diff --git "a/last_results_12.csv" "b/last_results_12.csv" new file mode 100644--- /dev/null +++ "b/last_results_12.csv" @@ -0,0 +1,47932 @@ +Instituição,Conta,Modelo,Time (s),Forecasts +Prefeitura Municipal de Santo Ângelo - RS,IPTU,MLP,2.8862102031707764,"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,1.2487456798553467,"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,IRRF,Prophet,1.8688011169433594,"97 999811.94 +98 1007441.92 +99 1022441.79 +100 1034647.61 +101 994850.02 +102 1079432.80 +103 1118743.49 +104 1147346.24 +105 1133472.96 +106 1126058.53 +107 2516550.09 +108 2517171.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do FPM,SARIMAX,2.2890431880950928,"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,1.9326744079589844,"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,2.2354650497436523,"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,2.194892406463623,"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,1.8029460906982422,"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,ITBI,HWES,4.155627965927124,"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,1.2340967655181885,"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,1.0729496479034424,"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,0.9328203201293945,"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,1.6372828483581543,"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,1.3745129108428955,"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,1.4825868606567383,"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,1.863464117050171,"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,IRRF,Prophet,0.8833343982696533,"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,1.1312751770019531,"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,0.9415242671966553,"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,1.522660493850708,"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,SARIMAX,2.8880386352539062,"81 28846.486814 +82 26397.889807 +83 18055.789333 +84 15570.559304 +85 20325.667804 +86 21500.482291 +87 17603.881087 +88 21442.753783 +89 29399.075040 +90 72163.311216 +91 107337.458757 +92 27358.323867 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,IRRF,HWES,3.4810054302215576,"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,1.7994394302368164,"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,0.9690752029418945,"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,1.3388617038726807,"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,1.986384630203247,"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,4.153070449829102,"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,1.176508903503418,"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,1.079549789428711,"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,1.0830631256103516,"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,2.10546612739563,"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,1.2857885360717773,"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,4.112342357635498,"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,1.7853410243988037,"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,1.0519425868988037,"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,IRRF,XGBoost,1.2258634567260742,"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,1.0728402137756348,"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,0.8531484603881836,"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,2.808844566345215,"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,2.4102938175201416,"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,0.8572311401367188,"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,1.8092572689056396,"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,1.0719139575958252,"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,1.191333293914795,"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,1.785428762435913,"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,1.0689153671264648,"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,0.9434900283813477,"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,SARIMAX,4.485532999038696,"87 12182.120755 +88 9310.946358 +89 53423.627434 +90 62921.978689 +91 62911.718251 +92 24480.570855 +93 35417.340581 +94 64129.938955 +95 43242.204077 +96 16085.438364 +97 16103.145067 +98 11002.297426 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do ITR,XGBoost,1.3304226398468018,"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,1.3067896366119385,"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,1.4844880104064941,"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,1.972773551940918,"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,1.6945905685424805,"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,1.3021764755249023,"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,3.8862390518188477,"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,1.0236122608184814,"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,1.453432559967041,"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,1.0177061557769775,"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 Ipê - RS,IPTU,SARIMAX,1.5350582599639893,"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,1.0063612461090088,"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,0.949134111404419,"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,3.611410140991211,"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,1.2760872840881348,"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,1.1239144802093506,"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,HWES,2.470062494277954,"93 67417.540 +94 115612.980 +95 211859.710 +96 123164.040 +97 45395.160 +98 20234.260 +99 24687.080 +100 16592.160 +101 14217.780 +102 9427.920 +103 315559.300 +104 283732.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,IRRF,Prophet,3.9664435386657715,"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,4.211184740066528,"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,0.9390232563018799,"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,1.7521331310272217,"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,1.8893399238586426,"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,4.409868001937866,"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,0.9362678527832031,"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,1.5666546821594238,"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,1.4885601997375488,"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,1.1002027988433838,"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,1.1390466690063477,"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,SARIMAX,1.4888441562652588,"91 2.252617e+06 +92 1.911318e+06 +93 1.784134e+06 +94 1.643479e+06 +95 1.322092e+07 +96 1.155494e+07 +97 5.199750e+06 +98 5.730653e+06 +99 1.015644e+07 +100 7.908468e+06 +101 4.495565e+06 +102 3.412670e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Pelotas - RS,Cota-Parte do ITR,AR,1.4115169048309326,"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,3.9107558727264404,"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,0.9704668521881104,"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,1.1573479175567627,"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,1.0206260681152344,"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,0.9840962886810303,"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,1.1784374713897705,"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,1.4616882801055908,"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 Ibiraiaras - RS,IPTU,XGBoost,1.0820131301879883,"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,1.022017002105713,"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,0.991119384765625,"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,0.7525699138641357,"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,1.2056870460510254,"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,1.0916342735290527,"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,1.6530137062072754,"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,SARIMAX,1.777301549911499,"91 7816.911559 +92 9763.558573 +93 11742.575435 +94 10486.141622 +95 12369.495383 +96 9609.007856 +97 8255.489065 +98 8400.970679 +99 8866.983398 +100 7315.520176 +101 7513.794543 +102 8396.073418 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,IPTU,AR,1.7455496788024902,"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,1.991569995880127,"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,SARIMAX,2.4207193851470947,"90 9651.058657 +91 15230.681757 +92 10075.244971 +93 11528.602576 +94 10772.210123 +95 14069.931704 +96 16179.667175 +97 15082.905236 +98 12350.325395 +99 18616.689779 +100 12873.341741 +101 16491.368412 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,IRRF,XGBoost,3.2343640327453613,"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,1.4109618663787842,"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,1.14280104637146,"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,1.495492935180664,"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,ISS,XGBoost,1.6142463684082031,"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,2.5992023944854736,"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,2.0950162410736084,"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,1.1012442111968994,"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,0.8736169338226318,"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 ITR,XGBoost,1.2796509265899658,"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,1.4997687339782715,"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,1.3177824020385742,"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,1.3810663223266602,"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,1.0172696113586426,"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,1.1295204162597656,"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,1.0945196151733398,"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 Chiapetta - RS,IPTU,XGBoost,0.8578853607177734,"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,0.9239134788513184,"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,3.3527472019195557,"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,1.7027621269226074,"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,0.9561591148376465,"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,1.1637663841247559,"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,1.126450538635254,"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,2.0616416931152344,"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,1.7459311485290527,"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,4.228960037231445,"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,1.395385503768921,"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,1.3044853210449219,"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,1.0376737117767334,"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,1.055100440979004,"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,2.8076651096343994,"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 Cotiporã - RS,IPTU,HWES,1.7494864463806152,"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,1.1326649188995361,"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,IRRF,XGBoost,1.5639803409576416,"97 37631.580000 +98 45223.310000 +99 33870.440000 +100 45559.000000 +101 44338.670000 +102 37116.540000 +103 35375.780000 +104 37523.860000 +105 42146.970000 +106 42753.910000 +107 84930.430000 +108 84908.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,Cota-Parte do FPM,HWES,4.300086259841919,"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,1.2253363132476807,"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 ITR,MLP,1.415234088897705,"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 Relvado - RS,IPTU,AR,4.643838405609131,"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,1.0444557666778564,"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,1.298849105834961,"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,1.739333152770996,"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,1.3242578506469727,"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,0.9756574630737305,"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,4.3067262172698975,"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,1.2844798564910889,"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,2.5069305896759033,"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,1.700944423675537,"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,4.286686897277832,"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,1.1897032260894775,"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,HWES,1.007664442062378,"89 476679.10 +90 505434.96 +91 627914.45 +92 720899.14 +93 572033.81 +94 614160.70 +95 658156.86 +96 649022.06 +97 632406.32 +98 721998.87 +99 792728.73 +100 793532.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do ITR,XGBoost,1.6708722114562988,"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 São José do Hortêncio - RS,IPTU,SES,1.9065511226654053,"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,1.713301420211792,"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,5.497847080230713,"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,2.0417397022247314,"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,1.0721070766448975,"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,0.9157135486602783,"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,1.6173241138458252,"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,1.244307279586792,"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 Cerro Grande - RS,IPTU,AR,4.301389694213867,"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,1.604083776473999,"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,1.31903076171875,"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,1.400437831878662,"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,1.2290372848510742,"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,0.9064533710479736,"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,1.6280303001403809,"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,1.2222576141357422,"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,0.8242073059082031,"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,1.0973396301269531,"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,1.1113216876983643,"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,1.1465561389923096,"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,4.050802707672119,"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,1.5943772792816162,"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 São Valério do Sul - RS,IPTU,HWES,2.265611171722412,"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,4.250986576080322,"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,1.733478307723999,"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,0.9979932308197021,"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,1.208855152130127,"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,2.6642954349517822,"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,1.9435462951660156,"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,1.1858649253845215,"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,2.145927667617798,"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,2.031348705291748,"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,2.444364309310913,"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,3.6259148120880127,"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,SARIMAX,2.001948118209839,"90 4029.695044 +91 3803.634455 +92 3446.435900 +93 3435.733029 +94 57778.590758 +95 63490.862493 +96 19589.189651 +97 35657.555844 +98 42741.319343 +99 26597.464431 +100 10164.953497 +101 11893.692705 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ITR,XGBoost,1.0525157451629639,"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,2.024172306060791,"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,1.4223167896270752,"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,IRRF,HWES,1.2641644477844238,"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,1.2072861194610596,"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,0.9754338264465332,"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,1.6868789196014404,"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,1.7303354740142822,"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,SARIMAX,1.6489429473876953,"90 6753.474540 +91 6779.212813 +92 7059.725589 +93 6575.127386 +94 6592.317509 +95 5257.442830 +96 7321.490678 +97 6635.722557 +98 7574.810861 +99 5867.072081 +100 6049.730392 +101 6147.948063 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Caiçara - RS,IPTU,AR,4.632225751876831,"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,2.380953311920166,"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,4.1308698654174805,"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,3.9407262802124023,"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,1.0435867309570312,"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,1.9988195896148682,"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,1.317427396774292,"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,1.6623942852020264,"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,HWES,1.181666612625122,"90 19831.010000 +91 401466.390000 +92 181938.480000 +93 204645.060000 +94 141912.890000 +95 145575.940000 +96 131892.810000 +97 56522.160000 +98 49689.180000 +99 47486.590000 +100 45136.190000 +101 72993.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,ISS,SARIMAX,2.488529920578003,"91 166776.104449 +92 156964.025871 +93 214253.476148 +94 167330.301474 +95 278151.970269 +96 181964.458815 +97 152534.646353 +98 170373.085720 +99 162625.707133 +100 167912.822516 +101 212616.406205 +102 180082.423642 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,ITBI,MLP,3.9170796871185303,"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,0.9942359924316406,"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,1.2040913105010986,"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,1.0288443565368652,"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,SARIMAX,2.025233507156372,"91 50895.228090 +92 41335.120967 +93 41564.879436 +94 33442.641623 +95 309829.826792 +96 275045.685201 +97 111415.031749 +98 159073.503936 +99 261164.365122 +100 166990.707126 +101 100234.239558 +102 70689.000645 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do ITR,HWES,2.8165807723999023,"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,SARIMAX,1.8551623821258545,"91 10931.886426 +92 15281.917987 +93 18387.183227 +94 17259.229073 +95 19379.701822 +96 14891.088834 +97 12647.235332 +98 13172.585951 +99 13727.260899 +100 11202.755233 +101 11469.159135 +102 12974.844892 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Independência - RS,IPTU,HWES,3.8111698627471924,"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,1.465163230895996,"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,0.9639122486114502,"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,1.0543067455291748,"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,0.9367315769195557,"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,1.075012445449829,"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,1.7599155902862549,"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,2.0090205669403076,"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,1.987107753753662,"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,1.472381830215454,"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,1.888380765914917,"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,1.3320107460021973,"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,4.135599136352539,"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,2.171487331390381,"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,22.037556409835815,"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,1.5516595840454102,"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,ITBI,AR,1.7249577045440674,"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,1.7008109092712402,"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,1.0025765895843506,"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,4.330532073974609,"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 ITR,XGBoost,1.3016321659088135,"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 Paraí - RS,IPTU,SARIMAX,1.2356362342834473,"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,1.3679606914520264,"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,2.62484073638916,"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,HWES,2.100343942642212,"97 82496.110000 +98 88253.450000 +99 89494.460000 +100 94471.800000 +101 105147.970000 +102 99174.440000 +103 92490.620000 +104 95973.170000 +105 116657.260000 +106 101308.130000 +107 306430.620000 +108 18787.097656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,Cota-Parte do FPM,HWES,1.1334197521209717,"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,1.0477080345153809,"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,Transferencias LC 61_1989,HWES,1.1033358573913574,"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,2.816350221633911,"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,1.1754717826843262,"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,1.6247599124908447,"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,1.127403974533081,"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,0.9955728054046631,"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,4.184191942214966,"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,SARIMAX,1.5113894939422607,"91 3591.768535 +92 4159.345020 +93 5100.619683 +94 4497.565898 +95 5274.556469 +96 4500.235380 +97 3797.501394 +98 3856.585336 +99 4128.780030 +100 3565.820193 +101 3655.844758 +102 3956.908686 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Sarandi - RS,IPTU,HWES,1.8297719955444336,"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,ITBI,HWES,1.1939070224761963,"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,1.1898112297058105,"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,1.1976921558380127,"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,2.58353853225708,"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,2.9963550567626953,"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,1.7042465209960938,"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,1.1892814636230469,"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,5.100282430648804,"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,1.0061397552490234,"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,1.0675253868103027,"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,1.2228071689605713,"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,Transferencias LC 61_1989,XGBoost,3.760383129119873,"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,1.501023769378662,"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,1.8184711933135986,"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,IRRF,XGBoost,1.5988051891326904,"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,1.048861026763916,"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,4.19681191444397,"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,1.4248619079589844,"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,3.0136728286743164,"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,4.902335166931152,"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,2.155463695526123,"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,1.8492519855499268,"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,1.0630502700805664,"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,1.0437541007995605,"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,1.5974316596984863,"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,1.7407572269439697,"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,MLP,3.1579740047454834,"66 486.460000 +67 516.480000 +68 107.940000 +69 2202.130000 +70 142910.580000 +71 232969.720000 +72 10055.700000 +73 11895.010000 +74 6166.250000 +75 1495.420000 +76 5524.520000 +77 4816.064941 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,ISS,XGBoost,1.7304222583770752,"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,1.224259376525879,"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,1.45640230178833,"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,1.2599983215332031,"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,0.8989171981811523,"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,1.5132389068603516,"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,Transferencias LC 61_1989,XGBoost,3.666640281677246,"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,ISS,SES,1.2639036178588867,"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,2.2370126247406006,"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,1.2399053573608398,"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,3.7538070678710938,"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,1.7291831970214844,"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,2.8553054332733154,"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,1.8307864665985107,"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,1.2194974422454834,"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,1.0871119499206543,"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,1.563274621963501,"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,3.6439414024353027,"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,1.8674802780151367,"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,4.195341348648071,"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,1.6136510372161865,"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,1.8726928234100342,"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,1.5041725635528564,"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,3.74808406829834,"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,0.8834273815155029,"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,0.981980562210083,"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,1.816141128540039,"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,1.452601671218872,"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,1.2869453430175781,"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,1.0620546340942383,"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,1.1192684173583984,"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,1.1181035041809082,"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,1.529801368713379,"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,1.233060359954834,"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,SARIMAX,1.7919352054595947,"91 7256.858099 +92 9377.254173 +93 11304.698222 +94 10176.049245 +95 11736.269423 +96 8999.724183 +97 8158.262782 +98 8242.679020 +99 8677.500846 +100 7239.213291 +101 7401.942457 +102 8216.728683 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,IPTU,SARIMAX,2.857424020767212,"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,2.1445910930633545,"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,IRRF,XGBoost,1.7679619789123535,"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,1.520752191543579,"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,1.288532018661499,"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,1.6039519309997559,"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,1.3098516464233398,"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,1.981834888458252,"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,1.1041982173919678,"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,0.9813406467437744,"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,1.4265246391296387,"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,4.107064962387085,"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,1.0799508094787598,"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 ITR,AR,0.7462644577026367,"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,SARIMAX,1.6491436958312988,"91 6498.852681 +92 8126.880394 +93 9859.230306 +94 8763.006691 +95 10392.907752 +96 8029.160715 +97 6747.716823 +98 6887.378178 +99 7293.634936 +100 5995.539835 +101 6170.813170 +102 6903.388093 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,IPTU,SARIMAX,2.3812198638916016,"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,4.341915130615234,"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,1.7406322956085205,"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,1.3127467632293701,"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,1.0080935955047607,"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,0.800708532333374,"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,3.9998044967651367,"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 Jacuizinho - RS,IPTU,XGBoost,1.9884147644042969,"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,1.316610336303711,"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,1.8911900520324707,"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,1.8510570526123047,"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,4.1006247997283936,"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,0.9320888519287109,"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 ITR,XGBoost,1.9391467571258545,"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,1.1467840671539307,"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,ISS,XGBoost,1.8309955596923828,"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,IRRF,MLP,1.6446561813354492,"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,1.2886669635772705,"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,1.2299742698669434,"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,2.0153496265411377,"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,3.8898911476135254,"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,2.6135447025299072,"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,3.3113090991973877,"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,MLP,1.38765287399292,"97 1919758.51 +98 2180008.88 +99 1990485.83 +100 2035330.74 +101 2276736.80 +102 2182919.59 +103 2530007.02 +104 2320641.57 +105 2087862.12 +106 2113043.92 +107 2775154.22 +108 2252515.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,ITBI,MLP,0.9632384777069092,"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,Prophet,1.8921096324920654,"97 1239925.28 +98 1318126.24 +99 1332817.19 +100 1296785.88 +101 1285641.81 +102 1314553.46 +103 1334041.59 +104 1379036.55 +105 1380688.11 +106 1384131.33 +107 2333190.11 +108 1422657.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,Cota-Parte do FPM,AR,1.368180513381958,"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,4.071040868759155,"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,1.8302359580993652,"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,2.056555986404419,"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,1.5312681198120117,"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,1.8113672733306885,"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,IRRF,XGBoost,0.9032697677612305,"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,1.1861953735351562,"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,1.0571179389953613,"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,SARIMAX,1.2704908847808838,"91 25367.884855 +92 21132.677295 +93 17885.073684 +94 17699.837105 +95 104480.807523 +96 140634.706407 +97 59927.133198 +98 72975.116011 +99 127184.797163 +100 84535.930997 +101 44705.827999 +102 28051.887299 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tavares - RS,Cota-Parte do ITR,XGBoost,1.5533394813537598,"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,1.2862207889556885,"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,4.694009065628052,"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,1.8481521606445312,"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,IRRF,XGBoost,1.0773985385894775,"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,1.1805179119110107,"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,0.9332671165466309,"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 ITR,XGBoost,1.2434189319610596,"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 Presidente Lucena - RS,IPTU,AR,2.6290574073791504,"95 67929.750000 +96 42214.840000 +97 7688.970000 +98 2202.470000 +99 3840.170000 +100 3944.100000 +101 4113.190000 +102 2016.420000 +103 1591.080000 +104 1532.980000 +105 2674.210000 +106 42144.585938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,ISS,XGBoost,1.3948757648468018,"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,3.9297921657562256,"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,1.564065933227539,"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,1.1504006385803223,"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,1.1647868156433105,"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,1.5666019916534424,"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 Alto Feliz - RS,IPTU,SES,1.6864519119262695,"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,0.8759369850158691,"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,1.8150115013122559,"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,1.691631555557251,"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,1.1045501232147217,"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,1.0367608070373535,"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,4.7244553565979,"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,1.303164005279541,"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,SARIMAX,1.6213831901550293,"91 4957.469229 +92 5732.026143 +93 6851.586970 +94 6174.413664 +95 7154.423479 +96 6237.715212 +97 5335.113710 +98 5425.566776 +99 5771.560056 +100 5001.463931 +101 5127.486274 +102 5541.921934 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,ISS,HWES,1.1329901218414307,"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,IRRF,XGBoost,2.8626339435577393,"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,1.8403239250183105,"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,1.0624172687530518,"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,SARIMAX,2.3754894733428955,"90 26344.515796 +91 17606.838165 +92 23734.957347 +93 19331.028738 +94 274019.243504 +95 147883.504192 +96 64011.352836 +97 129436.828149 +98 133011.653234 +99 122103.998623 +100 63411.679601 +101 42604.263569 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,Cota-Parte do ITR,AR,1.894139051437378,"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 Encantado - RS,IPTU,AR,1.527155876159668,"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,4.134810209274292,"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,1.1891241073608398,"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,0.9684243202209473,"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,1.009918212890625,"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,0.9653866291046143,"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,SARIMAX,2.3124513626098633,"91 1.364401e+05 +92 1.237988e+05 +93 1.437552e+05 +94 1.172883e+05 +95 1.364778e+06 +96 1.112556e+06 +97 4.120186e+05 +98 5.139969e+05 +99 9.658391e+05 +100 7.644353e+05 +101 2.678003e+05 +102 2.130737e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Encantado - RS,Cota-Parte do ITR,XGBoost,2.432182788848877,"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,4.03680682182312,"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,2.7940900325775146,"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,1.2605364322662354,"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,0.9679012298583984,"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,1.1523325443267822,"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,1.1586759090423584,"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,0.9754912853240967,"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,1.809086561203003,"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,2.49774169921875,"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,1.9790799617767334,"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,1.966461181640625,"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,1.5385873317718506,"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,2.3021063804626465,"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,4.330955266952515,"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,0.9338295459747314,"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,1.6610908508300781,"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,1.3570351600646973,"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,1.7700579166412354,"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,1.471703290939331,"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,1.1270935535430908,"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,4.3730082511901855,"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,1.0339033603668213,"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,0.9973008632659912,"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,2.2815890312194824,"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,2.1024703979492188,"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,1.8156132698059082,"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,XGBoost,4.501574754714966,"97 544594.4700 +98 575359.2300 +99 687281.4300 +100 568645.4800 +101 658994.2900 +102 682425.8900 +103 648903.5000 +104 579400.2500 +105 577333.4900 +106 650687.9900 +107 693698.9900 +108 693681.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,ITBI,AR,1.013916015625,"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,1.5014972686767578,"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,1.0354607105255127,"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,1.1375257968902588,"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,1.5795083045959473,"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,1.6276843547821045,"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,1.2040965557098389,"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,2.7961254119873047,"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,2.641751766204834,"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,3.5648868083953857,"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,1.472930669784546,"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,1.121175765991211,"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,1.0610954761505127,"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 ITR,MLP,2.0244596004486084,"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,SARIMAX,1.7842624187469482,"91 4022.406586 +92 4725.964327 +93 5704.674036 +94 5170.613667 +95 5882.051266 +96 5016.144646 +97 4273.678428 +98 4298.134129 +99 4576.042387 +100 3887.695643 +101 3959.872163 +102 4253.925377 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,IPTU,XGBoost,1.3411998748779297,"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,1.1271178722381592,"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,1.944953441619873,"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,1.0658013820648193,"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,1.2427847385406494,"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,1.487290620803833,"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,1.1273388862609863,"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,1.4838969707489014,"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,0.8223521709442139,"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,1.5620439052581787,"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,3.903208017349243,"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,1.3067407608032227,"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,1.0915741920471191,"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,1.0103681087493896,"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,1.0810606479644775,"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,1.4086358547210693,"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,0.9008538722991943,"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,1.7241644859313965,"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,4.456631422042847,"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,1.0283045768737793,"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,2.0656111240386963,"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,1.1612217426300049,"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,1.1270804405212402,"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,SARIMAX,1.7548198699951172,"91 37276.573018 +92 34725.599710 +93 28858.235315 +94 29179.652829 +95 403915.531983 +96 394631.814612 +97 103791.952238 +98 140533.386873 +99 248605.215716 +100 165071.710992 +101 77770.072038 +102 55801.865287 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ITR,AR,1.4238276481628418,"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,1.4987268447875977,"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,3.601081609725952,"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,ITBI,AR,1.5038630962371826,"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,HWES,2.566209077835083,"97 70873.540000 +98 85912.110000 +99 92407.950000 +100 92020.170000 +101 86209.950000 +102 94412.030000 +103 87022.910000 +104 91544.230000 +105 95451.510000 +106 92588.240000 +107 155352.970000 +108 155352.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do FPM,HWES,1.1270713806152344,"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,1.0505568981170654,"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,3.200056791305542,"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,2.9820287227630615,"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,3.321181297302246,"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,2.078756809234619,"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,1.2608418464660645,"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,1.0447545051574707,"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,1.455195426940918,"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,1.5142979621887207,"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,3.171785593032837,"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 ITR,XGBoost,1.6914973258972168,"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,SARIMAX,2.656978130340576,"91 10311.342461 +92 11600.105131 +93 13001.203970 +94 13904.413056 +95 14434.138016 +96 12640.924042 +97 10616.230579 +98 10556.232851 +99 11442.969072 +100 10238.110973 +101 10541.089675 +102 11006.512888 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Machadinho - RS,ISS,SES,4.244041919708252,"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,1.310356855392456,"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,1.2332723140716553,"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,1.0007903575897217,"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,1.1644442081451416,"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,0.7660629749298096,"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,SARIMAX,4.611630916595459,"78 5912.452308 +79 4376.225472 +80 5408.499737 +81 7417.333231 +82 6003.967233 +83 5550.645876 +84 5829.152974 +85 5085.441418 +86 6551.544811 +87 7116.941827 +88 5812.697746 +89 5922.857115 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,IPTU,AR,1.4897286891937256,"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,2.1171720027923584,"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,IRRF,XGBoost,1.8373374938964844,"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,1.228238821029663,"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,2.973968744277954,"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 Westfália - RS,IPTU,SES,1.9571571350097656,"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,3.067471742630005,"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,1.8279812335968018,"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,1.2180304527282715,"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,1.1478772163391113,"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,1.016777753829956,"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,2.397657632827759,"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,1.267439365386963,"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,SARIMAX,2.033160448074341,"91 11756.546068 +92 15149.169720 +93 17206.697946 +94 15948.913920 +95 18309.038956 +96 14326.944824 +97 13392.187432 +98 13297.694867 +99 13701.774686 +100 11228.184461 +101 11324.859116 +102 12811.261721 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,IPTU,SARIMAX,2.669015407562256,"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,1.6991677284240723,"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,1.9040799140930176,"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,1.9305446147918701,"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,1.1714129447937012,"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,1.058824062347412,"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,1.4578406810760498,"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,1.4379940032958984,"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,3.9109933376312256,"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,1.9095098972320557,"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,0.8624296188354492,"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,1.1655817031860352,"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,1.5473520755767822,"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,1.2682526111602783,"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,1.1678905487060547,"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,3.9559574127197266,"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,2.347301959991455,"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,1.1847829818725586,"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,1.7260570526123047,"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,1.7853481769561768,"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,1.5878422260284424,"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,1.215921401977539,"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,2.2415361404418945,"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,2.7692763805389404,"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,1.188058853149414,"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,SARIMAX,1.695404291152954,"91 5928.971053 +92 6922.184440 +93 8360.802362 +94 7439.489039 +95 8624.142532 +96 7403.042609 +97 6371.328397 +98 6477.158466 +99 6858.714969 +100 5909.446393 +101 6054.397561 +102 6573.591834 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,IPTU,SARIMAX,2.3369157314300537,"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,2.6102375984191895,"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,1.2428081035614014,"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,1.0870089530944824,"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,0.9665164947509766,"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,1.7236955165863037,"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,2.272275686264038,"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,0.9371459484100342,"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,1.7890262603759766,"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,0.8611631393432617,"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,1.1204943656921387,"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,3.9842844009399414,"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,1.4388866424560547,"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,1.5729515552520752,"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,1.630638599395752,"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,1.5581579208374023,"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,2.6440114974975586,"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,1.9852514266967773,"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,1.1493597030639648,"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 Vale do Sol - RS,ISS,XGBoost,1.097332239151001,"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,1.4788463115692139,"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,0.9620952606201172,"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,1.2569301128387451,"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,1.4164421558380127,"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 ITR,XGBoost,3.686656951904297,"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,SARIMAX,2.528808832168579,"91 6590.845608 +92 8128.015299 +93 9728.529694 +94 8716.192821 +95 10225.229793 +96 7316.586527 +97 6918.372485 +98 7027.920044 +99 7321.079796 +100 6141.315945 +101 6297.049851 +102 7015.626938 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,IPTU,HWES,1.4967169761657715,"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,1.1768574714660645,"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,4.988674640655518,"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,1.7898750305175781,"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,1.2221646308898926,"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,0.9730713367462158,"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,2.041212558746338,"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,1.245997667312622,"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,1.7361819744110107,"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,1.0760149955749512,"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,1.085120677947998,"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,3.8608081340789795,"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,1.4576303958892822,"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,1.502166986465454,"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,1.823197841644287,"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,1.1416544914245605,"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,1.3679208755493164,"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 Monte Belo do Sul - RS,IPTU,MLP,1.7501201629638672,"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,1.3167555332183838,"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,SARIMAX,2.788846492767334,"87 29634.451645 +88 28386.665065 +89 29039.381643 +90 26096.530685 +91 35323.290539 +92 33805.652962 +93 32407.007063 +94 31867.562225 +95 26021.496600 +96 36604.924301 +97 41333.210506 +98 34836.829911 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,IRRF,XGBoost,1.1190409660339355,"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,1.1878323554992676,"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,3.782019853591919,"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,1.4021508693695068,"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,1.4673070907592773,"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,SARIMAX,1.9744746685028076,"91 3897.806384 +92 4544.050431 +93 5670.604505 +94 5109.973346 +95 6072.608830 +96 4815.481764 +97 3915.348604 +98 4011.846315 +99 4310.593047 +100 3614.072417 +101 3726.613070 +102 4106.817880 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,IPTU,MLP,1.7727634906768799,"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,0.9026360511779785,"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,1.2619574069976807,"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,XGBoost,4.508534908294678,"97 39881.010000 +98 40390.040000 +99 43693.790000 +100 41158.060000 +101 40744.550000 +102 44334.460000 +103 40998.680000 +104 46635.010000 +105 53388.620000 +106 41181.840000 +107 84918.830000 +108 55045.429688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do FPM,HWES,1.1607410907745361,"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,1.0197079181671143,"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,2.108672618865967,"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,1.2066895961761475,"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,SARIMAX,1.7255432605743408,"91 3468.504997 +92 3869.396956 +93 6037.942182 +94 3972.066059 +95 4424.652193 +96 4733.119974 +97 3398.974188 +98 3269.693147 +99 3726.174804 +100 3481.540383 +101 3542.193529 +102 3598.244805 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São Jorge - RS,IPTU,AR,1.5516035556793213,"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,4.526786804199219,"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,1.2283895015716553,"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,1.7952101230621338,"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,1.0875256061553955,"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,1.1427640914916992,"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,1.1531898975372314,"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,2.1327898502349854,"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,3.0401718616485596,"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,XGBoost,1.2987513542175293,"97 282874.8500 +98 520090.6500 +99 389725.9000 +100 494681.5400 +101 484634.0400 +102 482017.4800 +103 503104.6600 +104 457677.4400 +105 430778.7000 +106 604106.1500 +107 594962.5100 +108 589206.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,IRRF,XGBoost,4.734174013137817,"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,1.1639015674591064,"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,1.103285551071167,"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,1.7000880241394043,"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,1.4400215148925781,"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,1.3037621974945068,"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,1.4328887462615967,"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,0.9497311115264893,"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,1.2709441184997559,"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,1.1643707752227783,"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,1.0105204582214355,"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,1.9841139316558838,"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,Transferencias LC 61_1989,AR,2.9417247772216797,"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,2.7457048892974854,"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,1.3904483318328857,"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,1.1762723922729492,"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,1.9988038539886475,"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,1.0001208782196045,"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,0.9931850433349609,"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,SARIMAX,1.7173638343811035,"91 1.974699e+06 +92 1.607179e+06 +93 1.409077e+06 +94 1.327313e+06 +95 1.149654e+07 +96 1.019582e+07 +97 4.351739e+06 +98 4.801911e+06 +99 8.637975e+06 +100 6.953889e+06 +101 3.743728e+06 +102 3.016901e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do ITR,XGBoost,4.680974245071411,"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,1.2422494888305664,"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,ISS,HWES,1.0098152160644531,"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,1.1991386413574219,"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,0.998720645904541,"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,1.2180967330932617,"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,3.2005858421325684,"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 ITR,MLP,2.033298969268799,"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,SARIMAX,1.951793909072876,"91 7009.787347 +92 8380.170304 +93 9933.781128 +94 9032.722338 +95 10386.651337 +96 8615.335246 +97 7532.901032 +98 7609.572359 +99 7990.851218 +100 7021.514408 +101 6894.843832 +102 7599.552391 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Camargo - RS,IPTU,Prophet,1.7163209915161133,"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,1.8855037689208984,"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,SARIMAX,4.140963077545166,"87 21479.967351 +88 23069.692635 +89 26324.291512 +90 27937.556889 +91 19846.543378 +92 21098.751424 +93 21313.028351 +94 21357.155124 +95 15410.667835 +96 25881.910645 +97 23516.022647 +98 25701.092584 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Camargo - RS,IRRF,HWES,3.8061649799346924,"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,1.0588881969451904,"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,1.1380884647369385,"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,1.5842256546020508,"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,SARIMAX,1.9962224960327148,"74 1683.151647 +75 1789.383552 +76 2331.295871 +77 1453.376661 +78 558.672335 +79 481.707085 +80 478.889606 +81 489.513664 +82 550.532626 +83 880.606482 +84 860.950923 +85 822.210055 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,IPTU,SARIMAX,1.6191685199737549,"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,XGBoost,1.0926625728607178,"97 67398.880000 +98 51450.450000 +99 52877.310000 +100 61747.060000 +101 57812.150000 +102 68695.890000 +103 58665.980000 +104 60390.150000 +105 78301.740000 +106 60660.750000 +107 66273.180000 +108 56613.144531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,ITBI,XGBoost,1.7174568176269531,"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,1.6845746040344238,"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,1.1631581783294678,"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,0.9786126613616943,"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,3.4981706142425537,"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,3.1180014610290527,"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 Jaguarão - RS,IPTU,XGBoost,1.878864049911499,"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,1.159085750579834,"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,1.520155429840088,"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,0.921295166015625,"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,1.0172226428985596,"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 ITR,MLP,1.4903056621551514,"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,1.6806011199951172,"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,1.3236064910888672,"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,1.810612678527832,"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,2.000760555267334,"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,1.2051122188568115,"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,2.8554069995880127,"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,2.153733730316162,"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,1.8274695873260498,"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,2.034271717071533,"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,1.2642951011657715,"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,1.3213036060333252,"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,1.1389992237091064,"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,1.0857701301574707,"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,3.7855725288391113,"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 ITR,AR,1.4521691799163818,"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,1.762220859527588,"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,1.0236763954162598,"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,2.0481767654418945,"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,3.0660197734832764,"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,1.3679845333099365,"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,1.0456798076629639,"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,0.9838194847106934,"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,1.8278539180755615,"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,1.106027603149414,"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,ISS,Prophet,4.178788900375366,"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,1.4953324794769287,"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,1.3203446865081787,"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,1.144949197769165,"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,SARIMAX,6.192611932754517,"91 1.242939e+06 +92 1.015446e+06 +93 9.344320e+05 +94 8.629796e+05 +95 4.773251e+06 +96 5.027534e+06 +97 2.678769e+06 +98 3.349594e+06 +99 6.462053e+06 +100 4.898280e+06 +101 2.645942e+06 +102 1.981670e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Viamão - RS,Cota-Parte do ITR,MLP,2.38515567779541,"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,1.079563856124878,"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,1.6217029094696045,"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,1.4546165466308594,"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,0.788898229598999,"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,1.2246007919311523,"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,1.171344518661499,"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,1.021784782409668,"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,4.503782749176025,"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,0.9774205684661865,"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,ITBI,SES,2.2398173809051514,"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,2.917546272277832,"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,2.0569403171539307,"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,1.0448405742645264,"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,1.6994075775146484,"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,1.3261797428131104,"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,SARIMAX,2.0363056659698486,"91 8556.020420 +92 10571.625587 +93 12699.562294 +94 11324.416519 +95 13219.628469 +96 10570.357703 +97 9209.053059 +98 9321.411479 +99 9781.187426 +100 8085.207898 +101 8283.710394 +102 9253.848587 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,IPTU,HWES,1.0133130550384521,"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,0.9940474033355713,"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,0.8596181869506836,"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,3.832620859146118,"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,1.253741979598999,"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,0.950333833694458,"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,1.0428338050842285,"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,1.2657701969146729,"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,1.5193285942077637,"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,4.663374662399292,"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,1.3425941467285156,"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,1.1196904182434082,"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,1.353158950805664,"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,2.146550178527832,"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,2.718228340148926,"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,2.3172175884246826,"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,SARIMAX,2.577779769897461,"91 1.813173e+05 +92 1.337973e+05 +93 1.215272e+05 +94 9.360214e+04 +95 1.792900e+05 +96 3.790805e+05 +97 2.127674e+06 +98 2.675911e+05 +99 1.708558e+05 +100 1.840112e+05 +101 1.552076e+05 +102 1.448597e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,ISS,XGBoost,1.1471083164215088,"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,1.399951696395874,"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,1.0720305442810059,"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,1.026562213897705,"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,0.9015882015228271,"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,4.838174104690552,"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,1.3128530979156494,"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 Pejuçara - RS,IPTU,AR,1.693852186203003,"92 3834.610000 +93 7435.220000 +94 39650.940000 +95 202264.520000 +96 28890.320000 +97 37720.770000 +98 30293.710000 +99 28493.060000 +100 14896.540000 +101 13338.880000 +102 31411.030000 +103 13330.233398 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,ISS,XGBoost,1.0211670398712158,"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,1.9390952587127686,"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,4.490429162979126,"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,1.112154483795166,"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,1.190047264099121,"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,0.8988597393035889,"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,1.3965046405792236,"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,1.0700554847717285,"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,1.6313259601593018,"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,1.555614948272705,"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,IRRF,Prophet,1.5854518413543701,"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,1.2310917377471924,"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,4.29761266708374,"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,2.2971351146698,"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,3.0137319564819336,"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,1.9101383686065674,"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,0.9485998153686523,"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,0.9913671016693115,"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,1.6335482597351074,"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,1.2503314018249512,"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,3.522077798843384,"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,1.5596928596496582,"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,1.6364057064056396,"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,1.2607474327087402,"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,1.2601234912872314,"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,3.1837708950042725,"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,1.6024134159088135,"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,1.1057543754577637,"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,1.0226120948791504,"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,1.334498643875122,"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,1.0539178848266602,"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,ISS,XGBoost,1.1621544361114502,"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,4.065445423126221,"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,1.3932158946990967,"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,1.202836275100708,"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,1.0249605178833008,"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,SARIMAX,1.7075119018554688,"91 3.405121e+05 +92 3.144435e+05 +93 2.685782e+05 +94 2.571106e+05 +95 3.453713e+06 +96 2.420075e+06 +97 8.527013e+05 +98 1.054136e+06 +99 2.077958e+06 +100 1.597569e+06 +101 6.235693e+05 +102 4.838224e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,Cota-Parte do ITR,MLP,1.4929511547088623,"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,0.9245545864105225,"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,1.8135387897491455,"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,3.6690168380737305,"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,1.4218339920043945,"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,1.1601285934448242,"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,1.0104434490203857,"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,1.1463708877563477,"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,1.9260764122009277,"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,2.0816633701324463,"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,4.432361841201782,"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,4.386996746063232,"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,IRRF,XGBoost,0.9102785587310791,"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,1.2042028903961182,"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,4.193505525588989,"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,1.8660931587219238,"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,1.74849271774292,"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,1.074789047241211,"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,1.710848331451416,"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,1.4059247970581055,"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,1.0882611274719238,"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,XGBoost,4.471585273742676,"97 223378.77000 +98 248695.08000 +99 250478.73000 +100 234999.97000 +101 254174.34000 +102 260736.82000 +103 240946.77000 +104 237166.53000 +105 227782.88000 +106 238918.53000 +107 428744.05000 +108 350820.40625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do FPM,MLP,1.0585179328918457,"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,1.1093227863311768,"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,SARIMAX,1.7897989749908447,"91 64991.227466 +92 65251.705089 +93 59564.037545 +94 52992.441438 +95 816897.109277 +96 700178.505864 +97 202388.815658 +98 250911.197674 +99 485872.786973 +100 259938.772617 +101 134820.499078 +102 119624.936716 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ITR,HWES,1.7475545406341553,"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,XGBoost,1.9674785137176514,"95 10890.760000 +96 237196.550000 +97 722650.280000 +98 94171.920000 +99 41904.270000 +100 35651.750000 +101 32433.280000 +102 11899.990000 +103 27971.340000 +104 16231.160000 +105 6922.450000 +106 3070.143555 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,ISS,XGBoost,0.9112951755523682,"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,4.554659128189087,"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,0.9909074306488037,"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,1.0075640678405762,"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,1.062865972518921,"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,1.545630693435669,"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,1.4939501285552979,"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,SARIMAX,2.044625997543335,"91 7018.479642 +92 8412.190959 +93 10187.229120 +94 9048.551230 +95 10569.291450 +96 8797.136045 +97 7534.191526 +98 7653.434009 +99 8106.218485 +100 6857.698260 +101 7039.606313 +102 7729.960374 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,IPTU,SES,2.485044479370117,"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,2.9723381996154785,"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,1.2044823169708252,"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,1.269118070602417,"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,1.317922830581665,"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,0.870673656463623,"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,1.6194393634796143,"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,1.3452215194702148,"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,0.8475329875946045,"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,3.670961380004883,"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,SARIMAX,2.004680871963501,"91 46912.628780 +92 47779.895222 +93 39487.306307 +94 43004.877598 +95 37568.946295 +96 33797.222936 +97 30848.041602 +98 49210.309020 +99 33565.173065 +100 38898.128353 +101 38017.597071 +102 38622.724176 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,IRRF,MLP,1.153336763381958,"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,1.0829448699951172,"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,1.186919927597046,"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,1.7763793468475342,"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,4.408788681030273,"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,1.1025612354278564,"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,SARIMAX,1.3597948551177979,"91 91451.219690 +92 96910.389830 +93 143755.195067 +94 124098.811120 +95 142864.657083 +96 119141.568737 +97 153031.464108 +98 250763.854842 +99 95993.877497 +100 135665.115210 +101 126804.977328 +102 117030.051336 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,ISS,MLP,1.079359531402588,"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,2.38354229927063,"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,7.532530784606934,"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,1.2092914581298828,"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,1.078674077987671,"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,SARIMAX,2.3036651611328125,"91 91239.984993 +92 84732.589135 +93 73471.165684 +94 69852.506660 +95 472921.372594 +96 448747.338335 +97 182083.888665 +98 209984.758189 +99 402887.016206 +100 367967.306598 +101 197962.265096 +102 155309.795931 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do ITR,MLP,2.059904098510742,"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,0.9126126766204834,"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,2.12857985496521,"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,3.5740270614624023,"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,0.940537691116333,"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,1.8167855739593506,"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,1.3719496726989746,"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,1.2488734722137451,"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 ITR,MLP,4.325135946273804,"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,2.1690165996551514,"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,1.0363903045654297,"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,1.1439909934997559,"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,1.2192621231079102,"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,1.0876295566558838,"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,2.7095253467559814,"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,1.2426846027374268,"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,1.3622426986694336,"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,1.0475659370422363,"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,2.011995792388916,"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,4.133853197097778,"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,1.206247329711914,"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,1.2938144207000732,"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,1.668236255645752,"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,2.015974998474121,"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,SARIMAX,1.7914941310882568,"91 5877.069924 +92 7148.473409 +93 8700.867501 +94 7718.173556 +95 9127.623348 +96 7270.404757 +97 6123.355164 +98 6262.858978 +99 6660.993100 +100 5575.458773 +101 5743.592231 +102 6346.811514 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,ISS,XGBoost,1.1656830310821533,"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,1.603369951248169,"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,1.557309865951538,"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,1.139479398727417,"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,1.0687320232391357,"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,3.502403736114502,"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,2.023510694503784,"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,1.1770672798156738,"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,1.8259096145629883,"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,1.0879883766174316,"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,1.133495807647705,"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,0.890103816986084,"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,1.1619062423706055,"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,1.2393357753753662,"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,2.204305410385132,"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,SARIMAX,2.2286882400512695,"91 15565.752374 +92 16458.104045 +93 17732.218262 +94 16683.678565 +95 17584.610741 +96 23277.232418 +97 22026.316983 +98 21682.980878 +99 22177.473948 +100 21354.385352 +101 29625.594521 +102 21395.670766 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Estrela - RS,IPTU,SARIMAX,2.606440544128418,"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,6.601149082183838,"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,1.1357624530792236,"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,1.0901708602905273,"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,1.227482795715332,"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,0.9404659271240234,"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 ITR,MLP,4.130846261978149,"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,SARIMAX,2.0847973823547363,"91 26083.544193 +92 35283.875851 +93 37995.874833 +94 36573.174267 +95 41876.345791 +96 33258.291172 +97 31978.348603 +98 31460.059293 +99 32739.881860 +100 26868.684687 +101 26950.687155 +102 30550.160235 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Condor - RS,IPTU,AR,1.9336509704589844,"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,1.168353796005249,"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,1.0024254322052002,"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,1.6924395561218262,"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,1.0935273170471191,"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,1.052664041519165,"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,1.4711270332336426,"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 Pinhal da Serra - RS,IPTU,Prophet,1.7095825672149658,"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,ITBI,AR,1.6326591968536377,"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,1.1602427959442139,"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,1.1614892482757568,"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,1.145507574081421,"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,4.25736665725708,"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,1.7319817543029785,"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,1.985853910446167,"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,1.890411376953125,"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,1.7004873752593994,"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,1.1383984088897705,"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,4.032690763473511,"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 ITR,HWES,1.404982328414917,"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,1.9976489543914795,"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,1.8295233249664307,"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,1.807478427886963,"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,1.199451208114624,"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,1.2439215183258057,"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,1.6925506591796875,"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,Transferencias LC 61_1989,SARIMAX,2.264350175857544,"91 5384.423400 +92 6412.232858 +93 7794.050437 +94 6923.431252 +95 8127.200965 +96 6750.223219 +97 5761.098009 +98 5852.710754 +99 6241.874811 +100 5309.680749 +101 5462.935472 +102 5931.394835 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,IPTU,AR,1.2794055938720703,"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,1.0895259380340576,"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,1.4477777481079102,"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,1.939138650894165,"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,3.7530550956726074,"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,0.9549903869628906,"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,1.4478137493133545,"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,2.0272629261016846,"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,1.5264925956726074,"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,ITBI,XGBoost,2.03434681892395,"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,0.9528181552886963,"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,1.1156020164489746,"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,1.0829710960388184,"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,Transferencias LC 61_1989,SARIMAX,2.4060909748077393,"91 8485.546020 +92 10504.259892 +93 12425.983880 +94 11223.083389 +95 13171.660348 +96 10406.903752 +97 9058.570514 +98 9213.829794 +99 9690.658603 +100 8108.659668 +101 8310.233047 +102 9214.820512 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,IPTU,AR,1.5772955417633057,"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,1.9285476207733154,"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,1.6090550422668457,"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,1.2503621578216553,"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,4.301354169845581,"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,1.409738302230835,"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,1.8419418334960938,"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 Vila Flores - RS,IPTU,SARIMAX,3.4111013412475586,"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,1.9429311752319336,"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,SARIMAX,2.1116509437561035,"91 45855.397894 +92 29795.615650 +93 42168.481970 +94 33992.262291 +95 48019.440851 +96 40452.477552 +97 6703.330613 +98 44202.128686 +99 42387.211538 +100 33196.740537 +101 40623.568633 +102 41237.607178 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,IRRF,HWES,1.0875439643859863,"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,1.1767706871032715,"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,1.2291743755340576,"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,SARIMAX,1.7094919681549072,"90 23539.697446 +91 23854.108227 +92 19569.275602 +93 199042.201763 +94 190822.236009 +95 55570.169181 +96 87863.962596 +97 160743.528455 +98 25232.536782 +99 37090.821483 +100 32255.904764 +101 28052.499325 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ITR,XGBoost,1.5081541538238525,"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 Venâncio Aires - RS,IPTU,SARIMAX,2.7790584564208984,"91 6.486382e+05 +92 8.217297e+05 +93 6.312151e+05 +94 2.838842e+05 +95 4.734439e+05 +96 3.344247e+06 +97 9.085397e+06 +98 2.003780e+06 +99 1.979286e+06 +100 2.049378e+06 +101 2.060178e+06 +102 1.889802e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,ISS,XGBoost,1.4256787300109863,"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,1.34086275100708,"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,2.9012978076934814,"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,4.487361192703247,"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,2.9595694541931152,"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,2.1649270057678223,"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,1.8956139087677002,"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,0.8918025493621826,"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,3.682875394821167,"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,2.1829121112823486,"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,IRRF,MLP,1.177767038345337,"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,1.160215139389038,"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,1.0536410808563232,"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,1.9976773262023926,"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 Erechim - RS,IPTU,MLP,1.7206981182098389,"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,1.2360525131225586,"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,1.0567045211791992,"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,4.609127998352051,"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,1.1760377883911133,"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,1.1251890659332275,"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,SARIMAX,1.5330941677093506,"91 8.192035e+05 +92 6.957651e+05 +93 6.214670e+05 +94 5.928547e+05 +95 6.991398e+06 +96 5.711521e+06 +97 2.510001e+06 +98 2.646417e+06 +99 4.718244e+06 +100 3.168150e+06 +101 1.592467e+06 +102 1.301491e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Erechim - RS,Cota-Parte do ITR,MLP,2.1364340782165527,"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,SARIMAX,1.5457682609558105,"91 63461.299824 +92 86441.636865 +93 91988.405162 +94 89269.517315 +95 101754.217032 +96 80989.658244 +97 78708.998175 +98 77102.159467 +99 80235.985458 +100 65685.331404 +101 65729.196625 +102 74686.622656 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,IPTU,SES,1.683892011642456,"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,3.3075969219207764,"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,1.4423067569732666,"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,1.2353904247283936,"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,1.0991008281707764,"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,1.0260562896728516,"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,1.4209609031677246,"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,1.5073246955871582,"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,1.6648871898651123,"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,4.79331374168396,"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,SARIMAX,2.1575443744659424,"91 34766.022104 +92 39431.198772 +93 42287.705573 +94 41294.504630 +95 36773.265306 +96 42223.160377 +97 35803.690900 +98 36908.004397 +99 37523.514347 +100 45436.789984 +101 38916.281350 +102 42071.862941 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Rolador - RS,IRRF,XGBoost,1.7459628582000732,"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,HWES,1.3609678745269775,"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 1844662.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,Cota-Parte do ICMS,HWES,1.1541881561279297,"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,2.8635976314544678,"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,2.4802253246307373,"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,1.4546375274658203,"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,2.634697198867798,"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,1.340564250946045,"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,1.9239459037780762,"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,1.1179018020629883,"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,4.246216535568237,"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 ITR,XGBoost,1.1894853115081787,"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,1.2375247478485107,"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,1.623445749282837,"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,1.3196146488189697,"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,5.0651328563690186,"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,1.1681387424468994,"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,1.051576852798462,"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,1.0214695930480957,"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,SARIMAX,1.701209545135498,"91 2.833652e+05 +92 2.451217e+05 +93 2.322955e+05 +94 1.993217e+05 +95 2.377001e+06 +96 2.354435e+06 +97 8.776547e+05 +98 9.194722e+05 +99 1.854160e+06 +100 1.117339e+06 +101 5.351466e+05 +102 4.325458e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,Transferencias LC 61_1989,SARIMAX,1.7780768871307373,"91 38611.380145 +92 52311.229684 +93 56371.498124 +94 54239.412144 +95 62115.468322 +96 49275.799522 +97 47278.675934 +98 46524.774630 +99 48474.547204 +100 39717.022302 +101 39851.830635 +102 45219.051936 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,IPTU,MLP,3.7693095207214355,"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,1.395822286605835,"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,0.8446962833404541,"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,HWES,1.175110101699829,"97 122185.47000 +98 127033.55000 +99 126219.23000 +100 120185.97000 +101 130177.49000 +102 135296.37000 +103 128257.23000 +104 126850.89000 +105 120756.02000 +106 121954.64000 +107 245612.25000 +108 245612.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do FPM,MLP,0.9761514663696289,"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,1.182868480682373,"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,2.896232843399048,"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,5.282315731048584,"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,2.3602235317230225,"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,1.6350936889648438,"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,1.8363220691680908,"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,4.1910645961761475,"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,1.228212594985962,"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,2.0803587436676025,"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,2.0710268020629883,"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,1.1005184650421143,"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,1.3104009628295898,"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,1.9377236366271973,"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,1.5161798000335693,"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,1.1505522727966309,"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,1.2639472484588623,"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,SARIMAX,1.7135107517242432,"89 24169.448692 +90 20549.169799 +91 21145.946504 +92 95387.773328 +93 98347.248555 +94 34838.184985 +95 62666.765325 +96 68930.668327 +97 63669.798228 +98 50576.435317 +99 39225.447729 +100 35942.437163 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Montauri - RS,Cota-Parte do ITR,SARIMAX,1.2825896739959717,"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,SARIMAX,2.283372163772583,"87 48642.890597 +88 28500.090719 +89 35126.407702 +90 20312.100912 +91 21781.766975 +92 29268.134272 +93 23539.454948 +94 37345.547619 +95 115611.189621 +96 41909.687321 +97 68277.313503 +98 33025.790851 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Rondinha - RS,ISS,XGBoost,1.7565903663635254,"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,IRRF,XGBoost,0.9572687149047852,"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,1.233658790588379,"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,1.3909616470336914,"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,1.412200927734375,"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,2.11291766166687,"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,1.030304193496704,"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,4.572242498397827,"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,0.9405126571655273,"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,1.0220832824707031,"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,0.9240279197692871,"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,1.2135896682739258,"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,1.1517119407653809,"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 Santo Antônio da Patrulha - RS,IPTU,AR,1.4590892791748047,"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,1.9130289554595947,"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,1.2861707210540771,"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,1.158982276916504,"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,4.134482383728027,"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,1.0608549118041992,"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,2.132035970687866,"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,5.038886308670044,"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,1.1251835823059082,"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,0.8457276821136475,"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,0.9398400783538818,"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,1.1279187202453613,"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,0.8938028812408447,"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,4.314494609832764,"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 Forquetinha - RS,IPTU,HWES,2.2311818599700928,"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,1.8299109935760498,"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,1.751016616821289,"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,3.6961514949798584,"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,2.709743022918701,"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,2.8064537048339844,"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 ITR,XGBoost,1.281667709350586,"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,SARIMAX,1.9353840351104736,"91 2884.410782 +92 3367.426676 +93 4104.119832 +94 3718.798623 +95 4184.677613 +96 3560.084245 +97 3023.178439 +98 3012.051721 +99 3206.332353 +100 2721.599952 +101 2759.136436 +102 3025.456175 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Chapada - RS,IPTU,AR,1.8048803806304932,"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,2.5897088050842285,"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,1.4478182792663574,"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,1.0730950832366943,"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,1.1720895767211914,"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,1.1946051120758057,"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 ITR,MLP,2.1574792861938477,"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,3.9055404663085938,"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,1.3638250827789307,"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,1.269667625427246,"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,1.177025318145752,"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,1.3892443180084229,"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,1.1447253227233887,"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,1.630615234375,"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,1.199366807937622,"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,3.2004594802856445,"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,2.1001996994018555,"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,0.88653564453125,"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,1.9302749633789062,"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,2.143277883529663,"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,1.070244550704956,"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,1.1769523620605469,"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,1.0566887855529785,"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,1.691028356552124,"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,1.2404639720916748,"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,1.1024327278137207,"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,2.034949541091919,"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,1.382415533065796,"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,3.766545057296753,"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,1.8102452754974365,"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,2.1315433979034424,"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,SARIMAX,2.1534526348114014,"91 93854.676179 +92 129449.235152 +93 137863.715899 +94 133767.657893 +95 152870.674995 +96 117419.588475 +97 113649.564997 +98 111034.497207 +99 115545.830829 +100 93580.591755 +101 93538.483619 +102 107079.324027 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,IPTU,AR,1.7188177108764648,"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,1.4759674072265625,"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,4.223692417144775,"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,1.0591087341308594,"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,1.1707324981689453,"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,1.083305835723877,"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,1.7490930557250977,"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,1.0811915397644043,"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,4.460070610046387,"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,1.0357966423034668,"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,1.2403230667114258,"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,1.2616534233093262,"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,1.3044750690460205,"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,1.0608317852020264,"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,1.8228812217712402,"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,4.316656589508057,"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,SARIMAX,4.937032699584961,"91 64855.311128 +92 76975.175514 +93 86848.431157 +94 75330.971051 +95 87005.970725 +96 82717.717454 +97 78572.235582 +98 77614.868301 +99 79078.944242 +100 67948.558316 +101 68235.425961 +102 74709.709426 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Pirapó - RS,ISS,XGBoost,1.3972418308258057,"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,3.364884376525879,"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,1.5770843029022217,"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,0.9864523410797119,"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,1.6064527034759521,"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,2.2785682678222656,"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,1.615189790725708,"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,1.1107308864593506,"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,4.412193298339844,"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,1.7866284847259521,"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,1.133777379989624,"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,1.0139760971069336,"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,AR,1.94826078414917,"97 1004288.35 +98 4208792.81 +99 3061203.10 +100 -899532.65 +101 757268.96 +102 602250.88 +103 404077.16 +104 233730.92 +105 205045.65 +106 111242.59 +107 2490177.34 +108 2717243.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ITR,XGBoost,1.9584529399871826,"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,4.680229425430298,"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,1.435699462890625,"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,2.6582677364349365,"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,2.198312520980835,"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,0.9093818664550781,"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,1.0683345794677734,"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,3.2005977630615234,"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,1.8068716526031494,"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,1.3365740776062012,"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,1.1287586688995361,"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,2.0465407371520996,"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,1.0466115474700928,"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,4.125870704650879,"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,1.483856201171875,"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,1.8992493152618408,"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,1.211524248123169,"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,1.2720403671264648,"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,1.4326341152191162,"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,4.114873170852661,"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,4.180398941040039,"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,SARIMAX,1.8615987300872803,"91 109937.335388 +92 107023.437687 +93 99794.327895 +94 88553.344724 +95 957561.548566 +96 789218.923284 +97 348011.961503 +98 433782.535753 +99 743710.697958 +100 511716.148366 +101 278939.431278 +102 190633.454116 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do ITR,XGBoost,2.287144422531128,"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,SARIMAX,5.0439019203186035,"91 11302.745529 +92 15970.242826 +93 17548.379406 +94 16712.341610 +95 19599.877602 +96 13852.987841 +97 12538.482167 +98 12430.286617 +99 13181.895409 +100 10455.486732 +101 10570.316294 +102 12227.778052 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,IPTU,SES,1.403653621673584,"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,1.9112308025360107,"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,1.8322064876556396,"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,4.306493759155273,"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,1.3733959197998047,"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,1.7006032466888428,"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,2.031306743621826,"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,SARIMAX,2.0713069438934326,"91 4775.888005 +92 5736.766923 +93 6815.394584 +94 6173.809741 +95 7202.589904 +96 3861.841160 +97 4949.939853 +98 5041.529693 +99 5253.343966 +100 4420.114892 +101 4528.194303 +102 5008.450914 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,IPTU,AR,1.904170036315918,"97 2.909999e+04 +98 3.420950e+04 +99 6.500695e+05 +100 5.062849e+06 +101 1.530176e+05 +102 3.885155e+05 +103 4.886471e+05 +104 3.836924e+05 +105 3.642501e+05 +106 3.718059e+05 +107 6.707078e+04 +108 6.707077e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,ISS,AR,4.389877080917358,"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,1.0567705631256104,"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,2.3225674629211426,"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,1.1797261238098145,"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,1.159891128540039,"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,1.6352043151855469,"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,1.8954172134399414,"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 Capivari do Sul - RS,IPTU,SARIMAX,1.6799147129058838,"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,1.2509660720825195,"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,1.9649322032928467,"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,0.9549357891082764,"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,1.1181259155273438,"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,1.0661323070526123,"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,1.65272855758667,"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,1.7723112106323242,"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,1.8062248229980469,"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,SARIMAX,2.1228654384613037,"91 311991.328966 +92 442437.629758 +93 468910.355114 +94 357457.566720 +95 405711.486770 +96 380694.487440 +97 325544.464644 +98 409135.374392 +99 383787.377456 +100 440719.710367 +101 361176.721846 +102 419680.062211 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Esteio - RS,IRRF,AR,4.194137811660767,"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,1.185213565826416,"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,1.8120088577270508,"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,SARIMAX,1.8719229698181152,"91 4.940652e+05 +92 3.742135e+05 +93 3.461747e+05 +94 3.121200e+05 +95 2.244815e+06 +96 2.326931e+06 +97 1.114970e+06 +98 1.331488e+06 +99 2.990577e+06 +100 1.950821e+06 +101 1.024582e+06 +102 7.351574e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Esteio - RS,Transferencias LC 61_1989,XGBoost,0.9439117908477783,"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,ISS,MLP,4.298250913619995,"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,1.4243414402008057,"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,1.392204761505127,"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,1.4239368438720703,"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,1.5656507015228271,"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,3.52471923828125,"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,3.515760660171509,"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,1.3032126426696777,"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,1.9993653297424316,"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,3.162482738494873,"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,2.2925565242767334,"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,1.0189111232757568,"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,1.644850254058838,"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,2.043426513671875,"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,1.99379563331604,"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,4.4503514766693115,"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,1.411081075668335,"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,1.125070571899414,"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,1.379382848739624,"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,1.014408826828003,"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,1.6744327545166016,"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,1.5613048076629639,"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,SARIMAX,5.176021337509155,"91 88446.431450 +92 123602.038430 +93 130687.092703 +94 127418.859274 +95 145392.365338 +96 109044.516646 +97 105845.931633 +98 102950.613545 +99 107130.282491 +100 85921.317418 +101 85689.601721 +102 98801.548724 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Rolante - RS,IPTU,HWES,1.9867041110992432,"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,ITBI,HWES,1.0126912593841553,"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,1.5184805393218994,"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,1.2190251350402832,"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,4.18554949760437,"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,1.7306404113769531,"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,1.743220567703247,"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 Picada Café - RS,IPTU,SARIMAX,1.4906132221221924,"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,1.127197504043579,"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,1.1098532676696777,"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,2.6606686115264893,"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,1.9661166667938232,"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,1.0925648212432861,"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,1.868694543838501,"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,1.316044569015503,"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,1.6531195640563965,"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,1.7385129928588867,"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,1.2815752029418945,"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,3.0946483612060547,"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,1.507054090499878,"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,1.1279733180999756,"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,1.439631700515747,"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,1.6859781742095947,"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,SARIMAX,3.09621524810791,"91 10074.428016 +92 10919.314039 +93 12266.230989 +94 12502.963940 +95 13254.379495 +96 12530.811905 +97 10507.967954 +98 10510.386086 +99 10901.260023 +100 10219.144183 +101 10784.142470 +102 10916.912550 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,IPTU,AR,1.7354297637939453,"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,1.1999289989471436,"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,1.102811574935913,"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,1.3272249698638916,"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,1.0424542427062988,"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,1.0967340469360352,"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,4.68156099319458,"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,Transferencias LC 61_1989,SARIMAX,1.7857091426849365,"91 19556.263083 +92 27080.181484 +93 28556.596056 +94 27853.864230 +95 31415.610628 +96 24646.745027 +97 24240.976237 +98 23538.463875 +99 24426.516157 +100 19642.193605 +101 19562.005633 +102 22524.493526 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Santiago - RS,IPTU,AR,1.677978515625,"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,1.2456281185150146,"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,1.1592037677764893,"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,4.933436393737793,"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,1.1378424167633057,"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,1.099534273147583,"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,1.682133674621582,"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,1.8635523319244385,"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,0.8851437568664551,"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,1.6722972393035889,"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,4.4671244621276855,"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,2.59735369682312,"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,1.8123011589050293,"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,1.2135519981384277,"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,1.0940327644348145,"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,SARIMAX,1.7218220233917236,"90 6212.999684 +91 8359.335914 +92 6348.016892 +93 44577.088662 +94 41348.061367 +95 20883.296067 +96 34438.887873 +97 69783.105982 +98 42934.958936 +99 18187.551488 +100 11630.731333 +101 9912.044729 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,ISS,HWES,1.874415397644043,"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,4.393858194351196,"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,1.4624581336975098,"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,1.231630563735962,"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,1.162034511566162,"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,1.8151836395263672,"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,1.9407739639282227,"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,1.2086431980133057,"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,2.0332398414611816,"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,1.7854809761047363,"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,1.0946190357208252,"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,1.1034266948699951,"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 ITR,SES,2.0092921257019043,"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,1.8170278072357178,"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,3.403162717819214,"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,4.400571823120117,"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,1.9387190341949463,"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,1.1931843757629395,"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,1.1771230697631836,"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,1.3219501972198486,"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,2.2023046016693115,"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,1.0493810176849365,"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,IRRF,XGBoost,1.3058562278747559,"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,1.183793306350708,"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,1.1981580257415771,"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,SARIMAX,5.016859292984009,"91 20335.249094 +92 20077.375742 +93 18113.468625 +94 17356.103308 +95 100029.602966 +96 132062.158377 +97 41036.677328 +98 57721.560604 +99 115497.564471 +100 86693.840364 +101 42617.631270 +102 29215.058935 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,Transferencias LC 61_1989,SARIMAX,1.7630341053009033,"91 4661.906794 +92 5600.598260 +93 6723.941199 +94 6075.974322 +95 6929.837001 +96 5738.955349 +97 5020.020367 +98 5041.756860 +99 5294.000145 +100 4415.485889 +101 4501.850896 +102 4996.104789 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Água Santa - RS,IPTU,SES,1.5932636260986328,"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,1.0966541767120361,"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,1.4045865535736084,"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,3.8307957649230957,"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,1.5302858352661133,"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,1.1175553798675537,"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 ITR,XGBoost,2.257291793823242,"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,3.431213855743408,"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,1.7275545597076416,"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,1.8537304401397705,"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,1.3060286045074463,"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,1.2631866931915283,"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,1.1502861976623535,"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,1.590550184249878,"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,1.9364075660705566,"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,3.4248995780944824,"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,2.2480337619781494,"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,1.2656588554382324,"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,1.7606744766235352,"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,2.0054638385772705,"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,3.481231212615967,"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,2.875089645385742,"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,2.038907051086426,"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,SARIMAX,2.0667693614959717,"90 2.369060e+06 +91 1.513385e+06 +92 1.830579e+06 +93 1.612800e+06 +94 2.071865e+06 +95 8.721671e+06 +96 1.006320e+07 +97 2.080498e+06 +98 1.847060e+06 +99 2.282821e+06 +100 2.142337e+06 +101 2.177239e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,ISS,MLP,1.6404881477355957,"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,3.9763920307159424,"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,1.5051929950714111,"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,1.2466261386871338,"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,1.0316126346588135,"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,1.793438196182251,"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,1.5144073963165283,"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 Caçapava do Sul - RS,ITBI,SES,1.2193520069122314,"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,XGBoost,2.111558675765991,"97 550803.84 +98 593196.06 +99 592337.55 +100 577255.25 +101 626072.33 +102 609806.95 +103 654051.98 +104 631707.32 +105 644517.04 +106 640040.36 +107 1231083.72 +108 561685.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do FPM,HWES,1.1949741840362549,"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,4.080355405807495,"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,2.1427459716796875,"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,2.451874017715454,"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,SARIMAX,1.6220245361328125,"91 24279.845311 +92 32865.770345 +93 37329.825586 +94 34708.147990 +95 40841.578022 +96 29493.213839 +97 26500.863880 +98 26494.912724 +99 27793.734207 +100 22354.033132 +101 22684.261640 +102 25947.754751 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,IPTU,Prophet,1.3851101398468018,"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,0.8798258304595947,"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,SARIMAX,4.906667232513428,"91 58697.133309 +92 67007.595348 +93 77491.086334 +94 50612.182159 +95 70075.678177 +96 50860.016570 +97 48285.335809 +98 64291.083016 +99 70055.056508 +100 76830.612626 +101 74757.841050 +102 74327.520794 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,IRRF,MLP,2.1289451122283936,"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,1.286991834640503,"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,1.1217899322509766,"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,1.903517484664917,"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,2.1339306831359863,"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,1.6659200191497803,"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,1.9115846157073975,"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,IRRF,XGBoost,1.5595550537109375,"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,1.2182676792144775,"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,4.098862886428833,"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,1.7302896976470947,"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,1.1253011226654053,"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,2.0896995067596436,"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,SARIMAX,1.2853515148162842,"91 48407.641033 +92 49566.585077 +93 50855.735175 +94 50741.688104 +95 50879.610153 +96 51707.258942 +97 59908.223161 +98 50715.293735 +99 51508.904520 +100 52335.506088 +101 52015.376109 +102 53922.499653 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Barracão - RS,ITBI,XGBoost,3.324188709259033,"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,2.079669713973999,"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,1.2619059085845947,"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,1.0463993549346924,"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 ITR,XGBoost,3.730865716934204,"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,1.7123007774353027,"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,2.348304510116577,"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,1.4224417209625244,"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,2.2291152477264404,"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,MLP,4.386065721511841,"97 919097.950 +98 989594.090 +99 961154.670 +100 1428549.100 +101 1137998.350 +102 1218423.430 +103 1096039.060 +104 958652.590 +105 2225287.830 +106 515878.020 +107 1893960.910 +108 1893963.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do ICMS,HWES,1.1176836490631104,"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,1.5897767543792725,"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,1.6880075931549072,"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,1.0891501903533936,"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,1.2778913974761963,"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,1.354222059249878,"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,1.0558865070343018,"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,Transferencias LC 61_1989,SARIMAX,1.6700196266174316,"71 4805.334771 +72 4491.189885 +73 3508.371514 +74 3582.014212 +75 3904.292866 +76 3425.355589 +77 3457.697914 +78 3719.490307 +79 3539.949644 +80 4188.786996 +81 5079.946624 +82 4503.264176 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Caseiros - RS,IPTU,SARIMAX,3.2063491344451904,"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,2.1088788509368896,"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,1.1288909912109375,"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,1.5190577507019043,"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,1.159938097000122,"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,1.080448865890503,"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,SARIMAX,2.086423635482788,"90 20435.955371 +91 20956.750520 +92 17842.739230 +93 14991.506265 +94 14996.920037 +95 114095.043517 +96 113906.291511 +97 45755.867765 +98 65836.406032 +99 140290.816368 +100 74696.114725 +101 33370.442856 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Caseiros - RS,Cota-Parte do ITR,XGBoost,5.0428307056427,"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,1.9065639972686768,"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,ITBI,SARIMAX,1.6528511047363281,"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,2.8725969791412354,"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,2.203685998916626,"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,1.1997828483581543,"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,Transferencias LC 61_1989,SARIMAX,1.7286036014556885,"90 7473.762790 +91 8628.998138 +92 10425.442156 +93 9299.789893 +94 9544.954314 +95 8848.302121 +96 7720.678852 +97 7741.919579 +98 8024.326909 +99 7012.671414 +100 7164.026419 +101 7654.262829 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Brochier - RS,IPTU,Prophet,1.0448944568634033,"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,HWES,2.049638032913208,"97 22585.280000 +98 26687.260000 +99 29566.680000 +100 29429.410000 +101 22074.060000 +102 24098.840000 +103 26847.960000 +104 27228.950000 +105 32310.710000 +106 25588.770000 +107 42380.470000 +108 25347.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,ITBI,XGBoost,1.8254880905151367,"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,1.3658764362335205,"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,4.971154689788818,"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,1.1280436515808105,"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,1.6729164123535156,"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 São Vicente do Sul - RS,IPTU,HWES,1.2222900390625,"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,1.3478689193725586,"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,1.2068684101104736,"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,3.854905366897583,"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,1.2354483604431152,"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,1.253164529800415,"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,1.8820514678955078,"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,2.1801352500915527,"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,4.512183666229248,"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,1.0967190265655518,"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,1.1837053298950195,"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,1.7660884857177734,"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,1.1616990566253662,"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,1.0342278480529785,"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,1.8058178424835205,"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,3.3454749584198,"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,1.8863856792449951,"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,1.3335044384002686,"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,1.6501986980438232,"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,1.125208854675293,"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,1.1013801097869873,"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,1.7201261520385742,"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,1.7447021007537842,"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,SARIMAX,5.2359654903411865,"91 6922.161266 +92 8240.080927 +93 9660.284239 +94 8598.534961 +95 9903.328260 +96 8671.541753 +97 7843.804558 +98 7895.126220 +99 8185.395716 +100 7087.420065 +101 7202.085844 +102 7826.241557 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,IPTU,Prophet,1.0461912155151367,"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,1.091036081314087,"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,1.1916160583496094,"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,4.164481163024902,"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 ITR,MLP,2.2346408367156982,"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,1.2386951446533203,"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,1.690721035003662,"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,4.174241065979004,"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,SARIMAX,2.6981875896453857,"90 578179.046625 +91 492434.015344 +92 477806.300281 +93 497039.695090 +94 477999.958486 +95 527965.943063 +96 655310.760147 +97 469641.253285 +98 461621.939527 +99 379987.161793 +100 458237.775710 +101 653795.140431 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Guaíba - RS,IRRF,XGBoost,1.8593566417694092,"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,1.2327170372009277,"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,4.71905779838562,"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,4.587133884429932,"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,1.934971809387207,"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,2.253577470779419,"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,XGBoost,1.8371522426605225,"89 4994.25000 +90 3902.44000 +91 29642.51000 +92 115294.94000 +93 71643.10000 +94 11890.35000 +95 13813.87000 +96 24234.22000 +97 32157.45000 +98 9107.76000 +99 17532.54000 +100 4825.51416 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,ISS,XGBoost,1.0584790706634521,"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,2.982149124145508,"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,3.272501230239868,"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,1.4579641819000244,"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,1.2358074188232422,"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,2.424912929534912,"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,SARIMAX,4.7321953773498535,"91 10186.780884 +92 11069.691331 +93 13822.474134 +94 12140.228788 +95 14347.964726 +96 11702.939940 +97 10083.856036 +98 10258.268915 +99 10834.806555 +100 9276.867005 +101 10154.983975 +102 10390.825216 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,IPTU,HWES,1.7411160469055176,"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,2.0521552562713623,"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,IRRF,XGBoost,1.0962839126586914,"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,1.0725185871124268,"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,3.8911845684051514,"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,3.618604898452759,"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,2.255004644393921,"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,2.0385565757751465,"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,1.2744815349578857,"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,1.6347663402557373,"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 ITR,XGBoost,2.1384384632110596,"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 Ibirubá - RS,IPTU,AR,1.79172945022583,"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,1.1909339427947998,"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,IRRF,Prophet,1.5943496227264404,"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,1.287330150604248,"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,3.6214489936828613,"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,SARIMAX,2.1201040744781494,"91 2.452694e+05 +92 2.177703e+05 +93 2.028315e+05 +94 1.814353e+05 +95 1.389058e+06 +96 1.221237e+06 +97 5.153341e+05 +98 4.933335e+05 +99 1.033783e+06 +100 1.308430e+06 +101 5.230208e+05 +102 4.389652e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,Cota-Parte do ITR,MLP,1.5137324333190918,"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,1.8661956787109375,"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,1.992018699645996,"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,1.4414794445037842,"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,3.3795711994171143,"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,1.806358814239502,"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,1.220862627029419,"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,1.1039879322052002,"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,1.8739783763885498,"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,2.0698556900024414,"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,0.9241242408752441,"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,1.7968988418579102,"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,4.240987300872803,"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,2.2382214069366455,"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,1.2322769165039062,"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,1.4315781593322754,"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,1.1299514770507812,"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,1.5901927947998047,"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 Nova Santa Rita - RS,IPTU,SES,1.8015680313110352,"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,1.7242627143859863,"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,1.695991039276123,"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,1.2527105808258057,"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,1.2614877223968506,"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,3.7641642093658447,"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,1.9302003383636475,"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,1.8760998249053955,"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,SARIMAX,2.5506751537323,"91 34012.858266 +92 43425.422772 +93 42816.934225 +94 46159.819924 +95 54415.474335 +96 41297.555724 +97 36670.328044 +98 37125.700910 +99 38988.907929 +100 32449.409847 +101 33133.648943 +102 36961.461744 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Taquara - RS,IPTU,XGBoost,1.226883888244629,"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,1.5550639629364014,"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,4.206921577453613,"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,1.3393819332122803,"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,1.1992053985595703,"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,1.170891523361206,"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,SARIMAX,1.8811767101287842,"91 3.206522e+05 +92 2.443050e+05 +93 2.138837e+05 +94 2.140315e+05 +95 1.700760e+06 +96 1.548707e+06 +97 7.916790e+05 +98 9.448224e+05 +99 2.014477e+06 +100 1.394747e+06 +101 6.407818e+05 +102 5.019122e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Taquara - RS,Cota-Parte do ITR,XGBoost,1.7424676418304443,"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,5.004180669784546,"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,1.5358247756958008,"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,1.3721599578857422,"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,XGBoost,1.2425751686096191,"97 67677.13000 +98 84122.70000 +99 90331.18000 +100 86543.96000 +101 87260.50000 +102 81947.67000 +103 103880.57000 +104 86415.13000 +105 94294.64000 +106 85857.35000 +107 143026.19000 +108 136716.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,Cota-Parte do FPM,HWES,3.4549036026000977,"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,1.6465568542480469,"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,5.057128667831421,"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,1.5200872421264648,"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,SARIMAX,2.144202470779419,"91 10978.234628 +92 15110.490578 +93 17330.911604 +94 15345.435403 +95 18281.084018 +96 14767.646384 +97 12274.068021 +98 12641.272530 +99 13509.396066 +100 11487.955374 +101 11863.933334 +102 12969.150930 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Candelária - RS,IPTU,SES,2.0584373474121094,"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,1.0709478855133057,"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,1.8019132614135742,"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,4.235644578933716,"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,1.2605609893798828,"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,1.1631791591644287,"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,SARIMAX,2.027200222015381,"91 117388.257663 +92 100453.650327 +93 101472.701928 +94 103087.925539 +95 816655.064332 +96 824309.698217 +97 359003.709729 +98 479774.304235 +99 720983.544727 +100 495978.444173 +101 216829.713649 +102 165028.237553 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Candelária - RS,Cota-Parte do ITR,XGBoost,2.1783852577209473,"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,SARIMAX,1.9197618961334229,"91 12742.202506 +92 24687.471815 +93 24255.352332 +94 25743.393176 +95 29787.040937 +96 18992.954461 +97 21194.884080 +98 24616.805640 +99 19604.594789 +100 19221.633298 +101 17313.160030 +102 23063.123870 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,IPTU,SARIMAX,2.1435699462890625,"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,2.881737470626831,"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,2.4878270626068115,"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,2.473818302154541,"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,1.3654298782348633,"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,1.0089921951293945,"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,1.611863374710083,"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,3.13108229637146,"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,SARIMAX,2.673082113265991,"91 5409.462465 +92 6396.498662 +93 7787.237651 +94 7030.544293 +95 7863.883000 +96 6668.852189 +97 5707.695521 +98 5653.461718 +99 5971.532687 +100 5022.519458 +101 5079.128406 +102 5460.216870 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Marau - RS,IPTU,XGBoost,1.6243257522583008,"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,1.2779028415679932,"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,1.3614249229431152,"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,1.3958005905151367,"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,1.8206689357757568,"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,1.2143757343292236,"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,SARIMAX,4.44888973236084,"91 2.965652e+05 +92 2.838439e+05 +93 2.483879e+05 +94 2.280840e+05 +95 2.637590e+06 +96 2.103054e+06 +97 8.099975e+05 +98 9.560079e+05 +99 1.915204e+06 +100 1.170600e+06 +101 6.080579e+05 +102 4.600182e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Marau - RS,Cota-Parte do ITR,MLP,2.190363645553589,"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 Morro Reuter - RS,IPTU,SES,1.692054271697998,"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,0.933295488357544,"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,SARIMAX,1.4614782333374023,"91 46382.868685 +92 48031.061519 +93 69618.901513 +94 46262.232131 +95 62624.572035 +96 44712.726588 +97 72305.090281 +98 80625.439776 +99 79885.187671 +100 76706.305119 +101 59451.683234 +102 52202.787287 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,IRRF,XGBoost,4.633206605911255,"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,1.3910508155822754,"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,1.149529218673706,"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,1.5899734497070312,"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,2.3267338275909424,"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,1.1476812362670898,"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,0.9838676452636719,"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,1.4596784114837646,"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,2.0470147132873535,"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,1.248009204864502,"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,4.323704957962036,"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 ITR,MLP,2.432023525238037,"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,1.2367894649505615,"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,1.342496633529663,"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,1.1325874328613281,"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,4.4291675090789795,"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,SES,1.2064235210418701,"88 90758.73000 +89 94264.48000 +90 91428.13000 +91 79163.08000 +92 87022.14000 +93 85570.57000 +94 78932.76000 +95 82080.80000 +96 85144.88000 +97 81492.49000 +98 172568.67000 +99 172697.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,Cota-Parte do FPM,SES,1.2801668643951416,"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,1.085932731628418,"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,1.4570846557617188,"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,3.779040575027466,"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,2.0893068313598633,"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,1.6759965419769287,"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,1.28117036819458,"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,1.2024779319763184,"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,1.3151452541351318,"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,1.8870835304260254,"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,4.09932017326355,"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 Três Passos - RS,IPTU,XGBoost,1.8897991180419922,"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,1.3595659732818604,"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,1.1229660511016846,"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,2.5145108699798584,"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,1.3930978775024414,"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,4.011609077453613,"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,2.082357406616211,"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,1.5031781196594238,"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 Ijuí - RS,IPTU,MLP,1.8667657375335693,"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,2.1777455806732178,"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,3.287886142730713,"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,2.0127739906311035,"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,1.345304250717163,"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,1.1063263416290283,"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,1.8331127166748047,"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,2.311291217803955,"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,SARIMAX,4.781484603881836,"91 48964.688493 +92 67239.662783 +93 72066.617177 +94 69644.953823 +95 79911.899423 +96 61906.502277 +97 59276.389471 +98 58207.927155 +99 60810.426008 +100 49482.539317 +101 49617.587001 +102 56572.098160 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,IPTU,AR,4.5097434520721436,"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,1.4279334545135498,"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,1.6295692920684814,"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,1.1128714084625244,"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,3.0142199993133545,"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,2.024911880493164,"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,SARIMAX,2.452235460281372,"91 12754.925093 +92 21869.486264 +93 11993.071837 +94 16009.637693 +95 251606.227880 +96 190321.896662 +97 58881.812241 +98 91252.390362 +99 135011.523271 +100 77150.979385 +101 34924.775659 +102 31050.370350 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,ISS,XGBoost,2.5011723041534424,"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,1.600724458694458,"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,1.6058320999145508,"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,1.3034379482269287,"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,1.1603827476501465,"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,2.515467882156372,"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 São Martinho da Serra - RS,ISS,SARIMAX,2.484154224395752,"81 46179.068779 +82 89273.761831 +83 79974.979729 +84 101913.559239 +85 94023.104456 +86 96452.643092 +87 127927.466194 +88 123584.386609 +89 127402.578715 +90 140865.005778 +91 149223.139815 +92 84540.421107 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,IRRF,XGBoost,1.6228277683258057,"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,1.0367605686187744,"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,0.991917610168457,"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,1.608964204788208,"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,2.694058895111084,"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 Trindade do Sul - RS,IPTU,HWES,1.9634523391723633,"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,1.2012701034545898,"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,2.1036577224731445,"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,1.710578203201294,"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,1.2851107120513916,"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,4.2829673290252686,"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,4.439226150512695,"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,1.6699914932250977,"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,1.933542013168335,"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,0.9616084098815918,"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,1.5169634819030762,"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,1.2381534576416016,"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,1.1644065380096436,"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,1.5038678646087646,"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,1.8616092205047607,"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,3.4984045028686523,"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,2.1680426597595215,"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,1.3848352432250977,"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,1.188032865524292,"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,1.2742745876312256,"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,1.2655084133148193,"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,1.165952444076538,"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,1.6914935111999512,"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,4.382815361022949,"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 Eldorado do Sul - RS,IPTU,Prophet,2.034971237182617,"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,SARIMAX,2.9807634353637695,"88 7.873970e+06 +89 7.857137e+06 +90 8.271140e+06 +91 8.059541e+06 +92 9.038914e+06 +93 9.104652e+06 +94 8.373542e+06 +95 8.150225e+06 +96 9.018842e+06 +97 8.042260e+06 +98 9.004852e+06 +99 9.543807e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,ITBI,SES,1.0716326236724854,"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,1.7906370162963867,"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,4.188037157058716,"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,1.1082773208618164,"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,2.709221601486206,"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 Dom Pedrito - RS,IPTU,AR,4.3496832847595215,"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,1.2353456020355225,"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,1.2142698764801025,"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,1.2313463687896729,"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,1.2364568710327148,"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,1.221405029296875,"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,SARIMAX,2.686857223510742,"91 2.945866e+05 +92 2.275791e+05 +93 2.105839e+05 +94 1.901235e+05 +95 1.737875e+06 +96 1.398205e+06 +97 6.022310e+05 +98 6.609005e+05 +99 1.123706e+06 +100 1.022023e+06 +101 6.726094e+05 +102 4.804730e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do ITR,XGBoost,4.565237998962402,"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 Bagé - RS,IPTU,MLP,1.9644360542297363,"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,0.9833295345306396,"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,1.3937656879425049,"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,1.8333508968353271,"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,1.148134708404541,"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,4.185521364212036,"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,SARIMAX,3.240398645401001,"91 1.188420e+06 +92 3.151421e+05 +93 6.247010e+05 +94 5.839529e+05 +95 4.541144e+06 +96 3.912418e+06 +97 1.780257e+06 +98 2.056858e+06 +99 3.388011e+06 +100 2.950046e+06 +101 1.786183e+06 +102 1.310366e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Bagé - RS,Cota-Parte do ITR,XGBoost,1.8788213729858398,"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,1.7796003818511963,"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,3.5419178009033203,"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,4.4680397510528564,"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,1.127331256866455,"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,1.3277881145477295,"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,1.7286732196807861,"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,1.9156544208526611,"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,2.102358341217041,"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,SARIMAX,5.601123571395874,"91 121517.239316 +92 165245.459553 +93 173168.809735 +94 169528.995356 +95 190055.009609 +96 159253.855492 +97 158386.276324 +98 154295.790858 +99 160066.663995 +100 130986.961684 +101 130612.074091 +102 148600.694336 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IPTU,XGBoost,1.6818842887878418,"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,1.9421024322509766,"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,1.8893544673919678,"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,XGBoost,2.262828826904297,"97 49228.64 +98 61432.57 +99 65000.84 +100 56675.07 +101 55654.94 +102 54312.04 +103 69263.53 +104 65012.88 +105 57660.59 +106 60058.17 +107 109411.31 +108 109411.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do FPM,HWES,4.3660337924957275,"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,1.302840232849121,"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 ITR,MLP,2.2555718421936035,"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,SARIMAX,1.883770227432251,"91 6749.561774 +92 8004.564257 +93 9535.685202 +94 8564.276996 +95 9943.949806 +96 8612.810290 +97 7468.800667 +98 7611.357872 +99 8031.512026 +100 6896.236591 +101 7071.280897 +102 7700.401738 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tapera - RS,IPTU,HWES,3.7301838397979736,"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,1.8769183158874512,"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,1.0553350448608398,"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,1.2104644775390625,"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,1.0335569381713867,"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,2.578906297683716,"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,1.1435718536376953,"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,1.948171615600586,"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,1.1970770359039307,"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,1.3961238861083984,"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,2.133817195892334,"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,HWES,4.364943742752075,"97 2507322.45 +98 1917305.19 +99 2192078.18 +100 2436846.81 +101 2275996.64 +102 3076283.93 +103 1941525.17 +104 1979188.19 +105 1838195.89 +106 4322504.23 +107 3843138.92 +108 3651007.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,Cota-Parte do ICMS,HWES,1.128718614578247,"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,1.711238145828247,"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,1.6184751987457275,"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,1.7276649475097656,"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,3.386335611343384,"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,IRRF,XGBoost,1.579075813293457,"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,1.316260576248169,"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,1.094024419784546,"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,1.955904245376587,"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,1.188716173171997,"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,3.2649452686309814,"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,2.5537209510803223,"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,1.3972251415252686,"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,1.2038958072662354,"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,1.1757400035858154,"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,1.1379451751708984,"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,1.2583739757537842,"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,AR,1.9354350566864014,"81 219690.96 +82 351756.73 +83 671711.07 +84 505408.54 +85 200301.81 +86 161653.24 +87 86347.42 +88 65621.04 +89 56086.31 +90 28278.55 +91 729197.80 +92 671612.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ITR,AR,3.680133819580078,"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 Alpestre - RS,IPTU,HWES,1.8242483139038086,"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,2.477329730987549,"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,1.9258017539978027,"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,1.5451889038085938,"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,4.321029186248779,"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,1.0636076927185059,"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,1.7144792079925537,"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,1.597135066986084,"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,2.0096778869628906,"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,1.029344081878662,"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,3.227465867996216,"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,2.092820644378662,"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,1.3018476963043213,"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,1.2795512676239014,"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,1.6586179733276367,"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 Maximiliano de Almeida - RS,ISS,SES,2.2366316318511963,"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,SES,1.6973769664764404,"97 13058.500000 +98 30024.190000 +99 36783.880000 +100 17085.550000 +101 42013.450000 +102 24484.290000 +103 27161.460000 +104 83622.420000 +105 56110.070000 +106 34096.840000 +107 20345.260000 +108 23474.958984 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,IRRF,XGBoost,1.7187139987945557,"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,4.438485383987427,"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,1.0913593769073486,"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,2.1248857975006104,"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,3.217001438140869,"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,SARIMAX,1.8834240436553955,"91 3920.017302 +92 4614.632882 +93 5712.213057 +94 5009.127989 +95 5884.382108 +96 4850.963362 +97 4035.570422 +98 4106.485587 +99 4344.919983 +100 3711.649068 +101 3813.781049 +102 4181.960517 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Torres - RS,IPTU,MLP,4.975008249282837,"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,1.33036470413208,"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,4.344716548919678,"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,1.6933956146240234,"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,1.1446049213409424,"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,3.13600754737854,"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,2.051905632019043,"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,SARIMAX,1.142890214920044,"81 19592.105051 +82 17034.086250 +83 20025.581712 +84 18663.397381 +85 14022.426175 +86 14067.664907 +87 17840.375329 +88 11781.746922 +89 11984.144801 +90 16355.126289 +91 10805.112430 +92 14882.920868 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,IPTU,AR,2.2611658573150635,"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,0.9998488426208496,"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,3.535498857498169,"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,1.7738475799560547,"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,1.235863208770752,"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,1.1056220531463623,"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,1.7389085292816162,"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,1.8521018028259277,"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,0.8836731910705566,"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,1.658801794052124,"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,3.330735206604004,"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,1.9459378719329834,"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,1.8429722785949707,"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,1.1921324729919434,"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,1.1056842803955078,"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,2.0121688842773438,"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,1.1684556007385254,"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 Passa Sete - RS,IPTU,AR,0.9733831882476807,"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,1.6481306552886963,"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,2.1358094215393066,"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,1.389570713043213,"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,1.1193957328796387,"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,1.18660569190979,"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,4.010754108428955,"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,1.8801295757293701,"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,SARIMAX,2.0423150062561035,"91 4087.372727 +92 4886.949384 +93 6045.773275 +94 5023.049283 +95 6257.707767 +96 5217.986810 +97 4257.955390 +98 4346.228838 +99 4734.929673 +100 4026.202009 +101 4135.109390 +102 4463.978678 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,IPTU,AR,1.7505738735198975,"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,1.2243497371673584,"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,IRRF,XGBoost,4.463231563568115,"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,4.399310111999512,"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,1.309363842010498,"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,1.8088457584381104,"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,6.553523063659668,"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,1.6496150493621826,"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,1.1743204593658447,"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,1.6008191108703613,"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,1.4828462600708008,"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,1.2088441848754883,"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,1.063147783279419,"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,4.5556347370147705,"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,1.9954063892364502,"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,1.7858591079711914,"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,2.3087918758392334,"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,1.176090955734253,"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,1.2134945392608643,"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,1.2739193439483643,"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,1.2148199081420898,"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,1.8540997505187988,"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,2.0517213344573975,"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,SARIMAX,4.1511218547821045,"80 45937.247112 +81 33505.811271 +82 40511.043736 +83 30105.397681 +84 23746.582881 +85 46056.528353 +86 56525.043600 +87 111986.014912 +88 171970.263136 +89 171916.645909 +90 38267.064021 +91 41856.855803 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,ISS,XGBoost,1.0661735534667969,"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,2.0348854064941406,"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,1.0655181407928467,"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,1.2550408840179443,"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,1.3837494850158691,"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 Crissiumal - RS,IPTU,HWES,1.0948240756988525,"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,1.2638635635375977,"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,1.1844151020050049,"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,4.5459511280059814,"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,1.4022939205169678,"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,1.1466190814971924,"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,2.3997716903686523,"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,1.6833100318908691,"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,0.86696457862854,"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,1.557847023010254,"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,4.581670522689819,"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,1.373546838760376,"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,1.0610463619232178,"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,1.305049180984497,"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,1.0840351581573486,"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,1.576162338256836,"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,1.0759859085083008,"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,1.120116949081421,"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,3.0705432891845703,"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,1.7370867729187012,"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,2.53029465675354,"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,2.6604974269866943,"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,1.4742460250854492,"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,1.30881667137146,"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,1.7303731441497803,"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,1.7278640270233154,"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,3.5477285385131836,"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,ITBI,XGBoost,2.103543758392334,"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,1.2474546432495117,"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,AR,1.565629005432129,"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 1891533.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,Cota-Parte do ICMS,HWES,1.1143035888671875,"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,2.1563925743103027,"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,1.4968905448913574,"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,3.1929686069488525,"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,1.4888637065887451,"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,1.2263658046722412,"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,1.0478549003601074,"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,1.603531837463379,"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,1.3298664093017578,"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 Fontoura Xavier - RS,IPTU,AR,4.688004493713379,"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,1.236358404159546,"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,1.4012103080749512,"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,1.6848571300506592,"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,MLP,1.18473219871521,"85 1929682.54 +86 1169851.85 +87 1386688.69 +88 1542552.79 +89 1443352.50 +90 1942661.64 +91 1411448.82 +92 1172577.66 +93 1236833.60 +94 1554474.68 +95 1964329.95 +96 1596812.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ITR,XGBoost,1.8085424900054932,"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,1.7157111167907715,"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,3.5755460262298584,"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,4.154096841812134,"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,2.593388557434082,"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,1.113713026046753,"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,1.0861499309539795,"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,1.3725721836090088,"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,1.421729326248169,"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,2.3852181434631348,"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,2.725429058074951,"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,1.7495388984680176,"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,1.0555164813995361,"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,1.143772840499878,"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,Transferencias LC 61_1989,XGBoost,0.8959572315216064,"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,1.6891958713531494,"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,1.1857452392578125,"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,2.489384889602661,"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,3.3771681785583496,"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,1.231086015701294,"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,1.095353126525879,"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,1.8457045555114746,"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 Gramado Xavier - RS,IPTU,SARIMAX,2.3714210987091064,"85 8535.373657 +86 4363.357105 +87 3974.243766 +88 4377.439602 +89 4219.390614 +90 4669.922891 +91 5549.840458 +92 33091.456434 +93 25157.313581 +94 14865.108717 +95 8986.583314 +96 8768.451298 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,ISS,MLP,1.6419386863708496,"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,1.7264909744262695,"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,1.8399543762207031,"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,1.1976733207702637,"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,4.317291021347046,"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,1.3556976318359375,"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,AR,2.0702528953552246,"97 519350.55 +98 3383656.35 +99 672699.21 +100 643894.48 +101 614964.67 +102 663066.05 +103 539492.56 +104 661076.75 +105 517237.75 +106 513917.35 +107 522280.97 +108 182689.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,ISS,MLP,2.8305020332336426,"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,2.5735599994659424,"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,2.0450222492218018,"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,1.2460658550262451,"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,1.0519280433654785,"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,1.9889507293701172,"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,1.887162685394287,"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 Sapucaia do Sul - RS,IPTU,AR,4.451280832290649,"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,1.3592138290405273,"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,1.0249080657958984,"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,2.050036907196045,"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,4.021914482116699,"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,1.0555710792541504,"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,SARIMAX,1.7943663597106934,"91 6.839377e+05 +92 5.394190e+05 +93 4.932243e+05 +94 4.471993e+05 +95 3.083737e+06 +96 2.817395e+06 +97 1.615779e+06 +98 2.094452e+06 +99 3.980868e+06 +100 2.915436e+06 +101 1.563289e+06 +102 1.114202e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ITR,AR,1.3117623329162598,"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 Ibarama - RS,ISS,MLP,1.9975666999816895,"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,1.218693733215332,"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,1.7578659057617188,"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,1.1626369953155518,"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,1.5092270374298096,"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,1.6120657920837402,"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,3.4850289821624756,"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 Colinas - RS,IPTU,AR,2.217780828475952,"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,ITBI,Prophet,1.7910561561584473,"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,1.5428228378295898,"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,3.3326163291931152,"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,1.695159912109375,"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,1.6500530242919922,"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,1.1927378177642822,"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,1.040020227432251,"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,2.299586296081543,"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,1.3425343036651611,"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,1.0970659255981445,"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,5.014289617538452,"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,1.2110741138458252,"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,1.239445686340332,"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,AR,1.3023135662078857,"94 184332.66000 +95 75478.24000 +96 73481.30000 +97 77597.70000 +98 178151.07000 +99 23209.29000 +100 69468.51000 +101 17569.46000 +102 48504.64000 +103 -8816.19000 +104 143664.96000 +105 209998.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,Cota-Parte do ITR,MLP,1.6560683250427246,"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,2.185431957244873,"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,AR,1.3615548610687256,"97 57277.590000 +98 69295.380000 +99 70678.770000 +100 59329.620000 +101 83147.200000 +102 69023.610000 +103 75352.580000 +104 98466.620000 +105 82579.760000 +106 74513.410000 +107 68083.780000 +108 71134.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,IRRF,XGBoost,1.0572624206542969,"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,1.3617234230041504,"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,1.2479698657989502,"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,4.446946144104004,"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,SARIMAX,2.3985204696655273,"80 725.596591 +81 1573.843973 +82 1020.169149 +83 520.386990 +84 512.849113 +85 215.014183 +86 225.709748 +87 478.612417 +88 488.308690 +89 321.115283 +90 402.387475 +91 372.878860 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Transferencias LC 61_1989,SARIMAX,1.6659843921661377,"91 8339.921437 +92 10102.932171 +93 14265.878504 +94 10779.975679 +95 12428.734453 +96 10865.552879 +97 9517.571326 +98 9631.920019 +99 9086.787648 +100 8587.781001 +101 8777.356325 +102 9626.909886 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,IPTU,SARIMAX,2.7583463191986084,"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,1.1628036499023438,"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,2.138479471206665,"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,4.180845499038696,"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,1.2177412509918213,"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,1.1297576427459717,"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,1.7329366207122803,"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,2.039294958114624,"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 Lajeado do Bugre - RS,ISS,Prophet,1.5437300205230713,"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,1.577383041381836,"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,2.0775301456451416,"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,1.000507116317749,"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,1.100210428237915,"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 ITR,XGBoost,1.5651299953460693,"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,1.7924411296844482,"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,0.901843786239624,"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,IRRF,XGBoost,2.573310136795044,"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,1.0161633491516113,"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,1.287146806716919,"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,2.240210771560669,"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,2.2643961906433105,"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,3.521373987197876,"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,ITBI,SARIMAX,2.065657138824463,"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,1.9865245819091797,"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,1.9167778491973877,"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,HWES,1.525693655014038,"97 4364382.75 +98 5687334.95 +99 5749064.46 +100 6601130.02 +101 5237432.12 +102 5623137.88 +103 6222019.23 +104 6178420.08 +105 7322265.75 +106 5582350.40 +107 8882639.61 +108 8684030.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do IPVA,SARIMAX,4.89522910118103,"91 4.515345e+05 +92 4.420552e+05 +93 3.259446e+05 +94 3.084926e+05 +95 2.590186e+06 +96 2.341454e+06 +97 1.065863e+06 +98 1.205466e+06 +99 2.237017e+06 +100 1.804045e+06 +101 9.296700e+05 +102 7.448243e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do ITR,XGBoost,2.0120506286621094,"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,0.8846840858459473,"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,1.6974780559539795,"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,1.3325281143188477,"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,4.956411123275757,"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,3.2889132499694824,"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,1.4954073429107666,"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,1.3787469863891602,"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,1.249413013458252,"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,1.6643922328948975,"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,ISS,XGBoost,1.3650803565979004,"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,1.3121907711029053,"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,1.8217530250549316,"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,1.1403028964996338,"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,1.2551474571228027,"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,SARIMAX,4.53014612197876,"91 8.270454e+05 +92 7.209803e+05 +93 6.830337e+05 +94 6.329353e+05 +95 6.739820e+06 +96 6.242777e+06 +97 2.263013e+06 +98 2.549020e+06 +99 4.470904e+06 +100 3.142532e+06 +101 1.756331e+06 +102 1.364977e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Lajeado - RS,Cota-Parte do ITR,Prophet,1.3377845287322998,"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,SARIMAX,1.5341107845306396,"91 55194.287506 +92 68466.294341 +93 81082.022171 +94 73288.149936 +95 83443.029496 +96 67876.517535 +97 61720.176048 +98 61563.881102 +99 63520.455610 +100 52241.490444 +101 52903.147247 +102 59547.513634 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,IPTU,XGBoost,1.7756574153900146,"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,1.0939252376556396,"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,2.092909097671509,"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,3.8928911685943604,"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,1.5626518726348877,"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,1.4562287330627441,"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,1.4865527153015137,"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,1.5357530117034912,"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,1.252406120300293,"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,1.8603672981262207,"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,4.771602153778076,"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,1.6861975193023682,"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,1.111341953277588,"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,1.2610175609588623,"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,1.676558017730713,"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,SARIMAX,2.422943115234375,"91 2.462711e+06 +92 2.172577e+06 +93 1.943869e+06 +94 1.807231e+06 +95 1.173142e+07 +96 1.189848e+07 +97 6.099630e+06 +98 6.825794e+06 +99 1.325052e+07 +100 1.021660e+07 +101 5.306250e+06 +102 3.988282e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Canoas - RS,Cota-Parte do ITR,XGBoost,3.4748268127441406,"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,2.4969582557678223,"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,1.9990324974060059,"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,1.873394250869751,"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,3.9599995613098145,"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,5.181915521621704,"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,1.10791015625,"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,1.027033805847168,"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,SARIMAX,2.327923059463501,"91 208337.607818 +92 174065.443281 +93 163374.809108 +94 154165.680459 +95 650189.442394 +96 796816.819151 +97 454589.775720 +98 491022.438236 +99 871513.590793 +100 707938.378715 +101 397435.865210 +102 288537.766247 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ITR,HWES,1.4160778522491455,"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,1.6364154815673828,"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,1.875718355178833,"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,2.923126697540283,"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,3.334038496017456,"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,1.122194528579712,"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,1.1353371143341064,"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,1.1044070720672607,"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,1.633617877960205,"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,1.3184266090393066,"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,3.013383626937866,"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,2.229734182357788,"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,1.5995521545410156,"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,1.8533399105072021,"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,1.2575147151947021,"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,1.1267468929290771,"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,4.3386430740356445,"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,1.3767364025115967,"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 Monte Alegre dos Campos - RS,IPTU,MLP,1.7088103294372559,"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,1.8999731540679932,"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,IRRF,Prophet,4.00111985206604,"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,1.2136118412017822,"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,1.368579626083374,"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 ITR,XGBoost,2.0643045902252197,"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,3.435408592224121,"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,2.52764892578125,"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,1.2202067375183105,"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,1.199544906616211,"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,1.6863534450531006,"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,1.4049062728881836,"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,1.1144440174102783,"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,1.6976044178009033,"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,4.573227405548096,"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,1.7044451236724854,"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,1.2600634098052979,"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,1.2184171676635742,"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,1.2484817504882812,"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,1.1152534484863281,"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,3.2225944995880127,"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,SARIMAX,5.37272572517395,"91 1.624118e+06 +92 1.322758e+06 +93 1.167000e+06 +94 1.041969e+06 +95 1.120729e+07 +96 7.806052e+06 +97 4.123346e+06 +98 5.242974e+06 +99 1.096795e+07 +100 7.521433e+06 +101 3.587555e+06 +102 2.723385e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do ITR,HWES,2.1054701805114746,"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 Protásio Alves - RS,IPTU,AR,1.7907640933990479,"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,4.954834938049316,"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,1.2973120212554932,"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,1.2424120903015137,"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,1.3813591003417969,"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,Transferencias LC 61_1989,AR,1.812126874923706,"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,2.1338891983032227,"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,SARIMAX,2.0699269771575928,"91 540826.042379 +92 592427.375539 +93 636468.342495 +94 684862.746922 +95 614749.284112 +96 740641.249903 +97 562417.253625 +98 711168.707854 +99 570866.998698 +100 555165.394420 +101 586783.406774 +102 547240.752196 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,ITBI,Prophet,1.4656803607940674,"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,1.210141658782959,"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,3.964120626449585,"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,1.3742239475250244,"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,SARIMAX,2.3489222526550293,"91 1.202097e+05 +92 8.661898e+04 +93 8.227002e+04 +94 6.735290e+04 +95 1.557457e+06 +96 1.012430e+06 +97 3.481380e+05 +98 4.224131e+05 +99 6.825207e+05 +100 4.700245e+05 +101 2.114468e+05 +102 1.362417e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do ITR,XGBoost,2.376856803894043,"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,3.527411937713623,"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,1.6115319728851318,"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,1.1396050453186035,"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,HWES,1.4131696224212646,"97 1567076.530 +98 958652.590 +99 1096039.100 +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 1890097.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do ICMS,HWES,1.2213201522827148,"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,1.5465726852416992,"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,1.9764280319213867,"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 Santana da Boa Vista - RS,IPTU,AR,1.6229634284973145,"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,1.1008667945861816,"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,1.4129111766815186,"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,0.9259970188140869,"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,1.9645018577575684,"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,1.139432430267334,"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,1.7835752964019775,"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 São José do Sul - RS,IPTU,SES,1.2306525707244873,"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,1.2659974098205566,"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,1.9723505973815918,"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,1.354585886001587,"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,1.0642929077148438,"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,1.9185574054718018,"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,SARIMAX,1.6821355819702148,"91 4995.486626 +92 5566.538685 +93 6818.629090 +94 6043.560498 +95 5870.191292 +96 6385.317771 +97 5176.178756 +98 4994.151391 +99 5464.583571 +100 4967.347112 +101 4894.821215 +102 5046.082082 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,IPTU,AR,4.638188600540161,"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,1.241344928741455,"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,IRRF,MLP,1.1104838848114014,"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,1.3934550285339355,"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,1.1990044116973877,"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,1.4457807540893555,"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,SARIMAX,1.7768752574920654,"91 2479.150627 +92 2835.606216 +93 3685.467136 +94 3100.798116 +95 3512.723132 +96 3121.764461 +97 2535.667224 +98 2473.633919 +99 2684.395093 +100 2327.263992 +101 2273.116426 +102 2517.298442 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,IPTU,HWES,2.017047882080078,"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,1.5750861167907715,"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,1.987428903579712,"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,4.2443811893463135,"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,HWES,1.389965534210205,"97 1567040.520 +98 958652.590 +99 1096039.070 +100 1218423.410 +101 1137998.250 +102 1420382.360 +103 970762.570 +104 845187.530 +105 1063504.510 +106 1192496.910 +107 1893768.760 +108 1254082.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ICMS,HWES,1.1541142463684082,"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,1.0213580131530762,"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,1.3756332397460938,"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,1.597372055053711,"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,2.989481210708618,"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,2.0193471908569336,"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,2.086808919906616,"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,XGBoost,1.3865671157836914,"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 1168560.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,Cota-Parte do ICMS,SES,0.9584388732910156,"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,1.6547293663024902,"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,1.1231446266174316,"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,1.1923329830169678,"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,4.48622989654541,"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,1.568833827972412,"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,1.2927052974700928,"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,3.776745319366455,"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,SARIMAX,2.0968286991119385,"91 4768.925146 +92 5765.877381 +93 6936.362041 +94 6242.130851 +95 7571.369957 +96 5968.184752 +97 4860.391168 +98 5034.521511 +99 5504.340799 +100 4720.098772 +101 4898.056120 +102 7931.713015 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Soledade - RS,IPTU,HWES,4.558826208114624,"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,1.1837043762207031,"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,1.2091128826141357,"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,XGBoost,1.2502546310424805,"97 260574.3500 +98 299767.4100 +99 286532.8200 +100 317937.4000 +101 286851.5900 +102 266128.5300 +103 263638.7700 +104 271282.6500 +105 332796.6100 +106 279526.8700 +107 521306.9100 +108 514139.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,Cota-Parte do FPM,AR,1.203932285308838,"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,1.2213292121887207,"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,2.673783540725708,"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,4.726058483123779,"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,1.0534844398498535,"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,1.6207900047302246,"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,1.2213101387023926,"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,1.7574520111083984,"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,1.1921381950378418,"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,1.3182787895202637,"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,HWES,4.037520408630371,"85 458732.7200 +86 486405.9200 +87 604274.2100 +88 693833.3500 +89 550497.4000 +90 616566.3200 +91 655593.0800 +92 651040.4500 +93 771503.7500 +94 588451.4500 +95 985933.7300 +96 984584.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,Cota-Parte do IPVA,MLP,2.022937297821045,"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 São Valentim do Sul - RS,IPTU,HWES,1.5055241584777832,"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,4.979745388031006,"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,1.3605427742004395,"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,1.5296247005462646,"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,1.2334630489349365,"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,1.079246997833252,"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,1.3212676048278809,"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,1.8923726081848145,"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,1.5869574546813965,"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,1.5462560653686523,"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,1.727020025253296,"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,AR,4.42852783203125,"89 4178870.71 +90 2556406.92 +91 2922770.88 +92 3249129.07 +93 3034662.19 +94 3888732.15 +95 2912287.74 +96 2968782.28 +97 2757293.84 +98 3577490.72 +99 5681306.32 +100 5681307.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,Cota-Parte do ICMS,XGBoost,3.7343039512634277,"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,2.1442956924438477,"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,1.854356288909912,"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,0.9335319995880127,"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,2.6034228801727295,"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,0.9512050151824951,"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,2.8908114433288574,"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,1.4264585971832275,"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,1.2604198455810547,"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,1.1429142951965332,"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 ITR,XGBoost,1.6382625102996826,"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,ISS,Prophet,1.7028532028198242,"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,2.0625171661376953,"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,1.040024995803833,"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,1.18082857131958,"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,1.1229941844940186,"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,1.1689491271972656,"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,4.385004997253418,"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,SARIMAX,1.7101852893829346,"91 4473.091698 +92 5420.003397 +93 6716.272719 +94 5880.516539 +95 6946.982997 +96 5475.405995 +97 4571.618008 +98 4652.113415 +99 4957.927920 +100 4120.105125 +101 4240.334125 +102 4701.071491 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,IPTU,AR,1.8958873748779297,"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,1.6576199531555176,"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,1.721665620803833,"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,1.279146671295166,"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,1.2479572296142578,"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,4.286113977432251,"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 ITR,XGBoost,1.7949366569519043,"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,1.7598395347595215,"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,4.353129863739014,"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,0.934166431427002,"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,1.7585439682006836,"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,1.289480447769165,"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,1.1813156604766846,"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 ITR,AR,3.213494300842285,"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 Jaguari - RS,IPTU,XGBoost,2.0584802627563477,"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,0.9557130336761475,"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,1.1499505043029785,"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,1.2751564979553223,"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,1.2964179515838623,"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,2.417003631591797,"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,4.664316177368164,"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,2.0538318157196045,"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,2.1099328994750977,"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,1.7217597961425781,"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,1.153944492340088,"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,2.707273483276367,"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,2.197432279586792,"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,1.3517627716064453,"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,1.8324272632598877,"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,1.3705072402954102,"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,ISS,XGBoost,1.3360536098480225,"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,1.301865816116333,"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,1.8797507286071777,"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,1.2148516178131104,"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,1.3908915519714355,"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,6.171200752258301,"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,2.0931107997894287,"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,1.3231909275054932,"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,1.12068510055542,"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,1.4513204097747803,"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,IRRF,Prophet,4.321216821670532,"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,1.173692226409912,"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,1.1705217361450195,"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,SARIMAX,1.8251118659973145,"81 29931.750405 +82 26732.051639 +83 251112.836509 +84 264915.536112 +85 159100.113937 +86 150519.079171 +87 240308.911551 +88 185541.898923 +89 109749.820124 +90 56358.203095 +91 43026.041462 +92 44698.654098 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,IPTU,AR,2.321145534515381,"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,3.59024977684021,"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,2.212785243988037,"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,1.7629928588867188,"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,1.2378034591674805,"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,1.3886196613311768,"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,2.555577516555786,"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,4.298647880554199,"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,1.7247016429901123,"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,ITBI,XGBoost,1.5704340934753418,"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,1.30484938621521,"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,1.510986328125,"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,3.558804988861084,"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,2.1777284145355225,"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,1.837916612625122,"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,SARIMAX,1.3438262939453125,"91 10377.226488 +92 13973.052605 +93 14332.186777 +94 14234.937627 +95 15695.416850 +96 13357.959052 +97 13820.784955 +98 13302.480287 +99 13582.068175 +100 11097.706008 +101 10968.776078 +102 12520.281992 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Unistalda - RS,IPTU,HWES,1.8925495147705078,"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,3.7985422611236572,"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,1.914867877960205,"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,1.1632335186004639,"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,1.4367916584014893,"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,1.6628882884979248,"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,5.330601692199707,"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,1.598482370376587,"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,1.2801415920257568,"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,1.3415088653564453,"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,1.452840805053711,"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,1.2403972148895264,"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,4.2623090744018555,"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 ITR,MLP,2.1742007732391357,"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,SARIMAX,1.9408535957336426,"91 14683.531260 +92 19688.747423 +93 22172.020032 +94 20693.930808 +95 24058.601410 +96 18383.405266 +97 16886.896831 +98 16522.417890 +99 17556.080646 +100 14252.724116 +101 14420.141104 +102 16409.076963 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,IPTU,AR,1.704235315322876,"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,3.242753028869629,"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,2.441720724105835,"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,1.2717432975769043,"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,1.3079876899719238,"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,1.273852825164795,"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,2.0497024059295654,"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,SARIMAX,5.604861497879028,"91 5034.270697 +92 5293.486956 +93 5419.466852 +94 5301.410831 +95 4993.409888 +96 9587.068708 +97 9128.077663 +98 7916.920884 +99 7051.717367 +100 6301.748652 +101 5594.748470 +102 4848.981265 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,IPTU,SARIMAX,1.875110387802124,"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,ITBI,Prophet,4.888733386993408,"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,3.333634853363037,"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,1.423004388809204,"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,HWES,1.7505300045013428,"97 479122.250 +98 508025.440 +99 631132.670 +100 724672.470 +101 574965.640 +102 641899.990 +103 657609.850 +104 652348.500 +105 774189.610 +106 585917.180 +107 797502.390 +108 800850.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,Transferencias LC 61_1989,XGBoost,1.2456142902374268,"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,3.2732248306274414,"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,ITBI,SARIMAX,2.236236810684204,"90 12127.264374 +91 12780.139787 +92 11789.873130 +93 11309.283257 +94 10717.920582 +95 9973.589211 +96 13152.882311 +97 12227.564474 +98 11797.292740 +99 11253.716569 +100 11954.274427 +101 12342.936218 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,IRRF,XGBoost,1.9255809783935547,"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,1.2318267822265625,"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,1.121140956878662,"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,2.114004135131836,"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,2.327618360519409,"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,1.8557813167572021,"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,2.028087615966797,"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,1.055344581604004,"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,1.5612754821777344,"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,1.438028335571289,"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,4.951472043991089,"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,1.4542005062103271,"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,2.1152093410491943,"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,2.129824638366699,"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,1.550504446029663,"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,1.0882585048675537,"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,3.6596434116363525,"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,1.5025503635406494,"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,1.170440912246704,"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,1.1523211002349854,"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,1.9840304851531982,"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,1.742506504058838,"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,1.2738103866577148,"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,2.161102056503296,"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,1.2980968952178955,"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,1.2085659503936768,"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,AR,4.706812143325806,"97 129446.85 +98 144572.72 +99 260017.64 +100 125246.48 +101 61887.73 +102 50640.29 +103 21849.23 +104 30886.30 +105 14956.72 +106 14956.72 +107 506765.66 +108 506911.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,Transferencias LC 61_1989,SARIMAX,2.2158641815185547,"91 8870.306932 +92 11433.607403 +93 13281.912919 +94 12144.094056 +95 14230.127686 +96 10730.406870 +97 9594.614127 +98 9654.632867 +99 10094.544213 +100 8266.551727 +101 8417.607573 +102 9495.702688 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Aceguá - RS,IPTU,HWES,1.7564284801483154,"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,1.4967761039733887,"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,1.972334623336792,"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,4.437123775482178,"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,1.3197064399719238,"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,1.2291183471679688,"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 ITR,XGBoost,1.8045783042907715,"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 Vista Alegre do Prata - RS,IPTU,Prophet,1.9054882526397705,"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,SARIMAX,2.5009844303131104,"81 18379.785628 +82 18507.180609 +83 18241.573932 +84 21903.567853 +85 21525.589539 +86 20730.110131 +87 20160.041489 +88 20364.741398 +89 20210.561448 +90 20274.591542 +91 20322.340295 +92 20414.467999 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,IRRF,XGBoost,2.302370071411133,"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,4.055878400802612,"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,1.1950793266296387,"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,1.840667963027954,"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,1.3465170860290527,"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 Boa Vista do Incra - RS,IPTU,AR,1.8351869583129883,"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,3.9216651916503906,"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,1.8113150596618652,"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,2.328659772872925,"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,1.2436511516571045,"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,1.2136693000793457,"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 ITR,XGBoost,4.927809238433838,"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 Ernestina - RS,IPTU,MLP,2.192305564880371,"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,1.3863873481750488,"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,1.611907958984375,"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,1.321183443069458,"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,1.1218411922454834,"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,1.6682660579681396,"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,2.2386295795440674,"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,2.3113338947296143,"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,1.5432283878326416,"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,1.3193864822387695,"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,XGBoost,1.305549144744873,"85 233304.87000 +86 256635.80000 +87 267029.48000 +88 281200.40000 +89 276662.56000 +90 304124.78000 +91 289854.48000 +92 255058.06000 +93 258723.86000 +94 279745.04000 +95 476537.60000 +96 457281.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do FPM,HWES,1.266895055770874,"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,1.138056755065918,"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 ITR,XGBoost,2.1210227012634277,"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 Maratá - RS,IPTU,AR,1.9060518741607666,"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,ITBI,HWES,1.757615327835083,"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,2.1771080493927,"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,1.1612873077392578,"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,1.1370031833648682,"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 Bom Princípio - RS,IPTU,SES,2.1529502868652344,"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,1.1220612525939941,"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,1.4399278163909912,"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,3.4361674785614014,"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,2.198640823364258,"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,1.1427011489868164,"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,SARIMAX,2.073871612548828,"91 1.019328e+05 +92 9.404780e+04 +93 8.387282e+04 +94 8.670995e+04 +95 1.071618e+06 +96 7.796887e+05 +97 4.086422e+05 +98 4.060246e+05 +99 6.886479e+05 +100 4.599886e+05 +101 2.095009e+05 +102 1.679655e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ITR,XGBoost,1.3878555297851562,"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,1.7449736595153809,"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,1.774277925491333,"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,4.090782403945923,"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,2.8374850749969482,"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,1.1897850036621094,"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,1.362562656402588,"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,1.307945966720581,"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 ITR,SARIMAX,2.9932966232299805,"84 6426.113331 +85 5484.948126 +86 7488.336972 +87 35130.198920 +88 8627.961380 +89 9711.164801 +90 8368.500222 +91 7078.178442 +92 6844.275799 +93 6076.428157 +94 5739.227866 +95 5938.454801 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,ISS,MLP,1.3399240970611572,"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,2.301262378692627,"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,1.4651885032653809,"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,1.2524616718292236,"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,1.1587743759155273,"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,1.732743263244629,"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,4.306920766830444,"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,ISS,XGBoost,1.5241615772247314,"85 301944.910 +86 304372.660 +87 390013.370 +88 463224.690 +89 364474.750 +90 445113.620 +91 380669.930 +92 338016.050 +93 334505.760 +94 393589.810 +95 662106.050 +96 660800.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,ITBI,SES,1.3278532028198242,"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,1.3647565841674805,"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,4.46257209777832,"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,1.2037091255187988,"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,1.2158260345458984,"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,1.9421143531799316,"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,1.3633158206939697,"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,1.8503398895263672,"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,1.3383643627166748,"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,3.571951389312744,"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,1.9010040760040283,"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,1.1842041015625,"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,1.5320103168487549,"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,1.6949923038482666,"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,1.8769261837005615,"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,1.1802668571472168,"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,IRRF,MLP,1.3411850929260254,"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,1.2831807136535645,"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,4.404183864593506,"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,SARIMAX,2.1654574871063232,"91 1.339412e+06 +92 1.069810e+06 +93 1.001626e+06 +94 9.117139e+05 +95 6.152392e+06 +96 5.797475e+06 +97 3.020192e+06 +98 3.355763e+06 +99 5.708311e+06 +100 4.644934e+06 +101 2.709105e+06 +102 2.073422e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,Cota-Parte do ITR,XGBoost,1.9628329277038574,"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,SARIMAX,2.083449125289917,"91 136129.785199 +92 187812.480048 +93 189535.480480 +94 189538.005360 +95 200959.958093 +96 147232.696577 +97 185904.802862 +98 202309.392717 +99 177444.911910 +100 139492.751376 +101 136465.540745 +102 160249.238565 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,IPTU,MLP,2.0162715911865234,"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,1.0899429321289062,"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,4.576949119567871,"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,1.5744283199310303,"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,1.4119865894317627,"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,1.141618251800537,"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,SARIMAX,2.0476510524749756,"91 11601.501455 +92 11695.370448 +93 7119.271554 +94 8694.226884 +95 356765.134470 +96 242407.126447 +97 37939.822080 +98 67549.862757 +99 121726.262318 +100 71404.897343 +101 34128.914218 +102 28918.743865 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,Transferencias LC 61_1989,SARIMAX,4.08501124382019,"91 6164.628855 +92 7302.163486 +93 9048.490834 +94 7831.315638 +95 9019.562647 +96 7620.951771 +97 6675.094372 +98 6714.700822 +99 7045.037139 +100 5965.168834 +101 6084.727167 +102 6688.000744 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,IPTU,SARIMAX,0.9881198406219482,"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,1.9531550407409668,"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,1.8246724605560303,"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,1.8301222324371338,"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,1.6294708251953125,"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,1.3093316555023193,"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,5.143261671066284,"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,2.289296865463257,"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,1.829524040222168,"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,ITBI,XGBoost,4.307662487030029,"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,1.9676198959350586,"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,2.003431797027588,"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,1.2023484706878662,"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,1.8352153301239014,"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,1.9735932350158691,"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,SARIMAX,4.890239477157593,"91 44218.287319 +92 54713.497882 +93 57413.547243 +94 57356.118974 +95 66250.482246 +96 51307.075455 +97 47489.670400 +98 47204.928634 +99 48935.928977 +100 39241.572328 +101 40278.595940 +102 45710.677370 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,IPTU,SARIMAX,1.7270593643188477,"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,1.3327662944793701,"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,IRRF,XGBoost,1.9734241962432861,"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,4.2964582443237305,"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,1.2383337020874023,"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,SARIMAX,2.027435302734375,"91 4.969470e+05 +92 3.948203e+05 +93 3.567277e+05 +94 3.279732e+05 +95 3.123982e+06 +96 2.700918e+06 +97 1.071775e+06 +98 1.269316e+06 +99 2.476668e+06 +100 1.820491e+06 +101 9.643349e+05 +102 7.594161e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do ITR,XGBoost,1.966083288192749,"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,SARIMAX,1.7892661094665527,"91 42730.928985 +92 58984.416754 +93 63860.230917 +94 60461.732042 +95 70389.941926 +96 53478.473568 +97 50896.003814 +98 49971.897684 +99 52121.318937 +100 42089.716337 +101 42208.195730 +102 48362.420232 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Ivoti - RS,IPTU,AR,5.483238220214844,"93 1.088690e+05 +94 1.149701e+05 +95 1.080499e+05 +96 2.498189e+05 +97 1.263680e+06 +98 4.389806e+06 +99 4.362893e+05 +100 2.896608e+05 +101 2.882635e+05 +102 3.012414e+05 +103 2.682533e+05 +104 2.345540e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,ISS,XGBoost,3.240429401397705,"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,SARIMAX,1.8243050575256348,"91 353258.117783 +92 367870.433746 +93 403140.672447 +94 403660.534637 +95 420876.961835 +96 366344.126817 +97 336413.254037 +98 395281.128859 +99 369490.663960 +100 418277.990305 +101 380624.095303 +102 484529.605747 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Ivoti - RS,IRRF,XGBoost,1.2441802024841309,"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,1.311884880065918,"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,1.1621465682983398,"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,1.8030650615692139,"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,1.532329797744751,"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,2.981497287750244,"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,1.8853509426116943,"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,HWES,1.8735675811767578,"97 7517.410000 +98 19900.940000 +99 11118.900000 +100 8780.950000 +101 13819.650000 +102 13429.650000 +103 12818.250000 +104 13396.590000 +105 15182.530000 +106 24522.060000 +107 15966.460000 +108 16667.505859 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,IRRF,AR,1.7467925548553467,"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,1.4298155307769775,"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,1.3121581077575684,"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,Transferencias LC 61_1989,HWES,1.2767088413238525,"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,1.6504321098327637,"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,1.2779598236083984,"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,IRRF,MLP,1.695054292678833,"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,1.3280770778656006,"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,4.3729188442230225,"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 ITR,AR,1.3162343502044678,"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,1.1650846004486084,"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,1.5164794921875,"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,1.7161328792572021,"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,1.6618077754974365,"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,1.3718783855438232,"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,4.056926488876343,"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,1.0979869365692139,"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,2.2655861377716064,"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,4.519405364990234,"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,SARIMAX,2.13222074508667,"91 4.696409e+06 +92 4.342073e+06 +93 3.809999e+06 +94 4.819321e+06 +95 4.331144e+06 +96 4.467700e+06 +97 3.948871e+06 +98 4.077334e+06 +99 3.796966e+06 +100 3.926541e+06 +101 3.985794e+06 +102 4.167588e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,ITBI,MLP,1.7738173007965088,"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,2.4097776412963867,"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,1.3055589199066162,"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,1.2760899066925049,"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,SARIMAX,5.025388240814209,"91 9.018277e+05 +92 7.062364e+05 +93 6.363270e+05 +94 6.038583e+05 +95 3.500734e+06 +96 3.776530e+06 +97 2.143808e+06 +98 2.589326e+06 +99 5.239219e+06 +100 3.842348e+06 +101 1.940414e+06 +102 1.500995e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,Transferencias LC 61_1989,HWES,1.0966265201568604,"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,1.720034122467041,"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,1.776151180267334,"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,3.022094964981079,"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,2.7631711959838867,"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,1.3093328475952148,"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,1.1664891242980957,"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,1.8199965953826904,"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,1.874232292175293,"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,3.8879497051239014,"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,Cota-Parte do FPM,HWES,1.1317436695098877,"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,1.1906459331512451,"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,1.6282308101654053,"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,2.093360185623169,"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,ISS,MLP,1.2958252429962158,"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,1.1590471267700195,"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,1.3929283618927002,"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,1.0363247394561768,"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,1.1382896900177002,"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 ITR,HWES,2.0577099323272705,"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,1.5387632846832275,"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,3.616716146469116,"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,4.218921661376953,"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,2.5441839694976807,"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,1.351322889328003,"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,1.252882957458496,"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,1.6776349544525146,"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,1.584214687347412,"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,3.4412102699279785,"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,1.835766077041626,"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,1.8967113494873047,"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,1.3111906051635742,"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,Prophet,1.4498088359832764,"89 1567076.530 +90 958652.590 +91 1096039.070 +92 1218423.400 +93 1137998.320 +94 1656722.660 +95 1294350.110 +96 1197357.780 +97 1347564.940 +98 1589995.880 +99 2525025.030 +100 1576562.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do ICMS,XGBoost,1.2237653732299805,"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,1.8479297161102295,"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,3.863684892654419,"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,2.0482702255249023,"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,2.2076568603515625,"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,1.8465721607208252,"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,IRRF,XGBoost,1.4375789165496826,"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,4.160293102264404,"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,1.4754207134246826,"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,SARIMAX,5.243879079818726,"91 1.850371e+05 +92 1.631699e+05 +93 1.572068e+05 +94 1.390539e+05 +95 1.551804e+06 +96 1.385223e+06 +97 4.110391e+05 +98 5.240665e+05 +99 9.760469e+05 +100 6.311850e+05 +101 3.017934e+05 +102 2.334280e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tapejara - RS,Cota-Parte do ITR,AR,3.01631498336792,"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,SARIMAX,4.943924903869629,"91 21699.520582 +92 29948.764651 +93 31558.698738 +94 30846.618266 +95 34969.289715 +96 26978.159492 +97 26387.554157 +98 25658.240248 +99 26701.167633 +100 21524.736906 +101 21459.119530 +102 24661.678005 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Glorinha - RS,IPTU,AR,1.2485032081604004,"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,1.0192866325378418,"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,1.250424861907959,"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,1.3456957340240479,"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,1.4327690601348877,"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,1.181342601776123,"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,AR,5.0370707511901855,"97 110256.820000 +98 117420.280000 +99 327382.600000 +100 250354.340000 +101 68330.220000 +102 58893.190000 +103 37903.050000 +104 29904.970000 +105 27936.670000 +106 24944.770000 +107 226699.110000 +108 257820.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,IPTU,HWES,1.7699291706085205,"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,1.4407949447631836,"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,4.388153076171875,"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,1.2281403541564941,"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,1.363790512084961,"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,1.147848129272461,"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,SARIMAX,2.1755900382995605,"91 2.366146e+05 +92 2.113621e+05 +93 1.958606e+05 +94 2.038908e+05 +95 1.389157e+06 +96 1.114526e+06 +97 6.000556e+05 +98 8.364888e+05 +99 1.814101e+06 +100 1.131331e+06 +101 5.348678e+05 +102 4.335067e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Parobé - RS,Cota-Parte do ITR,XGBoost,1.7850797176361084,"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 Uruguaiana - RS,IPTU,HWES,1.752897024154663,"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,1.1801130771636963,"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,IRRF,MLP,1.2039196491241455,"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,4.368781089782715,"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,1.1382386684417725,"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,2.242759943008423,"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,2.242180347442627,"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,SARIMAX,1.7807164192199707,"91 58969.323445 +92 84777.487113 +93 88029.360291 +94 86023.048652 +95 95604.944603 +96 76587.241070 +97 74697.238852 +98 73203.064933 +99 74866.701993 +100 61931.416384 +101 61767.470486 +102 76099.836147 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,IPTU,Prophet,1.8335435390472412,"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,IRRF,Prophet,1.2598111629486084,"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,1.307380199432373,"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,1.381171703338623,"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,1.8327863216400146,"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,4.657288551330566,"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,1.2994065284729004,"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,1.942861557006836,"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,1.0150146484375,"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,1.6184465885162354,"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,1.7415556907653809,"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,1.4182806015014648,"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,4.302143812179565,"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 Senador Salgado Filho - RS,ISS,XGBoost,1.92741060256958,"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,1.2216289043426514,"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,4.078075408935547,"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,1.1731994152069092,"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,1.686490774154663,"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,3.0817625522613525,"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,SARIMAX,2.68576717376709,"91 4995.691458 +92 5876.985137 +93 6975.066417 +94 6284.338585 +95 7293.824672 +96 6151.895405 +97 5292.309216 +98 5408.639835 +99 5717.693686 +100 4968.315496 +101 5096.927954 +102 5509.185601 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,IPTU,XGBoost,3.3932368755340576,"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,1.9899368286132812,"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,1.5228168964385986,"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,0.9730980396270752,"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,1.1257243156433105,"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,0.9985604286193848,"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,1.8501853942871094,"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,1.0285203456878662,"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,2.383939266204834,"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,AR,4.060096502304077,"96 48640.380000 +97 175576.950000 +98 614714.220000 +99 400212.440000 +100 132221.150000 +101 113394.400000 +102 96436.020000 +103 78068.930000 +104 87295.630000 +105 93339.840000 +106 113820.020000 +107 109221.203125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,ISS,XGBoost,1.4855625629425049,"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,IRRF,HWES,1.2223942279815674,"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,1.436413288116455,"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,3.2617766857147217,"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,SARIMAX,3.333254337310791,"91 71770.150274 +92 61291.106308 +93 65149.428550 +94 56552.197443 +95 612799.223575 +96 403537.988133 +97 182739.649355 +98 255459.605008 +99 459062.794644 +100 328025.368467 +101 158990.389913 +102 126018.888723 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do ITR,MLP,3.9338157176971436,"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,1.7259695529937744,"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,2.8622641563415527,"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,2.5957882404327393,"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,1.7600319385528564,"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,1.2751293182373047,"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,1.2097694873809814,"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,1.1434924602508545,"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,1.8605835437774658,"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 São José do Ouro - RS,ISS,AR,1.4730620384216309,"97 101557.5600 +98 110976.6300 +99 107002.9100 +100 122550.5900 +101 109531.1400 +102 121204.3900 +103 120209.7800 +104 121775.5100 +105 103481.2300 +106 119864.5800 +107 133920.5500 +108 129977.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,ITBI,MLP,1.0597996711730957,"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,1.8409605026245117,"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,3.3828413486480713,"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,2.1058144569396973,"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 ITR,XGBoost,1.930232286453247,"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,AR,4.684422492980957,"93 4386.080000 +94 59740.760000 +95 892375.520000 +96 71366.200000 +97 58565.010000 +98 59977.130000 +99 54181.150000 +100 25288.100000 +101 40813.650000 +102 26624.230000 +103 10849.500000 +104 3899.464844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,ISS,Prophet,1.6151015758514404,"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,1.112769603729248,"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,1.3550152778625488,"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,1.1381959915161133,"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,1.6360857486724854,"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,Transferencias LC 61_1989,HWES,1.2852635383605957,"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,2.010923385620117,"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,1.3999197483062744,"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,SARIMAX,3.4256744384765625,"91 350151.592342 +92 357412.717120 +93 415648.061384 +94 408315.495030 +95 378212.459517 +96 367423.547019 +97 344530.059576 +98 372219.226178 +99 334902.660914 +100 445590.084967 +101 277895.054515 +102 380365.706324 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,IRRF,XGBoost,4.253421783447266,"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,1.4775779247283936,"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,1.4514834880828857,"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,1.415585994720459,"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 Áurea - RS,IPTU,XGBoost,5.147227764129639,"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,1.816593885421753,"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,1.863325834274292,"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,1.8202896118164062,"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,1.3331387042999268,"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,1.3700497150421143,"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,1.41005277633667,"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,SARIMAX,2.307170867919922,"90 3587.837301 +91 4847.647172 +92 5802.692478 +93 5159.062856 +94 5998.289657 +95 4791.638190 +96 4495.187251 +97 3765.386897 +98 5476.834375 +99 5385.715025 +100 3996.325956 +101 3643.393217 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,IPTU,AR,1.7981314659118652,"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,1.8416428565979004,"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,IRRF,Prophet,1.2791845798492432,"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,1.1340734958648682,"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,1.2213308811187744,"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,Transferencias LC 61_1989,XGBoost,1.263282060623169,"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,2.1834418773651123,"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,1.3670811653137207,"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,1.7829360961914062,"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,1.245445966720581,"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,4.357573509216309,"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,1.2434968948364258,"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,2.2017836570739746,"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,SARIMAX,3.6389987468719482,"91 1.100907e+04 +92 4.149861e+05 +93 2.493135e+06 +94 3.454689e+05 +95 2.847587e+05 +96 2.433161e+05 +97 1.256933e+05 +98 5.497899e+04 +99 6.907601e+04 +100 1.538349e+05 +101 7.310362e+04 +102 6.443315e+04 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arambaré - RS,IPTU,AR,4.489104986190796,"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,SARIMAX,1.5434825420379639,"71 32397.253508 +72 55936.817108 +73 36457.419608 +74 34883.298058 +75 32201.878840 +76 37965.140378 +77 42041.016062 +78 30048.819066 +79 49189.205428 +80 34106.439290 +81 29795.461148 +82 39347.463655 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arambaré - RS,IRRF,XGBoost,1.062354564666748,"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,1.3190021514892578,"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,1.2081289291381836,"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,0.981834888458252,"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,3.7034287452697754,"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,3.2325406074523926,"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,2.9788455963134766,"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,1.5151379108428955,"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,1.8511006832122803,"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,XGBoost,1.5983343124389648,"97 122811.160000 +98 111806.460000 +99 109181.500000 +100 114084.470000 +101 97352.480000 +102 94919.050000 +103 110450.870000 +104 118502.180000 +105 173088.460000 +106 111812.580000 +107 204894.280000 +108 204878.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,Cota-Parte do FPM,HWES,1.356078863143921,"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,1.198530912399292,"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,4.98793625831604,"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,SARIMAX,1.2589023113250732,"91 15113.728184 +92 18921.992376 +93 22536.274030 +94 19729.809719 +95 25063.434590 +96 19214.429403 +97 17621.124777 +98 17859.548486 +99 18450.720306 +100 14244.384433 +101 15279.429118 +102 17305.955701 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,IPTU,AR,2.228206157684326,"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,1.7821390628814697,"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,3.869283676147461,"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,2.701305627822876,"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,1.4549360275268555,"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,1.2806830406188965,"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,1.5523102283477783,"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,1.964440107345581,"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,1.5298926830291748,"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,2.039309024810791,"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,1.237736701965332,"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,1.4863286018371582,"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,2.7672369480133057,"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,2.6356406211853027,"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,1.6968863010406494,"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,1.2381007671356201,"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,2.0699565410614014,"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,MLP,1.635340690612793,"97 1264757.38 +98 1130618.27 +99 1241366.10 +100 1189756.97 +101 1333065.24 +102 1112279.33 +103 1430101.61 +104 1170303.57 +105 1324522.77 +106 1331307.54 +107 1701799.01 +108 1423570.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,ITBI,Prophet,1.4179012775421143,"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,1.2409112453460693,"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,4.18315577507019,"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,1.204784870147705,"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,SARIMAX,2.5323243141174316,"91 3.560573e+05 +92 2.742897e+05 +93 2.472893e+05 +94 2.352387e+05 +95 2.135206e+06 +96 1.865086e+06 +97 8.363018e+05 +98 9.180256e+05 +99 1.591964e+06 +100 1.159826e+06 +101 6.574136e+05 +102 5.688603e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Panambi - RS,Cota-Parte do ITR,MLP,1.68644380569458,"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,0.9738547801971436,"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,1.8839402198791504,"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,1.8558812141418457,"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,1.4135644435882568,"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,1.2143712043762207,"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,4.524584770202637,"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,1.3771708011627197,"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 Guaporé - RS,IPTU,HWES,1.6940703392028809,"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,1.3216631412506104,"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,1.1037769317626953,"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,1.2766873836517334,"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,4.290029287338257,"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,1.0211613178253174,"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,1.8253726959228516,"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,4.437365293502808,"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,SARIMAX,1.6498973369598389,"71 24342.587806 +72 20625.948570 +73 16263.861700 +74 17397.259298 +75 18054.887520 +76 15269.525459 +77 16025.038540 +78 16236.217149 +79 16010.899106 +80 20813.558474 +81 23228.614544 +82 21679.600742 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,IPTU,AR,4.472769021987915,"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,1.1581451892852783,"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,IRRF,MLP,1.239201307296753,"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,1.3721182346343994,"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,1.1828782558441162,"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 ITR,XGBoost,1.8235504627227783,"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,1.0615248680114746,"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,2.16326642036438,"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,1.6471693515777588,"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,IRRF,XGBoost,1.5377697944641113,"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,1.2469923496246338,"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,SARIMAX,2.8346469402313232,"91 252949.533621 +92 257538.181413 +93 254302.230907 +94 243019.647089 +95 330366.915159 +96 181674.584614 +97 327492.291695 +98 282426.844467 +99 234173.130619 +100 266136.130155 +101 249699.556089 +102 302010.644821 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Ivorá - RS,Cota-Parte do ITR,SES,3.3558757305145264,"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 Pinto Bandeira - RS,IPTU,XGBoost,3.652662515640259,"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,1.9121911525726318,"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,1.980471134185791,"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,4.2123730182647705,"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,1.3367524147033691,"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,1.2636022567749023,"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,1.618804931640625,"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,1.7982404232025146,"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,1.4729504585266113,"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,2.198448896408081,"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,2.005488634109497,"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,4.579730749130249,"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,1.1861746311187744,"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,2.3887903690338135,"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,1.8836886882781982,"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,1.3726296424865723,"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,2.0886588096618652,"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,4.572491884231567,"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,IRRF,XGBoost,2.2485978603363037,"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,1.4128353595733643,"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,1.1328909397125244,"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,1.084313154220581,"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,3.4745771884918213,"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,ISS,XGBoost,1.678638219833374,"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,1.9336929321289062,"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,3.4763944149017334,"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,2.3043558597564697,"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,1.2481026649475098,"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,1.7651677131652832,"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,1.4485769271850586,"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,SARIMAX,1.702798843383789,"91 9064.143048 +92 10833.532579 +93 13098.939556 +94 12825.996424 +95 14355.061154 +96 11316.474982 +97 11261.029680 +98 10885.395671 +99 11239.333731 +100 9014.448501 +101 8949.106725 +102 10331.309519 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Seberi - RS,IPTU,SARIMAX,2.059504985809326,"87 97387.750690 +88 104540.025914 +89 70503.806530 +90 91609.109987 +91 169980.857442 +92 402765.614211 +93 96446.610560 +94 105098.613115 +95 105620.480682 +96 112828.090381 +97 111764.138367 +98 92463.459722 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Seberi - RS,ISS,XGBoost,4.668207406997681,"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,2.344301462173462,"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,1.3026666641235352,"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,1.300929307937622,"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,MLP,1.5232503414154053,"93 993439.26 +94 1053368.82 +95 1308626.34 +96 1502577.11 +97 1192166.43 +98 1279962.42 +99 1363525.63 +100 1352616.48 +101 1605248.77 +102 1214874.04 +103 1652113.14 +104 1629181.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,Cota-Parte do ITR,MLP,2.059157371520996,"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,1.4545321464538574,"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,AR,1.881636142730713,"97 104961.280 +98 140535.900 +99 505588.930 +100 2390224.450 +101 522881.020 +102 461788.620 +103 487484.840 +104 492876.080 +105 534137.280 +106 363425.340 +107 221902.600 +108 78390.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,ISS,XGBoost,1.289182186126709,"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,1.3827662467956543,"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,4.490802526473999,"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,3.584928512573242,"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,1.819429874420166,"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,AR,2.041837453842163,"97 286094.500 +98 367047.950 +99 734356.400 +100 559958.230 +101 299428.200 +102 934655.460 +103 97828.850 +104 58758.760 +105 49008.450 +106 38167.500 +107 806108.240 +108 732358.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do ITR,MLP,1.9157886505126953,"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,4.232561111450195,"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,1.7702467441558838,"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,1.0914280414581299,"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,1.747563123703003,"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,1.3468306064605713,"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,1.2020494937896729,"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,1.184589147567749,"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,1.3812191486358643,"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,2.3792595863342285,"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,1.1028478145599365,"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,1.418260097503662,"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,1.301966667175293,"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,1.1991078853607178,"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,1.9567530155181885,"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,1.2602148056030273,"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,3.5214314460754395,"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,3.3189871311187744,"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,2.2850136756896973,"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,1.9632608890533447,"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,1.5295054912567139,"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,1.2845022678375244,"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,3.4073402881622314,"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,2.9353411197662354,"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,2.1560466289520264,"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,0.9907608032226562,"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,1.0975821018218994,"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,XGBoost,1.4474618434906006,"97 71741.640000 +98 73446.240000 +99 131496.300000 +100 87312.270000 +101 87973.750000 +102 97895.540000 +103 83259.610000 +104 85948.750000 +105 84710.420000 +106 81041.560000 +107 178950.280000 +108 181752.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do FPM,HWES,1.2896316051483154,"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,1.1091594696044922,"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,1.620267391204834,"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 Feliz - RS,IPTU,HWES,2.335984468460083,"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,AR,4.618711709976196,"97 421469.000 +98 447793.480 +99 477594.500 +100 395516.890 +101 410870.500 +102 419598.290 +103 451168.730 +104 435649.210 +105 438206.480 +106 453515.470 +107 531160.610 +108 521304.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,ITBI,XGBoost,1.347233533859253,"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,1.0299067497253418,"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,1.5140514373779297,"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,1.2116520404815674,"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,SARIMAX,1.8443665504455566,"91 8.228627e+04 +92 7.482433e+04 +93 6.324194e+04 +94 6.530905e+04 +95 1.256833e+06 +96 7.955839e+05 +97 2.637199e+05 +98 3.058261e+05 +99 5.320640e+05 +100 3.140498e+05 +101 1.840622e+05 +102 1.344509e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Feliz - RS,Cota-Parte do ITR,XGBoost,1.5686330795288086,"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,SARIMAX,5.61244535446167,"91 9676.071450 +92 12393.814173 +93 14133.347424 +94 13087.816432 +95 15225.176728 +96 12001.960676 +97 10915.589143 +98 10969.970452 +99 11467.548623 +100 9522.977489 +101 9676.011737 +102 10830.014153 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,IPTU,XGBoost,1.911539077758789,"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,IRRF,XGBoost,2.107107639312744,"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,3.1536788940429688,"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,1.2709107398986816,"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,SARIMAX,2.349322557449341,"91 76608.164835 +92 63038.409034 +93 64447.553983 +94 62615.867337 +95 279397.416835 +96 392961.993546 +97 165390.685574 +98 261891.244254 +99 501362.441370 +100 296027.634753 +101 148074.300650 +102 111398.826403 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do ITR,AR,1.751565933227539,"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,1.3523695468902588,"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,1.503910779953003,"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,3.6253013610839844,"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,1.14302659034729,"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,1.3771343231201172,"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,1.2401807308197021,"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,1.836578607559204,"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,1.744983434677124,"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 Herval - RS,IPTU,XGBoost,1.3396897315979004,"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,1.0737559795379639,"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,1.5015358924865723,"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,3.702847957611084,"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,3.9116313457489014,"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,1.7145864963531494,"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,Transferencias LC 61_1989,XGBoost,1.3927204608917236,"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,2.2458550930023193,"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,1.9214580059051514,"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,3.377779483795166,"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,2.3014345169067383,"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,1.3953654766082764,"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,1.247243881225586,"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,1.7878224849700928,"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,2.3900325298309326,"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,5.546770095825195,"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,ITBI,HWES,1.6275243759155273,"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,Cota-Parte do FPM,HWES,1.3554606437683105,"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,4.583840608596802,"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,1.8902544975280762,"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,4.2587714195251465,"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,1.4533729553222656,"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,1.6383814811706543,"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,3.3834404945373535,"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,1.0769367218017578,"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,1.324772596359253,"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,1.1545813083648682,"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,1.334669828414917,"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,3.406677722930908,"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,SARIMAX,2.684682607650757,"91 57034.446168 +92 60426.088379 +93 52645.839729 +94 50320.838417 +95 54932.288909 +96 47958.312835 +97 51718.757668 +98 59406.592184 +99 53229.833765 +100 55434.912578 +101 55148.448662 +102 56661.950619 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,ITBI,XGBoost,1.2733955383300781,"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,Prophet,1.494593620300293,"97 74826.5900 +98 170070.7100 +99 123498.4400 +100 104654.9600 +101 116088.8000 +102 100910.3900 +103 107263.7300 +104 101050.1100 +105 100148.0700 +106 106747.4900 +107 187085.5800 +108 187085.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do FPM,MLP,1.2166147232055664,"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,1.2104957103729248,"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,1.746323585510254,"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,4.011411905288696,"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,2.1691341400146484,"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,1.9607419967651367,"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,1.7056419849395752,"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,1.8172504901885986,"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,1.1253161430358887,"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,3.2968177795410156,"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,2.686650514602661,"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 Montenegro - RS,IPTU,HWES,1.4812679290771484,"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,1.4407916069030762,"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,1.1817216873168945,"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,1.5601179599761963,"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,4.548813343048096,"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,1.2295117378234863,"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,1.7880542278289795,"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,2.009443759918213,"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,1.702244520187378,"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,2.2837469577789307,"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,IRRF,XGBoost,1.1431763172149658,"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,1.3208444118499756,"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,1.4020004272460938,"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 ITR,XGBoost,1.4136600494384766,"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 Cerro Branco - RS,IPTU,AR,1.7357728481292725,"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,IRRF,Prophet,1.3749523162841797,"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,1.4142296314239502,"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,1.0895600318908691,"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,1.7382168769836426,"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,1.3066608905792236,"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 Sério - RS,IPTU,MLP,3.0525970458984375,"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,ITBI,XGBoost,1.392566442489624,"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,1.5234386920928955,"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,1.336836338043213,"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,1.2725629806518555,"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,SARIMAX,1.9938983917236328,"90 5972.173235 +91 3908.231543 +92 4340.642856 +93 84325.035968 +94 67279.823556 +95 15216.466542 +96 18553.134758 +97 33283.070958 +98 10553.520386 +99 7861.405072 +100 8874.349228 +101 7450.725287 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Sério - RS,Cota-Parte do ITR,AR,3.595085382461548,"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,1.8392693996429443,"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,1.8475077152252197,"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,1.2213785648345947,"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,1.283965826034546,"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,1.5350768566131592,"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,1.3278965950012207,"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,SARIMAX,6.443049430847168,"80 2.369100e+06 +81 2.414494e+06 +82 2.459831e+06 +83 2.680991e+06 +84 1.636141e+06 +85 2.911038e+06 +86 2.719123e+06 +87 2.427168e+06 +88 2.402142e+06 +89 2.655596e+06 +90 2.563090e+06 +91 2.389058e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Piratini - RS,Cota-Parte do IPVA,MLP,1.2119841575622559,"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,5.292891979217529,"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,1.0491912364959717,"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,SARIMAX,5.443091630935669,"81 27928.103783 +82 22218.992891 +83 5843.203184 +84 8551.662226 +85 3302.761845 +86 3094.552638 +87 4591.438459 +88 4741.331524 +89 2920.715021 +90 2727.075970 +91 2861.549993 +92 11174.108167 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,ISS,Prophet,1.3410634994506836,"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,2.1315712928771973,"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,2.082090377807617,"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,1.3124313354492188,"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,1.3259475231170654,"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 ITR,XGBoost,1.3886334896087646,"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,2.6446962356567383,"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,1.1908941268920898,"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,4.467663764953613,"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,1.7081434726715088,"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,1.355158805847168,"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,1.334202766418457,"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,1.8010246753692627,"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,2.2447564601898193,"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,1.0124642848968506,"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,2.5845627784729004,"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,2.6384081840515137,"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,1.1978487968444824,"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,1.4230539798736572,"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,1.15179443359375,"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,4.15917706489563,"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,1.14532470703125,"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,1.1751441955566406,"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,1.271939992904663,"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,1.5125665664672852,"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,4.225269556045532,"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,1.949089765548706,"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,2.403262138366699,"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 Faxinal do Soturno - RS,IPTU,AR,2.577052116394043,"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,4.65842604637146,"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,1.6546342372894287,"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,1.418771743774414,"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,1.2352690696716309,"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,SARIMAX,5.95699143409729,"91 23997.981718 +92 23210.656454 +93 21501.673491 +94 25717.528132 +95 537044.937512 +96 350477.127397 +97 104048.910200 +98 130249.226609 +99 182379.005646 +100 164652.352723 +101 76959.989709 +102 42612.294234 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do ITR,XGBoost,1.5654428005218506,"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,SARIMAX,1.9972076416015625,"91 4539.298208 +92 5229.524158 +93 6409.156054 +94 5661.076886 +95 6524.305395 +96 5624.360856 +97 4756.727197 +98 4801.673221 +99 5118.915693 +100 4416.812864 +101 4503.391268 +102 4886.662608 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,IPTU,XGBoost,1.8926093578338623,"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,1.5916099548339844,"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,2.3388662338256836,"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,3.414578676223755,"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,5.2223780155181885,"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,1.2245008945465088,"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,2.400759696960449,"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,SARIMAX,3.164170503616333,"84 15430.617662 +85 14710.411693 +86 17191.222864 +87 50095.065262 +88 18868.405321 +89 16462.896487 +90 16070.567035 +91 12639.656301 +92 12180.792580 +93 11865.475102 +94 11531.647149 +95 17015.472882 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Canguçu - RS,IPTU,SARIMAX,3.5098955631256104,"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,1.548062801361084,"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,1.4573321342468262,"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,1.7496380805969238,"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,2.182873249053955,"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,3.0395052433013916,"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 ITR,XGBoost,2.5863418579101562,"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,SARIMAX,1.9063057899475098,"91 32351.554726 +92 44714.835724 +93 47867.803118 +94 46235.168778 +95 52194.706620 +96 39512.480122 +97 38727.394636 +98 37533.867463 +99 38674.348496 +100 30830.486447 +101 30640.376028 +102 35526.398928 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,IPTU,SES,5.0678558349609375,"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,ITBI,SES,1.646693468093872,"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,1.3401505947113037,"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,1.0682783126831055,"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,1.963451623916626,"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,3.420114278793335,"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,2.433681011199951,"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,1.9441595077514648,"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,4.184036731719971,"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,1.8991270065307617,"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,1.2936899662017822,"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 Alto Alegre - RS,IPTU,XGBoost,2.3319737911224365,"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,1.0482699871063232,"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,1.6952424049377441,"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,MLP,1.601935863494873,"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 1253272.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ICMS,HWES,3.6249725818634033,"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,1.5276732444763184,"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,2.358997106552124,"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,4.31862735748291,"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,1.9260241985321045,"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,1.5951626300811768,"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,1.3615310192108154,"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,1.4708659648895264,"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,1.863121509552002,"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,2.2326338291168213,"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,3.1586148738861084,"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,3.0330209732055664,"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,1.9196293354034424,"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,2.2635953426361084,"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,1.9227969646453857,"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,1.361255168914795,"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,1.3396215438842773,"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 Mampituba - RS,IPTU,XGBoost,1.669799566268921,"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,3.981041669845581,"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,IRRF,HWES,1.9857594966888428,"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,1.4713025093078613,"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,1.41969895362854,"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 ITR,XGBoost,3.246446132659912,"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,1.788712739944458,"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,XGBoost,1.3788666725158691,"97 113225.750000 +98 118956.920000 +99 90482.890000 +100 166516.220000 +101 141561.750000 +102 117231.020000 +103 126560.150000 +104 112188.630000 +105 109565.700000 +106 80126.640000 +107 103873.760000 +108 122583.476562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,IRRF,XGBoost,1.4897515773773193,"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,3.2464518547058105,"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,1.3545546531677246,"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,1.2799408435821533,"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,1.3462879657745361,"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,1.830535888671875,"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,3.701226234436035,"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,1.9268419742584229,"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,1.3243908882141113,"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,1.490161418914795,"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,1.3092982769012451,"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 Lagoa Vermelha - RS,IPTU,HWES,1.8621172904968262,"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,2.542360544204712,"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,2.9601986408233643,"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,1.3237459659576416,"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,1.4270095825195312,"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,1.2702479362487793,"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,1.8518917560577393,"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,SARIMAX,2.7000253200531006,"71 33904.892983 +72 27007.459824 +73 20677.500406 +74 22380.145179 +75 22859.965988 +76 18886.446733 +77 19874.705463 +78 22069.577444 +79 20413.657662 +80 28285.102048 +81 30604.189227 +82 29322.727967 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,ISS,XGBoost,1.5832862854003906,"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,1.472825527191162,"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,1.282667875289917,"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,1.450355052947998,"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,1.8718550205230713,"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,5.309129953384399,"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,1.960740089416504,"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,2.0404789447784424,"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,3.5827064514160156,"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,SES,2.693007230758667,"97 1701258.36 +98 2428169.73 +99 2299946.15 +100 2551626.75 +101 2706616.98 +102 6713155.57 +103 3305747.27 +104 2520740.04 +105 2486636.02 +106 3452758.19 +107 2423033.84 +108 2830387.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,IRRF,MLP,1.3477709293365479,"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,1.2208313941955566,"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,1.2733089923858643,"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,1.788966417312622,"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,2.4097135066986084,"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,4.536972761154175,"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,1.9567289352416992,"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,1.5862743854522705,"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,1.948225736618042,"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,2.3531241416931152,"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,2.9316964149475098,"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,Transferencias LC 61_1989,HWES,1.3372104167938232,"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,ISS,XGBoost,1.1129498481750488,"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,2.1048026084899902,"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,1.1908531188964844,"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,1.3466122150421143,"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,1.4227607250213623,"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 ITR,XGBoost,1.6097216606140137,"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,SARIMAX,2.173243284225464,"91 4174.085030 +92 4046.014694 +93 4711.814150 +94 4199.781761 +95 3806.017264 +96 5426.090692 +97 4252.553484 +98 3885.085186 +99 4110.810832 +100 3963.881045 +101 3977.877315 +102 5422.269956 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Viadutos - RS,IPTU,HWES,2.0980606079101562,"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,2.6621575355529785,"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,2.3264191150665283,"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,1.5229105949401855,"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,1.3397808074951172,"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,1.6376011371612549,"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,2.074502468109131,"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 Itaara - RS,IPTU,AR,3.225618362426758,"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,2.2496418952941895,"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,SARIMAX,2.0609147548675537,"91 70249.140129 +92 62848.905817 +93 61005.727826 +94 68061.328562 +95 76008.659872 +96 64193.044631 +97 68336.248141 +98 70499.356907 +99 73470.885873 +100 77080.060589 +101 81944.002437 +102 100179.466891 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Itaara - RS,IRRF,XGBoost,1.5677449703216553,"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,1.4699451923370361,"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,1.2793264389038086,"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,2.700692892074585,"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,1.8771471977233887,"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,4.799530744552612,"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,1.9574050903320312,"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,1.236616611480713,"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,1.78139066696167,"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,3.4577138423919678,"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,2.5971529483795166,"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,1.5930473804473877,"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,1.9517734050750732,"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,1.5164909362792969,"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,1.443061113357544,"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,3.0474987030029297,"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 Carlos Gomes - RS,IPTU,AR,1.9067051410675049,"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,1.6770219802856445,"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,1.5323114395141602,"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,3.0083601474761963,"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,2.436433792114258,"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,1.4050087928771973,"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,2.314115524291992,"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,1.6639924049377441,"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,SARIMAX,2.0600430965423584,"91 2287.193275 +92 2628.347845 +93 3230.796107 +94 2850.297544 +95 3282.337404 +96 2867.700242 +97 2408.894524 +98 2421.510274 +99 2594.298547 +100 2250.497994 +101 2288.369188 +102 2474.560509 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cidreira - RS,IPTU,AR,3.471679210662842,"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,3.531940221786499,"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,1.2159669399261475,"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,1.4547076225280762,"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,MLP,1.555980920791626,"97 2611794.19 +98 1597754.32 +99 1826731.80 +100 2030705.68 +101 1896663.88 +102 2841085.01 +103 1941525.17 +104 1979188.19 +105 1838195.89 +106 2384993.83 +107 3787537.73 +108 2380632.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,Cota-Parte do ICMS,HWES,1.4053709506988525,"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,3.3917717933654785,"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,SARIMAX,3.899007558822632,"80 4711.499971 +81 4605.921214 +82 4374.379818 +83 3836.193977 +84 8088.114954 +85 8583.934063 +86 7885.181183 +87 7031.951819 +88 6240.300916 +89 5480.912454 +90 5206.174264 +91 4858.116914 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,IPTU,XGBoost,1.3996400833129883,"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,SES,1.5132150650024414,"81 45139.050000 +82 52581.570000 +83 53660.860000 +84 55806.800000 +85 50073.480000 +86 59735.530000 +87 63249.680000 +88 50434.650000 +89 67381.950000 +90 57860.260000 +91 72386.650000 +92 72195.320312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,ITBI,MLP,2.1927738189697266,"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,1.415907621383667,"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,1.4590675830841064,"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,1.5624501705169678,"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,2.637505292892456,"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,2.456256866455078,"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,1.605952501296997,"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,1.2555286884307861,"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,1.4319612979888916,"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,IRRF,XGBoost,3.9641096591949463,"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,2.2963967323303223,"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,1.1827316284179688,"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,1.5552091598510742,"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,1.6223421096801758,"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,2.0251049995422363,"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,2.9518487453460693,"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,5.14575982093811,"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,1.3907897472381592,"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,1.383406639099121,"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,4.628122806549072,"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,1.525322675704956,"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,1.909867525100708,"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,2.065894603729248,"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,XGBoost,3.6844539642333984,"65 10000.000000 +66 6293.820000 +67 4800.000000 +68 49687.000000 +69 502.000000 +70 4500.000000 +71 17231.000000 +72 35155.200000 +73 20250.900000 +74 17164.160000 +75 15975.000000 +76 16870.380859 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,IRRF,Prophet,2.9867002964019775,"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,1.3682873249053955,"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,1.1609926223754883,"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,1.7696900367736816,"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,1.623166561126709,"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,1.2978613376617432,"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,1.662595272064209,"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,3.646552562713623,"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,1.275205135345459,"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,4.9159533977508545,"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,1.3669750690460205,"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 ITR,AR,1.5468759536743164,"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,SARIMAX,1.939422607421875,"91 2819.304856 +92 2911.119601 +93 3892.191706 +94 3303.859527 +95 3747.257455 +96 3624.137949 +97 3136.559862 +98 2789.481180 +99 3096.151058 +100 2879.515426 +101 2833.001231 +102 2950.962760 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,ISS,XGBoost,1.4980816841125488,"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,3.3135275840759277,"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,2.983236789703369,"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,1.4035093784332275,"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,1.4883372783660889,"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,2.738232135772705,"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,1.491187572479248,"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,1.975529670715332,"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,5.100818872451782,"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,SARIMAX,2.3333096504211426,"88 678057.239286 +89 720207.024322 +90 707528.102877 +91 725740.442118 +92 742084.877982 +93 770727.926742 +94 694115.274571 +95 774236.415802 +96 691684.787628 +97 716871.438809 +98 685277.516786 +99 708922.964719 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,ITBI,XGBoost,1.4989964962005615,"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,1.4276282787322998,"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,1.4216835498809814,"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,1.2851555347442627,"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 ITR,MLP,2.3464555740356445,"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 Ipiranga do Sul - RS,IPTU,SES,2.0132927894592285,"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,3.9808249473571777,"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,2.3623974323272705,"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,1.1653647422790527,"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,1.4936928749084473,"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,1.4671921730041504,"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,3.8404226303100586,"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,2.623579740524292,"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,1.2831521034240723,"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,2.0566225051879883,"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,1.9035987854003906,"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,3.686155319213867,"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,1.9346446990966797,"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,2.0360212326049805,"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,1.6885225772857666,"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,ISS,XGBoost,1.6780245304107666,"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,SARIMAX,1.7038342952728271,"91 1.187823e+06 +92 1.113980e+06 +93 1.250881e+06 +94 1.113405e+06 +95 1.113802e+06 +96 1.100112e+06 +97 8.765256e+05 +98 1.113027e+06 +99 9.131932e+05 +100 1.178748e+06 +101 1.146450e+06 +102 1.303296e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,IRRF,SES,2.0845675468444824,"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,1.2824079990386963,"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,1.3061959743499756,"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,SARIMAX,5.904187202453613,"90 4.009328e+05 +91 2.807762e+05 +92 2.909384e+05 +93 2.611948e+05 +94 1.307615e+06 +95 1.461558e+06 +96 8.088693e+05 +97 9.213982e+05 +98 1.560106e+06 +99 1.260469e+06 +100 7.862198e+05 +101 6.599589e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ITR,HWES,3.311434030532837,"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,1.8193092346191406,"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,4.644887924194336,"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,1.7573473453521729,"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,2.313467025756836,"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,1.3089430332183838,"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,1.4175450801849365,"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,1.6985809803009033,"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,3.3100180625915527,"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,1.5599594116210938,"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,1.396111249923706,"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,IRRF,AR,2.63637375831604,"92 64269.320000 +93 83015.390000 +94 83212.030000 +95 87953.120000 +96 95159.840000 +97 81279.210000 +98 76006.470000 +99 95249.520000 +100 81987.680000 +101 86256.780000 +102 157175.950000 +103 82683.367188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do FPM,HWES,4.0814080238342285,"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,1.4887521266937256,"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,1.5800409317016602,"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,2.366274833679199,"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,3.3575870990753174,"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,SES,1.764967918395996,"97 189655.600 +98 228574.190 +99 213615.360 +100 283790.130 +101 209982.170 +102 245625.230 +103 228079.750 +104 227688.970 +105 227679.880 +106 209405.410 +107 226195.520 +108 223510.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,IRRF,XGBoost,1.4488461017608643,"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,1.468562364578247,"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,1.6368608474731445,"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,6.4010419845581055,"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,2.2479209899902344,"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 Itacurubi - RS,IPTU,SARIMAX,2.0473275184631348,"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,4.670441150665283,"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,1.5066616535186768,"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,2.506117820739746,"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,1.3922607898712158,"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,1.4821600914001465,"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,1.8911511898040771,"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,1.0959038734436035,"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,5.003884553909302,"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,1.405592679977417,"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,1.1946876049041748,"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,1.3184549808502197,"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,1.3260440826416016,"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,5.338289499282837,"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,2.2116823196411133,"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 Encruzilhada do Sul - RS,IPTU,SARIMAX,1.8624660968780518,"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,1.7047772407531738,"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,4.967921018600464,"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,1.6984612941741943,"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,1.4775235652923584,"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,HWES,1.6724522113800049,"83 1787656.14 +84 2118165.47 +85 2631455.74 +86 3021455.40 +87 2397266.45 +88 2681765.33 +89 2875765.71 +90 2831774.94 +91 3355880.09 +92 2559088.56 +93 4094850.15 +94 4112839.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do ITR,SARIMAX,3.09187650680542,"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,2.965238571166992,"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,2.03965163230896,"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,2.000699996948242,"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,3.867783546447754,"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,2.8936002254486084,"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,1.3000657558441162,"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,1.9161016941070557,"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,2.0639114379882812,"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,4.589553356170654,"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,4.702938556671143,"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,2.7060840129852295,"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,1.3615260124206543,"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,1.1485567092895508,"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,1.822526454925537,"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,SARIMAX,2.8622796535491943,"83 2741.707446 +84 3440.446769 +85 5281.735430 +86 4622.242653 +87 8679.116366 +88 19884.387352 +89 11483.020528 +90 5300.862899 +91 5862.592557 +92 4951.337481 +93 6734.384828 +94 4730.385238 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,ISS,XGBoost,2.2424590587615967,"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,1.9636714458465576,"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,3.3343207836151123,"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,1.683868646621704,"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,1.9518351554870605,"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,1.331305980682373,"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,1.5867013931274414,"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,ITBI,XGBoost,1.1731314659118652,"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,1.3405306339263916,"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,1.465580701828003,"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,1.2739944458007812,"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,6.248016357421875,"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,2.340008497238159,"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,1.3743095397949219,"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,ITBI,XGBoost,1.6278932094573975,"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,1.8789963722229004,"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,1.4671454429626465,"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,1.16636061668396,"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,1.6574065685272217,"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,4.766313552856445,"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,2.2859036922454834,"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,1.3184077739715576,"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,2.0062143802642822,"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,4.006573915481567,"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,2.589329957962036,"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,1.412186861038208,"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,1.7431628704071045,"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,SARIMAX,2.5548834800720215,"91 2672.259421 +92 3127.930854 +93 3840.916098 +94 3385.858153 +95 3944.872302 +96 3273.411265 +97 2759.083116 +98 2790.951353 +99 2966.155451 +100 2470.932017 +101 2643.113397 +102 2824.565997 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,IPTU,HWES,3.918686866760254,"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,1.778059482574463,"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,SARIMAX,2.6087021827697754,"83 37944.723522 +84 44262.539500 +85 39492.969107 +86 54170.109126 +87 40053.893411 +88 44075.672278 +89 42765.145800 +90 48497.206306 +91 45042.290346 +92 52998.433278 +93 97253.020950 +94 43164.671763 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,IRRF,XGBoost,1.7864437103271484,"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,1.3198411464691162,"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,1.5102262496948242,"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,2.081521511077881,"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 Riozinho - RS,IPTU,Prophet,1.9946768283843994,"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,XGBoost,3.8474249839782715,"97 29703.840000 +98 39827.470000 +99 22492.770000 +100 30061.980000 +101 46542.740000 +102 27669.260000 +103 24958.600000 +104 23094.080000 +105 25365.890000 +106 36687.400000 +107 22689.290000 +108 28834.871094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,IRRF,HWES,1.3852920532226562,"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,1.397231101989746,"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,1.3887991905212402,"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 ITR,XGBoost,2.9375290870666504,"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,SARIMAX,6.7688093185424805,"91 3243.669506 +92 3808.362640 +93 4823.015608 +94 4183.178933 +95 4911.923937 +96 4096.854356 +97 3269.841810 +98 2836.560471 +99 3607.021756 +100 3104.067802 +101 3175.711360 +102 3439.536742 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Mormaço - RS,IPTU,SES,1.8124923706054688,"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,ITBI,HWES,2.18683123588562,"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,3.742248773574829,"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,1.665083885192871,"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,1.2319262027740479,"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,2.5711941719055176,"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,1.9984533786773682,"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,3.6947264671325684,"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,1.9167697429656982,"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,2.618638038635254,"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,2.259235382080078,"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,1.2797932624816895,"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,1.332495927810669,"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 ITR,XGBoost,3.7298948764801025,"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,1.9246008396148682,"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,1.6860058307647705,"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,1.372746467590332,"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,1.3856561183929443,"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,4.383717060089111,"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,1.2818915843963623,"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,2.2815935611724854,"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,2.160660743713379,"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,1.39613938331604,"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,1.137624979019165,"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,5.1394593715667725,"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,1.3431682586669922,"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,1.2068638801574707,"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,1.3929898738861084,"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,1.2225258350372314,"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,2.5797324180603027,"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,3.203873872756958,"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,1.802060842514038,"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,1.7837910652160645,"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,2.1129887104034424,"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,1.2726736068725586,"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,1.372187614440918,"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,4.499032974243164,"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 ITR,HWES,1.625908374786377,"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,1.2081334590911865,"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,1.9103786945343018,"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,1.3637492656707764,"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,1.3693301677703857,"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,1.3608551025390625,"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,1.3254013061523438,"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,1.9877679347991943,"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,Transferencias LC 61_1989,SARIMAX,2.094623565673828,"91 4759.809225 +92 5671.413209 +93 7054.762824 +94 6167.869681 +95 7278.538055 +96 5793.252913 +97 4806.267674 +98 4895.285341 +99 5227.350178 +100 4396.832783 +101 4523.013591 +102 4978.426433 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Imigrante - RS,ISS,SES,1.2306134700775146,"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,SARIMAX,2.3235244750976562,"90 6241.429260 +91 13167.164989 +92 7316.280149 +93 10218.704369 +94 8711.645835 +95 6875.051607 +96 8881.043744 +97 13573.350895 +98 11775.523120 +99 13978.096520 +100 13845.396775 +101 9945.576112 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Imigrante - RS,IRRF,AR,4.400224447250366,"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,1.3826196193695068,"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,1.531853437423706,"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,2.055800676345825,"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,1.353430986404419,"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,SARIMAX,2.7857184410095215,"91 7951.918065 +92 9748.824807 +93 11276.486246 +94 10347.040425 +95 11783.030809 +96 9917.884287 +97 9031.104286 +98 9072.241390 +99 9416.963931 +100 7901.269935 +101 8027.907378 +102 8912.118057 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,ITBI,XGBoost,1.2076725959777832,"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,1.6388585567474365,"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,ISS,MLP,1.8282780647277832,"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,1.9984612464904785,"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,1.2004802227020264,"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,1.2929177284240723,"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,2.6933441162109375,"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 Capão da Canoa - RS,IPTU,MLP,2.64532732963562,"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,MLP,1.4680485725402832,"97 1716253.570 +98 1602749.900 +99 1492230.170 +100 1267058.490 +101 1358171.290 +102 1248412.370 +103 794057.810 +104 1829989.280 +105 1159314.020 +106 1609914.480 +107 1715673.170 +108 1724994.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,IRRF,MLP,1.7834205627441406,"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,1.5373573303222656,"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,1.4070301055908203,"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 ITR,MLP,1.964766025543213,"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,1.8345637321472168,"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,2.0109989643096924,"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,1.0690510272979736,"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,4.452286958694458,"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,1.8130662441253662,"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,1.5089964866638184,"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,1.4762706756591797,"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,1.115959644317627,"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,2.3048198223114014,"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,1.3153934478759766,"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,1.3658385276794434,"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,1.311307430267334,"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,1.2605884075164795,"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,1.2709243297576904,"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,1.1682791709899902,"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,4.89622950553894,"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,Transferencias LC 61_1989,SES,1.5525193214416504,"85 160512.590 +86 145113.860 +87 131941.970 +88 101051.510 +89 93797.480 +90 113988.480 +91 79463.340 +92 120198.540 +93 128953.670 +94 89680.950 +95 275985.090 +96 275989.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,IPTU,SARIMAX,1.1865646839141846,"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,1.1691844463348389,"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,3.761122226715088,"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,2.3470916748046875,"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,1.3439288139343262,"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,1.2835135459899902,"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,SARIMAX,2.0583841800689697,"81 23917.564374 +82 22011.555782 +83 238049.588996 +84 203589.273060 +85 108851.336844 +86 134038.769138 +87 210255.779190 +88 148272.850916 +89 75788.392027 +90 64255.859001 +91 52936.553674 +92 42084.313596 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do ITR,XGBoost,1.945481777191162,"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,1.312107801437378,"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,4.906504392623901,"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,SARIMAX,2.072328567504883,"88 38254.559475 +89 39080.628689 +90 38244.851693 +91 38711.322134 +92 40896.683135 +93 37523.020860 +94 38787.537011 +95 37597.047105 +96 51366.713124 +97 49173.161848 +98 49129.219490 +99 50456.318398 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,ITBI,SARIMAX,2.4785079956054688,"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,1.2434146404266357,"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,1.4194087982177734,"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,1.4143991470336914,"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 Santa Rosa - RS,IPTU,HWES,1.8446145057678223,"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,3.374565839767456,"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,1.9256091117858887,"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,1.2233240604400635,"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,1.4502573013305664,"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,1.1778345108032227,"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,1.59019136428833,"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,1.690100908279419,"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,1.104961633682251,"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,4.494372367858887,"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,1.5577869415283203,"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,1.87581205368042,"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,1.2873713970184326,"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,1.2029683589935303,"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,1.2603704929351807,"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 ITR,SARIMAX,3.7031054496765137,"83 1.215383e+06 +84 3.749186e+05 +85 3.701723e+05 +86 3.024751e+05 +87 2.282958e+05 +88 2.221423e+05 +89 2.200061e+05 +90 2.271956e+05 +91 2.374231e+05 +92 2.313516e+05 +93 2.433280e+05 +94 3.010995e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,Transferencias LC 61_1989,SARIMAX,2.3041317462921143,"77 27479.265777 +78 38765.566009 +79 45594.151657 +80 57062.553268 +81 29921.477289 +82 32664.961267 +83 29476.897507 +84 27677.663628 +85 30821.237670 +86 23164.976961 +87 31567.362131 +88 33215.654133 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,IPTU,AR,2.073263168334961,"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,3.529805898666382,"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,2.317220449447632,"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,1.2854914665222168,"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,4.734304428100586,"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,4.487192869186401,"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,2.3248095512390137,"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,1.5088508129119873,"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,1.5307517051696777,"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,IRRF,XGBoost,1.199688196182251,"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,1.2709057331085205,"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,1.3415067195892334,"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,1.4945051670074463,"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,2.1430225372314453,"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,2.9499895572662354,"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,2.4894144535064697,"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,1.890354871749878,"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,1.3061010837554932,"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,1.2434585094451904,"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,1.2765133380889893,"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 ITR,XGBoost,1.4266681671142578,"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 Agudo - RS,ISS,XGBoost,3.5734734535217285,"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,1.494206428527832,"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,1.4846360683441162,"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,1.4254963397979736,"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,1.4706742763519287,"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,2.037722110748291,"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,1.5982892513275146,"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 Jaboticaba - RS,ISS,MLP,2.044889211654663,"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,2.152968406677246,"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,1.3248317241668701,"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,4.431726932525635,"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,Prophet,1.5573265552520752,"93 369119.3500 +94 391386.6100 +95 486229.3300 +96 558293.1200 +97 442957.8300 +98 496084.8600 +99 470812.0800 +100 523823.2200 +101 620748.7300 +102 473459.5400 +103 793023.0400 +104 792041.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do ITR,MLP,1.7217495441436768,"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,1.2712984085083008,"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,1.0864744186401367,"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,4.659297466278076,"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,1.491943597793579,"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,1.1811847686767578,"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,1.2381482124328613,"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,1.2827770709991455,"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,1.1057112216949463,"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,3.2900173664093018,"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,2.0439398288726807,"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,1.8063106536865234,"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,2.0938880443573,"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,1.3686842918395996,"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,1.2965712547302246,"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,SARIMAX,2.091780662536621,"91 38487.296445 +92 31838.466095 +93 33063.381006 +94 33844.471129 +95 197417.787009 +96 149396.204275 +97 67163.303563 +98 104493.697527 +99 172789.014993 +100 185933.746523 +101 50107.503245 +102 55568.808351 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,Cota-Parte do ITR,XGBoost,5.049912691116333,"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,2.105524778366089,"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,1.3094613552093506,"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,1.4097187519073486,"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,1.8751130104064941,"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,4.154505252838135,"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,1.7083103656768799,"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 ITR,MLP,1.9623847007751465,"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 Campos Borges - RS,IPTU,HWES,3.7075085639953613,"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,1.7343401908874512,"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,4.058263301849365,"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,2.5006210803985596,"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,1.3775715827941895,"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,4.656162738800049,"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,1.791431188583374,"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,1.9990260601043701,"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,1.7778549194335938,"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,1.3707945346832275,"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,1.426154613494873,"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,1.249086618423462,"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,1.1570870876312256,"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,5.3145856857299805,"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,1.9673762321472168,"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,2.2399826049804688,"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,IRRF,MLP,4.616026401519775,"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,1.3965802192687988,"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,1.362894058227539,"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,SARIMAX,2.108875274658203,"91 17893.855166 +92 15451.991787 +93 15474.228488 +94 14314.952259 +95 231392.658791 +96 209738.705619 +97 55388.961635 +98 71028.701923 +99 147133.755336 +100 93772.412268 +101 42619.050459 +102 29004.444432 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do ITR,XGBoost,2.192477226257324,"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 Sertão Santana - RS,IPTU,Prophet,4.301960468292236,"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,1.6654343605041504,"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,1.4735476970672607,"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,1.3448340892791748,"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,1.2019057273864746,"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,3.166114568710327,"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,3.7364120483398438,"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,2.781008720397949,"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,2.4307515621185303,"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,1.6802897453308105,"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,1.9453539848327637,"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,1.802042007446289,"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,1.5303823947906494,"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,4.334865093231201,"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,2.5350000858306885,"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,1.4662249088287354,"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 Espumoso - RS,IPTU,AR,2.2911064624786377,"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,ITBI,SES,1.1377103328704834,"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,1.4580445289611816,"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,1.5113089084625244,"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,1.2835416793823242,"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,1.87406587600708,"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,2.0518901348114014,"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,1.4076721668243408,"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,2.1638433933258057,"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,1.4555912017822266,"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,1.5442135334014893,"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,4.130769491195679,"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,1.9982852935791016,"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,1.713759422302246,"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,1.7818083763122559,"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,3.358447313308716,"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,1.7698087692260742,"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,1.6002681255340576,"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,1.469825267791748,"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,1.3099360466003418,"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,2.5630288124084473,"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,5.934567213058472,"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,SARIMAX,3.4841861724853516,"91 9364.242940 +92 10912.674187 +93 13477.060280 +94 11838.549441 +95 13891.033462 +96 11722.274229 +97 9693.255835 +98 10243.627868 +99 10599.334216 +100 8443.859779 +101 9379.700428 +102 10163.880133 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,IPTU,AR,1.4444594383239746,"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,1.5595288276672363,"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,2.0794270038604736,"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,1.9031813144683838,"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,XGBoost,1.4774713516235352,"85 1157809.550 +86 701911.150 +87 832013.250 +88 925531.710 +89 866011.520 +90 742716.200 +91 846869.300 +92 703546.620 +93 742100.160 +94 932684.840 +95 998193.210 +96 939872.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ICMS,XGBoost,4.437809467315674,"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,1.672959566116333,"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,1.3801288604736328,"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,1.6942081451416016,"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,1.8200571537017822,"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,3.6095426082611084,"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,XGBoost,1.8367602825164795,"91 68741.400000 +92 93634.700000 +93 74038.860000 +94 59638.170000 +95 69071.710000 +96 62470.860000 +97 78030.550000 +98 69247.240000 +99 77379.060000 +100 72027.930000 +101 130600.200000 +102 71674.617188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do FPM,HWES,1.4671545028686523,"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,1.2979474067687988,"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,1.7191753387451172,"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,2.3514468669891357,"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 Frederico Westphalen - RS,IPTU,HWES,1.9791500568389893,"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,1.5423858165740967,"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,1.2199206352233887,"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,Prophet,1.4288125038146973,"97 58098.4500 +98 650132.1700 +99 349749.6900 +100 352769.1500 +101 336492.9000 +102 373700.7800 +103 335178.3300 +104 324948.6700 +105 357491.7200 +106 338426.1800 +107 628143.3300 +108 628143.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do FPM,HWES,1.4757676124572754,"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,1.3362832069396973,"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,SARIMAX,5.208952903747559,"91 2.434002e+05 +92 2.073417e+05 +93 1.891264e+05 +94 1.832586e+05 +95 1.855791e+06 +96 1.714302e+06 +97 6.450824e+05 +98 8.010032e+05 +99 1.398041e+06 +100 9.646401e+05 +101 4.749425e+05 +102 3.732193e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do ITR,XGBoost,2.282181978225708,"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,3.86103892326355,"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,4.6016154289245605,"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,SARIMAX,6.2885212898254395,"91 6.457163e+05 +92 8.487018e+05 +93 7.512412e+05 +94 1.045726e+06 +95 1.040335e+06 +96 5.378749e+05 +97 6.263454e+05 +98 6.205683e+05 +99 5.426014e+05 +100 7.438398e+05 +101 6.969693e+05 +102 5.705259e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Alvorada - RS,IRRF,HWES,1.8659124374389648,"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,4.974204063415527,"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,1.2519137859344482,"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,SARIMAX,2.2262842655181885,"91 8.266586e+05 +92 6.823571e+05 +93 6.119613e+05 +94 5.504665e+05 +95 2.543136e+06 +96 2.694703e+06 +97 1.619457e+06 +98 1.987952e+06 +99 3.952228e+06 +100 3.292492e+06 +101 1.806467e+06 +102 1.312420e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Alvorada - RS,Cota-Parte do ITR,XGBoost,1.420964241027832,"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 Barão do Triunfo - RS,ISS,SARIMAX,2.7671058177948,"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,Cota-Parte do FPM,HWES,1.2913036346435547,"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,1.2927215099334717,"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,2.090394973754883,"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,1.4436676502227783,"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,1.1430232524871826,"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,1.2201085090637207,"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,1.2497437000274658,"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,5.237890958786011,"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,2.0749590396881104,"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,1.7733759880065918,"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,1.9165961742401123,"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,2.1269609928131104,"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,3.3325588703155518,"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,2.083721160888672,"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,1.805819034576416,"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,1.341270923614502,"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,1.28468656539917,"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 ITR,XGBoost,1.4302725791931152,"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,SARIMAX,5.519622087478638,"91 2782.323402 +92 2969.150855 +93 3481.427101 +94 3403.249906 +95 5109.659582 +96 4232.000060 +97 2758.314755 +98 2564.444497 +99 2780.019540 +100 2705.060493 +101 2734.565174 +102 3104.198265 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Quaraí - RS,IPTU,MLP,1.1267144680023193,"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,1.4482429027557373,"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,3.170398473739624,"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,1.9636156558990479,"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,2.435886859893799,"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,2.9989280700683594,"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,SES,1.5052976608276367,"63 341780.550 +64 62976.610 +65 788868.980 +66 385759.880 +67 318307.360 +68 160445.280 +69 757319.670 +70 200522.780 +71 62122.870 +72 73952.820 +73 688325.750 +74 691149.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,Transferencias LC 61_1989,HWES,1.1525952816009521,"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,2.113891839981079,"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,1.3066935539245605,"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,4.551273822784424,"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,1.1989848613739014,"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,1.270833969116211,"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,1.1927640438079834,"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,1.065039873123169,"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,2.1475677490234375,"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,ISS,HWES,1.8240008354187012,"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,2.840879440307617,"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,1.2625854015350342,"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,1.32749605178833,"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,SARIMAX,6.489044666290283,"81 600679.706717 +82 547447.807073 +83 712740.507208 +84 521974.821435 +85 549900.542962 +86 608325.813146 +87 507281.597988 +88 541709.495100 +89 556615.153438 +90 640575.640106 +91 568976.374801 +92 588020.801481 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,Cota-Parte do IPVA,XGBoost,1.1877286434173584,"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,1.7567987442016602,"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,1.5362815856933594,"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,2.7518889904022217,"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,2.9614675045013428,"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,3.2906463146209717,"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,1.2954790592193604,"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,1.3178248405456543,"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,1.276763916015625,"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,2.079105854034424,"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,2.1703195571899414,"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,2.947540760040283,"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,4.080428123474121,"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,2.572528600692749,"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,1.2360649108886719,"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,1.2584829330444336,"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,1.4242050647735596,"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,1.3535573482513428,"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,2.3291549682617188,"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,3.295602560043335,"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,2.074532985687256,"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,1.8798601627349854,"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,2.8570077419281006,"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,2.0518362522125244,"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,1.2131175994873047,"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,3.231555223464966,"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,2.5526866912841797,"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,1.6713955402374268,"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,2.021383762359619,"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,SARIMAX,2.1945431232452393,"90 99005.533768 +91 78490.625050 +92 65586.926530 +93 44859.340443 +94 24704.682838 +95 26810.717823 +96 46917.458581 +97 66439.236075 +98 46123.143337 +99 57267.253357 +100 269141.995577 +101 691442.325532 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,ISS,XGBoost,2.9866318702697754,"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,2.072066307067871,"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,1.3747498989105225,"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,1.36794114112854,"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,1.3202788829803467,"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,SARIMAX,5.016047716140747,"70 2478.946038 +71 1787.527924 +72 -419.071013 +73 442.755964 +74 1007.184726 +75 2056.566002 +76 2554.987577 +77 2243.896869 +78 2602.374146 +79 1498.427895 +80 1954.215687 +81 1725.316582 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de General Câmara - RS,IPTU,SARIMAX,1.5593836307525635,"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,1.475642204284668,"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,1.7503600120544434,"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,Cota-Parte do FPM,XGBoost,3.526289701461792,"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,1.9444067478179932,"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,1.2351884841918945,"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 Sertão - RS,IPTU,XGBoost,1.8807597160339355,"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,1.2951371669769287,"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,1.2906358242034912,"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,1.5335772037506104,"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,1.3234069347381592,"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,2.669084072113037,"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,2.7553069591522217,"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,1.321950912475586,"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,1.5794174671173096,"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,1.7766821384429932,"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,2.7184574604034424,"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,1.1938836574554443,"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,4.462533712387085,"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,1.6004221439361572,"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,2.2846686840057373,"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,1.566112756729126,"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,1.5845818519592285,"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,1.4106450080871582,"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,2.1159934997558594,"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,1.929076910018921,"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,3.161752462387085,"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,2.0833535194396973,"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,2.28299880027771,"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,1.6689984798431396,"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,1.9150581359863281,"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,2.002316474914551,"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,5.166446924209595,"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,2.819328546524048,"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,1.395958662033081,"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,1.9732537269592285,"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,1.428537130355835,"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,1.9967467784881592,"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,4.937034845352173,"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,1.7742962837219238,"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,1.3005008697509766,"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,1.3633747100830078,"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,1.2922375202178955,"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 ITR,MLP,5.181356430053711,"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,1.8976788520812988,"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,2.873652696609497,"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,1.9829528331756592,"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,Cota-Parte do FPM,SARIMAX,3.0615108013153076,"91 1.165978e+06 +92 9.706192e+05 +93 1.059262e+06 +94 1.286822e+06 +95 1.765503e+06 +96 1.325212e+06 +97 1.720415e+06 +98 1.170222e+06 +99 1.323355e+06 +100 1.447873e+06 +101 1.368227e+06 +102 1.734198e+06 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ICMS,HWES,1.669297695159912,"97 456722.3800 +98 484274.3100 +99 601626.0300 +100 690792.6900 +101 548084.9100 +102 971492.6200 +103 612705.9800 +104 651541.7600 +105 646987.0900 +106 766749.7100 +107 584626.2800 +108 584626.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do IPVA,SARIMAX,2.2487025260925293,"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,2.4618828296661377,"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,1.8580107688903809,"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,1.2570772171020508,"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,1.5043632984161377,"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,4.846426248550415,"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,1.271831750869751,"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,1.773503065109253,"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,2.187347888946533,"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 Aratiba - RS,IPTU,AR,5.051013708114624,"81 37535.270000 +82 73634.290000 +83 69017.200000 +84 157611.790000 +85 394512.990000 +86 54283.330000 +87 56554.260000 +88 12542.950000 +89 4937.270000 +90 6635.110000 +91 8254.520000 +92 2918.000977 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,ISS,SARIMAX,1.3014459609985352,"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,IRRF,XGBoost,1.5513365268707275,"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,1.4249279499053955,"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,4.412299394607544,"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 ITR,XGBoost,1.9090690612792969,"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 Rio dos Índios - RS,IPTU,SES,1.9456682205200195,"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,ITBI,SES,2.091517686843872,"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,1.8768601417541504,"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,1.5498840808868408,"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,1.295029640197754,"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,4.1782917976379395,"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,2.293675422668457,"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,1.206373929977417,"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,1.1843080520629883,"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,SARIMAX,2.0195305347442627,"81 48187.933452 +82 52370.319446 +83 46435.880870 +84 47790.014909 +85 47018.206160 +86 53803.404865 +87 55134.611120 +88 59374.675166 +89 54273.511905 +90 64283.849808 +91 64472.873525 +92 54528.158465 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Planalto - RS,IRRF,MLP,1.299640417098999,"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,3.4817888736724854,"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,2.1163716316223145,"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,SARIMAX,2.21380615234375,"81 22710.085757 +82 24686.865046 +83 372343.207865 +84 246256.386208 +85 113291.072103 +86 145708.056348 +87 280290.026956 +88 218641.934447 +89 70114.581177 +90 71759.732936 +91 50670.038005 +92 42274.792734 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Planalto - RS,Cota-Parte do ITR,XGBoost,1.7835707664489746,"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,4.707542419433594,"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,1.9666979312896729,"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,1.4791479110717773,"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,3.76224684715271,"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,4.425297498703003,"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,1.7211744785308838,"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,1.2998697757720947,"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,1.8197870254516602,"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,1.55452561378479,"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,1.303164005279541,"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,1.2280387878417969,"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,2.178562641143799,"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,3.5629355907440186,"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,2.0370113849639893,"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,1.3861298561096191,"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,1.5404562950134277,"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,1.3218443393707275,"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,1.7171046733856201,"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,3.9365077018737793,"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,2.1256961822509766,"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,1.9027295112609863,"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,1.4983463287353516,"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,1.562530279159546,"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,2.028202533721924,"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,1.5666868686676025,"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,4.373382568359375,"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,1.8857014179229736,"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,1.499734878540039,"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,1.4679105281829834,"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,ITBI,SARIMAX,2.22969388961792,"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,1.399641513824463,"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,1.3528358936309814,"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,1.2636590003967285,"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 ITR,XGBoost,1.593754768371582,"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,XGBoost,1.9289302825927734,"85 15436.040000 +86 23346.420000 +87 21011.060000 +88 177417.520000 +89 122235.890000 +90 21387.840000 +91 29273.380000 +92 10623.760000 +93 9238.550000 +94 16279.170000 +95 16082.890000 +96 16082.894531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,ISS,SARIMAX,2.6836647987365723,"81 371044.495802 +82 304955.528628 +83 378671.072158 +84 255746.669117 +85 285774.176582 +86 430568.139381 +87 301239.007912 +88 299883.200414 +89 441373.077335 +90 387499.239935 +91 436535.572974 +92 407528.710165 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,ITBI,XGBoost,3.1489579677581787,"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,1.7371785640716553,"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,1.951855182647705,"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,HWES,1.5461876392364502,"85 621471.910 +86 658962.430 +87 818645.440 +88 939976.430 +89 745790.880 +90 836048.400 +91 926428.320 +92 882779.680 +93 1046090.260 +94 798016.590 +95 1342256.080 +96 1346183.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do ITR,XGBoost,1.9528205394744873,"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,1.3691565990447998,"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,1.9173364639282227,"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,2.1174473762512207,"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,1.2816860675811768,"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,1.2831764221191406,"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 Erval Grande - RS,IPTU,SARIMAX,2.8298397064208984,"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,4.365449905395508,"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,1.1484177112579346,"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,1.6430020332336426,"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,2.0729687213897705,"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,1.2484571933746338,"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,SARIMAX,3.4952268600463867,"63 647.505292 +64 859.665831 +65 1105.221993 +66 2602.120678 +67 1138.535435 +68 847.590758 +69 922.193184 +70 1063.673859 +71 1981.928560 +72 4920.626416 +73 1542.023778 +74 3378.701460 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,IPTU,XGBoost,1.800194263458252,"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,1.3300526142120361,"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,1.3952341079711914,"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,4.5488667488098145,"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,1.5782058238983154,"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 Palmares do Sul - RS,IPTU,SARIMAX,2.461965322494507,"81 2.620314e+05 +82 2.074343e+05 +83 2.738225e+05 +84 3.854470e+05 +85 9.346150e+05 +86 1.212669e+06 +87 4.185987e+05 +88 4.280274e+05 +89 4.118130e+05 +90 4.212861e+05 +91 4.141908e+05 +92 3.818330e+05 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,ISS,Prophet,4.263664484024048,"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,Cota-Parte do FPM,HWES,1.4063653945922852,"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,4.602621078491211,"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,1.8874998092651367,"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,1.1474802494049072,"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,1.9897944927215576,"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,1.33266019821167,"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,IRRF,SARIMAX,1.0866336822509766,"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,1.3934612274169922,"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,1.5776121616363525,"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,SARIMAX,5.620919466018677,"69 1572.940871 +70 2579.919141 +71 939.425669 +72 318.027353 +73 388.424325 +74 469.533853 +75 761.393876 +76 444.871935 +77 546.814895 +78 400.669051 +79 494.329237 +80 1209.551255 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,Transferencias LC 61_1989,HWES,1.3293731212615967,"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,2.219756841659546,"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,1.2362685203552246,"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,SARIMAX,1.6332752704620361,"71 65095.659422 +72 102012.396873 +73 67829.274486 +74 69350.899578 +75 72075.718785 +76 93006.475544 +77 83168.592714 +78 87801.001236 +79 86035.162576 +80 75559.417179 +81 84027.731790 +82 96933.193422 +Name: predicted_mean, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,IRRF,XGBoost,1.7595887184143066,"73 182904.33000 +74 188061.97000 +75 194955.50000 +76 178518.88000 +77 183661.84000 +78 192892.39000 +79 177872.75000 +80 176345.14000 +81 183274.35000 +82 191768.04000 +83 348179.99000 +84 200128.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do FPM,MLP,3.197676420211792,"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,2.2777833938598633,"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,4.167953729629517,"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 Chuí - RS,IPTU,SARIMAX,2.4934475421905518,"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,MLP,1.3975749015808105,"73 160448.730000 +74 182228.950000 +75 174964.130000 +76 230718.710000 +77 186528.030000 +78 113902.200000 +79 189156.130000 +80 157897.360000 +81 137232.410000 +82 230324.610000 +83 151751.990000 +84 151608.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,ITBI,SARIMAX,4.483903646469116,"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,1.9819765090942383,"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,1.475529670715332,"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,1.2863600254058838,"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 ITR,XGBoost,2.0601253509521484,"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,3.239684820175171,"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,2.245030164718628,"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,1.739170789718628,"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,1.9284639358520508,"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,1.5721478462219238,"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,4.409481763839722,"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,1.7236692905426025,"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,1.3667786121368408,"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,1.2018682956695557,"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,1.2042372226715088,"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,1.2783129215240479,"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,4.420130014419556,"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,1.768829107284546,"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,1.2395861148834229,"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,1.8079979419708252,"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,2.3411636352539062,"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 Vitória das Missões - RS,IPTU,HWES,3.4150052070617676,"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,3.926577568054199,"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,2.0308661460876465,"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,1.3604824542999268,"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,1.2525808811187744,"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,1.2531485557556152,"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,2.5040223598480225,"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,3.5767524242401123,"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 Cruzaltense - RS,IPTU,MLP,1.5264461040496826,"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,1.949923038482666,"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,1.2642700672149658,"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,1.8206121921539307,"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,1.388120412826538,"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,3.9513041973114014,"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,1.7790226936340332,"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,3.1735236644744873,"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,1.8669753074645996,"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,1.6865098476409912,"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,1.541332721710205,"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,1.5568065643310547,"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,3.612111806869507,"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,2.1036696434020996,"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,1.2937986850738525,"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,1.2578177452087402,"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,1.8307311534881592,"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,1.9951508045196533,"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,2.5434367656707764,"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,2.2281582355499268,"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,2.861630916595459,"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,1.304495096206665,"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,1.2787113189697266,"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,1.1262545585632324,"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,1.3429903984069824,"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,1.7795610427856445,"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,1.4120235443115234,"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,1.380173921585083,"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,1.2994053363800049,"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,4.46599555015564,"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,1.574148178100586,"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,1.6186847686767578,"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,1.311079740524292,"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,2.1227946281433105,"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,2.269348382949829,"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,2.808657169342041,"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,2.190523624420166,"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,1.29966402053833,"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,1.5982942581176758,"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,1.1407244205474854,"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,2.7306768894195557,"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,3.33359432220459,"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,3.0685410499572754,"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,1.4861431121826172,"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,2.9106438159942627,"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,23.13643217086792,"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,1.5854201316833496,"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,1.479968786239624,"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,3.7029662132263184,"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,1.5085339546203613,"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,1.296067237854004,"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,2.2382569313049316,"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"