 104 2087985.68 105 2152407.88 106 2453138.80 107 2630084.05 108 2539666.75 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do ITR,XGBoost,1.2594640254974365,"44 299.490000 45 133.780000 46 500.670000 47 152.150000 48 224.470000 49 108.540000 50 3848.480000 51 7172.190000 52 32178.070000 53 69854.470000 54 284.620000 55 551.731689 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Transferencias LC 61_1989,XGBoost,1.7086610794067383,"97 13740.190000 98 17303.320000 99 20470.800000 100 18891.900000 101 21412.600000 102 22086.450000 103 5149.700000 104 19613.280000 105 32515.130000 106 17352.770000 107 22864.330000 108 24321.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,IPTU,SES,1.776082992553711,"97 6.599206e+06 98 2.024988e+07 99 1.709660e+06 100 2.019177e+06 101 1.714137e+06 102 1.849918e+06 103 1.606960e+06 104 1.163495e+06 105 1.663370e+06 106 1.294097e+06 107 1.531128e+06 108 1.531128e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,ISS,XGBoost,1.3558762073516846,"97 3490809.76 98 4187897.18 99 4158212.19 100 3738736.50 101 4548299.89 102 4166121.43 103 4287088.67 104 3501248.10 105 3525740.94 106 3463397.86 107 4777118.56 108 4777118.00 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,ITBI,HWES,1.3008770942687988,"97 1008240.820 98 1494088.580 99 1177520.090 100 1020019.940 101 1312123.880 102 1337101.860 103 1269379.140 104 923282.740 105 962490.010 106 1522086.430 107 2016965.980 108 1855118.875 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,IRRF,MLP,3.464121103286743,"97 1003260.40 98 1241643.11 99 1223452.90 100 1317652.88 101 1269418.50 102 1297782.64 103 1315423.15 104 1266693.04 105 1344875.50 106 1312450.45 107 2642411.96 108 1321140.50 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do FPM,AR,1.8564033508300781,"97 7313023.76 98 4473712.11 99 5114849.05 100 5685975.88 101 5310658.84 102 6859507.03 103 4853812.92 104 4947970.49 105 4595489.72 106 5962484.54 107 9468843.86 108 6187569.00 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do ICMS,HWES,1.2096662521362305,"97 4946946.41 98 5245372.74 99 6516457.24 100 7482257.68 101 5936531.56 102 6373721.82 103 6789834.60 104 6735511.12 105 6563074.00 106 7480055.96 107 8226889.76 108 7864888.00 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do IPVA,AR,1.7701964378356934,"97 2064567.32 98 2577437.23 99 4266007.81 100 3195614.18 101 1258759.07 102 1031638.64 103 737665.40 104 377465.70 105 514032.79 106 288762.13 107 6897933.92 108 6897934.50 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do ITR,Prophet,1.3157947063446045,"93 72.920000 94 114.230000 95 11.570000 96 19.880000 97 43.880000 98 100357.780000 99 297.170000 100 2528.870000 101 4053.390000 102 465.170000 103 325.640000 104 244.655273 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Transferencias LC 61_1989,SES,0.9925980567932129,"97 41896.340000 98 52760.930000 99 62419.120000 100 57604.810000 101 65290.850000 102 67345.570000 103 56179.420000 104 59804.390000 105 86340.430000 106 65715.660000 107 69717.430000 108 68940.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,IPTU,XGBoost,1.7689025402069092,"92 3615.04000 93 19698.66000 94 46650.82000 95 207568.73000 96 16385.89000 97 8324.92000 98 6513.40000 99 2269.10000 100 1008.25000 101 3366.87000 102 7414.51000 103 6341.32373 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,ISS,HWES,1.1272900104522705,"97 26313.1600 98 34095.5300 99 45390.5800 100 34920.5900 101 45803.9100 102 64266.2000 103 40020.9700 104 57966.6700 105 47249.2500 106 60309.3500 107 46002.5400 108 38021.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,ITBI,AR,3.2657480239868164,"94 13000.000000 95 23800.000000 96 10800.000000 97 47200.000000 98 3210.000000 99 17900.000000 100 61212.660000 101 25800.000000 102 40160.000000 103 16080.000000 104 11800.000000 105 11806.463867 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,IRRF,MLP,2.711003065109253,"97 51767.220000 98 70835.220000 99 51564.880000 100 44129.650000 101 44980.680000 102 41432.360000 103 41312.510000 104 42479.130000 105 45473.560000 106 50773.160000 107 83385.660000 108 83414.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do FPM,HWES,1.4023542404174805,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420862.77 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1282345.25 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do ICMS,Prophet,1.4422194957733154,"97 6.046214e+05 98 5.412603e+05 99 7.964488e+05 100 9.144900e+05 101 7.255696e+05 102 7.790035e+05 103 8.298613e+05 104 8.232218e+05 105 9.769775e+05 106 7.393898e+05 107 1.005500e+06 108 1.005649e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do IPVA,SARIMAX,1.50270414352417,"90 15822.281740 91 12713.119702 92 12917.497354 93 10177.970665 94 153858.418425 95 147917.327176 96 38759.600589 97 63319.468533 98 128612.312505 99 64043.581499 100 19922.623909 101 21660.754797 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do ITR,SARIMAX,1.581737995147705,"77 1870.573882 78 612.870353 79 687.353116 80 836.944271 81 209.301589 82 176.929677 83 485.325907 84 562.471006 85 222.534772 86 401.296628 87 633.884575 88 1464.358599 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Transferencias LC 61_1989,AR,1.2779457569122314,"72 5120.600000 73 106283.640000 74 7628.930000 75 5729.390000 76 7979.920000 77 8231.020000 78 6866.290000 79 7309.350000 80 12117.530000 81 6466.920000 82 8520.940000 83 8673.214844 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,IPTU,MLP,1.8386197090148926,"97 7145803.28 98 6604092.90 99 6292419.66 100 6369740.95 101 14110912.59 102 6172108.17 103 12775121.89 104 5996843.81 105 3085530.96 106 3309416.32 107 36907209.31 108 36907204.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,ISS,MLP,3.217287302017212,"97 11603562.55 98 14986325.71 99 12691731.79 100 16818084.53 101 14841511.55 102 13714473.16 103 14193867.75 104 12401756.69 105 12796049.08 106 13348931.03 107 13880435.99 108 13883759.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,ITBI,MLP,2.4415442943573,"97 3870545.67 98 4237675.48 99 2834848.68 100 3946177.94 101 3442364.96 102 2695131.13 103 3679773.39 104 3667076.21 105 3333744.71 106 4036573.92 107 4579129.29 108 4400198.50 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,IRRF,XGBoost,1.0892949104309082,"97 7024749.33 98 5185898.44 99 10478399.51 100 7810974.82 101 7896743.91 102 7796948.17 103 8234176.03 104 7772842.34 105 10360572.26 106 8274407.90 107 13870873.39 108 12535061.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do FPM,HWES,1.231736421585083,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 9705947.59 102 12252696.06 103 8436262.36 104 8599914.69 105 7987278.77 106 10363210.27 107 16457505.11 108 11188352.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do ICMS,HWES,1.6533870697021484,"97 41812063.33 98 44419065.01 99 51492188.91 100 61013698.66 101 48409149.26 102 51974194.72 103 55367367.82 104 54924386.18 105 65182783.52 106 49331215.06 107 67085758.85 108 68740856.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do IPVA,XGBoost,1.9259419441223145,"97 5587355.52 98 6511618.83 99 13125230.67 100 10956551.57 101 4650909.45 102 3697923.61 103 2309223.13 104 1566542.96 105 1234743.84 106 857419.21 107 11194434.13 108 11194434.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do ITR,XGBoost,1.5997552871704102,"85 27370.900000 86 17.230000 87 1460.210000 88 490.290000 89 57.730000 90 167.040000 91 33.100000 92 2020.040000 93 26830.430000 94 147.570000 95 1468.290000 96 844.869263 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Transferencias LC 61_1989,MLP,2.692277669906616,"97 437702.93 98 488718.34 99 450530.22 100 469744.88 101 532420.79 102 549175.40 103 458121.77 104 487681.50 105 808480.72 106 431471.54 107 568516.71 108 585759.00 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,IPTU,HWES,3.6000542640686035,"97 18885983.79 98 5229335.21 99 2973743.50 100 3463997.11 101 3223438.41 102 3415854.03 103 3610009.27 104 3742967.58 105 3459767.92 106 3329988.87 107 5033925.79 108 19223804.00 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,ISS,MLP,1.9534997940063477,"97 996734.620 98 1083306.120 99 1650474.580 100 985989.160 101 861115.850 102 1122249.060 103 1227184.580 104 985988.670 105 1325102.780 106 1061953.620 107 1290285.470 108 1296472.875 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,ITBI,SES,1.932159662246704,"97 1202441.45 98 2587155.69 99 1953376.89 100 2151851.80 101 1718032.35 102 1717409.03 103 2421119.28 104 1967010.66 105 1929298.27 106 2061886.30 107 2703804.97 108 2558215.50 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,IRRF,MLP,1.7089850902557373,"97 1048706.76 98 1125304.79 99 1150579.11 100 1107127.12 101 1185806.36 102 1081858.53 103 1102001.53 104 939658.60 105 1013119.68 106 1162937.70 107 1876972.90 108 1876972.75 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do FPM,AR,1.0946404933929443,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 1576735.25 102 3775545.32 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2141339.25 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ICMS,HWES,1.019195318222046,"97 494164.810 98 523975.500 99 650947.810 100 747424.420 101 593017.330 102 636689.550 103 678256.260 104 672829.750 105 798496.180 106 604312.770 107 821807.870 108 805887.625 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do IPVA,AR,2.009803533554077,"97 474747.3900 98 487454.2100 99 811713.1400 100 790178.4300 101 344756.6200 102 271225.2800 103 217707.6100 104 120646.2000 105 93770.8100 106 80379.4800 107 624005.6500 108 896059.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ITR,HWES,2.3628852367401123,"69 809.370000 70 77.230000 71 597.990000 72 1216.600000 73 295.280000 74 216.480000 75 39.140000 76 2145.980000 77 13216.980000 78 338.140000 79 409.180000 80 3492.921387 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Transferencias LC 61_1989,SARIMAX,2.906451463699341,"89 5553.039189 90 6697.713563 91 5739.203964 92 6122.395036 93 6956.532254 94 6751.156178 95 7754.132606 96 7122.366995 97 6180.036013 98 5968.382981 99 6251.614486 100 5748.030477 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,IPTU,AR,1.9541096687316895,"81 6501.120000 82 5563.530000 83 110231.710000 84 313287.590000 85 24348.490000 86 26019.970000 87 23045.480000 88 17976.590000 89 10225.300000 90 11619.140000 91 73224.920000 92 71396.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,ISS,SARIMAX,0.9994306564331055,"80 68424.177048 81 79992.977938 82 77819.730198 83 85088.951587 84 78379.655128 85 78601.422587 86 69644.648371 87 64485.449978 88 74222.441620 89 70248.352998 90 73880.207804 91 67049.506083 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,ITBI,SARIMAX,3.173949956893921,"80 38675.335249 81 33557.341488 82 29860.467459 83 31297.653116 84 35351.439368 85 35201.288158 86 37356.116700 87 39201.631663 88 47308.098754 89 35645.025701 90 43046.527832 91 40392.032422 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,IRRF,Prophet,1.1005470752716064,"73 29435.060000 74 30737.000000 75 32332.430000 76 30878.440000 77 31371.580000 78 31497.050000 79 31699.600000 80 31802.660000 81 33832.790000 82 31970.090000 83 86897.510000 84 49061.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do FPM,HWES,1.0827646255493164,"85 1.157810e+06 86 7.019112e+05 87 8.320133e+05 88 9.255316e+05 89 8.660115e+05 90 1.271317e+06 91 8.468693e+05 92 7.994563e+05 93 7.421002e+05 94 9.326848e+05 95 1.561958e+06 96 -1.202374e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do ICMS,AR,1.2521114349365234,"85 403588.1500 86 433106.3400 87 400435.7600 88 483027.7900 89 384245.0800 90 387429.7800 91 402258.2100 92 376908.9500 93 366801.4500 94 355379.4800 95 432068.4000 96 350270.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do IPVA,XGBoost,2.997284412384033,"85 27032.170000 86 51235.530000 87 73955.840000 88 53130.860000 89 21630.820000 90 11764.770000 91 17722.320000 92 8421.880000 93 4174.800000 94 1921.370000 95 163821.200000 96 5811.950195 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do ITR,XGBoost,1.9276952743530273,"76 2979.210000 77 90.150000 78 168.470000 79 12.520000 80 219.410000 81 18.000000 82 231.750000 83 2126.380000 84 11622.210000 85 2773.860000 86 2778.730000 87 2770.541748 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Transferencias LC 61_1989,XGBoost,1.3025357723236084,"85 5317.71000 86 4807.56000 87 4371.18000 88 3347.79000 89 3107.47000 90 4874.74000 91 2632.58000 92 3982.12000 93 4272.18000 94 4116.32000 95 3840.01000 96 3639.02124 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,IPTU,SARIMAX,1.7075951099395752,"88 19992.138666 89 19717.996514 90 21739.105273 91 19581.514957 92 15171.459995 93 21795.946659 94 335191.594784 95 129399.157403 96 32027.914171 97 20972.302450 98 17701.900460 99 20620.812356 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,ISS,MLP,1.616504192352295,"97 24006.770000 98 33264.710000 99 40237.370000 100 35316.760000 101 29080.100000 102 27060.590000 103 30867.220000 104 30213.650000 105 37737.230000 106 29900.350000 107 33691.800000 108 32157.226562 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,IRRF,XGBoost,2.0712220668792725,"97 48521.860000 98 50952.460000 99 91519.440000 100 58314.500000 101 59652.890000 102 48782.700000 103 53096.190000 104 54237.390000 105 58790.020000 106 49650.360000 107 90313.130000 108 90325.523438 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do FPM,HWES,2.8150529861450195,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420862.76 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1251977.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do ICMS,HWES,1.6780507564544678,"97 411880.800 98 436727.650 99 542557.650 100 622969.790 101 494273.270 102 531047.330 103 565318.920 104 562161.700 105 665947.090 106 500036.140 107 688619.290 108 628959.375 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do IPVA,AR,1.597771406173706,"97 34688.990000 98 47404.010000 99 74612.250000 100 40574.090000 101 22750.760000 102 9807.340000 103 4556.970000 104 4828.440000 105 3804.230000 106 7123.030000 107 273345.940000 108 261546.734375 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do ITR,XGBoost,1.4129488468170166,"76 6.000000 77 13.440000 78 38.490000 79 17.820000 80 27.060000 81 19.930000 82 71.250000 83 638.520000 84 2923.770000 85 101.320000 86 22.390000 87 95.856583 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Transferencias LC 61_1989,HWES,1.1118547916412354,"73 3523.480000 74 4437.210000 75 5249.460000 76 4844.600000 77 5490.980000 78 5663.780000 79 4724.700000 80 5029.580000 81 8338.080000 82 4449.900000 83 5863.250000 84 5179.784668 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,IPTU,MLP,1.7804219722747803,"79 3974.830000 80 69658.060000 81 4685.360000 82 4584.870000 83 3079.010000 84 8532.400000 85 2699.600000 86 391.100000 87 3178.650000 88 7179.210000 89 3129.760000 90 2294.820801 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,ISS,SES,1.9711956977844238,"93 28359.43000 94 24738.92000 95 48636.52000 96 48650.06000 97 20352.14000 98 36099.23000 99 21945.47000 100 22026.08000 101 18459.83000 102 36346.52000 103 54991.29000 104 54991.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,ITBI,SES,1.4772791862487793,"91 11018.400000 92 7305.870000 93 7305.960000 94 8590.010000 95 831.540000 96 197401.040000 97 10600.360000 98 23443.520000 99 14610.300000 100 2639.280000 101 2960.000000 102 4151.544922 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,IRRF,Prophet,3.244011163711548,"93 42640.720000 94 44027.200000 95 42918.490000 96 41938.820000 97 41305.610000 98 40536.260000 99 44521.510000 100 45590.390000 101 49205.600000 102 47321.380000 103 78360.880000 104 78360.867188 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do FPM,MLP,1.930527925491333,"93 1567076.53 94 958652.59 95 1096039.07 96 1218423.40 97 1137998.32 98 1418941.18 99 970762.57 100 989594.09 101 919097.95 102 1192496.91 103 1893768.77 104 1294252.50 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do ICMS,SES,1.3028688430786133,"93 467548.86 94 495753.90 95 615887.44 96 707167.76 97 561077.14 98 602397.13 99 641725.02 100 636590.78 101 755488.81 102 571764.15 103 777544.90 104 755196.00 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do IPVA,MLP,2.0669195652008057,"91 18552.080000 92 48118.890000 93 57927.140000 94 34613.560000 95 7875.730000 96 10812.180000 97 1982.710000 98 1930.040000 99 1979.140000 100 4343.110000 101 43530.000000 102 45521.902344 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do ITR,XGBoost,2.057431936264038,"88 82.3100 89 109.6600 90 710.0600 91 333.1500 92 3636.9000 93 1001.2200 94 1472.4700 95 40724.3300 96 147269.5900 97 7570.9000 98 4189.8200 99 4080.2146 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Transferencias LC 61_1989,MLP,1.8385426998138428,"51 3959.730000 52 4986.550000 53 5899.390000 54 5444.370000 55 6170.800000 56 6364.990000 57 5309.650000 58 5652.260000 59 9370.370000 60 5000.820000 61 6589.160000 62 6016.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,IPTU,XGBoost,1.8792216777801514,"94 1.684965e+04 95 3.178378e+04 96 3.155598e+04 97 6.880887e+04 98 4.260073e+05 99 1.306161e+06 100 1.497268e+05 101 1.032046e+05 102 2.540031e+05 103 1.387837e+05 104 9.313257e+04 105 1.937619e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,ISS,XGBoost,2.8620564937591553,"97 144856.12000 98 159437.00000 99 180544.43000 100 151998.12000 101 152546.97000 102 159524.97000 103 149802.38000 104 160992.12000 105 152203.51000 106 182895.52000 107 188764.98000 108 188764.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,ITBI,SARIMAX,1.9069442749023438,"91 91903.953883 92 78108.124410 93 80940.855448 94 88319.011998 95 127497.038974 96 82580.432715 97 82447.147936 98 140183.361012 99 95926.503028 100 112230.347089 101 123422.952612 102 106013.769850 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nonoai - RS,IRRF,XGBoost,1.7085354328155518,"97 171636.290000 98 200918.880000 99 187715.370000 100 179229.350000 101 195964.510000 102 206740.360000 103 183113.640000 104 182616.360000 105 190002.510000 106 179799.180000 107 336862.380000 108 166771.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do FPM,AR,1.2103862762451172,"97 2089435.35 98 1278203.46 99 1461385.45 100 1624564.53 101 1517331.10 102 2368104.63 103 1617937.63 104 1649323.50 105 1531829.91 106 1440753.74 107 3362197.17 108 1459485.50 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do ICMS,HWES,1.0493545532226562,"97 1049924.00 98 1113261.04 99 1383031.94 100 1588010.33 101 1259950.37 102 1352738.24 103 1441052.69 104 1429523.24 105 1696519.67 106 1283949.10 107 1746048.63 108 1740235.75 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do IPVA,SARIMAX,1.618485450744629,"91 83724.986736 92 69519.228852 93 63443.711101 94 180223.446548 95 203404.136136 96 261464.750278 97 134557.082729 98 185280.606790 99 352436.682691 100 226728.194413 101 144107.303402 102 112590.964960 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do ITR,MLP,2.005445957183838,"95 2424.960000 96 4926.870000 97 30008.840000 98 1323.620000 99 27787.300000 100 69282.600000 101 9284.100000 102 33477.170000 103 369595.080000 104 33859.350000 105 22717.440000 106 48143.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,IPTU,AR,3.4303059577941895,"97 4564758.31 98 5019305.05 99 4243106.06 100 5597136.78 101 4492775.98 102 4601428.12 103 4898758.53 104 5422670.67 105 5423862.49 106 7622668.18 107 21681668.71 108 46341068.00 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,ISS,AR,1.5724318027496338,"97 8535757.05 98 6081361.11 99 12601198.16 100 10565737.38 101 11786024.52 102 9943595.50 103 9979428.29 104 10241164.91 105 10169894.22 106 11070994.68 107 11556408.81 108 11556410.00 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,ITBI,HWES,1.146406650543213,"97 1440773.71 98 2528018.65 99 1810310.82 100 2251946.52 101 1808361.98 102 1993167.76 103 1926940.03 104 2076708.98 105 2212037.75 106 2404108.50 107 2273276.69 108 2178577.25 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,IRRF,XGBoost,1.1647887229919434,"97 4525619.75 98 4406383.63 99 4785334.19 100 4751744.15 101 4498623.64 102 5182183.68 103 5473884.55 104 4624475.06 105 4892408.74 106 4857645.29 107 10327278.63 108 10266813.00 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do FPM,HWES,1.0284273624420166,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 9705947.59 102 12206161.01 103 8436262.36 104 8599914.69 105 7987278.77 106 10363210.27 107 16457505.11 108 11367756.00 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do ICMS,HWES,1.0530500411987305,"97 8708550.58 98 9233897.05 99 11471500.38 100 13171684.94 101 10450605.49 102 11770946.93 103 12512968.96 104 12427797.60 105 14724521.77 106 11242240.57 107 20440839.85 108 20205670.00 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do IPVA,XGBoost,1.6260366439819336,"97 4763209.44 98 5221877.01 99 10603785.39 100 8096964.98 101 3230980.71 102 2551831.37 103 1670888.00 104 1166707.86 105 901925.26 106 604795.47 107 8260658.85 108 9794242.00 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do ITR,HWES,2.0835845470428467,"97 9864.710000 98 1419.340000 99 1772.120000 100 473.330000 101 941.730000 102 349.400000 103 571.120000 104 8987.740000 105 28749.110000 106 2463.740000 107 4746.630000 108 4571.189453 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Transferencias LC 61_1989,HWES,1.0201489925384521,"73 73753.790000 74 92879.760000 75 109881.950000 76 101406.880000 77 114937.320000 78 118554.410000 79 98897.640000 80 105279.020000 81 174532.850000 82 93145.120000 83 122729.830000 84 118542.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,IPTU,AR,3.013611316680908,"83 2838.280000 84 50526.490000 85 31629.950000 86 9861.880000 87 3980.000000 88 1422.260000 89 1102.850000 90 9449.510000 91 1102.630000 92 1697.670000 93 4753.040000 94 2293.245605 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,ISS,Prophet,3.1465437412261963,"97 59753.180000 98 24471.640000 99 87307.040000 100 67406.730000 101 39934.540000 102 22981.880000 103 36768.020000 104 24226.140000 105 41374.510000 106 23210.790000 107 56083.470000 108 57854.011719 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,IRRF,XGBoost,1.2013542652130127,"97 55961.520000 98 36509.610000 99 53288.120000 100 37562.340000 101 33852.000000 102 37878.150000 103 32795.480000 104 45077.880000 105 37292.030000 106 40546.800000 107 105893.050000 108 23152.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do FPM,HWES,1.1723840236663818,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243646.00 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do ICMS,HWES,1.3073678016662598,"97 360659.2000 98 296934.4500 99 475085.0800 100 546279.2400 101 432023.2400 102 464678.8900 103 495015.7800 104 491055.2900 105 582771.1700 106 441049.1300 107 599784.8600 108 584119.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do IPVA,AR,1.5810654163360596,"97 25401.45000 98 119842.01000 99 54102.61000 100 31467.89000 101 8068.48000 102 7355.96000 103 5670.32000 104 2290.39000 105 1784.34000 106 206.92000 107 94033.92000 108 94033.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Transferencias LC 61_1989,AR,1.7733891010284424,"97 3054.460000 98 3846.540000 99 4550.690000 100 3417.610000 101 10394.670000 102 4909.850000 103 4095.790000 104 4360.070000 105 7228.160000 106 3857.530000 107 5082.770000 108 5600.832031 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,IPTU,HWES,2.0695738792419434,"97 5.611951e+05 98 1.608439e+06 99 1.660488e+05 100 1.524562e+05 101 1.800399e+05 102 1.588584e+05 103 2.040376e+05 104 1.863605e+05 105 1.522385e+05 106 9.458932e+04 107 9.963496e+04 108 3.934752e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,ISS,AR,1.128774881362915,"97 581633.59 98 783529.29 99 727072.18 100 524440.06 101 499373.90 102 495300.01 103 463131.58 104 524954.46 105 541553.28 106 552741.13 107 578543.66 108 578543.75 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,ITBI,Prophet,1.3631188869476318,"97 80955.440 98 212917.510 99 199876.970 100 275144.740 101 382678.880 102 166652.420 103 358342.810 104 160188.720 105 191738.210 106 146740.360 107 178363.420 108 152205.125 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,IRRF,AR,1.0238826274871826,"61 306642.1000 62 577645.8500 63 462202.7200 64 452295.5700 65 321099.6900 66 555545.3500 67 404569.9100 68 433826.2100 69 339095.5300 70 452962.9100 71 996359.6300 72 413226.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do FPM,HWES,1.4762473106384277,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2841917.66 103 1689247.16 104 1979188.19 105 2090473.90 106 2384993.83 107 3787537.53 108 2495426.00 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do ICMS,HWES,3.119715452194214,"97 2356654.04 98 2498820.05 99 3104346.40 100 2931826.93 101 4046901.79 102 2450138.57 103 3234579.45 104 3208700.52 105 3126553.95 106 3694900.58 107 3919171.83 108 3919172.00 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do IPVA,XGBoost,2.5067555904388428,"97 354972.210 98 461243.530 99 709189.470 100 452272.380 101 177223.120 102 143678.520 103 88784.220 104 54092.960 105 46974.970 106 23694.790 107 1034979.680 108 1034979.875 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do ITR,XGBoost,2.3719966411590576,"90 321.770 91 1670.180 92 12553.400 93 424.180 94 157.200 95 3397.170 96 1543.340 97 154730.390 98 588662.890 99 7511.740 100 3932.890 101 4089.625 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,ISS,XGBoost,2.0304038524627686,"97 129616.67000 98 102457.01000 99 27594.59000 100 58340.26000 101 70709.87000 102 50528.33000 103 21561.90000 104 46642.34000 105 49380.24000 106 30315.41000 107 196202.96000 108 196074.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,ITBI,XGBoost,1.0782809257507324,"92 4820.15000 93 18637.96000 94 140569.25000 95 26383.50000 96 2000.00000 97 14080.00000 98 39400.66000 99 56908.08000 100 298232.21000 101 7000.00000 102 195310.88000 103 207497.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,IRRF,XGBoost,2.1829638481140137,"97 54635.030000 98 71725.490000 99 77165.370000 100 79760.680000 101 72821.800000 102 69417.610000 103 73882.210000 104 72708.080000 105 70537.110000 106 67134.790000 107 207435.140000 108 19509.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do FPM,SARIMAX,1.5302271842956543,"91 1.038318e+06 92 8.741626e+05 93 9.725681e+05 94 1.194111e+06 95 1.312555e+06 96 1.236327e+06 97 1.611546e+06 98 1.090336e+06 99 1.222890e+06 100 1.350321e+06 101 1.263538e+06 102 1.117735e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do ICMS,HWES,1.8728446960449219,"97 590814.3400 98 626455.4400 99 783710.2000 100 893606.8400 101 709000.6200 102 761214.2900 103 843155.4200 104 796188.6900 105 954667.3200 106 722505.1900 107 982538.3100 108 981246.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do IPVA,XGBoost,1.5415153503417969,"97 18217.250000 98 27827.910000 99 56471.580000 100 39742.510000 101 17504.410000 102 10703.840000 103 3640.540000 104 7826.020000 105 4992.160000 106 3349.240000 107 57786.680000 108 57786.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do ITR,AR,2.0648114681243896,"60 26467.590000 61 7517.620000 62 2991.640000 63 4612.790000 64 2857.730000 65 4451.820000 66 26676.350000 67 71440.100000 68 619439.290000 69 57444.710000 70 30927.750000 71 30878.220703 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Transferencias LC 61_1989,XGBoost,1.2620117664337158,"73 5003.680000 74 6301.230000 75 7454.720000 76 6879.730000 77 7797.690000 78 8043.080000 79 6709.520000 80 7142.420000 81 11840.820000 82 6319.240000 83 8326.360000 84 7702.918945 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,IPTU,AR,1.6455636024475098,"96 67483.080000 97 182837.530000 98 94326.430000 99 31581.570000 100 21839.070000 101 18798.800000 102 19755.240000 103 22973.880000 104 21222.920000 105 12284.530000 106 20679.770000 107 22175.869141 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,ISS,Prophet,1.0330801010131836,"97 163659.84000 98 148767.70000 99 202176.68000 100 220217.70000 101 159522.31000 102 177909.79000 103 127022.46000 104 158700.40000 105 129140.34000 106 152724.75000 107 518619.25000 108 507406.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,ITBI,MLP,1.445730447769165,"97 55428.450000 98 20838.480000 99 24140.810000 100 12925.060000 101 25698.330000 102 52464.560000 103 7140.000000 104 15171.430000 105 28740.750000 106 29877.490000 107 16305.000000 108 21526.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,IRRF,Prophet,2.0031142234802246,"75 71778.470000 76 122381.020000 77 21719.980000 78 145432.970000 79 60502.710000 80 14102.640000 81 59888.100000 82 101097.330000 83 61223.580000 84 102782.980000 85 244654.680000 86 54864.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do FPM,SARIMAX,3.1683311462402344,"91 1.105980e+06 92 9.437265e+05 93 1.031519e+06 94 1.233611e+06 95 1.696712e+06 96 1.283296e+06 97 1.600014e+06 98 1.153051e+06 99 1.237539e+06 100 1.339793e+06 101 1.259276e+06 102 1.519803e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do ICMS,HWES,1.0934486389160156,"97 665623.060 98 705909.570 99 876787.780 100 999229.430 101 794924.710 102 850789.070 103 913759.490 104 674279.030 105 899100.510 106 814141.430 107 1484092.300 108 1488194.625 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do ITR,MLP,1.7465877532958984,"25 127.980000 26 589.840000 27 2881.620000 28 653.970000 29 626.660000 30 54.220000 31 2157.550000 32 38537.130000 33 121513.480000 34 14749.100000 35 14758.220000 36 14758.086914 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Transferencias LC 61_1989,XGBoost,1.1029884815216064,"97 5638.290000 98 7100.410000 99 8207.220000 100 6731.570000 101 7029.330000 102 7250.550000 103 6048.380000 104 1401.530000 105 10674.080000 106 5696.570000 107 7505.900000 108 6881.875488 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,IPTU,SES,1.1311955451965332,"88 7212.06000 89 15668.23000 90 20403.72000 91 75724.55000 92 35376.53000 93 10226.16000 94 8372.43000 95 6138.59000 96 7027.68000 97 3912.46000 98 4259.28000 99 4259.28125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,ISS,XGBoost,1.3096985816955566,"97 41214.510000 98 88897.150000 99 31821.060000 100 106276.940000 101 46904.660000 102 29264.510000 103 42520.880000 104 41648.000000 105 36914.600000 106 36247.170000 107 68580.200000 108 68447.515625 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,ITBI,XGBoost,3.5126473903656006,"97 19801.210000 98 13120.000000 99 5240.000000 100 5170.000000 101 7506.730000 102 8250.000000 103 18730.000000 104 13520.000000 105 4950.000000 106 19660.000000 107 19692.000000 108 19781.542969 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do FPM,HWES,1.30180025100708,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1428549.10 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1241585.00 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do ICMS,HWES,1.0318641662597656,"97 421004.0700 98 446401.2900 99 554575.4600 100 636768.7800 101 505221.5500 102 542428.1500 103 577840.9100 104 573217.7700 105 680279.4200 106 514844.6900 107 700139.8100 108 621406.0625 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do IPVA,XGBoost,1.8948752880096436,"97 22163.950000 98 48912.840000 99 76137.400000 100 58007.760000 101 23190.860000 102 10246.270000 103 4068.490000 104 5342.550000 105 2919.730000 106 1215.960000 107 149952.050000 108 144688.765625 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Transferencias LC 61_1989,HWES,1.2482850551605225,"97 3565.520000 98 4490.150000 99 5312.090000 100 4902.370000 101 5556.490000 102 5731.350000 103 4781.070000 104 5089.560000 105 8437.550000 106 4502.970000 107 5933.200000 108 5861.802246 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,IPTU,AR,3.5808775424957275,"86 10763.820000 87 52463.440000 88 56721.310000 89 8906.070000 90 4555.570000 91 4627.370000 92 6046.810000 93 800.260000 94 708.010000 95 1194.630000 96 96.410000 97 402.767578 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,ISS,SES,1.9288365840911865,"97 53367.340000 98 54805.100000 99 58335.540000 100 55439.630000 101 56884.570000 102 58245.250000 103 60010.750000 104 64649.650000 105 54268.990000 106 60268.950000 107 66730.090000 108 63268.664062 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,ITBI,SES,1.3478305339813232,"82 600.000000 83 10876.200000 84 4390.000000 85 4231.060000 86 21398.450000 87 340.000000 88 9806.610000 89 6405.900000 90 3600.000000 91 300.000000 92 980.000000 93 994.038696 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,IRRF,MLP,1.0932691097259521,"97 57560.15000 98 67585.08000 99 71042.65000 100 60510.82000 101 57336.85000 102 69715.99000 103 54512.19000 104 55817.69000 105 54303.60000 106 58850.43000 107 119720.02000 108 119353.28125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do FPM,HWES,1.3423104286193848,"97 1544475.970 98 958652.590 99 1096039.070 100 1218423.400 101 1038055.230 102 1430566.750 103 970762.570 104 989594.090 105 919097.960 106 1192496.910 107 1893768.370 108 1234019.375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do ICMS,HWES,1.162203073501587,"97 206373.17000 98 218822.70000 99 271848.90000 100 312139.50000 101 247655.97000 102 278177.31000 103 295748.31000 104 293715.37000 105 348028.08000 106 265589.79000 107 459233.37000 108 436260.59375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do ITR,XGBoost,1.5224332809448242,"70 675.100000 71 5973.160000 72 69.610000 73 26010.680000 74 6.150000 75 147.870000 76 296.080000 77 386.140000 78 594.620000 79 6074.950000 80 476.040000 81 499.644501 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Transferencias LC 61_1989,HWES,2.9256889820098877,"97 1747.790000 98 2201.030000 99 2603.940000 100 2403.100000 101 2723.740000 102 2809.470000 103 2343.650000 104 2494.860000 105 4136.020000 106 2207.320000 107 2908.400000 108 2786.501709 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,IPTU,HWES,2.886220693588257,"97 63079.060000 98 407985.870000 99 27564.800000 100 23274.670000 101 132132.410000 102 17411.770000 103 13705.790000 104 10404.160000 105 20189.460000 106 10666.400000 107 11634.050000 108 20527.751953 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,ISS,HWES,1.570732831954956,"97 10106.770000 98 50835.920000 99 43037.440000 100 29812.900000 101 34163.980000 102 30079.870000 103 33089.110000 104 19944.380000 105 27795.770000 106 8540.000000 107 48588.490000 108 37766.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,ITBI,XGBoost,2.054131269454956,"96 1304.980000 97 16439.420000 98 28106.020000 99 14156.080000 100 24786.290000 101 9896.530000 102 16581.490000 103 18613.460000 104 42793.160000 105 5627.930000 106 16447.850000 107 16129.001953 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,IRRF,XGBoost,1.5317447185516357,"97 97879.330000 98 50880.650000 99 48303.970000 100 49196.310000 101 40046.970000 102 43569.590000 103 52392.230000 104 96347.560000 105 46780.640000 106 33276.240000 107 64696.530000 108 60034.566406 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do FPM,SARIMAX,1.0611071586608887,"91 1.056811e+06 92 9.367091e+05 93 1.001419e+06 94 1.140181e+06 95 1.320511e+06 96 1.246664e+06 97 1.383407e+06 98 1.214501e+06 99 1.181958e+06 100 1.285224e+06 101 1.197479e+06 102 1.085755e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ICMS,HWES,1.1431961059570312,"97 496610.6800 98 443826.8200 99 710025.3700 100 815257.8400 101 635455.4200 102 694473.1000 103 739812.2500 104 733893.2300 105 872954.0500 106 659157.9300 107 896392.0700 108 918837.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do IPVA,SES,0.9959747791290283,"91 187873.370000 92 168344.940000 93 42297.160000 94 76368.070000 95 80836.510000 96 81580.920000 97 87533.230000 98 25726.260000 99 20322.660000 100 10836.710000 101 113469.230000 102 113362.820312 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ITR,SES,2.5011942386627197,"60 6.620000 61 11.620000 62 233.770000 63 47.270000 64 96.350000 65 66.630000 66 35.240000 67 341.880000 68 2509.650000 69 5249.980000 70 182.640000 71 155.245911 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,IPTU,AR,1.5909948348999023,"68 303.280000 69 266.110000 70 2876.180000 71 2602.520000 72 57052.330000 73 294372.370000 74 31754.450000 75 223163.170000 76 8730.300000 77 4218.190000 78 9592.710000 79 9471.152344 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,ISS,XGBoost,1.0300493240356445,"85 47076.480000 86 39613.970000 87 58658.760000 88 41984.720000 89 45157.940000 90 51113.630000 91 52166.500000 92 50967.610000 93 51314.520000 94 70889.880000 95 80998.640000 96 80595.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,ITBI,AR,1.4375979900360107,"83 -1500.000000 84 14920.000000 85 28373.320000 86 6500.000000 87 3900.000000 88 16900.000000 89 24770.000000 90 6260.000000 91 10554.480000 92 23000.000000 93 50688.000000 94 47320.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,IRRF,AR,2.229064702987671,"85 30513.790000 86 37822.130000 87 35430.470000 88 39441.440000 89 40442.750000 90 48258.870000 91 48017.380000 92 44302.170000 93 53917.680000 94 46769.380000 95 85785.740000 96 85785.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do FPM,SARIMAX,1.0650451183319092,"81 8.466426e+05 82 1.039246e+06 83 1.411106e+06 84 1.108969e+06 85 1.365687e+06 86 1.004948e+06 87 1.040011e+06 88 1.203142e+06 89 1.074740e+06 90 1.368400e+06 91 1.150308e+06 92 9.595406e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do ICMS,SES,0.9866411685943604,"85 424058.30000 86 455073.66000 87 409246.32000 88 507593.74000 89 403496.57000 90 146190.16000 91 422660.88000 92 396025.93000 93 385405.76000 94 373404.46000 95 453983.07000 96 453375.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do IPVA,MLP,3.1320652961730957,"85 45481.760000 86 59510.000000 87 155808.240000 88 63950.730000 89 34722.620000 90 274629.010000 91 17052.660000 92 5646.660000 93 5502.490000 94 4296.790000 95 249804.060000 96 248686.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do ITR,HWES,2.0061068534851074,"71 135.360000 72 24.740000 73 12.430000 74 131.490000 75 6.620000 76 39.910000 77 5.000000 78 1098.960000 79 3174.690000 80 115.570000 81 215.920000 82 223.420074 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Transferencias LC 61_1989,AR,1.1799736022949219,"85 5587.430000 86 5051.400000 87 4592.890000 88 3517.590000 89 3265.070000 90 3967.910000 91 2766.100000 92 4184.110000 93 4488.860000 94 3121.780000 95 4032.690000 96 4217.117676 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,IPTU,AR,1.6961123943328857,"80 1593.610000 81 497.150000 82 1783.110000 83 70965.580000 84 6099.490000 85 4009.990000 86 1743.200000 87 560.680000 88 399.360000 89 476.540000 90 309.270000 91 239.659409 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,IRRF,MLP,2.7400565147399902,"96 38583.750000 97 29932.710000 98 34212.300000 99 31645.340000 100 29794.690000 101 31640.340000 102 35309.310000 103 36323.390000 104 51090.730000 105 35987.930000 106 64536.870000 107 64487.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do FPM,HWES,2.7396390438079834,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.00 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do ICMS,HWES,1.1529126167297363,"97 406792.140 98 431332.030 99 535854.530 100 615273.230 101 488166.670 102 513314.930 103 546891.030 104 539726.780 105 663802.520 106 523021.380 107 649686.080 108 651518.375 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Transferencias LC 61_1989,HWES,1.544823169708252,"97 3445.160000 98 4338.570000 99 5132.760000 100 4736.900000 101 5368.910000 102 5537.870000 103 4619.670000 104 4452.650000 105 8152.730000 106 4350.960000 107 5732.910000 108 5684.375977 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,IPTU,HWES,3.2323808670043945,"97 5.463549e+05 98 2.031138e+06 99 2.462672e+05 100 2.875221e+05 101 1.894773e+05 102 2.092270e+05 103 2.238210e+05 104 1.449016e+05 105 3.581374e+05 106 3.447977e+05 107 2.856820e+05 108 4.180793e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,ISS,MLP,1.6228001117706299,"97 461441.5200 98 654034.5400 99 474427.5600 100 747746.3200 101 630988.9600 102 595346.3000 103 623596.4200 104 496209.9100 105 861093.4200 106 536676.2600 107 897930.0200 108 628862.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,ITBI,HWES,1.1456496715545654,"97 162535.180000 98 310105.720000 99 339628.930000 100 127838.670000 101 195710.760000 102 186615.120000 103 215691.700000 104 460055.610000 105 224757.000000 106 292332.760000 107 135549.070000 108 126918.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,IRRF,SARIMAX,0.8982653617858887,"91 268540.058840 92 258529.479317 93 270206.309243 94 268195.654949 95 375310.848650 96 273028.448520 97 313338.543631 98 304379.673895 99 290468.255776 100 309459.953172 101 292531.773883 102 303070.761420 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do FPM,AR,1.1632840633392334,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 4022244.74 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.02 108 3054606.50 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do ICMS,HWES,1.1671850681304932,"97 1752144.28 98 1857843.03 99 2308044.69 100 2650118.67 101 2102642.52 102 2257489.65 103 2404871.40 104 2385630.72 105 2831202.29 106 2142692.27 107 2913857.70 108 2913637.50 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do IPVA,SARIMAX,2.682709217071533,"91 2.080074e+05 92 1.804053e+05 93 1.807549e+05 94 1.633767e+05 95 1.272037e+06 96 1.092423e+06 97 5.113000e+05 98 5.630483e+05 99 1.085432e+06 100 9.036322e+05 101 4.720485e+05 102 3.408200e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do ITR,XGBoost,1.993781328201294,"61 26996.170000 62 4219.520000 63 13183.260000 64 8346.140000 65 9694.890000 66 4973.040000 67 15526.290000 68 237185.170000 69 995325.140000 70 51607.080000 71 23946.470000 72 24928.097656 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Transferencias LC 61_1989,HWES,2.1614654064178467,"97 14839.130000 98 18687.230000 99 22108.010000 100 20402.870000 101 23125.160000 102 23852.900000 103 19898.020000 104 21181.940000 105 35115.670000 106 18740.610000 107 24692.990000 108 25484.568359 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,IPTU,HWES,2.9287524223327637,"82 2448.360000 83 55747.130000 84 76369.460000 85 3886.400000 86 13865.480000 87 4484.900000 88 10818.500000 89 2419.270000 90 1313.170000 91 137.890000 92 2935.470000 93 1584.425415 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,ISS,XGBoost,1.243523359298706,"85 10951.29000 86 7620.40000 87 9488.90000 88 15347.36000 89 13571.44000 90 18124.21000 91 17009.94000 92 10427.58000 93 14589.86000 94 8639.03000 95 14808.07000 96 14807.71582 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,ITBI,SARIMAX,1.776597023010254,"80 13104.299673 81 11239.582161 82 9299.016479 83 8797.814334 84 9531.215359 85 9636.728668 86 10392.388177 87 15670.219380 88 13061.241705 89 12853.179795 90 16298.082694 91 14553.391240 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Derrubadas - RS,IRRF,XGBoost,1.2192158699035645,"85 50672.690000 86 53858.340000 87 49703.960000 88 48483.700000 89 47197.970000 90 48258.480000 91 56336.420000 92 52561.530000 93 45144.200000 94 46059.330000 95 81811.930000 96 81818.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do FPM,HWES,1.2953948974609375,"85 1567076.530 86 958652.590 87 1096039.070 88 1218423.400 89 1137998.320 90 1418941.180 91 970762.570 92 989594.090 93 919097.950 94 1192496.910 95 1893768.770 96 1257583.625 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do ICMS,SARIMAX,1.1125609874725342,"81 631710.914620 82 642809.110028 83 780800.857020 84 486674.725733 85 579751.984103 86 643626.616383 87 680557.087151 88 639560.836534 89 590432.632154 90 643288.963517 91 595203.940703 92 615196.483393 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do IPVA,MLP,1.7236835956573486,"85 22292.880000 86 59841.500000 87 58659.290000 88 38398.880000 89 14060.700000 90 10901.180000 91 4227.330000 92 4027.390000 93 467.080000 94 4538.400000 95 91591.040000 96 91590.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Transferencias LC 61_1989,HWES,1.2671749591827393,"85 3885.050000 86 4892.530000 87 5788.160000 88 5341.700000 89 6054.450000 90 6244.960000 91 5209.520000 92 5545.680000 93 9193.690000 94 4906.520000 95 6464.920000 96 6042.679199 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,IPTU,HWES,1.4319489002227783,"87 1578.800000 88 3338.090000 89 20881.230000 90 96988.880000 91 47065.820000 92 9047.370000 93 8839.160000 94 2298.220000 95 874.890000 96 2562.240000 97 5016.550000 98 5935.932129 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,ISS,HWES,2.023043632507324,"97 20702.3700 98 20647.7700 99 14978.9400 100 21945.4400 101 20751.0600 102 21198.7500 103 22037.9600 104 19487.0100 105 20873.1200 106 25342.7900 107 42748.7300 108 42941.8125 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,ITBI,XGBoost,1.381786584854126,"92 14400.000000 93 12440.000000 94 9900.000000 95 9691.500000 96 2400.000000 97 12614.200000 98 12900.000000 99 2820.000000 100 7970.000000 101 18230.000000 102 7860.000000 103 9270.980469 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,IRRF,MLP,1.5566082000732422,"97 34547.6000 98 47231.6400 99 42400.5200 100 41365.2200 101 41704.4100 102 37369.0400 103 39190.8200 104 38122.4900 105 34918.9200 106 46184.9500 107 120640.3500 108 58565.5625 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do FPM,HWES,1.604750156402588,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do ICMS,HWES,2.521169900894165,"97 318253.7400 98 337452.5000 99 419225.6900 100 481358.8600 101 381917.1000 102 410043.0300 103 436812.9700 104 402914.8600 105 553823.6000 106 389191.6100 107 529263.5800 108 530670.4375 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Transferencias LC 61_1989,HWES,1.3215441703796387,"97 2695.310000 98 3394.270000 99 4015.610000 100 3705.880000 101 4200.350000 102 4332.540000 103 3614.190000 104 3847.410000 105 6378.300000 106 3403.980000 107 4485.140000 108 4482.500977 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,IPTU,HWES,1.9472925662994385,"89 2.548997e+07 90 8.412500e+06 91 2.594865e+06 92 3.158704e+06 93 3.302184e+06 94 3.295698e+06 95 3.784144e+06 96 2.932520e+06 97 2.933493e+06 98 2.755624e+06 99 2.944998e+06 100 1.869584e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,ISS,XGBoost,1.6397693157196045,"89 6826513.76 90 4635959.23 91 4325505.98 92 5010864.01 93 6161616.38 94 8527566.49 95 9244828.49 96 7020142.51 97 5861465.16 98 6472086.09 99 7795767.44 100 7795767.50 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,ITBI,SARIMAX,2.691831350326538,"85 2.716274e+06 86 3.126257e+06 87 3.107517e+06 88 3.399650e+06 89 3.183566e+06 90 3.286130e+06 91 3.168470e+06 92 3.266929e+06 93 3.392157e+06 94 3.293102e+06 95 3.705534e+06 96 3.357450e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Gramado - RS,IRRF,MLP,2.889187812805176,"89 936488.940 90 1325315.140 91 1396642.430 92 1353968.990 93 1428007.570 94 1417263.220 95 1460156.760 96 1524563.930 97 1455744.160 98 1454171.060 99 2633527.920 100 1814269.375 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do FPM,SARIMAX,1.0467703342437744,"85 2.494134e+06 86 3.119435e+06 87 4.560141e+06 88 3.207692e+06 89 4.308647e+06 90 2.791375e+06 91 3.215382e+06 92 3.535123e+06 93 3.332641e+06 94 2.954899e+06 95 3.268933e+06 96 2.797061e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do ICMS,XGBoost,1.217963695526123,"89 1812139.45 90 1921535.35 91 2387484.36 92 2741523.56 93 2174897.57 94 2351611.64 95 2487697.92 96 2467784.24 97 2928941.20 98 2216348.19 99 3013195.71 100 2738455.00 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do IPVA,SARIMAX,2.264763116836548,"85 2.479882e+05 86 2.482556e+05 87 2.916836e+06 88 2.411488e+06 89 9.822138e+05 90 1.195601e+06 91 2.152571e+06 92 1.629041e+06 93 7.541796e+05 94 6.319201e+05 95 5.709700e+05 96 3.961185e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do ITR,XGBoost,1.9338586330413818,"89 42279.440000 90 3321.990000 91 3538.310000 92 7362.240000 93 4780.760000 94 3405.010000 95 4393.240000 96 20029.150000 97 87425.980000 98 7146.210000 99 10154.630000 100 19849.619141 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Transferencias LC 61_1989,SES,0.9350571632385254,"53 15358.160000 54 19340.870000 55 22881.350000 56 21116.540000 57 23934.060000 58 8236.610000 59 20594.010000 60 21922.830000 61 36343.950000 62 19396.120000 63 25556.730000 64 24445.376953 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,IPTU,SARIMAX,3.3605659008026123,"64 133546.647227 65 138245.985654 66 137406.835865 67 132750.039553 68 130774.351962 69 133116.644862 70 133629.316533 71 135703.446829 72 321584.295564 73 321167.358230 74 170385.546685 75 156600.678024 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cacequi - RS,ISS,XGBoost,1.8136584758758545,"65 66689.9400 66 62910.9000 67 93130.7100 68 64552.4300 69 69885.6000 70 133632.7300 71 100071.0400 72 109461.7900 73 71605.7200 74 102738.6500 75 71971.2500 76 74357.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,ITBI,XGBoost,1.6840460300445557,"65 26858.53000 66 31902.79000 67 101436.64000 68 38634.59000 69 37625.01000 70 458613.79000 71 159093.09000 72 68325.82000 73 11752.04000 74 113515.59000 75 121563.59000 76 126522.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,IRRF,SARIMAX,0.9044380187988281,"64 110294.474202 65 107029.792547 66 108758.962231 67 107525.384115 68 105258.528186 69 105543.324373 70 125080.578614 71 115912.267356 72 133266.315341 73 124749.459602 74 148566.939651 75 128123.194460 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do FPM,SARIMAX,1.2887139320373535,"64 1.508775e+06 65 1.449692e+06 66 1.847883e+06 67 1.621512e+06 68 1.586016e+06 69 1.464867e+06 70 1.533179e+06 71 2.040738e+06 72 1.760950e+06 73 1.551419e+06 74 1.873476e+06 75 2.558114e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do ICMS,XGBoost,1.1185715198516846,"65 1558224.38 66 1672192.01 67 1503796.99 68 1865179.73 69 1482669.28 70 1495838.05 71 1553089.54 72 1455217.98 73 1416193.59 74 1372093.97 75 1668184.56 76 1406239.25 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do IPVA,MLP,0.8925788402557373,"63 77540.4100 64 99818.6400 65 211282.5600 66 199419.5300 67 81861.9300 68 59065.8300 69 48033.9800 70 19876.3000 71 21929.6900 72 14091.2500 73 230427.3500 74 305297.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do ITR,XGBoost,1.6839063167572021,"64 2804.120000 65 2036.900000 66 1735.460000 67 10853.750000 68 2257.290000 69 22122.430000 70 25054.580000 71 96585.490000 72 893472.470000 73 124640.770000 74 125958.900000 75 75587.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,IPTU,HWES,1.6945881843566895,"97 106136.820000 98 53002.960000 99 18661.390000 100 21627.250000 101 10900.920000 102 16293.480000 103 20033.940000 104 10118.070000 105 9297.800000 106 32444.920000 107 14243.740000 108 215748.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,ISS,Prophet,3.1560285091400146,"97 507537.82 98 803766.21 99 588156.49 100 632145.60 101 637502.86 102 751880.67 103 657999.52 104 721806.48 105 666449.21 106 754921.22 107 784724.08 108 784724.00 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,ITBI,AR,2.930621862411499,"92 3600.000000 93 733.500000 94 19692.500000 95 22224.520000 96 325756.600000 97 31335.960000 98 13235.000000 99 1063.600000 100 3185.000000 101 1235.070000 102 5582.000000 103 7217.624512 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,IRRF,XGBoost,1.0326924324035645,"97 79115.060000 98 90346.500000 99 108897.900000 100 101056.960000 101 92530.000000 102 87834.060000 103 95206.580000 104 94791.100000 105 102191.890000 106 114465.230000 107 181766.300000 108 181451.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do FPM,HWES,1.164771318435669,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 860228.71 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1021771.00 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do ICMS,HWES,1.130101203918457,"97 398597.2400 98 422642.7500 99 525059.6400 100 602878.4200 101 478332.4800 102 513558.8200 103 500850.5600 104 522821.6600 105 644073.3500 106 487443.4200 107 646173.9300 108 516881.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do IPVA,XGBoost,1.1485917568206787,"97 82559.49 98 107389.39 99 183594.96 100 188675.50 101 62234.01 102 39637.46 103 13447.23 104 18047.46 105 15847.01 106 9999.68 107 145459.89 108 146626.25 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do ITR,AR,1.681339979171753,"81 1977.770000 82 1647.320000 83 9625.070000 84 1863.170000 85 1826.270000 86 17056.320000 87 765.800000 88 3321.690000 89 335253.300000 90 33076.300000 91 50836.730000 92 18778.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Transferencias LC 61_1989,HWES,1.2115540504455566,"97 3375.760000 98 4251.170000 99 5029.370000 100 4641.450000 101 5151.980000 102 5426.300000 103 4273.560000 104 4727.550000 105 7988.500000 106 4263.310000 107 5617.430000 108 3244.848877 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,IPTU,AR,2.242893934249878,"95 726261.47000 96 187513.14000 97 430112.03000 98 109916.49000 99 231878.87000 100 97375.24000 101 84591.87000 102 182814.01000 103 89632.71000 104 87365.18000 105 335872.11000 106 280206.96875 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,ISS,HWES,3.0292840003967285,"97 256802.900 98 322859.780 99 310855.620 100 407084.670 101 166117.920 102 723500.120 103 386437.080 104 748577.150 105 350807.690 106 370183.860 107 810361.530 108 1180454.375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,ITBI,Prophet,1.9816157817840576,"94 39700.000000 95 32240.000000 96 7200.000000 97 98717.430000 98 35441.940000 99 23515.140000 100 33162.000000 101 2200.000000 102 25205.000000 103 21160.000000 104 34152.590000 105 28295.957031 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,IRRF,XGBoost,1.254364252090454,"97 196526.5600 98 218313.7300 99 200290.8900 100 226100.1900 101 198514.7500 102 214730.5000 103 205237.7800 104 234714.5400 105 250978.9500 106 225024.1200 107 376212.4400 108 376206.4375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do FPM,HWES,1.207693338394165,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3310862.76 103 2265112.70 104 2309052.89 105 2144561.87 106 2782492.78 107 4418793.79 108 3115216.25 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do ICMS,MLP,1.7646591663360596,"97 1648395.17 98 1763371.42 99 2190680.23 100 2515359.73 101 1995722.80 102 2200749.78 103 2341638.79 104 2324479.07 105 2756051.33 106 1787652.45 107 2417246.71 108 2404038.25 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do IPVA,MLP,1.0982286930084229,"95 244411.760 96 367099.910 97 469240.440 98 390405.710 99 164958.120 100 123182.410 101 89022.060 102 61538.810 103 43850.780 104 38964.560 105 476340.920 106 476340.875 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do ITR,XGBoost,1.7710208892822266,"82 1671.790000 83 5338.600000 84 24606.420000 85 1416.050000 86 13716.750000 87 3658.370000 88 24529.380000 89 51847.070000 90 258575.670000 91 81840.630000 92 83544.570000 93 83943.796875 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,IPTU,XGBoost,1.775092601776123,"87 2413.240000 88 987.770000 89 4264.300000 90 1950.230000 91 1779.710000 92 32843.980000 93 636748.780000 94 48396.860000 95 14192.250000 96 13786.010000 97 2764.880000 98 12816.806641 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,ISS,Prophet,1.9979922771453857,"97 22123.320 98 35510.830 99 26572.010 100 26215.900 101 29243.250 102 27471.350 103 35643.540 104 29830.320 105 29904.260 106 29163.250 107 35507.500 108 35057.125 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,ITBI,XGBoost,0.9220609664916992,"97 4620.680000 98 35301.480000 99 36370.140000 100 39603.570000 101 41463.230000 102 38286.480000 103 44797.350000 104 17748.890000 105 64041.480000 106 34787.040000 107 8571.610000 108 21237.255859 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,IRRF,MLP,1.7495505809783936,"97 45865.640000 98 37226.490000 99 38001.350000 100 38953.100000 101 34374.460000 102 37873.190000 103 50184.960000 104 36457.040000 105 37512.070000 106 48314.040000 107 126118.420000 108 2812.961426 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do FPM,HWES,1.2791650295257568,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1272901.50 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do ICMS,HWES,1.15293288230896,"97 466711.20 98 494865.73 99 614784.04 100 705900.84 101 560071.93 102 601317.93 103 640575.36 104 635450.31 105 754135.32 106 570739.83 107 776151.88 108 771531.50 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do IPVA,AR,3.2565126419067383,"97 43352.100000 98 75425.470000 99 176930.290000 100 123132.230000 101 44369.250000 102 35985.190000 103 12639.370000 104 5370.120000 105 7129.280000 106 5224.310000 107 260770.190000 108 260770.203125 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do ITR,AR,2.2568838596343994,"72 14.400000 73 181.540000 74 24.600000 75 40.040000 76 66.210000 77 17.260000 78 200.800000 79 7626.470000 80 7805.610000 81 158.190000 82 512.240000 83 508.110748 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Transferencias LC 61_1989,MLP,2.0075435638427734,"97 3952.630000 98 4977.640000 99 5888.820000 100 5434.620000 101 6159.740000 102 6353.600000 103 5303.880000 104 5642.130000 105 9353.590000 106 4991.850000 107 6577.350000 108 6244.362793 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,IPTU,XGBoost,2.069636821746826,"77 3.876619e+04 78 1.085302e+06 79 1.191233e+05 80 7.115604e+04 81 5.439302e+04 82 7.747701e+04 83 6.270580e+04 84 4.963205e+04 85 6.706385e+04 86 8.042556e+04 87 6.916647e+04 88 5.595660e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,ISS,MLP,0.9506494998931885,"85 88180.290000 86 129550.150000 87 111311.000000 88 109097.350000 89 121668.380000 90 151555.790000 91 107235.220000 92 143241.880000 93 158880.980000 94 130656.390000 95 125190.140000 96 129780.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,ITBI,MLP,1.0458252429962158,"85 24801.180000 86 34024.130000 87 51821.530000 88 48353.270000 89 37771.830000 90 26288.390000 91 19533.220000 92 41628.840000 93 66714.220000 94 44481.050000 95 44040.950000 96 32249.339844 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,IRRF,XGBoost,1.2812461853027344,"85 69978.180000 86 88715.700000 87 196441.990000 88 42322.970000 89 112079.030000 90 122045.590000 91 251479.610000 92 52330.410000 93 145909.690000 94 148631.840000 95 340053.630000 96 237703.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do FPM,XGBoost,1.297865629196167,"85 1929682.54 86 1169851.85 87 1386688.69 88 1542552.79 89 1443352.50 90 1237860.30 91 1411448.82 92 1299923.87 93 1236833.60 94 1554474.68 95 1663655.31 96 1619998.75 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do ICMS,XGBoost,3.0138731002807617,"85 891781.88 86 957006.27 87 860632.74 88 1067454.42 89 848541.21 90 856077.78 91 888843.18 92 832830.66 93 810496.75 94 785258.39 95 954712.81 96 770881.75 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do IPVA,MLP,2.2933483123779297,"81 103876.0100 82 162351.8100 83 237443.2500 84 156809.0900 85 76613.9400 86 52581.1300 87 41091.7100 88 17202.0300 89 9148.3300 90 9957.7300 91 691252.0300 92 691252.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do ITR,SARIMAX,1.5803697109222412,"77 5179.334366 78 3559.904080 79 1747.494722 80 4062.525971 81 2207.101565 82 1683.560242 83 1604.385383 84 2797.802541 85 1746.880604 86 2010.644374 87 29254.462951 88 45121.948994 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,IPTU,SES,2.141941547393799,"89 5729.430000 90 6298.010000 91 6640.670000 92 107410.050000 93 205701.780000 94 32204.580000 95 30102.420000 96 33221.550000 97 29936.600000 98 30011.800000 99 31041.210000 100 17972.667969 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,ISS,MLP,1.8258495330810547,"97 13706.980000 98 49171.280000 99 13492.340000 100 84945.510000 101 42600.130000 102 27804.890000 103 24776.970000 104 17606.920000 105 25602.340000 106 20249.250000 107 29931.190000 108 29973.509766 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,ITBI,HWES,1.4153683185577393,"97 1751.420000 98 39056.070000 99 37304.900000 100 110742.560000 101 29575.140000 102 42030.110000 103 19109.330000 104 28805.810000 105 4368.110000 106 81289.590000 107 14882.290000 108 30888.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,IRRF,XGBoost,1.964487075805664,"93 55093.660000 94 58148.800000 95 66353.110000 96 51708.740000 97 71013.780000 98 62707.650000 99 65005.710000 100 66121.130000 101 57819.790000 102 57278.140000 103 143750.750000 104 130876.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do FPM,HWES,2.601728677749634,"97 1567076.530 98 958652.590 99 666174.020 100 1648288.450 101 1137998.320 102 1409429.330 103 949602.070 104 967596.970 105 886102.270 106 1159501.250 107 1860773.360 108 1165516.625 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do ICMS,HWES,1.32173752784729,"97 400454.03 98 424611.56 99 511166.24 100 622026.08 101 480560.67 102 538147.68 103 549635.33 104 538378.86 105 673385.07 106 489714.07 107 665964.53 108 661094.00 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do ITR,XGBoost,1.8289155960083008,"90 242.800000 91 250.040000 92 80.520000 93 650.020000 94 370.310000 95 12.060000 96 202.640000 97 542.260000 98 99226.670000 99 5910.380000 100 5964.100000 101 5918.713867 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Transferencias LC 61_1989,SES,1.446631908416748,"97 3391.490000 98 4270.970000 99 4472.370000 100 5242.710000 101 5285.270000 102 5451.600000 103 4547.710000 104 4245.200000 105 8025.700000 106 4283.180000 107 5643.590000 108 5815.987793 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,IPTU,MLP,1.9683551788330078,"97 3039255.970 98 427649.120 99 338254.130 100 373675.350 101 359781.350 102 290484.560 103 168061.720 104 236747.310 105 397820.690 106 708803.220 107 327766.210 108 1025367.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,ISS,XGBoost,2.8175153732299805,"97 9.188806e+05 98 8.104507e+05 99 7.362613e+05 100 8.509960e+05 101 8.731112e+05 102 8.108014e+05 103 1.259103e+06 104 7.078116e+05 105 7.407377e+05 106 1.040587e+06 107 8.888197e+05 108 7.606483e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,ITBI,XGBoost,2.6580309867858887,"97 209772.79 98 288840.84 99 256013.45 100 321553.96 101 344408.56 102 252251.98 103 668070.20 104 377608.12 105 1092394.27 106 754783.16 107 380658.11 108 341732.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,IRRF,MLP,1.9671955108642578,"97 1200580.650 98 885491.120 99 998656.920 100 901647.660 101 902423.340 102 896528.750 103 916988.660 104 949515.710 105 891312.540 106 1045340.620 107 1729685.930 108 855789.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do FPM,HWES,1.2118651866912842,"97 6268306.06 98 3834610.38 99 4384156.32 100 4873693.60 101 4551993.30 102 5914166.35 103 3883050.33 104 3958376.37 105 3676391.77 106 4769987.63 107 7575075.09 108 5067165.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do ICMS,HWES,1.3659021854400635,"97 3948774.48 98 4186985.74 99 5201596.72 100 5972522.39 101 4738685.72 102 5087661.77 103 5419813.26 104 5376450.89 105 6380627.15 106 4828945.11 107 6566906.05 108 6510067.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do IPVA,SARIMAX,2.990915298461914,"91 3.850850e+05 92 3.120522e+05 93 2.631564e+05 94 2.307281e+05 95 2.173159e+06 96 1.770547e+06 97 8.579608e+05 98 8.540368e+05 99 1.644554e+06 100 1.492770e+06 101 8.269799e+05 102 6.391437e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do ITR,SARIMAX,2.20890212059021,"91 4.651647e+04 92 4.455160e+05 93 3.724594e+06 94 8.243809e+05 95 8.395925e+05 96 7.357271e+05 97 5.665131e+04 98 1.086901e+05 99 7.244930e+04 100 5.729296e+04 101 7.150771e+04 102 8.308099e+04 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Transferencias LC 61_1989,XGBoost,2.5797154903411865,"97 33442.650000 98 42115.080000 99 49824.490000 100 45981.570000 101 52116.780000 102 53756.880000 103 44843.790000 104 47737.330000 105 79139.550000 106 42235.390000 107 55650.160000 108 63733.230469 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,IPTU,HWES,1.7257566452026367,"82 11213.8600 83 20275.5800 84 94604.7200 85 139758.5300 86 36429.9100 87 52723.5800 88 41758.3800 89 41004.2300 90 46914.0500 91 33846.0100 92 17386.7300 93 17386.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,ISS,HWES,1.4245080947875977,"85 25826.460000 86 22295.700000 87 46905.730000 88 49913.660000 89 45789.390000 90 71802.020000 91 46447.100000 92 33967.320000 93 36988.920000 94 35036.490000 95 51624.620000 96 51593.996094 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,ITBI,MLP,1.0362451076507568,"85 32886.63000 86 142238.49000 87 152923.00000 88 80938.14000 89 145003.07000 90 25074.96000 91 36278.42000 92 81865.20000 93 37945.01000 94 32450.65000 95 4600.00000 96 79794.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,IRRF,Prophet,1.4335994720458984,"85 206609.17 86 223843.53 87 167825.79 88 229010.85 89 212936.17 90 205259.76 91 210920.71 92 219893.47 93 234886.25 94 215081.87 95 429265.54 96 397617.25 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do FPM,HWES,1.1344187259674072,"85 1567076.530 86 958652.590 87 1096039.070 88 1218423.400 89 1137998.320 90 1418941.180 91 970762.570 92 989594.090 93 919097.950 94 1192496.910 95 1893768.770 96 1228843.625 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do ICMS,SES,1.1175358295440674,"85 1300363.950 86 1378808.880 87 1712928.630 88 1966800.820 89 1560488.250 90 1675408.900 91 1784789.120 92 1770509.540 93 2101193.040 94 1590211.390 95 1890084.640 96 1838675.875 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do IPVA,AR,1.6214721202850342,"85 128826.11000 86 211079.53000 87 269585.90000 88 222387.17000 89 70583.17000 90 35001.15000 91 35407.82000 92 25974.31000 93 20651.50000 94 11147.86000 95 181421.76000 96 227698.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Transferencias LC 61_1989,HWES,0.9506518840789795,"85 11012.940000 86 13868.830000 87 16407.600000 88 15142.090000 89 17162.470000 90 17702.560000 91 14767.410000 92 15720.290000 93 26061.290000 94 13908.460000 95 18326.050000 96 17240.962891 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,IPTU,AR,3.868816375732422,"91 6580.74000 92 3192.77000 93 53102.94000 94 19445.20000 95 12845.69000 96 8707.32000 97 7509.45000 98 8817.75000 99 3146.41000 100 1173.50000 101 2556.04000 102 5968.16748 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,ISS,MLP,1.9405462741851807,"93 4489.710000 94 8063.200000 95 4804.140000 96 8525.140000 97 7591.910000 98 10802.430000 99 13254.420000 100 10169.830000 101 9021.100000 102 7283.050000 103 5525.280000 104 9751.493164 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,ITBI,XGBoost,2.13515567779541,"79 45607.48000 80 6383.05000 81 2363.72000 82 11630.15000 83 475.46000 84 14052.78000 85 12796.96000 86 8111.57000 87 4650.00000 88 8178.00000 89 20607.42000 90 19783.40625 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,IRRF,XGBoost,1.817014217376709,"93 106152.290000 94 38736.340000 95 28981.570000 96 29405.180000 97 30515.630000 98 31449.780000 99 33041.000000 100 30913.170000 101 30161.660000 102 32683.570000 103 65344.110000 104 64920.757812 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do FPM,HWES,1.2020633220672607,"93 1567076.530 94 958652.590 95 1096039.070 96 1218423.400 97 1137998.320 98 1430566.750 99 970762.570 100 989594.110 101 919097.950 102 1192496.910 103 1893768.770 104 1375110.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do ICMS,SES,1.3635127544403076,"93 217702.21000 94 230835.18000 95 286772.31000 96 329274.67000 97 261251.29000 98 292984.56000 99 311512.14000 100 309358.81000 101 366583.96000 102 279670.80000 103 471207.04000 104 473105.28125 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do IPVA,SARIMAX,2.5423269271850586,"85 11343.031871 86 12936.470072 87 26920.123840 88 28277.723354 89 15770.267424 90 18060.583843 91 22049.881431 92 25182.973494 93 15004.786553 94 10745.255414 95 10219.233049 96 15276.078204 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do ITR,HWES,3.2879798412323,"57 11256.080000 58 4538.370000 59 71.300000 60 63.630000 61 1912.480000 62 3665.280000 63 225.840000 64 5661.790000 65 30873.360000 66 1562.050000 67 1383.580000 68 4656.086914 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,IPTU,SARIMAX,1.7760870456695557,"87 108217.618545 88 33632.861919 89 27448.279809 90 30560.535286 91 20787.505819 92 48799.199766 93 123147.663435 94 826163.394962 95 199483.065224 96 163901.893713 97 130421.090293 98 28608.445834 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,ISS,XGBoost,1.2237334251403809,"97 647774.0600 98 373978.6300 99 333911.2600 100 450055.6300 101 408363.6200 102 564983.1200 103 492077.2300 104 564697.4900 105 463320.3200 106 408138.6700 107 384502.9700 108 400168.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,ITBI,XGBoost,1.5512454509735107,"97 80583.530000 98 143387.400000 99 89687.890000 100 133822.620000 101 58323.650000 102 20788.950000 103 87336.730000 104 120145.720000 105 122456.590000 106 101566.580000 107 37615.180000 108 29572.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,IRRF,XGBoost,1.319997787475586,"96 99140.460000 97 109275.500000 98 106591.450000 99 108830.810000 100 105409.210000 101 109475.970000 102 113756.940000 103 107737.080000 104 129033.690000 105 106939.610000 106 199263.540000 107 129116.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do FPM,SARIMAX,1.0848958492279053,"91 1.135983e+06 92 1.036566e+06 93 9.962273e+05 94 1.138492e+06 95 1.569357e+06 96 1.191190e+06 97 1.520079e+06 98 1.063200e+06 99 1.154167e+06 100 1.292421e+06 101 1.192616e+06 102 1.523584e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do ICMS,HWES,1.076660394668579,"97 930295.270 98 986415.660 99 1225448.760 100 1407071.830 101 1116391.140 102 1253564.310 103 1332764.360 104 1323592.330 105 1568363.420 106 1196790.550 107 2027293.380 108 1997366.375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do IPVA,SARIMAX,3.8811416625976562,"91 66652.433141 92 63098.525777 93 55630.877562 94 54114.562590 95 668981.317273 96 560276.905730 97 192491.259842 98 254146.020541 99 450824.685170 100 265382.279290 101 170303.408978 102 130525.639688 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do ITR,XGBoost,2.251378059387207,"93 356.040000 94 257.860000 95 189.570000 96 29.990000 97 285.720000 98 191.980000 99 332.790000 100 10447.410000 101 9497.760000 102 3166.830000 103 214.160000 104 135.357101 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Transferencias LC 61_1989,SES,1.016366720199585,"97 7878.770000 98 9921.900000 99 11738.180000 100 10832.840000 101 12278.220000 102 12664.610000 103 10564.770000 104 11246.460000 105 18644.540000 106 9950.270000 107 13110.650000 108 11675.143555 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,IPTU,HWES,2.0014383792877197,"87 627.600000 88 29990.060000 89 32679.500000 90 18977.310000 91 8514.350000 92 14217.330000 93 10826.520000 94 7537.240000 95 7790.340000 96 18067.510000 97 4628.580000 98 21020.123047 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,ISS,MLP,2.6841485500335693,"89 17222.340000 90 20098.220000 91 25758.770000 92 23496.900000 93 48828.030000 94 21862.940000 95 28547.490000 96 12271.510000 97 16589.190000 98 18711.140000 99 13100.350000 100 17154.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,IRRF,XGBoost,3.745656967163086,"89 35944.600000 90 34053.690000 91 33167.440000 92 48365.490000 93 37798.870000 94 35149.600000 95 53882.980000 96 33751.490000 97 42522.370000 98 35407.570000 99 59853.770000 100 53364.539062 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do FPM,SARIMAX,1.2193093299865723,"85 1.005020e+06 86 1.217335e+06 87 1.240848e+06 88 1.248884e+06 89 1.655170e+06 90 1.086040e+06 91 1.251678e+06 92 1.365412e+06 93 1.292302e+06 94 1.138986e+06 95 1.267303e+06 96 1.191938e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do ICMS,AR,1.449845552444458,"89 339521.46 90 361055.97 91 449281.52 92 515433.72 93 408416.67 94 461387.60 95 490589.04 96 487183.95 97 577325.80 98 440356.70 99 708653.69 100 707524.75 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do IPVA,AR,1.7437598705291748,"88 20739.660000 89 25403.470000 90 69864.810000 91 39621.730000 92 22255.640000 93 6875.330000 94 6512.980000 95 5916.460000 96 5149.880000 97 5728.320000 98 38479.340000 99 45755.261719 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do ITR,XGBoost,2.195448160171509,"76 1335.230000 77 204.080000 78 967.520000 79 1050.550000 80 522.010000 81 13.130000 82 2323.270000 83 56593.930000 84 199528.740000 85 13349.900000 86 21920.820000 87 22562.255859 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,IPTU,MLP,3.608018636703491,"97 7309648.39 98 3894451.50 99 2690828.05 100 2827059.41 101 3402156.56 102 4415895.31 103 2631121.71 104 2277058.68 105 2152067.07 106 2775095.19 107 2266006.11 108 7136465.00 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,ISS,MLP,2.0066328048706055,"97 2113437.07 98 1927163.03 99 2026631.00 100 2011267.10 101 1973171.62 102 2412114.78 103 3443573.20 104 2303164.92 105 2319195.61 106 2211950.69 107 2642382.75 108 2610067.25 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,ITBI,MLP,1.3465948104858398,"97 741076.38 98 1262064.51 99 1610918.93 100 1014880.80 101 980972.27 102 1110073.37 103 1596197.11 104 1558138.82 105 847293.02 106 1626451.80 107 2088813.57 108 2081280.75 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,IRRF,Prophet,1.4987151622772217,"97 6.264186e+05 98 7.102652e+05 99 6.652998e+05 100 8.744655e+05 101 7.401576e+05 102 7.133596e+05 103 7.878838e+05 104 7.098646e+05 105 7.982620e+05 106 7.774972e+05 107 1.641231e+06 108 6.604827e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do FPM,HWES,1.2113020420074463,"97 5223588.38 98 3195508.65 99 3653463.61 100 4061411.33 101 3793327.73 102 4491402.40 103 3235875.28 104 3298646.98 105 3063659.82 106 3974989.69 107 6312562.58 108 4146774.75 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do ICMS,HWES,1.144897222518921,"97 1310262.04 98 1389304.08 99 1725967.07 100 1981771.69 101 1572366.35 102 1765491.06 103 1877038.02 104 1864118.38 105 2208851.77 106 1685523.13 107 2232620.67 108 2165084.50 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do IPVA,SARIMAX,2.1839187145233154,"91 3.590992e+05 92 2.851616e+05 93 2.661110e+05 94 2.547692e+05 95 1.805476e+06 96 1.777762e+06 97 9.165757e+05 98 9.773644e+05 99 1.818695e+06 100 1.398538e+06 101 7.254229e+05 102 5.578466e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do ITR,MLP,3.3425116539001465,"95 859.560000 96 462.900000 97 619.120000 98 288.540000 99 186.780000 100 798.590000 101 381.370000 102 6516.450000 103 27785.120000 104 3902.050000 105 5254.680000 106 5125.774902 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Transferencias LC 61_1989,HWES,1.6260039806365967,"97 11096.770000 98 14390.580000 99 16116.310000 100 15257.350000 101 17293.110000 102 17837.320000 103 14879.820000 104 15839.960000 105 26259.660000 106 14014.320000 107 18465.540000 108 17506.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,IPTU,AR,2.3676252365112305,"81 1834.990000 82 7737.420000 83 994.600000 84 7362.060000 85 200519.800000 86 75642.110000 87 28795.820000 88 72141.400000 89 16442.550000 90 6641.870000 91 10150.750000 92 4372.140137 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,ISS,MLP,2.052122116088867,"97 45748.930000 98 245274.080000 99 161311.290000 100 162548.230000 101 172019.760000 102 179356.520000 103 169217.260000 104 196381.810000 105 220535.250000 106 224330.690000 107 222629.950000 108 222795.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,ITBI,HWES,1.9174566268920898,"95 13550.000000 96 21695.560000 97 37379.730000 98 9287.600000 99 62792.000000 100 21254.000000 101 3942.520000 102 102912.490000 103 8807.000000 104 18519.350000 105 21600.000000 106 32656.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,IRRF,Prophet,1.2612287998199463,"97 74045.160000 98 82049.340000 99 81626.570000 100 157035.030000 101 85053.710000 102 73298.340000 103 31548.740000 104 153504.640000 105 8109.110000 106 105247.680000 107 235291.540000 108 126402.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do FPM,HWES,1.4790945053100586,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1250755.50 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do ICMS,HWES,1.2477269172668457,"97 453336.910 98 480684.640 99 597166.520 100 685672.220 101 544022.270 102 584086.270 103 622218.740 104 504143.670 105 732524.450 106 554384.430 107 762141.240 108 732361.125 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do ITR,XGBoost,2.1443662643432617,"76 18.990000 77 161.410000 78 117.360000 79 28.100000 80 50.050000 81 48.180000 82 574.930000 83 8081.420000 84 29353.260000 85 1402.470000 86 68.520000 87 184.898056 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Transferencias LC 61_1989,AR,2.057673454284668,"97 3839.370000 98 4835.000000 99 5720.070000 100 5278.870000 101 5983.210000 102 6171.510000 103 5148.250000 104 5480.450000 105 9085.550000 106 4848.810000 107 6388.860000 108 6113.960449 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,IPTU,SARIMAX,1.957582712173462,"91 10750.482260 92 10404.288784 93 12468.869273 94 14772.455673 95 20044.354034 96 13622.180436 97 9191.512967 98 74693.095400 99 120372.317957 100 122225.746694 101 32191.404754 102 20474.563944 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Jacutinga - RS,ISS,SARIMAX,1.4568076133728027,"91 38154.694153 92 41736.437996 93 53208.851972 94 41327.546023 95 40107.197337 96 40894.419884 97 38263.237273 98 52769.387133 99 45275.828448 100 42955.893302 101 40121.208084 102 48393.016310 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Jacutinga - RS,ITBI,Prophet,3.399853229522705,"84 19858.1700 85 49620.1800 86 41240.0000 87 19772.8000 88 419600.0000 89 21080.0000 90 23600.0000 91 12620.0000 92 3020.0000 93 10610.0000 94 28324.8400 95 29844.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,IRRF,MLP,2.7604408264160156,"97 37028.560000 98 38868.700000 99 43149.920000 100 45123.410000 101 42953.070000 102 49914.520000 103 42574.710000 104 53964.710000 105 45645.220000 106 55311.640000 107 119442.510000 108 119399.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Cota-Parte do FPM,HWES,1.1742610931396484,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1428549.10 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1203554.75 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Cota-Parte do ICMS,SARIMAX,1.2957754135131836,"91 574461.572018 92 566849.893465 93 605673.067862 94 618543.922252 95 741388.036977 96 524805.698325 97 581514.232371 98 632484.692926 99 558225.934618 100 629229.601817 101 592350.957308 102 713019.992455 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Transferencias LC 61_1989,XGBoost,1.2808825969696045,"97 4057.730000 98 5110.010000 99 6045.400000 100 5579.150000 101 6323.540000 102 6522.550000 103 5441.080000 104 5792.150000 105 9602.290000 106 5124.610000 107 6752.270000 108 7135.891602 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,IPTU,SARIMAX,2.9854869842529297,"89 10623.487760 90 7023.469637 91 10972.649223 92 10670.079377 93 6181.467987 94 14255.803729 95 87359.124175 96 153567.071677 97 22753.902555 98 15896.298285 99 11705.980727 100 9098.562737 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,ISS,XGBoost,2.5796308517456055,"97 17507.790000 98 33469.170000 99 25816.700000 100 33891.180000 101 24293.100000 102 27351.550000 103 31426.290000 104 22446.410000 105 27149.910000 106 30085.440000 107 21830.470000 108 21830.480469 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,ITBI,XGBoost,1.493035078048706,"96 7074.0000 97 11152.5000 98 5624.8000 99 21340.2100 100 7312.0000 101 27032.0000 102 14419.2600 103 10715.6900 104 3805.9900 105 8790.4300 106 2524.5900 107 2376.2771 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,IRRF,XGBoost,2.059483528137207,"97 42277.210000 98 44087.330000 99 44651.390000 100 39937.960000 101 40078.580000 102 39951.630000 103 37006.930000 104 34220.110000 105 36382.120000 106 46817.930000 107 69837.690000 108 69837.671875 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do FPM,HWES,1.2630863189697266,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.47 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243666.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do ICMS,HWES,1.1441388130187988,"97 338371.0400 98 358783.3900 99 445725.5500 100 511786.2900 101 406058.6300 102 435962.4600 103 450169.2100 104 460708.8300 105 546756.8400 106 428048.3300 107 562719.1100 108 552778.8125 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.9974377155303955,"91 10795.074061 92 12049.528156 93 7946.851077 94 11669.593120 95 154734.942582 96 150107.198670 97 37914.654483 98 40521.945133 99 95425.174735 100 68621.790125 101 23312.455277 102 17863.347878 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do ITR,AR,1.372225046157837,"74 43.210000 75 17.490000 76 587.850000 77 227.020000 78 360.300000 79 248.280000 80 1585.240000 81 7516.160000 82 11115.830000 83 478.730000 84 708.470000 85 708.466919 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Transferencias LC 61_1989,HWES,2.2133731842041016,"97 2865.690000 98 3608.830000 99 8673.150000 100 3940.140000 101 4465.870000 102 202.720000 103 3842.670000 104 4090.610000 105 6781.460000 106 3619.140000 107 4768.650000 108 5303.469238 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,IPTU,HWES,3.05169939994812,"92 3379.850000 93 2805.400000 94 133220.110000 95 98069.010000 96 41109.870000 97 36419.030000 98 23541.930000 99 10149.480000 100 5255.960000 101 3505.210000 102 9050.410000 103 6951.285645 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,ISS,XGBoost,1.0333971977233887,"97 32131.860000 98 34843.710000 99 46601.730000 100 37199.450000 101 56162.950000 102 36339.410000 103 46195.700000 104 46146.550000 105 42744.330000 106 44344.780000 107 38910.070000 108 55695.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,IRRF,XGBoost,1.577286958694458,"97 57578.9800 98 44706.2100 99 48943.1500 100 56494.6100 101 62801.8100 102 62083.0000 103 56974.0500 104 65374.4700 105 66196.1300 106 69353.7800 107 161357.5000 108 145000.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do FPM,HWES,1.440213680267334,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1260852.75 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do ICMS,HWES,1.6901860237121582,"97 445197.8700 98 472054.5800 99 586289.5100 100 673361.8800 101 534255.0800 102 596650.0200 103 634495.5600 104 630044.5300 105 746696.3500 106 569233.6100 107 849067.1100 108 848922.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do IPVA,HWES,2.7668678760528564,"89 161614.090000 90 55669.810000 91 83080.700000 92 128202.910000 93 114593.400000 94 37478.430000 95 29091.210000 96 17386.180000 97 26407.060000 98 5327.910000 99 81782.160000 100 156989.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do ITR,HWES,3.11443829536438,"82 5201.120000 83 2573.490000 84 26333.720000 85 1118.270000 86 1189.460000 87 1137.720000 88 1389.420000 89 35941.540000 90 69183.920000 91 8983.500000 92 10232.310000 93 22620.259766 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,IPTU,HWES,2.1460649967193604,"97 7153.290000 98 74092.570000 99 231701.340000 100 41597.280000 101 36612.480000 102 31840.230000 103 26320.860000 104 9609.720000 105 7720.990000 106 6995.390000 107 15632.840000 108 14279.537109 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,ISS,XGBoost,1.5999782085418701,"97 27798.600000 98 26405.830000 99 26371.810000 100 31027.720000 101 30536.160000 102 32352.360000 103 37757.710000 104 31668.800000 105 32390.200000 106 31463.560000 107 73722.310000 108 65274.441406 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,ITBI,SES,1.063572645187378,"96 22638.060000 97 31279.690000 98 13597.140000 99 50692.930000 100 21804.260000 101 101870.950000 102 41052.260000 103 14817.670000 104 22348.190000 105 87771.670000 106 13980.480000 107 21496.060547 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,IRRF,AR,2.2424919605255127,"97 69194.140000 98 61881.920000 99 62670.100000 100 76326.680000 101 94579.640000 102 85742.050000 103 83755.080000 104 88513.710000 105 90315.360000 106 90990.690000 107 239296.760000 108 218865.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do FPM,SARIMAX,1.1603538990020752,"91 1.083888e+06 92 9.177572e+05 93 1.017418e+06 94 1.237632e+06 95 1.275874e+06 96 1.280830e+06 97 1.651577e+06 98 1.136593e+06 99 1.265064e+06 100 1.393502e+06 101 1.305135e+06 102 1.163829e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do ICMS,MLP,1.3998398780822754,"97 452576.06 98 479877.88 99 596164.24 100 645407.02 101 543109.20 102 583105.94 103 621174.40 104 616204.58 105 731295.01 106 553453.98 107 733680.07 108 617588.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do IPVA,Prophet,2.7213056087493896,"95 54188.89 96 51856.03 97 178132.48 98 102163.36 99 46778.01 100 52568.08 101 31958.55 102 21136.62 103 8586.76 104 6978.53 105 357439.12 106 352932.75 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do ITR,MLP,2.5087738037109375,"82 601.740000 83 3462.580000 84 1017.200000 85 108.890000 86 269.980000 87 13249.740000 88 5634.250000 89 35785.450000 90 129009.680000 91 5646.140000 92 9924.590000 93 9755.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,IPTU,AR,1.7070817947387695,"97 190732.82000 98 789386.83000 99 94833.83000 100 94350.31000 101 36457.48000 102 20206.73000 103 23150.02000 104 21895.79000 105 8522.74000 106 8082.15000 107 17398.35000 108 218338.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,ISS,XGBoost,1.243485689163208,"97 130299.540000 98 156609.260000 99 117162.560000 100 170680.580000 101 135835.120000 102 113385.420000 103 158767.770000 104 141328.200000 105 146607.800000 106 153935.740000 107 177855.610000 108 177679.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,IRRF,XGBoost,2.1923482418060303,"97 94905.31000 98 104903.11000 99 112045.16000 100 94439.40000 101 85162.94000 102 85984.64000 103 90003.66000 104 87856.31000 105 101640.75000 106 91050.67000 107 155742.76000 108 135136.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do FPM,AR,2.6284396648406982,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420862.76 103 970762.57 104 845187.53 105 919097.95 106 1192496.91 107 1312059.86 108 1215189.00 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do ICMS,HWES,2.6090495586395264,"97 776658.420 98 823510.620 99 1023067.730 100 1174696.020 101 932020.850 102 1000658.640 103 1065987.310 104 1057458.660 105 1254963.460 106 949865.050 107 1291601.430 108 1281854.125 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.6294951438903809,"91 29149.615834 92 24699.969673 93 21662.936268 94 22820.550939 95 558601.547821 96 385995.973737 97 106035.583312 98 151537.079825 99 255570.760792 100 136239.037974 101 59819.403411 102 47659.655849 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Transferencias LC 61_1989,HWES,1.2976443767547607,"97 6577.60000 98 8283.32000 99 9799.64000 100 9043.80000 101 10250.49000 102 10573.06000 103 8820.02000 104 9389.14000 105 15565.41000 106 8306.99000 107 10945.45000 108 9542.87793 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,IPTU,HWES,1.8311219215393066,"96 1854.200000 97 255698.010000 98 36760.030000 99 37773.850000 100 14106.570000 101 44568.310000 102 13237.810000 103 26684.060000 104 36347.660000 105 52306.830000 106 20763.830000 107 29999.763672 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,ISS,Prophet,1.5019826889038086,"97 19.580 98 248984.760 99 134337.080 100 264264.910 101 2265.750 102 131681.840 103 163076.320 104 74883.860 105 121399.360 106 130788.670 107 98066.040 108 260649.125 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,ITBI,MLP,3.3871469497680664,"88 31521.380000 89 105449.900000 90 467279.340000 91 35963.310000 92 50204.910000 93 22540.390000 94 64079.000000 95 7800.000000 96 103684.300000 97 12208.000000 98 38291.610000 99 26977.919922 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,IRRF,XGBoost,2.266767740249634,"97 121250.7600 98 119687.1400 99 126368.5800 100 201932.0400 101 143179.2300 102 145206.6600 103 152542.0600 104 142425.6400 105 141376.5300 106 261868.3200 107 183346.9600 108 183346.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do FPM,HWES,1.2606165409088135,"97 1465376.530 98 1060352.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1428549.100 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1254475.125 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do ICMS,HWES,1.2219765186309814,"97 1120920.84 98 1188540.78 99 1476553.84 100 1695393.04 101 1345149.37 102 1504595.50 103 1599923.66 104 1588761.40 105 1626857.90 106 1370770.91 107 1864118.06 108 1855960.25 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do IPVA,SARIMAX,1.8245675563812256,"91 44906.825308 92 48158.823675 93 46106.963164 94 40816.880422 95 185288.087398 96 242604.747656 97 124760.425094 98 176417.605362 99 322101.851438 100 181721.202338 101 91646.367292 102 71588.952694 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do ITR,XGBoost,1.8241767883300781,"95 2.104939e+04 96 1.888850e+04 97 2.387732e+04 98 1.499658e+05 99 3.955580e+04 100 2.998043e+04 101 1.488307e+04 102 1.170812e+05 103 1.214220e+06 104 2.132442e+05 105 2.195572e+05 106 1.809204e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Transferencias LC 61_1989,AR,0.9776451587677002,"87 9493.200000 88 11954.990000 89 14143.420000 90 13052.550000 91 14794.120000 92 15259.700000 93 12729.590000 94 13550.960000 95 22464.950000 96 11989.160000 97 15797.150000 98 14808.050781 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,IPTU,Prophet,1.9171028137207031,"64 157.49 65 158.97 66 9673.89 67 17184.81 68 23446.38 69 20512.54 70 15903.49 71 238.54 72 1356.12 73 4445.81 74 11806.37 75 15329.25 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,ISS,MLP,3.7823526859283447,"85 14773.200000 86 15684.330000 87 14171.790000 88 11536.090000 89 25698.630000 90 10747.000000 91 14977.490000 92 35665.470000 93 22689.230000 94 27141.530000 95 14446.220000 96 11226.557617 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,ITBI,AR,2.0062527656555176,"73 4225.000000 74 690.000000 75 4064.400000 76 13535.220000 77 676.000000 78 33753.480000 79 5562.880000 80 15504.480000 81 14702.490000 82 -23850.390000 83 4981.140000 84 5952.511719 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,IRRF,XGBoost,2.2232091426849365,"83 23295.020000 84 31468.320000 85 32560.100000 86 30113.480000 87 33487.730000 88 40108.390000 89 40634.850000 90 41666.180000 91 36794.200000 92 48033.030000 93 75876.300000 94 75095.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do FPM,XGBoost,1.2491650581359863,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1356825.625 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do ICMS,XGBoost,1.1556117534637451,"85 465781.040 86 499847.980 87 449511.740 88 557535.480 89 443196.270 90 447132.660 91 464246.140 92 434990.590 93 423325.500 94 410143.420 95 498650.100 96 431602.125 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do IPVA,MLP,1.8820090293884277,"85 15295.78 86 36458.11 87 32478.87 88 16715.94 89 8124.47 90 2236.35 91 3954.69 92 2516.83 93 1523.51 94 955.37 95 100910.34 96 100910.25 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do ITR,XGBoost,1.4044089317321777,"61 87.140000 62 77.270000 63 15.000000 64 46.930000 65 103.050000 66 893.660000 67 340.080000 68 2725.020000 69 3910.330000 70 111.350000 71 181.710000 72 181.708206 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Transferencias LC 61_1989,SES,2.479020833969116,"85 6137.160000 86 5548.390000 87 5044.760000 88 3863.660000 89 3586.320000 90 4358.320000 91 3038.250000 92 4595.760000 93 4930.500000 94 3428.910000 95 4429.430000 96 4234.869629 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,IPTU,AR,2.797740936279297,"88 8972.460000 89 8839.910000 90 19819.300000 91 7111.730000 92 13272.250000 93 107504.840000 94 35032.680000 95 23364.350000 96 25103.280000 97 21251.350000 98 27258.040000 99 11712.368164 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,ISS,Prophet,2.0302844047546387,"97 12866.450000 98 14685.260000 99 22414.560000 100 658501.970000 101 27122.360000 102 29289.540000 103 59068.830000 104 62962.400000 105 26471.360000 106 49287.600000 107 43099.770000 108 43103.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,ITBI,Prophet,1.4535555839538574,"94 10000.000000 95 116036.650000 96 10372.000000 97 57667.400000 98 158017.290000 99 18324.090000 100 34459.390000 101 5205.350000 102 52056.000000 103 765950.940000 104 16814.400000 105 49905.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,IRRF,AR,2.4311280250549316,"87 43955.040000 88 46209.750000 89 63957.710000 90 43817.940000 91 53646.660000 92 47037.150000 93 77554.960000 94 67761.330000 95 55943.130000 96 64582.870000 97 125405.030000 98 60094.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do FPM,HWES,1.2080237865447998,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1430566.75 103 968744.92 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1234527.75 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do ICMS,MLP,1.1722707748413086,"97 643543.670 98 682365.690 99 847719.910 100 973359.980 101 772277.920 102 829151.580 103 883283.310 104 876216.410 105 1006177.600 106 786987.760 107 1103920.940 108 1103921.125 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do IPVA,SARIMAX,4.47559666633606,"91 15691.585052 92 17084.943882 93 17945.557514 94 9556.585718 95 71166.957150 96 83053.653474 97 31053.958658 98 43393.314770 99 96714.200285 100 61479.137534 101 36984.282999 102 26993.184498 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do ITR,XGBoost,2.447399139404297,"88 40370.560000 89 21063.740000 90 5085.600000 91 30.680000 92 118.620000 93 305.850000 94 1978.890000 95 135844.230000 96 683567.020000 97 32536.070000 98 13523.240000 99 111518.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Transferencias LC 61_1989,XGBoost,1.688112735748291,"97 5450.240000 98 6863.600000 99 8120.020000 100 7493.750000 101 8493.620000 102 8760.910000 103 7308.310000 104 7779.890000 105 12897.590000 106 6883.220000 107 9069.450000 108 7383.523926 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,IPTU,MLP,2.2362220287323,"97 23187.110000 98 225121.330000 99 156171.820000 100 90751.640000 101 60289.100000 102 31484.800000 103 21061.200000 104 16925.520000 105 35527.570000 106 34960.670000 107 29406.290000 108 29636.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,ISS,XGBoost,1.409498691558838,"97 39676.920000 98 26610.880000 99 59688.860000 100 46794.370000 101 57219.720000 102 62677.340000 103 39544.220000 104 101300.180000 105 35100.890000 106 35366.710000 107 43910.320000 108 43389.910156 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,IRRF,XGBoost,1.81355619430542,"97 50875.240000 98 68436.950000 99 70976.870000 100 67283.620000 101 63392.160000 102 64440.910000 103 66105.610000 104 68678.730000 105 73056.890000 106 67573.060000 107 140413.130000 108 69882.820312 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do FPM,HWES,1.301560401916504,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1328066.625 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do ICMS,MLP,1.1189219951629639,"97 397026.6600 98 420977.4500 99 522990.7700 100 600502.9300 101 476447.7100 102 511535.2500 103 544931.1900 104 540571.3600 105 526732.0800 106 600326.2300 107 656655.2400 108 647595.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do IPVA,SARIMAX,1.6938552856445312,"91 20553.621901 92 19533.017567 93 19549.580451 94 17308.329029 95 92493.037774 96 118889.092707 97 45540.486466 98 109449.787845 99 174067.448116 100 71555.863764 101 35681.178146 102 27756.790072 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do ITR,XGBoost,2.305798053741455,"84 925.610000 85 457.520000 86 576.610000 87 61.940000 88 11.540000 89 178.670000 90 297.650000 91 8125.550000 92 85062.380000 93 7777.330000 94 1301.550000 95 1176.581421 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,IPTU,XGBoost,3.557981491088867,"84 5.513103e+05 85 1.278894e+06 86 4.012101e+06 87 5.709637e+05 88 4.773280e+05 89 4.870151e+05 90 5.405737e+05 91 3.726286e+05 92 5.348691e+05 93 4.532214e+05 94 4.348152e+05 95 4.508099e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,ISS,XGBoost,2.523416519165039,"85 611319.1400 86 622237.7500 87 708193.1600 88 623566.6900 89 756595.9600 90 671881.5900 91 716690.5000 92 579256.8200 93 733685.2000 94 739006.5300 95 848992.3600 96 848896.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,ITBI,XGBoost,1.236811876296997,"85 291727.14000 86 358016.25000 87 342616.08000 88 342631.61000 89 429168.04000 90 296951.27000 91 385222.91000 92 356828.97000 93 444211.86000 94 261035.55000 95 424655.00000 96 420255.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,IRRF,SARIMAX,0.9711790084838867,"81 233183.753729 82 299283.634923 83 312407.132951 84 223059.412554 85 248875.351602 86 256394.535485 87 256037.654043 88 259246.682408 89 273531.290749 90 296276.635138 91 310891.597061 92 311783.503070 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do FPM,HWES,1.2510180473327637,"85 3134153.03 86 1917305.19 87 2192078.18 88 2436846.81 89 2275996.64 90 2599480.80 91 1941525.17 92 1979188.19 93 1838195.89 94 3036290.16 95 3136241.20 96 2801620.75 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do ICMS,HWES,1.1015052795410156,"85 1241924.72 86 1301205.72 87 1635948.45 88 1878411.44 89 1490358.83 90 1678433.69 91 1782041.44 92 1769849.80 93 1737916.34 94 1958045.20 95 2748530.97 96 2644915.00 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do IPVA,SARIMAX,1.5455009937286377,"81 6.863503e+04 82 5.350542e+04 83 1.553005e+06 84 1.197811e+06 85 4.134773e+05 86 4.082412e+05 87 8.757230e+05 88 4.998201e+05 89 2.434466e+05 90 2.112660e+05 91 1.673209e+05 92 8.733825e+04 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do ITR,XGBoost,2.1331820487976074,"85 1335.600000 86 485.130000 87 691.860000 88 767.070000 89 875.560000 90 806.330000 91 1029.290000 92 21294.960000 93 51195.450000 94 5132.070000 95 1517.870000 96 2943.693604 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Transferencias LC 61_1989,HWES,1.3490417003631592,"85 10518.020000 86 13245.550000 87 15670.230000 88 14461.600000 89 16391.180000 90 16907.010000 91 14103.750000 92 15013.800000 93 21675.660000 94 16497.820000 95 17502.470000 96 16998.925781 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,IPTU,AR,3.232703924179077,"91 78.640000 92 647.400000 93 2490.380000 94 70970.660000 95 32894.580000 96 9591.100000 97 7601.030000 98 1147.140000 99 1126.060000 100 2956.210000 101 3547.390000 102 3488.179199 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,ISS,MLP,2.5151638984680176,"97 13587.190000 98 15666.240000 99 19288.860000 100 25179.810000 101 19539.450000 102 17445.150000 103 16545.160000 104 18819.910000 105 24088.010000 106 37214.750000 107 17432.570000 108 17401.845703 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,ITBI,HWES,1.753589153289795,"97 6620.000000 98 20238.000000 99 2560.000000 100 47840.000000 101 9455.000000 102 8107.440000 103 26552.980000 104 6660.000000 105 10055.000000 106 6100.000000 107 11970.000000 108 10173.666992 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,IRRF,HWES,2.183150291442871,"97 51446.320000 98 64750.340000 99 76350.800000 100 59570.490000 101 74946.630000 102 79297.700000 103 64229.860000 104 68134.080000 105 93468.570000 106 64787.500000 107 121597.840000 108 91577.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do FPM,HWES,1.0927331447601318,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.42 101 1137998.34 102 1423937.30 103 970762.56 104 989594.09 105 919097.96 106 1192496.91 107 1893768.80 108 1315998.25 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do ICMS,HWES,1.0910091400146484,"97 447354.7700 98 474341.6100 99 589286.4000 100 675895.0000 101 536843.4500 102 576378.7800 103 614008.0500 104 609095.5600 105 722858.2100 106 547997.1400 107 743961.6700 108 628867.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do ITR,XGBoost,2.2344062328338623,"83 25.140000 84 36.040000 85 15.910000 86 128.280000 87 8.160000 88 30.580000 89 107.300000 90 1321.900000 91 2135.570000 92 37.350000 93 67.290000 94 52.108807 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,IPTU,SES,2.1781082153320312,"94 5.835379e+04 95 5.995959e+04 96 2.333606e+04 97 2.075771e+05 98 1.920655e+06 99 2.258139e+05 100 2.497467e+05 101 1.983104e+05 102 1.678916e+05 103 7.139116e+04 104 1.422227e+05 105 9.461898e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,ISS,XGBoost,1.1122064590454102,"97 336984.6400 98 339508.8000 99 353999.9700 100 337307.9800 101 408570.5500 102 382023.0800 103 351019.3800 104 428830.1200 105 519516.9200 106 345887.8600 107 391827.9900 108 353158.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,ITBI,HWES,1.4913721084594727,"97 51441.250 98 133117.890 99 59610.000 100 124872.340 101 77884.000 102 150266.000 103 123332.340 104 115660.000 105 110301.120 106 126890.000 107 88624.590 108 78476.125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,IRRF,XGBoost,1.6394875049591064,"97 162872.93000 98 182849.89000 99 195566.28000 100 172236.82000 101 186693.59000 102 163056.13000 103 166641.05000 104 168764.59000 105 189708.28000 106 128143.03000 107 292322.60000 108 290802.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do FPM,AR,1.3650164604187012,"97 2611794.19 98 1597754.32 99 1826731.80 100 2030705.68 101 1896663.88 102 2380915.18 103 1617937.63 104 1649323.50 105 1531829.91 106 1987494.86 107 3156281.28 108 2187343.25 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ICMS,HWES,2.2786738872528076,"97 1407497.90 98 1487448.84 99 1836685.61 100 2110881.58 101 1671093.84 102 1795482.59 103 1931833.75 104 2016322.76 105 2269869.41 106 1721225.22 107 2321395.85 108 2217039.25 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do IPVA,AR,3.059089183807373,"97 248799.1200 98 431552.0600 99 672090.7400 100 440979.3100 101 186403.5400 102 126253.0600 103 64153.0000 104 43738.0700 105 42517.7600 106 23257.5400 107 952922.7500 108 799482.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ITR,XGBoost,1.3273749351501465,"95 94.220000 96 135.550000 97 169.070000 98 24.620000 99 32.020000 100 21.760000 101 215.390000 102 3660.600000 103 5841.080000 104 327.300000 105 93.510000 106 119.616409 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Transferencias LC 61_1989,MLP,1.7354633808135986,"85 11920.250000 86 15011.440000 87 17759.370000 88 16389.620000 89 18576.430000 90 19161.030000 91 15984.070000 92 17015.430000 93 28208.410000 94 15054.330000 95 19835.880000 96 20390.560547 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,IPTU,HWES,1.7811367511749268,"97 57841.340000 98 57643.650000 99 20725.010000 100 17754.310000 101 8056.780000 102 7400.950000 103 9436.740000 104 2886.600000 105 11075.680000 106 10253.270000 107 5213.470000 108 4500.066895 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,ISS,MLP,2.1269068717956543,"97 25201.020000 98 22144.800000 99 24136.480000 100 16595.730000 101 16386.640000 102 33534.150000 103 11717.780000 104 12329.910000 105 18827.160000 106 23002.030000 107 19147.040000 108 24435.927734 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,ITBI,SES,2.424137830734253,"95 16880.000000 96 6140.000000 97 14600.000000 98 63173.710000 99 5500.000000 100 29789.650000 101 53378.200000 102 24441.000000 103 58490.690000 104 390289.390000 105 19486.640000 106 20569.527344 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,IRRF,XGBoost,2.6376519203186035,"97 58066.310000 98 59918.970000 99 71657.610000 100 67524.980000 101 65245.090000 102 71269.750000 103 64263.180000 104 68072.530000 105 76016.570000 106 59107.090000 107 130258.070000 108 130258.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do FPM,HWES,2.150320291519165,"96 1567076.530 97 958652.590 98 1096039.070 99 1218423.400 100 1137998.320 101 1420862.760 102 970762.570 103 989594.090 104 919097.950 105 1192496.910 106 1893768.770 107 1295651.875 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do ICMS,HWES,1.2228546142578125,"97 331418.6400 98 351411.5700 99 436567.3700 100 501270.7700 101 397715.5000 102 446024.0100 103 474229.4300 104 451242.8000 105 497156.4100 106 405290.9300 107 551157.0900 108 519832.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do IPVA,SARIMAX,1.5849006175994873,"90 11152.251278 91 8810.254422 92 6238.481380 93 7219.069724 94 66880.002683 95 74938.855392 96 42002.529510 97 45635.661832 98 79425.227402 99 49943.285480 100 24398.899496 101 14468.555334 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do ITR,MLP,2.020765542984009,"88 3028.240000 89 56.370000 90 58.450000 91 7.530000 92 102.580000 93 4075.490000 94 568.480000 95 5363.250000 96 78752.330000 97 6240.350000 98 46.090000 99 384.343292 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Transferencias LC 61_1989,MLP,2.112361192703247,"73 2806.820000 74 3534.690000 75 4181.730000 76 3859.210000 77 4374.120000 78 4511.780000 79 3763.700000 80 4006.560000 81 6642.100000 82 3544.790000 83 4670.670000 84 4446.375488 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,ISS,MLP,1.3707237243652344,"97 396183.6600 98 348450.3300 99 269564.3500 100 364462.6200 101 318349.3200 102 315521.5100 103 494750.5700 104 342772.4600 105 312946.3000 106 405845.7400 107 336962.7600 108 347632.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,ITBI,XGBoost,2.2548768520355225,"97 64327.800000 98 75239.430000 99 163358.590000 100 497238.600000 101 98916.750000 102 311285.660000 103 174784.500000 104 329877.840000 105 178901.540000 106 223794.020000 107 70945.000000 108 105231.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,IRRF,HWES,1.3214976787567139,"97 360565.400000 98 410498.230000 99 700346.000000 100 164850.810000 101 424773.480000 102 440691.000000 103 369971.890000 104 372825.440000 105 410990.870000 106 385479.130000 107 937046.750000 108 223007.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do FPM,HWES,1.184870958328247,"97 4701229.55 98 1799318.04 99 3288117.25 100 3655270.21 101 3413994.97 102 4495225.00 103 2912287.74 104 4346392.46 105 2757293.84 106 3577490.72 107 5681306.32 108 3972173.75 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do ICMS,MLP,1.1367723941802979,"97 2069141.58 98 2193963.30 99 2725615.29 100 3147930.68 101 2483051.84 102 2665913.82 103 2839959.85 104 2817238.16 105 3343422.39 106 3182523.77 107 2991146.75 108 2639635.50 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do IPVA,AR,1.654630184173584,"97 303581.08 98 377730.18 99 890740.03 100 610112.88 101 290413.98 102 225272.09 103 149482.35 104 91942.26 105 70930.57 106 35576.94 107 899361.38 108 888444.25 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do ITR,XGBoost,2.597717761993408,"25 6972.410000 26 1242.260000 27 1502.690000 28 4175.350000 29 4410.890000 30 45013.530000 31 3278.250000 32 82841.660000 33 666976.890000 34 57931.950000 35 35369.470000 36 14403.672852 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,IPTU,HWES,3.2279834747314453,"85 560341.080000 86 173908.960000 87 85696.900000 88 122240.340000 89 118852.610000 90 73758.450000 91 106084.680000 92 102694.580000 93 75989.800000 94 82707.530000 95 426755.450000 96 261507.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,ISS,SARIMAX,1.1135451793670654,"81 405717.873864 82 355513.114647 83 369354.962698 84 296975.754460 85 335150.536947 86 314563.003864 87 323501.341329 88 393935.533986 89 442919.865998 90 468362.609136 91 432208.904228 92 394818.939953 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,ITBI,SES,1.2360680103302002,"83 89997.300000 84 34013.340000 85 26718.690000 86 95900.200000 87 42421.600000 88 203370.990000 89 23131.390000 90 49683.920000 91 71650.000000 92 66742.910000 93 27246.610000 94 66491.195312 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,IRRF,Prophet,1.2542972564697266,"85 178240.08000 86 171691.61000 87 188734.79000 88 258238.41000 89 278916.92000 90 463436.67000 91 372416.52000 92 362153.80000 93 269859.91000 94 274783.32000 95 500036.87000 96 498807.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do FPM,HWES,1.5804691314697266,"85 3376944.45 86 2047240.75 87 1375974.26 88 3750198.27 89 2525866.89 90 2166255.55 91 2470035.42 92 2052010.93 93 2164458.78 94 1672581.28 95 4513786.79 96 4369869.50 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do ICMS,XGBoost,1.0665507316589355,"85 1426086.74 86 1530414.70 87 1375957.58 88 2077149.94 89 1238480.15 90 1486376.65 91 1410202.98 92 1321969.83 93 1294803.70 94 1244212.70 95 1490551.77 96 1163624.75 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do IPVA,AR,1.1207008361816406,"83 417839.680 84 179283.910 85 239566.000 86 430522.900 87 621764.380 88 120885.360 89 122601.210 90 66631.100 91 34347.470 92 41145.430 93 442154.660 94 501801.625 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do ITR,AR,2.5717556476593018,"80 319.690000 81 11028.240000 82 3304.870000 83 1059.630000 84 2188.110000 85 896.390000 86 15125.990000 87 27235.250000 88 399827.360000 89 34417.680000 90 61320.890000 91 60891.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Transferencias LC 61_1989,MLP,2.1163322925567627,"51 18152.840000 52 15753.350000 53 16433.260000 54 17796.630000 55 14201.430000 56 17947.330000 57 18829.700000 58 17778.740000 59 16367.800000 60 10498.970000 61 13254.840000 62 13256.677734 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,IPTU,SES,2.439554214477539,"68 5351.330000 69 6412.830000 70 1740.690000 71 2812.630000 72 2178.080000 73 55436.940000 74 187342.080000 75 5108.990000 76 5865.290000 77 4225.750000 78 9144.890000 79 6968.802246 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,ISS,MLP,1.3009626865386963,"97 32251.550000 98 29984.670000 99 28250.440000 100 28759.900000 101 36883.110000 102 29637.390000 103 28221.100000 104 27512.750000 105 24745.120000 106 31030.390000 107 35774.860000 108 35780.730469 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,ITBI,AR,1.7496025562286377,"94 43145.600000 95 21131.670000 96 17094.490000 97 18338.110000 98 29322.890000 99 63663.240000 100 103289.060000 101 19586.150000 102 13756.460000 103 34556.760000 104 20741.650000 105 17311.673828 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,IRRF,XGBoost,1.6208922863006592,"87 31573.300000 88 31682.640000 89 33524.360000 90 33980.690000 91 35986.640000 92 33478.780000 93 31588.770000 94 32911.370000 95 32586.910000 96 35509.850000 97 71652.310000 98 24191.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do FPM,HWES,1.1115505695343018,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1310388.00 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do ICMS,HWES,1.4375009536743164,"97 442914.900 98 495945.370 99 607307.920 100 710910.000 101 555726.340 102 598396.970 103 608700.400 104 630081.520 105 750305.690 106 570011.820 107 752588.870 108 740484.125 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do ITR,XGBoost,1.6618754863739014,"88 84.500000 89 13.250000 90 245.620000 91 34.710000 92 53.590000 93 1764.290000 94 103.370000 95 3487.700000 96 8717.640000 97 66.170000 98 352.460000 99 1425.770386 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,IPTU,SES,1.782292127609253,"97 2261626.94 98 9657581.66 99 2714733.29 100 2112787.89 101 2048955.23 102 1992897.99 103 1917502.76 104 1879257.11 105 1118807.79 106 1363681.55 107 1035058.04 108 1067841.25 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,ISS,MLP,1.136375904083252,"97 10582441.64 98 12188116.29 99 12768214.25 100 12317714.31 101 12391676.73 102 12238986.81 103 11865844.68 104 13127005.05 105 12328021.15 106 14360159.90 107 13396056.00 108 13792057.00 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,ITBI,XGBoost,1.0503056049346924,"97 611895.81 98 1352052.16 99 894552.89 100 1304032.86 101 749144.17 102 640862.24 103 704619.41 104 1067835.37 105 706197.41 106 1397448.32 107 685909.09 108 756000.75 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,IRRF,MLP,1.32047438621521,"97 3651880.48 98 3660557.40 99 3507863.40 100 3430412.62 101 3351441.62 102 3913820.05 103 4262458.56 104 3907062.14 105 4414576.85 106 4325269.78 107 7336912.59 108 7309550.00 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do FPM,MLP,2.8592307567596436,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 6723959.71 102 15409744.56 103 8436262.36 104 8599914.69 105 7987278.77 106 10363210.27 107 16457505.11 108 10427818.00 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do ICMS,SES,2.4509193897247314,"97 12388170.89 98 13135491.77 99 16318548.74 100 18737111.59 101 14866295.54 102 15961109.88 103 17003141.86 104 16867104.64 105 20039738.12 106 15149459.08 107 20601823.38 108 21287926.00 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do IPVA,AR,1.6367826461791992,"97 2969690.99 98 3478449.22 99 4635912.77 100 5536761.49 101 2640097.49 102 2143606.00 103 1416477.32 104 726184.99 105 641680.50 106 536996.13 107 5309707.95 108 5309709.00 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do ITR,XGBoost,1.9803249835968018,"97 3523.610000 98 3130.980000 99 4228.270000 100 2880.790000 101 4511.060000 102 1850.950000 103 2300.000000 104 113668.580000 105 371658.150000 106 55334.730000 107 63534.440000 108 63534.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Transferencias LC 61_1989,SES,1.1457798480987549,"97 104916.950000 98 132124.240000 99 156310.310000 100 144254.280000 101 163501.770000 102 168647.160000 103 140684.820000 104 149762.500000 105 248278.130000 106 132501.680000 107 174586.830000 108 142852.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,IPTU,MLP,2.069481611251831,"97 24110.120000 98 131578.830000 99 89445.030000 100 24128.960000 101 2763.800000 102 12379.190000 103 17083.960000 104 4591.610000 105 12350.880000 106 18194.110000 107 13313.660000 108 14822.373047 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,ISS,XGBoost,1.0442116260528564,"97 34829.4400 98 36564.7400 99 43424.1700 100 38192.9900 101 38761.0400 102 39940.1600 103 41999.8700 104 48997.8100 105 43865.7400 106 51810.6800 107 48762.7300 108 41366.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,ITBI,MLP,3.7198667526245117,"97 41626.990000 98 12508.440000 99 31506.680000 100 16722.050000 101 12761.360000 102 27300.960000 103 59738.580000 104 7200.000000 105 2517.600000 106 62091.730000 107 23900.000000 108 30104.226562 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,IRRF,HWES,2.1762611865997314,"97 30526.120000 98 51611.090000 99 34634.780000 100 27776.780000 101 28003.570000 102 30156.200000 103 380638.970000 104 65191.860000 105 73826.500000 106 73928.180000 107 136102.250000 108 132937.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do FPM,HWES,1.315894603729248,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1259273.75 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do ICMS,HWES,1.1296310424804688,"97 557511.2400 98 591143.3100 99 734392.0500 100 843235.8900 101 669035.5700 102 718306.0300 103 765201.1300 104 759078.9900 105 900854.4800 106 681778.8900 107 903792.5600 108 884887.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do IPVA,HWES,1.778120994567871,"97 44199.6600 98 74897.1200 99 108054.6600 100 89961.6100 101 41065.0000 102 38745.3600 103 12808.8700 104 9773.6800 105 4496.0900 106 7447.3300 107 252799.0900 108 252799.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do ITR,HWES,1.464773178100586,"68 110.570000 69 39.400000 70 202.980000 71 389.010000 72 352.880000 73 73.100000 74 1067.940000 75 6646.390000 76 4080.510000 77 270.390000 78 32.720000 79 32.761787 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Transferencias LC 61_1989,HWES,1.2835056781768799,"97 4721.63000 98 5946.05000 99 7034.49000 100 6491.96000 101 7358.15000 102 7589.71000 103 6331.30000 104 6739.84000 105 11173.39000 106 5963.53000 107 7857.02000 108 7062.57666 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,IPTU,SARIMAX,0.9239013195037842,"91 8.554211e+05 92 9.217090e+05 93 8.171917e+05 94 8.140560e+05 95 8.235711e+05 96 1.898570e+06 97 1.839391e+06 98 1.689564e+06 99 1.103880e+06 100 9.066685e+05 101 9.296324e+05 102 1.022062e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,ISS,MLP,3.796637773513794,"97 1029496.790 98 1066966.070 99 835244.290 100 1028892.200 101 1036935.190 102 1045956.460 103 1204917.930 104 1114723.950 105 917734.350 106 1085291.120 107 1139502.180 108 1119956.875 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,ITBI,MLP,2.4263908863067627,"97 245226.81 98 386146.83 99 582307.69 100 388678.44 101 508887.18 102 457459.18 103 430412.00 104 319360.55 105 925499.61 106 1002477.21 107 325431.44 108 501007.75 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,IRRF,MLP,1.8203089237213135,"97 725257.08 98 1070136.04 99 1024768.80 100 1096217.73 101 1122518.22 102 1090671.10 103 1079918.55 104 1085030.52 105 1066946.44 106 1485204.89 107 1781778.53 108 1576482.75 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do FPM,AR,1.591475009918213,"97 10384676.49 98 4473712.11 99 5114849.05 100 5685975.88 101 5310658.84 102 6621725.59 103 4530225.39 104 4618105.77 105 4289123.72 106 5549864.48 107 8837587.61 108 4016339.25 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do ICMS,HWES,1.2782375812530518,"97 4026765.88 98 4282167.84 99 5328533.63 100 6113106.83 101 4843871.58 102 5244806.09 103 5587216.85 104 5542515.15 105 6577707.70 106 4933970.61 107 6599160.36 108 6586077.00 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do IPVA,SARIMAX,2.3233208656311035,"91 7.150128e+05 92 5.622722e+05 93 5.510491e+05 94 5.182649e+05 95 2.881523e+06 96 3.000014e+06 97 1.504549e+06 98 1.705824e+06 99 2.623947e+06 100 2.295577e+06 101 1.501375e+06 102 1.117040e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do ITR,XGBoost,2.411806583404541,"97 76099.31 98 47208.92 99 95378.83 100 29898.63 101 34269.71 102 36819.21 103 46262.76 104 458976.50 105 3568452.64 106 1063546.14 107 1078935.66 108 1076982.75 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,IPTU,MLP,1.9052238464355469,"97 520938.140 98 3253365.280 99 5351717.090 100 1935609.280 101 1661504.220 102 1256447.170 103 832520.890 104 587394.530 105 700200.910 106 739297.230 107 889327.990 108 780575.875 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,ISS,SES,1.2306015491485596,"97 851395.590 98 1041208.220 99 911398.860 100 960349.540 101 1082044.860 102 1246738.460 103 1419601.880 104 1103150.090 105 1096217.090 106 1147731.390 107 1341692.570 108 1238834.875 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,ITBI,XGBoost,1.0325090885162354,"97 172714.29 98 431514.76 99 109369.28 100 438141.49 101 395821.83 102 418095.96 103 513111.36 104 380674.98 105 277965.11 106 335152.06 107 641744.34 108 365174.25 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,IRRF,SARIMAX,2.021641254425049,"90 8.935318e+05 91 8.088379e+05 92 7.642334e+05 93 6.807300e+05 94 1.522977e+06 95 8.303637e+05 96 5.873217e+05 97 9.109784e+05 98 8.379469e+05 99 1.032664e+06 100 8.823223e+05 101 1.271815e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do FPM,MLP,1.9885313510894775,"97 6268306.06 98 3834610.38 99 4384156.32 100 4873693.60 101 4551993.30 102 5676533.39 103 3883050.33 104 3958376.37 105 3676391.77 106 4769987.63 107 7575075.09 108 5825375.00 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do ICMS,HWES,1.1668980121612549,"97 3681658.54 98 4034374.02 99 4849733.27 100 5630240.76 101 4356404.75 102 4957026.88 103 5270393.83 104 5234019.89 105 6202112.75 106 3597197.67 107 6122685.88 108 6377442.50 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do IPVA,SARIMAX,3.774930715560913,"91 3.552060e+05 92 3.124214e+05 93 2.990378e+05 94 2.615840e+05 95 1.961734e+06 96 2.085954e+06 97 8.763025e+05 98 1.094338e+06 99 1.883841e+06 100 1.379753e+06 101 7.380307e+05 102 5.297543e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do ITR,XGBoost,2.413429021835327,"73 5.052140e+03 74 4.243960e+03 75 4.240688e+04 76 5.556530e+03 77 5.180280e+03 78 8.484410e+03 79 8.132130e+03 80 1.441012e+05 81 2.009813e+06 82 3.246835e+05 83 4.372056e+05 84 1.652601e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Transferencias LC 61_1989,HWES,0.8610732555389404,"97 31495.380000 98 39662.820000 99 46923.300000 100 35239.840000 101 57146.470000 102 50626.770000 103 42232.660000 104 44957.700000 105 74531.440000 106 39776.120000 107 52409.810000 108 50126.707031 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,IPTU,SARIMAX,1.7043547630310059,"91 9.978003e+05 92 1.030797e+06 93 1.008560e+06 94 7.544320e+05 95 2.482808e+06 96 5.875088e+06 97 1.276303e+06 98 5.877329e+05 99 5.163851e+05 100 5.382609e+05 101 7.311217e+05 102 6.788138e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,ISS,MLP,1.285341739654541,"97 1264069.290 98 1273002.150 99 1350623.260 100 1532782.480 101 1368316.810 102 1379984.650 103 1456267.130 104 1268659.510 105 1257047.300 106 1346933.070 107 1463733.160 108 1360139.125 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,ITBI,XGBoost,1.265723466873169,"97 223692.38000 98 531399.50000 99 251694.17000 100 813829.90000 101 453690.22000 102 264382.08000 103 687895.20000 104 358386.38000 105 326811.49000 106 650632.75000 107 422918.43000 108 436733.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,IRRF,XGBoost,1.9765026569366455,"95 1023899.87 96 1141021.70 97 1197495.54 98 1209095.42 99 1031574.41 100 1080553.40 101 1009441.20 102 997126.84 103 952324.55 104 1060238.92 105 2000378.23 106 1720601.75 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do FPM,AR,1.1740069389343262,"97 7313023.76 98 4473712.11 99 5114849.05 100 5685975.88 101 5310658.84 102 6860127.13 103 4530225.39 104 4618105.77 105 4289123.72 106 5564985.59 107 8837587.61 108 5807825.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do ICMS,HWES,2.917191743850708,"97 4107660.55 98 4355465.66 99 5410892.33 100 6212837.60 101 4929355.29 102 5518403.81 103 5867819.75 104 5827005.39 105 6905296.51 106 5266458.79 107 8806074.56 108 8809456.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do IPVA,AR,2.338886022567749,"97 1001167.26 98 1312852.97 99 2517382.03 100 1823625.26 101 766558.09 102 652583.60 103 425737.53 104 241347.58 105 247950.25 106 153349.63 107 2493353.46 108 2493354.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do ITR,XGBoost,1.9190146923065186,"73 1.505363e+04 74 1.886244e+04 75 9.549070e+03 76 2.101559e+04 77 1.574018e+04 78 2.628468e+04 79 4.578434e+04 80 3.781628e+05 81 2.253528e+06 82 4.123438e+05 83 4.896717e+05 84 3.550897e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Transferencias LC 61_1989,HWES,0.9725866317749023,"97 34788.290000 98 43809.650000 99 51829.240000 100 47831.720000 101 54213.780000 102 55919.880000 103 46648.150000 104 49658.130000 105 82323.870000 106 43934.800000 107 57889.370000 108 52586.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,IPTU,SARIMAX,2.3634188175201416,"88 2.719358e+05 89 2.763098e+05 90 2.348112e+05 91 2.522207e+05 92 1.741281e+05 93 1.698244e+05 94 3.027742e+05 95 1.995963e+05 96 3.736741e+05 97 6.344456e+05 98 4.324604e+06 99 2.942526e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ivoti - RS,ISS,XGBoost,1.214353084564209,"97 570322.210 98 723084.690 99 671381.680 100 714999.950 101 727990.640 102 686334.180 103 695705.560 104 710495.560 105 699133.510 106 707057.470 107 796591.080 108 796446.375 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,ITBI,SES,1.2690889835357666,"97 177000.28000 98 428991.50000 99 301903.56000 100 491695.81000 101 531658.32000 102 346657.74000 103 295821.92000 104 401607.71000 105 406341.89000 106 443791.36000 107 398193.92000 108 389795.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,IRRF,XGBoost,1.130389928817749,"97 233264.43000 98 252875.44000 99 305452.69000 100 300521.96000 101 296753.94000 102 290240.99000 103 315556.51000 104 329578.19000 105 294055.34000 106 347913.79000 107 515302.65000 108 432502.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do FPM,HWES,2.8926303386688232,"97 3656511.88 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3549264.33 103 2265112.70 104 2309052.89 105 2144561.87 106 3542338.50 107 3061473.00 108 2443453.25 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do ICMS,XGBoost,2.1772263050079346,"97 1038120.270 98 1100745.260 99 1367483.260 100 1570157.150 101 1242764.780 102 1337530.130 103 1424004.860 104 1413451.870 105 1677446.610 106 1269514.330 107 1726418.740 108 1454645.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do IPVA,AR,1.772948980331421,"97 409941.89 98 495686.76 99 1013851.67 100 677586.26 101 243084.77 102 169074.75 103 97991.90 104 82829.66 105 67319.74 106 53099.08 107 1831515.96 108 1779851.75 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do ITR,XGBoost,1.5220909118652344,"89 44.260000 90 34.830000 91 93.030000 92 0.380000 93 0.390000 94 168.050000 95 312.340000 96 2648.430000 97 7776.200000 98 655.380000 99 365.930000 100 345.449036 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Transferencias LC 61_1989,SES,0.9335675239562988,"97 8791.960000 98 11071.890000 99 13098.660000 100 12088.370000 101 13701.310000 102 14132.510000 103 11789.260000 104 12549.970000 105 20805.500000 106 11103.530000 107 14630.230000 108 14621.974609 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,IPTU,XGBoost,1.4202053546905518,"83 795.170000 84 261.960000 85 1590.260000 86 71.530000 87 46721.820000 88 4181.840000 89 672.720000 90 306.940000 91 368.500000 92 154.710000 93 10548.180000 94 10238.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,ISS,SARIMAX,1.5918571949005127,"91 10078.468132 92 8590.578834 93 13273.411851 94 15983.209144 95 14617.342855 96 14465.277217 97 11845.500722 98 12816.143994 99 15605.797866 100 12987.257046 101 15150.267952 102 14186.762643 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Itapuca - RS,ITBI,Prophet,1.5752766132354736,"94 3311.600000 95 2400.000000 96 7877.000000 97 7067.000000 98 3837.930000 99 5672.800000 100 6284.000000 101 6900.000000 102 121206.200000 103 840.000000 104 6894.000000 105 5811.897461 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,IRRF,AR,2.703315258026123,"97 34558.940000 98 41945.840000 99 37178.460000 100 30532.710000 101 35056.840000 102 34981.200000 103 42748.480000 104 36213.540000 105 30610.170000 106 49281.340000 107 114302.540000 108 23498.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do FPM,HWES,2.5897979736328125,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1268495.00 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do ICMS,HWES,1.2251226902008057,"97 259004.78 98 274629.36 99 341178.89 100 391744.80 101 310816.01 102 333705.76 103 355491.95 104 352647.78 105 418512.88 106 316736.24 107 430731.14 108 422031.00 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do IPVA,MLP,1.6705653667449951,"95 15795.910000 96 28506.230000 97 36522.770000 98 29572.300000 99 5912.650000 100 3147.280000 101 2167.660000 102 1567.570000 103 1612.530000 104 3052.470000 105 51942.330000 106 51950.855469 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Transferencias LC 61_1989,HWES,1.2243587970733643,"97 2193.540000 98 2762.360000 99 3268.020000 100 3015.970000 101 3418.390000 102 3525.970000 103 2941.330000 104 3131.130000 105 5190.820000 106 2770.260000 107 3650.140000 108 3742.265381 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,IPTU,XGBoost,1.667945146560669,"79 1554.780000 80 10770.070000 81 23193.730000 82 34534.550000 83 120116.810000 84 8451.760000 85 740.560000 86 7794.000000 87 329.960000 88 298.860000 89 9705.860000 90 16948.855469 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,ISS,AR,1.892458438873291,"97 8727.020000 98 15253.720000 99 14016.020000 100 11527.880000 101 7731.160000 102 12781.380000 103 10399.040000 104 6938.460000 105 11286.900000 106 12764.310000 107 15040.530000 108 15385.963867 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,ITBI,SES,2.2722299098968506,"92 12046.400000 93 11477.230000 94 4540.000000 95 4498.440000 96 16992.840000 97 36483.360000 98 564.900000 99 8265.720000 100 4000.000000 101 9194.720000 102 10058.510000 103 10700.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,IRRF,MLP,2.429934501647949,"97 32445.050000 98 41863.640000 99 43797.700000 100 48311.020000 101 41434.630000 102 42761.710000 103 42967.990000 104 40199.750000 105 45376.020000 106 74556.300000 107 77276.290000 108 77387.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do FPM,HWES,1.2500624656677246,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1245512.375 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do ICMS,HWES,1.204331636428833,"97 325101.44 98 344713.32 99 428245.94 100 491716.02 101 390134.61 102 420707.32 103 446211.63 104 442641.65 105 525315.16 106 397565.63 107 540651.46 108 530081.25 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do IPVA,SARIMAX,1.7268915176391602,"90 3130.164493 91 12556.492555 92 1212.852361 93 549.820304 94 100284.300277 95 83923.263998 96 14778.557700 97 25040.605861 98 30659.552783 99 33378.542347 100 13545.758364 101 4461.098018 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do ITR,AR,1.2096786499023438,"59 6.260000 60 197.730000 61 79.100000 62 52.760000 63 27.460000 64 224.520000 65 873.530000 66 7850.910000 67 8509.310000 68 133.750000 69 75.140000 70 1.776407 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Transferencias LC 61_1989,HWES,1.1086721420288086,"61 2753.310000 62 3467.320000 63 4102.010000 64 3785.630000 65 4290.740000 66 4425.780000 67 3691.960000 68 3930.190000 69 6515.500000 70 3477.220000 71 4581.650000 72 4672.569336 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,IPTU,SARIMAX,1.4952199459075928,"82 26246.451842 83 21957.858762 84 29659.377640 85 13866.713839 86 10877.660355 87 12560.027287 88 12964.265418 89 84977.544373 90 170147.171874 91 49627.669080 92 33462.982189 93 30213.628922 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,ISS,SES,2.752363443374634,"97 38267.310000 98 54650.620000 99 25036.130000 100 103065.990000 101 56102.860000 102 60267.800000 103 79014.800000 104 16693.560000 105 38816.890000 106 38348.230000 107 25204.460000 108 57216.605469 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,ITBI,XGBoost,2.921898603439331,"94 2239.670000 95 39715.110000 96 9699.380000 97 18371.170000 98 20907.260000 99 41533.480000 100 16164.450000 101 56261.640000 102 33535.280000 103 63065.280000 104 110877.180000 105 84616.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,IRRF,Prophet,1.293416976928711,"97 42902.920000 98 68098.380000 99 48215.330000 100 67562.330000 101 35561.320000 102 61163.850000 103 60095.250000 104 42917.680000 105 44327.420000 106 42292.250000 107 91541.580000 108 89520.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do FPM,HWES,1.3245790004730225,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 788367.630 102 1286904.060 103 1452430.220 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1367559.625 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do ICMS,HWES,1.0816879272460938,"97 479610.86 98 508543.55 99 631776.33 100 725411.50 101 500244.70 102 617937.98 103 733587.75 104 654191.03 105 774979.16 106 586514.73 107 797957.99 108 720458.50 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do ITR,XGBoost,2.1817855834960938,"78 3318.880000 79 2340.550000 80 265.960000 81 334.370000 82 1738.580000 83 2819.020000 84 3845.340000 85 95447.790000 86 277908.050000 87 16253.570000 88 25225.640000 89 25764.527344 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,IPTU,XGBoost,1.7850921154022217,"97 2950569.95 98 2395284.93 99 3030377.61 100 2774858.25 101 2640827.44 102 2989743.90 103 3489171.50 104 2615799.40 105 2462834.44 106 1676141.08 107 7642456.52 108 10256271.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,ISS,MLP,1.0254359245300293,"97 3409557.98 98 3759332.75 99 3976346.72 100 3743097.20 101 3921820.42 102 3879858.50 103 3935852.68 104 4014984.02 105 4352765.01 106 4049387.16 107 4052931.98 108 4035614.25 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,ITBI,MLP,1.7220346927642822,"97 975841.05 98 1759699.98 99 1348937.94 100 1071593.50 101 1429334.63 102 1649393.48 103 1589426.95 104 1554955.31 105 1494093.57 106 2270255.32 107 1624789.77 108 1612763.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,IRRF,MLP,2.375795364379883,"97 2322905.66 98 1752743.33 99 1772245.31 100 1841128.64 101 2104529.61 102 1948955.50 103 2338843.36 104 2225545.36 105 2182422.79 106 2445449.27 107 4194465.75 108 2297524.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do FPM,AR,1.2111778259277344,"97 9402459.11 98 5751915.56 99 6576234.51 100 7310540.40 101 6827989.92 102 8513647.14 103 5824575.51 104 5937564.56 105 5514587.66 106 7154981.47 107 11362612.63 108 8473680.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do ICMS,HWES,1.1786398887634277,"97 6923940.82 98 7341630.03 99 9120689.94 100 10472462.22 101 8309003.11 102 9345571.66 103 9935306.24 104 9867338.01 105 11691434.62 106 8924207.64 107 15225130.68 108 14910715.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do IPVA,AR,3.269699811935425,"97 2117389.27 98 2596570.91 99 4840724.78 100 4166489.92 101 1762918.17 102 1453818.04 103 953985.11 104 572500.31 105 432750.38 106 349176.06 107 3193406.37 108 3924091.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Transferencias LC 61_1989,HWES,1.0177290439605713,"61 58639.700000 62 73846.270000 63 87364.250000 64 80625.960000 65 91383.670000 66 94259.500000 67 78630.930000 68 83704.590000 69 138766.480000 70 74057.230000 71 97579.280000 72 88016.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,IPTU,Prophet,1.6424927711486816,"84 2.661931e+04 85 3.666056e+04 86 2.171750e+04 87 4.124056e+05 88 1.970225e+06 89 1.586501e+05 90 1.103885e+05 91 6.661863e+04 92 1.272608e+05 93 1.433806e+05 94 5.428085e+04 95 1.615854e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,ISS,MLP,1.5971872806549072,"96 240740.61000 97 343971.66000 98 383439.04000 99 324142.23000 100 288933.87000 101 318283.54000 102 403978.23000 103 325188.10000 104 322047.45000 105 354056.21000 106 314433.89000 107 348940.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,ITBI,AR,1.0805599689483643,"76 113281.39000 77 146546.78000 78 53971.73000 79 180836.47000 80 177710.03000 81 193164.77000 82 181953.38000 83 128441.89000 84 117428.00000 85 217941.67000 86 309356.16000 87 213164.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,IRRF,XGBoost,2.259052038192749,"96 172217.02 97 190679.18 98 198068.35 99 183211.71 100 183700.53 101 189150.40 102 209920.17 103 183990.83 104 179685.67 105 185650.94 106 380572.53 107 380572.50 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do FPM,MLP,2.495816946029663,"97 2144786.53 98 2064761.98 99 1826731.80 100 2030705.68 101 1896663.88 102 2126500.43 103 1617937.63 104 1649323.50 105 1531829.91 106 1987494.86 107 3156281.28 108 2561012.25 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do ICMS,HWES,2.455488681793213,"97 1258411.84 98 1555704.79 99 1799204.92 100 2065864.06 101 1639086.45 102 1759795.43 103 1953746.71 104 1940223.99 105 2299154.51 106 1753935.56 107 2950542.42 108 2950135.50 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do IPVA,SARIMAX,1.8041486740112305,"90 7.829984e+04 91 7.379081e+04 92 7.199382e+04 93 1.286643e+06 94 1.069446e+06 95 3.045135e+05 96 3.738187e+05 97 6.642707e+05 98 4.934565e+05 99 2.029519e+05 100 1.491881e+05 101 1.363856e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do ITR,MLP,1.823068380355835,"90 469.540000 91 384.840000 92 381.200000 93 239.720000 94 2963.870000 95 12011.720000 96 40562.100000 97 95270.240000 98 262242.020000 99 21289.950000 100 18467.690000 101 31758.884766 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,IPTU,XGBoost,1.7586572170257568,"96 856657.6200 97 994579.3400 98 281094.3000 99 263712.5600 100 319104.1100 101 246138.3000 102 232355.9000 103 256886.4700 104 405045.0900 105 290343.8900 106 307133.0000 107 308777.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,IRRF,MLP,2.001034736633301,"95 3.648505e+04 96 1.032288e+06 97 6.114887e+05 98 6.013697e+05 99 3.991555e+05 100 8.139408e+05 101 6.331260e+05 102 4.154057e+05 103 8.645981e+05 104 6.711574e+05 105 1.383325e+06 106 2.202430e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do FPM,HWES,1.0446548461914062,"97 4701229.55 98 2875957.78 99 3206461.19 100 3655270.21 101 3413994.97 102 4495225.12 103 2912287.74 104 2968782.28 105 2838949.90 106 3577490.72 107 5681306.32 108 3780204.50 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do ICMS,HWES,1.113626480102539,"97 3902497.35 98 3707825.79 99 4606324.33 100 5289025.03 101 4196389.03 102 4505428.14 103 4799568.13 104 3888780.16 105 6328036.08 106 4276319.11 107 6010165.29 108 5562562.00 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do IPVA,XGBoost,1.5595228672027588,"66 1.198568e+06 67 1.644496e+06 68 4.356801e+05 69 7.136706e+05 70 7.622702e+05 71 4.903344e+05 72 3.527809e+05 73 2.597131e+05 74 2.407744e+05 75 6.488894e+04 76 1.146521e+06 77 1.006932e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do ITR,MLP,3.656360626220703,"95 4.519707e+04 96 6.974700e+02 97 3.689296e+04 98 7.522704e+04 99 2.035344e+04 100 5.139470e+04 101 2.036919e+04 102 1.388631e+05 103 3.145689e+06 104 5.044814e+05 105 3.537466e+05 106 3.671669e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,IPTU,XGBoost,1.8884296417236328,"77 867607.510 78 406081.090 79 184385.570 80 287771.930 81 230413.340 82 200476.400 83 191086.120 84 150352.590 85 199522.200 86 227079.810 87 306730.920 88 1310629.625 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,ISS,MLP,1.2030787467956543,"77 489888.70 78 509678.15 79 563478.25 80 585909.88 81 666608.49 82 762072.88 83 721887.74 84 606604.89 85 596796.46 86 610987.93 87 732232.00 88 732232.00 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,ITBI,MLP,1.1120715141296387,"75 47788.590000 76 93624.790000 77 49842.130000 78 44955.210000 79 88975.650000 80 81477.800000 81 100531.550000 82 44254.890000 83 148969.000000 84 59898.750000 85 69745.920000 86 81449.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,IRRF,XGBoost,1.292983055114746,"77 113083.2000 78 193503.0200 79 164145.0100 80 197262.6200 81 182425.2200 82 200077.9600 83 184078.3400 84 207967.8700 85 224627.1100 86 186871.3400 87 395186.1000 88 395186.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do FPM,SARIMAX,1.0363059043884277,"74 2.438009e+06 75 3.455001e+06 76 2.760222e+06 77 3.119592e+06 78 2.845999e+06 79 2.588132e+06 80 2.657833e+06 81 2.511753e+06 82 3.042372e+06 83 3.207358e+06 84 2.915972e+06 85 2.721527e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do ICMS,MLP,1.0836570262908936,"75 1394467.47 76 1470364.32 77 1826670.27 78 2120437.61 79 1664107.54 80 1727108.60 81 1980563.92 82 1966778.61 83 2334633.84 84 1777528.81 85 2664276.74 86 2623857.00 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do IPVA,XGBoost,1.6589884757995605,"77 244853.280 78 362718.780 79 808458.280 80 533940.060 81 291062.000 82 319474.790 83 113322.530 84 55727.470 85 40235.240 86 37974.160 87 739238.300 88 739238.375 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do ITR,HWES,2.939307689666748,"75 702.49000 76 588.78000 77 1456.85000 78 1430.02000 79 479.38000 80 170.13000 81 2700.77000 82 18434.38000 83 64847.01000 84 1485.13000 85 2901.21000 86 2901.19751 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,IPTU,XGBoost,1.5214531421661377,"78 1928.940000 79 1375.300000 80 84257.010000 81 25242.460000 82 13688.750000 83 6883.310000 84 5564.630000 85 2175.450000 86 2436.780000 87 2541.190000 88 8613.050000 89 8820.758789 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,ISS,HWES,2.0853490829467773,"85 5746.020000 86 5697.730000 87 8013.100000 88 4857.270000 89 4276.220000 90 5796.330000 91 8128.530000 92 10555.760000 93 7871.950000 94 9437.510000 95 13040.880000 96 12042.833984 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,ITBI,HWES,1.276031494140625,"80 5545.300000 81 5410.880000 82 4606.620000 83 3976.970000 84 16633.740000 85 9341.330000 86 25609.810000 87 18930.130000 88 5908.900000 89 21970.090000 90 46784.460000 91 44580.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,IRRF,XGBoost,1.998091697692871,"85 24595.450000 86 26259.540000 87 22373.230000 88 25214.250000 89 22663.830000 90 26692.870000 91 27961.100000 92 49397.320000 93 28244.040000 94 28205.840000 95 49918.060000 96 23209.302734 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do FPM,HWES,1.229482650756836,"85 1447261.910 86 877388.900 87 1040016.530 88 1258610.850 89 980818.130 90 1456996.250 91 529985.590 92 925313.240 93 927625.180 94 1165856.010 95 1247741.480 96 1247742.375 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do ICMS,HWES,1.3302528858184814,"85 343604.04000 86 468995.31000 87 331602.27000 88 411291.06000 89 326943.39000 90 329847.23000 91 342471.77000 92 275010.11000 93 312284.83000 94 302560.48000 95 367851.37000 96 308096.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do IPVA,MLP,2.7231552600860596,"83 14650.11000 84 12701.41000 85 25644.27000 86 15837.77000 87 12326.38000 88 4944.20000 89 3063.65000 90 446.25000 91 1567.70000 92 70.73000 93 63792.70000 94 63930.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do ITR,HWES,2.507720947265625,"58 143.810000 59 164.640000 60 126.710000 61 72.260000 62 171.170000 63 75.100000 64 109.310000 65 2327.690000 66 3551.250000 67 85.520000 68 5.000000 69 764.544128 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,IPTU,AR,1.1300609111785889,"85 48575.7300 86 75779.0700 87 167947.0500 88 254072.6800 89 65787.4800 90 47681.9500 91 64316.4300 92 35827.6000 93 347961.8900 94 68043.5200 95 384708.0200 96 263742.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,ISS,XGBoost,1.1089544296264648,"89 270400.28000 90 346076.12000 91 359917.58000 92 478532.86000 93 318661.82000 94 609571.51000 95 716284.72000 96 471665.35000 97 429663.18000 98 437632.79000 99 485472.41000 100 485587.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,ITBI,MLP,1.8464176654815674,"86 325492.910000 87 19600.700000 88 95029.620000 89 22578.830000 90 61001.020000 91 233284.550000 92 43232.070000 93 9033.650000 94 19067.500000 95 84075.000000 96 99124.480000 97 99778.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,IRRF,XGBoost,1.2241275310516357,"89 183805.390000 90 117914.720000 91 124963.200000 92 287554.230000 93 146645.860000 94 22014.430000 95 187592.880000 96 261819.270000 97 25724.160000 98 185293.810000 99 305778.930000 100 59953.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do FPM,SARIMAX,1.1200463771820068,"85 1.044931e+06 86 1.233338e+06 87 1.707417e+06 88 1.264044e+06 89 1.659582e+06 90 1.122477e+06 91 1.272907e+06 92 1.374982e+06 93 1.309595e+06 94 1.669392e+06 95 1.302165e+06 96 1.203726e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do ICMS,XGBoost,2.460235357284546,"89 8.501472e+05 90 8.679995e+05 91 1.105786e+06 92 1.269673e+06 93 1.104750e+06 94 1.081565e+06 95 1.152175e+06 96 1.142957e+06 97 1.419207e+06 98 1.026565e+06 99 1.360855e+06 100 1.007012e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do IPVA,XGBoost,3.190450668334961,"87 265732.70000 88 94740.28000 89 402347.11000 90 255090.59000 91 134062.02000 92 87082.05000 93 44701.44000 94 27260.01000 95 21367.39000 96 12047.21000 97 144680.48000 98 262027.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do ITR,AR,2.2012076377868652,"30 1654.260000 31 919.880000 32 428.550000 33 39.660000 34 402.080000 35 77.850000 36 72.170000 37 5593.260000 38 357151.610000 39 8207.310000 40 15826.170000 41 1712.263184 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Transferencias LC 61_1989,XGBoost,1.2846450805664062,"89 7109.430000 90 14935.340000 91 10591.970000 92 3339.710000 93 13583.990000 94 11427.930000 95 10337.360000 96 10148.280000 97 16823.930000 98 9181.150000 99 11830.430000 100 11715.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,IPTU,XGBoost,2.180727958679199,"97 4.123556e+04 98 6.558515e+04 99 7.155232e+05 100 5.505067e+06 101 2.446200e+05 102 1.912903e+05 103 2.521322e+05 104 1.634148e+05 105 2.236951e+05 106 1.412778e+05 107 9.184762e+04 108 5.191588e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,ISS,XGBoost,1.7954039573669434,"97 480855.1700 98 616152.6200 99 556775.7900 100 555460.7400 101 735630.4700 102 610007.0700 103 627518.3200 104 705998.9000 105 627578.7800 106 743969.7300 107 678524.8500 108 678524.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,ITBI,MLP,1.3043968677520752,"97 126719.620000 98 274618.650000 99 95338.640000 100 238169.130000 101 206322.760000 102 264495.850000 103 396436.690000 104 161340.520000 105 194635.020000 106 162727.270000 107 175409.570000 108 176211.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,IRRF,XGBoost,3.1415727138519287,"97 275434.92000 98 333757.60000 99 343341.19000 100 318344.94000 101 314850.80000 102 302662.56000 103 318310.61000 104 307384.18000 105 336659.78000 106 300451.48000 107 512641.25000 108 512729.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do FPM,HWES,2.2433106899261475,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3310862.76 103 2265112.70 104 2309052.89 105 2144561.87 106 2782492.78 107 4405220.60 108 2894143.75 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do ICMS,HWES,1.419243335723877,"97 1816914.66 98 1926520.70 99 2393364.69 100 2748083.93 101 2180369.57 102 2340940.82 103 2493770.75 104 2473818.81 105 2935861.56 106 2221899.83 107 3021572.44 108 2913432.25 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do IPVA,AR,1.9862911701202393,"97 350739.820 98 486127.250 99 841660.070 100 662493.430 101 269672.500 102 172351.430 103 149327.030 104 104295.710 105 92325.940 106 38116.200 107 1512265.120 108 1512315.125 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do ITR,AR,3.0815677642822266,"96 2290.420000 97 548.060000 98 2806.920000 99 13.250000 100 24.100000 101 3322.510000 102 5272.120000 103 14724.020000 104 33764.200000 105 476.130000 106 189.820000 107 201.347778 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Transferencias LC 61_1989,HWES,1.0146358013153076,"97 15387.660000 98 19378.030000 99 22925.290000 100 21157.100000 101 23980.030000 102 24734.680000 103 20633.560000 104 21964.940000 105 36413.770000 106 19433.390000 107 25605.810000 108 25531.792969 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,IPTU,AR,1.2271926403045654,"96 56360.480000 97 213827.490000 98 570722.460000 99 130838.790000 100 64027.240000 101 61962.060000 102 71795.200000 103 62974.650000 104 54959.780000 105 72948.310000 106 228480.850000 107 221669.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,ISS,SARIMAX,1.2439968585968018,"91 392947.784317 92 399655.022314 93 396012.183549 94 459225.087455 95 480813.568291 96 455553.502266 97 443622.988637 98 440626.313975 99 456420.631174 100 457037.925225 101 392782.048336 102 475360.805219 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Glorinha - RS,ITBI,XGBoost,2.5230720043182373,"97 48531.070000 98 213516.970000 99 30721.730000 100 38448.830000 101 22488.400000 102 130948.300000 103 81877.530000 104 112878.760000 105 47006.140000 106 910830.160000 107 159060.880000 108 163393.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,IRRF,XGBoost,2.1016039848327637,"97 81270.630 98 99755.090 99 102242.100 100 96519.830 101 101688.930 102 114549.630 103 107145.530 104 121313.800 105 115697.480 106 118882.870 107 199520.250 108 199821.375 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do FPM,HWES,1.37013840675354,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1313591.375 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do ICMS,XGBoost,1.1480791568756104,"97 584939.45 98 622021.98 99 772753.40 100 859570.21 101 733389.22 102 755827.15 103 805171.84 104 798729.90 105 947911.15 106 717391.98 107 977707.08 108 946520.25 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do IPVA,SARIMAX,1.7477598190307617,"91 44628.296468 92 47304.566478 93 43182.497392 94 36985.168636 95 210158.984678 96 192207.200109 97 110842.233056 98 126396.039325 99 307942.767283 100 223397.862477 101 101043.307680 102 69224.018096 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do ITR,MLP,1.890031099319458,"97 4815.670000 98 1958.700000 99 2920.550000 100 2086.250000 101 3474.700000 102 18484.970000 103 5051.670000 104 20747.240000 105 421172.810000 106 89471.990000 107 7638.320000 108 7675.777832 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Transferencias LC 61_1989,XGBoost,1.3324174880981445,"97 4968.250000 98 6256.640000 99 7401.940000 100 6831.050000 101 7742.510000 102 7986.150000 103 6662.010000 104 6957.730000 105 11891.160000 106 6274.510000 107 8267.430000 108 7295.353027 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,IPTU,HWES,1.7496519088745117,"97 1.544892e+06 98 3.341830e+06 99 1.821710e+06 100 8.158239e+05 101 6.079052e+05 102 5.430985e+05 103 5.489915e+05 104 3.619235e+05 105 5.136624e+05 106 4.754672e+05 107 4.416381e+05 108 3.024884e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,ISS,HWES,2.986215353012085,"97 864056.520 98 661988.670 99 485756.520 100 518249.780 101 450216.230 102 468561.040 103 500909.120 104 464629.840 105 528918.100 106 502503.770 107 529622.480 108 205680.625 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,ITBI,MLP,2.026947498321533,"97 165127.160000 98 124271.640000 99 166781.350000 100 115142.310000 101 158641.300000 102 98378.160000 103 158363.130000 104 157712.010000 105 151129.340000 106 230276.460000 107 168020.160000 108 16386.701172 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,IRRF,MLP,1.1980984210968018,"97 622833.300 98 515120.250 99 495574.070 100 507877.830 101 477530.750 102 514298.190 103 477319.190 104 499943.970 105 436379.160 106 506536.930 107 852090.380 108 591685.125 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do FPM,HWES,1.3338284492492676,"97 5745947.23 98 3515059.51 99 4018809.98 100 4467552.48 101 4172660.52 102 5245411.44 103 3559462.80 104 3628511.68 105 3370025.80 106 4372488.66 107 6943818.83 108 4562709.00 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do ICMS,HWES,1.0769994258880615,"97 1237952.90 98 1312632.88 99 1630716.54 100 1872404.09 101 1485592.50 102 1594997.57 103 1699128.07 104 1685533.83 105 2000346.18 106 1513889.12 107 2058745.17 108 1715600.50 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do IPVA,AR,1.621446132659912,"97 590422.19 98 898756.14 99 1749735.01 100 1285740.29 101 533251.23 102 400882.69 103 305512.28 104 178408.01 105 121804.33 106 84852.70 107 1134329.77 108 1134360.50 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do ITR,XGBoost,1.7181668281555176,"94 83.100000 95 87.570000 96 385.270000 97 675.750000 98 167.570000 99 226.460000 100 299.950000 101 4439.340000 102 23833.540000 103 3550.310000 104 2907.570000 105 2907.500244 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Transferencias LC 61_1989,MLP,1.8595242500305176,"97 10500.650000 98 13336.570000 99 15777.880000 100 14560.970000 101 16503.790000 102 17023.180000 103 14205.610000 104 14998.710000 105 25061.090000 106 13374.670000 107 17622.720000 108 15922.334961 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,IPTU,HWES,3.1863691806793213,"97 5495007.97 98 970025.33 99 896855.41 100 979348.40 101 922631.23 102 938001.41 103 1117427.51 104 1702258.15 105 975655.01 106 913518.63 107 1032303.56 108 4586916.00 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,ISS,MLP,2.1255991458892822,"97 2065236.05 98 2190430.64 99 2196260.06 100 2400198.90 101 2293883.80 102 2132789.42 103 2176796.42 104 2302632.84 105 2157620.29 106 2371944.90 107 2546077.20 108 2546077.50 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,ITBI,SES,1.191192865371704,"97 870597.250 98 449659.060 99 473080.850 100 1374994.080 101 605633.810 102 903976.200 103 476001.850 104 534132.940 105 859889.160 106 849016.720 107 668267.460 108 629968.375 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,IRRF,MLP,1.1014652252197266,"97 1347817.250 98 1528467.410 99 1495449.560 100 1487495.690 101 1583855.150 102 1424430.880 103 1458180.980 104 1553504.840 105 1748917.610 106 2688316.140 107 1765161.490 108 1765159.875 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do FPM,HWES,1.209021806716919,"97 9402459.11 98 5751915.56 99 6576234.51 100 7310540.40 101 6827989.92 102 8990419.91 103 5824575.51 104 5937564.56 105 5514587.66 106 7154981.47 107 11362785.36 108 7196304.50 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do ICMS,XGBoost,1.0545156002044678,"97 5092192.92 98 5399381.30 99 6707785.93 100 7701943.06 101 6110833.11 102 6560859.67 103 6989189.90 104 6933271.40 105 8228219.79 106 6227228.29 107 7401524.53 108 6724991.50 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do IPVA,SARIMAX,2.2155892848968506,"91 8.637396e+05 92 7.776775e+05 93 7.085976e+05 94 6.836585e+05 95 2.964005e+06 96 3.365097e+06 97 1.760022e+06 98 2.101414e+06 99 3.505941e+06 100 3.128173e+06 101 1.853968e+06 102 1.337892e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do ITR,AR,2.1878583431243896,"97 46978.980 98 49117.620 99 32635.770 100 72528.760 101 82780.590 102 55157.250 103 74535.940 104 262433.350 105 5319305.380 106 1001965.740 107 1046061.950 108 848432.625 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Transferencias LC 61_1989,SES,1.9025142192840576,"97 43126.400000 98 54310.040000 99 64251.800000 100 59296.130000 101 67207.860000 102 69322.870000 103 57828.900000 104 61560.310000 105 102055.430000 106 54465.190000 107 71764.400000 108 63634.503906 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,IPTU,Prophet,3.1077029705047607,"87 62652.59000 88 69228.53000 89 82804.38000 90 95700.59000 91 347387.68000 92 113660.29000 93 103109.40000 94 102407.59000 95 96126.31000 96 7393.72000 97 8681.76000 98 101266.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,ISS,SES,0.9632461071014404,"97 22722.210000 98 15278.090000 99 13972.460000 100 32137.200000 101 18718.630000 102 25429.210000 103 28559.440000 104 23060.660000 105 20870.260000 106 18774.600000 107 16589.010000 108 17009.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,IRRF,Prophet,1.1001415252685547,"93 23568.960000 94 17422.950000 95 24921.820000 96 21881.870000 97 22007.270000 98 15851.290000 99 16228.660000 100 29157.530000 101 38443.830000 102 105860.730000 103 169180.920000 104 15760.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do FPM,AR,1.1513655185699463,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1231139.00 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do ICMS,HWES,1.3564660549163818,"97 627537.800 98 665394.260 99 826635.870 100 949151.080 101 753070.210 102 843723.860 103 897116.470 104 890893.760 105 1055725.950 106 805284.000 107 1351121.200 108 1330989.375 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do IPVA,SARIMAX,1.6366307735443115,"91 22457.020493 92 21707.075587 93 20361.395707 94 20044.966684 95 111852.150501 96 95753.425351 97 69058.198858 98 72246.697177 99 120475.045925 100 95700.661840 101 39010.802262 102 37353.329406 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do ITR,MLP,3.4210398197174072,"97 1661.330000 98 448.870000 99 1046.490000 100 116.460000 101 883.430000 102 323.890000 103 505.790000 104 29827.040000 105 246167.820000 106 1669.210000 107 16912.720000 108 564.620911 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Transferencias LC 61_1989,HWES,1.825714111328125,"97 5314.68000 98 6692.89000 99 7918.06000 100 7307.36000 101 8282.36000 102 8543.02000 103 7126.54000 104 7586.37000 105 12576.82000 106 6712.02000 107 8843.90000 108 9518.80957 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,IPTU,HWES,1.8116164207458496,"86 2924.060000 87 4160.160000 88 146539.300000 89 121237.610000 90 25456.890000 91 40690.490000 92 24849.080000 93 35613.450000 94 10982.790000 95 828.620000 96 6778.690000 97 4530.262695 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,ISS,AR,0.9393641948699951,"97 24767.040000 98 34593.050000 99 28712.820000 100 32668.970000 101 33356.430000 102 34732.670000 103 27363.430000 104 34783.410000 105 33921.940000 106 32976.770000 107 58768.910000 108 59244.320312 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,ITBI,MLP,1.5885722637176514,"95 16559.360000 96 2052.000000 97 20415.850000 98 28072.960000 99 23368.480000 100 7766.170000 101 35188.850000 102 23916.250000 103 12465.680000 104 32875.370000 105 40649.240000 106 26764.070312 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,IRRF,XGBoost,1.611664056777954,"96 52436.81 97 54368.88 98 50399.63 99 41062.23 100 43164.54 101 56851.40 102 50385.66 103 43743.37 104 50707.17 105 42956.55 106 83582.89 107 59007.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do FPM,HWES,1.33955979347229,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1132998.320 102 1430566.750 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1312919.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do ICMS,HWES,1.1257338523864746,"97 337847.51 98 358228.27 99 445035.91 100 510994.45 101 405430.39 102 433287.93 103 463706.01 104 454996.02 105 535910.88 106 408152.76 107 561848.46 108 562539.25 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do IPVA,SARIMAX,2.2783403396606445,"91 5861.274472 92 4721.222796 93 5216.706121 94 4962.515909 95 152011.090537 96 100854.915551 97 30588.443073 98 42802.357607 99 74788.867981 100 47909.262239 101 18493.496221 102 9771.127417 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,IPTU,HWES,1.8759145736694336,"88 4113.540000 89 4584.460000 90 21342.210000 91 73425.980000 92 17190.990000 93 11107.150000 94 14533.130000 95 6512.160000 96 5113.020000 97 9056.010000 98 4741.790000 99 -1198.089966 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,ISS,XGBoost,1.8887360095977783,"97 36895.88000 98 41874.23000 99 40410.53000 100 47290.54000 101 46103.62000 102 31575.64000 103 51033.09000 104 38892.72000 105 37049.77000 106 47295.11000 107 43643.04000 108 42618.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,IRRF,XGBoost,1.4572010040283203,"97 76576.250000 98 48965.090000 99 48283.790000 100 46099.080000 101 51422.720000 102 49286.410000 103 53053.400000 104 52603.500000 105 55291.580000 106 54297.460000 107 113534.510000 108 49076.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do FPM,HWES,2.3223423957824707,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1277074.50 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do ICMS,HWES,2.2368125915527344,"97 384357.39 98 407543.91 99 506301.93 100 581340.62 101 461244.08 102 495211.98 103 527542.23 104 523321.51 105 621063.88 106 470029.57 107 639195.50 108 653254.00 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do IPVA,XGBoost,1.6605675220489502,"97 35287.800000 98 36002.380000 99 77065.140000 100 77304.510000 101 19599.760000 102 5546.940000 103 8605.210000 104 3585.590000 105 4671.010000 106 1655.960000 107 82552.550000 108 82857.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do ITR,SARIMAX,3.0019869804382324,"68 2901.073918 69 3291.106554 70 2839.649011 71 1876.958394 72 5681.192124 73 5844.979895 74 5388.906249 75 5253.949932 76 4440.181007 77 3608.076173 78 3424.583884 79 3672.228373 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Transferencias LC 61_1989,HWES,1.3098945617675781,"97 3255.170000 98 4099.290000 99 4849.700000 100 4475.640000 101 5072.820000 102 5232.450000 103 4364.890000 104 4646.530000 105 7703.100000 106 4111.000000 107 5416.740000 108 5324.368164 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,IPTU,XGBoost,1.6129851341247559,"68 12983.050000 69 27722.910000 70 60859.710000 71 18644.010000 72 13271.960000 73 11929.520000 74 19428.980000 75 12017.330000 76 11866.070000 77 8504.970000 78 5673.810000 79 6155.580566 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,ISS,XGBoost,1.2615175247192383,"69 25614.520000 70 23352.050000 71 45506.510000 72 34667.370000 73 23276.860000 74 37612.610000 75 19915.230000 76 24742.310000 77 23868.130000 78 13402.270000 79 34918.980000 80 34941.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,ITBI,MLP,3.0821917057037354,"58 245807.070000 59 590.940000 60 4307.450000 61 5679.110000 62 44750.290000 63 66303.090000 64 5535.950000 65 64180.400000 66 16039.190000 67 446.520000 68 6662.920000 69 16905.224609 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,IRRF,AR,1.963965892791748,"69 40447.870000 70 43209.200000 71 50699.480000 72 55482.290000 73 40572.690000 74 46098.490000 75 49131.640000 76 64560.090000 77 55988.370000 78 51130.040000 79 105911.550000 80 67916.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do FPM,XGBoost,1.0695927143096924,"69 1447261.910 70 877388.900 71 1040016.530 72 1156914.600 73 1082514.380 74 928395.230 75 1058586.610 76 974942.910 77 927625.180 78 1165856.010 79 1247741.480 80 1247735.375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do ICMS,XGBoost,0.9408338069915771,"69 844641.990 70 906418.600 71 815139.410 72 1011028.440 73 803687.050 74 810825.210 75 839233.630 76 788806.920 77 767653.610 78 743749.380 79 899502.170 80 894136.375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do IPVA,XGBoost,1.8274602890014648,"69 30980.100000 70 34912.640000 71 67597.430000 72 61262.600000 73 29958.100000 74 17272.840000 75 14521.460000 76 11837.570000 77 10816.550000 78 7455.420000 79 48554.100000 80 52147.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do ITR,XGBoost,0.9875664710998535,"64 500.430000 65 27.120000 66 1015.420000 67 32291.650000 68 4979.050000 69 8581.550000 70 4054.750000 71 24597.050000 72 887358.680000 73 149728.930000 74 128033.140000 75 112043.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Transferencias LC 61_1989,SARIMAX,1.9902722835540771,"32 8114.707849 33 7126.823598 34 13654.975307 35 9551.293122 36 3798.868335 37 4688.014534 38 2146.131590 39 6431.901812 40 6459.955948 41 3545.017262 42 4429.956043 43 5690.786163 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,IPTU,SARIMAX,1.6889309883117676,"90 112588.908388 91 119678.672193 92 91881.893600 93 87052.100073 94 119146.634808 95 47679.701113 96 55758.435497 97 95666.545534 98 623294.294572 99 268774.765683 100 132914.849734 101 143071.763133 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,ISS,XGBoost,2.5456790924072266,"97 174770.44000 98 149461.24000 99 160937.61000 100 177266.12000 101 201230.14000 102 170404.97000 103 221721.06000 104 225771.24000 105 300672.42000 106 273476.88000 107 308556.50000 108 308475.65625 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,ITBI,HWES,3.4774365425109863,"97 2.203360e+04 98 5.786289e+04 99 2.476094e+04 100 9.830837e+04 101 1.334867e+05 102 1.098411e+05 103 5.860198e+04 104 2.411052e+06 105 6.075112e+04 106 4.472890e+05 107 5.931971e+04 108 7.642041e+04 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,IRRF,HWES,1.130767822265625,"97 205334.37000 98 229266.27000 99 211301.76000 100 187464.04000 101 184136.62000 102 188050.28000 103 201248.71000 104 178189.24000 105 201305.62000 106 182094.07000 107 378273.02000 108 206507.15625 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do FPM,AR,1.443054437637329,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2837882.37 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2677542.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do ICMS,HWES,1.0306830406188965,"97 1609749.31 98 1711849.39 99 2130147.03 100 2476881.33 101 1936397.39 102 2096675.90 103 2233558.82 104 2215689.77 105 2629519.79 106 1990056.20 107 2638095.73 108 2534280.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do IPVA,XGBoost,2.0014443397521973,"97 161168.10 98 219044.95 99 426437.70 100 320147.96 101 144791.40 102 109797.60 103 58573.96 104 28819.28 105 40019.23 106 13299.97 107 434897.61 108 455731.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do ITR,MLP,1.7495367527008057,"25 3283.990000 26 817.770000 27 3359.820000 28 2609.740000 29 3877.340000 30 864.610000 31 5513.580000 32 81867.150000 33 372045.860000 34 44247.740000 35 45945.450000 36 7339.466309 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,IPTU,MLP,3.1493427753448486,"87 1036.170000 88 13681.570000 89 54211.710000 90 247519.380000 91 100949.610000 92 10260.980000 93 2977.980000 94 704.230000 95 4313.570000 96 8959.690000 97 12743.610000 98 35220.597656 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,ISS,XGBoost,1.6527562141418457,"97 61206.110000 98 57798.580000 99 60640.660000 100 60514.740000 101 79173.170000 102 29229.220000 103 119015.740000 104 77684.580000 105 41134.690000 106 108209.660000 107 86549.450000 108 86549.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,ITBI,MLP,2.0057551860809326,"95 11560.000000 96 14454.400000 97 12367.600000 98 20578.800000 99 33360.000000 100 18637.500000 101 26572.000000 102 28171.100000 103 18851.000000 104 13906.600000 105 23533.000000 106 15764.553711 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,IRRF,XGBoost,1.5569865703582764,"97 68705.760000 98 79913.460000 99 76097.910000 100 68172.950000 101 69445.020000 102 78506.830000 103 84007.730000 104 75023.660000 105 72590.980000 106 67819.360000 107 136158.710000 108 73933.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do FPM,HWES,1.229764461517334,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1243665.625 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do ICMS,HWES,1.161198616027832,"97 489550.8400 98 519083.1700 99 644869.9400 100 740445.7300 101 587480.3500 102 630744.7900 103 671923.4100 104 666547.5400 105 791040.6800 106 598670.2900 107 814134.6700 108 715444.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do IPVA,SARIMAX,1.1169745922088623,"91 15235.738222 92 12158.851521 93 15828.142847 94 8814.803178 95 156048.704362 96 163259.829105 97 38980.146289 98 70304.497452 99 100608.542747 100 53581.915205 101 104091.458252 102 20577.117097 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do ITR,SARIMAX,1.882728099822998,"80 2079.236832 81 702.872605 82 496.584050 83 925.228034 84 612.949817 85 164.906809 86 349.807153 87 361.765436 88 545.190231 89 385.868189 90 708.976896 91 1278.529369 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Transferencias LC 61_1989,HWES,3.7474515438079834,"97 4146.060000 98 5221.220000 99 6176.990000 100 5700.560000 101 6461.170000 102 6664.500000 103 5559.500000 104 5918.220000 105 9811.320000 106 5236.130000 107 6899.220000 108 6651.046387 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,IPTU,Prophet,2.2908995151519775,"80 17998.9700 81 70576.7300 82 37387.8700 83 61589.3200 84 280265.4600 85 27446.0900 86 44476.9600 87 34945.9500 88 10503.3200 89 14323.3400 90 11873.2300 91 11874.3125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,ISS,SARIMAX,1.1467320919036865,"91 110162.854859 92 107360.508234 93 101204.831991 94 117575.342549 95 136173.043084 96 98425.851415 97 88155.672474 98 104447.944369 99 111896.522330 100 111908.084729 101 112925.352511 102 114089.479129 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,ITBI,MLP,1.0661036968231201,"97 30628.010000 98 20594.020000 99 39508.030000 100 26948.100000 101 56478.530000 102 64641.450000 103 28871.700000 104 21654.150000 105 59259.500000 106 19808.230000 107 38454.400000 108 22169.300781 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,IRRF,XGBoost,1.9090254306793213,"95 42744.79000 96 64236.96000 97 47009.36000 98 51042.78000 99 61276.22000 100 63568.89000 101 50806.83000 102 50446.10000 103 52035.11000 104 53996.46000 105 86713.32000 106 68377.34375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do FPM,HWES,1.3082246780395508,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1313687.50 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do ICMS,HWES,1.2264935970306396,"97 642357.01 98 681107.45 99 846156.75 100 971565.16 101 770853.88 102 827622.66 103 881654.56 104 874600.72 105 1037952.56 106 785536.57 107 1068255.04 108 1065067.00 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do IPVA,AR,1.909266710281372,"97 168246.86000 98 202185.82000 99 454868.74000 100 415107.27000 101 206289.45000 102 109859.47000 103 78105.99000 104 51206.69000 105 30659.19000 106 18179.27000 107 431016.84000 108 431016.90625 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do ITR,XGBoost,3.515238046646118,"95 22624.600000 96 26829.150000 97 1324.680000 98 595.830000 99 8639.360000 100 11632.180000 101 83492.390000 102 72155.920000 103 278847.290000 104 18191.210000 105 8764.550000 106 24962.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,IPTU,SARIMAX,1.2812128067016602,"88 88740.615020 89 88121.612339 90 88491.707308 91 90085.778573 92 80935.914882 93 81533.783269 94 96498.347188 95 228773.693344 96 103574.208841 97 102119.102076 98 107027.313602 99 91746.247914 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Muçum - RS,ISS,Prophet,1.643366813659668,"97 36011.990000 98 75486.320000 99 129349.970000 100 73125.630000 101 32381.500000 102 67939.640000 103 47249.400000 104 22768.990000 105 38735.990000 106 40479.150000 107 84552.320000 108 84552.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,IRRF,SARIMAX,1.0836350917816162,"91 65123.157317 92 65657.950074 93 67743.635398 94 87232.093430 95 100624.359161 96 42739.717146 97 76845.282237 98 106558.281148 99 46760.692543 100 105540.345006 101 112325.314791 102 89638.618330 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do FPM,HWES,1.36366605758667,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.50 101 1137998.33 102 1418941.23 103 970762.57 104 898018.33 105 1010673.75 106 1192496.93 107 1893768.78 108 1357533.25 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do ICMS,HWES,2.6169886589050293,"97 410100.80 98 434582.24 99 540212.94 100 620277.56 101 492137.20 102 528380.20 103 562875.84 104 558372.44 105 662661.36 106 501511.10 107 682007.44 108 621341.25 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do IPVA,AR,2.8834192752838135,"96 53362.950 97 78124.370 98 109559.560 99 70771.000 100 24477.070 101 15211.190 102 13596.460 103 8210.240 104 13830.730 105 4510.610 106 252104.930 107 238442.125 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do ITR,XGBoost,1.509835958480835,"85 32.24000 86 36.79000 87 135.06000 88 19.36000 89 29.45000 90 145.91000 91 28.15000 92 82.72000 93 2868.57000 94 294.13000 95 162.88000 96 129.19989 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Transferencias LC 61_1989,HWES,1.2438325881958008,"85 3473.180000 86 4373.830000 87 5174.520000 88 4775.410000 89 5412.580000 90 5582.910000 91 4657.240000 92 4957.730000 93 8219.020000 94 4386.350000 95 5779.540000 96 5799.772461 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,IPTU,AR,2.074183702468872,"97 2120970.27 98 869903.58 99 677690.63 100 954393.82 101 891214.14 102 972779.31 103 1272324.63 104 1206411.27 105 838170.14 106 835587.01 107 2595669.19 108 10456257.00 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,ISS,Prophet,1.3601858615875244,"97 210034.43000 98 185912.42000 99 163225.20000 100 115559.40000 101 93965.19000 102 134410.12000 103 154500.05000 104 131211.30000 105 126669.64000 106 137847.80000 107 144342.34000 108 144886.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,ITBI,MLP,1.2986540794372559,"97 402396.7900 98 485685.6100 99 326497.5200 100 467285.3300 101 352448.6700 102 245584.8500 103 338116.0400 104 243270.7000 105 224991.8100 106 294264.1600 107 262864.9100 108 262864.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,IRRF,XGBoost,1.1175544261932373,"97 254010.750 98 198935.120 99 253908.880 100 207286.210 101 208868.100 102 218144.370 103 286128.740 104 205187.150 105 260404.590 106 234890.490 107 441790.610 108 419264.875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do FPM,AR,3.3566994667053223,"96 2089435.35 97 1278203.46 98 1461385.45 99 1624564.53 100 1517331.10 101 1891921.59 102 1294350.11 103 1319458.79 104 1225463.93 105 1589995.88 106 2525025.03 107 1726704.75 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do ICMS,HWES,2.1721508502960205,"97 318819.1600 98 340879.0300 99 419970.4600 100 482214.0400 101 382595.6100 102 410771.5200 103 437588.9900 104 434087.9800 105 515163.9200 106 389883.0300 107 530203.8700 108 482173.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do IPVA,SARIMAX,1.3826735019683838,"91 65317.456373 92 55627.092610 93 52347.867770 94 47595.448314 95 243225.261659 96 281531.117187 97 132276.894556 98 162388.745489 99 277797.624378 100 217040.229911 101 108088.684639 102 90246.032671 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do ITR,XGBoost,1.667604684829712,"83 1506.940000 84 177.380000 85 369.650000 86 39.460000 87 359.040000 88 61.290000 89 779.850000 90 1153.950000 91 11459.050000 92 512.520000 93 19.890000 94 8587.519531 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,IPTU,XGBoost,2.114699125289917,"96 56748.980000 97 247293.330000 98 31791.400000 99 9073.470000 100 14310.420000 101 22856.780000 102 7851.940000 103 30033.910000 104 24041.390000 105 23676.910000 106 13159.380000 107 25369.576172 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,ISS,SES,1.8766181468963623,"96 24973.33000 97 36319.57000 98 31094.34000 99 26783.91000 100 32224.56000 101 32498.57000 102 33814.69000 103 32285.46000 104 48869.35000 105 39311.58000 106 52404.69000 107 48730.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,ITBI,AR,2.2096774578094482,"96 18551.680000 97 20051.140000 98 14675.880000 99 17378.260000 100 34891.140000 101 28719.250000 102 22596.860000 103 38622.300000 104 50311.890000 105 26092.770000 106 56035.220000 107 53643.074219 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,IRRF,Prophet,2.904264450073242,"91 19610.470000 92 32341.550000 93 35347.670000 94 29223.920000 95 30409.040000 96 30378.600000 97 29839.440000 98 32193.720000 99 40270.650000 100 30063.280000 101 101474.090000 102 101474.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do FPM,AR,2.1898996829986572,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 835525.92 103 970762.57 104 845187.53 105 919097.95 106 1192496.91 107 1312059.86 108 1273260.25 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do ICMS,MLP,1.342648983001709,"97 371946.3600 98 394384.1700 99 489953.2900 100 527876.6700 101 446350.3900 102 500282.3800 103 531932.0600 104 528247.6100 105 625974.8600 106 477514.0500 107 802575.2500 108 585633.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do ITR,XGBoost,1.4801883697509766,"78 22.140000 79 310.440000 80 60.110000 81 15.000000 82 46.040000 83 22.040000 84 351.490000 85 3677.370000 86 4128.050000 87 98.150000 88 555.500000 89 300.123138 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Transferencias LC 61_1989,XGBoost,1.6670165061950684,"95 3150.030000 96 3966.920000 97 4693.080000 98 4331.120000 99 4909.000000 100 5063.480000 101 4223.950000 102 4496.490000 103 7454.340000 104 3978.260000 105 5241.840000 106 5154.253906 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,IPTU,AR,1.880277395248413,"93 39220.890000 94 142748.980000 95 54465.590000 96 29535.360000 97 18310.640000 98 14040.690000 99 10940.740000 100 16337.600000 101 5006.590000 102 8512.830000 103 14978.260000 104 16099.408203 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,ISS,XGBoost,3.523787260055542,"97 4688.870000 98 38433.760000 99 12312.270000 100 24548.840000 101 14431.870000 102 20616.120000 103 18363.390000 104 11202.000000 105 11779.740000 106 14272.500000 107 45051.280000 108 37296.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,ITBI,Prophet,2.257406711578369,"96 3243.730000 97 32320.730000 98 21886.430000 99 43332.240000 100 16365.250000 101 18131.220000 102 7802.890000 103 19228.460000 104 28823.870000 105 5307.200000 106 4548.790000 107 4807.727051 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,IRRF,Prophet,1.3024091720581055,"96 42314.25000 97 63929.66000 98 7172.24000 99 77768.97000 100 37193.20000 101 38236.31000 102 6035.50000 103 38807.04000 104 41105.26000 105 45108.02000 106 113833.15000 107 68181.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do FPM,SARIMAX,1.138411283493042,"91 1.031444e+06 92 8.886711e+05 93 9.567735e+05 94 1.170224e+06 95 1.621988e+06 96 1.174109e+06 97 1.456757e+06 98 1.204821e+06 99 1.160712e+06 100 1.288754e+06 101 1.191131e+06 102 1.376707e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do ICMS,HWES,1.211012601852417,"97 338975.580 98 419056.710 99 484647.800 100 556477.170 101 441517.040 102 474032.170 103 504979.670 104 500939.500 105 594501.470 106 449926.790 107 611857.620 108 606300.875 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do ITR,XGBoost,1.5941598415374756,"73 3703.490000 74 11292.180000 75 131.750000 76 171.190000 77 99.720000 78 44.130000 79 348.840000 80 2098.330000 81 12293.820000 82 1460.560000 83 262.160000 84 229.137894 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Transferencias LC 61_1989,XGBoost,1.335371494293213,"61 3115.940000 62 3923.980000 63 4642.270000 64 4284.220000 65 4353.760000 66 5510.750000 67 4178.220000 68 4447.810000 69 7373.640000 70 3935.190000 71 5185.080000 72 4566.958008 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,IPTU,HWES,4.5981059074401855,"96 4.763938e+05 97 1.884953e+06 98 3.132039e+05 99 8.012943e+05 100 3.276903e+05 101 3.969439e+05 102 4.336860e+05 103 2.978681e+05 104 2.903582e+05 105 2.643253e+05 106 2.638798e+05 107 2.506285e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,ISS,SES,1.2960941791534424,"97 407309.67000 98 361299.29000 99 638172.03000 100 385645.32000 101 479043.28000 102 534206.55000 103 356243.65000 104 334427.07000 105 391929.30000 106 430840.25000 107 451484.27000 108 383043.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,ITBI,MLP,1.7220799922943115,"97 75560.150 98 333612.340 99 111103.410 100 186077.290 101 572244.200 102 45787.910 103 134703.020 104 344829.650 105 77830.020 106 363479.980 107 495041.490 108 519927.875 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,IRRF,MLP,1.1054856777191162,"94 322004.68000 95 351363.93000 96 344347.78000 97 344990.37000 98 347916.25000 99 314288.80000 100 421123.99000 101 354517.91000 102 337916.46000 103 415121.80000 104 694269.92000 105 322036.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do FPM,HWES,1.1598618030548096,"97 3656511.87 98 2236856.05 99 2557424.53 100 2842987.92 101 2655329.41 102 3252914.77 103 2265112.70 104 2309052.90 105 2440911.42 106 2803411.71 107 4397874.86 108 2741761.25 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do ICMS,MLP,1.1463205814361572,"97 2692463.33 98 2854887.14 99 3546697.43 100 3821219.03 101 3231062.59 102 3614182.10 103 3843163.50 104 3665921.39 105 4057770.22 106 3292605.75 107 3913507.11 108 3913667.00 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do IPVA,SARIMAX,2.2053065299987793,"91 106082.033855 92 113846.039824 93 90272.955366 94 81910.742811 95 906186.853021 96 821221.813099 97 344133.634980 98 465794.570234 99 636775.052918 100 689663.467994 101 329434.513681 102 226562.187670 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do ITR,XGBoost,4.018251657485962,"97 34259.740 98 4910.210 99 17960.690 100 4384.210 101 6333.220 102 17586.690 103 13730.580 104 395547.130 105 2766404.650 106 491928.400 107 352967.510 108 25629.125 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Transferencias LC 61_1989,XGBoost,1.8348610401153564,"97 22802.810000 98 28716.060000 99 33972.710000 100 31352.430000 101 35535.700000 102 36654.010000 103 30576.650000 104 32549.600000 105 46992.320000 106 35766.930000 107 37944.960000 108 37245.433594 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,IPTU,AR,1.4143004417419434,"73 56875.020000 74 274972.810000 75 827625.220000 76 138630.620000 77 125973.730000 78 119081.620000 79 130493.640000 80 111686.650000 81 126108.580000 82 114701.510000 83 129233.230000 84 56658.472656 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,ISS,MLP,0.9319131374359131,"73 37001.40000 74 40282.31000 75 26969.40000 76 31407.11000 77 27655.21000 78 22449.50000 79 33124.35000 80 21027.12000 81 35644.42000 82 24214.50000 83 27968.40000 84 50047.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,IRRF,XGBoost,0.982020378112793,"73 79592.160000 74 64416.390000 75 65975.000000 76 98136.160000 77 72445.680000 78 60759.990000 79 73664.140000 80 67963.430000 81 88007.440000 82 78876.180000 83 118532.340000 84 81518.171875 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do FPM,HWES,1.2522943019866943,"72 1567076.53 73 958652.59 74 1096039.07 75 1218423.40 76 1137998.32 77 1428549.10 78 970762.57 79 989594.09 80 919097.95 81 1192496.91 82 1893768.77 83 1633024.00 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do ICMS,Prophet,1.1089587211608887,"73 4.913308e+05 74 8.112860e+04 75 1.152298e+06 76 7.470384e+05 77 5.917424e+05 78 6.351507e+05 79 6.743665e+05 80 6.734787e+05 81 7.963181e+05 82 6.037903e+05 83 8.195315e+05 84 6.580044e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do IPVA,AR,0.887157678604126,"62 48505.770000 63 48013.510000 64 66555.890000 65 75171.900000 66 35822.510000 67 23002.640000 68 22250.870000 69 17013.860000 70 9617.220000 71 4662.710000 72 70101.190000 73 70152.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do ITR,AR,3.7611401081085205,"66 294.450000 67 146.500000 68 112.530000 69 1677.450000 70 516.390000 71 1336.740000 72 22211.710000 73 27505.720000 74 794083.210000 75 48160.520000 76 45239.140000 77 30896.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Transferencias LC 61_1989,XGBoost,2.495854377746582,"73 5209.070000 74 5293.210000 75 7268.000000 76 5779.170000 77 6550.230000 78 6756.330000 79 5636.110000 80 5999.770000 81 9946.500000 82 5308.270000 83 6994.290000 84 7107.793945 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,IPTU,XGBoost,1.957188367843628,"91 13351.340 92 12678.700 93 10957.280 94 23011.870 95 123422.320 96 719872.560 97 66146.650 98 65625.640 99 77464.380 100 78785.090 101 80307.310 102 32009.375 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,ISS,XGBoost,1.48024320602417,"97 93161.160000 98 91744.930000 99 109269.850000 100 118565.550000 101 120293.300000 102 110516.210000 103 101562.660000 104 112328.400000 105 126958.750000 106 110420.140000 107 135030.070000 108 135618.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,ITBI,MLP,1.8839385509490967,"96 3604.000000 97 13216.000000 98 28103.000000 99 10872.390000 100 23652.130000 101 23156.000000 102 18415.000000 103 13961.020000 104 23388.000000 105 43705.370000 106 44992.220000 107 41303.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,IRRF,SARIMAX,1.42006254196167,"91 92187.005510 92 97626.949129 93 87448.244293 94 85883.675947 95 120419.351382 96 124989.186689 97 124985.560153 98 141112.293808 99 144861.065404 100 137354.392994 101 136142.977408 102 133992.885513 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do FPM,HWES,1.2241113185882568,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1290662.50 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do ICMS,HWES,1.1545605659484863,"97 1401683.30 98 1486240.36 99 1846393.43 100 2120046.34 101 1682075.46 102 1805950.33 103 1923853.02 104 1908460.84 105 2264909.96 106 1714114.57 107 2331032.75 108 2298419.00 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do IPVA,AR,3.609281063079834,"97 115653.61 98 206692.86 99 275190.57 100 258204.91 101 46243.25 102 20196.14 103 35379.82 104 30356.97 105 13023.24 106 8797.71 107 347826.51 108 295976.50 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Transferencias LC 61_1989,HWES,1.0389719009399414,"97 11871.010000 98 14949.430000 99 17686.010000 100 16321.910000 101 18499.690000 102 19081.890000 103 15918.040000 104 16945.150000 105 28091.880000 106 14992.150000 107 19753.940000 108 16075.380859 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,IPTU,AR,2.2507336139678955,"85 314530.5100 86 41495.1800 87 26375.7300 88 33347.1400 89 30577.1300 90 26672.8700 91 15560.0700 92 19394.1000 93 21120.6300 94 13271.8400 95 10944.9900 96 193389.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,ISS,XGBoost,1.8352584838867188,"85 24730.590000 86 17086.050000 87 14854.030000 88 26769.930000 89 26375.650000 90 42162.450000 91 41962.070000 92 43149.230000 93 21612.710000 94 35270.760000 95 47301.350000 96 47310.027344 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,ITBI,MLP,2.5789902210235596,"83 3193.940000 84 9375.420000 85 3483.520000 86 830.000000 87 11993.160000 88 5960.020000 89 17150.630000 90 120.000000 91 8557.560000 92 18830.820000 93 14748.760000 94 19007.205078 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,IRRF,XGBoost,3.5684375762939453,"85 51269.90000 86 47815.30000 87 51892.67000 88 57020.46000 89 55799.24000 90 61823.33000 91 72640.80000 92 66591.30000 93 68609.94000 94 105724.30000 95 79010.73000 96 79010.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do FPM,XGBoost,1.6506009101867676,"85 1447261.91 86 877388.90 87 1040016.53 88 1156914.60 89 1082514.38 90 1456996.25 91 1058586.61 92 974942.91 93 927625.18 94 1165856.01 95 1811506.45 96 1239045.50 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do ICMS,XGBoost,1.2725911140441895,"85 446629.650 86 479295.860 87 431029.250 88 511777.620 89 447807.250 90 428748.010 91 445157.830 92 417105.180 93 405919.740 94 393279.640 95 478147.240 96 437500.125 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do IPVA,MLP,1.5598790645599365,"85 47890.5600 86 53881.3200 87 80547.6000 88 96323.3200 89 16219.2700 90 21946.1500 91 25045.7300 92 4394.7700 93 4829.1700 94 6173.0900 95 213175.2300 96 213175.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,IPTU,SES,3.190828561782837,"94 7125.630000 95 25920.250000 96 61335.870000 97 60643.290000 98 102823.120000 99 13663.520000 100 22996.880000 101 24538.910000 102 27031.560000 103 30406.300000 104 24601.290000 105 29062.447266 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,ISS,MLP,2.802840232849121,"97 33530.47000 98 21384.59000 99 25877.40000 100 63005.98000 101 12908.36000 102 49581.37000 103 93539.80000 104 102652.22000 105 118758.72000 106 111423.46000 107 155649.09000 108 124659.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,ITBI,XGBoost,2.155858039855957,"97 5750.000000 98 5315.150000 99 11664.560000 100 61760.350000 101 14440.000000 102 30679.440000 103 250339.970000 104 101766.600000 105 124057.840000 106 70908.510000 107 10100.000000 108 17355.902344 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,IRRF,XGBoost,1.2223553657531738,"97 92843.90 98 100045.81 99 106287.92 100 70381.40 101 96644.10 102 98779.27 103 94562.60 104 94063.02 105 98358.51 106 70276.56 107 197148.24 108 197148.25 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do FPM,HWES,1.4519479274749756,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1428549.130 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1211849.875 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do ICMS,HWES,1.2590432167053223,"97 402247.9400 98 426513.6900 99 467683.7300 100 658662.3200 101 482713.4700 102 518262.4500 103 552097.5300 104 547680.4000 105 649972.3600 106 491907.8700 107 668947.9100 108 648709.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do IPVA,XGBoost,1.8406548500061035,"97 38563.29 98 51599.58 99 73449.33 100 92344.69 101 25829.02 102 25571.91 103 14206.71 104 7574.85 105 6149.98 106 4077.82 107 90914.49 108 90914.50 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do ITR,XGBoost,2.197045087814331,"22 3323.730000 23 56.450000 24 79.490000 25 129.680000 26 502.680000 27 656.420000 28 1815.090000 29 14698.380000 30 119765.260000 31 15719.890000 32 30110.380000 33 30106.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Transferencias LC 61_1989,HWES,2.5481300354003906,"97 3406.680000 98 4290.080000 99 5075.440000 100 4683.970000 101 5308.940000 102 5476.010000 103 4568.070000 104 4862.820000 105 8061.640000 106 4302.360000 107 5668.870000 108 5755.211914 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,IPTU,SARIMAX,2.6148107051849365,"91 7.374066e+05 92 6.126656e+05 93 6.817079e+05 94 7.065246e+05 95 1.032346e+06 96 1.847668e+06 97 7.408941e+06 98 1.108067e+06 99 9.094391e+05 100 7.700142e+05 101 7.174365e+05 102 7.412322e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Panambi - RS,ISS,SARIMAX,1.3084673881530762,"91 1.093898e+06 92 1.171499e+06 93 1.171298e+06 94 1.202589e+06 95 1.492965e+06 96 1.049571e+06 97 1.175673e+06 98 1.259771e+06 99 1.204358e+06 100 1.218826e+06 101 1.248286e+06 102 1.317852e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Panambi - RS,ITBI,Prophet,1.416905164718628,"97 1.703224e+05 98 2.430315e+05 99 1.722683e+05 100 1.536764e+06 101 3.194657e+05 102 1.806804e+05 103 3.267987e+05 104 3.039561e+05 105 2.651910e+05 106 4.800312e+05 107 2.887804e+05 108 2.846351e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,IRRF,XGBoost,1.2399940490722656,"96 823088.89 97 645065.12 98 591459.33 99 725222.67 100 663713.57 101 589381.01 102 678842.94 103 648160.00 104 620758.90 105 697601.57 106 1094514.18 107 849617.00 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do FPM,HWES,1.2335660457611084,"97 5223588.38 98 3195508.65 99 3653463.61 100 4061411.33 101 3047448.89 102 5714084.36 103 3235875.28 104 3298646.98 105 3063659.82 106 3974989.69 107 6312562.58 108 3650122.00 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do ICMS,SES,1.1802890300750732,"97 2541686.70 98 3142146.38 99 3633957.56 100 4172544.34 101 3310557.10 102 3715158.96 103 3949982.04 104 3922741.98 105 4648264.47 106 3546636.42 107 3733164.68 108 3593002.25 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do IPVA,XGBoost,2.1088013648986816,"97 921744.27 98 985534.80 99 1541249.74 100 1318954.77 101 559661.88 102 447007.59 103 287009.33 104 184469.60 105 132447.98 106 83458.84 107 1823995.17 108 1823995.25 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do ITR,MLP,3.0977957248687744,"37 3942.850000 38 5589.560000 39 4592.180000 40 3735.000000 41 10668.250000 42 6642.430000 43 21916.850000 44 113718.090000 45 560330.580000 46 35664.270000 47 38474.140000 48 38475.417969 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Transferencias LC 61_1989,SES,1.917665719985962,"97 23363.830000 98 29422.570000 99 34808.540000 100 32123.790000 101 36409.990000 102 37555.820000 103 31328.930000 104 33350.410000 105 55288.740000 106 29506.630000 107 38878.510000 108 40304.246094 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,IPTU,SES,1.963879108428955,"86 11618.210000 87 85000.990000 88 16625.170000 89 25173.120000 90 8898.050000 91 5884.990000 92 4482.000000 93 5779.390000 94 9333.000000 95 3184.650000 96 10494.790000 97 9730.688477 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,IRRF,XGBoost,3.4048233032226562,"97 62051.490000 98 53546.830000 99 55585.890000 100 50780.400000 101 45899.730000 102 41903.630000 103 41247.510000 104 44999.520000 105 54034.010000 106 48507.450000 107 93005.360000 108 93005.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do FPM,HWES,2.1563544273376465,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.38 101 1138001.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1226270.75 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do ICMS,HWES,1.1307590007781982,"97 320131.45000 98 341915.34000 99 421699.12000 100 484198.90000 101 120744.36000 102 412462.29000 103 439390.18000 104 435874.76000 105 517284.40000 106 391487.83000 107 432983.07000 108 401544.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do IPVA,HWES,1.7900965213775635,"97 13808.460000 98 17869.630000 99 66153.940000 100 57082.780000 101 271786.860000 102 8253.410000 103 6066.930000 104 4325.580000 105 4474.100000 106 1616.220000 107 178474.210000 108 178474.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do ITR,XGBoost,1.3567469120025635,"69 18.220000 70 245.410000 71 2039.520000 72 1472.550000 73 133.130000 74 66.450000 75 100.180000 76 2202.300000 77 2080.730000 78 64.460000 79 64.830000 80 38.142628 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Transferencias LC 61_1989,XGBoost,1.371527910232544,"73 2711.230000 74 3611.400000 75 4039.300000 76 3727.750000 77 4225.160000 78 4358.130000 79 3635.530000 80 3393.710000 81 6415.920000 82 3424.060000 83 4511.600000 84 4048.866455 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,IPTU,HWES,1.5930161476135254,"72 1.834498e+05 73 1.492907e+06 74 3.412117e+06 75 1.652913e+05 76 1.939489e+06 77 9.677460e+05 78 4.398028e+05 79 2.644009e+05 80 6.656571e+05 81 4.617024e+05 82 2.585616e+05 83 2.602449e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,ISS,AR,1.2497520446777344,"73 461699.360 74 551569.870 75 511426.330 76 685365.000 77 589465.290 78 582990.800 79 719461.100 80 805448.610 81 750105.260 82 789730.310 83 815289.970 84 768543.125 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,ITBI,SES,1.4738068580627441,"73 207757.380000 74 137442.500000 75 158515.420000 76 172927.960000 77 187865.480000 78 153029.950000 79 208135.000000 80 177926.750000 81 252265.590000 82 149823.250000 83 168516.160000 84 144321.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,IRRF,Prophet,2.4804446697235107,"73 253728.7500 74 284481.8600 75 287002.9600 76 311260.4900 77 501582.3000 78 414016.1200 79 370167.4400 80 363284.7300 81 362127.4600 82 356038.3000 83 686265.1800 84 686016.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do FPM,XGBoost,2.012573003768921,"73 3624978.56 74 2047240.75 75 2151510.37 76 2974662.23 77 2525866.89 78 3399657.91 79 2470035.42 80 2274866.77 81 2164458.78 82 2720330.70 83 4226848.40 84 2256603.00 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do ICMS,XGBoost,0.9640440940856934,"73 1813430.90 74 1946064.18 75 1750089.37 76 2170659.51 77 1725501.36 78 1740826.93 79 1807455.08 80 1693554.08 81 1648138.29 82 1596816.33 83 1941400.42 84 1707859.25 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do IPVA,MLP,1.823944091796875,"73 360624.06 74 407397.49 75 855818.48 76 633247.32 77 221810.51 78 170412.42 79 118618.68 80 78487.81 81 58804.02 82 44684.15 83 2291753.92 84 2291754.00 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do ITR,AR,2.086883544921875,"70 105.430000 71 62.280000 72 281.590000 73 187.720000 74 26.560000 75 62.190000 76 382.530000 77 3932.100000 78 11292.660000 79 237.680000 80 387.690000 81 378.281677 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Transferencias LC 61_1989,XGBoost,1.0488462448120117,"73 24884.970000 74 21601.720000 75 19640.960000 76 15042.570000 77 13962.740000 78 16968.400000 79 11828.940000 80 17892.820000 81 19196.130000 82 13349.940000 83 17245.320000 84 14774.887695 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,IPTU,AR,1.2632801532745361,"95 123836.25000 96 204435.68000 97 751164.08000 98 167519.13000 99 393408.18000 100 360549.93000 101 351467.54000 102 322104.36000 103 303767.63000 104 284877.36000 105 176686.94000 106 189625.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,ISS,MLP,1.11738920211792,"97 268676.510 98 364800.040 99 294422.260 100 387468.960 101 336884.410 102 397672.380 103 329580.060 104 406943.600 105 327363.190 106 388340.100 107 375443.690 108 373551.625 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,ITBI,MLP,2.714399814605713,"97 30172.27000 98 248316.85000 99 278964.08000 100 154575.23000 101 216406.80000 102 185848.32000 103 329286.61000 104 102932.31000 105 465263.44000 106 167095.26000 107 307769.26000 108 305398.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,IRRF,MLP,2.018907308578491,"97 387541.1600 98 421974.0800 99 397804.2800 100 363732.9000 101 370146.1300 102 382319.5900 103 353587.9700 104 382800.0500 105 365781.1600 106 371561.6000 107 694612.2800 108 620521.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do FPM,HWES,1.7151074409484863,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2841725.51 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 2530237.00 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do ICMS,HWES,1.140777587890625,"97 2284610.14 98 2422430.09 99 3009445.25 100 3242382.40 101 2741622.62 102 2943526.84 103 3135696.99 104 3110609.17 105 3691587.21 106 2793843.24 107 3703627.02 108 3519336.00 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do IPVA,HWES,1.7737529277801514,"97 307990.750 98 352697.340 99 649318.380 100 641468.410 101 227988.230 102 194428.810 103 94425.920 104 125341.790 105 59278.430 106 39459.780 107 584421.120 108 599025.125 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do ITR,XGBoost,1.7665421962738037,"49 4.592945e+04 50 1.162350e+04 51 2.078715e+04 52 7.074180e+04 53 6.194200e+03 54 7.401330e+03 55 1.126478e+04 56 1.354791e+05 57 2.134050e+06 58 3.222322e+05 59 2.386892e+05 60 1.968383e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Transferencias LC 61_1989,SES,0.9605386257171631,"97 15478.910000 98 19492.940000 99 23061.220000 100 21282.540000 101 24122.210000 102 24881.340000 103 20755.920000 104 22095.190000 105 36629.690000 106 19548.620000 107 25757.640000 108 26319.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,IPTU,XGBoost,2.224722146987915,"89 110.810000 90 14384.700000 91 123692.670000 92 14354.700000 93 11302.900000 94 10480.440000 95 13117.530000 96 9508.400000 97 703.910000 98 989.930000 99 2211.800000 100 3183.486572 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,ISS,XGBoost,2.8332109451293945,"97 24914.140000 98 50019.610000 99 62902.870000 100 24918.730000 101 56427.000000 102 36270.270000 103 25727.440000 104 25462.180000 105 20456.420000 106 40412.180000 107 25019.490000 108 37405.367188 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,ITBI,XGBoost,3.26448392868042,"82 600.000000 83 5076.360000 84 1400.000000 85 3000.000000 86 2160.000000 87 4780.000000 88 1200.000000 89 1300.000000 90 2550.000000 91 22000.000000 92 850.000000 93 1123.672241 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,IRRF,XGBoost,1.4793083667755127,"96 83317.240000 97 46628.470000 98 48365.950000 99 53002.970000 100 53835.830000 101 49546.370000 102 48316.380000 103 50779.160000 104 57346.670000 105 50229.130000 106 103567.440000 107 88261.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do FPM,MLP,1.2267506122589111,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1404503.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do ICMS,SES,1.1890945434570312,"97 195770.0300 98 207579.9300 99 246203.8300 100 291992.3800 101 224298.0000 102 257319.6500 103 257420.8800 104 278193.3100 105 314466.1600 106 242909.5300 107 174554.9400 108 176260.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do ITR,SES,1.2950243949890137,"72 6.20000 73 30.69000 74 87.94000 75 5.00000 76 44.64000 77 14.40000 78 442.13000 79 2207.47000 80 3959.43000 81 25.82000 82 10.69000 83 149.72226 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Transferencias LC 61_1989,SARIMAX,2.1675198078155518,"40 1617.774229 41 1576.451775 42 1935.236706 43 1123.934062 44 1733.150401 45 1995.722310 46 1255.322954 47 1480.356339 48 2221.072467 49 1558.258449 50 1677.862469 51 1924.844061 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,IPTU,XGBoost,2.9591448307037354,"79 637.410000 80 18085.940000 81 78467.820000 82 13313.980000 83 9955.210000 84 15184.580000 85 13668.250000 86 5432.560000 87 6909.960000 88 1121.830000 89 1518.200000 90 991.973022 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,ISS,XGBoost,1.7994484901428223,"97 49898.490000 98 44772.480000 99 52646.110000 100 56859.210000 101 65712.140000 102 60497.920000 103 58390.800000 104 40245.740000 105 43406.810000 106 42843.920000 107 45619.440000 108 45862.226562 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,ITBI,XGBoost,1.9481372833251953,"89 38143.180000 90 9775.440000 91 19718.250000 92 69565.610000 93 2600.000000 94 16498.190000 95 3700.000000 96 16100.000000 97 4100.000000 98 2560.000000 99 18000.000000 100 24091.376953 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,IRRF,XGBoost,1.6107454299926758,"97 28426.550000 98 23967.270000 99 28595.300000 100 26047.690000 101 28836.430000 102 28940.660000 103 27400.530000 104 34418.660000 105 34705.660000 106 35005.930000 107 62995.480000 108 34833.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do FPM,HWES,1.2646830081939697,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1253701.625 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do ICMS,HWES,1.1651089191436768,"97 379945.820 98 402866.200 99 500490.700 100 574668.140 101 455950.020 102 489528.030 103 521487.210 104 517314.940 105 613935.430 106 464634.680 107 631858.950 108 630502.125 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do IPVA,AR,1.6126501560211182,"97 34930.620000 98 50491.990000 99 99101.350000 100 39408.060000 101 15964.060000 102 27601.230000 103 11101.950000 104 15746.810000 105 5131.820000 106 4845.060000 107 212481.580000 108 194820.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do ITR,HWES,1.7685966491699219,"88 88.270000 89 88.970000 90 86.460000 91 15.200000 92 91.540000 93 85.480000 94 262.970000 95 2456.040000 96 3076.890000 97 384.730000 98 563.390000 99 579.349915 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Transferencias LC 61_1989,SES,2.9592456817626953,"85 3217.800000 86 4052.210000 87 4794.020000 88 4424.270000 89 5014.580000 90 5172.400000 91 4314.790000 92 4593.210000 93 7614.680000 94 4063.810000 95 5354.570000 96 5658.759766 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,ISS,XGBoost,2.175304412841797,"97 8548.620000 98 9437.300000 99 6397.920000 100 7948.130000 101 16966.940000 102 8735.990000 103 8007.770000 104 12721.030000 105 12352.030000 106 7702.060000 107 12767.110000 108 13274.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,IRRF,MLP,2.016890287399292,"97 25449.560000 98 29588.470000 99 28246.310000 100 25183.820000 101 25149.850000 102 33882.200000 103 25495.160000 104 25338.780000 105 25409.170000 106 26877.340000 107 58650.160000 108 58648.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do FPM,HWES,2.9954707622528076,"97 1567076.55 98 958652.61 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1191110.25 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do ICMS,SARIMAX,1.7613115310668945,"91 355249.188575 92 355347.500812 93 402617.144134 94 377376.030836 95 455241.423797 96 328242.458273 97 355869.701789 98 398633.174032 99 347910.017953 100 380427.134814 101 362308.897923 102 412411.865333 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do IPVA,SARIMAX,2.3057377338409424,"85 9700.546274 86 6609.778422 87 5199.105427 88 5226.418167 89 5601.445625 90 35688.619010 91 43676.011878 92 46597.489810 93 23100.763208 94 25821.994428 95 13161.216647 96 14038.258236 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do ITR,HWES,1.9442861080169678,"24 148.500000 25 149.810000 26 305.380000 27 152.270000 28 153.350000 29 154.680000 30 204.880000 31 5066.350000 32 43542.660000 33 259.090000 34 159.740000 35 165.108734 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Transferencias LC 61_1989,AR,1.3227808475494385,"59 2335.590000 60 2941.260000 61 3479.670000 62 3211.270000 63 3639.760000 64 3754.320000 65 3131.820000 66 3333.910000 67 5527.000000 68 2949.660000 69 3886.530000 70 3740.434082 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,IPTU,XGBoost,2.110363245010376,"75 583.340000 76 583.340000 77 1142.490000 78 1854.200000 79 4678.870000 80 24929.550000 81 40469.230000 82 5168.640000 83 1049.680000 84 1220.660000 85 297.520000 86 462.265869 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,ISS,Prophet,1.744433879852295,"85 11689.480000 86 43943.530000 87 28316.980000 88 34636.010000 89 15294.980000 90 41541.890000 91 13045.580000 92 17593.060000 93 26435.450000 94 12651.320000 95 21311.330000 96 19511.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,ITBI,MLP,2.6457712650299072,"71 6303.370000 72 14247.300000 73 6881.700000 74 10427.740000 75 2255.280000 76 21303.790000 77 11689.030000 78 6870.480000 79 1400.000000 80 1599.950000 81 10450.770000 82 9541.414062 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,IRRF,XGBoost,3.3347442150115967,"85 53486.41000 86 87779.80000 87 69819.47000 88 69606.54000 89 57233.36000 90 67451.46000 91 65010.72000 92 67287.68000 93 63135.97000 94 111202.48000 95 77155.27000 96 85199.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do FPM,XGBoost,1.398055076599121,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1738848.770 96 1140307.125 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ICMS,XGBoost,1.0710017681121826,"85 444449.99000 86 476956.80000 87 428925.73000 88 532002.39000 89 422899.52000 90 426655.63000 91 442985.38000 92 415069.92000 93 403938.78000 94 391360.37000 95 416611.64000 96 382471.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do IPVA,HWES,1.0307636260986328,"85 33754.680000 86 64472.180000 87 113732.500000 88 63434.540000 89 14768.700000 90 14589.560000 91 7468.420000 92 6981.500000 93 3434.740000 94 2277.990000 95 123753.020000 96 124180.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ITR,AR,1.9646475315093994,"62 180.770000 63 60.490000 64 389.410000 65 769.060000 66 42.990000 67 377.590000 68 204.130000 69 3004.890000 70 6996.320000 71 146.910000 72 67.950000 73 122.219513 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,IPTU,SARIMAX,2.804853916168213,"91 381330.259760 92 278460.465127 93 151033.867563 94 -15356.792712 95 727250.534632 96 949008.559576 97 290248.407501 98 260581.440173 99 219136.038370 100 259805.799381 101 244861.551651 102 248101.162086 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,ISS,XGBoost,2.9241065979003906,"97 161191.870000 98 208561.190000 99 203615.210000 100 212019.780000 101 218613.370000 102 204030.780000 103 242639.770000 104 218536.000000 105 321335.770000 106 211528.810000 107 240998.520000 108 217456.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,ITBI,MLP,2.3931989669799805,"97 44370.710000 98 71868.700000 99 40139.470000 100 37356.210000 101 52738.240000 102 90379.860000 103 76113.180000 104 46683.850000 105 63358.710000 106 72679.780000 107 54813.020000 108 53477.207031 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,IRRF,XGBoost,1.536473035812378,"97 212015.390 98 216547.390 99 215128.910 100 229926.250 101 208842.800 102 238600.740 103 188547.920 104 206428.630 105 206248.140 106 219940.430 107 411914.500 108 411914.375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do FPM,HWES,1.5124785900115967,"97 3134153.03 98 1917305.19 99 2192078.18 100 2436846.81 101 2275996.64 102 2837882.37 103 1941525.17 104 1979188.19 105 1838195.89 106 2384993.83 107 3787537.53 108 3076521.50 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do ICMS,AR,1.151435375213623,"97 780699.990 98 827796.020 99 1028391.620 100 1180808.960 101 936870.920 102 1005865.870 103 1071534.510 104 1062961.510 105 1261494.080 106 954715.810 107 1301323.080 108 1356707.375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do IPVA,XGBoost,1.7612063884735107,"97 207968.9200 98 323536.0300 99 620007.8300 100 429694.6400 101 158455.0200 102 120000.3800 103 97958.2800 104 43483.7900 105 30277.8700 106 17040.8300 107 587352.8600 108 679675.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do ITR,XGBoost,1.4135875701904297,"87 18.790000 88 704.700000 89 96.750000 90 44.860000 91 1993.760000 92 13.560000 93 68.100000 94 3820.500000 95 4410.570000 96 124.060000 97 55.240000 98 68.369888 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Transferencias LC 61_1989,XGBoost,1.139976978302002,"97 6611.830000 98 8326.400000 99 9850.620000 100 9090.860000 101 10303.820000 102 10628.080000 103 8865.920000 104 9437.980000 105 15646.390000 106 8350.210000 107 11002.410000 108 9459.177734 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,IPTU,AR,2.7088427543640137,"92 570334.610000 93 124892.600000 94 95379.110000 95 101412.190000 96 101636.650000 97 107575.120000 98 42712.710000 99 24892.320000 100 12139.860000 101 20461.030000 102 30631.070000 103 196169.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,ISS,XGBoost,2.6561453342437744,"93 236842.88 94 230884.58 95 341498.80 96 272376.85 97 287568.77 98 323857.62 99 283264.42 100 277800.67 101 304903.06 102 276218.09 103 275621.01 104 300336.00 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,ITBI,SES,2.3600833415985107,"93 45235.300000 94 75558.060000 95 87386.190000 96 69120.180000 97 45605.080000 98 76577.280000 99 93602.140000 100 51384.930000 101 56413.600000 102 28593.700000 103 67515.350000 104 62267.902344 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,IRRF,XGBoost,1.2241454124450684,"93 159868.410000 94 195216.850000 95 199063.960000 96 193755.150000 97 202140.470000 98 214105.870000 99 144769.100000 100 232630.740000 101 187786.730000 102 178747.710000 103 349409.630000 104 225724.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do FPM,MLP,1.2721784114837646,"93 2089435.350 94 1278203.460 95 1461385.450 96 1624564.530 97 1517331.100 98 1891921.590 99 1294350.110 100 1319458.790 101 1225463.930 102 1589995.880 103 2525025.030 104 1641079.125 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do ICMS,SARIMAX,1.1395623683929443,"88 1.104058e+06 89 1.147404e+06 90 1.280940e+06 91 1.270014e+06 92 1.142628e+06 93 1.273535e+06 94 1.265229e+06 95 1.469693e+06 96 1.268627e+06 97 1.212480e+06 98 1.320386e+06 99 1.204239e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do ITR,MLP,2.0507001876831055,"92 61.550000 93 47.500000 94 194.060000 95 68.230000 96 1058.010000 97 21.220000 98 413.530000 99 5094.890000 100 57114.270000 101 191.300000 102 417.720000 103 414.542145 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Transferencias LC 61_1989,SARIMAX,1.4025301933288574,"37 8087.985289 38 9034.221450 39 8249.660720 40 9190.195299 41 9854.198125 42 8563.878823 43 9189.854346 44 11262.836881 45 9234.104300 46 9566.511600 47 9798.209101 48 7942.862576 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,IPTU,SARIMAX,1.486710786819458,"91 5.413165e+05 92 3.971182e+05 93 4.213168e+05 94 4.097770e+05 95 3.879273e+05 96 3.179486e+05 97 3.061785e+05 98 4.340706e+05 99 4.743411e+05 100 1.302823e+06 101 3.451211e+05 102 8.042020e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,ISS,XGBoost,1.227782964706421,"97 571717.0400 98 537959.8800 99 569026.1400 100 588965.9900 101 605505.5000 102 631477.2600 103 658832.3500 104 647513.9800 105 618166.6800 106 655967.7600 107 670084.3700 108 612359.9375 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,ITBI,XGBoost,1.338317632675171,"97 218287.720000 98 145171.840000 99 63087.850000 100 210676.310000 101 133766.940000 102 147459.000000 103 245732.460000 104 156202.130000 105 213896.500000 106 132477.130000 107 92647.500000 108 134971.984375 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,IRRF,MLP,1.2584729194641113,"97 331526.6800 98 337001.4600 99 337452.1300 100 319802.5400 101 308528.8700 102 364147.0900 103 324351.3400 104 335498.8200 105 368327.1400 106 348065.0700 107 645142.6100 108 645142.5625 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do FPM,AR,2.9920921325683594,"97 2377301.02 98 1789484.86 99 2045939.65 100 2274390.35 101 2124263.66 102 6648923.18 103 2265112.70 104 2309052.89 105 2144561.87 106 2782492.78 107 4418793.79 108 2984665.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do ICMS,HWES,2.1827077865600586,"97 1132186.42 98 1202430.98 99 1494057.94 100 1706863.22 101 1232009.58 102 3845070.09 103 1951086.26 104 1931335.16 105 2289346.51 106 1741269.63 107 2382590.58 108 2356240.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do IPVA,SARIMAX,1.7443315982818604,"91 119062.633555 92 99954.168356 93 91253.612948 94 85361.633384 95 994352.835229 96 771491.386176 97 365067.445701 98 407555.103417 99 867946.105485 100 619135.153118 101 236270.491873 102 207288.686061 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do ITR,MLP,1.8969345092773438,"92 543.450000 93 340.120000 94 1178.800000 95 736.470000 96 1088.650000 97 1603.910000 98 2577.870000 99 15829.940000 100 37087.770000 101 2439.510000 102 1832.760000 103 676.628113 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Transferencias LC 61_1989,HWES,1.069603443145752,"85 9620.070000 86 12114.750000 87 14332.430000 88 13226.990000 89 14991.830000 90 39830.890000 91 16124.600000 92 17165.030000 93 28456.450000 94 12149.370000 95 20010.280000 96 20639.626953 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,IPTU,SES,1.678987979888916,"81 14631.070000 82 48105.210000 83 38489.100000 84 235456.230000 85 798304.760000 86 100029.830000 87 104183.140000 88 81603.380000 89 31393.290000 90 32823.080000 91 40636.650000 92 41685.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,ISS,XGBoost,1.070873737335205,"81 39522.680000 82 50098.030000 83 40827.030000 84 45737.520000 85 46680.870000 86 45598.020000 87 48970.800000 88 42278.170000 89 43916.710000 90 46745.420000 91 50893.680000 92 48947.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,ITBI,XGBoost,1.6601769924163818,"81 7468.140000 82 9717.620000 83 18086.940000 84 5330.040000 85 14913.070000 86 25040.000000 87 26017.980000 88 45780.150000 89 30383.050000 90 33628.000000 91 31578.150000 92 30874.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,IRRF,Prophet,2.6022751331329346,"81 32747.890000 82 56851.930000 83 58317.170000 84 56627.790000 85 59303.850000 86 55919.110000 87 58121.350000 88 63454.510000 89 59590.240000 90 77769.870000 91 122715.570000 92 122098.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do FPM,MLP,1.923145055770874,"81 1447261.910 82 877388.900 83 1040016.530 84 1156914.600 85 1082514.380 86 1456996.250 87 1058586.610 88 974942.910 89 927625.180 90 1165856.010 91 1811506.450 92 1803013.875 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do ICMS,XGBoost,1.3438284397125244,"81 454737.06000 82 487996.25000 83 438853.51000 84 544315.91000 85 432687.79000 86 436530.83000 87 453238.54000 88 424676.66000 89 413288.17000 90 400418.63000 91 486826.79000 92 498014.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do ITR,XGBoost,1.3578851222991943,"61 18.420000 62 37.510000 63 19.850000 64 55.390000 65 32.050000 66 403.540000 67 30.750000 68 982.040000 69 1412.790000 70 59.930000 71 6.150000 72 109.304398 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,IPTU,HWES,2.3195154666900635,"85 197645.7600 86 311248.4500 87 869610.3900 88 152552.2900 89 130656.1900 90 149444.0600 91 132112.3900 92 51137.9400 93 64211.8500 94 41737.8600 95 55390.5900 96 84831.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,IRRF,Prophet,1.0880706310272217,"85 88407.700000 86 39761.750000 87 147824.890000 88 97368.910000 89 117554.920000 90 67356.930000 91 101866.190000 92 100530.420000 93 104154.960000 94 115661.250000 95 199930.020000 96 185629.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do FPM,MLP,1.333726167678833,"85 1447261.91 86 877388.90 87 1040016.53 88 1156914.60 89 1082514.38 90 1456996.25 91 1058586.61 92 974942.91 93 927625.18 94 1165856.01 95 1811506.45 96 1492669.50 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do ICMS,XGBoost,1.2612173557281494,"85 991606.45 86 1064131.95 87 956970.52 88 1186943.47 89 943525.46 90 951905.68 91 988338.77 92 926056.32 93 901222.39 94 873158.90 95 1061581.75 96 921999.00 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do IPVA,XGBoost,1.1386609077453613,"84 150358.8400 85 177042.7800 86 309452.6200 87 229281.6100 88 82777.8000 89 45411.4700 90 29695.5600 91 23432.1600 92 14697.8000 93 16379.9100 94 488199.4000 95 488199.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do ITR,XGBoost,2.5654499530792236,"85 505.470000 86 263.230000 87 458.100000 88 120.290000 89 633.010000 90 143.400000 91 2197.700000 92 19246.150000 93 28022.750000 94 1076.780000 95 574.500000 96 568.655579 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Transferencias LC 61_1989,AR,2.042280673980713,"85 13065.520000 86 11812.090000 87 9165.470000 88 8225.450000 89 7635.000000 90 9278.520000 91 6468.210000 92 9784.010000 93 10496.660000 94 7299.900000 95 9429.940000 96 9429.905273 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,IPTU,HWES,2.3109681606292725,"92 21451.300000 93 257503.320000 94 257707.610000 95 88666.890000 96 59834.730000 97 47334.380000 98 82090.080000 99 29065.580000 100 37456.390000 101 29229.800000 102 45074.470000 103 29059.082031 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,ISS,XGBoost,1.104475736618042,"93 61166.84 94 79354.98 95 48209.48 96 79092.45 97 95610.52 98 54942.68 99 162150.23 100 71498.80 101 143904.57 102 193808.00 103 185233.87 104 182205.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,ITBI,XGBoost,1.4294157028198242,"93 23340.000000 94 106496.880000 95 41121.930000 96 211433.840000 97 152411.020000 98 107308.380000 99 257334.280000 100 582810.830000 101 158251.770000 102 129576.490000 103 398074.140000 104 238135.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,IRRF,XGBoost,1.8959510326385498,"93 332042.29000 94 270767.40000 95 267720.80000 96 255740.10000 97 243762.79000 98 255065.52000 99 266432.23000 100 240998.08000 101 130338.09000 102 252115.93000 103 610359.30000 104 216567.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do FPM,MLP,1.4891676902770996,"93 1671548.300 94 1022562.780 95 1169108.380 96 1395392.100 97 1517331.100 98 1907294.260 99 1294510.220 100 1319458.790 101 1225554.930 102 1590086.880 103 2524843.030 104 1388283.375 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do ICMS,AR,1.1637275218963623,"93 1091325.68 94 1157160.30 95 1437569.07 96 1845830.02 97 1637042.55 98 1757601.01 99 1872347.19 100 1857367.07 101 2204273.25 102 1668223.88 103 2268625.78 104 2132744.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do IPVA,SES,1.2891337871551514,"89 258683.610000 90 295732.260000 91 74467.810000 92 329439.890000 93 212858.220000 94 97114.300000 95 63662.670000 96 30601.020000 97 21360.200000 98 10109.940000 99 186798.470000 100 184401.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do ITR,XGBoost,4.2841877937316895,"92 6.301860e+03 93 5.500490e+03 94 8.046870e+03 95 9.109780e+03 96 1.430200e+03 97 2.952820e+03 98 1.850642e+04 99 2.233390e+05 100 1.271126e+06 101 9.291890e+04 102 1.007671e+05 103 1.022537e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,IPTU,HWES,2.874626636505127,"97 47272.520000 98 170551.000000 99 18827.280000 100 19316.160000 101 18288.730000 102 13741.130000 103 13518.570000 104 70590.700000 105 16513.290000 106 16463.990000 107 16519.010000 108 17747.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,ISS,AR,0.9337351322174072,"97 40267.010000 98 37812.900000 99 21100.260000 100 38492.240000 101 29096.740000 102 536447.460000 103 51654.300000 104 77428.110000 105 41639.180000 106 29411.410000 107 49850.100000 108 74886.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,ITBI,XGBoost,1.0903031826019287,"92 8700.000000 93 -2613.600000 94 3086.400000 95 3300.000000 96 8523.200000 97 5239.230000 98 20635.150000 99 7475.060000 100 28226.250000 101 23389.830000 102 2552.990000 103 9714.885742 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,IRRF,SARIMAX,1.132676362991333,"91 81378.801078 92 81292.389734 93 80488.480143 94 82421.225740 95 100586.476908 96 80328.942553 97 84776.534380 98 84677.001799 99 84692.674129 100 119459.610854 101 92822.984275 102 94690.997585 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do FPM,HWES,1.3121209144592285,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1022828.52 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1237295.25 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do ICMS,XGBoost,1.0717854499816895,"97 550618.8700 98 583835.1500 99 725312.9500 100 832811.1600 101 660764.4300 102 709425.8200 103 756255.6400 104 749694.6900 105 889717.4800 106 673350.2500 107 915692.3000 108 717184.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do ITR,SARIMAX,2.2965264320373535,"61 9525.800226 62 4343.031487 63 2662.463787 64 2419.456886 65 2983.107615 66 2235.078619 67 2304.780448 68 11130.423485 69 92662.999833 70 13924.396637 71 16059.637208 72 8753.812990 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Transferencias LC 61_1989,XGBoost,3.31548810005188,"97 4663.250000 98 5872.530000 99 6947.530000 100 6411.680000 101 7267.170000 102 7495.870000 103 6253.020000 104 6656.500000 105 11035.230000 106 5889.310000 107 7759.870000 108 7641.345215 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,IPTU,HWES,2.383464813232422,"95 8.259828e+04 96 2.068899e+05 97 4.501900e+05 98 1.848948e+06 99 2.343986e+05 100 1.744104e+05 101 2.074040e+05 102 1.762313e+05 103 1.678183e+05 104 6.046424e+04 105 4.665056e+04 106 2.892081e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,ISS,SARIMAX,1.2386996746063232,"91 423620.953299 92 420427.405243 93 400263.833851 94 423771.418762 95 436381.779071 96 432112.875969 97 392105.932262 98 454215.941548 99 423474.892897 100 380780.215045 101 423805.678263 102 443124.314589 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Feliz - RS,ITBI,XGBoost,1.3135511875152588,"97 49785.4800 98 99975.3700 99 154840.6400 100 107234.1900 101 107569.9900 102 69867.8800 103 214153.9400 104 53153.0300 105 85583.5700 106 118324.6400 107 145364.1500 108 146624.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,IRRF,SARIMAX,1.0232222080230713,"91 96934.604441 92 97979.031220 93 95843.479172 94 103214.005865 95 183416.827410 96 112958.099017 97 126486.781230 98 132944.740370 99 142017.502979 100 135636.810297 101 149608.367864 102 136690.358674 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do FPM,HWES,1.4577322006225586,"97 2611794.19 98 1597754.32 99 1826731.80 100 2030705.68 101 1896663.88 102 2364901.99 103 1617937.63 104 1649323.50 105 1531829.91 106 1987494.86 107 3156281.28 108 2100323.00 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do ICMS,HWES,1.1633555889129639,"97 828138.270 98 878096.010 99 1090880.570 100 1252559.350 101 993798.720 102 1066986.070 103 1136645.000 104 1127551.040 105 1338147.210 106 1012727.940 107 1377213.660 108 1357595.125 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do IPVA,XGBoost,3.3897624015808105,"97 205671.25 98 281965.62 99 494297.16 100 323882.21 101 146309.36 102 105927.86 103 64154.19 104 27959.58 105 36375.85 106 20465.39 107 1040164.84 108 1040165.00 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do ITR,XGBoost,2.0106124877929688,"95 6.200000 96 105.000000 97 77.100000 98 42.840000 99 6.990000 100 179.440000 101 133.440000 102 2636.360000 103 3193.160000 104 482.980000 105 630.230000 106 622.694763 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Transferencias LC 61_1989,HWES,1.233466625213623,"97 7013.590000 98 8857.380000 99 10449.200000 100 9643.250000 101 10929.920000 102 11273.900000 103 9404.640000 104 10011.480000 105 16597.160000 106 8857.620000 107 11670.970000 108 11426.490234 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,IPTU,XGBoost,1.9407103061676025,"95 4.687392e+04 96 8.322295e+04 97 1.505597e+05 98 2.955220e+05 99 3.364524e+05 100 1.730926e+06 101 4.220522e+05 102 3.363026e+05 103 3.054320e+05 104 8.523850e+04 105 7.592469e+04 106 7.592760e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,ISS,MLP,1.6859979629516602,"97 126219.59 98 153280.25 99 173118.29 100 137877.26 101 126293.05 102 147711.62 103 157129.30 104 152182.02 105 132735.55 106 121675.33 107 136690.41 108 120431.25 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,ITBI,MLP,1.299556016921997,"97 32840.000000 98 63457.500000 99 26402.000000 100 29508.000000 101 14231.590000 102 17660.000000 103 67820.820000 104 4400.000000 105 40838.800000 106 54647.060000 107 22686.480000 108 26860.466797 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,IRRF,XGBoost,1.2737040519714355,"95 45289.570000 96 28897.040000 97 115551.040000 98 24353.110000 99 121038.200000 100 75185.820000 101 67380.170000 102 77291.360000 103 18317.800000 104 129850.620000 105 37690.190000 106 38906.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do FPM,XGBoost,1.2857418060302734,"97 1746269.52 98 1278203.46 99 1461385.45 100 1624564.53 101 1517331.10 102 1894611.79 103 1294350.11 104 1319458.79 105 1225463.93 106 2024193.43 107 1749413.15 108 1401635.50 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do ICMS,AR,3.040775775909424,"97 375441.33 98 427457.50 99 531908.54 100 610226.74 101 483528.27 102 523550.64 103 557730.98 104 553268.76 105 685602.28 106 496927.16 107 590634.94 108 530947.25 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do IPVA,AR,2.382827043533325,"97 173876.1800 98 248842.8200 99 470186.9400 100 432645.2600 101 117653.5500 102 105276.2300 103 58231.0100 104 48083.1200 105 31897.7100 106 30297.9200 107 254284.4200 108 280662.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do ITR,AR,1.7743346691131592,"92 114.540000 93 470.300000 94 94.410000 95 188.460000 96 51.460000 97 631.780000 98 691.840000 99 1137.090000 100 4443.720000 101 769.160000 102 1117.170000 103 1117.144653 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Transferencias LC 61_1989,HWES,1.278876543045044,"85 2858.990000 86 4333.860000 87 5127.210000 88 4731.750000 89 5363.100000 90 5531.860000 91 4614.660000 92 4912.430000 93 7843.960000 94 4346.250000 95 5726.700000 96 5699.851074 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,IPTU,MLP,1.46213698387146,"64 685.720000 65 280.030000 66 67.540000 67 120.430000 68 121.960000 69 6831.650000 70 9203.500000 71 3126.920000 72 116262.850000 73 18082.780000 74 16786.000000 75 16458.548828 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,ISS,XGBoost,1.779237985610962,"93 38196.330000 94 37408.450000 95 33926.270000 96 24478.390000 97 28548.080000 98 24693.310000 99 22768.220000 100 20688.980000 101 25475.870000 102 29888.720000 103 32593.860000 104 32593.855469 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,IRRF,XGBoost,1.871084451675415,"93 53781.590000 94 61656.810000 95 78164.890000 96 64386.800000 97 55909.090000 98 63456.260000 99 53664.100000 100 51792.190000 101 52622.410000 102 56525.290000 103 102004.990000 104 94190.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do FPM,MLP,2.207155704498291,"93 1567076.53 94 958652.59 95 1096039.09 96 1218423.40 97 1137998.34 98 1418941.18 99 970762.57 100 989594.10 101 919097.98 102 1192496.91 103 1893787.26 104 1263165.75 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do ICMS,XGBoost,1.1878061294555664,"93 441871.1000 94 473151.1200 95 587806.0500 96 674924.4100 97 535494.8100 98 574930.8200 99 612465.5700 100 607565.4200 101 721042.2800 102 545694.5700 103 742092.7000 104 724655.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do IPVA,XGBoost,1.7970950603485107,"89 126076.890000 90 114740.170000 91 13764.200000 92 36545.120000 93 33377.820000 94 43785.730000 95 9459.550000 96 6926.980000 97 7590.000000 98 3938.250000 99 64453.720000 100 64453.714844 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do ITR,HWES,1.773864984512329,"71 530.180000 72 1682.160000 73 2545.260000 74 144.050000 75 48.070000 76 8.180000 77 81.690000 78 1969.300000 79 2845.510000 80 273.920000 81 28.960000 82 29.776474 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Transferencias LC 61_1989,AR,1.7653143405914307,"93 3779.160000 94 1152.110000 95 4749.660000 96 5196.130000 97 5889.440000 98 6074.770000 99 5067.560000 100 5394.540000 101 8943.130000 102 4772.790000 103 6288.740000 104 5321.730957 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,IPTU,XGBoost,1.2819571495056152,"73 18804.960000 74 230009.520000 75 522828.600000 76 64239.460000 77 44744.590000 78 57905.520000 79 45779.970000 80 13189.460000 81 24355.320000 82 20273.420000 83 37889.660000 84 19477.113281 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,ISS,XGBoost,1.00034761428833,"85 41113.330000 86 77019.660000 87 83527.610000 88 66260.210000 89 42897.840000 90 31455.220000 91 48617.740000 92 61035.040000 93 81099.130000 94 49207.830000 95 55333.570000 96 53691.183594 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,ITBI,MLP,2.212681293487549,"85 41750.990000 86 62463.280000 87 52821.740000 88 55378.880000 89 95177.340000 90 66275.870000 91 55756.650000 92 37932.440000 93 71410.330000 94 56519.340000 95 93257.870000 96 58219.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,IRRF,MLP,2.5832695960998535,"85 33729.350000 86 63321.400000 87 42837.790000 88 7216.370000 89 80992.640000 90 49821.620000 91 47300.590000 92 48521.830000 93 56531.820000 94 48420.830000 95 82082.640000 96 68781.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do FPM,XGBoost,1.657851219177246,"85 1447261.910 86 877388.900 87 1019280.990 88 1156914.600 89 866011.520 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1232785.875 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do ICMS,AR,1.0725212097167969,"85 900746.560 86 966626.660 87 728993.930 88 1078185.070 89 685656.970 90 864683.570 91 897778.330 92 841202.730 93 818644.330 94 793152.270 95 964310.100 96 651825.875 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do IPVA,AR,1.6831464767456055,"84 136185.040000 85 45779.560000 86 42056.030000 87 99121.960000 88 103061.160000 89 39043.360000 90 29969.960000 91 29751.910000 92 8206.710000 93 4798.010000 94 202235.100000 95 104795.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Transferencias LC 61_1989,XGBoost,1.2563512325286865,"85 11868.33000 86 10729.77000 87 7947.30000 88 7471.75000 89 5548.33000 90 8428.35000 91 5875.53000 92 8887.50000 93 9534.87000 94 6631.04000 95 8565.89000 96 7145.73877 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,IPTU,SES,2.1649177074432373,"83 33273.280000 84 158820.570000 85 7929.540000 86 6310.250000 87 8907.720000 88 6096.620000 89 8460.090000 90 2749.260000 91 518.450000 92 306.990000 93 3467.780000 94 3213.501709 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,ISS,MLP,1.8310401439666748,"85 18512.48000 86 11538.01000 87 13267.34000 88 15876.14000 89 13997.56000 90 23243.86000 91 23355.89000 92 15847.42000 93 21108.83000 94 16926.60000 95 13092.10000 96 13657.09668 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,ITBI,AR,2.8815596103668213,"84 6272.480000 85 9288.140000 86 8531.310000 87 23663.360000 88 8947.620000 89 19282.090000 90 19114.990000 91 23295.850000 92 6873.600000 93 8404.110000 94 16341.910000 95 17559.183594 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,IRRF,MLP,2.842087984085083,"85 37346.040000 86 40808.010000 87 40812.650000 88 61275.940000 89 39908.560000 90 41578.230000 91 44488.940000 92 47548.990000 93 39617.340000 94 38837.350000 95 87452.680000 96 87472.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do FPM,MLP,1.331848382949829,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1285035.125 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ICMS,SES,1.1493265628814697,"85 421650.66000 86 452489.94000 87 406922.78000 88 504711.82000 89 401205.69000 90 404769.12000 91 416974.83000 92 393777.50000 93 383217.60000 94 371284.41000 95 451405.54000 96 398123.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do IPVA,MLP,1.766416072845459,"81 22758.220000 82 24272.210000 83 69181.500000 84 31003.370000 85 7392.120000 86 6888.120000 87 5819.590000 88 1544.630000 89 1309.910000 90 964.610000 91 106686.480000 92 105722.476562 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ITR,XGBoost,2.332369565963745,"80 40.320000 81 60.670000 82 86.000000 83 79.680000 84 1037.070000 85 9.610000 86 273.100000 87 7058.440000 88 5991.110000 89 253.220000 90 244.870000 91 256.080292 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,IPTU,AR,2.206475257873535,"81 4.657820e+04 82 8.046737e+04 83 5.605281e+04 84 1.235342e+06 85 1.755750e+06 86 2.844818e+05 87 2.545799e+05 88 2.156791e+05 89 2.015927e+05 90 2.687340e+05 91 1.854901e+05 92 1.649355e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,ISS,XGBoost,2.649915933609009,"85 249493.26000 86 274869.86000 87 333958.97000 88 381920.02000 89 374850.02000 90 347372.59000 91 299792.17000 92 278827.95000 93 269903.60000 94 280922.10000 95 316746.72000 96 316746.71875 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,ITBI,HWES,2.3161845207214355,"85 52158.2700 86 130708.5900 87 91667.9600 88 169230.1100 89 236492.7200 90 129701.5600 91 204454.9400 92 473663.8900 93 180913.0600 94 371911.0300 95 96841.6100 96 136014.8125 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,IRRF,MLP,1.6504218578338623,"85 40561.870000 86 334903.010000 87 357581.450000 88 706549.140000 89 57144.210000 90 367303.940000 91 353883.680000 92 373896.300000 93 729598.710000 94 413111.880000 95 750073.090000 96 185915.359375 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do FPM,HWES,1.2162864208221436,"85 6157651.98 86 2236856.01 87 2557424.53 88 2842987.92 89 1224920.05 90 3552256.40 91 2265112.70 92 2309052.89 93 2144561.87 94 2782492.78 95 4418793.79 96 2334820.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do ICMS,SES,1.3241543769836426,"85 4251215.19 86 2034966.17 87 2528089.18 88 2902775.84 89 2303104.38 90 2576393.42 91 2855405.14 92 162556.83 93 3101123.65 94 2346972.43 95 2789551.49 96 2670840.25 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do IPVA,SARIMAX,1.8606550693511963,"81 74978.769276 82 71328.566318 83 613392.727546 84 623689.494294 85 289436.472469 86 310006.865133 87 484248.320738 88 618254.485798 89 233572.442285 90 159010.950761 91 155431.225073 92 88549.452044 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do ITR,SARIMAX,2.7226245403289795,"71 1.352960e+05 72 7.675822e+04 73 5.586726e+04 74 2.299545e+04 75 2.835351e+04 76 4.112743e+04 77 1.982469e+04 78 3.504054e+04 79 5.806687e+04 80 1.887764e+05 81 1.343091e+06 82 1.225575e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Sepé - RS,Transferencias LC 61_1989,AR,1.6559736728668213,"85 46192.000000 86 20468.820000 87 24215.750000 88 18874.390000 89 25329.870000 90 26127.000000 91 21795.040000 92 -2847.220000 93 38463.510000 94 20527.310000 95 27047.180000 96 29423.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,IPTU,XGBoost,2.424678087234497,"78 6761.420000 79 29965.550000 80 48318.870000 81 102801.990000 82 17835.880000 83 9347.200000 84 12723.530000 85 6690.520000 86 3972.250000 87 8695.410000 88 6688.720000 89 4661.606934 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,ISS,SES,2.0145139694213867,"85 11181.590000 86 18628.490000 87 17185.780000 88 11965.320000 89 17251.690000 90 12898.690000 91 9277.940000 92 11802.480000 93 10404.290000 94 11845.590000 95 14380.690000 96 15772.094727 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,IRRF,SARIMAX,1.0054230690002441,"81 52346.146437 82 57771.467390 83 96335.823501 84 54748.818969 85 54049.841879 86 59570.247798 87 59122.001847 88 56641.158032 89 58713.062458 90 59576.319759 91 54107.360216 92 56973.853829 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do FPM,XGBoost,1.2845697402954102,"85 1447261.910 86 877388.920 87 1040016.530 88 1156914.600 89 1082514.380 90 928395.230 91 1058586.610 92 974942.910 93 808238.120 94 1165856.010 95 1271619.110 96 1160057.375 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do ICMS,XGBoost,1.0927042961120605,"85 474289.76000 86 508979.04000 87 457723.25000 88 567720.33000 89 451292.42000 90 455300.70000 91 472726.82000 92 441178.43000 93 431058.65000 94 417635.75000 95 511995.38000 96 447689.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do ITR,XGBoost,2.188563346862793,"56 116.600000 57 27.770000 58 31.270000 59 74.510000 60 317.880000 61 7.300000 62 132.140000 63 3160.850000 64 11383.310000 65 42.730000 66 365.000000 67 358.444519 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,IPTU,HWES,3.0579538345336914,"97 135020.28000 98 42187.61000 99 34000.94000 100 55561.91000 101 44017.04000 102 39312.78000 103 17613.20000 104 23655.39000 105 16298.49000 106 13811.94000 107 22675.79000 108 421226.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,ISS,SES,1.1115601062774658,"97 37786.41000 98 52121.15000 99 62401.56000 100 51264.44000 101 60653.80000 102 60220.57000 103 34602.93000 104 58026.69000 105 60367.60000 106 41349.19000 107 50474.27000 108 50833.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,ITBI,XGBoost,1.205883264541626,"97 17893.970000 98 70625.480000 99 45765.070000 100 50637.200000 101 24300.860000 102 43234.870000 103 71271.600000 104 14352.460000 105 52462.980000 106 57630.810000 107 33418.850000 108 53599.519531 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,IRRF,SARIMAX,1.291351556777954,"91 95951.050460 92 95949.891832 93 95969.730142 94 97021.723358 95 132490.945702 96 122779.975732 97 129869.622421 98 122308.760428 99 120058.819026 100 120237.424935 101 122886.088543 102 123595.725307 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do FPM,MLP,1.088538646697998,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1831958.125 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do ICMS,HWES,1.0662262439727783,"97 613346.820 98 650347.170 99 807942.510 100 927687.180 101 736040.470 102 790245.470 103 841837.160 104 835101.910 105 813722.260 106 927414.210 107 994308.740 108 987456.125 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do IPVA,SARIMAX,1.6469874382019043,"91 25027.428634 92 20499.764736 93 19166.142667 94 18950.618124 95 246959.045060 96 220745.680565 97 71514.137227 98 94998.833773 99 168912.790017 100 104159.423044 101 47576.494464 102 42073.141422 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do ITR,XGBoost,2.9341816902160645,"88 1111.110000 89 1535.320000 90 311.750000 91 210.640000 92 81.760000 93 117.390000 94 2044.320000 95 8838.550000 96 29514.300000 97 1222.070000 98 956.480000 99 8889.000977 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,IPTU,AR,2.3082456588745117,"73 28050.470000 74 15925.290000 75 14018.020000 76 14467.740000 77 20870.650000 78 14703.750000 79 18008.450000 80 12036.000000 81 8638.600000 82 10874.270000 83 13573.020000 84 58262.800781 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,ITBI,AR,1.868253469467163,"58 1831.440000 59 720.000000 60 1010.250000 61 12680.000000 62 5700.000000 63 8250.000000 64 6515.060000 65 1144.920000 66 4599.330000 67 11378.400000 68 9352.800000 69 9352.762695 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,IRRF,MLP,1.5892150402069092,"73 30648.920000 74 44473.790000 75 83984.790000 76 56023.790000 77 47644.030000 78 49122.130000 79 39924.210000 80 42135.850000 81 45136.750000 82 51711.520000 83 91368.170000 84 91265.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do FPM,MLP,1.7137234210968018,"73 1447261.91 74 877388.90 75 1040016.53 76 1156914.60 77 1082514.38 78 1456996.25 79 1058586.61 80 974942.91 81 927625.18 82 1165856.01 83 1811506.45 84 1727734.25 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do ICMS,XGBoost,1.045414686203003,"73 429648.6900 74 461072.9200 75 414641.4600 76 514285.4000 77 408815.9300 78 412446.9300 79 426087.9300 80 401471.7500 81 390486.5700 82 330982.8400 83 422792.5300 84 391575.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do IPVA,MLP,1.554640769958496,"73 31464.37000 74 49916.81000 75 102496.18000 76 66936.07000 77 31830.27000 78 8612.49000 79 5155.11000 80 2889.27000 81 6291.97000 82 48647.01000 83 211253.03000 84 211253.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do ITR,SARIMAX,3.066772937774658,"65 7174.642392 66 7032.988756 67 5473.651076 68 5232.721486 69 4794.683143 70 4543.270710 71 5046.428777 72 5382.020925 73 12057.206753 74 35935.131884 75 9061.805407 76 8652.021339 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Turuçu - RS,Transferencias LC 61_1989,XGBoost,2.8243279457092285,"73 5661.090000 74 5117.990000 75 4653.440000 76 3563.970000 77 3308.120000 78 4020.230000 79 2802.560000 80 4239.250000 81 4548.040000 82 3162.940000 83 4085.860000 84 3967.151367 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,IPTU,HWES,1.3490335941314697,"83 2.349065e+05 84 5.849736e+05 85 4.643718e+06 86 7.470366e+05 87 6.767730e+05 88 6.255316e+05 89 7.210922e+05 90 5.593005e+05 91 5.807452e+05 92 5.442357e+05 93 5.737537e+05 94 4.525880e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,ISS,MLP,1.3140950202941895,"85 1500269.45 86 2163749.44 87 2014511.41 88 1974476.41 89 1957910.73 90 2133068.86 91 2037761.64 92 2213582.32 93 1788885.78 94 2700179.68 95 2491697.11 96 2491696.75 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,ITBI,XGBoost,1.0218689441680908,"85 396513.170 86 347147.740 87 299027.470 88 384988.940 89 456096.210 90 623778.610 91 702508.220 92 386229.130 93 373975.890 94 397473.960 95 613037.830 96 375126.125 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,IRRF,Prophet,1.3940560817718506,"63 789395.06 64 1348247.88 65 1120829.65 66 1122940.58 67 1853233.39 68 1385777.30 69 1666310.01 70 1122771.63 71 978658.79 72 1157254.96 73 4025968.36 74 3710126.00 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do FPM,MLP,1.4142119884490967,"85 5789047.64 86 3509555.56 87 4160066.08 88 4627658.37 89 4330057.51 90 5827984.97 91 4234346.43 92 3899771.61 93 3710500.77 94 4663424.04 95 7246025.81 96 5631310.00 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do ICMS,XGBoost,1.0535380840301514,"85 6758157.53 86 7252445.18 87 6522101.14 88 8089450.16 89 6430468.37 90 6487582.51 91 6735887.31 92 6311409.61 93 6142157.49 94 5950894.67 95 7219709.82 96 6380494.50 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do IPVA,MLP,1.6555941104888916,"85 953064.88 86 1093237.76 87 2098576.71 88 1582486.97 89 711711.60 90 483951.34 91 341104.12 92 182860.86 93 133073.40 94 97321.72 95 3419356.93 96 3422689.25 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do ITR,MLP,3.161795139312744,"84 3230.130000 85 983.090000 86 3027.950000 87 205.040000 88 318.870000 89 1242.100000 90 3537.150000 91 9414.280000 92 53285.760000 93 1887.010000 94 2046.900000 95 1947.598022 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,IPTU,HWES,2.508180856704712,"91 31037.040000 92 65763.500000 93 42400.970000 94 45140.700000 95 28585.710000 96 5231.250000 97 7479.350000 98 9781.310000 99 9380.860000 100 13360.570000 101 13662.680000 102 18257.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,ISS,MLP,2.1489670276641846,"97 14655.240000 98 19666.250000 99 14752.760000 100 16555.620000 101 18123.930000 102 16237.660000 103 13256.850000 104 15078.280000 105 14610.130000 106 13362.680000 107 20366.910000 108 19162.980469 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,ITBI,XGBoost,1.9270031452178955,"96 17742.800000 97 16184.050000 98 13169.320000 99 15365.700000 100 25763.080000 101 17592.850000 102 21288.060000 103 12482.440000 104 23367.030000 105 21802.320000 106 17164.960000 107 17164.955078 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,IRRF,XGBoost,0.9375593662261963,"97 57961.14000 98 68281.77000 99 59049.78000 100 64751.12000 101 68241.36000 102 70774.40000 103 64572.18000 104 74513.13000 105 61070.78000 106 118130.16000 107 70438.50000 108 81116.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do FPM,HWES,1.1119303703308105,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1241194.50 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do ICMS,HWES,1.2190172672271729,"97 318288.6500 98 337489.5200 99 419271.6600 100 481411.6600 101 381958.9800 102 410088.0100 103 436860.8800 104 433365.6800 105 514306.7100 106 389234.2900 107 529321.6300 108 526529.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do IPVA,SARIMAX,1.6930859088897705,"91 10830.319251 92 14350.170802 93 8915.306133 94 7457.726352 95 92288.317922 96 89432.145846 97 42690.055354 98 50550.487102 99 80400.605573 100 56964.750449 101 22266.313043 102 19900.960381 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do ITR,XGBoost,1.378692626953125,"85 76.440000 86 352.390000 87 99.500000 88 19.240000 89 9.700000 90 122.690000 91 5.250000 92 1803.670000 93 5566.800000 94 743.330000 95 55.770000 96 473.170197 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Transferencias LC 61_1989,HWES,1.9265358448028564,"97 2695.620000 98 3394.640000 99 4016.060000 100 3706.300000 101 4200.820000 102 4333.010000 103 3614.590000 104 3847.820000 105 6378.990000 106 3404.360000 107 4485.640000 108 4218.855957 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,IPTU,AR,2.6239168643951416,"85 30926.270000 86 29857.150000 87 15326.970000 88 33105.600000 89 16683.980000 90 15713.620000 91 16233.600000 92 18309.730000 93 16516.920000 94 11944.300000 95 8309.990000 96 7773.299316 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,ITBI,Prophet,1.7280383110046387,"77 3725.000000 78 7520.970000 79 1576.080000 80 16129.810000 81 14163.570000 82 14579.070000 83 11108.150000 84 18287.790000 85 7193.300000 86 15056.090000 87 2550.000000 88 2092.806396 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,IRRF,Prophet,1.163541555404663,"85 53205.390000 86 55529.740000 87 55334.080000 88 55943.630000 89 61565.990000 90 51766.300000 91 57018.100000 92 59343.400000 93 69120.800000 94 58300.900000 95 107475.750000 96 107231.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do FPM,XGBoost,1.2692322731018066,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1366893.875 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do ICMS,XGBoost,0.970393180847168,"85 339618.670 86 364458.220 87 327756.140 88 406520.360 89 323151.270 90 326021.460 91 338499.550 92 317168.200 93 308662.770 94 299051.190 95 363584.770 96 297969.125 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do IPVA,MLP,1.6347181797027588,"85 23565.35000 86 48558.42000 87 77076.10000 88 48937.14000 89 17475.12000 90 6984.46000 91 5342.72000 92 2332.24000 93 1236.28000 94 925.73000 95 129036.43000 96 83583.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do ITR,XGBoost,2.583881378173828,"68 182.570000 69 177.160000 70 21.410000 71 279.390000 72 106.060000 73 4.630000 74 923.980000 75 4324.930000 76 3858.710000 77 263.160000 78 61.660000 79 352.594299 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Transferencias LC 61_1989,XGBoost,1.8894176483154297,"85 4474.830000 86 4045.530000 87 3678.320000 88 2817.120000 89 2614.930000 90 3177.810000 91 2215.290000 92 3350.920000 93 3595.010000 94 2500.160000 95 3229.670000 96 3223.925537 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,IPTU,MLP,1.7896666526794434,"97 49796.020000 98 6504.060000 99 4483.560000 100 1534.720000 101 3058.990000 102 1285.090000 103 2646.500000 104 886.400000 105 2265.260000 106 375.780000 107 4139.820000 108 29598.791016 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,ISS,XGBoost,0.9864234924316406,"97 41561.810000 98 32823.100000 99 41272.650000 100 43055.710000 101 21250.640000 102 54387.420000 103 52362.430000 104 41016.770000 105 42156.360000 106 46992.160000 107 27331.670000 108 27586.675781 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,ITBI,XGBoost,1.1838843822479248,"82 5888.860000 83 4910.790000 84 3175.490000 85 7750.210000 86 4000.000000 87 5552.230000 88 300.000000 89 5427.300000 90 4331.150000 91 2400.000000 92 11069.210000 93 11212.553711 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,IRRF,XGBoost,1.3730494976043701,"97 42021.340000 98 42740.930000 99 37440.100000 100 31081.210000 101 28801.540000 102 33054.120000 103 29984.890000 104 28876.630000 105 33655.720000 106 30101.880000 107 60900.640000 108 60900.667969 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do FPM,HWES,1.155496597290039,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do ICMS,HWES,1.0606656074523926,"97 284627.4000 98 302680.1900 99 376641.3800 100 432098.0500 101 342383.5900 102 387284.4000 103 411773.0600 104 408927.9200 105 401368.1300 106 452892.4500 107 598004.0500 108 591722.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do IPVA,XGBoost,1.4260756969451904,"95 10854.980000 96 27081.970000 97 23395.080000 98 18728.320000 99 4345.820000 100 4675.550000 101 405.720000 102 767.380000 103 993.470000 104 1013.570000 105 77622.750000 106 77412.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do ITR,AR,1.831042766571045,"66 33.57000 67 6.15000 68 130.87000 69 10.19000 70 7.31000 71 6.47000 72 31.58000 73 668.89000 74 1558.54000 75 36.97000 76 15.70000 77 33.44268 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Transferencias LC 61_1989,HWES,2.007296323776245,"97 2436.860000 98 3068.800000 99 3630.560000 100 3350.540000 101 3797.590000 102 3917.090000 103 3267.640000 104 3478.460000 105 5021.940000 106 3822.300000 107 4055.050000 108 4099.142578 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,IPTU,HWES,2.153587579727173,"85 190526.79000 86 161241.98000 87 81060.92000 88 47451.36000 89 69383.70000 90 61522.13000 91 36047.83000 92 54790.74000 93 61740.96000 94 33184.36000 95 85097.51000 96 440211.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,ISS,XGBoost,1.0389695167541504,"85 220008.040 86 280615.420 87 296417.760 88 267416.360 89 319882.730 90 185523.910 91 250009.840 92 266283.270 93 189699.140 94 337804.340 95 271916.310 96 241951.375 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,ITBI,SES,1.0186967849731445,"85 916750.410 86 134435.450 87 158938.710 88 223141.940 89 186865.230 90 152314.160 91 130071.590 92 587923.380 93 192881.160 94 1095665.500 95 253401.320 96 325226.125 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,IRRF,XGBoost,1.2586498260498047,"85 148761.98 86 172272.06 87 178067.23 88 176107.92 89 183278.00 90 185897.12 91 199378.71 92 203979.32 93 193257.96 94 330010.76 95 450391.60 96 444978.50 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do FPM,XGBoost,1.1312413215637207,"85 2894523.82 86 1137925.50 87 2696885.32 88 2313829.18 89 2165028.76 90 2913992.50 91 2114170.22 92 1949885.81 93 1173320.98 94 3013641.41 95 3486627.03 96 3194751.50 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do ICMS,SES,1.077214241027832,"84 2160287.47 85 2036765.17 86 2014830.35 87 1242956.09 88 3403643.67 89 2074312.29 90 2152123.69 91 2017470.28 92 1961583.71 93 1765589.71 94 2274744.72 95 1389043.50 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do IPVA,MLP,0.9415185451507568,"66 81520.1000 67 109314.9300 68 221098.1800 69 191082.9600 70 78801.2300 71 54372.8400 72 29984.1700 73 23430.2700 74 23139.2100 75 9011.7500 76 503976.2300 77 504073.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do ITR,MLP,2.0645062923431396,"85 1.723991e+04 86 3.129200e+02 87 9.074740e+03 88 9.715870e+03 89 1.245661e+04 90 6.287690e+03 91 2.858538e+04 92 2.662566e+05 93 1.251546e+06 94 5.415180e+04 95 6.341168e+04 96 1.487248e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Transferencias LC 61_1989,MLP,1.5841398239135742,"84 22942.030000 85 20741.100000 86 18858.450000 87 14443.260000 88 13406.460000 89 16292.350000 90 11357.680000 91 17179.960000 92 18431.330000 93 12818.080000 94 16558.250000 95 16558.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,IPTU,XGBoost,2.2138655185699463,"85 1172.710000 86 110.980000 87 195.670000 88 58657.500000 89 14307.880000 90 1574.210000 91 1059.960000 92 396.560000 93 246.260000 94 1473.960000 95 1000.830000 96 1703.284424 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,ISS,Prophet,1.5993461608886719,"97 10510.420000 98 19307.900000 99 19132.020000 100 12718.050000 101 22542.860000 102 18795.540000 103 16686.020000 104 17560.170000 105 16597.720000 106 17836.290000 107 25677.590000 108 26285.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,ITBI,XGBoost,1.8695507049560547,"90 10156.630000 91 600.000000 92 600.000000 93 2945.440000 94 13820.660000 95 15162.530000 96 41736.850000 97 5642.470000 98 11546.590000 99 14571.650000 100 16800.000000 101 29195.345703 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,IRRF,MLP,1.7605276107788086,"97 32285.080000 98 37337.810000 99 36298.400000 100 37788.320000 101 34286.150000 102 36898.700000 103 30838.170000 104 43564.500000 105 43975.590000 106 33305.240000 107 82352.740000 108 82352.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do FPM,HWES,1.188178539276123,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.940 106 1192496.910 107 1893768.770 108 1380665.375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do ICMS,HWES,1.1593599319458008,"97 449623.4000 98 476747.0700 99 592274.7900 100 680055.5000 101 539565.8800 102 579301.6900 103 617121.7700 104 612698.4500 105 726523.9300 106 549843.1600 107 747734.4100 108 709663.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do IPVA,XGBoost,1.7452528476715088,"91 18292.310000 92 30028.410000 93 40093.960000 94 43399.180000 95 10387.840000 96 8999.900000 97 4757.000000 98 5062.550000 99 3668.090000 100 3009.900000 101 58696.230000 102 53567.902344 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do ITR,XGBoost,1.2657008171081543,"67 133.620000 68 293.760000 69 36.670000 70 31.670000 71 43.220000 72 15.000000 73 189.210000 74 11223.550000 75 30304.280000 76 7201.110000 77 65.720000 78 1304.314941 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,IPTU,AR,2.3372111320495605,"97 2.646654e+05 98 2.315498e+05 99 3.042997e+06 100 5.120523e+06 101 6.654448e+05 102 6.220068e+05 103 8.514384e+05 104 4.597412e+05 105 3.724935e+05 106 8.062758e+05 107 6.068589e+05 108 2.355264e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,ISS,XGBoost,1.0063650608062744,"97 1305863.62 98 1548609.53 99 1676206.19 100 1523681.77 101 1506897.44 102 1585740.42 103 1670397.11 104 1559768.56 105 1618979.95 106 1618087.08 107 1974218.85 108 1974219.00 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,ITBI,XGBoost,1.2139859199523926,"97 2.484770e+05 98 5.713382e+05 99 4.208387e+05 100 2.972310e+05 101 3.776770e+05 102 1.220031e+06 103 7.258354e+05 104 5.272944e+05 105 4.189104e+05 106 8.656879e+05 107 5.123052e+05 108 4.338897e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,IRRF,XGBoost,1.5076055526733398,"97 6.322530e+05 98 7.339394e+05 99 6.518822e+05 100 5.901251e+05 101 6.942675e+05 102 6.411005e+05 103 6.642100e+05 104 7.504188e+05 105 8.374683e+05 106 7.961082e+05 107 1.319998e+06 108 8.309543e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do FPM,HWES,1.24649977684021,"97 6268306.06 98 3834610.38 99 4384156.32 100 4873693.60 101 4551993.30 102 5683835.40 103 3883050.33 104 3958376.37 105 3676391.77 106 4769987.63 107 7575075.09 108 5390974.00 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do ICMS,HWES,1.2149755954742432,"97 4873576.25 98 5167576.50 99 6419809.05 100 7371285.30 101 5848484.46 102 6279190.61 103 6689131.85 104 6635614.04 105 7874968.06 106 5959882.60 107 8104873.45 108 8107508.00 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do IPVA,AR,3.381298542022705,"97 1122507.65 98 1475673.88 99 2720420.14 100 1995766.98 101 722847.22 102 544983.09 103 324212.63 104 293183.92 105 212576.07 106 147163.08 107 4564533.98 108 3254391.00 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do ITR,MLP,2.4562697410583496,"73 5.187720e+03 74 1.023727e+04 75 8.109200e+03 76 3.029630e+03 77 1.536131e+04 78 6.934890e+03 79 3.760800e+03 80 1.539921e+05 81 2.084767e+06 82 3.263493e+05 83 2.148989e+05 84 2.172631e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Transferencias LC 61_1989,HWES,0.8192663192749023,"97 41274.910000 98 51978.400000 99 61493.350000 100 56750.450000 101 64322.510000 102 66346.740000 103 55346.200000 104 58917.410000 105 97674.010000 106 52126.910000 107 68683.430000 108 73640.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,IPTU,SARIMAX,1.438591480255127,"86 12898.752187 87 10467.188834 88 11075.961376 89 11932.618866 90 9367.121930 91 18987.786629 92 95665.524009 93 111742.781784 94 130752.742322 95 19718.314400 96 17685.453846 97 17155.649883 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Humaitá - RS,ISS,HWES,1.3582899570465088,"97 42032.440000 98 32975.980000 99 52554.060000 100 47252.600000 101 38115.150000 102 49751.720000 103 34022.720000 104 39966.430000 105 46049.050000 106 43051.310000 107 33781.760000 108 33476.207031 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,IRRF,XGBoost,1.063159465789795,"97 88858.640000 98 106863.150000 99 96429.430000 100 88318.220000 101 110903.150000 102 48879.030000 103 93545.140000 104 105307.860000 105 93454.850000 106 85997.100000 107 122222.690000 108 95760.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do FPM,XGBoost,1.2156038284301758,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1428549.100 103 970762.570 104 989594.090 105 919097.950 106 1518145.070 107 1893768.770 108 1893768.625 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do ICMS,SARIMAX,1.6595203876495361,"91 7.677837e+05 92 7.874887e+05 93 8.351426e+05 94 8.347470e+05 95 1.039009e+06 96 7.250169e+05 97 7.990405e+05 98 8.807077e+05 99 7.890799e+05 100 8.460184e+05 101 7.738069e+05 102 9.999732e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do ITR,XGBoost,1.2640526294708252,"51 20288.140000 52 54745.800000 53 590.550000 54 781.770000 55 1455.360000 56 14.910000 57 5713.190000 58 31.500000 59 23008.280000 60 59748.480000 61 1510.360000 62 1489.843018 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,IPTU,AR,0.8958258628845215,"73 92506.280000 74 136155.710000 75 348154.570000 76 83455.070000 77 108029.120000 78 40664.550000 79 98327.890000 80 29502.510000 81 86958.270000 82 25390.860000 83 24039.840000 84 60645.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,ISS,XGBoost,0.995741605758667,"73 113135.720000 74 114704.970000 75 135154.300000 76 144087.530000 77 115101.280000 78 114274.430000 79 174293.030000 80 127720.920000 81 126878.790000 82 169407.400000 83 153048.740000 84 153048.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,IRRF,HWES,0.9468691349029541,"73 207464.04000 74 207548.69000 75 83767.26000 76 302266.54000 77 186784.36000 78 177109.98000 79 178020.53000 80 182811.85000 81 190405.14000 82 180587.21000 83 333112.19000 84 333112.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do FPM,AR,2.6611926555633545,"73 1567076.53 74 958652.59 75 1096039.07 76 1218423.40 77 1137998.32 78 1418941.18 79 970762.57 80 989594.09 81 919097.95 82 1192496.91 83 1893768.77 84 1223611.00 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do ICMS,MLP,1.9273080825805664,"73 830057.860 74 880131.400 75 1093409.170 76 1255326.610 77 996102.310 78 1069459.290 79 1139279.700 80 1130164.620 81 1432643.430 82 1015075.390 83 1380405.970 84 1370168.375 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do IPVA,SARIMAX,1.6628940105438232,"71 322584.107312 72 354563.279793 73 157403.254585 74 176062.031335 75 381931.789272 76 191739.718072 77 103485.489055 78 57581.500359 79 50358.658373 80 37501.107140 81 36240.028630 82 28999.411557 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do ITR,MLP,2.122910261154175,"73 202.420000 74 93.160000 75 1051.690000 76 125.540000 77 296.760000 78 1424.010000 79 664.420000 80 30470.130000 81 139050.260000 82 14975.270000 83 15620.610000 84 13501.111328 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Transferencias LC 61_1989,XGBoost,1.013552188873291,"73 7100.880000 74 8942.290000 75 10579.210000 76 9763.270000 77 11065.940000 78 11414.190000 79 9521.650000 80 10136.050000 81 16803.660000 82 8967.830000 83 11816.180000 84 11008.529297 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,IPTU,AR,2.0886855125427246,"97 4.611776e+04 98 1.158140e+06 99 6.854381e+04 100 2.854350e+04 101 5.739729e+04 102 2.695738e+04 103 5.717594e+04 104 1.536790e+04 105 5.226483e+04 106 1.999071e+04 107 5.704092e+04 108 2.816002e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,ISS,XGBoost,1.2745537757873535,"97 109462.07000 98 117565.13000 99 150959.65000 100 83632.71000 101 129244.15000 102 102662.69000 103 107120.35000 104 105202.50000 105 105689.98000 106 148622.34000 107 171878.92000 108 171878.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,IRRF,Prophet,1.4156928062438965,"97 66455.430000 98 77441.600000 99 68396.410000 100 64385.780000 101 63794.700000 102 63941.290000 103 63403.770000 104 63593.020000 105 82793.650000 106 69224.700000 107 148599.010000 108 68737.367188 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do FPM,HWES,1.1986360549926758,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1214466.375 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do ICMS,HWES,1.0076687335968018,"97 379233.8500 98 402111.2700 99 499552.8300 100 573591.2600 101 455095.6200 102 488610.7000 103 520509.9900 104 516345.5600 105 612784.9900 106 463763.9800 107 630674.9200 108 595889.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do IPVA,XGBoost,1.5981166362762451,"97 99263.16000 98 146732.80000 99 233350.85000 100 158054.19000 101 75694.65000 102 51437.78000 103 38115.77000 104 20570.22000 105 18958.16000 106 15360.55000 107 385343.99000 108 382134.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do ITR,XGBoost,1.3372793197631836,"82 88.020000 83 15.730000 84 160.640000 85 70.260000 86 31.050000 87 267.400000 88 122.850000 89 4759.340000 90 8983.690000 91 1728.460000 92 615.740000 93 1573.515259 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Transferencias LC 61_1989,HWES,0.9940273761749268,"97 3211.770000 98 4044.660000 99 4785.030000 100 4415.980000 101 5005.200000 102 5162.720000 103 4306.720000 104 4584.600000 105 7600.410000 106 4056.220000 107 5344.540000 108 3858.483398 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,IPTU,XGBoost,1.5929298400878906,"91 1467.950000 92 13633.900000 93 29631.010000 94 49161.240000 95 6164.630000 96 5902.740000 97 7565.630000 98 4974.260000 99 3576.730000 100 6813.650000 101 5927.470000 102 7460.477051 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,ISS,XGBoost,2.284008741378784,"97 3263.920000 98 7205.800000 99 5284.270000 100 6065.680000 101 7221.560000 102 10361.620000 103 6442.030000 104 5395.970000 105 7374.160000 106 2242.210000 107 14711.550000 108 13324.294922 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,ITBI,MLP,3.08634090423584,"93 2051.080000 94 28650.830000 95 8300.010000 96 30774.880000 97 36760.000000 98 11223.930000 99 48507.170000 100 13097.560000 101 8958.480000 102 8947.920000 103 67136.000000 104 52060.441406 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,IRRF,MLP,1.6680233478546143,"92 43523.630000 93 41666.540000 94 40705.510000 95 47587.570000 96 40841.510000 97 38751.120000 98 39502.620000 99 36529.260000 100 43592.810000 101 49209.490000 102 75376.640000 103 42741.351562 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do FPM,AR,1.1961028575897217,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 864452.240 107 2221813.440 108 1094263.875 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do ICMS,HWES,1.0672578811645508,"97 461371.26 98 489203.68 99 607749.91 100 697824.19 101 553663.81 102 594437.85 103 633246.13 104 628179.72 105 745506.77 106 564209.65 107 767271.43 108 767206.75 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do IPVA,SARIMAX,2.1395797729492188,"81 35267.001197 82 33979.834978 83 29364.827444 84 43714.789933 85 43452.484874 86 43651.216115 87 92725.822394 88 65118.273409 89 47082.860490 90 47792.603422 91 57458.226631 92 55187.751115 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do ITR,MLP,2.1107356548309326,"88 28.180000 89 413.310000 90 1505.870000 91 1042.550000 92 548.160000 93 68.760000 94 271.940000 95 4102.710000 96 177378.610000 97 1205.710000 98 1297.880000 99 2391.142578 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Transferencias LC 61_1989,HWES,1.2305254936218262,"97 3907.410000 98 4920.680000 99 5821.440000 100 5372.430000 101 6089.260000 102 6280.890000 103 5239.490000 104 5577.590000 105 9246.590000 106 4934.740000 107 6502.120000 108 6103.324219 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,IPTU,SARIMAX,4.9335949420928955,"91 3.406533e+05 92 3.597821e+05 93 2.748906e+05 94 4.231554e+05 95 8.626789e+05 96 4.398335e+05 97 4.518168e+06 98 2.046923e+06 99 2.441294e+05 100 2.870087e+05 101 2.901431e+05 102 2.767623e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Canguçu - RS,ISS,XGBoost,1.2947447299957275,"97 601106.980 98 594085.390 99 616899.520 100 712329.370 101 679505.550 102 677713.270 103 680562.510 104 704593.960 105 755785.160 106 711312.400 107 731905.130 108 731905.125 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,ITBI,HWES,1.2331211566925049,"97 161863.06000 98 197669.86000 99 195614.10000 100 669983.52000 101 341029.61000 102 329808.70000 103 349195.24000 104 248553.08000 105 329162.85000 106 160706.88000 107 294772.49000 108 277526.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,IRRF,HWES,1.5094449520111084,"97 694380.090 98 721449.610 99 782797.510 100 750758.140 101 729137.480 102 735025.120 103 754031.600 104 785710.540 105 771357.170 106 737228.340 107 1330964.870 108 1330630.125 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do FPM,SARIMAX,1.0114288330078125,"91 4.725533e+06 92 3.227400e+06 93 3.613260e+06 94 4.402034e+06 95 6.050185e+06 96 4.572312e+06 97 5.868743e+06 98 4.068383e+06 99 4.478502e+06 100 4.958517e+06 101 4.612086e+06 102 4.140619e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do ICMS,HWES,1.1009368896484375,"97 2984722.36 98 3164776.82 99 3931681.12 100 4514393.36 101 3581785.02 102 3845562.19 103 4096622.35 104 4063846.45 105 3959807.15 106 4513064.93 107 4838592.93 108 4699694.50 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do IPVA,AR,1.7007458209991455,"97 468772.820 98 649072.550 99 1196039.280 100 808452.730 101 340187.800 102 200874.260 103 139274.760 104 127549.090 105 88229.280 106 60725.550 107 1563586.070 108 1563586.375 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do ITR,XGBoost,3.5411627292633057,"97 10137.250000 98 11712.690000 99 7945.990000 100 13892.480000 101 14651.520000 102 28054.270000 103 44007.190000 104 250249.070000 105 564662.980000 106 38740.290000 107 26694.020000 108 23727.787109 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Transferencias LC 61_1989,XGBoost,1.6251060962677002,"97 25277.97000 98 31833.11000 99 37660.33000 100 34755.65000 101 39393.01000 102 40632.69000 103 33895.64000 104 36082.76000 105 52093.19000 106 39649.30000 107 42063.76000 108 36074.71875 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,IPTU,SES,1.7387497425079346,"79 5.038531e+04 80 4.604080e+04 81 5.076925e+05 82 1.143204e+06 83 2.712258e+05 84 3.286649e+05 85 1.937134e+05 86 1.985881e+05 87 1.799489e+05 88 1.577272e+05 89 9.561490e+04 90 1.238056e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,ISS,XGBoost,1.0038208961486816,"81 136735.94000 82 130606.84000 83 175586.26000 84 173866.41000 85 700271.63000 86 234495.32000 87 160474.45000 88 221891.89000 89 155481.94000 90 142344.71000 91 158259.86000 92 158259.84375 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,ITBI,SES,1.3353745937347412,"81 35075.870000 82 36588.390000 83 26725.790000 84 39307.500000 85 72821.510000 86 53766.270000 87 166946.650000 88 80534.600000 89 124216.800000 90 79579.710000 91 63426.830000 92 77493.648438 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,IRRF,Prophet,1.073620319366455,"81 146248.880000 82 117362.060000 83 112923.030000 84 135123.680000 85 127914.800000 86 127087.050000 87 132773.720000 88 136063.660000 89 132110.170000 90 196507.860000 91 276347.190000 92 119781.546875 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do FPM,XGBoost,0.8752820491790771,"81 2412103.19 82 1462314.83 83 1733360.87 84 1928190.99 85 1804190.63 86 1547325.38 87 1764311.02 88 1465722.10 89 1546041.98 90 1943093.35 91 2079569.13 92 2080272.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9089884757995605,"81 1.076757e+06 82 1.155511e+06 83 1.039147e+06 84 1.288868e+06 85 1.024548e+06 86 1.033647e+06 87 1.073209e+06 88 1.005578e+06 89 9.786119e+05 90 9.481386e+05 91 1.152742e+06 92 1.030358e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do IPVA,MLP,1.3691716194152832,"81 137974.5400 82 153858.8800 83 312837.5100 84 245287.2500 85 117717.4500 86 66425.1200 87 59838.8300 88 31318.0400 89 18712.1900 90 17809.1100 91 654627.4800 92 654607.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,IPTU,SARIMAX,2.497502565383911,"73 13242.211666 74 12841.657790 75 12777.713132 76 1414.918522 77 12206.356972 78 12224.531472 79 12412.775724 80 12097.132000 81 11829.854405 82 11318.806989 83 10505.326376 84 14687.762325 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Linha Nova - RS,ITBI,MLP,1.6066718101501465,"89 6314.600000 90 22907.930000 91 9600.000000 92 415.390000 93 2400.000000 94 4588.740000 95 2284.360000 96 8162.500000 97 2400.000000 98 15100.000000 99 4000.000000 100 4227.114746 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,IRRF,MLP,1.8418974876403809,"97 39969.100000 98 24688.360000 99 39186.370000 100 36026.140000 101 34082.560000 102 35498.990000 103 32869.740000 104 34879.140000 105 37232.680000 106 32348.830000 107 60673.770000 108 60673.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do FPM,HWES,1.0806660652160645,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420862.760 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1230457.125 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do ICMS,HWES,1.0314810276031494,"97 242705.74000 98 257347.05000 99 319708.68000 100 344454.75000 101 291256.49000 102 312705.81000 103 333121.03000 104 330455.82000 105 392176.06000 106 296804.16000 107 403625.42000 108 403625.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do IPVA,MLP,2.8942036628723145,"93 8579.640000 94 22526.260000 95 30704.270000 96 14980.220000 97 5464.340000 98 4282.290000 99 8406.160000 100 323.330000 101 1453.290000 102 2614.870000 103 87654.070000 104 74595.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Transferencias LC 61_1989,HWES,1.2374756336212158,"96 2055.500000 97 2588.520000 98 3062.380000 99 2826.170000 100 3203.280000 101 3304.060000 102 2756.240000 103 2934.090000 104 4864.170000 105 2595.930000 106 3420.450000 107 3289.382324 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,IPTU,XGBoost,1.5594444274902344,"81 292.150000 82 7171.770000 83 29089.350000 84 69251.060000 85 18254.180000 86 2477.290000 87 4630.740000 88 849.610000 89 416.250000 90 5670.340000 91 1017.970000 92 3631.315186 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,ISS,XGBoost,0.810502290725708,"97 8802.630000 98 8704.910000 99 9076.680000 100 8628.150000 101 10428.270000 102 9989.700000 103 13978.230000 104 8816.170000 105 12795.250000 106 13067.450000 107 13930.170000 108 13991.003906 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,IRRF,XGBoost,1.4101760387420654,"95 47983.220000 96 52237.070000 97 36659.630000 98 34912.100000 99 38413.110000 100 34316.890000 101 36256.720000 102 39584.360000 103 35952.140000 104 37019.160000 105 69291.360000 106 69291.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do FPM,SARIMAX,1.9517791271209717,"91 9.553109e+05 92 8.179517e+05 93 9.212984e+05 94 1.139632e+06 95 1.596274e+06 96 1.183867e+06 97 1.547672e+06 98 1.042466e+06 99 1.163680e+06 100 1.292421e+06 101 1.201527e+06 102 1.221668e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ICMS,HWES,1.6738715171813965,"97 259779.590 98 238556.060 99 342199.530 100 392916.700 101 311745.810 102 349682.510 103 371792.280 104 369224.090 105 437520.110 106 333800.800 107 562893.790 108 540107.625 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ITR,Prophet,1.092623233795166,"48 218.500000 49 34.510000 50 6373.540000 51 20469.310000 52 17.070000 53 43.830000 54 161.220000 55 8983.880000 56 19437.470000 57 8.710000 58 88.530000 59 108.732986 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,IPTU,AR,1.9034383296966553,"97 7.518127e+05 98 3.451532e+06 99 1.234277e+06 100 4.420701e+05 101 4.382807e+05 102 5.344615e+05 103 4.691390e+05 104 4.289602e+05 105 3.834220e+05 106 3.208500e+05 107 3.942501e+05 108 3.085009e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,ISS,AR,1.509249210357666,"97 466618.560 98 1040629.710 99 906503.210 100 868878.720 101 918394.550 102 927748.350 103 920372.490 104 874604.350 105 902836.560 106 974189.960 107 1735358.120 108 1735438.375 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,ITBI,MLP,1.0069291591644287,"97 187914.680 98 117494.220 99 139377.500 100 199180.540 101 121450.760 102 203347.210 103 185856.540 104 145385.640 105 174975.510 106 149454.270 107 184431.770 108 149309.875 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,IRRF,XGBoost,1.3785042762756348,"97 807007.200000 98 488773.620000 99 449204.530000 100 109536.420000 101 486394.860000 102 332901.660000 103 512106.140000 104 447011.680000 105 413498.370000 106 455645.990000 107 938454.740000 108 71182.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do FPM,HWES,2.097432851791382,"97 4701229.55 98 2875957.78 99 3288117.25 100 3655270.21 101 3413994.97 102 4495225.12 103 2912287.74 104 2968782.28 105 2757293.83 106 3577490.72 107 5681306.32 108 3430572.00 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do ICMS,XGBoost,2.345158338546753,"97 1960800.05 98 2079086.03 99 2582900.38 100 2965710.57 101 2353037.69 102 2526324.94 103 2687900.33 104 2669725.81 105 3168358.71 106 2397856.81 107 3260857.21 108 2797810.50 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do IPVA,AR,1.5866737365722656,"97 448513.64 98 664652.78 99 1123749.28 100 1045293.97 101 445952.75 102 336074.99 103 178599.17 104 103756.84 105 111695.93 106 69055.79 107 1147478.32 108 1166366.25 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do ITR,XGBoost,1.8395845890045166,"90 106.580000 91 68.300000 92 190.250000 93 216.690000 94 97.430000 95 290.110000 96 507.180000 97 6136.440000 98 9191.790000 99 438.240000 100 286.520000 101 292.868073 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Transferencias LC 61_1989,SES,0.8300647735595703,"97 16606.250000 98 20912.620000 99 24740.810000 100 22832.550000 101 25879.050000 102 26693.470000 103 22267.580000 104 23704.430000 105 34515.710000 106 20972.370000 107 27633.600000 108 27645.638672 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,IPTU,Prophet,1.8184332847595215,"82 818.560000 83 5754.290000 84 3245.540000 85 1289.900000 86 831.700000 87 9515.400000 88 109173.960000 89 184149.330000 90 23541.000000 91 37224.240000 92 28614.130000 93 27646.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,ISS,MLP,1.4208018779754639,"85 25494.200000 86 33226.970000 87 39125.130000 88 41350.440000 89 38786.640000 90 31026.150000 91 44727.000000 92 38100.350000 93 36019.670000 94 38343.070000 95 41645.090000 96 38561.714844 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,ITBI,SARIMAX,1.8286187648773193,"79 12373.410971 80 13746.261368 81 13210.348201 82 12720.326521 83 12405.143769 84 13793.231113 85 14424.408586 86 14624.002495 87 14443.542855 88 14367.985088 89 14503.804938 90 14809.283513 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Putinga - RS,IRRF,XGBoost,2.926780939102173,"85 53665.320000 86 55749.810000 87 108359.210000 88 61358.290000 89 56433.990000 90 20812.640000 91 111429.030000 92 54658.930000 93 56803.490000 94 55747.780000 95 99540.220000 96 95791.789062 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do FPM,HWES,1.5525147914886475,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1285394.875 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do ICMS,HWES,0.9810912609100342,"97 405036.080 98 427204.410 99 530503.060 100 609128.610 101 483291.470 102 518883.010 103 552758.610 104 548336.160 105 650750.570 106 492496.860 107 669748.900 108 601540.125 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do IPVA,AR,1.5727591514587402,"97 35308.9300 98 70269.5600 99 91907.8600 100 47968.2600 101 16027.5800 102 13212.7800 103 6180.8800 104 6823.7200 105 3580.5400 106 4300.0100 107 181614.0300 108 181022.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do ITR,XGBoost,1.7216861248016357,"89 47.720000 90 156.330000 91 79.050000 92 57.260000 93 102.410000 94 36.340000 95 101.540000 96 1628.910000 97 4154.410000 98 193.890000 99 21.060000 100 59.194721 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Transferencias LC 61_1989,HWES,0.9729478359222412,"85 3410.760000 86 4295.240000 87 5081.520000 88 4689.560000 89 5315.290000 90 5482.570000 91 4573.540000 92 4868.630000 93 8071.310000 94 4307.520000 95 5675.670000 96 5659.196289 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,IPTU,XGBoost,1.2038192749023438,"89 13322.890000 90 18138.160000 91 6299.450000 92 4664.380000 93 3423.840000 94 2940.560000 95 3975.050000 96 1253.540000 97 2002.350000 98 288.670000 99 2258.830000 100 2353.864258 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,ISS,HWES,1.507556438446045,"97 15047.910000 98 11388.030000 99 9800.230000 100 18239.290000 101 17981.980000 102 10612.310000 103 8907.680000 104 11147.520000 105 12026.090000 106 10467.890000 107 16823.130000 108 17029.326172 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,ITBI,AR,1.3933732509613037,"82 1173.620000 83 3700.000000 84 4781.250000 85 601.250000 86 4126.130000 87 1410.610000 88 3000.000000 89 2271.880000 90 3150.000000 91 2538.750000 92 4700.000000 93 4078.693115 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,IRRF,HWES,2.912942886352539,"97 25423.10000 98 44196.65000 99 51730.87000 100 47150.97000 101 22894.76000 102 23543.77000 103 21392.52000 104 37699.14000 105 37450.40000 106 33477.76000 107 66025.52000 108 30465.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do FPM,XGBoost,1.693770408630371,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1430566.750 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1604774.375 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do ICMS,HWES,1.0561110973358154,"97 237714.8000 98 252055.0500 99 313134.2500 100 248682.5700 101 285267.1800 102 306275.4100 103 261079.0800 104 323660.4200 105 384458.9900 106 290700.7700 107 395325.4100 108 391488.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do IPVA,AR,1.6367747783660889,"97 10373.010000 98 25709.330000 99 37930.510000 100 145235.130000 101 11727.890000 102 6022.380000 103 68941.230000 104 2365.040000 105 740.920000 106 1066.590000 107 10933.890000 108 16207.141602 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do ITR,XGBoost,1.4403114318847656,"88 142.730000 89 21.920000 90 457.750000 91 6.410000 92 138.260000 93 31.020000 94 175.750000 95 1306.080000 96 4446.220000 97 178.410000 98 76.600000 99 84.426414 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,IPTU,SARIMAX,1.486633062362671,"91 7.482077e+05 92 7.164725e+05 93 7.197496e+05 94 7.433328e+05 95 1.574190e+06 96 2.508529e+06 97 1.545229e+06 98 8.561518e+05 99 7.261729e+05 100 7.888425e+05 101 9.172031e+05 102 9.676588e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,ISS,SARIMAX,0.9392335414886475,"91 106427.701438 92 98921.859492 93 97862.797241 94 107891.480196 95 107787.934877 96 112142.258876 97 115683.861615 98 116161.592437 99 112819.637625 100 113212.333724 101 111891.431667 102 112461.803274 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,ITBI,SES,1.2277240753173828,"97 60980.61000 98 123572.95000 99 65192.72000 100 123652.10000 101 84404.77000 102 68922.66000 103 85964.14000 104 193386.78000 105 133330.90000 106 74408.16000 107 69529.26000 108 69396.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,IRRF,XGBoost,2.1994705200195312,"97 112490.05000 98 154193.34000 99 11735.47000 100 137494.51000 101 284766.48000 102 151106.39000 103 156869.89000 104 159796.26000 105 248989.53000 106 172604.20000 107 321975.87000 108 321975.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do FPM,HWES,1.900282382965088,"97 2611794.20 98 1597754.33 99 1826731.82 100 2030705.71 101 1896663.93 102 2365102.16 103 1617937.65 104 1649323.50 105 1531829.93 106 1987494.88 107 3156281.32 108 2153612.50 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do IPVA,SARIMAX,0.9881191253662109,"84 37778.942621 85 30036.892861 86 88010.195161 87 139445.093435 88 93789.878245 89 79132.839249 90 134143.774653 91 117603.721473 92 72601.832859 93 61682.250949 94 35316.266493 95 29065.052860 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do ITR,XGBoost,0.951716423034668,"32 0.310000 33 86.650000 34 0.300000 35 25.220000 36 0.300000 37 0.310000 38 0.310000 39 530.410000 40 4127.550000 41 1190.310000 42 0.320000 43 0.389296 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Transferencias LC 61_1989,HWES,0.9997889995574951,"61 443.05000 62 3628.10000 63 4292.26000 64 3961.19000 65 4489.74000 66 4631.04000 67 3863.17000 68 4112.47000 69 6817.68000 70 3638.49000 71 4794.13000 72 5122.83252 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,IPTU,Prophet,1.3958842754364014,"87 2029.540000 88 1532.940000 89 18393.670000 90 113117.420000 91 309510.140000 92 39759.770000 93 36787.310000 94 26415.860000 95 2174.590000 96 1919.820000 97 3402.170000 98 7147.030273 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,ISS,MLP,1.0769472122192383,"97 112309.970000 98 113024.080000 99 61798.430000 100 83023.610000 101 75852.180000 102 75836.840000 103 91942.760000 104 92304.160000 105 78817.150000 106 72641.900000 107 77335.750000 108 85119.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,ITBI,AR,1.08034086227417,"97 49037.000000 98 80584.120000 99 32520.000000 100 39416.000000 101 56920.000000 102 12600.000000 103 30410.000000 104 13060.000000 105 81100.000000 106 41970.000000 107 95280.970000 108 72407.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,IRRF,XGBoost,1.889211654663086,"97 85541.2900 98 100893.3500 99 80795.9200 100 77532.2000 101 73006.9100 102 76109.9800 103 85626.7800 104 76561.9300 105 96416.0900 106 86849.2700 107 133047.0600 108 95162.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do FPM,HWES,2.072030782699585,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1241639.25 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do ICMS,HWES,1.1633145809173584,"97 718009.760 98 761323.960 99 945811.710 100 1085989.940 101 861640.130 102 925094.800 103 985490.240 104 977605.610 105 1160196.020 106 878052.080 107 1194067.300 108 1194070.875 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Transferencias LC 61_1989,HWES,1.3468010425567627,"97 6080.910000 98 7657.830000 99 9059.630000 100 8360.870000 101 9476.460000 102 9774.670000 103 8153.970000 104 8680.090000 105 14390.000000 106 7679.690000 107 10118.900000 108 9379.061523 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,IPTU,HWES,1.9917924404144287,"85 8.679266e+04 86 4.046586e+05 87 5.194535e+05 88 1.958754e+06 89 2.737183e+05 90 2.320209e+05 91 2.437791e+05 92 2.016969e+05 93 2.530982e+05 94 2.018579e+05 95 2.107170e+05 96 1.056442e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,ISS,MLP,2.3520312309265137,"85 429621.78000 86 445710.10000 87 527175.09000 88 474531.35000 89 547198.67000 90 533100.96000 91 461277.34000 92 538496.07000 93 469381.69000 94 502976.09000 95 538829.15000 96 462439.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,ITBI,XGBoost,2.0578086376190186,"85 281250.48 86 487735.80 87 160455.81 88 448839.84 89 215909.43 90 329502.09 91 341574.31 92 608638.70 93 298169.53 94 592419.02 95 804108.28 96 775703.25 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,IRRF,MLP,1.0074458122253418,"85 149434.120 86 306556.650 87 293365.660 88 284634.560 89 310024.560 90 287289.700 91 437018.850 92 431074.970 93 255823.960 94 435888.200 95 580126.600 96 579428.875 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do FPM,MLP,1.1125411987304688,"85 3376944.45 86 2047240.75 87 2426705.21 88 2699467.39 89 2525866.89 90 3399657.91 91 2470035.42 92 2274866.77 93 2164458.78 94 2720330.70 95 4226848.40 96 2628635.50 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do ICMS,XGBoost,1.0270798206329346,"85 2468116.25 86 2648644.55 87 2381917.70 88 2954324.70 89 2348452.75 90 2369311.25 91 2459993.94 92 2304971.66 93 2243159.58 94 2173309.04 95 2581362.30 96 2188681.25 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do IPVA,XGBoost,1.554257869720459,"85 412427.490 86 460067.960 87 1083913.050 88 897427.840 89 361936.730 90 220672.940 91 143641.750 92 64070.140 93 72245.840 94 65772.860 95 1555488.820 96 1513885.625 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Transferencias LC 61_1989,MLP,1.542611837387085,"73 32520.350000 74 29400.520000 75 26731.850000 76 20473.350000 77 19003.660000 78 23094.410000 79 16099.520000 80 24352.580000 81 26126.410000 82 18169.640000 83 23471.330000 84 23478.064453 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,IPTU,XGBoost,1.8852019309997559,"97 2.151961e+05 98 2.690061e+05 99 2.156972e+05 100 2.549019e+05 101 2.740190e+05 102 3.821633e+06 103 2.722113e+05 104 2.458410e+05 105 1.945139e+05 106 4.977117e+05 107 6.945001e+05 108 2.453903e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,ISS,XGBoost,2.4380927085876465,"97 887389.710 98 1008370.890 99 1281511.530 100 951023.940 101 1066905.820 102 1129785.220 103 1186081.860 104 875312.370 105 987988.800 106 729602.100 107 1197624.620 108 1171862.375 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,ITBI,XGBoost,2.5171539783477783,"97 78796.190000 98 99611.620000 99 85550.230000 100 213126.560000 101 70796.030000 102 60852.480000 103 44647.360000 104 67490.950000 105 60880.910000 106 94499.500000 107 82385.790000 108 82497.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,IRRF,XGBoost,0.9581356048583984,"71 7.491240e+05 72 5.951751e+05 73 7.248458e+05 74 6.391161e+05 75 5.879230e+05 76 1.598147e+06 77 6.490057e+05 78 6.166339e+05 79 6.962109e+05 80 6.339208e+05 81 5.354301e+05 82 8.043152e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do FPM,AR,1.2199323177337646,"97 4701229.55 98 2875957.78 99 3288117.25 100 3655270.21 101 3413994.97 102 5681306.32 103 4495225.12 104 2912287.74 105 2968782.28 106 2757293.84 107 3577490.72 108 3286143.75 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do ICMS,MLP,1.5787863731384277,"97 1884163.09 98 1997825.90 99 2481948.92 100 2849797.15 101 2261070.31 102 3133408.04 103 2541951.20 104 2702410.91 105 2683892.54 106 3180093.12 107 2427197.68 108 2425850.50 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do IPVA,SARIMAX,2.3641788959503174,"90 170041.235628 91 152393.518520 92 138682.537903 93 132382.779787 94 725039.718488 95 754347.312374 96 449651.833698 97 468788.482006 98 844287.305483 99 673230.087732 100 339236.026349 101 261482.486706 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do ITR,HWES,1.8359572887420654,"82 3965.870000 83 3379.610000 84 23.910000 85 67.010000 86 744.240000 87 256.180000 88 8707.260000 89 4284.910000 90 597.530000 91 140490.070000 92 3567.610000 93 23478.121094 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,IPTU,MLP,2.586768627166748,"97 2908931.96 98 3141890.93 99 3142005.36 100 3174837.97 101 3228653.47 102 3324117.73 103 3303169.25 104 2891151.59 105 3243869.38 106 2950757.00 107 4339120.22 108 16737524.00 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,ISS,MLP,1.3031954765319824,"97 6117739.54 98 6968216.25 99 7135300.94 100 7227119.86 101 7022751.31 102 7033589.86 103 7323917.54 104 7163328.46 105 7969559.65 106 7492482.15 107 8432586.97 108 8432587.00 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,ITBI,SARIMAX,1.7324752807617188,"91 2.628338e+06 92 2.633163e+06 93 2.832650e+06 94 2.637192e+06 95 2.663133e+06 96 2.859240e+06 97 2.811999e+06 98 2.850633e+06 99 2.857027e+06 100 3.129936e+06 101 2.839984e+06 102 2.954891e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Gravataí - RS,IRRF,MLP,1.1615731716156006,"97 2860292.11 98 3635889.41 99 3998161.33 100 4125566.04 101 3975689.30 102 4080726.53 103 4065969.75 104 3962315.97 105 3961069.49 106 4255433.22 107 6564294.60 108 6489484.00 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do FPM,HWES,1.0537757873535156,"97 13407542.03 98 8189069.55 99 9362662.11 100 10403324.99 101 9705947.59 102 12206161.01 103 8436262.36 104 8599914.69 105 7987278.77 106 10363210.27 107 16457505.11 108 11341834.00 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do ICMS,XGBoost,1.1058409214019775,"97 11312231.20 98 11994645.67 99 14901247.17 100 17109752.56 101 13575125.35 102 14574852.65 103 15526381.87 104 15402159.79 105 18278868.47 106 13833695.50 107 18812510.05 108 16722917.00 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do IPVA,AR,1.6408414840698242,"97 3304917.83 98 4645295.90 99 8998857.83 100 7501255.59 101 3223755.85 102 2549965.52 103 1521205.38 104 919506.20 105 745070.65 106 587062.02 107 5531607.95 108 6657045.50 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do ITR,MLP,3.730786085128784,"96 5364.090000 97 5558.950000 98 2911.400000 99 2196.770000 100 4182.860000 101 3945.270000 102 4821.940000 103 26808.420000 104 60402.220000 105 6964.400000 106 12047.700000 107 11086.431641 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Transferencias LC 61_1989,SES,2.0591881275177,"97 95804.680000 98 120648.950000 99 142734.410000 100 131725.500000 101 149301.290000 102 153999.800000 103 128466.040000 104 136755.300000 105 226714.620000 106 120993.620000 107 159423.590000 108 160255.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,ISS,MLP,1.4479544162750244,"97 9761.850000 98 7922.950000 99 13015.480000 100 8571.280000 101 16703.040000 102 11148.040000 103 6472.230000 104 7929.690000 105 11283.410000 106 23001.240000 107 11716.930000 108 9049.787109 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,ITBI,AR,1.284440279006958,"75 3400.000000 76 1261.600000 77 5760.000000 78 10320.000000 79 3000.000000 80 5000.000000 81 1000.000000 82 3000.000000 83 3900.000000 84 200.000000 85 5000.000000 86 3956.008789 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,IRRF,MLP,1.6153371334075928,"97 32594.590 98 34675.790 99 38741.720 100 48578.890 101 41950.220 102 34593.560 103 44423.280 104 41908.020 105 49026.790 106 44915.820 107 139285.280 108 29206.375 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do FPM,HWES,1.2872066497802734,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1262004.625 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do ICMS,SES,1.0520265102386475,"97 229802.3800 98 244377.8400 99 304092.6200 100 348867.1900 101 276433.5600 102 299314.3900 103 318855.3300 104 316304.2600 105 375381.3800 106 284093.7100 107 386340.4500 108 378278.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do ITR,XGBoost,1.1313519477844238,"84 19.290000 85 207.460000 86 73.880000 87 6.310000 88 379.860000 89 81.440000 90 19.500000 91 1293.150000 92 1934.540000 93 308.950000 94 12.160000 95 1811.111084 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Transferencias LC 61_1989,HWES,1.1222829818725586,"97 1967.47000 98 2477.66000 99 2931.21000 100 2705.13000 101 3066.06000 102 3162.56000 103 2638.20000 104 2808.43000 105 4655.86000 106 2484.76000 107 3273.96000 108 3289.73291 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,IPTU,AR,2.0244476795196533,"97 95640.110 98 88935.220 99 61789.700 100 123383.880 101 108571.190 102 89103.410 103 67198.150 104 63932.560 105 35133.390 106 102346.770 107 72677.430 108 442604.875 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,ISS,XGBoost,0.8783977031707764,"97 89810.240000 98 141589.650000 99 113058.300000 100 131053.680000 101 115779.150000 102 101983.690000 103 79626.850000 104 99665.890000 105 118518.830000 106 94619.180000 107 111529.230000 108 111529.179688 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,ITBI,XGBoost,1.7639265060424805,"94 27492.870000 95 79526.280000 96 16644.070000 97 68663.740000 98 38460.230000 99 51404.740000 100 8482.820000 101 70454.610000 102 72464.610000 103 70655.330000 104 88234.660000 105 82953.648438 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,IRRF,XGBoost,0.9422366619110107,"97 69749.40 98 92093.47 99 58387.65 100 71824.25 101 103611.13 102 69402.53 103 73354.40 104 80534.19 105 75673.21 106 72302.85 107 143970.24 108 143970.25 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do FPM,HWES,2.083237409591675,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.33 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1256626.50 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do ICMS,HWES,2.0097177028656006,"97 332626.250 98 352692.040 99 438158.100 100 503097.240 101 87347.280 102 428560.750 103 456539.620 104 452886.990 105 537474.090 106 406767.680 107 553165.370 108 518301.625 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do IPVA,AR,1.5712642669677734,"97 82102.2300 98 129944.4000 99 216187.3100 100 163638.8400 101 390161.2600 102 61000.4600 103 34570.3400 104 13109.1300 105 23556.1600 106 9789.5900 107 194625.7700 108 194625.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do ITR,XGBoost,1.218376874923706,"78 33.680000 79 12.520000 80 6.770000 81 41.320000 82 76.420000 83 50.860000 84 167.000000 85 552.900000 86 3603.550000 87 83.830000 88 140.690000 89 26.748463 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Transferencias LC 61_1989,XGBoost,1.2035486698150635,"97 2817.050000 98 3547.570000 99 4196.960000 100 3873.270000 101 4390.050000 102 4528.220000 103 3777.400000 104 4201.150000 105 6666.330000 106 3557.710000 107 4687.700000 108 4470.537598 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,IPTU,HWES,1.7301383018493652,"75 3021.580000 76 121585.460000 77 302861.340000 78 35576.440000 79 27190.110000 80 31638.010000 81 30244.450000 82 21656.340000 83 9844.690000 84 11553.560000 85 3855.270000 86 2126.821777 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,ISS,MLP,1.0167033672332764,"85 49658.190000 86 47291.940000 87 32239.690000 88 30170.770000 89 38356.030000 90 38490.520000 91 31302.300000 92 37639.580000 93 33664.160000 94 37332.350000 95 49903.800000 96 46097.011719 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,IRRF,XGBoost,1.5692496299743652,"85 63125.890000 86 70014.280000 87 72123.970000 88 64482.340000 89 72715.730000 90 59070.760000 91 65616.390000 92 68115.990000 93 69818.750000 94 70657.260000 95 128817.940000 96 128817.929688 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do FPM,AR,2.8536317348480225,"85 1567076.53 86 958652.59 87 1096039.07 88 1218423.40 89 1137998.32 90 1418941.18 91 970762.57 92 989594.09 93 919097.95 94 1192496.91 95 1893768.77 96 1302056.75 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do ICMS,HWES,2.0751960277557373,"85 429052.390 86 454934.780 87 565177.260 88 648941.840 89 514879.840 90 552797.670 91 588887.450 92 609721.430 93 693284.260 94 524686.940 95 713524.320 96 652957.625 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do IPVA,SARIMAX,1.4169566631317139,"81 4679.390849 82 5066.482425 83 239064.569712 84 160978.277747 85 42862.571199 86 51997.876757 87 116044.704839 88 78579.535055 89 25859.315662 90 21922.397126 91 14981.479859 92 8467.543208 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do ITR,AR,1.8645057678222656,"77 1515.930000 78 28.910000 79 35.200000 80 126.720000 81 43.440000 82 49.090000 83 441.630000 84 5933.520000 85 10880.970000 86 1581.880000 87 1445.380000 88 1440.720337 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Transferencias LC 61_1989,HWES,1.0989189147949219,"85 3633.680000 86 4575.960000 87 5413.650000 88 4996.110000 89 5662.700000 90 5840.890000 91 4872.460000 92 5186.850000 93 8598.840000 94 4589.050000 95 6046.610000 96 5953.374512 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,IPTU,AR,1.181441307067871,"97 48816.310000 98 43732.670000 99 160679.980000 100 607809.160000 101 95163.320000 102 99701.710000 103 101997.800000 104 81294.510000 105 64021.130000 106 55226.260000 107 115842.560000 108 102319.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,ISS,HWES,1.0543897151947021,"97 158287.0300 98 208382.8300 99 212393.6400 100 248624.9500 101 238624.4400 102 273231.5400 103 251262.9300 104 240119.8200 105 244457.4700 106 249485.1600 107 294354.5500 108 283285.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,ITBI,MLP,1.0128345489501953,"97 12324.880000 98 93915.900000 99 96768.220000 100 55604.090000 101 78188.220000 102 52037.580000 103 86308.670000 104 39309.650000 105 104044.950000 106 37351.000000 107 31313.550000 108 36693.339844 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,IRRF,XGBoost,1.3988301753997803,"97 48646.700000 98 56231.460000 99 67295.060000 100 100487.640000 101 82922.990000 102 72631.490000 103 70906.250000 104 99387.410000 105 85392.640000 106 76071.860000 107 125264.300000 108 84324.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Cota-Parte do FPM,AR,2.3253085613250732,"95 1811506.45 96 1174089.32 97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 3527702.08 102 465515.55 103 919097.95 104 864452.24 105 1893768.77 106 1894698.75 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Cota-Parte do ICMS,MLP,1.8283138275146484,"95 236516.3200 96 256962.6700 97 345849.2700 98 298197.3500 99 314392.2000 100 356053.0100 101 370020.6200 102 545395.5900 103 454448.2600 104 223558.3900 105 438614.8700 106 356694.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Transferencias LC 61_1989,SES,2.2598159313201904,"94 2511.860000 95 2254.320000 96 2666.990000 97 3076.600000 98 3487.100000 99 3395.300000 100 3000.480000 101 6034.080000 102 19159.040000 103 2274.250000 104 5153.400000 105 3278.326416 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,IPTU,HWES,1.5439412593841553,"80 1612.330000 81 19821.570000 82 37049.370000 83 123633.700000 84 10967.200000 85 5962.530000 86 9993.680000 87 9175.500000 88 5114.790000 89 2580.850000 90 2647.720000 91 972.940186 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,ITBI,XGBoost,2.445371389389038,"78 78344.010000 79 27337.360000 80 1671.130000 81 18450.510000 82 52380.020000 83 631639.230000 84 68065.830000 85 25646.360000 86 78397.170000 87 33134.380000 88 77956.780000 89 102947.015625 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do FPM,XGBoost,1.013352394104004,"78 704835.560 79 883008.760 80 693459.810 81 772745.640 82 1003585.360 83 1041694.890 84 1456996.250 85 974942.910 86 927625.180 87 1165856.010 88 1811506.450 89 1798528.625 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do ICMS,XGBoost,1.0642476081848145,"78 1007625.97 79 806583.27 80 646068.99 81 744152.83 82 882017.11 83 891902.15 84 742530.55 85 722366.84 86 702995.23 87 681104.42 88 828082.97 89 828082.75 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do IPVA,XGBoost,1.6091103553771973,"78 126607.750000 79 5317.830000 80 7894.850000 81 2838.790000 82 2554.490000 83 68222.600000 84 33936.500000 85 9772.390000 86 7888.280000 87 8782.200000 88 78835.310000 89 27758.611328 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,IPTU,AR,2.4317054748535156,"87 229.950000 88 2123.290000 89 17155.480000 90 33092.760000 91 7541.260000 92 2318.970000 93 4234.690000 94 2303.490000 95 798.660000 96 648.750000 97 6788.270000 98 2490.924561 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,ISS,XGBoost,2.859706163406372,"97 5597.720000 98 10589.200000 99 7703.900000 100 6822.020000 101 8656.030000 102 11073.630000 103 9680.110000 104 7078.160000 105 8271.960000 106 8423.250000 107 15404.010000 108 10756.206055 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,ITBI,XGBoost,1.3753912448883057,"91 3204.650000 92 12553.000000 93 8605.800000 94 1663.510000 95 759.940000 96 5288.000000 97 11297.060000 98 1800.000000 99 4690.050000 100 1500.000000 101 1968.750000 102 4389.962402 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,IRRF,XGBoost,1.6287219524383545,"96 49874.080 97 57438.360 98 64004.170 99 55267.910 100 59376.240 101 47784.450 102 54325.290 103 54662.700 104 61546.290 105 60300.670 106 111023.420 107 57231.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do FPM,HWES,1.2423646450042725,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 555859.080 106 1555735.780 107 1893768.770 108 1536682.875 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do ICMS,HWES,1.1514298915863037,"97 281662.9000 98 298654.3200 99 371025.7100 100 426015.2300 101 338006.6500 102 362898.8200 103 386590.9500 104 383497.9200 105 455125.0100 106 344444.7800 107 468412.1200 108 467857.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do ITR,XGBoost,2.867262840270996,"76 16.470000 77 9.460000 78 34.660000 79 62.550000 80 61.030000 81 6.520000 82 161.770000 83 2600.450000 84 2599.130000 85 155.090000 86 17.350000 87 17.531582 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Transferencias LC 61_1989,SES,2.0827231407165527,"96 2996.970000 97 3004.010000 98 3553.930000 99 3279.820000 100 3717.430000 101 3834.410000 102 3198.670000 103 3405.050000 104 5644.950000 105 3012.610000 106 3969.470000 107 3735.438232 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,IPTU,AR,1.780271291732788,"85 590.790000 86 532.310000 87 1542.910000 88 8097.460000 89 33840.160000 90 2705.230000 91 3508.130000 92 1789.040000 93 1474.570000 94 2187.020000 95 4761.660000 96 3637.431641 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,ISS,MLP,1.3958027362823486,"97 1224.610000 98 3676.360000 99 5604.010000 100 16801.670000 101 10876.670000 102 7214.220000 103 7455.620000 104 6387.050000 105 6385.190000 106 7227.030000 107 18044.110000 108 14035.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,ITBI,MLP,1.2774200439453125,"76 14153.680000 77 7325.000000 78 13870.910000 79 4011.760000 80 7570.150000 81 19989.410000 82 10992.680000 83 30143.300000 84 30752.370000 85 17573.210000 86 23153.810000 87 23752.205078 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,IRRF,Prophet,0.9362151622772217,"86 17910.86000 87 23015.25000 88 33469.07000 89 31440.82000 90 26140.34000 91 35594.31000 92 24036.10000 93 22867.12000 94 30742.69000 95 31583.94000 96 70213.62000 97 69556.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do FPM,HWES,1.0387537479400635,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1233033.25 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do ICMS,HWES,1.2037808895111084,"97 196244.73000 98 208083.26000 99 258507.03000 100 296820.21000 101 235501.43000 102 264045.87000 103 280746.25000 104 278803.99000 105 330379.67000 106 299520.10000 107 424229.44000 108 415523.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do IPVA,SARIMAX,2.0122902393341064,"90 6785.591682 91 3434.207008 92 3793.271928 93 3025.183945 94 53250.091142 95 41379.987880 96 13826.404444 97 25617.325652 98 33187.628507 99 12248.247975 100 9371.794515 101 5743.137723 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do ITR,AR,2.425529956817627,"58 96.010000 59 261.190000 60 52.060000 61 12.080000 62 94.380000 63 112.270000 64 138.360000 65 837.080000 66 1302.870000 67 28.010000 68 43.210000 69 586.042603 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Transferencias LC 61_1989,HWES,2.0133023262023926,"97 1662.020000 98 2093.010000 99 2476.160000 100 2285.160000 101 2590.070000 102 2671.570000 103 2228.610000 104 2372.400000 105 3933.000000 106 2098.980000 107 2765.650000 108 2747.094971 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,IPTU,AR,1.9586608409881592,"97 1170456.17 98 1036192.97 99 810389.30 100 960097.10 101 773627.17 102 737506.40 103 724507.05 104 704931.56 105 717162.47 106 692656.33 107 838555.13 108 4788307.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,ISS,XGBoost,1.0984277725219727,"97 148917.040 98 138878.800 99 90811.200 100 114880.070 101 127441.370 102 103754.240 103 169427.180 104 111704.290 105 139065.350 106 139976.690 107 174702.870 108 167008.875 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,ITBI,SES,0.973963737487793,"97 185984.45000 98 165677.22000 99 200018.18000 100 161706.61000 101 332755.64000 102 135605.57000 103 217938.04000 104 276496.38000 105 149211.33000 106 192776.85000 107 159625.18000 108 159395.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,IRRF,XGBoost,1.1498668193817139,"96 64394.87000 97 298800.06000 98 254054.92000 99 241902.23000 100 431597.54000 101 221227.08000 102 226926.14000 103 216352.58000 104 413620.01000 105 496368.37000 106 400436.66000 107 379812.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do FPM,SARIMAX,0.9733312129974365,"91 1.828999e+06 92 1.536674e+06 93 1.703559e+06 94 2.076644e+06 95 2.854601e+06 96 2.148156e+06 97 2.781848e+06 98 1.899311e+06 99 2.134372e+06 100 2.351117e+06 101 2.210600e+06 102 2.631143e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do ICMS,HWES,1.02193021774292,"97 419466.530 98 446071.660 99 555071.170 100 636799.820 101 504584.110 102 570438.270 103 606522.660 104 602323.580 105 591135.050 106 686442.590 107 859437.110 108 859437.125 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do ITR,XGBoost,2.352309465408325,"66 29.290000 67 887.770000 68 34.720000 69 776.040000 70 178.230000 71 114.300000 72 194.470000 73 1272.180000 74 107251.280000 75 4669.580000 76 4583.120000 77 4583.079102 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Transferencias LC 61_1989,MLP,2.912139415740967,"84 3591.300000 85 4522.600000 86 5350.500000 87 4937.800000 88 5596.660000 89 5772.780000 90 4815.630000 91 5126.360000 92 7401.000000 93 5633.060000 94 5976.100000 95 5187.203613 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,IPTU,XGBoost,1.1972732543945312,"56 11147.500000 57 12805.350000 58 6693.730000 59 10626.040000 60 15901.530000 61 8341.890000 62 10597.700000 63 134750.750000 64 571578.360000 65 85407.660000 66 79449.130000 67 73081.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,ISS,SARIMAX,1.0762596130371094,"78 54104.740403 79 56393.030412 80 53743.038758 81 54013.825251 82 54220.150661 83 53508.230603 84 56939.641817 85 60429.511228 86 64063.276038 87 61979.089280 88 59961.618438 89 63380.664161 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,ITBI,MLP,1.803558111190796,"79 15917.030000 80 22115.130000 81 34034.950000 82 15619.790000 83 8805.780000 84 43429.540000 85 38111.990000 86 28512.930000 87 27211.060000 88 517398.120000 89 37268.040000 90 18703.908203 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,IRRF,XGBoost,1.3905503749847412,"81 58218.820000 82 67212.780000 83 67689.170000 84 64944.990000 85 67427.910000 86 65741.880000 87 61920.710000 88 63877.470000 89 80879.420000 90 66902.500000 91 155643.160000 92 155643.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do FPM,HWES,1.5898628234863281,"81 1567076.530 82 958652.590 83 1096039.020 84 1218423.450 85 1137998.320 86 1418941.180 87 970762.570 88 989594.090 89 919097.950 90 1192496.910 91 1893768.770 92 1293659.875 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do ICMS,SARIMAX,1.2895264625549316,"78 483648.954975 79 527073.597028 80 457531.851377 81 493229.149926 82 500702.389276 83 551163.391885 84 508417.733532 85 486583.843382 86 679376.212621 87 601205.163197 88 498432.305914 89 643191.409795 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do IPVA,XGBoost,2.48966383934021,"81 77983.230000 82 92537.130000 83 180788.160000 84 119424.520000 85 39770.770000 86 23515.850000 87 15850.270000 88 10219.990000 89 8920.610000 90 7628.590000 91 178667.920000 92 168448.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do ITR,XGBoost,2.0406363010406494,"56 141.87000 57 11.43000 58 31.72000 59 6.31000 60 35.66000 61 13.56000 62 86.71000 63 1490.29000 64 2414.34000 65 159.19000 66 33.80000 67 157.24054 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Transferencias LC 61_1989,Prophet,1.9040460586547852,"81 3292.990000 82 4146.940000 83 4906.050000 84 4527.660000 85 5131.780000 86 5293.280000 87 4415.630000 88 4700.540000 89 7792.650000 90 4158.790000 91 12248.800000 92 11526.166016 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,IPTU,HWES,1.021726131439209,"97 58273.320 98 211121.480 99 362993.920 100 177170.500 101 76706.520 102 60017.700 103 69114.990 104 67743.670 105 38126.200 106 43408.370 107 43986.030 108 74908.875 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,ISS,XGBoost,1.1489102840423584,"97 70010.680000 98 52570.210000 99 76113.640000 100 54952.380000 101 69413.580000 102 48292.930000 103 69957.160000 104 96254.550000 105 50699.200000 106 109942.870000 107 88648.740000 108 83713.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,ITBI,XGBoost,1.5023813247680664,"97 30673.120000 98 61112.640000 99 14126.800000 100 46247.190000 101 36600.010000 102 20258.270000 103 31725.410000 104 17875.660000 105 46444.990000 106 33902.350000 107 22045.900000 108 18625.037109 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,IRRF,XGBoost,1.5212368965148926,"95 64500.160000 96 52132.430000 97 54606.240000 98 53533.290000 99 57857.110000 100 53002.120000 101 60721.100000 102 71823.810000 103 54186.710000 104 52330.480000 105 112055.690000 106 112055.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do FPM,HWES,1.0983352661132812,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1269296.00 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do ICMS,HWES,0.8950803279876709,"97 432842.70 98 458954.11 99 570170.11 100 654674.67 101 519428.39 102 557682.17 103 594089.78 104 589336.65 105 574248.92 106 654482.05 107 719827.72 108 684701.25 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do IPVA,SARIMAX,1.2251777648925781,"91 37392.558775 92 32233.421977 93 23688.857832 94 22099.044194 95 175111.788143 96 185656.992069 97 80505.259097 98 108516.189719 99 199902.650272 100 126938.211296 101 61992.261701 102 55983.603723 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do ITR,AR,1.6177890300750732,"77 164.300000 78 19.970000 79 14.190000 80 366.890000 81 28.120000 82 109.310000 83 112.150000 84 2881.520000 85 3784.630000 86 154.540000 87 465.450000 88 460.991058 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,IPTU,XGBoost,1.5402498245239258,"90 829.960000 91 896.000000 92 2003.830000 93 133304.870000 94 82229.970000 95 6303.670000 96 5673.350000 97 1807.100000 98 1808.070000 99 788.900000 100 1761.900000 101 985.755066 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,ISS,SES,1.125770092010498,"97 8824.230000 98 20848.450000 99 26518.710000 100 15505.110000 101 17611.190000 102 22809.280000 103 21361.540000 104 10697.180000 105 17725.470000 106 19370.100000 107 24330.850000 108 21550.425781 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,IRRF,Prophet,1.6590266227722168,"93 56617.89000 94 101110.75000 95 28176.96000 96 33276.48000 97 32362.23000 98 27437.12000 99 31060.98000 100 26171.40000 101 33453.48000 102 25090.01000 103 45060.73000 104 45211.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do FPM,HWES,1.3297123908996582,"97 1567076.53 98 958652.59 99 1096039.07 100 1076643.25 101 1137998.32 102 1420958.83 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1290919.75 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do ICMS,HWES,2.0168700218200684,"97 318044.32000 98 337230.47000 99 422435.32000 100 451377.40000 101 381665.80000 102 428311.28000 103 455383.45000 104 452243.01000 105 535886.67000 106 388935.54000 107 528915.34000 108 524026.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do IPVA,MLP,2.9378738403320312,"96 21200.4900 97 32339.7400 98 52203.9000 99 39903.7200 100 10128.5000 101 9283.4400 102 4060.8700 103 2640.4600 104 2536.1100 105 1930.0900 106 307105.0500 107 174620.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do ITR,AR,1.305837631225586,"63 277.850000 64 957.390000 65 2765.920000 66 298.070000 67 7.560000 68 6.410000 69 227.000000 70 1152.960000 71 2301.250000 72 1306.680000 73 9.130000 74 17.954084 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,IPTU,MLP,1.7508041858673096,"58 1210.150000 59 124.400000 60 1020.880000 61 1708.520000 62 63.520000 63 53.530000 64 105.040000 65 53.930000 66 44.380000 67 19.490000 68 29.040000 69 218.536957 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,ISS,HWES,1.6933801174163818,"77 10014.960000 78 22072.680000 79 31184.730000 80 53150.020000 81 28826.320000 82 57143.110000 83 35399.730000 84 33408.040000 85 49817.410000 86 27814.490000 87 44436.720000 88 50413.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,ITBI,SARIMAX,1.4416630268096924,"64 13012.083216 65 13676.875250 66 15030.583467 67 14904.081821 68 14569.337563 69 14918.579637 70 15017.149413 71 15151.697185 72 17461.212705 73 15529.169652 74 15444.432918 75 15379.363264 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,IRRF,Prophet,2.646564483642578,"77 22067.5900 78 22003.9100 79 22449.2800 80 22452.9700 81 28074.3900 82 26186.2100 83 29617.4600 84 26853.5100 85 28350.6300 86 28998.6700 87 52747.7500 88 52742.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do FPM,MLP,1.7309460639953613,"77 1447261.910 78 877388.900 79 1040016.530 80 1156914.600 81 1082514.380 82 1456996.250 83 1058586.610 84 974942.910 85 927625.180 86 1165856.010 87 1811506.450 88 1725216.875 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do ICMS,XGBoost,1.4942240715026855,"77 401186.00 78 430528.51 79 387172.93 80 480215.82 81 381733.30 82 385123.80 83 399863.98 84 374665.59 85 364618.25 86 353264.26 87 429496.74 88 373653.00 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do IPVA,MLP,1.4579267501831055,"76 10932.230000 77 21634.400000 78 44410.910000 79 42825.480000 80 9518.960000 81 4748.190000 82 6044.350000 83 1949.630000 84 4816.460000 85 1436.410000 86 104316.240000 87 104316.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do ITR,SARIMAX,1.309985876083374,"56 513.054748 57 514.011498 58 507.645866 59 312.996308 60 467.383325 61 219.472698 62 280.399028 63 425.835096 64 167.000688 65 203.131782 66 669.490826 67 780.980765 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Transferencias LC 61_1989,XGBoost,0.9981081485748291,"77 5286.040000 78 4778.940000 79 4345.130000 80 3327.850000 81 3088.970000 82 3753.890000 83 2616.890000 84 3958.410000 85 4246.740000 86 2953.390000 87 4247.830000 88 4191.911133 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,IPTU,AR,1.3856449127197266,"77 6087.240000 78 7193.360000 79 5812.030000 80 3804.220000 81 21039.340000 82 46817.930000 83 41667.470000 84 14916.290000 85 19120.610000 86 29611.310000 87 26389.890000 88 26493.019531 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,ISS,MLP,1.796226978302002,"97 33836.440000 98 25801.980000 99 31943.050000 100 27180.100000 101 55909.820000 102 42844.380000 103 27091.330000 104 26267.330000 105 23281.880000 106 41444.490000 107 35285.840000 108 36784.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,IRRF,Prophet,1.829066276550293,"97 55705.050000 98 59392.630000 99 57232.070000 100 48271.490000 101 49259.280000 102 49578.230000 103 49087.340000 104 51410.220000 105 52397.420000 106 54818.760000 107 110301.360000 108 54140.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do FPM,HWES,2.0123233795166016,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1241511.875 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do ICMS,HWES,0.9924499988555908,"97 228697.58000 98 243202.99000 99 302630.67000 100 347190.00000 101 275104.60000 102 311543.18000 103 317322.41000 104 314783.63000 105 376900.58000 106 282727.93000 107 374795.10000 108 358588.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do IPVA,AR,1.3296568393707275,"97 52281.230000 98 63492.760000 99 91359.380000 100 55903.620000 101 14273.880000 102 24811.640000 103 5738.060000 104 6446.730000 105 4070.640000 106 3887.020000 107 81910.050000 108 82850.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do ITR,AR,1.1784310340881348,"83 23.320000 84 74.110000 85 67.730000 86 49.300000 87 200.330000 88 103.450000 89 67.500000 90 18.780000 91 124.930000 92 5916.120000 93 1917.790000 94 5807.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Transferencias LC 61_1989,HWES,1.1621489524841309,"97 1958.000000 98 2465.740000 99 2917.130000 100 2692.130000 101 3051.330000 102 3147.370000 103 2625.510000 104 2794.940000 105 4633.490000 106 2472.810000 107 3258.220000 108 3470.951416 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,IPTU,HWES,1.3591296672821045,"77 28.890000 78 569.560000 79 14133.120000 80 3688.770000 81 557.980000 82 1670.430000 83 240.950000 84 206.750000 85 42.450000 86 62.510000 87 131.970000 88 200.840424 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,ISS,XGBoost,1.1723566055297852,"96 8487.620000 97 8324.900000 98 25246.670000 99 8950.980000 100 7232.710000 101 6591.630000 102 6099.210000 103 7475.360000 104 7446.510000 105 5996.580000 106 10156.400000 107 9316.208008 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,ITBI,XGBoost,1.4388113021850586,"83 300.000000 84 6949.760000 85 14792.420000 86 6541.320000 87 10820.170000 88 5649.420000 89 3894.040000 90 1887.300000 91 22305.000000 92 1200.000000 93 10130.240000 94 11591.339844 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,IRRF,XGBoost,3.1501541137695312,"90 30236.790000 91 37238.890000 92 42658.090000 93 36843.280000 94 31308.150000 95 33025.900000 96 31502.250000 97 32411.570000 98 40536.530000 99 28340.080000 100 58538.860000 101 58015.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do FPM,HWES,1.980072021484375,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1308331.875 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do ICMS,HWES,1.19712495803833,"97 202902.9400 98 220303.0000 99 273687.8900 100 314251.0200 101 249331.3000 102 267693.0800 103 285169.5900 104 282888.0200 105 335723.8800 106 254080.3900 107 345525.1700 108 298019.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do IPVA,HWES,2.0463497638702393,"96 28853.50000 97 24849.97000 98 27406.86000 99 18397.12000 100 18195.21000 101 3400.91000 102 3598.74000 103 3969.50000 104 1785.52000 105 297.69000 106 44827.39000 107 59524.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do ITR,XGBoost,1.1814465522766113,"49 83.110000 50 321.400000 51 593.060000 52 2264.540000 53 34.130000 54 78.310000 55 15.000000 56 820.170000 57 2788.100000 58 38.550000 59 13.020000 60 41.658195 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Transferencias LC 61_1989,SARIMAX,1.474848747253418,"51 3328.023864 52 2980.283566 53 3075.648208 54 3179.767654 55 2980.479640 56 3307.502992 57 3987.863957 58 3511.347631 59 3743.223448 60 3584.899246 61 3231.072994 62 3129.044792 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,IPTU,HWES,1.89884352684021,"93 968692.39 94 4987989.21 95 908364.15 96 805434.70 97 824369.79 98 828884.09 99 809854.95 100 736457.34 101 984510.05 102 829874.36 103 303144.86 104 1218190.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,ISS,HWES,0.99383544921875,"93 543572.430 94 727073.380 95 661939.000 96 671340.360 97 570447.130 98 587258.680 99 707159.820 100 640089.540 101 688674.300 102 695267.200 103 658293.100 104 642235.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,ITBI,XGBoost,2.737476348876953,"93 255449.07000 94 308257.24000 95 547766.51000 96 334390.63000 97 219958.83000 98 284279.54000 99 531651.90000 100 267861.90000 101 340531.30000 102 248021.15000 103 255348.92000 104 268526.59375 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,IRRF,XGBoost,1.8368709087371826,"93 588850.270 94 667746.550 95 636594.880 96 597473.790 97 568798.580 98 619698.220 99 599224.840 100 594631.210 101 596930.370 102 646661.590 103 1179989.900 104 1172597.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do FPM,MLP,1.0313680171966553,"93 5223588.38 94 3195508.65 95 3653463.61 96 4061411.33 97 3793327.73 98 4968205.52 99 3235875.28 100 3298646.98 101 3063659.82 102 3974989.69 103 6312562.58 104 3994205.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do ICMS,SES,0.9510862827301025,"93 2416754.60 94 2562546.21 95 3183514.98 96 3429925.51 97 2900201.19 98 3113783.78 99 3317069.27 100 3290530.38 101 3905112.82 102 2955442.35 103 3917849.03 104 3902398.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do IPVA,MLP,1.6121258735656738,"93 455903.96 94 626572.88 95 1276623.09 96 1088903.94 97 348036.87 98 255157.05 99 140476.52 100 113108.40 101 88630.70 102 66874.97 103 1409782.14 104 1409782.25 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do ITR,MLP,1.9471302032470703,"88 11008.670000 89 19474.920000 90 14683.530000 91 5422.880000 92 9619.150000 93 15884.050000 94 28002.060000 95 154594.380000 96 812919.320000 97 113204.990000 98 153082.730000 99 110341.546875 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Transferencias LC 61_1989,XGBoost,0.8373050689697266,"93 20467.790000 94 25775.530000 95 30493.890000 96 28141.930000 97 31896.850000 98 32900.620000 99 27445.590000 100 29216.510000 101 48435.480000 102 25849.170000 103 34059.380000 104 27030.912109 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,IPTU,SES,1.564485788345337,"65 13323.230000 66 127878.730000 67 21453.810000 68 10113.610000 69 8981.260000 70 15607.940000 71 2213.810000 72 5012.070000 73 522.540000 74 111.810000 75 4021.450000 76 3906.353027 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,ISS,XGBoost,1.182248830795288,"81 16352.300000 82 17450.120000 83 17903.330000 84 14156.730000 85 22243.250000 86 19583.940000 87 17412.570000 88 45909.790000 89 21322.080000 90 14884.780000 91 21176.060000 92 17926.347656 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,ITBI,XGBoost,2.781224250793457,"67 29657.320000 68 68412.980000 69 1400.000000 70 26461.600000 71 7392.400000 72 29240.000000 73 30846.270000 74 4391.500000 75 3740.000000 76 14758.000000 77 34600.400000 78 28200.580078 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,IRRF,Prophet,1.7872235774993896,"69 23857.980000 70 24360.540000 71 23470.880000 72 30206.790000 73 24256.490000 74 24938.770000 75 23456.920000 76 21232.680000 77 20134.670000 78 19510.080000 79 50630.080000 80 42359.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do FPM,MLP,1.1149482727050781,"81 1447261.910 82 877388.900 83 1040016.530 84 1156914.600 85 1082514.380 86 1161052.770 87 1354530.090 88 974942.910 89 927625.180 90 1165856.010 91 1781506.450 92 1434851.625 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ICMS,SES,1.1165580749511719,"78 673707.6100 79 680818.7700 80 523246.0700 81 641011.8700 82 509553.3700 83 514079.1200 84 533754.9000 85 500119.0800 86 486707.4800 87 471551.7000 88 573309.9600 89 538467.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ITR,XGBoost,1.6061854362487793,"61 200.430000 62 610.240000 63 42.810000 64 196.580000 65 869.440000 66 32.540000 67 1576.100000 68 15748.340000 69 25763.130000 70 3028.780000 71 628.500000 72 638.030518 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Transferencias LC 61_1989,XGBoost,1.1521415710449219,"69 5483.290000 70 5204.220000 71 7158.780000 72 5699.400000 73 5945.380000 74 6438.620000 75 4924.400000 76 6706.680000 77 6812.390000 78 6432.150000 79 5921.700000 80 6515.826172 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,ISS,MLP,1.601006269454956,"97 33748.870000 98 44584.610000 99 46763.960000 100 60834.220000 101 46139.310000 102 54682.200000 103 45611.720000 104 37352.690000 105 35570.320000 106 52441.510000 107 39702.560000 108 41166.136719 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,ITBI,HWES,2.397343873977661,"94 13964.000000 95 2644.060000 96 20520.000000 97 44707.000000 98 8910.400000 99 9498.800000 100 71704.300000 101 9366.360000 102 8273.730000 103 12130.000000 104 9800.000000 105 10347.922852 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,IRRF,HWES,1.491241216659546,"97 50373.810000 98 54089.140000 99 45108.680000 100 68941.920000 101 34205.290000 102 52322.350000 103 43087.890000 104 27964.130000 105 50576.410000 106 42877.580000 107 95189.810000 108 53373.800781 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do FPM,MLP,1.1197571754455566,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1428549.10 103 974190.07 104 988184.24 105 919097.95 106 1192496.91 107 1893768.77 108 1440194.75 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do ICMS,HWES,0.9468164443969727,"97 368996.8400 98 445104.0000 99 502311.3200 100 576758.5700 101 457608.6000 102 514265.4400 103 546736.9500 104 542985.4700 105 643381.1600 106 491026.5300 107 834740.6400 108 825186.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do IPVA,SARIMAX,1.6456141471862793,"91 18123.344963 92 11238.175963 93 12697.083872 94 9118.707124 95 200001.358472 96 164220.233468 97 52240.765771 98 76420.756119 99 151424.222688 100 128488.626282 101 41597.805856 102 48793.487928 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do ITR,XGBoost,1.297454833984375,"86 71.170000 87 156.940000 88 6.680000 89 155.300000 90 38.070000 91 151.130000 92 126.490000 93 2162.480000 94 5064.770000 95 207.430000 96 296.870000 97 424.877411 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,IPTU,HWES,3.0618906021118164,"97 2050914.35 98 2721589.22 99 2236285.59 100 1878496.79 101 1931786.81 102 1875875.92 103 2135958.21 104 1851453.82 105 2139495.49 106 1739321.29 107 2214885.01 108 13268630.00 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,ISS,XGBoost,1.9828486442565918,"97 861936.390 98 921785.940 99 783109.190 100 738902.650 101 778927.960 102 798793.810 103 704905.780 104 754393.060 105 897303.500 106 766839.500 107 942042.670 108 942272.625 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,ITBI,HWES,1.1301393508911133,"97 876473.300 98 1205969.450 99 886971.910 100 989005.170 101 978815.400 102 1182695.860 103 991497.530 104 853779.040 105 1247764.510 106 920380.340 107 1133905.940 108 1196266.875 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,IRRF,SES,1.6840708255767822,"65 720758.10 66 542841.38 67 729987.63 68 616418.10 69 777124.64 70 1180010.93 71 626164.12 72 938655.00 73 927426.39 74 763070.71 75 1416696.97 76 1401758.25 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do FPM,HWES,0.9718801975250244,"97 5745947.23 98 3515059.51 99 4594487.95 100 4467552.48 101 4172660.52 102 5245411.44 103 3559462.80 104 3628511.68 105 3370025.80 106 3796810.69 107 6943818.83 108 4337481.00 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ICMS,SES,0.9215273857116699,"95 1103546.810 96 1170145.950 97 1408640.850 98 1668933.850 99 1369326.640 100 1487712.610 101 1514651.610 102 1397109.690 103 1888589.740 104 1349524.270 105 1788981.770 106 1777198.875 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do IPVA,AR,1.536794662475586,"96 860482.94 97 918554.19 98 1375891.75 99 1368974.58 100 722462.72 101 521485.16 102 396111.01 103 210484.63 104 148044.77 105 139482.69 106 1048202.61 107 1445417.25 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ITR,HWES,1.0252764225006104,"62 47.560000 63 47.880000 64 103.200000 65 62.920000 66 48.720000 67 67.290000 68 67.080000 69 5207.510000 70 12978.920000 71 620.640000 72 88.860000 73 88.887718 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,IPTU,SES,2.3809266090393066,"77 49469.510000 78 55380.950000 79 7474.190000 80 8938.430000 81 3198.910000 82 5477.770000 83 2953.170000 84 5020.910000 85 2718.750000 86 4022.780000 87 15781.090000 88 15548.707031 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,ISS,XGBoost,2.0205211639404297,"77 4378.470000 78 3845.350000 79 6928.850000 80 5197.100000 81 3881.340000 82 3803.050000 83 2987.390000 84 7956.730000 85 3996.560000 86 7585.050000 87 13129.920000 88 11885.180664 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,ITBI,SES,1.435359239578247,"77 1840.000000 78 9835.090000 79 6500.000000 80 18900.000000 81 3000.000000 82 17993.340000 83 7237.770000 84 8088.400000 85 13360.000000 86 22160.000000 87 6980.000000 88 6029.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,IRRF,MLP,1.8503766059875488,"77 32725.800000 78 38986.540000 79 34146.070000 80 36754.750000 81 32633.770000 82 37390.870000 83 39705.000000 84 36782.360000 85 44127.160000 86 41240.840000 87 69350.700000 88 69335.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do FPM,XGBoost,1.0223572254180908,"77 1447261.91 78 877388.90 79 1040016.53 80 1156914.60 81 1082514.38 82 1456996.25 83 1058586.61 84 974942.91 85 927625.18 86 1165856.01 87 1811506.45 88 1789747.50 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do ICMS,XGBoost,1.0973620414733887,"77 322947.84000 78 346568.05000 79 311667.57000 80 386565.50000 81 307288.76000 82 310018.07000 83 321883.63000 84 301599.39000 85 293511.44000 86 284371.70000 87 345737.52000 88 283762.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do IPVA,MLP,1.4776129722595215,"77 20660.800000 78 38255.660000 79 55327.940000 80 25946.980000 81 13198.130000 82 9372.130000 83 10015.800000 84 2833.240000 85 927.730000 86 964.840000 87 121492.280000 88 121586.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do ITR,HWES,1.216996669769287,"62 53.220000 63 307.800000 64 136.650000 65 34.590000 66 32.000000 67 58.340000 68 325.800000 69 5508.320000 70 8203.210000 71 288.740000 72 60.950000 73 2552.707275 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,IPTU,XGBoost,1.1992590427398682,"71 122.940000 72 309.180000 73 193.190000 74 494.910000 75 3799.780000 76 34049.730000 77 21352.870000 78 470.080000 79 184.150000 80 423.630000 81 448.380000 82 4103.035156 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,ISS,XGBoost,1.1571550369262695,"97 28363.280000 98 40813.650000 99 37882.590000 100 50699.820000 101 67307.120000 102 46258.370000 103 36845.340000 104 44674.340000 105 43550.330000 106 31060.060000 107 45080.830000 108 53184.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,ITBI,Prophet,1.2021403312683105,"90 5914.00000 91 1760.00000 92 22489.40000 93 9501.07000 94 4000.00000 95 12000.00000 96 14115.70000 97 2000.00000 98 4300.00000 99 6199.99000 100 300.00000 101 1789.40918 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,IRRF,SARIMAX,1.6845245361328125,"87 70122.835984 88 74186.056830 89 73129.952399 90 77548.141419 91 91182.327396 92 87782.875613 93 88602.282122 94 90418.521763 95 89346.443304 96 91892.357277 97 89996.067064 98 88550.607373 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do FPM,HWES,1.1830132007598877,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.330 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1243682.875 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do ICMS,HWES,1.2370085716247559,"97 710313.96 98 753145.39 99 935651.27 100 1079768.80 101 852383.91 102 915156.93 103 974903.55 104 967103.64 105 1147732.55 106 868619.57 107 1328469.03 108 1328660.25 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do ITR,AR,1.597651720046997,"80 63.420000 81 25.140000 82 13.830000 83 12.800000 84 26.460000 85 85.160000 86 202.700000 87 2122.150000 88 4261.080000 89 347.090000 90 137.300000 91 137.238449 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Transferencias LC 61_1989,HWES,1.0607609748840332,"97 6015.58000 98 7575.55000 99 8962.31000 100 2825.88000 101 9374.63000 102 9669.65000 103 8066.38000 104 8586.87000 105 14235.40000 106 7597.19000 107 10010.22000 108 10086.65918 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,IPTU,AR,1.6915361881256104,"94 2.176476e+04 95 4.506901e+04 96 4.927664e+04 97 1.082597e+06 98 2.991625e+05 99 5.833697e+04 100 7.006967e+04 101 1.303126e+05 102 1.517572e+05 103 9.946740e+04 104 6.297064e+04 105 1.769193e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,ISS,SARIMAX,1.124709129333496,"91 221650.372085 92 215943.447910 93 211721.446468 94 205559.690621 95 223451.525812 96 206866.044625 97 192786.692324 98 229617.877038 99 248011.920961 100 209357.443640 101 262057.198440 102 246778.053021 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,ITBI,MLP,1.2257413864135742,"97 24771.600000 98 40288.910000 99 49340.550000 100 98742.880000 101 64253.350000 102 67604.000000 103 77573.630000 104 127018.710000 105 53261.680000 106 40099.280000 107 35217.570000 108 42759.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,IRRF,XGBoost,1.0559358596801758,"97 181163.30 98 165076.96 99 173000.39 100 178993.55 101 164906.47 102 174054.38 103 198302.40 104 161933.71 105 164581.64 106 167010.30 107 278452.59 108 175205.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do FPM,AR,1.1111247539520264,"97 2611794.19 98 1597754.32 99 1826731.80 100 2030705.68 101 1896663.88 102 2368264.75 103 1617937.63 104 1649323.50 105 1531829.91 106 1987494.86 107 3156281.28 108 2139768.75 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do ICMS,HWES,1.1476294994354248,"97 1151201.48 98 1220648.12 99 1516441.58 100 1741192.51 101 1381487.35 102 1483225.69 103 1580059.06 104 1567417.47 105 1935679.79 106 1407801.01 107 1914475.48 108 1893977.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do IPVA,SARIMAX,5.182667970657349,"91 92034.752863 92 71438.245059 93 65084.825346 94 61234.428396 95 739275.916380 96 616407.744264 97 254348.985745 98 300536.227054 99 438188.869651 100 393181.819790 101 199461.767419 102 154062.735225 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do ITR,MLP,1.8461122512817383,"94 1230.520000 95 1628.370000 96 19922.570000 97 10210.100000 98 12336.630000 99 5185.120000 100 4732.450000 101 122545.510000 102 906110.060000 103 95160.510000 104 77389.450000 105 77389.476562 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Transferencias LC 61_1989,HWES,0.9210538864135742,"85 9749.670000 86 12277.950000 87 14525.510000 88 13405.170000 89 15193.790000 90 15671.950000 91 13073.460000 92 13917.040000 93 23071.830000 94 12313.040000 95 16223.910000 96 14234.219727 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,IPTU,SARIMAX,1.7691636085510254,"91 18517.135469 92 15797.095790 93 9738.056713 94 9972.012187 95 11820.782601 96 11087.078493 97 11844.162083 98 10756.238169 99 8281.604584 100 53024.983520 101 47247.461188 102 43322.858284 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Itacurubi - RS,ISS,MLP,1.7690913677215576,"97 18991.280000 98 18284.330000 99 7249.140000 100 16268.140000 101 25937.680000 102 23713.290000 103 29107.230000 104 18683.860000 105 22443.890000 106 16100.470000 107 33598.690000 108 22461.488281 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,ITBI,XGBoost,1.0448803901672363,"97 7896.250000 98 167057.180000 99 4945.400000 100 23488.650000 101 15238.560000 102 5643.200000 103 11118.810000 104 4997.690000 105 23925.000000 106 7208.820000 107 8039.680000 108 27784.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,IRRF,XGBoost,2.489835262298584,"97 64405.030000 98 34069.360000 99 87420.110000 100 55159.170000 101 64302.170000 102 58856.000000 103 29668.510000 104 69017.800000 105 53368.140000 106 66196.490000 107 75651.200000 108 71821.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do FPM,HWES,2.1562368869781494,"97 2.225288e+06 98 9.586526e+05 99 1.096039e+06 100 1.218423e+06 101 1.137998e+06 102 1.428549e+06 103 9.631723e+05 104 9.895941e+05 105 9.190979e+05 106 1.192497e+06 107 1.565724e+06 108 6.559353e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do ICMS,HWES,1.5395357608795166,"97 550742.750 98 585674.210 99 728786.170 100 836092.640 101 662498.710 102 745256.880 103 792570.320 104 758052.540 105 900947.530 106 681101.340 107 902570.430 108 896504.125 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do IPVA,SARIMAX,1.5267817974090576,"91 12123.084423 92 9065.355042 93 9945.557981 94 7817.079854 95 30248.892972 96 38173.459455 97 20306.331590 98 37964.420190 99 57494.912025 100 36227.538216 101 26747.566237 102 15261.717982 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do ITR,MLP,0.8094198703765869,"36 25116.60000 37 585.98000 38 311.34000 39 90.48000 40 6813.87000 41 208.44000 42 3406.78000 43 9363.45000 44 361893.40000 45 51683.13000 46 61357.56000 47 61001.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,IPTU,HWES,1.9536795616149902,"96 8.054700e+04 97 5.143305e+04 98 1.310440e+05 99 4.428875e+05 100 2.406317e+06 101 4.823971e+05 102 2.706468e+05 103 2.747382e+05 104 2.695455e+05 105 2.500453e+05 106 1.153029e+05 107 1.054457e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,ISS,XGBoost,1.1033079624176025,"97 331899.7600 98 352234.9800 99 379868.2400 100 417353.7300 101 374589.8800 102 593797.7100 103 481313.9100 104 499192.6700 105 607480.8400 106 455702.1900 107 493519.9800 108 471853.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,IRRF,XGBoost,1.1341419219970703,"97 172708.420000 98 198400.610000 99 202164.380000 100 184704.010000 101 199277.730000 102 208756.420000 103 220863.760000 104 188570.630000 105 194963.070000 106 191792.540000 107 350914.120000 108 199286.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do FPM,HWES,1.7275028228759766,"97 2611794.19 98 1597754.32 99 1826731.80 100 2030705.68 101 1896663.88 102 2126500.43 103 1617937.63 104 1649323.50 105 1531829.91 106 1987494.86 107 3156281.28 108 2528917.25 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do ICMS,HWES,1.509913682937622,"97 978098.07 98 1036875.98 99 1287228.15 100 1477451.72 101 1173006.27 102 1259115.03 103 1341072.39 104 1330372.89 105 1640088.44 106 1199027.51 107 1624114.06 108 1307413.00 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do IPVA,SES,2.158781051635742,"96 296748.28 97 363821.29 98 653080.68 99 499196.94 100 161266.51 101 131816.49 102 70783.26 103 60934.74 104 37276.16 105 22118.39 106 1187914.64 107 1187914.50 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do ITR,HWES,1.8235642910003662,"92 159.780000 93 322.420000 94 899.520000 95 28.650000 96 330.790000 97 44.290000 98 985.840000 99 34567.650000 100 56450.700000 101 1006.000000 102 2147.250000 103 2879.716797 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Transferencias LC 61_1989,HWES,1.0903677940368652,"85 8251.870000 86 10391.730000 87 12294.030000 88 11345.810000 89 12859.660000 90 13264.340000 91 11065.060000 92 11779.040000 93 19527.430000 94 10421.450000 95 13731.500000 96 10975.928711 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,IPTU,SARIMAX,1.380793809890747,"81 162712.836344 82 129190.606315 83 125625.798211 84 110980.926145 85 690693.868574 86 522366.192766 87 275203.199840 88 230770.858638 89 215328.769774 90 232084.718762 91 208722.574709 92 158802.120583 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,ISS,XGBoost,1.317298412322998,"85 1143905.120 86 625458.380 87 703747.210 88 686690.700 89 681992.550 90 687647.140 91 745583.860 92 736305.930 93 658226.830 94 566937.690 95 603360.760 96 644966.625 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,ITBI,XGBoost,1.6208078861236572,"85 117615.560000 86 163631.140000 87 112656.550000 88 179709.520000 89 259799.150000 90 383213.050000 91 165183.940000 92 342444.120000 93 333548.900000 94 129518.200000 95 137715.130000 96 157914.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,IRRF,XGBoost,1.3701400756835938,"83 281483.2700 84 318448.4900 85 513063.4800 86 328634.1000 87 337146.7000 88 334797.3900 89 353870.3800 90 316762.5400 91 332972.3500 92 571095.5500 93 388052.3100 94 369073.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do FPM,HWES,2.5094165802001953,"83 3156511.87 84 2236856.05 85 2557424.53 86 2842987.92 87 2655329.41 88 3549264.33 89 2265112.70 90 2309052.89 91 2144561.87 92 2782492.78 93 4418793.79 94 2833332.50 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.3195571899414062,"79 2.563029e+06 80 2.202434e+06 81 3.226489e+06 82 2.282659e+06 83 2.372142e+06 84 2.741813e+06 85 2.367274e+06 86 2.682800e+06 87 2.523901e+06 88 3.039169e+06 89 2.679105e+06 90 2.725747e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do IPVA,XGBoost,1.468878984451294,"67 498119.81000 68 172668.24000 69 231271.29000 70 404547.33000 71 329433.72000 72 129391.67000 73 96023.57000 74 76716.66000 75 37408.24000 76 29028.18000 77 285143.87000 78 367562.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do ITR,SARIMAX,1.8673582077026367,"49 18641.513153 50 20461.149584 51 22960.445906 52 33632.331907 53 29153.148816 54 191623.378149 55 914946.831099 56 109504.239332 57 31108.237786 58 50956.085284 59 20964.485718 60 23699.309515 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Transferencias LC 61_1989,AR,1.0171167850494385,"83 13534.710000 84 17044.560000 85 20164.660000 86 18609.390000 87 21092.390000 88 21756.160000 89 18148.910000 90 19319.960000 91 72462.710000 92 17093.250000 93 22522.410000 94 24091.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,IPTU,AR,1.624880075454712,"80 21918.760000 81 27344.480000 82 62389.110000 83 13397.240000 84 20966.520000 85 11943.690000 86 28171.450000 87 12811.040000 88 8670.640000 89 7184.510000 90 4229.680000 91 4396.198242 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,ISS,MLP,1.5333051681518555,"85 16218.130000 86 19956.840000 87 20579.300000 88 11650.480000 89 24849.140000 90 16519.490000 91 15089.590000 92 19839.340000 93 17289.320000 94 17616.960000 95 30491.370000 96 19785.193359 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,IRRF,MLP,2.7462875843048096,"85 63561.980000 86 61834.780000 87 66096.630000 88 67738.470000 89 58362.950000 90 60553.900000 91 65628.280000 92 69788.270000 93 64224.410000 94 60448.700000 95 124107.510000 96 124107.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do FPM,XGBoost,1.6311075687408447,"85 1447261.91 86 877388.90 87 1040016.53 88 1156914.60 89 1082514.38 90 1456996.25 91 1058586.61 92 974942.91 93 927625.18 94 1165856.01 95 1811506.45 96 1147375.00 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do ICMS,SES,0.8922703266143799,"85 455895.2600 86 489239.1700 87 439971.2400 88 545702.2800 89 433789.8400 90 437642.6900 91 473301.8600 92 410631.1900 93 403549.4900 94 412229.5700 95 484284.9200 96 404352.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do IPVA,XGBoost,1.4345803260803223,"82 30235.7400 83 43606.2500 84 82466.1600 85 71622.3600 86 48841.0100 87 19030.1400 88 10643.7500 89 7902.0900 90 10391.9300 91 1109.8300 92 113058.3900 93 103672.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,IPTU,SES,1.7691357135772705,"81 681.360000 82 3056.260000 83 2609.710000 84 88267.720000 85 10980.580000 86 6299.220000 87 7506.120000 88 8716.610000 89 5436.260000 90 1610.130000 91 1691.800000 92 3864.884277 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,ISS,HWES,1.7120699882507324,"85 1590.830000 86 4972.100000 87 4810.750000 88 3219.200000 89 6799.620000 90 9623.890000 91 5680.240000 92 7116.410000 93 6801.990000 94 14408.910000 95 13324.750000 96 7084.438477 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,ITBI,XGBoost,2.7821271419525146,"85 800.000000 86 4740.770000 87 2892.550000 88 -1440.000000 89 9143.050000 90 2300.000000 91 8140.000000 92 7110.680000 93 6160.000000 94 11404.180000 95 5540.000000 96 6346.102539 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,IRRF,XGBoost,2.7992475032806396,"85 35108.380000 86 37834.890000 87 47187.230000 88 51203.320000 89 50369.450000 90 53490.700000 91 52618.430000 92 63274.220000 93 62844.010000 94 64931.440000 95 109153.200000 96 109153.195312 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do FPM,XGBoost,1.0722260475158691,"85 1447261.91 86 877388.90 87 1040016.53 88 1156914.60 89 1082514.38 90 1456996.25 91 1058586.61 92 879432.91 93 927625.18 94 1165856.01 95 1811506.45 96 1509244.50 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do ICMS,HWES,0.8690378665924072,"85 313107.67000 86 336008.19000 87 302171.09000 88 374786.88000 89 297925.70000 90 300571.83000 91 312075.88000 92 292409.68000 93 284568.18000 94 275706.89000 95 335202.93000 96 283548.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do ITR,AR,1.5492355823516846,"74 61.670000 75 2018.710000 76 7231.710000 77 36.120000 78 29.210000 79 31.570000 80 190.310000 81 2610.670000 82 9126.070000 83 27.880000 84 92.410000 85 57.712513 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,IPTU,HWES,1.706233024597168,"87 11799.040000 88 28334.290000 89 17727.920000 90 2298.900000 91 2095.250000 92 2502.100000 93 1222.500000 94 337.370000 95 1157.390000 96 2134.340000 97 630.660000 98 1973.526001 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,ISS,XGBoost,1.831810712814331,"93 30359.670000 94 40924.280000 95 34283.750000 96 38713.960000 97 41911.460000 98 52177.740000 99 39655.350000 100 41430.440000 101 36419.120000 102 37374.980000 103 49207.630000 104 49210.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,ITBI,SES,2.708125591278076,"91 6880.000000 92 18882.830000 93 1000.000000 94 11271.180000 95 14985.060000 96 26000.170000 97 55993.450000 98 3287.320000 99 8739.390000 100 20237.410000 101 4060.000000 102 10886.905273 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do FPM,Prophet,1.1955397129058838,"92 1567076.53 93 958652.59 94 1096039.07 95 1218423.40 96 1137998.32 97 1420958.73 98 970762.57 99 989594.09 100 919097.95 101 1192496.91 102 1893768.77 103 1846923.50 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do ICMS,XGBoost,1.32305908203125,"93 384665.7600 94 409063.6100 95 508966.0400 96 583968.1400 97 462721.6000 98 521717.6000 99 581832.0900 100 550907.0400 101 652882.6900 102 497812.9600 103 827945.1000 104 827915.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do IPVA,HWES,1.6683385372161865,"92 30597.970000 93 31142.730000 94 64636.480000 95 38559.920000 96 26436.400000 97 12010.700000 98 5843.200000 99 5682.450000 100 4500.820000 101 2019.910000 102 58355.480000 103 80911.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do ITR,AR,1.0339109897613525,"62 14.70000 63 94.49000 64 80.10000 65 81.84000 66 82.58000 67 83.47000 68 306.56000 69 1789.12000 70 2838.64000 71 115.67000 72 87.68000 73 78.76947 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Transferencias LC 61_1989,XGBoost,1.3135018348693848,"93 7269.830000 94 7099.690000 95 8212.220000 96 6519.050000 97 11305.790000 98 6627.380000 99 6296.080000 100 8863.370000 101 8690.780000 102 6326.430000 103 11621.470000 104 10708.488281 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,ISS,SARIMAX,1.4678871631622314,"91 43051.420231 92 45306.842008 93 45560.849726 94 47479.381988 95 51061.432398 96 46525.188523 97 46069.182927 98 45004.673761 99 45733.048812 100 47611.540187 101 46599.082181 102 51580.802695 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,ITBI,XGBoost,1.3818933963775635,"83 14374.260000 84 22504.420000 85 33667.120000 86 61563.670000 87 34519.360000 88 131804.130000 89 211885.650000 90 11068.210000 91 22470.400000 92 131005.230000 93 159610.710000 94 178969.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,IRRF,XGBoost,2.0405170917510986,"97 74793.960000 98 99571.760000 99 105874.370000 100 103432.940000 101 107318.540000 102 91850.840000 103 98669.630000 104 85592.430000 105 93188.870000 106 100913.360000 107 191287.040000 108 187921.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do FPM,HWES,1.1965956687927246,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 835525.920 103 970762.560 104 989594.090 105 919097.950 106 1775912.170 107 1893768.770 108 1743427.625 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do ICMS,HWES,1.0632092952728271,"97 903993.39 98 958527.15 99 1190802.15 100 1367290.25 101 1084827.87 102 1164719.02 103 1240758.49 104 1230831.55 105 1460717.72 106 1105490.99 107 1503362.59 108 1519744.50 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do IPVA,SARIMAX,2.649138927459717,"91 52875.647332 92 41059.465737 93 41802.641673 94 82153.104328 95 285287.660059 96 223225.300065 97 96765.435030 98 132465.062832 99 294863.251269 100 201834.561042 101 115538.354439 102 106241.832853 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do ITR,MLP,1.8920092582702637,"95 17582.890000 96 30321.300000 97 29059.010000 98 3513.240000 99 5411.220000 100 10893.640000 101 4048.810000 102 168735.990000 103 725237.160000 104 87202.290000 105 96812.660000 106 71969.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Transferencias LC 61_1989,HWES,1.1359503269195557,"97 7656.020000 98 9641.400000 99 11406.300000 100 10526.540000 101 11931.080000 102 12306.550000 103 10266.070000 104 10928.500000 105 18117.410000 106 9668.950000 107 12739.990000 108 13259.919922 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,IPTU,AR,1.6286461353302002,"85 32369.770000 86 16877.600000 87 12038.860000 88 47428.070000 89 18104.310000 90 14382.050000 91 5462.100000 92 9772.080000 93 6020.400000 94 4864.390000 95 10052.680000 96 65969.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,ITBI,XGBoost,1.3886282444000244,"85 1160.160000 86 25523.040000 87 5519.950000 88 24617.430000 89 32088.540000 90 66802.300000 91 22009.130000 92 23192.870000 93 10551.990000 94 11234.060000 95 48299.710000 96 38128.066406 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,IRRF,MLP,1.6056020259857178,"85 36092.100000 86 84717.230000 87 52141.080000 88 49342.060000 89 48543.700000 90 50387.760000 91 50455.180000 92 48571.910000 93 49658.600000 94 49590.380000 95 120602.760000 96 120500.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do FPM,MLP,1.0916047096252441,"85 1447261.91 86 877388.90 87 1040016.53 88 1156914.60 89 1082514.38 90 1456996.25 91 1058586.61 92 974942.91 93 927625.18 94 1165856.01 95 1811506.45 96 1810866.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do ICMS,SES,0.9737308025360107,"85 523919.3400 86 562238.4800 87 505619.3100 88 627126.4500 89 498515.5800 90 502943.2900 91 522192.8700 92 489285.6500 93 476164.5500 94 461337.1000 95 560891.0600 96 476797.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do IPVA,XGBoost,1.347259283065796,"85 39380.160000 86 48742.110000 87 71172.790000 88 47141.950000 89 21248.410000 90 12299.720000 91 13976.840000 92 7451.110000 93 3393.620000 94 3652.370000 95 127118.590000 96 127118.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do ITR,XGBoost,1.752256155014038,"84 1646.530000 85 456.080000 86 1976.450000 87 1681.420000 88 1588.570000 89 2920.370000 90 2453.570000 91 49611.200000 92 88673.500000 93 8182.670000 94 5352.070000 95 901.676086 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,IPTU,AR,3.5405449867248535,"84 888.07000 85 2449.02000 86 908.53000 87 197082.27000 88 11409.87000 89 86215.09000 90 435571.63000 91 20309.47000 92 18284.96000 93 20557.95000 94 17154.07000 95 18959.03125 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,ISS,XGBoost,1.0590620040893555,"97 153911.10 98 132669.35 99 181651.04 100 155561.36 101 179180.02 102 177791.72 103 182326.80 104 173318.87 105 172257.46 106 188112.26 107 182379.97 108 182382.50 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,ITBI,MLP,1.6436185836791992,"97 9217.460000 98 60522.400000 99 8477.510000 100 23155.170000 101 24631.920000 102 21869.210000 103 30334.490000 104 17192.880000 105 11977.910000 106 9289.140000 107 21446.770000 108 31489.349609 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,IRRF,XGBoost,2.047231674194336,"96 38548.490000 97 41939.080000 98 41632.700000 99 47914.730000 100 45070.400000 101 41646.210000 102 48343.900000 103 42137.070000 104 39932.720000 105 47035.070000 106 83830.680000 107 48346.460938 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do FPM,HWES,1.2987244129180908,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1428549.10 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1212627.50 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do ICMS,HWES,1.1537609100341797,"97 224780.2600 98 238340.2100 99 280398.9000 100 339980.2100 101 269745.2400 102 289610.3500 103 308517.7300 104 306049.3800 105 363211.1500 106 274883.1400 107 389512.0600 108 349388.6875 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do IPVA,XGBoost,1.4212617874145508,"97 31203.370000 98 47453.910000 99 88958.090000 100 78634.750000 101 19736.460000 102 17008.590000 103 17155.560000 104 5017.520000 105 15119.410000 106 6119.950000 107 190556.880000 108 173730.671875 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Transferencias LC 61_1989,HWES,1.1050422191619873,"97 1903.670000 98 2397.330000 99 2836.190000 100 2617.430000 101 2966.680000 102 3060.040000 103 2552.670000 104 2717.390000 105 4504.930000 106 2404.180000 107 3167.810000 108 2859.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,IPTU,HWES,1.6252834796905518,"85 3561.390000 86 5101.720000 87 2683.600000 88 2781.610000 89 21678.450000 90 58208.010000 91 207385.260000 92 58577.270000 93 17305.730000 94 15044.360000 95 9055.190000 96 9055.189453 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,ISS,XGBoost,1.2439086437225342,"89 8534.910000 90 9212.870000 91 19123.080000 92 19705.240000 93 16673.340000 94 13360.680000 95 13031.590000 96 15702.350000 97 15577.740000 98 11408.650000 99 18968.860000 100 19539.208984 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,ITBI,Prophet,1.4446687698364258,"87 10737.460000 88 18500.000000 89 10646.200000 90 212971.300000 91 32604.590000 92 74080.900000 93 51845.290000 94 7320.880000 95 24451.790000 96 19080.500000 97 8700.000000 98 8700.066406 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,IRRF,XGBoost,1.4926154613494873,"89 38976.410000 90 45867.510000 91 58893.560000 92 47312.620000 93 44872.210000 94 54916.920000 95 46553.150000 96 45201.750000 97 53712.670000 98 48735.710000 99 79060.460000 100 79060.460938 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do FPM,HWES,1.0406146049499512,"89 1567076.53 90 958652.59 91 1096039.07 92 1218423.40 93 1137998.32 94 1418941.18 95 970762.57 96 989594.09 97 919097.95 98 1192496.91 99 1893768.77 100 1375744.00 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do ICMS,HWES,1.1382594108581543,"89 295191.970 90 364929.470 91 424994.420 92 484600.090 93 385661.820 94 412804.050 95 458497.990 96 436235.890 97 517713.010 98 373068.470 99 532827.340 100 486012.625 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do ITR,MLP,1.7197725772857666,"67 303.060000 68 174.150000 69 28.180000 70 33.060000 71 52.300000 72 250.900000 73 358.050000 74 4810.980000 75 23853.500000 76 2243.620000 77 1173.710000 78 1624.157959 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Transferencias LC 61_1989,XGBoost,1.3308727741241455,"89 2296.190000 90 3834.390000 91 1096.770000 92 3730.840000 93 4228.640000 94 4361.720000 95 3252.070000 96 3873.310000 97 6421.200000 98 3426.890000 99 4515.330000 100 4120.887695 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,IPTU,Prophet,1.639491319656372,"97 2844.800000 98 5445.150000 99 3793.360000 100 3392.400000 101 5107.360000 102 39790.330000 103 300600.400000 104 138072.450000 105 32490.130000 106 25736.260000 107 22453.380000 108 19281.986328 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,ISS,SARIMAX,1.6299302577972412,"91 26296.468971 92 28006.985320 93 28554.930301 94 28265.783971 95 28654.742682 96 26302.963894 97 26447.681886 98 27792.617177 99 29602.897361 100 29771.588386 101 31332.397409 102 30460.943481 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Riozinho - RS,IRRF,HWES,1.3090672492980957,"97 54265.820000 98 59786.390000 99 61705.080000 100 49758.610000 101 1312.330000 102 99366.490000 103 53213.900000 104 52309.410000 105 52360.520000 106 43036.220000 107 90535.200000 108 61333.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do FPM,HWES,2.4908993244171143,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1138005.310 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1205408.125 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do ICMS,HWES,1.803513765335083,"97 270081.59000 98 265691.20000 99 357012.58000 100 409925.21000 101 322851.65000 102 365267.81000 103 385071.93000 104 385671.56000 105 456990.81000 106 348732.67000 107 578409.99000 108 523765.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do IPVA,XGBoost,1.4768695831298828,"96 32771.720000 97 61068.320000 98 75761.870000 99 56697.500000 100 22654.850000 101 21498.670000 102 14120.510000 103 7022.080000 104 7821.760000 105 5067.070000 106 129996.020000 107 129996.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do ITR,XGBoost,1.1791892051696777,"87 47.440000 88 256.130000 89 57.010000 90 47.340000 91 31.070000 92 15.250000 93 23.810000 94 65.990000 95 2360.820000 96 5843.320000 97 276.140000 98 284.506958 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Transferencias LC 61_1989,HWES,1.1167230606079102,"97 2295.320000 98 2890.540000 99 3419.680000 100 3155.930000 101 3577.010000 102 3574.040000 103 3077.830000 104 3195.780000 105 5431.720000 106 2898.820000 107 3819.530000 108 3431.671387 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,IPTU,SES,1.5231728553771973,"78 891.520000 79 1563.580000 80 25044.550000 81 65143.740000 82 5187.800000 83 2570.230000 84 939.150000 85 335.980000 86 472.110000 87 326.760000 88 714.200000 89 1245.311523 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,ISS,MLP,1.6994261741638184,"93 26789.340000 94 41236.260000 95 40043.450000 96 31160.910000 97 58072.680000 98 48324.920000 99 44268.870000 100 77716.620000 101 70088.820000 102 35547.920000 103 25980.380000 104 25980.386719 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,ITBI,HWES,1.8533594608306885,"86 3589.700000 87 8976.220000 88 45529.260000 89 8657.860000 90 12938.050000 91 5541.080000 92 4353.420000 93 6188.020000 94 12526.000000 95 99190.970000 96 16405.560000 97 16033.711914 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,IRRF,XGBoost,2.7842321395874023,"93 40262.480000 94 47395.950000 95 49478.610000 96 46625.140000 97 47178.430000 98 45078.060000 99 54601.960000 100 55439.040000 101 49874.190000 102 52542.670000 103 103147.810000 104 50374.488281 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do FPM,MLP,2.2810218334198,"93 1567076.53 94 958652.59 95 1096039.07 96 1218423.40 97 1137998.32 98 1420958.83 99 970762.57 100 989594.09 101 919097.95 102 1192496.91 103 1893768.85 104 1254092.50 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do ICMS,SES,1.0056488513946533,"93 300740.13000 94 318882.39000 95 396155.55000 96 426818.76000 97 360900.06000 98 387478.21000 99 412774.99000 100 409472.50000 101 485950.93000 102 367774.22000 103 487535.80000 104 428794.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do ITR,AR,2.2296090126037598,"73 4788.12000 74 21136.11000 75 37.27000 76 16.15000 77 35.77000 78 16.57000 79 281.98000 80 6959.82000 81 19642.57000 82 12.50000 83 72.59000 84 3352.95166 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Transferencias LC 61_1989,SARIMAX,1.5064868927001953,"37 2409.249649 38 2724.843737 39 2668.315034 40 2505.265790 41 2689.461388 42 2179.145695 43 2304.732912 44 3123.922054 45 3150.106807 46 3027.953660 47 3290.816903 48 2491.999223 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,IPTU,SES,1.5622608661651611,"88 5400.830000 89 112858.550000 90 94408.650000 91 19700.300000 92 20470.920000 93 12604.490000 94 35206.720000 95 13093.900000 96 12097.760000 97 8680.150000 98 23017.220000 99 16659.435547 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,ISS,XGBoost,2.0348856449127197,"89 44967.36000 90 161695.38000 91 251673.53000 92 171609.02000 93 23136.28000 94 244582.17000 95 174823.77000 96 200959.75000 97 284651.47000 98 182766.84000 99 207690.96000 100 205813.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,ITBI,AR,3.4342281818389893,"89 1.946000e+04 90 1.988048e+05 91 1.815100e+04 92 1.526000e+04 93 1.488220e+04 94 2.594017e+04 95 4.031256e+04 96 1.420000e+04 97 1.443466e+06 98 4.100000e+03 99 2.940669e+04 100 4.550543e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,IRRF,SES,1.8152825832366943,"85 34009.890000 86 65637.190000 87 104040.850000 88 3935.800000 89 1929.640000 90 1831.720000 91 2891.260000 92 4305.720000 93 5494.820000 94 8301.600000 95 9719.670000 96 9065.207031 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do FPM,MLP,1.02579665184021,"89 1567076.53 90 958652.59 91 1096039.07 92 1218423.40 93 1137998.32 94 1418941.18 95 970762.57 96 989594.09 97 919097.95 98 1192496.91 99 1893768.77 100 1255848.75 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do ICMS,MLP,1.016740083694458,"89 488720.160 90 518202.400 91 647673.400 92 735294.580 93 586480.710 94 629674.580 95 670783.320 96 665416.580 97 789698.470 98 597823.720 99 812584.100 100 667216.125 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do IPVA,SARIMAX,1.1296303272247314,"85 20671.923428 86 11841.889320 87 194040.683417 88 157663.871053 89 67844.589677 90 71068.071692 91 99654.211157 92 101322.910260 93 70165.941270 94 40782.793326 95 32112.792072 96 28397.089428 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do ITR,XGBoost,2.112356662750244,"83 65892.560000 84 33954.010000 85 1292.370000 86 1231.280000 87 12.620000 88 813.800000 89 3097.870000 90 116992.420000 91 963243.910000 92 137138.370000 93 94520.070000 94 94557.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,IPTU,AR,2.8768906593322754,"92 2480.340000 93 1570.600000 94 86377.160000 95 95388.740000 96 13444.260000 97 7623.640000 98 6684.290000 99 6326.750000 100 6266.570000 101 4131.960000 102 2998.240000 103 -191.327759 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,ISS,MLP,1.6281778812408447,"97 37732.620000 98 74591.250000 99 47599.710000 100 62411.490000 101 65174.300000 102 64318.160000 103 55805.100000 104 70851.280000 105 63097.940000 106 72090.990000 107 78262.010000 108 63407.410156 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,ITBI,XGBoost,1.1415963172912598,"87 569723.550000 88 32776.550000 89 4500.000000 90 121555.480000 91 51000.000000 92 27545.200000 93 240498.550000 94 90893.380000 95 160775.440000 96 34842.760000 97 142868.410000 98 148400.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,IRRF,XGBoost,1.074211597442627,"97 62101.850000 98 81891.540000 99 82772.670000 100 70265.680000 101 69826.750000 102 67968.150000 103 69319.650000 104 76648.930000 105 67883.060000 106 68557.390000 107 132646.610000 108 132646.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do FPM,HWES,1.1712651252746582,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1259565.375 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do ICMS,HWES,1.0226061344146729,"97 741680.03 98 786422.13 99 946729.89 100 1052612.98 101 890045.40 102 955591.94 103 1017978.41 104 1009833.87 105 1198443.64 106 906998.38 107 1226212.44 108 1226997.25 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do IPVA,SARIMAX,1.8240203857421875,"91 31372.764672 92 25335.219646 93 23803.028340 94 23991.925770 95 181408.949569 96 166295.684003 97 76208.077049 98 92986.978384 99 193689.123111 100 88120.999091 101 59511.928623 102 48241.141694 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do ITR,AR,1.836930513381958,"57 7.548260e+03 58 4.172140e+03 59 4.614370e+03 60 4.257300e+03 61 7.134009e+04 62 8.272915e+04 63 1.238478e+04 64 1.281761e+05 65 1.466185e+06 66 1.505734e+05 67 1.812409e+05 68 1.799910e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Transferencias LC 61_1989,HWES,1.3445765972137451,"97 6281.370000 98 7910.270000 99 9358.290000 100 8636.500000 101 9788.840000 102 10096.900000 103 8422.780000 104 8966.270000 105 14864.390000 106 7932.860000 107 10452.500000 108 11172.256836 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,IPTU,Prophet,2.009477376937866,"88 2808.190000 89 9540.050000 90 8157.970000 91 6354.950000 92 171217.690000 93 262157.220000 94 28509.100000 95 31898.770000 96 24214.380000 97 24323.450000 98 25951.870000 99 9067.902344 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,ISS,XGBoost,2.4069173336029053,"97 25646.680000 98 21055.710000 99 27924.060000 100 33775.760000 101 27205.820000 102 30685.520000 103 24689.170000 104 29193.920000 105 41818.710000 106 34068.380000 107 28422.550000 108 28584.847656 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,ITBI,Prophet,1.0910232067108154,"96 4768.240000 97 5081.880000 98 2343.900000 99 9423.740000 100 222493.610000 101 32826.770000 102 30225.500000 103 107422.420000 104 7546.460000 105 101485.180000 106 21683.760000 107 44303.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,IRRF,XGBoost,0.9067039489746094,"85 84415.14000 86 96460.45000 87 105662.18000 88 90795.05000 89 87853.42000 90 85711.12000 91 87985.93000 92 81938.11000 93 85806.62000 94 86892.68000 95 178560.59000 96 178561.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do FPM,HWES,1.1004374027252197,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1419061.270 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1295353.375 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do ICMS,SES,0.9403753280639648,"97 794779.32 98 842724.66 99 1046937.85 100 1202103.91 101 953766.65 102 1024005.90 103 1090858.81 104 1082131.17 105 1284244.14 106 971933.38 107 1321736.95 108 1321656.50 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do IPVA,SARIMAX,2.141296148300171,"91 43933.971785 92 37394.820566 93 31439.088486 94 24788.406541 95 271517.321334 96 247164.022088 97 79355.088187 98 98483.735585 99 257098.622344 100 183055.250658 101 97658.199501 102 72152.071006 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do ITR,Prophet,1.9676158428192139,"87 11645.350000 88 135.160000 89 57.540000 90 1527.570000 91 4060.650000 92 26832.770000 93 198.200000 94 78911.140000 95 832223.340000 96 48080.020000 97 52234.570000 98 50994.011719 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,IPTU,SARIMAX,1.9371404647827148,"67 14331.715494 68 15747.260502 69 16368.462254 70 16306.906243 71 15758.836823 72 11268.635277 73 15673.278646 74 15725.008232 75 28272.521387 76 30923.626097 77 58804.002154 78 34334.353668 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Caraá - RS,ISS,MLP,1.4951226711273193,"73 25443.680000 74 21075.030000 75 19440.200000 76 25127.210000 77 26106.020000 78 29448.460000 79 25915.710000 80 26974.330000 81 56938.710000 82 27010.110000 83 66006.400000 84 65107.972656 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,ITBI,XGBoost,1.8779382705688477,"72 8249.220000 73 26092.430000 74 10560.000000 75 4763.850000 76 11197.310000 77 9522.190000 78 15263.600000 79 10010.390000 80 22188.160000 81 12365.520000 82 15702.670000 83 14242.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,IRRF,HWES,0.9428062438964844,"73 114231.430000 74 111277.330000 75 113808.990000 76 110412.510000 77 108924.060000 78 113359.410000 79 123866.020000 80 128791.510000 81 140657.710000 82 135922.850000 83 248819.560000 84 247420.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do FPM,AR,1.0928456783294678,"73 1567076.53 74 958652.60 75 1096039.07 76 1218423.40 77 1137998.35 78 1418941.18 79 970762.57 80 989594.09 81 919097.95 82 1192496.91 83 1893768.77 84 1235851.50 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do ICMS,MLP,1.1235496997833252,"73 380752.660 74 470703.400 75 544378.260 76 625060.230 77 495931.840 78 533414.610 79 567215.910 80 562677.780 81 667770.850 82 505378.050 83 687266.050 84 670677.375 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do IPVA,SARIMAX,1.457057237625122,"71 154994.994767 72 115273.390518 73 82776.553829 74 85548.656902 75 165013.706749 76 85580.879028 77 36661.882094 78 29569.414801 79 23947.511094 80 17226.739698 81 12270.673580 82 17324.047882 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do ITR,HWES,1.4453990459442139,"70 277.210000 71 387.740000 72 223.300000 73 85.810000 74 390.340000 75 48.930000 76 81.170000 77 2107.920000 78 6268.960000 79 590.560000 80 318.920000 81 306.781616 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Transferencias LC 61_1989,HWES,1.3429286479949951,"61 3499.970000 62 4407.570000 63 5214.420000 64 4812.230000 65 5454.320000 66 5625.970000 67 4693.160000 68 4995.980000 69 8282.400000 70 4420.170000 71 5824.120000 72 5399.380371 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,IPTU,HWES,2.478353261947632,"84 134021.580000 85 599727.820000 86 95212.930000 87 110379.460000 88 99739.970000 89 91671.900000 90 61251.940000 91 62178.040000 92 72221.350000 93 70665.700000 94 66874.180000 95 63518.457031 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,ISS,XGBoost,1.3204658031463623,"85 115825.42 86 126412.32 87 172036.82 88 156809.38 89 149479.44 90 178432.90 91 224667.43 92 193055.27 93 193438.12 94 131832.52 95 184890.11 96 180930.00 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,IRRF,XGBoost,1.1119599342346191,"85 78319.47000 86 89509.21000 87 84542.41000 88 87610.38000 89 85703.51000 90 81758.44000 91 90518.42000 92 88925.17000 93 105423.24000 94 90466.37000 95 153119.15000 96 96362.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do FPM,AR,1.093066692352295,"97 2089435.370 98 1278203.480 99 1461385.450 100 1624564.560 101 1051156.850 102 2360657.960 103 1294478.260 104 1319458.810 105 1225463.910 106 1548902.940 107 2525025.040 108 1607373.625 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do ICMS,HWES,1.0730862617492676,"97 402408.4900 98 426683.9200 99 530080.0700 100 601687.2200 101 482906.1300 102 541941.7800 103 555672.0200 104 572222.2600 105 668008.0100 106 517360.9600 107 763036.0800 108 747131.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do IPVA,AR,1.6564552783966064,"97 85683.51 98 167289.12 99 197789.14 100 157280.68 101 64954.62 102 48721.06 103 22163.82 104 14783.43 105 14088.38 106 9182.84 107 210245.75 108 209934.25 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do ITR,AR,3.7000772953033447,"86 110.420000 87 178.370000 88 370.380000 89 6.930000 90 186.710000 91 18.670000 92 590.100000 93 8042.180000 94 29648.390000 95 1124.100000 96 152.950000 97 154.263779 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Transferencias LC 61_1989,HWES,1.9528264999389648,"97 3408.0100 98 4291.7900 99 5077.4600 100 4685.8400 101 5311.0400 102 5478.1700 103 4569.8700 104 4864.7600 105 8064.8400 106 4304.0700 107 5671.1300 108 5522.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,ISS,SES,1.0283398628234863,"97 70336.190000 98 57956.160000 99 48980.710000 100 66487.590000 101 55533.770000 102 69032.840000 103 66312.810000 104 62141.980000 105 65048.700000 106 62078.460000 107 68672.770000 108 62997.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,ITBI,HWES,1.179656982421875,"95 9800.000000 96 17848.020000 97 10920.000000 98 2560.000000 99 5363.320000 100 14536.660000 101 21739.480000 102 6880.000000 103 5259.000000 104 1600.020000 105 4924.400000 106 8236.711914 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,IRRF,AR,1.9848222732543945,"96 90480.920000 97 74185.210000 98 72776.100000 99 90323.810000 100 70420.800000 101 58932.250000 102 68425.270000 103 64903.740000 104 78764.660000 105 70283.690000 106 115236.840000 107 19315.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do FPM,HWES,1.0932774543762207,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1418941.18 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1243665.75 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do ICMS,HWES,1.2053275108337402,"97 679687.780 98 720690.210 99 895331.390 100 1028027.950 101 815652.260 102 875720.200 103 932892.190 104 925428.390 105 901736.340 106 1027725.470 107 1130336.990 108 1070244.375 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do IPVA,SARIMAX,2.630779981613159,"91 13292.137043 92 12646.059486 93 9888.182683 94 12565.284478 95 177138.404182 96 197597.752716 97 38202.339520 98 48847.818113 99 99902.951483 100 51611.491052 101 27081.890700 102 19163.298139 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do ITR,AR,2.1694023609161377,"61 26.990000 62 40.360000 63 26.750000 64 39.170000 65 9.960000 66 39.530000 67 15.000000 68 703.370000 69 1543.540000 70 175.850000 71 123.570000 72 53.096375 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Transferencias LC 61_1989,HWES,1.2897610664367676,"97 5756.360000 98 7249.090000 99 8576.090000 100 7914.630000 101 8970.640000 102 9252.970000 103 7718.770000 104 8216.850000 105 11862.770000 106 9029.030000 107 9578.830000 108 9066.162109 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,ITBI,XGBoost,0.9127676486968994,"49 4044.070000 50 8221.680000 51 3713.450000 52 42874.400000 53 5570.410000 54 7477.050000 55 47286.770000 56 117080.000000 57 9850.130000 58 2831.440000 59 6100.000000 60 6333.140137 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do ITR,HWES,1.4400379657745361,"49 222.030000 50 79.880000 51 54.630000 52 949.060000 53 996.360000 54 0.000000 55 114.120000 56 2477.030000 57 9418.960000 58 1958.030000 59 1125.440000 60 881.996643 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,IPTU,XGBoost,2.0093789100646973,"90 1.311920e+06 91 1.081345e+05 92 1.635804e+06 93 4.502019e+05 94 1.103990e+05 95 8.512147e+04 96 7.826016e+04 97 4.368753e+04 98 5.163709e+04 99 7.225005e+04 100 6.868960e+04 101 6.738472e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,ISS,MLP,1.863109827041626,"97 156312.770000 98 79022.760000 99 113400.890000 100 123142.350000 101 97555.190000 102 107597.010000 103 100503.120000 104 135194.320000 105 98516.440000 106 85974.600000 107 128328.200000 108 134187.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,ITBI,XGBoost,2.951911449432373,"91 33128.140000 92 19800.000000 93 19061.750000 94 12743.100000 95 19626.820000 96 36810.000000 97 20850.000000 98 287121.600000 99 76300.000000 100 294990.840000 101 35809.640000 102 35629.886719 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,IRRF,XGBoost,1.7656216621398926,"97 170850.16000 98 217502.78000 99 206719.13000 100 140515.41000 101 230160.25000 102 158324.58000 103 162338.19000 104 155902.79000 105 165202.74000 106 193329.18000 107 254357.68000 108 254357.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do FPM,AR,1.2000677585601807,"97 2089435.350 98 1278203.460 99 1461385.450 100 1624564.530 101 1517331.100 102 1904732.140 103 1294350.110 104 1319458.790 105 1225463.930 106 1589995.880 107 2525025.030 108 1700568.625 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do ICMS,XGBoost,1.1723127365112305,"97 1062907.40 98 1127027.66 99 1400134.57 100 1607647.71 101 1275530.96 102 1369466.25 103 1458872.78 104 1447200.77 105 1250168.19 106 1299826.44 107 1767640.35 108 1560108.25 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do IPVA,AR,1.3809986114501953,"97 113878.680000 98 153563.180000 99 354140.510000 100 271264.790000 101 109269.420000 102 90457.610000 103 35098.910000 104 49354.360000 105 494188.200000 106 31000.980000 107 231323.580000 108 231323.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do ITR,XGBoost,1.401493787765503,"70 40974.860000 71 5851.150000 72 35.040000 73 311.620000 74 11.870000 75 130.160000 76 3142.470000 77 30292.500000 78 310609.520000 79 38680.230000 80 19155.680000 81 12578.136719 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,IPTU,MLP,1.8042912483215332,"97 43717320.64 98 9092844.05 99 6890818.06 100 4035677.88 101 7435052.38 102 2908328.32 103 6951807.23 104 2608476.51 105 6493545.80 106 3349986.86 107 6690299.47 108 7588439.50 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,ISS,SARIMAX,1.2030508518218994,"91 1.242483e+06 92 1.283560e+06 93 1.309915e+06 94 1.536226e+06 95 1.402810e+06 96 1.485855e+06 97 1.573289e+06 98 1.537241e+06 99 1.465008e+06 100 1.390804e+06 101 1.378955e+06 102 1.457516e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,ITBI,MLP,2.3332126140594482,"97 2745707.91 98 2842799.83 99 2538398.57 100 2877665.63 101 2272305.44 102 2200210.30 103 2483175.53 104 2647890.28 105 2893723.83 106 2576753.17 107 2722573.14 108 2058257.25 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,IRRF,MLP,2.224292516708374,"97 1434503.43 98 1517362.15 99 1439718.50 100 1418379.47 101 1385106.81 102 1341722.31 103 1460317.32 104 1518918.01 105 1438502.82 106 1426454.60 107 2692491.75 108 2692491.50 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do FPM,AR,1.3901503086090088,"97 5745947.23 98 3515059.51 99 4018809.98 100 4467552.48 101 4172660.52 102 5771658.82 103 3883050.33 104 2299254.90 105 5335513.24 106 4769987.63 107 7575075.09 108 5543627.00 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do ICMS,HWES,1.2073264122009277,"97 1163828.87 98 1234037.27 99 1533075.28 100 1760291.46 101 1396640.75 102 1568414.32 103 1667498.96 104 1656027.61 105 1883389.50 106 1497401.20 107 2544589.16 108 2371011.75 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do IPVA,SARIMAX,1.8892278671264648,"91 5.471660e+05 92 4.508902e+05 93 3.975580e+05 94 3.697869e+05 95 1.591740e+06 96 1.966788e+06 97 1.097134e+06 98 1.229116e+06 99 2.186840e+06 100 1.829642e+06 101 1.042589e+06 102 8.163907e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do ITR,MLP,1.7619783878326416,"88 34.800000 89 0.320000 90 0.320000 91 0.310000 92 4546.640000 93 0.300000 94 130.140000 95 613.670000 96 35203.970000 97 664.230000 98 46.460000 99 -256.061523 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Transferencias LC 61_1989,HWES,1.6709983348846436,"79 9856.610000 80 12412.640000 81 14684.840000 82 13552.220000 83 15360.450000 84 15843.850000 85 13216.860000 86 14069.690000 87 23324.910000 88 12448.090000 89 16401.850000 90 17130.226562 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,IPTU,HWES,2.26994252204895,"82 6352.380000 83 13244.360000 84 73982.840000 85 81314.990000 86 14512.980000 87 6242.040000 88 6252.580000 89 5171.200000 90 2532.410000 91 3640.900000 92 3336.660000 93 2202.498047 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,ISS,XGBoost,1.465852975845337,"85 30665.430000 86 45718.690000 87 26803.360000 88 72987.490000 89 30662.710000 90 44055.370000 91 32994.380000 92 36673.340000 93 37216.920000 94 33233.680000 95 48559.870000 96 43539.925781 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,ITBI,XGBoost,2.701822280883789,"85 30998.550000 86 29463.850000 87 14778.520000 88 17611.190000 89 36587.330000 90 39335.740000 91 36903.510000 92 17274.000000 93 60309.700000 94 11693.300000 95 32410.000000 96 19559.697266 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,IRRF,MLP,1.5365371704101562,"85 46269.610000 86 45457.380000 87 44280.190000 88 45592.330000 89 45474.110000 90 60729.610000 91 62648.460000 92 54921.760000 93 65151.980000 94 60911.390000 95 138690.250000 96 138626.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do FPM,XGBoost,1.1308257579803467,"85 1447261.950 86 877388.940 87 1040016.550 88 1156914.630 89 1082514.390 90 1456996.260 91 1058586.640 92 974942.930 93 927625.180 94 1165856.040 95 1811506.470 96 1356828.375 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do ICMS,XGBoost,1.0909688472747803,"85 722309.920 86 775139.270 87 697080.290 88 864598.110 89 687286.610 90 693390.940 91 719929.670 92 674561.640 93 656472.030 94 636029.890 95 760909.620 96 620887.125 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do IPVA,XGBoost,0.9980268478393555,"85 37932.980000 86 67270.310000 87 125055.770000 88 100549.470000 89 46610.510000 90 24429.420000 91 19193.310000 92 8737.720000 93 8325.050000 94 2295.700000 95 188187.820000 96 188187.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do ITR,AR,2.0725789070129395,"81 153.130000 82 3049.100000 83 2419.170000 84 136.260000 85 3609.850000 86 374.650000 87 1884.530000 88 57777.250000 89 214987.270000 90 14511.180000 91 8111.240000 92 6873.162598 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Transferencias LC 61_1989,AR,1.2100529670715332,"85 7938.850000 86 8604.190000 87 7823.190000 88 5991.640000 89 3747.010000 90 6758.670000 91 4396.950000 92 7126.900000 93 7646.010000 94 5317.410000 95 10261.850000 96 10257.329102 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,ISS,MLP,1.183924674987793,"85 4013863.86 86 4586716.70 87 4975113.99 88 5279230.42 89 8038705.59 90 9378655.63 91 7706750.24 92 7593019.73 93 6088266.91 94 5905048.24 95 6761116.78 96 6761116.50 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,ITBI,XGBoost,1.1705381870269775,"85 245494.320000 86 60891.400000 87 71900.730000 88 171626.890000 89 73837.270000 90 229030.200000 91 131249.050000 92 70081.910000 93 88676.480000 94 93822.040000 95 53289.980000 96 48159.144531 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,IRRF,Prophet,1.0541672706604004,"85 1175106.370 86 1142963.380 87 1101740.200 88 21110.690 89 2788418.350 90 1181344.370 91 1253439.300 92 1236069.180 93 1198287.390 94 1208766.190 95 2989367.740 96 1500326.625 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do FPM,XGBoost,1.2481355667114258,"85 3376944.45 86 2047240.75 87 2426705.21 88 2699467.39 89 2525866.89 90 3399657.91 91 2470035.42 92 2274866.77 93 2164458.78 94 2720330.70 95 4226848.40 96 3019885.25 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do ICMS,AR,1.1057803630828857,"85 12182071.24 86 13073060.76 87 11756562.42 88 14581823.18 89 11591387.66 90 11694340.10 91 12141927.55 92 11376775.57 93 11071686.28 94 10726921.15 95 13041730.98 96 11385559.00 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do IPVA,XGBoost,1.953542709350586,"85 361409.38 86 439544.47 87 890956.79 88 601378.72 89 274925.65 90 164072.36 91 117730.12 92 76299.10 93 50661.54 94 31309.35 95 837438.50 96 787519.25 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do ITR,HWES,3.711034059524536,"85 97970.860000 86 1236.880000 87 576.100000 88 740.910000 89 716.150000 90 741.140000 91 2194.760000 92 14156.430000 93 119451.740000 94 6788.650000 95 4312.270000 96 4890.224121 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Transferencias LC 61_1989,SARIMAX,1.6176056861877441,"81 202779.148664 82 158682.733280 83 211428.212372 84 130364.800993 85 96924.181039 86 84423.007007 87 106788.061990 88 86533.567096 89 91583.981940 90 102672.148129 91 95681.555061 92 135832.687491 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,IPTU,SARIMAX,1.1141068935394287,"80 41826.100862 81 35437.102804 82 42065.216255 83 26589.216440 84 139239.610497 85 310472.203773 86 88646.792189 87 77854.624822 88 73854.384629 89 81959.543030 90 82749.847923 91 75358.844792 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,ISS,XGBoost,1.130521297454834,"85 69780.570000 86 60444.160000 87 91945.950000 88 49849.030000 89 116820.940000 90 92372.210000 91 158030.690000 92 56787.340000 93 76648.100000 94 84778.620000 95 98185.120000 96 98185.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,ITBI,Prophet,1.8988935947418213,"85 2.667882e+04 86 1.303745e+04 87 2.259796e+04 88 3.358146e+04 89 3.308020e+04 90 3.373416e+04 91 6.251636e+04 92 1.447061e+06 93 2.017404e+04 94 1.368111e+05 95 1.890622e+04 96 2.530719e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,IRRF,SARIMAX,1.2445755004882812,"81 84681.227348 82 83903.892061 83 120844.126425 84 81422.235630 85 84770.376601 86 89851.901871 87 96123.989539 88 96930.663894 89 93847.247662 90 93087.322185 91 96547.534774 92 100203.576441 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do FPM,AR,1.2532145977020264,"85 1567076.530 86 958652.590 87 1096039.070 88 1218423.400 89 1137998.320 90 1420958.830 91 970762.570 92 989594.090 93 919097.950 94 1192496.910 95 1893768.770 96 1244327.625 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do ICMS,MLP,1.1870369911193848,"85 891230.930 86 947758.230 87 1179346.940 88 1352993.960 89 1072078.270 90 1207878.000 91 1284474.610 92 1275474.750 93 1511609.350 94 1152425.870 95 1210439.900 96 1214161.625 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do IPVA,XGBoost,1.1652133464813232,"85 91099.23000 86 113091.21000 87 227048.52000 88 160564.67000 89 82393.84000 90 65701.61000 91 43486.61000 92 18740.37000 93 8341.62000 94 7587.09000 95 158969.01000 96 158969.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do ITR,XGBoost,3.541116952896118,"49 4418.53000 50 49023.83000 51 32055.41000 52 2430.46000 53 21925.13000 54 32529.30000 55 4885.27000 56 67157.97000 57 828800.80000 58 246088.71000 59 184228.53000 60 184228.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Transferencias LC 61_1989,AR,1.9195129871368408,"85 7630.360000 86 9609.090000 87 11368.090000 88 10491.280000 89 11891.100000 90 12265.310000 91 10231.690000 92 10891.890000 93 18056.700000 94 9636.550000 95 12697.300000 96 12679.037109 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,IPTU,AR,1.888221263885498,"88 68628.010000 89 333776.440000 90 57379.910000 91 19397.070000 92 28590.600000 93 19418.560000 94 21541.240000 95 19933.230000 96 12454.330000 97 11437.610000 98 11663.930000 99 26112.519531 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,ISS,MLP,1.2726082801818848,"93 26622.510000 94 30553.590000 95 37541.370000 96 63748.910000 97 31664.720000 98 41764.950000 99 52109.070000 100 37424.920000 101 35154.220000 102 28816.990000 103 22575.590000 104 31896.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,ITBI,SARIMAX,2.5218493938446045,"88 34449.088087 89 34175.874857 90 33673.871528 91 33746.075114 92 32916.096016 93 32739.887845 94 32938.316073 95 32572.009551 96 40036.979324 97 40199.568193 98 39185.921550 99 38401.967083 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,IRRF,Prophet,1.1894302368164062,"87 49205.430000 88 122435.330000 89 37356.120000 90 99175.570000 91 59689.170000 92 57845.020000 93 47880.400000 94 5319.630000 95 89152.250000 96 65109.130000 97 148343.650000 98 148343.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do FPM,HWES,1.314340591430664,"93 2089435.350 94 1278203.460 95 1461385.450 96 1624564.530 97 1517331.100 98 1958361.130 99 1294350.110 100 1397767.220 101 1225463.930 102 1589995.880 103 2525025.030 104 1421036.125 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do ICMS,MLP,1.2567448616027832,"93 661259.1900 94 735542.9700 95 715202.1500 96 826001.6000 97 651553.4400 98 731962.9600 99 745206.2000 100 772845.8100 101 915752.7700 102 698855.1900 103 879917.3700 104 795807.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do ITR,XGBoost,2.461357355117798,"92 1032.050000 93 765.460000 94 1017.330000 95 564.950000 96 2291.200000 97 642.570000 98 1702.500000 99 32961.810000 100 85649.990000 101 4143.350000 102 9286.450000 103 9246.383789 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Transferencias LC 61_1989,XGBoost,1.2836554050445557,"93 4598.230000 94 5790.650000 95 6850.680000 96 6322.290000 97 7165.870000 98 7391.390000 99 6165.850000 100 6563.690000 101 10881.390000 102 5807.210000 103 7651.680000 104 7331.465332 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,IPTU,HWES,1.7966911792755127,"73 2513096.31 74 11614196.55 75 1803539.90 76 1941507.10 77 1781236.93 78 1830902.44 79 2082374.23 80 1605533.30 81 754274.75 82 688966.24 83 934135.55 84 1492844.75 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,ISS,XGBoost,1.2737455368041992,"73 2606603.04 74 2316508.25 75 2326164.12 76 2541564.16 77 2467169.96 78 2803907.29 79 2644069.28 80 2705024.15 81 2638105.48 82 2444437.81 83 2832474.34 84 2832474.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,ITBI,MLP,1.4461619853973389,"73 533437.9800 74 816777.3200 75 721996.3100 76 698790.5700 77 569333.7800 78 510241.5000 79 628638.1000 80 558563.8600 81 550159.5600 82 702155.2400 83 770165.8100 84 713202.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,IRRF,HWES,1.178102731704712,"73 1249592.32 74 1392108.34 75 1443847.46 76 1349992.14 77 1323143.79 78 1372609.40 79 1296468.52 80 1294463.74 81 1366626.62 82 1356145.85 83 2974241.65 84 2972799.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do FPM,AR,2.6740429401397705,"73 6790664.91 74 4154161.24 75 4749502.69 76 5279834.73 77 4931326.06 78 6190379.43 79 4206637.85 80 4288241.08 81 3982757.75 82 5167486.60 83 8206331.34 84 5276084.50 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do ICMS,SES,1.9090933799743652,"73 4256871.88 74 4513669.21 75 5607443.76 76 6438519.81 77 5108414.80 78 5484619.21 79 5842686.32 80 5795940.67 81 5647557.68 82 6436625.19 83 7079279.39 84 7181647.00 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do IPVA,SARIMAX,1.8203957080841064,"71 4.491356e+06 72 3.586648e+06 73 1.397746e+06 74 1.376649e+06 75 2.495617e+06 76 2.001910e+06 77 9.142167e+05 78 7.706997e+05 79 5.694265e+05 80 3.268736e+05 81 3.675679e+05 82 2.676574e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do ITR,XGBoost,1.6505262851715088,"73 1272.410000 74 2018.420000 75 176.430000 76 676.240000 77 11543.940000 78 2072.090000 79 3950.170000 80 105344.010000 81 176437.700000 82 6660.110000 83 5828.070000 84 2906.202393 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Transferencias LC 61_1989,HWES,0.9633874893188477,"61 36051.960000 62 45401.040000 63 53711.970000 64 49569.230000 65 56183.110000 66 57951.180000 67 48342.650000 68 51461.980000 69 74296.380000 70 56548.650000 71 59992.210000 72 58025.496094 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,IPTU,XGBoost,1.1532573699951172,"93 47543.670000 94 68163.590000 95 123323.300000 96 906374.720000 97 251765.670000 98 207201.760000 99 221523.560000 100 161967.710000 101 59953.340000 102 136248.110000 103 90480.020000 104 88295.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,ISS,MLP,1.4321928024291992,"93 277248.600 94 406918.890 95 474115.810 96 499343.250 97 491830.290 98 407493.590 99 443664.360 100 648175.540 101 372171.030 102 378560.330 103 437751.490 104 417688.625 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,ITBI,MLP,1.756756067276001,"91 1.268334e+05 92 1.675722e+05 93 1.906911e+05 94 2.252315e+05 95 2.051598e+05 96 1.102911e+05 97 6.489364e+05 98 2.970919e+05 99 1.332966e+06 100 1.352465e+05 101 3.901856e+05 102 2.628488e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,IRRF,MLP,1.1408376693725586,"93 648615.330 94 26917.350 95 423513.960 96 505394.550 97 683037.170 98 145106.760 99 669452.310 100 141073.060 101 460403.150 102 440530.590 103 1133900.020 104 1121709.125 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do FPM,MLP,1.5088229179382324,"91 4701229.57 92 2875957.81 93 3288117.28 94 3655270.25 95 3413995.00 96 4495225.14 97 2912287.76 98 2968782.30 99 2757293.85 100 3577490.72 101 5681306.35 102 3509662.25 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do ICMS,MLP,2.3295633792877197,"91 2645185.61 92 2593129.14 93 3696048.20 94 4000843.88 95 3174327.44 96 3552331.01 97 3936910.89 98 3751011.41 99 3833807.16 100 3234789.97 101 4128571.67 102 3928819.75 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.5199248790740967,"85 427675.858473 86 56939.476228 87 174036.667173 88 669527.111479 89 977402.373484 90 857781.016504 91 465597.571942 92 813581.950879 93 491668.732638 94 344643.239592 95 261268.850590 96 220959.717253 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do ITR,HWES,2.2413647174835205,"87 1.597930e+04 88 2.048780e+04 89 8.070220e+03 90 5.254460e+03 91 1.038141e+04 92 2.807350e+03 93 9.991500e+03 94 2.697429e+05 95 2.414604e+06 96 3.492421e+05 97 4.347562e+05 98 1.252536e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Transferencias LC 61_1989,XGBoost,1.0423600673675537,"80 22402.400000 81 28211.830000 82 33376.160000 83 30801.910000 84 34911.720000 85 36010.380000 86 30039.710000 87 31978.050000 88 53013.590000 89 28292.430000 90 37278.660000 91 34891.433594 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,IPTU,AR,1.9399869441986084,"89 1839.910000 90 5261.450000 91 1212.160000 92 2499.470000 93 9546.810000 94 122164.790000 95 10701.010000 96 10145.880000 97 7560.810000 98 837.790000 99 2418.280000 100 2445.416504 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,ISS,SES,1.1938259601593018,"97 38203.3500 98 74159.4800 99 109156.5000 100 79064.9400 101 114521.4100 102 76672.2400 103 84855.7000 104 60799.1900 105 58783.6600 106 55399.0500 107 79184.0800 108 79183.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,IRRF,XGBoost,2.8452398777008057,"95 44932.0900 96 46693.8900 97 53082.6700 98 52208.8800 99 66912.2500 100 55689.6400 101 60572.2000 102 54535.0800 103 53083.9800 104 58524.3600 105 103859.5800 106 93686.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do FPM,HWES,1.1565077304840088,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1224642.410 107 1893768.770 108 1420342.375 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do ICMS,HWES,1.156278133392334,"97 490898.0300 98 520511.6500 99 646644.5700 100 742483.3800 101 589097.0700 102 632480.5600 103 673772.4900 104 668381.8400 105 793217.5700 106 600317.8200 107 816375.1400 108 785905.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do IPVA,SARIMAX,2.0878891944885254,"90 6448.050982 91 5125.884798 92 5919.633753 93 204554.488677 94 111811.719325 95 35243.996222 96 103921.481153 97 89804.357876 98 78266.941203 99 17208.761833 100 26145.744400 101 19168.051293 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do ITR,XGBoost,2.297485828399658,"93 832.890000 94 199.350000 95 186.630000 96 153.130000 97 125.380000 98 246.930000 99 531.490000 100 27676.180000 101 120136.990000 102 17827.140000 103 2172.980000 104 2279.990479 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,IPTU,SES,2.253674030303955,"96 15744.390000 97 22301.080000 98 32816.270000 99 136813.620000 100 393575.430000 101 81120.380000 102 87050.120000 103 67956.830000 104 21133.700000 105 45846.090000 106 28506.100000 107 34473.410156 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,ISS,XGBoost,3.0538504123687744,"97 95879.640000 98 119608.020000 99 91051.310000 100 102403.300000 101 106241.790000 102 95122.330000 103 88322.500000 104 92013.180000 105 92670.320000 106 116568.740000 107 93256.820000 108 94170.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,ITBI,XGBoost,2.617727756500244,"94 15760.000000 95 16425.880000 96 18700.000000 97 21760.000000 98 41420.000000 99 2300.000000 100 35807.670000 101 22099.200000 102 788320.000000 103 6064.770000 104 10832.000000 105 10367.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,IRRF,XGBoost,1.1208970546722412,"79 69914.26 80 67445.87 81 66672.65 82 73702.22 83 58721.36 84 76128.20 85 75470.58 86 61918.87 87 93935.49 88 70314.40 89 174532.19 90 170818.75 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do FPM,HWES,1.2669651508331299,"96 1567076.53 97 958652.59 98 1096039.07 99 1218423.40 100 1137998.32 101 1420958.83 102 970762.57 103 989594.09 104 919097.95 105 1192496.91 106 1893768.77 107 1236233.75 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do ICMS,HWES,1.374152660369873,"97 476445.8800 98 506664.9700 99 630470.7200 100 723301.1900 101 573125.6200 102 648678.7600 103 587125.0100 104 655788.9600 105 778272.6700 106 589007.2900 107 780810.9500 108 707774.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do IPVA,SARIMAX,1.4936084747314453,"91 51234.873512 92 41480.037047 93 42390.197597 94 36528.631023 95 224482.156174 96 217597.073536 97 124911.016564 98 294458.276183 99 233084.392704 100 146207.879219 101 78518.580906 102 68877.477360 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do ITR,XGBoost,3.5256597995758057,"96 301.550000 97 0.250000 98 172.020000 99 28.860000 100 0.560000 101 95.620000 102 629.750000 103 5803.700000 104 14131.100000 105 1378.230000 106 1827.200000 107 324.447266 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Transferencias LC 61_1989,AR,2.103557586669922,"85 4079.140000 86 5136.940000 87 6077.290000 88 1916.210000 89 6356.900000 90 6556.940000 91 5469.780000 92 5822.710000 93 7875.370000 94 5151.630000 95 6787.870000 96 8609.850586 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,IPTU,AR,2.014374256134033,"68 4789.390000 69 35642.440000 70 59982.690000 71 22397.530000 72 8307.860000 73 9789.620000 74 2872.870000 75 261.170000 76 344.750000 77 234.920000 78 2630.630000 79 28888.490234 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,ISS,XGBoost,2.091888904571533,"81 4837.530000 82 6417.850000 83 6294.700000 84 8057.500000 85 7386.510000 86 7939.320000 87 7925.440000 88 6203.670000 89 8616.560000 90 23050.880000 91 13227.430000 92 15071.516602 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,IRRF,Prophet,1.2025783061981201,"57 10429.130000 58 10471.370000 59 20384.850000 60 11272.230000 61 11646.640000 62 11900.400000 63 25666.180000 64 13617.470000 65 12227.320000 66 12972.730000 67 28175.680000 68 21111.779297 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do FPM,HWES,1.223243236541748,"71 1567076.53 72 958652.59 73 1096039.07 74 1218423.40 75 1137998.32 76 1420958.83 77 970762.57 78 989594.09 79 919097.95 80 1192496.91 81 1893768.77 82 1872629.00 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do ICMS,MLP,3.116652250289917,"81 234224.63000 82 248354.32000 83 308536.79000 84 354264.82000 85 281078.84000 86 301778.61000 87 318770.13000 88 316147.47000 89 375313.63000 90 224863.54000 91 366241.61000 92 367319.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do IPVA,MLP,2.8029191493988037,"80 18227.400000 81 23572.060000 82 57663.960000 83 27960.200000 84 8485.460000 85 6621.150000 86 1508.610000 87 4385.700000 88 73.820000 89 685.560000 90 57150.680000 91 57182.175781 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do ITR,XGBoost,1.3432652950286865,"65 6.140000 66 81.860000 67 27.780000 68 671.440000 69 41.690000 70 300.240000 71 95.450000 72 7221.510000 73 10801.250000 74 193.540000 75 87.940000 76 278.803619 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Transferencias LC 61_1989,XGBoost,1.342193365097046,"81 1983.660000 82 2498.070000 83 2955.360000 84 2727.400000 85 3091.320000 86 3188.600000 87 2659.930000 88 2831.560000 89 4694.200000 90 2505.220000 91 3300.910000 92 3252.338379 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,ISS,XGBoost,1.3355474472045898,"97 197893.810000 98 174311.030000 99 196866.920000 100 144172.340000 101 173293.890000 102 181523.670000 103 172707.850000 104 210660.580000 105 203464.560000 106 189281.320000 107 217306.690000 108 223563.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,ITBI,MLP,1.4055604934692383,"97 44446.960000 98 44660.270000 99 102209.160000 100 90192.280000 101 74586.580000 102 57108.950000 103 71519.520000 104 33034.470000 105 62817.810000 106 99000.380000 107 94363.100000 108 85548.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,IRRF,MLP,2.33591890335083,"97 172878.990 98 275824.220 99 321866.440 100 325163.870 101 283428.500 102 299310.880 103 293203.810 104 291026.540 105 319859.850 106 290041.210 107 527541.170 108 527541.125 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do FPM,AR,2.7037835121154785,"97 3760983.61 98 1917305.19 99 1565247.60 100 2436846.81 101 2275996.64 102 3076283.93 103 1824743.47 104 1979188.19 105 1838195.89 106 2384993.83 107 3609046.33 108 1926349.75 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do ICMS,AR,1.3991780281066895,"97 1033708.340 98 1054767.700 99 1271414.390 100 1411789.050 101 1193749.630 102 1281662.170 103 1365336.370 104 1354412.700 105 1319738.120 106 1504129.760 107 1612622.860 108 1576772.375 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do IPVA,HWES,2.069004535675049,"97 1.991333e+05 98 2.035827e+05 99 3.654903e+05 100 2.204265e+05 101 7.861232e+04 102 6.890296e+04 103 5.427715e+04 104 3.931451e+04 105 2.721549e+04 106 1.269337e+04 107 1.033834e+06 108 1.029408e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do ITR,MLP,1.6982336044311523,"23 73.330000 24 219.240000 25 23.080000 26 283.720000 27 88.000000 28 709.780000 29 4392.680000 30 21440.890000 31 28790.500000 32 554.370000 33 218.660000 34 226.358505 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Transferencias LC 61_1989,AR,1.510265827178955,"97 8424.73 98 10609.43 99 12551.57 100 11583.49 101 13129.02 102 13542.20 103 11296.84 104 12025.76 105 17361.80 106 13214.45 107 14019.15 108 13587.25 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,IPTU,AR,1.907285451889038,"93 59837.160000 94 145955.410000 95 22060.850000 96 18700.720000 97 7654.380000 98 5921.800000 99 1254.360000 100 2020.850000 101 7812.290000 102 11942.690000 103 11684.410000 104 11684.407227 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,ISS,MLP,3.4822511672973633,"93 9685.090000 94 19880.040000 95 21029.770000 96 23729.040000 97 19754.370000 98 20095.430000 99 20026.290000 100 22990.460000 101 16123.070000 102 31019.650000 103 14526.560000 104 12266.117188 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,ITBI,XGBoost,2.874694347381592,"93 3436.230000 94 19781.870000 95 8402.950000 96 23002.800000 97 31609.520000 98 37735.220000 99 16827.390000 100 19435.690000 101 26777.080000 102 30624.830000 103 23494.480000 104 16918.285156 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,IRRF,XGBoost,1.317615032196045,"89 31873.650000 90 36014.350000 91 37552.420000 92 39589.480000 93 36183.450000 94 38094.120000 95 36505.310000 96 40724.550000 97 51522.700000 98 42565.790000 99 71433.450000 100 50249.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do FPM,MLP,1.2020940780639648,"93 1567076.530 94 958652.590 95 1096039.070 96 1218423.400 97 1137998.320 98 1430566.750 99 970762.570 100 989594.090 101 919097.950 102 1192496.910 103 1893768.770 104 1222577.875 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do ICMS,SARIMAX,1.0772380828857422,"88 431138.974749 89 443620.051035 90 494488.083825 91 464788.395911 92 450559.068523 93 496159.475372 94 491941.169938 95 559761.978068 96 507593.158502 97 453768.183757 98 515320.582279 99 478201.516327 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do ITR,MLP,1.7074644565582275,"80 43.91000 81 6.20000 82 43.65000 83 49.05000 84 178.96000 85 6536.01000 86 27.37000 87 4740.88000 88 11512.71000 89 101.89000 90 105.03000 91 5.88863 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Transferencias LC 61_1989,XGBoost,1.8547625541687012,"69 3126.100000 70 3936.760000 71 4657.420000 72 4298.220000 73 4871.690000 74 5025.010000 75 4191.850000 76 4462.330000 77 7397.690000 78 3948.030000 79 5202.000000 80 6038.297363 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,IPTU,SARIMAX,2.0350892543792725,"81 166879.921579 82 171292.384079 83 160675.092492 84 197049.230134 85 309730.260185 86 255326.705910 87 319038.411483 88 386712.598076 89 233603.404641 90 215700.601271 91 208261.650629 92 213389.831703 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,ISS,HWES,2.2519311904907227,"85 389133.85 86 351477.78 87 364131.41 88 484728.13 89 485012.54 90 387335.62 91 399902.81 92 349156.93 93 413164.79 94 421506.23 95 506985.98 96 506306.75 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,ITBI,MLP,1.3983352184295654,"85 44347.580000 86 27636.400000 87 42297.620000 88 52109.520000 89 60790.460000 90 92927.140000 91 49920.000000 92 104576.160000 93 69204.460000 94 13900.000000 95 -7990.500000 96 11201.761719 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,IRRF,XGBoost,1.1259665489196777,"85 125029.710000 86 133394.200000 87 133837.630000 88 133368.600000 89 135335.010000 90 141604.240000 91 131303.050000 92 142434.120000 93 154195.920000 94 145723.900000 95 253610.320000 96 253610.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do FPM,XGBoost,1.2062711715698242,"85 2412103.19 86 1462314.83 87 1733360.87 88 1928190.99 89 1804190.63 90 1547325.38 91 1764311.02 92 1624904.85 93 1546041.98 94 1943093.35 95 2079569.13 96 2079569.25 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do ICMS,XGBoost,1.520017385482788,"85 678179.5200 86 729435.6200 87 655608.7600 88 812259.0000 89 646345.2200 90 651142.9600 91 675568.5600 92 633299.8000 93 615756.5700 94 596049.6500 95 623140.4900 96 531444.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do IPVA,XGBoost,1.0176591873168945,"71 110539.00000 72 160165.23000 73 251595.15000 74 222245.39000 75 132888.37000 76 79224.48000 77 68312.29000 78 25899.39000 79 13860.23000 80 17865.05000 81 335744.99000 82 335744.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,IPTU,HWES,2.6170241832733154,"61 3710.520000 62 3466.940000 63 1717.480000 64 1316.100000 65 1316.980000 66 2281.850000 67 7731.880000 68 136408.610000 69 91145.880000 70 14417.720000 71 11921.650000 72 12022.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,ISS,XGBoost,1.9908721446990967,"97 18537.190000 98 35148.780000 99 23891.520000 100 51528.270000 101 25234.050000 102 29545.860000 103 45277.170000 104 67393.430000 105 24850.020000 106 30435.720000 107 74536.210000 108 74548.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,ITBI,XGBoost,2.3418898582458496,"97 11700.000000 98 49900.000000 99 11320.000000 100 226659.800000 101 25100.000000 102 23534.000000 103 50746.000000 104 37680.000000 105 9600.000000 106 25090.000000 107 57065.770000 108 35607.566406 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,IRRF,HWES,2.2248294353485107,"83 41147.180000 84 44146.380000 85 41678.930000 86 48209.320000 87 49238.410000 88 40812.840000 89 41637.290000 90 40847.300000 91 39071.510000 92 39865.900000 93 79988.220000 94 79988.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do FPM,HWES,1.3450953960418701,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1207281.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do ICMS,HWES,1.2605178356170654,"97 515873.6100 98 546993.8700 99 679544.1300 100 641779.4400 101 619068.7400 102 664070.3700 103 708052.2600 104 702337.3200 105 868516.1200 106 595918.6300 107 857910.1300 108 851320.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do IPVA,AR,1.655750036239624,"97 46390.230000 98 71281.880000 99 139916.760000 100 234312.400000 101 37537.050000 102 24200.260000 103 11828.170000 104 5989.120000 105 7050.620000 106 5720.360000 107 161399.160000 108 161883.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do ITR,XGBoost,2.3005409240722656,"91 343.880000 92 32.160000 93 119.090000 94 353.310000 95 43.330000 96 88.130000 97 232.350000 98 11322.000000 99 55860.300000 100 10111.620000 101 8018.380000 102 10062.660156 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,IPTU,HWES,2.111022472381592,"97 5.354048e+05 98 2.459700e+06 99 1.820108e+06 100 6.553832e+05 101 6.059871e+05 102 4.900608e+05 103 3.944109e+05 104 3.518899e+05 105 2.768909e+05 106 2.095114e+05 107 2.000905e+05 108 1.803567e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,ISS,MLP,1.3164284229278564,"97 512536.64 98 419764.78 99 575992.23 100 570758.39 101 529593.16 102 511882.67 103 614398.85 104 490223.60 105 562613.46 106 584635.40 107 676254.14 108 568072.75 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,ITBI,MLP,1.4193272590637207,"97 435259.42000 98 441543.39000 99 464884.51000 100 307698.06000 101 761408.96000 102 181056.42000 103 372103.63000 104 287305.76000 105 248826.88000 106 251377.62000 107 231872.41000 108 396847.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,IRRF,XGBoost,1.8999693393707275,"97 4.748654e+05 98 5.449021e+05 99 5.508192e+05 100 4.276465e+05 101 4.566495e+05 102 4.865849e+05 103 4.382565e+05 104 4.243683e+05 105 5.064707e+05 106 4.459762e+05 107 2.033260e+06 108 4.921556e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do FPM,HWES,2.0530507564544678,"97 4178870.71 98 2556406.89 99 2922770.91 100 3249129.06 101 3034662.20 102 3809464.27 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3714993.00 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do ICMS,HWES,3.1145832538604736,"97 2594536.40 98 2751052.74 99 3417701.37 100 3924236.92 101 3113546.39 102 3342840.59 103 3561080.20 104 3532589.05 105 4192381.55 106 3172851.21 107 4206054.66 108 4092193.75 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do IPVA,SARIMAX,2.9658403396606445,"91 3.580280e+05 92 2.431719e+05 93 2.120806e+05 94 2.067573e+05 95 1.237814e+06 96 1.284449e+06 97 6.031091e+05 98 7.342203e+05 99 1.331518e+06 100 1.042263e+06 101 6.266459e+05 102 5.716202e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do ITR,MLP,1.9774906635284424,"61 2.329833e+04 62 1.778722e+04 63 5.665220e+03 64 6.103816e+04 65 9.718380e+03 66 3.251300e+03 67 4.725334e+04 68 1.822591e+05 69 2.563328e+06 70 3.035234e+05 71 1.743884e+05 72 1.811793e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Transferencias LC 61_1989,Prophet,1.0446357727050781,"73 21973.44 74 27671.63 75 8881.59 76 54067.62 77 34243.24 78 35320.88 79 29464.53 80 31365.74 81 51998.52 82 27750.69 83 36564.86 84 26406.25 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,IPTU,HWES,1.7279071807861328,"96 26685.540000 97 39815.290000 98 83722.230000 99 49208.130000 100 44785.530000 101 14588.720000 102 9630.520000 103 5591.380000 104 7780.200000 105 8189.970000 106 24352.550000 107 25501.263672 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,ISS,Prophet,1.4436540603637695,"97 32608.550000 98 17239.220000 99 14875.280000 100 27158.860000 101 20940.480000 102 24795.880000 103 18583.260000 104 17372.100000 105 26934.350000 106 16874.870000 107 31251.850000 108 30405.091797 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,ITBI,XGBoost,2.145537853240967,"90 1332.090000 91 5020.000000 92 3024.000000 93 53438.000000 94 10766.000000 95 6300.000000 96 21068.790000 97 21789.660000 98 5556.000000 99 26254.960000 100 17952.230000 101 16478.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,IRRF,SARIMAX,4.108049154281616,"90 45842.403048 91 43347.713183 92 40919.837083 93 42365.398787 94 44601.971414 95 59255.201318 96 42306.417579 97 59527.538431 98 53390.762342 99 51826.349465 100 63156.622673 101 50875.426087 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do FPM,HWES,1.7421088218688965,"97 1286871.93 98 958652.59 99 1096039.07 100 1355104.70 101 1137998.32 102 1564482.13 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1278431.00 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do ICMS,HWES,1.6145503520965576,"97 320263.660 98 340576.730 99 423798.090 100 486198.110 101 385251.120 102 435716.740 103 463270.460 104 460067.960 105 545171.360 106 415916.630 107 448138.520 108 431087.125 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do IPVA,AR,1.8699851036071777,"95 135638.56000 96 142462.16000 97 51446.85000 98 67077.87000 99 231757.51000 100 38882.43000 101 22752.95000 102 18750.74000 103 3468.05000 104 6760.40000 105 169072.63000 106 92519.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do ITR,XGBoost,2.0311315059661865,"71 480.560000 72 87.920000 73 1043.940000 74 18832.410000 75 74588.290000 76 745.590000 77 1109.840000 78 18912.630000 79 73935.710000 80 1534.990000 81 5500.510000 82 5500.541504 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,IPTU,HWES,2.509186029434204,"81 1064.870000 82 40919.530000 83 9496.870000 84 143122.720000 85 8908.280000 86 7438.810000 87 1504.800000 88 256.290000 89 6197.830000 90 6109.640000 91 7135.230000 92 28136.509766 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,ISS,XGBoost,2.6104838848114014,"85 59354.070000 86 86525.720000 87 89948.590000 88 89158.690000 89 40626.520000 90 48465.790000 91 33241.950000 92 35367.770000 93 34872.540000 94 11511.920000 95 122937.380000 96 122948.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,IRRF,AR,1.3983187675476074,"83 55813.190000 84 63677.200000 85 60985.860000 86 71632.570000 87 470.060000 88 138912.450000 89 70870.590000 90 61389.050000 91 67166.340000 92 65145.920000 93 351059.820000 94 75661.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do FPM,HWES,1.2348265647888184,"85 951034.33 86 661948.44 87 329683.13 88 1674602.76 89 866011.52 90 1456996.25 91 1058586.61 92 974942.91 93 927625.18 94 1165856.01 95 1811503.45 96 1811503.25 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do ICMS,HWES,1.1085834503173828,"85 317483.9700 86 434320.6900 87 488648.5800 88 552448.5400 89 439152.5600 90 549833.2000 91 570458.4600 92 534766.2100 93 519952.4700 94 503311.7200 95 811918.6800 96 757684.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do ITR,HWES,3.262648344039917,"82 9825.440000 83 1150.020000 84 32.050000 85 2635.790000 86 313.330000 87 2389.890000 88 2002.450000 89 27006.440000 90 129301.080000 91 10068.480000 92 22257.960000 93 7619.827637 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,IPTU,AR,2.0315327644348145,"79 404.980000 80 2753.420000 81 8799.420000 82 3724.520000 83 2914.910000 84 8591.870000 85 114018.220000 86 382125.650000 87 26879.810000 88 23219.110000 89 14421.760000 90 13011.527344 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,ISS,XGBoost,2.3300962448120117,"97 41624.310000 98 39453.360000 99 47140.870000 100 63182.080000 101 39492.100000 102 51651.990000 103 50201.260000 104 52308.360000 105 54412.090000 106 60990.440000 107 63770.950000 108 51602.214844 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,ITBI,MLP,1.218592643737793,"97 36854.480000 98 18051.400000 99 5450.000000 100 44342.250000 101 32035.670000 102 16745.230000 103 33678.880000 104 13243.740000 105 32319.800000 106 24488.070000 107 14745.000000 108 16846.960938 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,IRRF,MLP,1.7772274017333984,"97 47893.300000 98 45377.000000 99 46725.460000 100 48676.620000 101 44880.360000 102 39969.560000 103 42143.230000 104 38507.510000 105 42449.280000 106 53032.760000 107 82678.870000 108 82658.023438 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do FPM,HWES,1.3848378658294678,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1430566.750 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1212282.375 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do ICMS,HWES,3.258636713027954,"97 544290.5000 98 577125.0200 99 716976.8000 100 823239.5200 101 653170.1600 102 701272.2400 103 776052.1800 104 741078.3300 105 879491.7900 106 665611.3000 107 905168.0800 108 904906.6875 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do IPVA,AR,2.710258722305298,"97 65470.05000 98 68096.93000 99 134919.56000 100 97898.81000 101 27914.39000 102 20193.24000 103 13755.75000 104 21165.85000 105 11967.76000 106 5585.25000 107 225865.91000 108 225866.03125 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do ITR,XGBoost,2.3053390979766846,"88 83.140000 89 360.630000 90 562.110000 91 56.550000 92 56.170000 93 356.200000 94 368.770000 95 11292.530000 96 15124.520000 97 576.680000 98 703.930000 99 718.855591 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Transferencias LC 61_1989,HWES,1.2553339004516602,"85 4609.660000 86 5805.040000 87 6867.680000 88 6337.990000 89 7183.650000 90 7409.700000 91 6181.150000 92 6579.990000 93 10908.400000 94 5821.630000 95 7670.680000 96 7239.400391 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,IPTU,Prophet,1.9776861667633057,"78 4671.520000 79 5390.040000 80 4535.450000 81 3949.870000 82 198296.610000 83 16323.530000 84 19940.080000 85 9661.160000 86 6578.560000 87 13818.170000 88 5156.410000 89 8112.076172 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,ISS,XGBoost,1.7073781490325928,"85 43810.010000 86 94906.800000 87 56887.330000 88 52115.490000 89 54865.620000 90 87459.060000 91 76920.710000 92 44235.350000 93 55821.530000 94 114742.270000 95 74708.860000 96 74294.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,ITBI,SES,1.4607112407684326,"81 19280.000000 82 18326.760000 83 18942.600000 84 10602.850000 85 22956.000000 86 8983.400000 87 4900.000000 88 6100.000000 89 6545.000000 90 12200.000000 91 13319.400000 92 13301.848633 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do FPM,MLP,1.300645351409912,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1205107.375 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do ICMS,XGBoost,1.1555638313293457,"85 558305.860 86 600502.060 87 539724.680 88 668685.760 89 532098.560 90 536048.240 91 556156.420 92 521359.020 93 506916.670 94 490693.100 95 597478.290 96 578971.125 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do IPVA,MLP,1.7959933280944824,"85 48753.40000 86 93489.61000 87 152032.66000 88 82854.53000 89 24194.58000 90 14693.59000 91 6248.15000 92 3863.32000 93 4699.98000 94 5744.05000 95 300191.55000 96 300191.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do ITR,AR,2.325373888015747,"82 129.740000 83 33.580000 84 397.760000 85 205.360000 86 193.400000 87 849.310000 88 816.990000 89 5993.780000 90 15728.700000 91 490.070000 92 102.590000 93 204.290527 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Transferencias LC 61_1989,SARIMAX,1.619530439376831,"61 4839.407424 62 4818.510093 63 5538.369914 64 5352.556415 65 5046.487201 66 5475.193624 67 3591.031901 68 4528.093265 69 6231.653092 70 5525.590341 71 5324.005070 72 5953.969834 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,IPTU,SARIMAX,3.2926297187805176,"82 10446.354359 83 16188.123663 84 14029.857204 85 13887.391927 86 14763.204218 87 20137.198650 88 27376.655213 89 25876.276841 90 25944.715366 91 15506.287316 92 20959.960391 93 12328.803424 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,ISS,XGBoost,3.246344804763794,"93 10339.840000 94 10167.600000 95 10976.900000 96 6693.790000 97 6860.130000 98 13346.470000 99 9763.850000 100 9638.740000 101 9353.080000 102 17577.630000 103 21981.440000 104 17740.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,ITBI,SES,1.979109764099121,"79 14351.720000 80 7230.800000 81 37409.770000 82 2693.050000 83 5200.590000 84 7068.680000 85 1700.000000 86 19183.920000 87 14920.640000 88 12268.100000 89 19080.000000 90 16297.800781 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,IRRF,XGBoost,1.8633792400360107,"93 37539.820000 94 37698.370000 95 36086.010000 96 37003.360000 97 38259.440000 98 38184.060000 99 40789.290000 100 35611.900000 101 37964.010000 102 43566.710000 103 73547.590000 104 48547.128906 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do FPM,HWES,1.4801976680755615,"93 1567076.53 94 958652.59 95 1096039.07 96 1218423.40 97 1137998.32 98 1418941.18 99 970762.57 100 989594.09 101 919097.95 102 1192496.91 103 1893768.77 104 1316275.25 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do ICMS,SES,1.3460254669189453,"93 263018.45000 94 278885.13000 95 346465.99000 96 397906.09000 97 315632.58000 98 338877.02000 99 361000.85000 100 358112.59000 101 424998.39000 102 321644.52000 103 437405.97000 104 418482.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do IPVA,SARIMAX,2.5941126346588135,"88 16574.851826 89 13741.755228 90 12665.059560 91 17097.447462 92 19462.021552 93 12759.013111 94 14433.642557 95 24393.584626 96 32701.624411 97 21608.417583 98 43640.736938 99 32831.563430 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do ITR,HWES,2.714689254760742,"61 131.850000 62 42.000000 63 45.020000 64 18.050000 65 464.480000 66 64.000000 67 15.630000 68 5056.370000 69 15495.700000 70 41.580000 71 44.800000 72 158.055664 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Transferencias LC 61_1989,AR,2.871753215789795,"93 2227.520000 94 2805.170000 95 3318.680000 96 3062.710000 97 3471.370000 98 3580.600000 99 2986.930000 100 3179.670000 101 5271.280000 102 2813.190000 103 3706.720000 104 3352.080322 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,IPTU,AR,2.2835633754730225,"79 3.106351e+05 80 1.784150e+06 81 1.077211e+06 82 9.838725e+05 83 1.319518e+05 84 3.396875e+05 85 1.229441e+05 86 8.163265e+04 87 1.042354e+05 88 6.607997e+04 89 1.991009e+05 90 1.349013e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,ISS,MLP,1.606933832168579,"81 156840.480000 82 151163.400000 83 259689.970000 84 189150.480000 85 232630.420000 86 232106.720000 87 319355.030000 88 326482.800000 89 189498.440000 90 255933.320000 91 247505.400000 92 251549.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,ITBI,SES,1.009016513824463,"81 113266.780000 82 158316.100000 83 63738.550000 84 44043.810000 85 83060.640000 86 66561.990000 87 173092.410000 88 32964.420000 89 99433.320000 90 51535.170000 91 103417.980000 92 88654.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,IRRF,Prophet,1.478736400604248,"81 112967.53000 82 182268.51000 83 145562.34000 84 180081.40000 85 141044.15000 86 237298.48000 87 157995.98000 88 186446.06000 89 195530.16000 90 197541.36000 91 465837.58000 92 448057.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do FPM,MLP,1.4713971614837646,"81 2412103.19 82 1462314.83 83 1733360.87 84 1928190.99 85 1804190.63 86 2428327.06 87 1764311.02 88 1620840.91 89 1546041.98 90 1943093.35 91 3221387.17 92 2746325.75 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do ICMS,XGBoost,1.301821231842041,"81 1512279.48 82 1622158.29 83 1459804.75 84 1808222.26 85 1115593.42 86 1452131.35 87 1507328.87 88 1412968.60 89 1375344.30 90 1332667.46 91 1618294.63 92 1266982.75 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do IPVA,MLP,3.447303533554077,"81 238301.580 82 346699.950 83 715146.290 84 488870.890 85 221460.810 86 166773.990 87 140588.360 88 76120.290 89 48545.460 90 47287.370 91 989853.640 92 743353.875 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,IPTU,SARIMAX,2.147960662841797,"90 12117.737369 91 13736.673819 92 8411.398635 93 9155.311905 94 11280.073515 95 5862.000416 96 5778.285531 97 15100.638968 98 99922.714719 99 16084.329658 100 16968.134421 101 25273.983438 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,ISS,HWES,1.4173243045806885,"97 14034.410000 98 8959.980000 99 15889.270000 100 16049.410000 101 14442.150000 102 14197.990000 103 15150.120000 104 18067.950000 105 15667.050000 106 26063.210000 107 25354.950000 108 26194.716797 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,ITBI,SES,2.2214019298553467,"95 12610.000000 96 4100.000000 97 11628.320000 98 11060.000000 99 3600.000000 100 6884.360000 101 68920.010000 102 19760.000000 103 91584.000000 104 25600.000000 105 35460.150000 106 37342.363281 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,IRRF,XGBoost,1.4622981548309326,"97 65349.140000 98 61052.920000 99 4394.190000 100 64333.900000 101 70472.630000 102 67264.420000 103 55149.780000 104 66182.430000 105 67834.120000 106 86319.520000 107 124107.590000 108 70115.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do FPM,HWES,2.2311437129974365,"97 1567076.530 98 958652.590 99 1157931.580 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1518145.070 107 1893768.770 108 1406134.875 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do ICMS,HWES,2.4569742679595947,"97 420888.4100 98 446247.8900 99 555290.4300 100 637051.4100 101 504783.4600 102 571547.1000 103 607660.9900 104 603477.0600 105 716582.8900 106 518771.3200 107 913022.2700 108 902359.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do IPVA,SARIMAX,2.699714422225952,"90 8777.798456 91 10628.388216 92 8707.054599 93 121392.941239 94 102598.160910 95 24000.285388 96 42274.840521 97 118495.028261 98 48714.859392 99 28084.131826 100 14584.164951 101 11857.395176 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Transferencias LC 61_1989,XGBoost,1.7815780639648438,"97 2874.170000 98 3619.510000 99 4282.080000 100 3951.810000 101 4479.090000 102 4620.050000 103 3854.020000 104 4102.700000 105 6801.520000 106 3639.850000 107 4782.760000 108 4805.236328 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,IPTU,AR,1.8260259628295898,"97 36057.080000 98 76016.420000 99 102446.250000 100 531911.110000 101 73364.930000 102 84191.770000 103 66205.900000 104 52668.890000 105 75384.530000 106 28751.600000 107 30826.390000 108 30808.888672 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,ISS,XGBoost,1.3065557479858398,"97 63341.170 98 60821.490 99 62726.640 100 75201.000 101 65389.370 102 103932.550 103 67108.570 104 79021.790 105 100311.560 106 92858.090 107 94073.670 108 91323.375 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,ITBI,XGBoost,2.3686470985412598,"95 40131.070000 96 18147.310000 97 18080.180000 98 35299.240000 99 56869.260000 100 46312.340000 101 75634.490000 102 41376.520000 103 29337.770000 104 28309.250000 105 32153.520000 106 32149.400391 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,IRRF,XGBoost,2.7634387016296387,"97 122711.660000 98 128078.970000 99 131790.060000 100 120610.110000 101 119193.240000 102 124049.990000 103 117897.830000 104 117093.820000 105 130898.610000 106 125714.660000 107 220956.810000 108 220956.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do FPM,HWES,1.5574283599853516,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1080267.910 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1518145.070 107 1893768.770 108 1351626.125 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do ICMS,HWES,1.251297950744629,"97 824508.500 98 874247.280 99 1086099.180 100 1247069.300 101 989442.840 102 1113482.590 103 1133212.700 104 1170255.070 105 1191883.420 106 1008289.110 107 1371177.280 108 1352940.875 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do IPVA,SARIMAX,2.5991880893707275,"91 43334.622266 92 44919.037157 93 44341.221301 94 41521.630307 95 400583.835348 96 361811.775267 97 112848.157499 98 160752.267548 99 414061.210514 100 200558.141444 101 97265.456098 102 64341.471993 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do ITR,AR,3.069770574569702,"97 50.450000 98 358.960000 99 358.180000 100 16223.990000 101 689.800000 102 207.770000 103 849.410000 104 33659.760000 105 48693.480000 106 3644.300000 107 2314.890000 108 2238.201172 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Transferencias LC 61_1989,HWES,1.3672459125518799,"97 6982.850000 98 8793.660000 99 10403.390000 100 9601.260000 101 10656.990000 102 9237.240000 103 9363.420000 104 9967.590000 105 16524.410000 106 8818.790000 107 11619.800000 108 11460.887695 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,IPTU,AR,2.2152841091156006,"79 602.49000 80 2191.67000 81 25015.49000 82 11556.98000 83 6025.12000 84 3242.00000 85 4037.81000 86 1951.89000 87 590.14000 88 341.23000 89 5849.12000 90 3216.63916 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,ISS,XGBoost,2.6371283531188965,"85 4295.560000 86 6037.270000 87 5364.020000 88 7319.880000 89 4100.100000 90 9601.560000 91 16358.410000 92 14107.990000 93 13265.290000 94 12579.820000 95 18672.960000 96 18510.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,ITBI,XGBoost,2.3026750087738037,"69 8000.000000 70 1041.570000 71 1.000000 72 6500.000000 73 9276.470000 74 13411.620000 75 1019.710000 76 2003.030000 77 3167.170000 78 6096.450000 79 11528.560000 80 8488.530273 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,IRRF,MLP,1.9738831520080566,"85 16812.080000 86 23932.320000 87 21858.240000 88 21544.270000 89 22388.400000 90 24443.270000 91 25167.640000 92 29121.360000 93 23066.310000 94 41724.600000 95 35345.720000 96 35040.847656 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do FPM,SARIMAX,1.0596961975097656,"81 6.758178e+05 82 8.283603e+05 83 8.585942e+05 84 8.761274e+05 85 1.086090e+06 86 7.929740e+05 87 8.199111e+05 88 9.451445e+05 89 8.442342e+05 90 7.617194e+05 91 9.039871e+05 92 7.523922e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ICMS,XGBoost,1.1648170948028564,"85 229682.23000 86 262088.91000 87 235695.74000 88 292336.59000 89 232384.32000 90 234448.30000 91 243421.54000 92 228081.76000 93 221965.32000 94 215053.47000 95 261460.81000 96 209289.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do IPVA,MLP,1.7477226257324219,"85 44373.600000 86 29734.440000 87 52092.570000 88 36093.680000 89 9210.720000 90 5984.910000 91 4539.070000 92 3141.880000 93 376.620000 94 2385.340000 95 101653.060000 96 101697.195312 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ITR,XGBoost,1.3899967670440674,"72 75.520000 73 8.980000 74 89.790000 75 44.620000 76 5.040000 77 10.170000 78 504.870000 79 1923.910000 80 1599.060000 81 14.700000 82 23.640000 83 467.321014 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,IPTU,XGBoost,2.1007401943206787,"88 31869.730000 89 174978.260000 90 29636.710000 91 19004.360000 92 9086.070000 93 5936.550000 94 5151.010000 95 13765.510000 96 8102.490000 97 9198.990000 98 7949.150000 99 8701.660156 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,ISS,XGBoost,1.8543074131011963,"97 101758.91000 98 205635.21000 99 164815.73000 100 184394.25000 101 144724.36000 102 180384.50000 103 213358.44000 104 197311.23000 105 154731.04000 106 147342.39000 107 192228.32000 108 171033.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,ITBI,XGBoost,1.5330331325531006,"97 2581.70000 98 40739.15000 99 34958.00000 100 68565.42000 101 10774.06000 102 9560.00000 103 41390.37000 104 73591.06000 105 43463.57000 106 4890.00000 107 68922.28000 108 58773.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,IRRF,SARIMAX,1.1483509540557861,"86 60423.589303 87 64312.611429 88 87611.434473 89 73814.658882 90 66478.287459 91 61908.117851 92 84188.718482 93 70137.124330 94 81754.953584 95 72855.884409 96 70265.807151 97 80554.268872 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do FPM,HWES,1.449096441268921,"97 1567076.560 98 958652.600 99 1096039.100 100 1218423.420 101 1137998.350 102 1418941.190 103 970762.580 104 989594.120 105 919097.970 106 1192496.920 107 1893768.800 108 1266987.875 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do ICMS,HWES,1.2465908527374268,"97 495714.430 98 525618.610 99 652989.090 100 749768.240 101 594876.970 102 638686.120 103 680383.170 104 674939.620 105 657660.370 106 749547.610 107 824384.950 108 822787.625 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do IPVA,SARIMAX,1.8505566120147705,"90 18135.203019 91 20821.682982 92 16175.292687 93 195107.504256 94 172635.658061 95 56642.605235 96 88143.913814 97 133143.347861 98 88308.377907 99 42653.314546 100 30860.742319 101 22525.393516 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do ITR,MLP,3.7072689533233643,"87 20.000000 88 446.970000 89 539.130000 90 5976.000000 91 15643.930000 92 517.750000 93 7388.400000 94 75820.550000 95 260658.850000 96 2305.960000 97 2749.070000 98 2852.840332 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Transferencias LC 61_1989,MLP,2.8192138671875,"85 4198.250000 86 5286.960000 87 6254.760000 88 5772.340000 89 6542.520000 90 6748.430000 91 5629.510000 92 5992.760000 93 8651.820000 94 6585.110000 95 6986.100000 96 6203.253906 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,IPTU,HWES,2.044116973876953,"97 6.534712e+05 98 7.748495e+05 99 3.244724e+06 100 3.223757e+05 101 3.512933e+05 102 3.425083e+05 103 2.394146e+05 104 1.950150e+05 105 9.099847e+04 106 6.810178e+04 107 7.522153e+04 108 2.750769e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,ISS,AR,1.4526162147521973,"97 728168.7100 98 805975.3400 99 872339.1600 100 860287.9400 101 905799.1600 102 942976.3500 103 848330.7000 104 922069.7200 105 924534.5800 106 825510.8800 107 924051.6500 108 923149.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,ITBI,MLP,1.1961100101470947,"97 299114.340000 98 245797.950000 99 163963.800000 100 205263.400000 101 275485.000000 102 209132.100000 103 407041.650000 104 275821.390000 105 303481.430000 106 258939.900000 107 316384.100000 108 170473.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,IRRF,SARIMAX,1.0306873321533203,"91 308306.473034 92 356673.192837 93 312747.168026 94 348802.555896 95 493233.987283 96 398136.513637 97 342410.529616 98 364294.846359 99 370992.566821 100 389329.480840 101 379758.279722 102 388362.471242 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do FPM,HWES,1.458998203277588,"97 4178870.71 98 2556406.92 99 2922770.88 100 3249129.07 101 3034662.19 102 3783843.17 103 2588700.22 104 2638917.59 105 2450927.85 106 3179991.75 107 5050050.05 108 3439559.75 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do ICMS,HWES,3.2905468940734863,"97 1643055.84 98 1742173.76 99 2164345.89 100 2331870.65 101 1971732.03 102 2116938.41 103 2255144.18 104 2237101.42 105 2654931.71 106 2009288.31 107 2732441.01 108 2685951.75 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do IPVA,AR,2.350233793258667,"97 545070.970 98 757356.220 99 1451786.630 100 912625.570 101 369459.830 102 272959.260 103 147731.430 104 92224.330 105 80459.540 106 66004.160 107 1668412.750 108 1668412.875 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do ITR,XGBoost,2.3120579719543457,"97 9663.750000 98 708.510000 99 595.270000 100 743.320000 101 616.170000 102 499.070000 103 2172.250000 104 14974.050000 105 15390.390000 106 1701.580000 107 1461.320000 108 442.033264 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,IPTU,SARIMAX,3.965848922729492,"91 1.273033e+06 92 2.089110e+06 93 2.662295e+06 94 2.155566e+06 95 3.479046e+06 96 1.047124e+07 97 2.897363e+06 98 2.397746e+06 99 1.798031e+06 100 2.244406e+06 101 1.037997e+07 102 1.095958e+07 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Alvorada - RS,ISS,MLP,2.816863775253296,"97 1572184.62 98 1633838.43 99 1987081.62 100 1906505.40 101 1953296.32 102 1687015.54 103 1766734.15 104 1990463.56 105 1856147.06 106 1858308.19 107 1831998.44 108 1764702.25 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,ITBI,MLP,2.5643677711486816,"97 451176.720 98 590465.770 99 504818.660 100 519510.510 101 551596.730 102 783932.540 103 629575.530 104 723816.350 105 844780.130 106 697053.720 107 642623.200 108 671567.125 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,IRRF,HWES,1.8512334823608398,"97 2391888.790 98 2014846.980 99 2081929.500 100 1809071.700 101 1995085.950 102 1875544.180 103 1689045.180 104 1732347.330 105 1741400.240 106 1873941.000 107 4064106.630 108 642890.625 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do FPM,HWES,1.7621991634368896,"97 13407542.03 98 8189069.55 99 9362662.09 100 10403324.99 101 9705947.59 102 12206161.01 103 8436262.36 104 8599914.69 105 7987278.77 106 10363210.27 107 16457505.11 108 12361345.00 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do ICMS,HWES,1.221195936203003,"97 2911561.59 98 3087202.61 99 3835308.74 100 4403737.66 101 3493989.20 102 3751300.75 103 3996206.98 104 3964234.51 105 4704646.73 106 3560540.44 107 4841996.33 108 4517164.00 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do IPVA,AR,1.797950267791748,"97 1408141.28 98 2020628.98 99 3745207.58 100 3423985.28 101 1591891.50 102 1245937.05 103 758375.18 104 483617.69 105 398589.95 106 248225.02 107 2302375.83 108 2910276.25 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do ITR,XGBoost,1.3863072395324707,"51 134.700000 52 913.030000 53 7.600000 54 20.350000 55 4985.200000 56 215.220000 57 217.500000 58 335.650000 59 10168.640000 60 249.770000 61 233.660000 62 251.159637 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Transferencias LC 61_1989,XGBoost,1.0099449157714844,"67 24907.4200 68 31366.4500 69 37108.2700 70 34246.1700 71 38815.5300 72 40037.0500 73 33398.7500 74 35553.8200 75 58941.5500 76 31456.0700 77 41447.1500 78 36052.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,ISS,SARIMAX,2.382343292236328,"91 33931.493030 92 61381.827309 93 28710.648216 94 37062.504893 95 37690.032730 96 39908.720790 97 34080.155027 98 22580.807850 99 33722.322162 100 38272.920903 101 35392.350192 102 33298.489863 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,ITBI,XGBoost,1.2120592594146729,"81 4400.000000 82 18300.000000 83 4410.000000 84 12480.000000 85 5500.000000 86 14528.320000 87 18490.000000 88 5774.580000 89 2400.000000 90 6500.000000 91 2020.000000 92 9523.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do FPM,HWES,1.2222659587860107,"97 1253661.26 98 766922.09 99 876831.28 100 974738.75 101 910398.69 102 1251836.02 103 776610.07 104 820556.61 105 735278.38 106 1192496.91 107 1893768.77 108 1356071.25 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do ICMS,HWES,1.247943639755249,"97 371471.700 98 393880.860 99 489328.010 100 561851.010 101 445780.760 102 478609.860 103 509856.230 104 505777.030 105 600242.540 106 454271.680 107 617766.300 108 664147.875 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do ITR,SES,2.118809938430786,"90 323.060000 91 136.500000 92 59.840000 93 742.870000 94 25.840000 95 162.370000 96 256.680000 97 2929.330000 98 6185.740000 99 598.630000 100 221.780000 101 1315.713745 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Transferencias LC 61_1989,SARIMAX,1.3795135021209717,"70 4931.161299 71 5704.349541 72 5330.510515 73 4716.043648 74 4575.816542 75 4616.713232 76 4800.501344 77 4620.523119 78 4282.445783 79 4476.510188 80 5434.532902 81 5053.048190 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,IPTU,SARIMAX,1.1135659217834473,"81 3.045271e+05 82 5.726771e+05 83 2.685075e+05 84 2.250704e+05 85 5.188539e+05 86 1.515581e+06 87 6.068341e+05 88 3.498386e+05 89 3.364455e+05 90 2.850952e+05 91 3.022232e+05 92 3.254297e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,ISS,MLP,1.2073440551757812,"85 346485.4100 86 427647.7000 87 370562.1100 88 376080.7000 89 426565.8800 90 383191.3400 91 454547.4200 92 448381.7700 93 506832.2200 94 157928.0900 95 486426.0700 96 486426.0625 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,ITBI,XGBoost,1.1766397953033447,"85 185830.85 86 279867.28 87 146526.92 88 177304.17 89 85534.34 90 229789.09 91 183298.92 92 215272.19 93 165066.91 94 138428.18 95 598869.22 96 587900.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,IRRF,MLP,3.9186928272247314,"85 207561.3100 86 411782.9200 87 234726.3200 88 315513.3400 89 315410.8600 90 303611.8300 91 367248.9000 92 326250.0000 93 337016.3900 94 445704.2800 95 945378.3800 96 945378.3125 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do FPM,MLP,3.6231191158294678,"85 3859206.08 86 2339635.06 87 2773377.40 88 2085105.57 89 1886705.01 90 3508865.87 91 2822897.63 92 2599847.73 93 2473667.18 94 2370387.99 95 5569245.25 96 5569244.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do ICMS,XGBoost,1.8028802871704102,"85 2747272.99 86 2783231.16 87 2648813.21 88 3288459.61 89 2614063.37 90 2637280.97 91 2908195.64 92 2565664.56 93 2496861.50 94 2419110.86 95 2938641.51 96 2707670.00 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do IPVA,XGBoost,1.9973599910736084,"85 482485.180 86 589363.350 87 989696.010 88 849721.740 89 383352.270 90 294270.650 91 223684.870 92 115269.890 93 76441.950 94 47588.630 95 1677035.280 96 1677035.125 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,IPTU,SARIMAX,2.183079719543457,"89 11660.137560 90 10355.838215 91 8068.473077 92 9675.667458 93 7007.879101 94 7397.610722 95 91190.505896 96 66628.753989 97 21356.328793 98 17772.454430 99 15321.848205 100 14343.137649 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,ISS,HWES,1.7537076473236084,"97 16148.810000 98 26739.970000 99 22265.030000 100 16250.640000 101 35911.930000 102 20502.260000 103 48455.840000 104 13899.440000 105 23497.050000 106 58003.860000 107 85609.720000 108 61760.664062 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,ITBI,MLP,2.8282203674316406,"87 10540.800000 88 9258.330000 89 11980.000000 90 9450.000000 91 9687.190000 92 15620.150000 93 4103.000000 94 11574.880000 95 2603.520000 96 1649.290000 97 10900.000000 98 10758.283203 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,IRRF,Prophet,3.2813360691070557,"97 63.75000 98 84744.58000 99 50116.03000 100 38432.00000 101 37005.51000 102 51094.32000 103 40439.54000 104 55574.55000 105 47456.28000 106 32661.21000 107 108823.94000 108 108823.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do FPM,HWES,1.337458848953247,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1418941.180 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1213750.875 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do ICMS,HWES,1.2478735446929932,"97 245086.03000 98 259870.92000 99 322844.12000 100 370692.70000 101 294112.94000 102 329636.21000 103 350490.82000 104 348062.79000 105 412455.94000 106 314632.44000 107 350334.01000 108 337306.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do IPVA,AR,1.8174512386322021,"97 33963.420000 98 29202.540000 99 61630.980000 100 41147.820000 101 23226.970000 102 13368.960000 103 4129.330000 104 4074.740000 105 3699.650000 106 1871.630000 107 118831.190000 108 118831.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do ITR,XGBoost,1.4147121906280518,"59 185.560000 60 1646.290000 61 3612.580000 62 38.790000 63 14.000000 64 58.520000 65 11.350000 66 15.500000 67 1718.650000 68 4265.360000 69 111.450000 70 168.724335 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Transferencias LC 61_1989,AR,1.6266305446624756,"97 2075.66000 98 2613.91000 99 3092.41000 100 2853.89000 101 3234.69000 102 3336.46000 103 2783.26000 104 2962.87000 105 4911.88000 106 2621.39000 107 3453.99000 108 3113.88916 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,IPTU,MLP,1.1148405075073242,"69 702126.790000 70 119576.130000 71 93001.700000 72 52242.190000 73 54070.690000 74 66013.110000 75 56722.480000 76 51786.520000 77 45585.210000 78 56262.460000 79 47416.750000 80 47414.113281 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,ISS,MLP,2.6563479900360107,"69 157321.380000 70 86137.700000 71 121461.410000 72 110373.380000 73 125103.310000 74 141678.230000 75 146643.390000 76 104131.890000 77 118283.900000 78 154505.720000 79 146693.460000 80 144405.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,ITBI,HWES,2.25331711769104,"69 123257.190000 70 93274.380000 71 199846.430000 72 93352.560000 73 125636.350000 74 117936.400000 75 114961.490000 76 143444.680000 77 214348.780000 78 61275.570000 79 257772.800000 80 258001.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,IRRF,Prophet,1.706162929534912,"68 48620.2900 69 49173.6300 70 88517.0000 71 159635.0900 72 100347.4800 73 86588.8600 74 86154.9900 75 102205.7800 76 82087.1600 77 96883.8000 78 286654.8400 79 286769.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do FPM,SARIMAX,1.6309471130371094,"62 1.921172e+06 63 2.105046e+06 64 2.194583e+06 65 2.511960e+06 66 2.391669e+06 67 2.100006e+06 68 2.312849e+06 69 2.300144e+06 70 2.289603e+06 71 2.303075e+06 72 2.698745e+06 73 2.977671e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do ICMS,MLP,1.3139915466308594,"66 2.736538e+06 67 9.331107e+04 68 2.783278e+06 69 1.540630e+06 70 1.797865e+06 71 1.273435e+06 72 4.281047e+06 73 7.935083e+05 74 3.061942e+06 75 1.694536e+06 76 2.030034e+06 77 1.037884e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do IPVA,SARIMAX,1.1296894550323486,"62 391899.653204 63 328618.979702 64 294140.882581 65 284021.914772 66 310244.966349 67 359257.789970 68 341307.460261 69 457436.516846 70 394809.764028 71 325629.474078 72 301513.789407 73 315491.518402 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Quaraí - RS,Transferencias LC 61_1989,HWES,1.105689525604248,"60 36921.810000 61 1450.420000 62 32658.810000 63 11576.790000 64 13276.940000 65 11156.350000 66 42813.150000 67 20010.820000 68 22944.610000 69 14298.930000 70 18471.190000 71 17173.634766 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,IPTU,XGBoost,3.4191765785217285,"59 3819.060000 60 6829.540000 61 5034.350000 62 5952.110000 63 51856.900000 64 199552.490000 65 13399.430000 66 22369.110000 67 11964.450000 68 12682.730000 69 12201.170000 70 19882.599609 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,ISS,XGBoost,2.7256410121917725,"65 21903.720000 66 39645.410000 67 78606.620000 68 131460.860000 69 145052.610000 70 31715.760000 71 42268.510000 72 32531.290000 73 41869.780000 74 241946.980000 75 131083.300000 76 126225.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,ITBI,XGBoost,2.1341307163238525,"59 601.34000 60 9660.00000 61 18818.38000 62 29711.14000 63 32735.92000 64 2020.67000 65 33251.95000 66 22426.58000 67 5114.78000 68 32125.10000 69 3400.00000 70 2886.05542 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,IRRF,Prophet,1.1406245231628418,"65 25160.76000 66 101321.04000 67 82500.68000 68 72989.17000 69 68573.72000 70 114726.47000 71 97074.46000 72 108713.84000 73 122812.49000 74 117954.48000 75 311101.87000 76 303603.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do FPM,MLP,1.2569708824157715,"63 1992043.74 64 1382377.58 65 1441692.09 66 4587083.78 67 1443352.50 68 1316778.55 69 1411448.82 70 1299923.87 71 1236833.60 72 1554474.68 73 3159863.63 74 3159853.75 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do ICMS,MLP,1.1357755661010742,"65 954384.9500 66 565850.5600 67 659956.9600 68 739655.5500 69 572035.7100 70 580281.8300 71 597899.2700 72 560490.0900 73 544963.7900 74 527522.5400 75 658203.4300 76 317103.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do IPVA,MLP,1.002744436264038,"59 201292.180000 60 61838.030000 61 117904.180000 62 263059.250000 63 3356.200000 64 235751.620000 65 26669.810000 66 42629.860000 67 12952.580000 68 13431.530000 69 194751.040000 70 190338.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do ITR,XGBoost,2.1291260719299316,"58 283.79000 59 334.06000 60 261.72000 61 71.51000 62 337.20000 63 452.76000 64 103.23000 65 175.17000 66 1026.47000 67 19165.09000 68 890.27000 69 759.42334 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,IPTU,MLP,2.360945463180542,"76 5922.610000 77 5326.590000 78 4774.710000 79 5368.700000 80 4710.260000 81 5162.050000 82 6382.770000 83 4707.780000 84 93255.230000 85 26227.310000 86 14275.440000 87 6598.388672 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,ISS,HWES,1.85066819190979,"85 12145.810000 86 9445.890000 87 17775.170000 88 9438.730000 89 28294.280000 90 17449.020000 91 14210.280000 92 54208.230000 93 62100.950000 94 62691.040000 95 55787.050000 96 54658.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,ITBI,SARIMAX,3.0489768981933594,"78 45093.911043 79 36884.224115 80 24360.961506 81 41992.461727 82 63379.581267 83 37162.901687 84 22075.269939 85 23620.918505 86 49209.476382 87 29255.354189 88 -13869.701501 89 22458.446940 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Jaquirana - RS,IRRF,XGBoost,1.2898030281066895,"84 17847.740000 85 40182.220000 86 31233.640000 87 28961.390000 88 49240.610000 89 29675.600000 90 33863.470000 91 35529.050000 92 30654.350000 93 39648.380000 94 92567.180000 95 74362.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do FPM,XGBoost,1.21645188331604,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1125558.375 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ICMS,HWES,2.866187334060669,"85 147200.340 86 538527.880 87 484022.950 88 599674.730 89 477183.890 90 480725.950 91 498758.890 92 467552.690 93 454600.890 94 440051.650 95 535816.180 96 497050.625 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do IPVA,XGBoost,1.8806829452514648,"85 33555.160000 86 130002.130000 87 110643.920000 88 84074.610000 89 21592.610000 90 12191.300000 91 8461.270000 92 10635.160000 93 6060.190000 94 2384.970000 95 220337.280000 96 220346.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ITR,XGBoost,2.162341594696045,"83 237.950000 84 1054.060000 85 520.430000 86 479.320000 87 1087.590000 88 596.900000 89 846.990000 90 12234.560000 91 60847.700000 92 5075.860000 93 6936.430000 94 6823.643066 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Transferencias LC 61_1989,SARIMAX,1.6214573383331299,"81 7130.609999 82 6414.128353 83 7096.464973 84 6496.450622 85 5334.455454 86 5450.039647 87 5704.656013 88 5330.788560 89 5349.502033 90 5684.595366 91 5224.929276 92 5990.212860 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Erval Seco - RS,IPTU,AR,2.9013020992279053,"81 2361.370000 82 37270.640000 83 223210.910000 84 166622.790000 85 20801.460000 86 18651.870000 87 29171.990000 88 19158.660000 89 17026.030000 90 3313.300000 91 6515.670000 92 6515.657227 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,ISS,HWES,1.223130702972412,"81 59686.030000 82 42836.310000 83 83942.720000 84 63069.630000 85 110911.310000 86 69842.240000 87 139333.850000 88 85948.920000 89 63652.530000 90 77832.960000 91 60286.610000 92 60286.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,ITBI,MLP,2.7888760566711426,"81 6507.620000 82 22309.620000 83 12686.200000 84 43232.270000 85 37394.520000 86 18024.430000 87 44008.810000 88 22340.850000 89 48313.140000 90 22281.340000 91 48266.160000 92 46654.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,IRRF,Prophet,2.324357748031616,"81 37218.2100 82 48930.1500 83 46886.0500 84 44693.2300 85 44497.5200 86 63326.1300 87 95696.3800 88 50944.8200 89 55768.8200 90 53167.7800 91 151684.6100 92 142956.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do FPM,MLP,2.2100279331207275,"81 1447261.910 82 877388.900 83 1040678.320 84 1157620.730 85 1082514.380 86 1456996.250 87 1058586.610 88 974942.910 89 927625.180 90 1165856.010 91 1811506.450 92 1243302.375 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ICMS,AR,2.1270804405212402,"81 8.358506e+05 82 8.969842e+05 83 8.066551e+05 84 1.000505e+06 85 4.180925e+05 86 1.179615e+06 87 8.330962e+05 88 7.805967e+05 89 7.596635e+05 90 7.360084e+05 91 8.948346e+05 92 6.895996e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do IPVA,MLP,2.1557250022888184,"81 43797.25 82 71541.38 83 91918.74 84 89956.08 85 43242.31 86 22457.94 87 21124.54 88 7721.55 89 1314.33 90 5581.74 91 315206.74 92 315206.75 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ITR,XGBoost,2.2568891048431396,"80 71.730000 81 261.900000 82 195.960000 83 88.630000 84 84.630000 85 122.130000 86 294.230000 87 6249.910000 88 32347.850000 89 474.140000 90 288.100000 91 288.103363 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Transferencias LC 61_1989,MLP,1.3658831119537354,"69 11013.270000 70 9956.700000 71 8391.160000 72 6227.310000 73 383665.150000 74 -369408.310000 75 5452.230000 76 8247.190000 77 8847.910000 78 6153.280000 79 7948.740000 80 7942.342773 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,IPTU,SES,2.3380496501922607,"85 1.007708e+04 86 2.382451e+05 87 1.225625e+06 88 1.157284e+05 89 1.042995e+05 90 8.489385e+04 91 1.319574e+04 92 7.224020e+03 93 1.318879e+04 94 2.004713e+04 95 2.007429e+04 96 4.704394e+03 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,ISS,XGBoost,1.2905511856079102,"85 240868.50 86 212889.81 87 205155.94 88 254482.86 89 241157.10 90 273339.94 91 250729.35 92 281988.92 93 315714.67 94 307331.60 95 327490.21 96 325184.00 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,ITBI,MLP,2.217271327972412,"85 108426.530000 86 75749.000000 87 60214.240000 88 120881.130000 89 70149.840000 90 46351.860000 91 117540.150000 92 117921.550000 93 98096.400000 94 61600.520000 95 107901.380000 96 49953.238281 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,IRRF,AR,2.132821798324585,"85 66358.470000 86 60385.950000 87 64074.530000 88 64386.770000 89 65290.110000 90 68372.150000 91 86679.880000 92 86116.150000 93 96065.250000 94 98370.900000 95 160308.450000 96 160244.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do FPM,MLP,1.8180372714996338,"83 1447261.91 84 877388.90 85 1040016.53 86 1156914.60 87 1082514.38 88 1456996.25 89 1058586.61 90 974942.91 91 927625.18 92 1165856.01 93 1811506.45 94 1615840.25 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do ICMS,HWES,1.300621509552002,"85 1352337.350 86 1451246.510 87 1305101.400 88 1618734.910 89 1286765.280 90 1298194.060 91 1347880.940 92 1262941.100 93 1229072.990 94 1190800.430 95 1447768.560 96 1278549.375 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do IPVA,MLP,2.2705178260803223,"85 157838.98 86 190182.09 87 412027.25 88 259830.58 89 83195.14 90 48767.40 91 61627.95 92 40378.25 93 22837.05 94 20779.41 95 1299175.66 96 1299175.50 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do ITR,MLP,1.9540774822235107,"83 335.830000 84 7446.710000 85 144.030000 86 145.160000 87 46.150000 88 394.640000 89 521.370000 90 4767.110000 91 17925.890000 92 220.400000 93 237.370000 94 244.315063 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Transferencias LC 61_1989,MLP,1.6706488132476807,"85 17818.540000 86 16109.140000 87 14646.900000 88 11217.740000 89 10412.490000 90 12653.900000 91 8821.230000 92 13343.270000 93 14315.180000 94 9955.500000 95 12860.390000 96 13601.880859 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,IPTU,Prophet,2.122490644454956,"70 1136.260000 71 2041.700000 72 1001.720000 73 2177.460000 74 43200.430000 75 52559.400000 76 7431.940000 77 8126.600000 78 5406.080000 79 6520.620000 80 15292.470000 81 17517.466797 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,ISS,SARIMAX,5.229328155517578,"71 11176.005574 72 7002.653697 73 8053.416254 74 8837.895442 75 10068.125001 76 11008.224573 77 8630.512689 78 8716.789066 79 8447.472629 80 7962.179832 81 8725.859170 82 9479.635850 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,ITBI,SARIMAX,2.1048951148986816,"66 7647.481752 67 7740.304640 68 9471.190368 69 5906.940752 70 6098.017012 71 15568.726132 72 8258.354319 73 4159.605457 74 12273.848699 75 6738.453196 76 7170.370652 77 3145.962848 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,IRRF,Prophet,1.1798977851867676,"34 7409.820000 35 31287.230000 36 4880.590000 37 5672.250000 38 163077.280000 39 33443.120000 40 29797.990000 41 19531.480000 42 32846.190000 43 33112.360000 44 72187.750000 45 5886.948242 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do FPM,AR,1.5448596477508545,"73 1567076.53 74 958652.59 75 1096039.07 76 1218423.40 77 1137698.32 78 1430566.75 79 970762.57 80 989594.09 81 919097.95 82 1192496.91 83 1884160.85 84 1273976.75 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do ICMS,Prophet,1.4754648208618164,"73 240779.15000 74 255304.26000 75 317170.86000 76 386597.10000 77 288944.54000 78 323787.01000 79 344274.17000 80 341887.73000 81 405140.86000 82 309042.61000 83 518931.68000 84 517539.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do IPVA,SARIMAX,1.730644941329956,"67 36971.834056 68 27966.625614 69 28529.070668 70 43072.329670 71 43355.901219 72 19785.151251 73 13170.155415 74 15849.316626 75 8107.575730 76 6264.743864 77 7508.988644 78 77229.023985 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Transferencias LC 61_1989,HWES,2.113281726837158,"61 2039.170000 62 2567.980000 63 3038.070000 64 2803.750000 65 3177.840000 66 3277.860000 67 2734.370000 68 2910.800000 69 4825.580000 70 2575.320000 71 5193.350000 72 2312.782471 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,IPTU,XGBoost,1.9939346313476562,"95 43256.610000 96 22782.050000 97 26602.730000 98 29174.610000 99 26435.990000 100 190116.480000 101 693776.340000 102 75225.350000 103 77478.200000 104 63243.660000 105 33858.740000 106 33115.476562 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,ISS,XGBoost,1.333601951599121,"97 88682.490000 98 84871.650000 99 115403.530000 100 114720.040000 101 103485.140000 102 156237.890000 103 96064.330000 104 108386.740000 105 127380.560000 106 108222.750000 107 120476.750000 108 120163.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,ITBI,HWES,1.2232897281646729,"97 41469.50000 98 62907.16000 99 47133.26000 100 100288.19000 101 58808.69000 102 60567.18000 103 37262.37000 104 49163.21000 105 65153.40000 106 52664.79000 107 45183.70000 108 64334.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,IRRF,Prophet,1.3723204135894775,"97 70386.130000 98 80887.190000 99 109760.320000 100 91148.530000 101 85150.360000 102 86293.700000 103 83337.040000 104 87593.510000 105 109642.590000 106 79515.210000 107 150622.650000 108 150669.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do FPM,HWES,1.4109046459197998,"97 2089435.33 98 1278203.46 99 1461385.45 100 1624564.53 101 1517331.10 102 1891921.59 103 1294350.11 104 1319458.79 105 1225463.93 106 2024193.43 107 2525025.03 108 2141966.50 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do ICMS,HWES,3.209040403366089,"97 642454.750 98 681211.070 99 846310.480 100 971712.970 101 770971.140 102 866064.230 103 920765.430 104 914438.170 105 1083529.240 106 826884.280 107 1403199.290 108 1329915.875 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do ITR,XGBoost,2.2121589183807373,"72 38.06000 73 28.23000 74 59.28000 75 12.07000 76 57.81000 77 91.90000 78 534.00000 79 4819.40000 80 10787.89000 81 6.89000 82 42.10000 83 56.29813 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,IPTU,SARIMAX,1.591454267501831,"79 22824.259882 80 14157.997365 81 26369.170941 82 20553.442785 83 12451.562632 84 42205.031902 85 46675.260035 86 25598.187577 87 21838.806451 88 25190.045019 89 16213.371642 90 20478.544871 Name: predicted_mean, dtype: float64" Prefeitura Municipal de General Câmara - RS,ISS,HWES,1.4556500911712646,"85 29572.010000 86 60855.400000 87 66961.550000 88 54243.650000 89 50547.460000 90 81072.820000 91 79970.430000 92 83834.000000 93 103932.950000 94 42976.270000 95 93641.770000 96 75341.046875 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,ITBI,XGBoost,3.216609477996826,"84 21688.540000 85 31530.800000 86 27468.140000 87 36827.560000 88 19585.680000 89 24973.660000 90 5450.000000 91 4640.000000 92 20673.820000 93 10116.030000 94 24564.610000 95 23278.740234 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,IRRF,XGBoost,2.833522081375122,"85 -16530.160000 86 54071.110000 87 50660.830000 88 39990.980000 89 53721.560000 90 47200.990000 91 53393.780000 92 47364.670000 93 53051.640000 94 61639.830000 95 74164.830000 96 71368.523438 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do FPM,XGBoost,1.376962423324585,"85 1463361.230 86 861289.580 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1387902.625 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do ICMS,HWES,1.2511539459228516,"85 626571.0100 86 672398.0400 87 604685.4300 88 749999.5100 89 596189.8900 90 601485.1100 91 624506.2500 92 585151.5300 93 569459.6200 94 551727.0100 95 670786.6200 96 560154.4375 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do IPVA,HWES,1.1994571685791016,"85 56863.680000 86 75096.310000 87 137272.380000 88 112259.360000 89 43641.570000 90 36008.550000 91 15304.370000 92 11093.000000 93 11766.360000 94 6620.080000 95 155950.580000 96 148648.171875 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do ITR,XGBoost,1.9129557609558105,"84 1422.570000 85 444.320000 86 335.850000 87 362.370000 88 628.390000 89 625.770000 90 1021.970000 91 1370.860000 92 5327.980000 93 120931.090000 94 10022.870000 95 10022.848633 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Transferencias LC 61_1989,AR,1.269059419631958,"85 8255.750000 86 10133.880000 87 6786.270000 88 5197.440000 89 4824.360000 90 5862.840000 91 1010.050000 92 6182.260000 93 6632.570000 94 4612.610000 95 3288.420000 96 3327.621338 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,IPTU,XGBoost,1.5179531574249268,"83 19114.180000 84 10419.840000 85 5699.580000 86 12598.710000 87 5839.670000 88 12759.050000 89 458252.310000 90 148201.970000 91 95522.680000 92 19217.850000 93 19736.750000 94 16661.310547 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,ISS,XGBoost,3.147251844406128,"85 74617.790000 86 55431.550000 87 51756.750000 88 74836.790000 89 82665.500000 90 68910.370000 91 61840.350000 92 60135.830000 93 71321.440000 94 81497.300000 95 165401.130000 96 165401.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,IRRF,XGBoost,1.2699353694915771,"85 63688.110000 86 49415.440000 87 51114.110000 88 49864.610000 89 50086.150000 90 49729.140000 91 60694.680000 92 55223.660000 93 55956.580000 94 102344.810000 95 102911.830000 96 96914.367188 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do FPM,XGBoost,1.3897626399993896,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1356825.625 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do ICMS,XGBoost,1.3106682300567627,"85 1024701.91 86 1104113.95 87 988910.00 88 1226558.44 89 974678.74 90 984013.15 91 852907.05 92 956964.01 93 931301.24 94 902301.13 95 1097012.70 96 886993.25 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do IPVA,SARIMAX,1.8602702617645264,"81 80474.018590 82 33383.215184 83 214026.869766 84 265859.411623 85 111749.788004 86 155446.847873 87 295389.096328 88 109414.913459 89 76103.102740 90 63485.755665 91 180799.371760 92 52254.962464 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do ITR,SARIMAX,2.2945749759674072,"79 51596.640073 80 38214.488486 81 32642.397725 82 12834.880534 83 11816.871247 84 10967.603588 85 10582.363449 86 10253.332173 87 12685.575867 88 15464.961171 89 60405.667535 90 182481.001001 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sertão - RS,Transferencias LC 61_1989,XGBoost,1.9706058502197266,"85 13501.580000 86 12206.310000 87 11098.350000 88 8499.970000 89 7889.810000 90 9588.180000 91 6684.080000 92 10110.540000 93 10847.000000 94 7543.530000 95 9744.660000 96 9940.547852 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,IPTU,HWES,3.168957471847534,"96 8484.67000 97 18351.94000 98 4709.82000 99 3251.86000 100 2214.67000 101 6236.82000 102 2159.71000 103 4201.99000 104 8193.23000 105 1827.21000 106 5563.93000 107 7510.22168 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,ISS,XGBoost,1.8326575756072998,"85 30567.590000 86 38292.860000 87 70860.280000 88 52028.590000 89 33887.380000 90 27504.140000 91 65241.380000 92 44620.070000 93 79103.110000 94 30767.990000 95 58325.120000 96 58370.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,ITBI,XGBoost,3.0064289569854736,"95 6943.50000 96 13878.00000 97 41256.00000 98 21989.00000 99 17415.00000 100 21022.66000 101 88932.15000 102 12304.67000 103 304978.10000 104 18306.00000 105 7734.96000 106 9060.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,IRRF,XGBoost,1.1421325206756592,"97 61712.440000 98 139855.920000 99 80595.220000 100 82026.100000 101 72600.270000 102 86375.600000 103 83406.440000 104 79828.760000 105 79174.870000 106 146087.430000 107 75539.160000 108 2511.141602 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do FPM,HWES,1.499887466430664,"97 1567076.53 98 958652.59 99 1096039.07 100 1218423.40 101 1137998.32 102 1430566.75 103 970762.57 104 989594.09 105 919097.95 106 1192496.91 107 1893768.77 108 1345037.25 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do ICMS,HWES,1.5897901058197021,"97 506674.3700 98 548266.5300 99 681125.1900 100 782074.3500 101 620509.1100 102 693705.9500 103 737674.1400 104 704021.5500 105 835513.8100 106 632328.1800 107 897120.5200 108 897181.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,IPTU,MLP,1.5347979068756104,"72 2227.260000 73 83410.370000 74 321312.420000 75 23100.730000 76 24600.660000 77 19719.450000 78 19049.110000 79 4996.280000 80 6603.880000 81 7758.920000 82 17225.430000 83 6256.509766 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,ISS,SES,1.5814378261566162,"78 24182.1000 79 46831.0500 80 27054.2700 81 30192.7500 82 32702.6300 83 34292.2200 84 38939.4900 85 33728.7800 86 50355.0300 87 59211.8100 88 62388.9000 89 57551.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,ITBI,AR,3.46673846244812,"78 18653.010000 79 9965.720000 80 27662.740000 81 30347.960000 82 19689.200000 83 75766.110000 84 47238.110000 85 95337.530000 86 40045.680000 87 19637.990000 88 17984.800000 89 26829.919922 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,IRRF,XGBoost,2.200167417526245,"77 74714.030000 78 96147.030000 79 76828.030000 80 82957.750000 81 86481.290000 82 70229.030000 83 77470.970000 84 97829.040000 85 85171.000000 86 80786.960000 87 189859.230000 88 189883.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do FPM,XGBoost,2.2363719940185547,"78 1253661.260 79 958652.590 80 1096039.070 81 1218423.400 82 1137998.320 83 1420958.830 84 970762.570 85 989594.090 86 919097.950 87 1192496.910 88 1893768.770 89 1163277.125 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do ICMS,MLP,2.013261556625366,"78 503582.67 79 646663.94 80 829192.06 81 952086.16 82 755398.93 83 811029.56 84 863978.18 85 857065.74 86 835123.86 87 951805.97 88 1046837.46 89 738605.00 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do IPVA,MLP,1.3274919986724854,"78 43008.300000 79 71050.350000 80 79654.000000 81 54294.870000 82 19675.210000 83 13873.650000 84 7345.110000 85 6228.320000 86 7148.510000 87 3413.710000 88 228609.830000 89 215972.734375 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do ITR,AR,1.360314130783081,"77 152.120000 78 56.400000 79 60.960000 80 44.620000 81 49.040000 82 114.880000 83 513.060000 84 11779.980000 85 13364.450000 86 253.320000 87 233.050000 88 310.589905 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,IPTU,MLP,3.32423734664917,"87 1262.450000 88 1198.570000 89 1104.350000 90 1183.730000 91 618.580000 92 502.510000 93 162.510000 94 10889.420000 95 66030.840000 96 6268.260000 97 4798.730000 98 932.448364 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,ISS,MLP,2.5354256629943848,"97 14792.050000 98 11498.280000 99 6953.630000 100 19296.540000 101 23126.280000 102 8965.170000 103 23482.440000 104 19093.930000 105 15269.460000 106 13039.800000 107 30730.810000 108 2607.079102 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,ITBI,XGBoost,2.2027108669281006,"92 7705.130000 93 5982.230000 94 26432.140000 95 6139.090000 96 6837.630000 97 43309.560000 98 1822.420000 99 4558.020000 100 25540.910000 101 648.200000 102 34498.650000 103 33850.347656 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,IRRF,XGBoost,2.0658278465270996,"96 2250.330000 97 79118.730000 98 29793.260000 99 24544.060000 100 24652.070000 101 27068.880000 102 28299.580000 103 29611.950000 104 33609.090000 105 28994.930000 106 47626.970000 107 46307.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do FPM,HWES,1.300506830215454,"97 2.025961e+06 98 9.586526e+05 99 1.096039e+06 100 1.218423e+06 101 1.137998e+06 102 1.428549e+06 103 9.707625e+05 104 9.895941e+05 105 9.190979e+05 106 1.192497e+06 107 1.893769e+06 108 7.961801e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do ICMS,HWES,1.3604373931884766,"96 409327.150 97 418401.750 98 519790.920 99 596828.810 100 473532.630 101 529853.970 102 563415.630 103 559489.800 104 663035.050 105 505631.040 106 843630.460 107 844217.125 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do IPVA,HWES,1.0976521968841553,"54 7001.670000 55 135822.650000 56 111062.760000 57 55715.410000 58 24586.390000 59 52191.150000 60 10961.400000 61 14457.500000 62 27910.700000 63 215.670000 64 82907.350000 65 42712.222656 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do ITR,MLP,2.0197837352752686,"74 90.470000 75 3.170000 76 356.830000 77 36643.120000 78 9957.820000 79 3.290000 80 1605.830000 81 715.680000 82 155718.740000 83 1082.620000 84 3.440000 85 -53.289848 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Transferencias LC 61_1989,XGBoost,2.750714063644409,"95 3341.880000 96 4208.480000 97 4978.900000 98 4594.870000 99 5207.950000 100 5371.860000 101 4481.170000 102 4770.320000 103 7908.300000 104 4220.540000 105 5560.580000 106 5292.377441 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,IPTU,MLP,2.9644522666931152,"97 26328.440000 98 235601.810000 99 29671.150000 100 13365.850000 101 20779.480000 102 18240.720000 103 29681.250000 104 11969.900000 105 24179.110000 106 6438.140000 107 16524.140000 108 26781.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,ISS,HWES,2.564474582672119,"97 13549.780000 98 24784.980000 99 15916.120000 100 24326.210000 101 23471.270000 102 19351.180000 103 26579.870000 104 19430.720000 105 25806.250000 106 21653.760000 107 33584.990000 108 30952.279297 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,ITBI,HWES,1.8522138595581055,"96 8725.000000 97 10811.800000 98 13169.000000 99 15195.800000 100 43224.800000 101 72486.600000 102 36072.000000 103 8217.180000 104 9320.000000 105 19739.700000 106 22780.000000 107 24702.873047 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,IRRF,XGBoost,1.3721098899841309,"97 73608.30000 98 77949.30000 99 78321.84000 100 68303.07000 101 74978.49000 102 71249.38000 103 69683.75000 104 67989.52000 105 71938.15000 106 71128.41000 107 132083.66000 108 132083.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do FPM,HWES,1.3865981101989746,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1420958.830 103 970762.570 104 989594.090 105 919097.950 106 1192496.910 107 1893768.770 108 1313358.125 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do ICMS,HWES,1.265718698501587,"97 388357.1000 98 411784.8800 99 511570.6500 100 623549.5400 101 466043.9000 102 523824.9700 103 556896.4000 104 553077.2700 105 655335.5400 106 500163.7400 107 851064.2600 108 801146.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do IPVA,AR,3.1139869689941406,"96 44969.890000 97 108701.870000 98 145361.140000 99 99283.240000 100 30778.670000 101 29942.140000 102 13327.740000 103 9368.190000 104 7158.880000 105 6811.540000 106 183736.610000 107 165468.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do ITR,MLP,3.63651704788208,"91 488.8700 92 269.9900 93 189.9800 94 109.2000 95 81.7700 96 725.3600 97 5718.7200 98 13972.4100 99 16419.9400 100 859.9800 101 10244.1000 102 9882.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Transferencias LC 61_1989,SARIMAX,1.9626452922821045,"51 4177.223308 52 3295.906452 53 3453.488621 54 3909.157060 55 3218.264109 56 4293.736288 57 5351.207677 58 4411.043468 59 4850.221612 60 4772.825412 61 3691.017060 62 3833.271390 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,IPTU,SARIMAX,2.9966683387756348,"89 11361.356070 90 10973.442173 91 11649.974799 92 13950.937416 93 10656.013473 94 20628.626927 95 71028.526672 96 54306.965038 97 68514.784748 98 33976.217121 99 15209.873089 100 13714.361187 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,ISS,AR,2.0625479221343994,"97 6137.530000 98 9103.260000 99 13176.590000 100 9545.600000 101 14085.660000 102 14788.240000 103 22363.570000 104 16828.280000 105 17805.670000 106 13760.660000 107 15816.600000 108 14721.017578 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,ITBI,XGBoost,2.4142990112304688,"96 3940.000000 97 14489.880000 98 11692.860000 99 10050.920000 100 22567.770000 101 37834.930000 102 14987.500000 103 34071.670000 104 9694.860000 105 10596.650000 106 8311.250000 107 8001.711426 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,IRRF,XGBoost,2.9402718544006348,"97 7843.060000 98 80144.400000 99 42669.210000 100 37475.430000 101 39637.150000 102 73574.690000 103 37808.400000 104 40449.270000 105 38083.110000 106 37440.310000 107 35659.390000 108 35659.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do FPM,AR,2.331328868865967,"97 1567076.530 98 958652.590 99 1096039.070 100 1218423.400 101 1137998.320 102 1893768.770 103 1430566.750 104 970762.570 105 989594.090 106 919097.950 107 1192496.910 108 936147.625 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ICMS,SARIMAX,1.3496637344360352,"91 564176.498012 92 565162.345909 93 602930.347862 94 613855.905967 95 749510.209627 96 505993.828341 97 567617.252217 98 638079.741859 99 542640.310091 100 605659.588503 101 578779.098859 102 701323.568848 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do IPVA,SARIMAX,2.310884952545166,"91 18937.904019 92 16553.500165 93 16032.504873 94 17112.358136 95 99095.063811 96 156366.927064 97 43550.182596 98 72628.998553 99 115440.226284 100 53296.406215 101 39159.495125 102 28815.011177 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ITR,XGBoost,1.3998768329620361,"64 50.720000 65 6.720000 66 21.450000 67 20.740000 68 35.010000 69 199.290000 70 97.440000 71 208.630000 72 2524.910000 73 1073.690000 74 99.230000 75 136.702713 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,IPTU,AR,1.964536428451538,"80 3647.410000 81 9123.010000 82 18027.550000 83 16889.790000 84 8835.870000 85 3558.400000 86 2559.800000 87 5594.420000 88 9617.820000 89 5192.070000 90 3479.880000 91 2897.756836 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,ISS,XGBoost,2.317204236984253,"85 107008.870000 86 77027.740000 87 72328.520000 88 168539.240000 89 79219.740000 90 167092.330000 91 100326.750000 92 62257.970000 93 102427.460000 94 154750.080000 95 177881.070000 96 175609.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,IRRF,AR,1.5293793678283691,"85 23958.430000 86 29818.290000 87 32028.280000 88 35599.740000 89 35796.700000 90 34383.790000 91 34376.780000 92 41058.970000 93 50492.360000 94 41381.740000 95 119888.820000 96 116149.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do FPM,XGBoost,1.665837049484253,"85 1447261.910 86 877388.900 87 1040016.530 88 1156914.600 89 1082514.380 90 1456996.250 91 1058586.610 92 974942.910 93 927625.180 94 1165856.010 95 1811506.450 96 1776112.875 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do ICMS,HWES,1.2264466285705566,"85 265327.9800 86 434942.3300 87 391142.2700 88 485139.0300 89 385646.8900 90 389072.1200 91 403963.4200 92 378506.7200 93 368356.3500 94 356885.9700 95 433899.9900 96 383003.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do IPVA,HWES,1.7804327011108398,"85 176887.00 86 40032.74 87 59627.76 88 41384.66 89 10242.47 90 11945.34 91 9613.69 92 4064.05 93 2477.69 94 2644.22 95 98104.57 96 98104.50 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do ITR,MLP,2.263815402984619,"83 1934.590000 84 1665.810000 85 1611.410000 86 1242.210000 87 1756.750000 88 1848.800000 89 4411.110000 90 16859.490000 91 99961.780000 92 8604.260000 93 8573.800000 94 8574.149414 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Transferencias LC 61_1989,AR,2.3393490314483643,"85 5340.260000 86 4827.930000 87 4389.710000 88 3361.970000 89 3120.640000 90 3792.390000 91 2643.740000 92 3999.000000 93 4290.280000 94 2983.680000 95 3854.290000 96 3752.049316 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,IPTU,SARIMAX,3.529961585998535,"78 11932.029069 79 15518.406244 80 11716.871290 81 23174.075130 82 63788.833921 83 78300.705849 84 140510.566146 85 356491.713757 86 60089.107598 87 63136.525459 88 19013.284822 89 23224.698632 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Aratiba - RS,ISS,SARIMAX,1.089505672454834,"81 266601.292533 82 270128.915718 83 290829.286014 84 274362.449016 85 248338.022490 86 256469.881980 87 254498.604088 88 289540.396426 89 323606.143519 90 293229.528470 91 295323.809035 92 311714.571261 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Aratiba - RS,ITBI,AR,1.1894211769104004,"85 48120.000000 86 45468.000000 87 18310.000000 88 39652.740000 89 23725.260000 90 67876.170000 91 37440.000000 92 22635.700000 93 16875.480000 94 78000.000000 95 29100.000000 96 29130.667969 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,IRRF,XGBoost,1.4921441078186035,"85 214343.82000 86 234275.67000 87 268356.86000 88 251689.17000 89 228069.56000 90 227137.53000 91 232212.77000 92 240272.02000 93 273816.79000 94 421473.48000 95 262609.01000 96 261994.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do FPM,HWES,1.3938345909118652,"85 1567076.53 86 958652.59 87 1096039.07 88 1218423.40 89 1137998.32 90 1418941.18 91 970762.57 92 989594.09 93 919097.95 94 1192496.91 95 1893768.77 96 1206486.50 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do ICMS,HWES,1.2617261409759521,"85 2962134.06 86 3140825.85 87 3901926.21 88 4480228.49 89 3554678.15 90 3816459.07 91 4065619.19 92 4033091.36 93 4786364.22 94 3622385.34 95 4926099.52 96 4992785.50 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do IPVA,SARIMAX,1.7928807735443115,"81 21892.741320 82 16339.137808 83 356815.311970 84 278796.355253 85 70541.110935 86 95142.762877 87 208703.541263 88 124442.025162 89 63994.618502 90 38528.153520 91 27686.311136 92 23203.736104 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do ITR,XGBoost,2.9191317558288574,"83 86.260000 84 95.980000 85 414.970000 86 24.870000 87 151.310000 88 72.900000 89 525.170000 90 4035.640000 91 64485.040000 92 61.160000 93 142.940000 94 130.811935 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Transferencias LC 61_1989,XGBoost,1.9078645706176758,"85 25086.67000 86 31592.21000 87 37375.33000 88 34492.62000 89 39094.87000 90 40325.19000 91 33639.12000 92 35809.69000 93 59365.74000 94 31682.45000 95 41745.43000 96 38374.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,IPTU,SES,2.7266793251037598,"66 136.91000 67 1266.56000 68 1510.68000 69 962.39000 70 80051.48000 71 13457.11000 72 5626.43000 73 1074.56000 74 5797.70000 75 552.16000 76 1218.69000 77 1342.04187 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,ISS,XGBoost,2.160482168197632,"85 16782.820000 86 22668.420000 87 23815.170000 88 17129.440000 89 15052.010000 90 16602.710000 91 18280.680000 92 14872.830000 93 13924.070000 94 13195.570000 95 17677.170000 96 17346.191406 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,ITBI,SES,2.1790544986724854,"84 4374.890000 85 11368.390000 86 16406.620000 87 33033.300000 88 2138.290000 89 6165.350000 90 39989.250000 91 36090.170000 92 5172.690000 93 2385.100000 94 7707.120000 95 5847.475098 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,IRRF,XGBoost,1.940591812133789,"85 59032.250000 86 67480.500000 87 68729.570000 88 63290.180000 89 78192.220000 90 66075.450000 91 69883.620000 92 84988.170000 93 67671.080000 94 74141.760000 95 128249.260000 96 128249.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do FPM,HWES,1.5266516208648682,"85 1567076.530 86 958652.590 87 1096039.070 88 1218423.400 89 1137998.320 90 1418941.180 91 970762.570 92 989594.090 93 919097.950 94 1192496.910 95 1893768.770 96 1247516.625 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do ICMS,HWES,1.2715661525726318,"85 329926.8800 86 392095.9600 87 471710.5000 88 574964.3100 89 429731.1000 90 461378.2100 91 298893.9400 92 487567.2500 93 578631.6900 94 437916.3200 95 580518.8500 96 614531.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do IPVA,MLP,5.339779615402222,"82 53650.180000 83 26572.670000 84 110196.230000 85 49857.420000 86 15229.060000 87 15915.800000 88 204520.040000 89 7472.020000 90 4494.270000 91 980.230000 92 19038.260000 93 90308.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do ITR,XGBoost,1.6229174137115479,"74 78.16000 75 119.49000 76 142.93000 77 28.86000 78 9.62000 79 18.28000 80 149.93000 81 3667.03000 82 11507.67000 83 231.74000 84 965.79000 85 877.42157 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,IPTU,HWES,1.222614049911499,"75 30338.620000 76 266967.800000 77 823602.600000 78 172523.210000 79 134711.610000 80 126582.200000 81 130913.340000 82 37586.410000 83 24722.390000 84 26348.630000 85 62380.740000 86 60886.074219 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,ISS,XGBoost,1.3830375671386719,"85 77205.1600 86 88589.2500 87 93272.5400 88 102602.7400 89 107934.2600 90 128023.5800 91 123231.9700 92 88018.5500 93 81162.3400 94 88082.9000 95 113710.1100 96 131029.5625 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,ITBI,HWES,1.1496527194976807,"85 13300.000000 86 62392.000000 87 30000.000000 88 51491.200000 89 84723.000000 90 73007.660000 91 28540.000000 92 35300.000000 93 41933.800000 94 49658.490000 95 51665.190000 96 49045.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,IRRF,MLP,1.228919506072998,"84 70166.810000 85 80721.310000 86 76703.670000 87 69381.040000 88 67472.000000 89 70581.250000 90 64980.320000 91 73732.880000 92 81410.110000 93 77881.830000 94 183556.770000 95 183556.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do FPM,HWES,3.222749948501587,"85 2089435.350 86 1278203.460 87 1461385.450 88 1624564.530 89 1517331.100 90 1907422.340 91 1294350.110 92 1319458.790 93 1225463.930 94 1589995.880 95 2525025.030 96 1727604.625 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do ICMS,HWES,2.469621181488037,"85 546593.99 86 579567.50 87 719973.64 88 826723.59 89 655934.44 90 704240.12 91 750216.92 92 744214.65 93 884628.63 94 668428.26 95 908998.88 96 873880.00 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do IPVA,XGBoost,1.760833740234375,"85 114232.490000 86 150117.510000 87 294895.090000 88 214509.460000 89 78675.030000 90 46943.900000 91 39975.590000 92 26054.420000 93 11290.960000 94 10199.130000 95 222815.120000 96 245117.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do ITR,XGBoost,1.8185811042785645,"72 50.280000 73 128.060000 74 76.670000 75 15.360000 76 178.040000 77 192.640000 78 120.430000 79 13.250000 80 1708.750000 81 2943.430000 82 195.660000 83 195.681686 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,ISS,HWES,3.6447973251342773,"84 40426.270000 85 36232.530000 86 38773.120000 87 70814.940000 88 37769.850000 89 53895.320000 90 60962.310000 91 40771.840000 92 40098.900000 93 41938.220000 94 51904.710000 95 52880.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,IRRF,XGBoost,1.97218918800354,"85 15281.17000 86 83482.53000 87 56778.04000 88 51614.56000 89 45019.66000 90 54252.17000 91 45152.72000 92 57347.21000 93 46575.48000 94 56934.45000 95 134200.66000 96 124760.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do FPM,HWES,1.4401671886444092,"85 1567076.530 86 958652.590 87 1096039.070 88 1218423.400 89 1137998.320 90 1418941.180 91 970762.570 92 989594.090 93 919097.950 94 1192496.910 95 1893768.770 96 1211046.125 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do ICMS,SES,1.309152364730835,"84 203266.9400 85 215529.0900 86 267757.1300 87 307441.2700 88 243928.3500 89 261892.2400 90 278990.0400 91 276757.9300 92 328448.8700 93 248574.5600 94 338037.7500 95 333206.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do IPVA,SARIMAX,2.367826461791992,"79 8751.206812 80 8651.989569 81 62040.273209 82 54780.787278 83 35342.275100 84 43223.647122 85 62412.772965 86 58663.648537 87 39036.684924 88 23866.456614 89 22088.704892 90 13941.106867 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do ITR,XGBoost,1.6690943241119385,"59 240.780000 60 18.610000 61 320.690000 62 111.650000 63 35.240000 64 85.650000 65 47.240000 66 718.290000 67 733.790000 68 211.940000 69 340.300000 70 110.214798 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Transferencias LC 61_1989,AR,2.7882046699523926,"84 1721.480000 85 2167.900000 86 2564.740000 87 2366.930000 88 2682.740000 89 2767.160000 90 2308.370000 91 2457.300000 92 4073.770000 93 2174.090000 94 2864.630000 95 2901.165527 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,IPTU,XGBoost,2.6738593578338623,"58 499.360000 59 59130.730000 60 17919.140000 61 7417.770000 62 624.560000 63 800.090000 64 374.920000 65 1879.500000 66 312.480000 67 84.690000 68 293.650000 69 -258.970123 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,ISS,XGBoost,1.4667680263519287,"73 5847.530000 74 5836.360000 75 6556.120000 76 4529.730000 77 4733.150000 78 6054.480000 79 6756.330000 80 2718.490000 81 8921.090000 82 6760.670000 83 7548.320000 84 7424.002441 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do FPM,XGBoost,1.2640128135681152,"73 1081269.070 74 1243381.740 75 1040016.530 76 1156914.600 77 1082514.380 78 928395.230 79 1058586.610 80 879433.260 81 927625.180 82 1165856.010 83 1247741.480 84 1247598.875 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do ICMS,XGBoost,2.3609111309051514,"73 257028.5200 74 276454.5000 75 248474.2500 76 309225.2900 77 244963.4000 78 246829.1700 79 256171.7100 80 240019.2200 81 233457.5000 82 225999.4400 83 275062.4200 84 212415.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do IPVA,XGBoost,3.3002116680145264,"70 38030.850000 71 11233.910000 72 10072.020000 73 27680.490000 74 12078.920000 75 5262.490000 76 3242.760000 77 3580.090000 78 -1482.240000 79 1910.860000 80 58849.510000 81 52582.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,IPTU,SES,1.452498197555542,"75 69727.450000 76 427094.430000 77 47981.770000 78 48993.360000 79 38589.170000 80 58674.430000 81 29025.850000 82 97551.810000 83 16901.370000 84 9603.350000 85 23422.790000 86 46195.824219 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,ISS,XGBoost,1.302436351776123,"77 91580.510000 78 107021.660000 79 102974.040000 80 92067.500000 81 96442.220000 82 143252.140000 83 133134.480000 84 124249.030000 85 108770.860000 86 90167.060000 87 91152.490000 88 91152.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,ITBI,MLP,1.3535900115966797,"67 5999.200000 68 31314.000000 69 115443.220000 70 22110.000000 71 54748.600000 72 41803.920000 73 25900.000000 74 13640.000000 75 46548.660000 76 15217.160000 77 19853.000000 78 21360.916016 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do FPM,HWES,3.365185022354126,"77 1567076.53 78 958652.59 79 1096039.07 80 1218423.40 81 1137998.32 82 1420862.76 83 970762.57 84 989594.09 85 919097.95 86 1192496.91 87 1893768.77 88 1259181.50 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do ICMS,SES,2.4396936893463135,"77 6.233077e+05 78 6.609090e+05 79 8.210637e+05 80 9.427531e+05 81 7.479940e+05 82 7.704462e+05 83 8.555088e+05 84 8.486642e+05 85 1.007172e+06 86 7.622412e+05 87 1.036576e+06 88 1.046304e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do IPVA,XGBoost,1.770972490310669,"77 123961.4000 78 132076.4100 79 183605.8100 80 147826.2400 81 53752.0400 82 68568.0100 83 12260.0100 84 13827.2800 85 8913.9600 86 4630.7600 87 390020.5900 88 318552.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do ITR,SES,2.1175975799560547,"62 107.060000 63 374.610000 64 50.860000 65 286.140000 66 7.560000 67 39.120000 68 748.520000 69 3433.790000 70 9735.780000 71 160.860000 72 2278.740000 73 2172.277588 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Transferencias LC 61_1989,SES,1.7404379844665527,"77 5278.850000 78 6647.790000 79 7864.700000 80 7258.100000 81 8226.540000 82 8485.410000 83 7078.510000 84 7535.250000 85 12492.040000 86 6666.780000 87 8784.280000 88 9223.807617 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,IPTU,AR,1.9483025074005127,"76 10880.600000 77 69633.090000 78 47876.240000 79 12693.340000 80 9701.880000 81 4701.600000 82 8010.810000 83 2304.830000 84 1619.580000 85 2039.510000 86 4518.380000 87 -22.887197 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,ISS,HWES,1.5272386074066162,"77 14634.180000 78 21190.640000 79 15490.920000 80 21605.620000 81 23495.590000 82 45583.950000 83 168311.450000 84 32120.690000 85 34265.610000 86 69516.700000 87 59675.700000 88 40296.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,ITBI,XGBoost,3.250175714492798,"72 325.000000 73 7900.000000 74 8340.000000 75 53005.400000 76 9808.200000 77 18772.900000 78 25815.900000 79 6710.000000 80 3965.000000 81 -16556.740000 82 8540.000000 83 13241.506836 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,IRRF,SARIMAX,2.970876932144165,"74 25975.794389 75 46331.729785 76 33090.720011 77 27595.345626 78 31915.871813 79 32411.802816 80 33777.002089 81 33260.163605 82 28479.450528 83 31070.141512 84 30731.629904 85 42553.291252 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do FPM,SARIMAX,1.6177353858947754,"73 1.335214e+06 74 1.247784e+06 75 1.368281e+06 76 1.232565e+06 77 1.265773e+06 78 1.263384e+06 79 1.231287e+06 80 1.309941e+06 81 1.308853e+06 82 1.202042e+06 83 1.255842e+06 84 1.572471e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do ICMS,MLP,1.192755937576294,"76 247935.39 77 465790.43 78 405679.18 79 463388.72 80 399877.02 81 125763.45 82 425373.60 83 392363.22 84 500782.49 85 378999.35 86 502416.25 87 323570.00 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do ITR,XGBoost,1.9710144996643066,"51 891.83000 52 1203.42000 53 162.39000 54 258.52000 55 166.71000 56 3491.39000 57 905.09000 58 10037.66000 59 28681.93000 60 1088.36000 61 2252.11000 62 2015.96167 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Transferencias LC 61_1989,XGBoost,1.5875418186187744,"76 2099.790000 77 4797.240000 78 3910.450000 79 3474.430000 80 4224.780000 81 4069.690000 82 3519.540000 83 815.550000 84 6211.240000 85 3314.840000 86 4367.690000 87 4206.715332 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,IPTU,XGBoost,2.5222012996673584,"72 1051.300000 73 2986.910000 74 23445.130000 75 89388.540000 76 18767.260000 77 9105.570000 78 10762.010000 79 5929.130000 80 3152.770000 81 3333.320000 82 6084.710000 83 1857.985229 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,ISS,Prophet,2.346872568130493,"76 7412.560000 77 35540.290000 78 9223.560000 79 17676.370000 80 12709.030000 81 8723.250000 82 13865.050000 83 8112.430000 84 16571.370000 85 8353.140000 86 7602.580000 87 7234.914551 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,ITBI,SARIMAX,2.8205113410949707,"67 16006.329531 68 14783.583659 69 15041.200848 70 15370.460438 71 15714.993438 72 19217.137653 73 18645.377780 74 18803.156188 75 18180.254665 76 18919.426555 77 18503.611916 78 17647.486367 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,IRRF,Prophet,1.3978919982910156,"76 28537.410 77 44428.290 78 29872.220 79 29877.590 80 30466.940 81 33239.140 82 28571.120 83 34620.810 84 34423.430 85 32632.970 86 66052.420 87 63235.875 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do FPM,HWES,1.3643581867218018,"76 1567076.53 77 958652.59 78 1096039.07 79 1218423.40 80 1137998.32 81 1418941.18 82 970762.57 83 989594.09 84 919097.95 85 1192496.91 86 1893768.77 87 1464588.75 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do ICMS,SARIMAX,1.280663013458252,"73 322444.901417 74 329780.451038 75 296820.116451 76 314957.571092 77 317913.627550 78 302666.073306 79 318363.950764 80 311722.717814 81 338155.196089 82 320232.443218 83 331067.967231 84 346545.360953 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do IPVA,XGBoost,1.7846708297729492,"75 18767.350 76 22230.890 77 46078.380 78 52415.440 79 29251.240 80 21191.350 81 6611.310 82 4323.440 83 2724.200 84 1343.790 85 32861.860 86 32861.875 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do ITR,XGBoost,1.3582170009613037,"49 41.980000 50 316.740000 51 44.590000 52 2590.820000 53 3664.370000 54 8.210000 55 17.820000 56 38.400000 57 1885.010000 58 3317.650000 59 145.770000 60 230.311722 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,IPTU,SARIMAX,2.3608274459838867,"81 21247.252852 82 35925.873323 83 28232.981554 84 18170.996783 85 19964.251306 86 23136.438352 87 31206.941061 88 94959.218811 89 89722.329259 90 30913.625974 91 33277.905649 92 33473.486409 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,ISS,SES,1.798757553100586,"85 192223.36000 86 768162.04000 87 415760.56000 88 206654.86000 89 443132.56000 90 378158.59000 91 273817.46000 92 274324.89000 93 250155.83000 94 337006.93000 95 143525.90000 96 143269.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,ITBI,XGBoost,1.7079474925994873,"83 153495.000 84 19857.510 85 107566.250 86 458046.730 87 203544.820 88 215028.030 89 273472.890 90 128876.760 91 141334.730 92 114004.810 93 208592.920 94 276306.375 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,IRRF,XGBoost,1.156628131866455,"85 42192.15000 86 87534.65000 87 64532.99000 88 57427.78000 89 86784.49000 90 126391.35000 91 61388.44000 92 48342.45000 93 142776.67000 94 105619.33000 95 165552.78000 96 158371.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do FPM,HWES,1.4022002220153809,"85 1567076.530 86 958652.590 87 1096039.070 88 1218423.400 89 1137998.320 90 1430566.750 91 970762.570 92 989594.090 93 919097.950 94 1192496.910 95 1893768.770 96 1220292.625 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.2006988525390625,"81 8.260383e+05 82 8.560017e+05 83 1.011827e+06 84 7.016295e+05 85 7.857563e+05 86 8.857063e+05 87 7.264219e+05 88 8.601699e+05 89 7.879827e+05 90 9.539457e+05 91 8.571844e+05 92 8.058398e+05 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do ITR,XGBoost,2.3996620178222656,"83 1491.820000 84 5813.040000 85 1063.060000 86 3170.700000 87 2212.220000 88 4975.520000 89 3463.950000 90 25225.450000 91 224753.780000 92 18880.630000 93 20118.900000 94 18868.486328 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Transferencias LC 61_1989,HWES,1.4298021793365479,"85 5263.310000 86 6628.200000 87 7841.540000 88 7236.730000 89 8202.370000 90 8460.430000 91 7057.650000 92 7513.050000 93 12455.250000 94 6647.140000 95 8758.400000 96 9774.266602 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,IPTU,HWES,1.800877571105957,"66 677.210000 67 23390.750000 68 1086.250000 69 15396.170000 70 55602.430000 71 127033.510000 72 9740.630000 73 31347.460000 74 9543.110000 75 14958.490000 76 14914.800000 77 4036.452637 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,IRRF,MLP,3.006653070449829,"73 14183.67000 74 13235.85000 75 20289.88000 76 19628.88000 77 19872.85000 78 26468.61000 79 21834.71000 80 25871.86000 81 31390.91000 82 33284.17000 83 37026.37000 84 36750.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do FPM,XGBoost,1.2017390727996826,"73 1447261.91 74 787231.23 75 1040016.53 76 1156914.60 77 1085514.38 78 1456996.25 79 1058586.61 80 974942.91 81 927625.18 82 1165856.01 83 1811506.45 84 1618240.50 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do ICMS,XGBoost,1.1983911991119385,"73 531634.6400 74 571014.3200 75 513065.1200 76 636361.6000 77 505856.7600 78 510349.6900 79 529882.7200 80 496490.9300 81 483176.6000 82 468130.7700 83 569150.8300 84 466586.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Transferencias LC 61_1989,XGBoost,3.2221462726593018,"73 7004.860000 74 5836.630000 75 5758.030000 76 4409.950000 77 4093.380000 78 4974.540000 79 3467.820000 80 5245.540000 81 5627.620000 82 3913.730000 83 5055.710000 84 6305.387207 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,IPTU,SARIMAX,3.76120662689209,"70 9201.706467 71 9217.994801 72 21177.635269 73 171261.443397 74 25976.091212 75 62624.242025 76 26635.331711 77 11397.238860 78 15122.687024 79 10252.189027 80 7644.389866 81 13392.982762 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Erval Grande - RS,ISS,SARIMAX,1.7296924591064453,"71 76443.693210 72 53242.102878 73 56551.896002 74 54196.241927 75 55652.510864 76 50959.313843 77 63543.814858 78 51058.323199 79 56377.784082 80 47341.097747 81 68084.551336 82 50265.690368 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Erval Grande - RS,ITBI,MLP,1.0944592952728271,"73 37533.440000 74 23391.570000 75 2183.490000 76 40478.100000 77 16647.950000 78 14083.780000 79 32811.110000 80 70662.610000 81 31546.050000 82 31080.280000 83 31589.350000 84 20365.193359 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,IRRF,SARIMAX,1.7205102443695068,"71 54105.007937 72 54279.858808 73 36791.512159 74 73783.549220 75 56349.551954 76 57386.948054 77 57900.501547 78 56783.664953 79 60224.731543 80 63924.376723 81 56537.979411 82 59376.908779 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do FPM,XGBoost,2.095784902572632,"74 1567076.53 75 958652.59 76 1096039.07 77 1218423.40 78 1137998.32 79 1420958.83 80 970762.57 81 989594.09 82 919097.95 83 1192496.91 84 1893768.77 85 1639345.25 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do ICMS,HWES,1.2031216621398926,"73 418131.980 74 447296.870 75 556871.900 76 485204.420 77 507527.220 78 543516.330 79 579000.180 80 574367.770 81 681644.190 82 515877.570 83 683867.340 84 683620.625 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do ITR,HWES,1.417255163192749,"64 19.73000 65 16.91000 66 99.26000 67 43.72000 68 106.58000 69 135.60000 70 468.28000 71 2499.85000 72 14597.60000 73 5.72000 74 231.94000 75 -167.91037 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,IPTU,XGBoost,1.8387916088104248,"76 1470.420000 77 945.410000 78 4628.230000 79 1189.670000 80 16292.730000 81 69934.200000 82 156008.290000 83 5424.740000 84 3980.900000 85 3975.980000 86 2455.430000 87 2576.973633 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,ISS,AR,1.263444185256958,"85 59196.56000 86 60984.93000 87 69096.06000 88 87818.29000 89 77980.15000 90 72417.48000 91 72727.56000 92 90620.92000 93 70299.84000 94 72266.38000 95 69577.55000 96 73075.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,IRRF,Prophet,1.9744045734405518,"85 77536.880000 86 69809.760000 87 68412.330000 88 66269.400000 89 67708.550000 90 69321.100000 91 66787.610000 92 70328.850000 93 69287.940000 94 66521.440000 95 126692.980000 96 126693.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do FPM,AR,1.401674747467041,"85 1567076.530 86 958652.590 87 1096039.070 88 1218423.400 89 499715.510 90 2057320.080 91 970762.570 92 989594.090 93 919097.950 94 1518145.070 95 1893768.770 96 1398585.125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do ICMS,HWES,1.4394519329071045,"85 389313.43 86 412798.90 87 512830.33 88 588836.66 89 467191.52 90 501597.39 91 534344.52 92 530069.37 93 629072.08 94 476090.28 95 647437.50 96 647437.75 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do IPVA,HWES,1.8067467212677002,"85 52076.890000 86 21970.530000 87 56069.500000 88 50174.890000 89 16051.400000 90 10316.760000 91 5569.170000 92 3390.750000 93 1924.250000 94 7189.710000 95 69507.950000 96 161486.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,IPTU,AR,1.6715061664581299,"85 1.011944e+06 86 1.194375e+06 87 2.333538e+05 88 3.420201e+05 89 3.966188e+05 90 3.048167e+05 91 3.307026e+05 92 2.766905e+05 93 2.024638e+05 94 9.704308e+04 95 1.314517e+05 96 2.615722e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,ISS,Prophet,1.8095929622650146,"85 188027.11000 86 174606.70000 87 101929.85000 88 18796.25000 89 269858.96000 90 163825.60000 91 154115.75000 92 99289.02000 93 137933.72000 94 124269.80000 95 415408.95000 96 405626.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,IRRF,HWES,1.605344533920288,"73 186139.3000 74 166640.9300 75 122983.6400 76 170752.0800 77 153078.8600 78 126675.4700 79 122552.2700 80 135075.8900 81 119792.8300 82 262872.9700 83 597715.7400 84 151224.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do FPM,HWES,1.2069287300109863,"85 2089435.35 86 1278203.46 87 1461385.45 88 1624564.53 89 1896663.89 90 1894611.79 91 1391668.20 92 1517189.78 93 1225463.96 94 1589995.87 95 2525025.03 96 1816913.75 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do ICMS,HWES,1.4725573062896729,"85 954907.850 86 1012513.040 87 1257870.190 88 1444298.410 89 1568167.030 90 1283875.800 91 1422734.300 92 1355653.160 93 1076658.530 94 1755199.100 95 2055994.630 96 1962813.875 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do ITR,XGBoost,2.737363576889038,"25 6538.320000 26 3318.630000 27 3951.350000 28 1328.860000 29 1555.710000 30 8417.190000 31 2838.790000 32 35354.400000 33 953972.360000 34 108460.340000 35 92931.360000 36 76616.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Transferencias LC 61_1989,HWES,1.580026388168335,"85 8087.230000 86 10184.420000 87 12048.720000 88 11119.430000 89 12603.060000 90 12999.690000 91 10844.270000 92 11544.010000 93 65339.360000 94 16571.480000 95 13457.520000 96 13663.599609 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,IPTU,SARIMAX,2.4710700511932373,"81 52925.423583 82 42217.916827 83 36946.015246 84 33296.176591 85 33348.963244 86 36678.671660 87 35463.491035 88 70252.605243 89 262263.795975 90 81866.118538 91 51540.592962 92 50752.051496 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,ISS,XGBoost,1.2684831619262695,"85 41567.420000 86 42740.940000 87 25551.340000 88 27666.900000 89 39841.340000 90 33758.400000 91 41022.290000 92 34894.990000 93 72536.870000 94 46161.950000 95 60095.230000 96 60095.230469 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,ITBI,Prophet,1.3907034397125244,"85 30444.780000 86 40137.500000 87 60122.360000 88 43575.000000 89 10250.000000 90 39850.000000 91 25044.870000 92 53050.000000 93 13300.000000 94 13700.000000 95 17781.250000 96 18576.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,IRRF,SARIMAX,0.9744772911071777,"81 56613.951258 82 57417.707005 83 85527.941888 84 64191.995971 85 61870.800734 86 66188.049612 87 67393.747491 88 74994.279081 89 70766.551678 90 76578.847475 91 77595.855995 92 76276.745488 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do FPM,AR,1.239368200302124,"85 1567076.530 86 958652.590 87 1096039.070 88 1218423.400 89 1137998.320 90 1418941.180 91 970762.570 92 989594.090 93 919097.950 94 1192496.910 95 1312059.860 96 1207544.125 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do ICMS,HWES,1.445662260055542,"85 468526.08 86 496790.07 87 617174.70 88 582876.13 89 562249.84 90 603656.20 91 643066.33 92 637921.34 93 757067.86 94 572959.22 95 779170.06 96 786929.75 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do ITR,XGBoost,2.341254949569702,"71 569.940000 72 501.580000 73 218.920000 74 53.210000 75 30.430000 76 118.470000 77 407.200000 78 2067.720000 79 3065.220000 80 299.410000 81 652.670000 82 231.694016 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Transferencias LC 61_1989,HWES,1.2366337776184082,"61 3967.980000 62 4996.970000 63 5911.690000 64 5455.730000 65 6183.670000 66 6378.280000 67 5320.720000 68 5664.040000 69 9389.960000 70 5011.260000 71 6602.930000 72 5387.802734 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,IPTU,AR,2.053493022918701,"73 150786.57 74 585454.87 75 2121242.37 76 214090.58 77 189760.10 78 248557.05 79 241182.12 80 165205.90 81 146025.45 82 66069.98 83 97285.96 84 75294.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,ISS,SES,1.1363658905029297,"73 220344.97000 74 207649.79000 75 241394.78000 76 255438.02000 77 260584.39000 78 255328.51000 79 223818.63000 80 235489.46000 81 240758.89000 82 240374.69000 83 273078.43000 84 265315.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,ITBI,XGBoost,0.9778628349304199,"73 71317.59000 74 95034.27000 75 36157.62000 76 67941.66000 77 92675.33000 78 37873.87000 79 119024.31000 80 35027.92000 81 80323.50000 82 94837.73000 83 68447.11000 84 70193.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,IRRF,SARIMAX,1.2296462059020996,"71 193098.272945 72 189310.359504 73 194313.008140 74 193775.138866 75 189705.948128 76 191411.224775 77 190687.123801 78 191416.454549 79 191779.040014 80 190798.101872 81 192929.683245 82 191994.565786 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do FPM,MLP,1.5529253482818604,"73 2519317.92 74 1278445.89 75 1461933.55 76 1791916.65 77 1897303.37 78 2381834.54 79 1618596.20 80 1654330.26 81 1543404.11 82 1988869.13 83 3158420.50 84 2875144.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do ICMS,HWES,1.1099655628204346,"73 711611.63 74 613280.92 75 761894.18 76 978267.51 77 867612.69 78 931507.22 79 992321.29 80 984382.02 81 1168238.07 82 884138.42 83 1202344.14 84 1184120.75 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do IPVA,XGBoost,3.2443063259124756,"73 166390.5800 74 136090.8400 75 223179.1800 76 209142.1000 77 81119.8300 78 97113.0700 79 70204.3600 80 26951.2500 81 22732.6300 82 14667.8600 83 874656.1900 84 789120.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do ITR,HWES,3.072282552719116,"65 586.880000 66 567.990000 67 597.390000 68 2421.150000 69 11634.570000 70 927.510000 71 673.050000 72 -92.370000 73 -48.470000 74 -109.610000 75 -83.290000 76 -86.560242 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,IPTU,SARIMAX,2.4789469242095947,"71 93900.287282 72 164015.096797 73 887790.721682 74 475477.149390 75 156091.856133 76 237957.391947 77 148437.146810 78 143103.390670 79 131390.096592 80 139418.503585 81 119622.160839 82 126063.302536 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Chuí - RS,ISS,SARIMAX,1.149967908859253,"71 156811.846837 72 152168.039093 73 146586.573649 74 154635.018967 75 151525.302743 76 160658.029404 77 161433.282374 78 182586.975768 79 184541.789982 80 181662.940842 81 172831.648200 82 198882.699990 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Chuí - RS,ITBI,SARIMAX,1.7907748222351074,"71 47739.779362 72 37521.612224 73 97471.414103 74 91310.995445 75 66759.750655 76 44729.880177 77 30193.445171 78 32599.866730 79 51551.419067 80 65814.432669 81 25893.471861 82 178820.397674 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Chuí - RS,IRRF,XGBoost,1.6346895694732666,"73 33230.030000 74 34668.870000 75 39892.050000 76 39344.900000 77 36930.310000 78 37360.280000 79 37412.780000 80 34765.800000 81 47048.680000 82 39874.120000 83 76187.930000 84 41637.988281 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do FPM,Prophet,1.3391919136047363,"73 1253661.260 74 766922.090 75 876831.280 76 974738.750 77 910398.690 78 1251836.020 79 835000.920 80 989594.090 81 2516663.950 82 1192496.910 83 2029530.420 84 1860957.125 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do ICMS,HWES,3.0675747394561768,"73 3.917468e+05 74 4.153790e+05 75 5.160357e+05 76 5.925171e+05 77 4.701116e+05 78 5.047325e+05 79 5.376843e+05 80 6.667281e+05 81 1.633788e+06 82 5.988325e+05 83 9.487763e+05 84 9.131861e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do IPVA,HWES,2.0738089084625244,"66 155521.35000 67 157974.65000 68 166015.25000 69 175462.05000 70 78614.32000 71 60955.43000 72 60910.84000 73 62169.72000 74 337789.08000 75 30788.02000 76 285753.30000 77 319934.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do ITR,XGBoost,1.9216086864471436,"64 568.210000 65 7.520000 66 43.950000 67 20.640000 68 85.950000 69 672.810000 70 899.070000 71 2965.500000 72 34676.190000 73 896.490000 74 1830.600000 75 1837.019775 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Transferencias LC 61_1989,HWES,1.016570806503296,"73 3317.740000 74 4178.110000 75 4942.930000 76 4561.690000 77 5170.340000 78 5333.060000 79 4448.820000 80 5919.850000 81 18217.710000 82 5237.550000 83 8013.300000 84 7978.600098 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,IPTU,MLP,1.5563597679138184,"71 3345.710000 72 56823.910000 73 46562.160000 74 27770.940000 75 18737.920000 76 6947.910000 77 2725.440000 78 1600.250000 79 14704.360000 80 9884.710000 81 5651.200000 82 4719.391113 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,ITBI,XGBoost,1.602503776550293,"65 5021.380000 66 22439.000000 67 19560.000000 68 2400.000000 69 1600.000000 70 185000.000000 71 300.000000 72 20948.310000 73 4439.000000 74 3320.000000 75 28020.000000 76 15537.196289 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,IRRF,XGBoost,2.5932750701904297,"73 29393.500000 74 32733.680000 75 27287.460000 76 26629.990000 77 24727.110000 78 25957.850000 79 24891.880000 80 24812.570000 81 26235.960000 82 33906.370000 83 47255.120000 84 21976.865234 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do FPM,HWES,2.2716403007507324,"73 1567076.530 74 958652.590 75 1096039.070 76 1218423.400 77 1137998.320 78 1420958.830 79 970762.570 80 989594.090 81 919097.950 82 1192496.910 83 1893768.770 84 1230959.875 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do ICMS,MLP,1.2913973331451416,"73 295190.7700 74 312998.2600 75 388845.5600 76 455767.5400 77 354240.6300 78 380328.3300 79 421822.0300 80 401916.7600 81 476983.9800 82 360987.9300 83 490909.2700 84 489420.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do IPVA,SARIMAX,1.5078778266906738,"68 68427.976493 69 75017.193915 70 13719.828390 71 33248.610959 72 51329.267472 73 34529.200830 74 17297.114368 75 12029.841325 76 12573.620346 77 10738.497361 78 11451.281514 79 9384.938029 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do ITR,HWES,1.2660458087921143,"58 252.200000 59 205.070000 60 8.180000 61 12.930000 62 26.390000 63 1755.240000 64 174.880000 65 4747.400000 66 16960.780000 67 54.150000 68 125.100000 69 73.426537 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,IPTU,SES,0.9674746990203857,"73 50778.20000 74 369545.73000 75 62804.96000 76 103209.90000 77 420419.69000 78 106167.00000 79 109061.69000 80 102101.45000 81 89219.48000 82 85710.87000 83 111493.57000 84 279869.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,ISS,XGBoost,0.9755764007568359,"73 242630.56000 74 204637.09000 75 271093.78000 76 127456.78000 77 213519.62000 78 156202.21000 79 114229.33000 80 294908.54000 81 251238.74000 82 220646.16000 83 257122.99000 84 249041.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,ITBI,XGBoost,1.0845792293548584,"73 49377.970000 74 57266.900000 75 6163.950000 76 37422.260000 77 28832.030000 78 58869.750000 79 48610.440000 80 80703.430000 81 25272.930000 82 15486.280000 83 53004.530000 84 63019.933594 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,IRRF,XGBoost,1.0245494842529297,"73 87194.87000 74 104497.15000 75 157390.68000 76 115831.57000 77 110861.68000 78 115960.47000 79 112995.08000 80 111490.68000 81 128947.05000 82 117597.69000 83 201298.38000 84 201298.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do FPM,HWES,2.997732162475586,"73 2611794.19 74 1597754.32 75 1826731.80 76 2030705.68 77 1313946.05 78 3186021.39 79 1617937.63 80 1649323.50 81 1531829.91 82 1987494.86 83 3156281.28 84 1738996.00 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do ICMS,HWES,1.8791515827178955,"73 733626.290 74 780157.320 75 970792.060 76 1113731.460 77 882492.710 78 999782.080 79 1062928.350 80 1055624.550 81 1250822.200 82 954554.430 83 1553726.320 84 1417904.875 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do IPVA,SARIMAX,1.6419954299926758,"71 301925.565354 72 319099.931376 73 132977.258905 74 135788.358272 75 305241.026387 76 195542.760521 77 98345.174696 78 78358.322909 79 58997.020735 80 41909.146431 81 39359.988964 82 31847.979071 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do ITR,MLP,2.085038900375366,"73 139627.200000 74 1985.300000 75 20568.360000 76 69.070000 77 1921.780000 78 8169.010000 79 2496.700000 80 77662.480000 81 801613.790000 82 69065.500000 83 66634.700000 84 54573.480469 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Transferencias LC 61_1989,HWES,1.1413841247558594,"73 6281.010000 74 7909.820000 75 9357.760000 76 7027.750000 77 9788.270000 78 10096.320000 79 8422.310000 80 8965.750000 81 14863.540000 82 7932.410000 83 10451.910000 84 9404.607422 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,IPTU,HWES,1.561241865158081,"69 210.750000 70 330.060000 71 728.970000 72 265.980000 73 6343.200000 74 108174.690000 75 23998.480000 76 2855.310000 77 661.280000 78 2954.450000 79 6926.270000 80 742.728027 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,ISS,XGBoost,1.1762044429779053,"69 4906.030000 70 8967.000000 71 16575.460000 72 7602.020000 73 6389.620000 74 7316.840000 75 17424.860000 76 17139.410000 77 25734.490000 78 15678.230000 79 10602.260000 80 6058.133789 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,ITBI,MLP,1.4348957538604736,"68 9160.000000 69 8627.720000 70 22746.770000 71 8773.330000 72 3405.830000 73 63355.180000 74 5097.080000 75 7948.720000 76 4852.000000 77 13000.010000 78 21593.680000 79 20766.822266 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,IRRF,XGBoost,2.844088077545166,"69 56482.490000 70 117087.740000 71 60839.380000 72 57121.240000 73 66181.840000 74 56315.380000 75 5237.730000 76 50917.750000 77 89973.370000 78 14280.210000 79 143910.210000 80 142321.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do FPM,HWES,2.1374058723449707,"69 1567076.530 70 958652.590 71 1096039.070 72 1218423.400 73 1137998.320 74 1420958.830 75 970762.570 76 989594.090 77 919097.950 78 1599560.110 79 1486708.570 80 1383890.625 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do ICMS,MLP,1.0466217994689941,"69 334182.8400 70 354342.5300 71 440208.5900 72 505451.6200 73 401032.6400 74 430566.3200 75 458676.1100 76 455006.4100 77 539989.3400 78 408671.2400 79 555754.0400 80 547635.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do IPVA,SARIMAX,2.2678422927856445,"68 92658.442278 69 19398.275509 70 38201.432588 71 82710.458926 72 49102.354309 73 21619.256079 74 17472.873229 75 14214.529278 76 5139.498398 77 3869.066198 78 4186.286541 79 133146.983734 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do ITR,SARIMAX,1.9873716831207275,"60 674.304059 61 1241.501176 62 1400.528991 63 1510.683257 64 1429.919757 65 1726.335116 66 2079.313708 67 7102.493920 68 19038.986382 69 1883.178561 70 1556.712507 71 1147.231601 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Transferencias LC 61_1989,XGBoost,1.2481269836425781,"69 2830.230000 70 3564.160000 71 4216.600000 72 3891.390000 73 4410.600000 74 4549.400000 75 3795.090000 76 4039.980000 77 6697.520000 78 3574.360000 79 4709.640000 80 4115.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,IPTU,MLP,1.3629677295684814,"48 108.120000 49 1515.200000 50 2511.110000 51 3070.850000 52 375.360000 53 312.190000 54 9191.870000 55 19661.200000 56 55425.440000 57 34803.270000 58 12673.460000 59 9397.964844 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,ISS,AR,1.9493184089660645,"53 14695.080000 54 17645.350000 55 14718.620000 56 50273.920000 57 22424.620000 58 15581.360000 59 11222.160000 60 20981.230000 61 15178.790000 62 23328.970000 63 16453.460000 64 13622.916016 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do ICMS,Prophet,1.0121936798095703,"53 352268.8500 54 405412.2700 55 503653.7700 56 578300.0000 57 458831.5800 58 492621.8100 59 524782.9500 60 520584.3200 61 617815.4700 62 467571.1300 63 635852.2500 64 635206.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do ITR,AR,1.602013349533081,"37 124.960000 38 66.860000 39 159.200000 40 60.270000 41 13.280000 42 262.880000 43 87.680000 44 155.650000 45 2594.660000 46 21037.620000 47 35.130000 48 83.093712 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Transferencias LC 61_1989,AR,1.4755840301513672,"53 3238.120000 54 4077.830000 55 4824.300000 56 4452.210000 57 5046.270000 58 5205.070000 59 4342.050000 60 4622.220000 61 7662.800000 62 4089.500000 63 5388.400000 64 5257.733398 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,IPTU,HWES,2.3642096519470215,"49 2107.130000 50 37015.190000 51 281642.890000 52 32489.380000 53 45689.410000 54 16913.100000 55 18068.600000 56 13237.830000 57 5730.850000 58 11147.690000 59 6758.630000 60 16020.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,ISS,SARIMAX,1.9777607917785645,"51 16375.653951 52 18415.015499 53 18301.759701 54 16154.301947 55 16145.034179 56 16350.468318 57 16438.344163 58 14702.654517 59 19122.603678 60 17256.035730 61 16200.013814 62 21847.146727 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,IRRF,SARIMAX,2.6384708881378174,"51 34789.918117 52 36263.231851 53 38006.658596 54 39578.161150 55 41186.728038 56 43101.451200 57 44522.341204 58 46844.257317 59 27585.200125 60 53730.935111 61 54435.372960 62 55007.017861 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do IPVA,SARIMAX,3.1480953693389893,"51 78557.804421 52 22340.070069 53 9274.349032 54 3305.443244 55 -664.298523 56 -2208.290119 57 -5020.689336 58 -4782.237653 59 139014.696596 60 119724.603919 61 32843.381166 62 34429.226752 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do ITR,XGBoost,1.9780056476593018,"48 1289.850000 49 2131.330000 50 405.690000 51 62.780000 52 178.700000 53 90.670000 54 760.880000 55 3441.110000 56 15460.440000 57 164.410000 58 48.590000 59 499.783325 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,IPTU,Prophet,1.0938782691955566,"61 2672.100000 62 5329.460000 63 3931.090000 64 5705.440000 65 115303.290000 66 29618.110000 67 21321.370000 68 19820.840000 69 17432.710000 70 39055.660000 71 10968.390000 72 9205.880859 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,ISS,SES,1.2827389240264893,"61 61484.6100 62 69924.5400 63 44108.5500 64 68588.3400 65 92055.6400 66 52932.6600 67 77256.9100 68 118467.2600 69 124525.0400 70 190155.3800 71 135992.2000 72 135121.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,ITBI,MLP,1.6033477783203125,"61 7734.630000 62 17690.420000 63 9188.000000 64 56647.760000 65 1360.000000 66 13193.720000 67 367.310000 68 186611.490000 69 51826.520000 70 59637.770000 71 2000.000000 72 11498.387695 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,IRRF,SARIMAX,0.902202844619751,"61 80788.450998 62 99549.526061 63 107692.662418 64 104164.861474 65 95346.125948 66 100502.922228 67 107889.449648 68 98048.406935 69 108643.209529 70 113907.977684 71 162136.685268 72 114216.590935 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do FPM,SES,0.9906976222991943,"57 1567076.530 58 958652.590 59 1096039.070 60 1218423.400 61 1137998.320 62 1428549.100 63 963076.230 64 989594.090 65 919097.950 66 1523776.890 67 1568120.610 68 1206849.875 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do ICMS,MLP,0.9787609577178955,"61 1197020.310 62 1269230.990 63 1576797.280 64 1810493.520 65 1436471.750 66 1605987.960 67 1707774.930 68 1695665.130 69 2009748.070 70 1193694.820 71 1990673.280 72 1988418.875 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do IPVA,HWES,1.5551707744598389,"56 27081.830000 57 26300.480000 58 67043.710000 59 66124.380000 60 26316.800000 61 29129.340000 62 17172.290000 63 -6393.560000 64 10940.830000 65 3598.040000 66 46939.330000 67 46939.277344 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do ITR,XGBoost,3.082547664642334,"54 7.909900e+02 55 6.918950e+03 56 3.914960e+03 57 2.972240e+03 58 6.580860e+03 59 2.228150e+03 60 1.801300e+02 61 9.125393e+04 62 1.162476e+06 63 1.981749e+05 64 1.435078e+05 65 9.201970e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,IPTU,AR,1.5218446254730225,"61 17483.380000 62 55509.020000 63 146722.830000 64 22305.160000 65 12680.370000 66 19179.890000 67 14290.710000 68 5482.360000 69 7542.890000 70 3666.380000 71 2391.430000 72 1287.802002 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,ISS,AR,1.2035846710205078,"61 30620.370000 62 37700.480000 63 38048.940000 64 46839.580000 65 34089.390000 66 36675.990000 67 47055.690000 68 36850.940000 69 37107.290000 70 34392.900000 71 45531.690000 72 44209.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,ITBI,Prophet,1.2809929847717285,"61 21096.440000 62 11932.020000 63 6275.560000 64 15404.960000 65 16046.570000 66 28420.220000 67 5360.000000 68 14119.530000 69 9380.910000 70 1640.000000 71 11940.000000 72 5663.680176 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,IRRF,HWES,1.0438528060913086,"61 62844.26000 62 72257.39000 63 82122.72000 64 74732.49000 65 67236.14000 66 61603.18000 67 61893.83000 68 68289.13000 69 66018.72000 70 71124.66000 71 120428.38000 72 74352.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do FPM,HWES,1.0954442024230957,"61 1567076.53 62 958652.59 63 1096039.07 64 1218423.40 65 1137998.32 66 1418941.18 67 970762.57 68 989594.09 69 919097.94 70 1192496.92 71 1893768.77 72 1234323.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do ICMS,SARIMAX,0.9118626117706299,"61 1.014040e+06 62 1.114560e+06 63 9.287298e+05 64 1.126453e+06 65 1.027161e+06 66 1.199220e+06 67 1.085168e+06 68 1.030751e+06 69 1.074318e+06 70 1.110914e+06 71 1.241316e+06 72 1.073371e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do ITR,XGBoost,1.8649208545684814,"45 16.010000 46 22.340000 47 34.960000 48 90.300000 49 128.790000 50 36.560000 51 117.430000 52 648.100000 53 2348.720000 54 5351.560000 55 486.690000 56 515.953186 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,IPTU,MLP,1.5820469856262207,"47 965.910000 48 2093.250000 49 3981.220000 50 5533.280000 51 31932.030000 52 4845.110000 53 1040.380000 54 1089.780000 55 525.720000 56 452.610000 57 4138.530000 58 4096.535645 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,ISS,XGBoost,1.161966323852539,"61 9654.680000 62 16813.590000 63 14376.420000 64 17239.050000 65 14983.290000 66 20460.580000 67 20175.630000 68 15297.940000 69 20988.120000 70 11089.610000 71 21283.840000 72 21283.824219 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,IRRF,HWES,1.1871588230133057,"61 47983.29000 62 42719.23000 63 48526.96000 64 59180.48000 65 38654.73000 66 45976.38000 67 46572.48000 68 61135.69000 69 58488.03000 70 49974.81000 71 90259.67000 72 90259.65625 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do FPM,HWES,1.2541494369506836,"61 1567076.53 62 958652.59 63 1096039.07 64 1218423.40 65 1137998.32 66 1418941.18 67 970762.57 68 989594.09 69 919097.95 70 1192496.91 71 1893768.77 72 1264314.50 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do ICMS,MLP,2.8040196895599365,"61 341205.0500 62 361788.3600 63 449458.7000 64 516072.7200 65 409459.5600 66 439613.8200 67 468314.3200 68 464567.4500 69 551336.1400 70 417258.6500 71 567432.1100 72 562724.6875 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do ITR,AR,1.311439037322998,"52 52.990000 53 8.830000 54 169.070000 55 29.020000 56 83.540000 57 6.470000 58 7.420000 59 1015.500000 60 2094.430000 61 192.050000 62 166.940000 63 156.256989 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Transferencias LC 61_1989,HWES,1.243016004562378,"61 2889.690000 62 3639.050000 63 4305.210000 64 3973.150000 65 4503.290000 66 4645.010000 67 3874.840000 68 4124.860000 69 6838.280000 70 3649.460000 71 4808.590000 72 4524.451172 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,ITBI,SES,1.1095821857452393,"38 5484.100000 39 45143.180000 40 18925.410000 41 162200.710000 42 90055.300000 43 25997.350000 44 32888.460000 45 33727.000000 46 29912.870000 47 14037.000000 48 381.460000 49 3716.121094 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,IRRF,SARIMAX,3.459127902984619,"51 60800.641631 52 61968.167682 53 60211.416526 54 61258.461217 55 61047.904791 56 60936.654595 57 60781.712218 58 60642.197365 59 60359.377326 60 72226.446800 61 72431.854448 62 72448.016857 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Nicolau - RS,Cota-Parte do FPM,SARIMAX,2.8282833099365234,"51 9.976214e+05 52 5.514211e+05 53 8.747575e+05 54 1.053971e+06 55 9.012102e+05 56 7.523168e+05 57 9.146941e+05 58 1.052506e+06 59 1.117303e+06 60 1.186908e+06 61 1.454945e+06 62 1.046351e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São Nicolau - RS,Cota-Parte do ITR,SARIMAX,2.700840473175049,"49 2868.721245 50 5700.375513 51 7017.060137 52 8826.262497 53 6887.321047 54 7395.359971 55 11105.706286 56 47936.372206 57 263235.282234 58 34635.436868 59 57888.680172 60 10347.741536 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São José das Missões - RS,IPTU,SARIMAX,3.161766290664673,"56 11396.627988 57 10464.968022 58 6579.764469 59 6415.604075 60 11798.326677 61 35783.456011 62 15376.740904 63 11742.576984 64 11384.822905 65 10391.122615 66 8710.951859 67 8036.039683 Name: predicted_mean, dtype: float64" Prefeitura Municipal de São José das Missões - RS,ISS,MLP,1.7214701175689697,"57 8404.810000 58 32684.260000 59 9515.420000 60 29751.690000 61 27291.580000 62 15005.760000 63 26695.890000 64 8084.240000 65 28519.450000 66 27586.370000 67 15716.040000 68 15776.603516 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,ITBI,XGBoost,1.7143967151641846,"56 1410.020000 57 13455.920000 58 39968.630000 59 10936.190000 60 25636.000000 61 45207.990000 62 11742.960000 63 38414.200000 64 8491.200000 65 8610.800000 66 22719.520000 67 24169.900391 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,IRRF,Prophet,0.9551236629486084,"57 36593.080000 58 54666.590000 59 43434.480000 60 44126.510000 61 41029.560000 62 41606.280000 63 40749.050000 64 41113.470000 65 43743.090000 66 42658.770000 67 99888.780000 68 48473.808594 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do FPM,Prophet,1.0153875350952148,"57 1567076.560 58 958652.610 59 1096039.100 60 1218423.430 61 1137998.350 62 1430566.780 63 970762.580 64 989594.110 65 919097.970 66 1192496.920 67 1893768.800 68 1487180.375 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do ICMS,MLP,1.0590343475341797,"57 239229.55000 58 253673.64000 59 315129.57000 60 361834.73000 61 287084.92000 62 308227.01000 63 328349.83000 64 325722.80000 65 386559.07000 66 292553.12000 67 397844.43000 68 387232.71875 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do IPVA,AR,1.6182987689971924,"57 13893.210000 58 39809.070000 59 55492.730000 60 40472.390000 61 19531.380000 62 9240.310000 63 8417.880000 64 6629.340000 65 3786.540000 66 3582.640000 67 46429.930000 68 46430.023438 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do ITR,XGBoost,1.49015212059021,"38 59.710000 39 321.830000 40 166.440000 41 9.400000 42 8.850000 43 147.860000 44 634.280000 45 2732.650000 46 4444.190000 47 237.910000 48 480.050000 49 480.036957 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do FPM,SARIMAX,2.588270425796509,"35 1.316169e+06 36 7.806264e+05 37 1.146509e+06 38 5.944517e+05 39 5.859923e+05 40 5.979258e+05 41 5.144000e+05 42 8.041109e+05 43 1.285444e+06 44 8.722974e+05 45 9.367823e+05 46 1.083052e+06 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do ITR,SES,22.679584980010986,"28 78.54000 29 85656.93000 30 22.84000 31 43.64000 32 -85468.44000 33 31.20000 34 94.45000 35 3109.83000 36 6084.07000 37 139.31000 38 107.91000 39 107.51828 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,IPTU,MLP,2.096249580383301,"51 1818.570000 52 44373.850000 53 128722.780000 54 55808.780000 55 36941.330000 56 13549.250000 57 14683.360000 58 5019.600000 59 7874.190000 60 4317.380000 61 6378.410000 62 6378.595703 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,ISS,XGBoost,1.422835111618042,"51 12101.520000 52 14498.890000 53 14393.460000 54 18183.090000 55 17878.280000 56 13667.090000 57 18214.750000 58 9972.090000 59 11425.240000 60 12324.440000 61 14648.000000 62 7982.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,ITBI,XGBoost,1.8686935901641846,"51 30510.220000 52 31220.470000 53 9382.040000 54 44528.450000 55 141878.250000 56 8107.230000 57 15017.470000 58 14363.400000 59 36081.890000 60 27176.600000 61 23396.990000 62 17080.927734 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,IRRF,SARIMAX,1.144843578338623,"52 40091.776322 53 29095.518053 54 33186.496742 55 36269.421827 56 36473.712277 57 34129.864126 58 29639.857270 59 37682.643702 60 35827.497271 61 53179.233337 62 35970.607530 63 32730.598602 Name: predicted_mean, dtype: float64" Prefeitura Municipal de Tunas - RS,Cota-Parte do ICMS,MLP,1.1036415100097656,"51 277971.06000 52 295601.67000 53 367833.19000 54 421992.95000 55 334376.57000 56 378603.86000 57 402526.31000 58 399754.83000 59 473683.38000 60 361450.86000 61 556077.31000 62 466865.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,Transferencias LC 61_1989,SARIMAX,1.3410770893096924,"52 3071.893144 53 2940.141785 54 2284.060485 55 2348.678969 56 2710.835070 57 2172.349786 58 3082.539983 59 3362.058057 60 3005.064208 61 2962.266191 62 3001.284083 63 2252.257419 Name: predicted_mean, dtype: float64"