diff --git "a/last_results_8.csv.csv" "b/last_results_8.csv.csv" new file mode 100644--- /dev/null +++ "b/last_results_8.csv.csv" @@ -0,0 +1,69785 @@ +Instituição,Conta,Modelo,Time (s),Forecasts +Prefeitura Municipal de Santo Ângelo - RS,IPTU,MLP,2.3326597213745117,"108 7.428008e+05 +109 1.941981e+06 +110 6.313991e+06 +111 1.163303e+06 +112 1.240637e+06 +113 1.182204e+06 +114 1.179127e+06 +115 1.174205e+06 +116 1.156861e+06 +117 1.188200e+06 +118 1.269562e+06 +119 2.468239e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,ISS,Prophet,0.9238801002502441,"108 2028595.625 +109 2028595.625 +110 2034714.000 +111 2034900.250 +112 2034426.250 +113 2034531.375 +114 2034531.375 +115 2034531.375 +116 2034531.375 +117 2034531.375 +118 2034531.375 +119 2034531.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,ISS,Linear Regression,0.9238801002502441,"403370 1.707788e+06 +403379 4.444753e+06 +403388 1.550470e+06 +403397 1.647755e+06 +403406 1.621396e+06 +403415 1.946811e+06 +403424 1.773282e+06 +403433 1.858740e+06 +403442 1.744789e+06 +403451 1.979864e+06 +403460 1.714177e+06 +403469 1.857994e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,ITBI,XGBoost,0.6756725311279297,"108 353713.78125 +109 298675.87500 +110 387595.96875 +111 309761.31250 +112 386907.28125 +113 333927.62500 +114 299678.46875 +115 456101.43750 +116 352634.46875 +117 386516.65625 +118 350905.40625 +119 471298.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,ITBI,Linear Regression,0.6756725311279297,"403371 639249.560413 +403380 431594.758174 +403389 579166.154277 +403398 344838.675117 +403407 482296.000941 +403416 742333.737864 +403425 444254.295453 +403434 460413.711691 +403443 633827.285139 +403452 576307.442533 +403461 625409.404564 +403470 475103.736057 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,IRRF,SARIMAX,3.197688579559326,"108 2517171.500 +109 1943564.250 +110 1943564.250 +111 1935645.875 +112 1935622.125 +113 1943564.250 +114 1940802.750 +115 1940802.750 +116 1940802.750 +117 1940802.750 +118 1940802.750 +119 2516549.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do FPM,SARIMAX,2.0434112548828125,"108 6952924.0 +109 8206325.0 +110 5509782.5 +111 5592801.5 +112 6952924.0 +113 6952924.0 +114 8206332.0 +115 5509782.5 +116 5509782.5 +117 4237578.0 +118 6952924.0 +119 8206325.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do ICMS,HWES,0.6339776515960693,"108 5819760.0 +109 4867198.0 +110 5636879.0 +111 5631768.0 +112 6156114.0 +113 6037647.0 +114 5782064.0 +115 6033233.0 +116 6033233.0 +117 6156088.5 +118 5777463.0 +119 6156088.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do IPVA,AR,2.4390501976013184,"108 2.679824e+06 +109 1.402020e+06 +110 1.402018e+06 +111 2.911824e+06 +112 2.916431e+06 +113 1.371928e+06 +114 1.013859e+06 +115 5.212974e+05 +116 3.437824e+05 +117 2.078848e+05 +118 1.996078e+05 +119 2.140608e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do ITR,MLP,1.9217276573181152,"107 24900.724837 +108 28814.557753 +109 26307.399027 +110 30512.191581 +111 32107.326594 +112 31459.348936 +113 35045.388659 +114 34013.948162 +115 106169.203509 +116 420748.143728 +117 38924.537391 +118 37818.249481 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,IPTU,HWES,1.5234241485595703,"108 13912109.00 +109 13060276.00 +110 12364783.00 +111 24448490.00 +112 11747222.00 +113 11747222.00 +114 11747222.00 +115 11747222.00 +116 12365828.00 +117 13661886.00 +118 13661886.00 +119 3754288.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,ISS,SARIMAX,0.9981200695037842,"108 5644656.0 +109 4477249.0 +110 5515100.0 +111 5644656.0 +112 5644656.0 +113 5644656.0 +114 5709983.0 +115 6457449.5 +116 6457449.5 +117 6457449.5 +118 7047350.5 +119 5709983.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,ISS,Linear Regression,0.9981200695037842,"108 1.799809e+06 +109 1.507057e+06 +110 1.597018e+06 +111 1.776960e+06 +112 1.701569e+06 +113 1.811679e+06 +114 2.187120e+06 +115 1.809740e+06 +116 1.756404e+06 +117 1.850995e+06 +118 1.777210e+06 +119 1.863069e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,ITBI,HWES,0.9588901996612549,"108 1914085.375 +109 2292930.500 +110 2176214.250 +111 2091966.750 +112 2211657.500 +113 2248120.750 +114 2134959.750 +115 2208717.000 +116 2313056.000 +117 2153727.750 +118 2208717.000 +119 2249856.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,IRRF,MLP,0.9085593223571777,"108 2.172158e+06 +109 1.994473e+06 +110 2.076586e+06 +111 2.283340e+06 +112 2.332818e+06 +113 2.334290e+06 +114 2.302418e+06 +115 2.370217e+06 +116 2.392034e+06 +117 2.386215e+06 +118 2.406282e+06 +119 3.352571e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do FPM,HWES,0.7304956912994385,"108 7408764.0 +109 11362636.0 +110 6430721.0 +111 6846970.0 +112 7447256.5 +113 7487332.0 +114 7455250.5 +115 6430721.0 +116 6430721.0 +117 5684106.0 +118 7447256.5 +119 11362636.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do ICMS,AR,0.5837051868438721,"108 12859862.0 +109 10817960.0 +110 12206527.0 +111 11512024.0 +112 11495280.0 +113 11606919.0 +114 11535591.0 +115 11716426.0 +116 11697039.0 +117 11961715.0 +118 11243834.0 +119 12739740.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.46453857421875,"108 8.081358e+06 +109 2.141862e+06 +110 2.234284e+06 +111 6.460768e+06 +112 5.461090e+06 +113 1.529552e+06 +114 1.484403e+06 +115 8.466652e+05 +116 5.496976e+05 +117 5.297862e+05 +118 3.128321e+05 +119 8.078871e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do ITR,MLP,1.1407029628753662,"36 9858.934968 +37 11115.232278 +38 13794.963007 +39 12962.539507 +40 13659.467484 +41 32222.280458 +42 17429.524067 +43 48643.591120 +44 176172.674042 +45 247822.958926 +46 39565.559834 +47 35777.764271 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cruz do Sul - RS,Transferencias LC 61_1989,AR,0.5379612445831299,"60 128639.539062 +61 111761.101562 +62 122213.500000 +63 125830.117188 +64 124530.078125 +65 124516.656250 +66 125655.992188 +67 120380.914062 +68 124530.078125 +69 75890.171875 +70 122213.500000 +71 126686.406250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,IPTU,MLP,1.2971384525299072,"92 27944.683623 +93 32931.427991 +94 40909.641571 +95 51380.534963 +96 70035.310812 +97 22429.361770 +98 27802.819514 +99 24624.496520 +100 26002.327578 +101 27852.286718 +102 28805.042603 +103 33223.000955 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,ISS,SARIMAX,0.6734349727630615,"92 38565.535156 +93 36810.632812 +94 38580.203125 +95 35061.691406 +96 38770.953125 +97 32658.320312 +98 35640.957031 +99 36092.800781 +100 34794.207031 +101 34794.207031 +102 33494.054688 +103 32927.675781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,ISS,Linear Regression,0.6734349727630615,"92 10748.971058 +93 9413.781830 +94 10722.500426 +95 11005.283876 +96 12818.447731 +97 12532.377891 +98 10785.302653 +99 14746.018567 +100 11067.235146 +101 10795.269015 +102 11802.722863 +103 13152.017517 +Name: y, dtype: float64" +Prefeitura Municipal de Colorado - RS,ITBI,AR,1.2375786304473877,"92 32189.000000 +93 57582.007812 +94 28692.060547 +95 39394.156250 +96 66782.453125 +97 17082.376953 +98 16535.972656 +99 24506.560547 +100 33110.570312 +101 34082.062500 +102 29957.562500 +103 28692.060547 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,IRRF,Prophet,0.687474250793457,"92 159265.750000 +93 159265.750000 +94 159265.750000 +95 159265.750000 +96 159265.750000 +97 159265.750000 +98 159265.750000 +99 112193.742188 +100 112246.468750 +101 159265.750000 +102 159265.750000 +103 159265.750000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,Cota-Parte do FPM,MLP,0.8676712512969971,"92 1.269736e+06 +93 1.462525e+06 +94 1.165642e+06 +95 1.239328e+06 +96 1.303480e+06 +97 1.267822e+06 +98 1.407872e+06 +99 1.191571e+06 +100 1.208644e+06 +101 1.182620e+06 +102 1.323875e+06 +103 1.666472e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,Cota-Parte do ICMS,MLP,0.5855801105499268,"92 808410.147548 +93 752092.420366 +94 772576.112835 +95 845407.394860 +96 899108.060458 +97 814380.282440 +98 840590.480937 +99 864815.561280 +100 862661.341384 +101 931940.785905 +102 824663.540661 +103 945297.572760 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,Cota-Parte do IPVA,XGBoost,1.2712085247039795,"92 215048.609375 +93 41278.976562 +94 38444.152344 +95 165901.906250 +96 64825.957031 +97 174696.531250 +98 41130.101562 +99 43746.070312 +100 41159.785156 +101 43647.417969 +102 34586.660156 +103 213873.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,Cota-Parte do ITR,XGBoost,1.3557038307189941,"67 949.666199 +68 14280.953125 +69 860.377991 +70 43230.664062 +71 48817.875000 +72 44408.414062 +73 53317.429688 +74 53317.433594 +75 44443.808594 +76 53317.429688 +77 53317.433594 +78 44443.496094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colorado - RS,Transferencias LC 61_1989,SES,1.5846314430236816,"56 6053.670410 +57 8278.385742 +58 8256.516602 +59 9279.502930 +60 8445.379883 +61 9377.490234 +62 6903.019531 +63 8119.933105 +64 8645.799805 +65 6980.644043 +66 8119.763184 +67 6792.948730 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,IPTU,XGBoost,1.9344255924224854,"96 4469.123535 +97 6466.840332 +98 3158.300537 +99 8932.151367 +100 3570.266357 +101 82492.742188 +102 84220.148438 +103 82494.796875 +104 14628.328125 +105 12190.094727 +106 12215.147461 +107 2470.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,IPTU,Linear Regression,1.9344255924224854,"391155 9046.749400 +391162 1001.838155 +391170 3878.325769 +391177 571.320114 +391184 8307.174448 +391192 102567.063539 +391200 94186.018061 +391208 105188.318951 +391216 26883.377707 +391223 14477.117678 +391231 16599.547385 +391239 6611.895182 +Name: y, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,ISS,SES,0.8646936416625977,"108 12785.478516 +109 25982.250000 +110 22254.687500 +111 36318.113281 +112 41471.906250 +113 32206.199219 +114 24317.542969 +115 29522.703125 +116 25134.234375 +117 25629.839844 +118 25874.234375 +119 25082.277344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,ISS,Linear Regression,0.8646936416625977,"391156 71112.294877 +391163 22390.040924 +391171 54408.831655 +391178 15689.578895 +391185 7262.447572 +391193 17600.522269 +391201 21124.724326 +391209 37687.650295 +391217 23454.064584 +391224 27671.199301 +391232 20885.079930 +391240 24918.939539 +Name: y, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,ITBI,SARIMAX,1.5577034950256348,"102 20116.281250 +103 8518.198242 +104 15134.351562 +105 13187.461914 +106 9556.666016 +107 40177.957031 +108 41648.972656 +109 41644.570312 +110 40307.546875 +111 44980.355469 +112 44850.621094 +113 38961.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,IRRF,HWES,1.8500072956085205,"108 64071.042969 +109 68701.539062 +110 79860.320312 +111 78363.476562 +112 63646.523438 +113 78363.476562 +114 78363.476562 +115 68701.539062 +116 68701.539062 +117 63646.523438 +118 64327.027344 +119 79860.320312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do FPM,HWES,0.6293420791625977,"108 1.233266e+06 +109 1.894246e+06 +110 1.052824e+06 +111 1.156402e+06 +112 1.231679e+06 +113 1.316433e+06 +114 1.231679e+06 +115 1.052824e+06 +116 1.052824e+06 +117 9.370219e+05 +118 1.231679e+06 +119 1.894246e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do ICMS,AR,0.6755378246307373,"108 885085.4375 +109 655642.2500 +110 729525.9375 +111 819647.0625 +112 822053.8750 +113 801233.5625 +114 817047.4375 +115 849047.3750 +116 876239.4375 +117 885202.4375 +118 924868.4375 +119 885011.3750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do IPVA,AR,1.1556720733642578,"108 64833.062500 +109 31343.351562 +110 36758.406250 +111 43137.410156 +112 43622.347656 +113 23423.000000 +114 9650.562500 +115 4918.636719 +116 4583.163574 +117 6398.431641 +118 3910.033691 +119 43623.355469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.1556720733642578,"391160 102662.193741 +391168 25983.804805 +391176 35238.137448 +391182 44328.208397 +391190 61906.939011 +391198 17701.638603 +391206 8064.607000 +391214 3861.414000 +391221 3504.845418 +391229 5866.312232 +391237 2480.111426 +391245 68587.514029 +Name: y, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do ITR,XGBoost,1.1472573280334473,"91 658.451355 +92 5649.597168 +93 18.727217 +94 4014.930908 +95 4017.342041 +96 12634.401367 +97 12634.375977 +98 12641.175781 +99 12702.584961 +100 12675.535156 +101 12643.993164 +102 12647.678711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre Rios do Sul - RS,Transferencias LC 61_1989,Prophet,0.8962717056274414,"60 6646.683594 +61 9402.795898 +62 6612.029297 +63 6646.681152 +64 5233.168945 +65 5233.168945 +66 5404.333008 +67 5233.168945 +68 6693.607910 +69 6649.736328 +70 5233.168945 +71 5404.333008 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,IPTU,SARIMAX,3.8809664249420166,"101 -460.921997 +102 826.936584 +103 26783.707031 +104 107082.367188 +105 592.092163 +106 2974.593506 +107 1354.320557 +108 3159.878418 +109 1354.320557 +110 1354.320557 +111 1354.320557 +112 1368.001953 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,IPTU,Linear Regression,3.8809664249420166,"101 2018.018443 +102 1171.397409 +103 12037.253340 +104 47233.383039 +105 3213.772640 +106 2343.930676 +107 1838.912565 +108 2014.595895 +109 1940.301989 +110 1278.033473 +111 1275.208421 +112 1608.735292 +Name: y, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,ISS,XGBoost,1.6816284656524658,"108 12778.483398 +109 12749.031250 +110 13632.090820 +111 12729.062500 +112 10358.939453 +113 12749.031250 +114 10418.325195 +115 10418.325195 +116 10505.262695 +117 13560.908203 +118 12749.031250 +119 13632.090820 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,ITBI,SARIMAX,0.8473236560821533,"101 2547.910645 +102 7249.016602 +103 -30.803185 +104 1460.183350 +105 1120.221436 +106 2887.290283 +107 418.678650 +108 1490.258789 +109 1594.577637 +110 4417.104980 +111 5448.370605 +112 3302.470947 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,ITBI,Linear Regression,0.8473236560821533,"101 2387.250425 +102 2783.033613 +103 1908.165367 +104 2230.295012 +105 2171.935842 +106 2605.210696 +107 2558.386984 +108 2740.420948 +109 2476.889327 +110 2353.266919 +111 2603.528776 +112 2981.171901 +Name: y, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,IRRF,SARIMAX,2.209118604660034,"108 81968.281250 +109 85162.132812 +110 86509.437500 +111 85162.132812 +112 117115.867188 +113 117115.867188 +114 86509.437500 +115 85162.132812 +116 85162.132812 +117 117115.867188 +118 86509.437500 +119 117115.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do FPM,HWES,0.7795209884643555,"108 1.299068e+06 +109 1.894021e+06 +110 1.097953e+06 +111 1.200574e+06 +112 1.300946e+06 +113 1.288842e+06 +114 1.300946e+06 +115 1.097953e+06 +116 1.097953e+06 +117 9.880459e+05 +118 1.300946e+06 +119 1.894021e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do ICMS,HWES,0.795682430267334,"108 405971.90625 +109 444083.71875 +110 393735.59375 +111 433075.78125 +112 431674.46875 +113 419425.68750 +114 430326.56250 +115 427268.40625 +116 430303.09375 +117 430307.96875 +118 426701.59375 +119 430307.96875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do IPVA,AR,1.2420799732208252,"107 79102.195312 +108 31443.773438 +109 89628.234375 +110 73717.898438 +111 89631.289062 +112 32182.597656 +113 18803.634766 +114 8062.130859 +115 8082.458984 +116 8070.010742 +117 6603.559570 +118 58530.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.2420799732208252,"413337 136942.593425 +413346 39504.424284 +413355 66474.868921 +413364 147042.033665 +413373 60378.586493 +413382 23978.004851 +413391 13236.356772 +413400 6790.193577 +413409 6500.684938 +413418 5769.408192 +413427 6550.445236 +413435 79663.814090 +Name: y, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do ITR,XGBoost,1.152404546737671,"88 896.853638 +89 1036.716309 +90 819.045288 +91 810.316162 +92 994.557983 +93 800.129395 +94 711.550781 +95 809.488403 +96 2356.302734 +97 2356.302734 +98 990.336243 +99 1152.129395 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,Transferencias LC 61_1989,Prophet,2.1857845783233643,"96 3515.178467 +97 3275.383301 +98 -1941.705688 +99 -1788.828613 +100 -1935.447388 +101 -1939.968750 +102 -1954.321289 +103 -1965.116455 +104 -1941.177368 +105 -2152.709473 +106 -1941.705688 +107 -2000.302856 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morrinhos do Sul - RS,Transferencias LC 61_1989,Linear Regression,2.1857845783233643,"413339 4029.899593 +413348 209950.745444 +413357 2755.264885 +413366 3259.628947 +413375 3008.231176 +413384 3409.602804 +413393 3516.908669 +413402 -204829.092131 +413411 3123.093494 +413420 6794.882945 +413429 2763.149879 +413437 3640.758185 +Name: y, dtype: float64" +Prefeitura Municipal de Teutônia - RS,IPTU,MLP,1.4528720378875732,"108 4.520565e+05 +109 1.226283e+06 +110 4.645896e+06 +111 4.703755e+05 +112 7.317796e+05 +113 4.458095e+05 +114 7.471006e+05 +115 4.591300e+05 +116 7.563388e+05 +117 4.463958e+05 +118 6.000927e+05 +119 4.552050e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Teutônia - RS,ISS,XGBoost,0.7485167980194092,"108 641375.5000 +109 640911.0000 +110 673224.7500 +111 675126.2500 +112 656986.8750 +113 641111.8125 +114 656986.8750 +115 641111.8125 +116 640911.0000 +117 703942.8125 +118 687387.1875 +119 641111.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Teutônia - RS,ITBI,SARIMAX,0.7007827758789062,"108 140710.187500 +109 156521.281250 +110 129350.921875 +111 122664.453125 +112 158626.515625 +113 152540.000000 +114 173752.203125 +115 190813.796875 +116 140621.046875 +117 164159.750000 +118 154572.015625 +119 147187.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Teutônia - RS,ITBI,Linear Regression,0.7007827758789062,"108 70939.064379 +109 57780.375153 +110 68518.164897 +111 64507.931472 +112 73967.421326 +113 65183.966011 +114 74047.217208 +115 78580.649726 +116 79270.193676 +117 89166.549808 +118 69035.672545 +119 79467.607770 +Name: y, dtype: float64" +Prefeitura Municipal de Teutônia - RS,IRRF,SARIMAX,0.7275259494781494,"108 951169.2500 +109 548076.4375 +110 563144.8750 +111 563144.8750 +112 546496.3125 +113 546496.3125 +114 546496.3125 +115 546496.3125 +116 563144.8750 +117 546496.3125 +118 563144.8750 +119 951169.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Teutônia - RS,Cota-Parte do FPM,AR,0.7589919567108154,"108 3525723.75 +109 5053688.00 +110 2776949.50 +111 3236366.25 +112 3536195.75 +113 3606134.50 +114 3536195.75 +115 2776949.50 +116 2776949.50 +117 2611595.75 +118 3536195.75 +119 5053688.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Teutônia - RS,Cota-Parte do ICMS,HWES,0.5574519634246826,"108 4044439.00 +109 3709160.75 +110 3878793.00 +111 4108966.25 +112 4401146.00 +113 4131537.75 +114 4366775.50 +115 4357834.00 +116 4357834.00 +117 4230160.00 +118 4401146.00 +119 4396984.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Teutônia - RS,Cota-Parte do IPVA,SARIMAX,1.2976574897766113,"108 1.730984e+06 +109 5.416719e+05 +110 5.534718e+05 +111 1.445522e+06 +112 7.199092e+05 +113 3.034951e+05 +114 3.034951e+05 +115 2.118768e+05 +116 9.454378e+04 +117 5.371531e+04 +118 5.446355e+04 +119 1.729455e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Teutônia - RS,Cota-Parte do ITR,XGBoost,1.5719413757324219,"107 233.291519 +108 211.645386 +109 335.261749 +110 197.679596 +111 234.851791 +112 172.233826 +113 188.016220 +114 338.622894 +115 8131.800293 +116 8155.546875 +117 185.470886 +118 185.470886 +Name: Valor, dtype: float64" +Prefeitura Municipal de Teutônia - RS,Cota-Parte do ITR,Linear Regression,1.5719413757324219,"421263 185.186410 +421272 207.324733 +421281 905.894888 +421290 128.505807 +421299 149.730582 +421308 73.449291 +421317 136.240517 +421326 783.093683 +421335 8096.170377 +421344 8680.618036 +421353 271.983658 +421362 266.441464 +Name: y, dtype: float64" +Prefeitura Municipal de Teutônia - RS,Transferencias LC 61_1989,HWES,0.6707780361175537,"108 37452.996094 +109 34340.792969 +110 34224.195312 +111 27511.814453 +112 33726.601562 +113 30731.095703 +114 36708.339844 +115 33727.367188 +116 30908.242188 +117 34458.093750 +118 39231.121094 +119 34740.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,IPTU,SARIMAX,1.3413352966308594,"104 7251.829102 +105 21299.687500 +106 49950.578125 +107 21313.507812 +108 4886.244629 +109 5303.650879 +110 5033.587891 +111 4896.826660 +112 7190.746094 +113 7736.397461 +114 5142.584961 +115 4886.240234 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,ISS,XGBoost,0.9509053230285645,"108 93159.453125 +109 94355.437500 +110 95014.914062 +111 94206.453125 +112 91340.203125 +113 94206.453125 +114 91340.203125 +115 89973.843750 +116 89973.843750 +117 93730.070312 +118 89973.843750 +119 90481.601562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,ITBI,XGBoost,1.8417718410491943,"88 9365.463867 +89 3629.129883 +90 1965.163696 +91 2314.567139 +92 12688.719727 +93 3629.129883 +94 3846.194824 +95 12374.551758 +96 3720.352051 +97 13698.415039 +98 1965.229248 +99 1993.170410 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,ITBI,Linear Regression,1.8417718410491943,"345786 2289.160272 +345795 12945.892514 +345804 1018.216265 +392809 1761.675760 +392818 2548.562987 +392827 12145.016935 +392844 9152.600548 +392853 4559.281516 +392861 7127.513856 +392870 4363.783993 +392895 1066.702754 +392904 1260.648709 +Name: y, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,IRRF,MLP,1.5823817253112793,"108 40719.476611 +109 39743.386063 +110 41650.050534 +111 46768.150520 +112 46253.054295 +113 45683.922203 +114 50340.732697 +115 50548.803033 +116 51792.850538 +117 53550.474817 +118 58155.432482 +119 63760.406274 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do FPM,HWES,0.7540431022644043,"108 1234722.750 +109 1895509.000 +110 1046812.875 +111 1156069.125 +112 1240917.875 +113 1259966.250 +114 1240917.875 +115 1046812.875 +116 1046812.875 +117 942041.500 +118 1240917.875 +119 1895509.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do ICMS,HWES,0.6549868583679199,"108 414547.68750 +109 441587.84375 +110 435505.18750 +111 440045.96875 +112 517296.34375 +113 450892.40625 +114 462886.03125 +115 517300.56250 +116 517300.56250 +117 517300.56250 +118 453100.96875 +119 489238.46875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do IPVA,MLP,1.2935874462127686,"103 67918.834243 +104 30633.753829 +105 38410.577739 +106 45517.996671 +107 42817.468491 +108 26099.529729 +109 24826.607449 +110 28180.390379 +111 29525.094648 +112 65797.444651 +113 32621.711187 +114 71430.297736 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do ITR,XGBoost,1.3504362106323242,"74 40.944206 +75 223.878799 +76 549.395569 +77 41.837627 +78 79.179802 +79 226.251236 +80 1142.409180 +81 3501.894287 +82 3987.679688 +83 4267.105957 +84 3987.641602 +85 4124.675293 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pouso Novo - RS,Transferencias LC 61_1989,SES,1.2631585597991943,"108 3769.659668 +109 2960.736328 +110 3390.654541 +111 3171.152344 +112 2927.958008 +113 3474.474609 +114 3374.459229 +115 2857.940430 +116 2758.837646 +117 2361.174805 +118 3390.656494 +119 3203.056885 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,IPTU,AR,1.272251844406128,"106 29974.400391 +107 28333.507812 +108 50764.089844 +109 109104.593750 +110 28249.982422 +111 31663.896484 +112 31355.748047 +113 46960.175781 +114 31663.896484 +115 35203.718750 +116 30211.851562 +117 46044.542969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,ISS,HWES,1.794832706451416,"108 29915.996094 +109 35735.796875 +110 35243.359375 +111 35075.398438 +112 35234.898438 +113 34306.472656 +114 34945.945312 +115 32949.480469 +116 34946.039062 +117 29485.964844 +118 34945.945312 +119 28878.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,ITBI,SES,1.4143822193145752,"107 19557.394531 +108 15513.649414 +109 8213.194336 +110 8213.194336 +111 8694.361328 +112 10835.648438 +113 5433.702637 +114 11554.518555 +115 11711.432617 +116 13555.916992 +117 8222.022461 +118 7748.043945 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,IRRF,HWES,1.0847022533416748,"108 98490.921875 +109 94584.078125 +110 98490.921875 +111 98490.921875 +112 98490.921875 +113 98490.921875 +114 98490.921875 +115 96775.437500 +116 96775.437500 +117 98490.921875 +118 98490.921875 +119 93281.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do FPM,HWES,0.76613450050354,"108 1.214550e+06 +109 1.893789e+06 +110 1.047820e+06 +111 1.153242e+06 +112 1.206260e+06 +113 1.249378e+06 +114 1.206260e+06 +115 1.047820e+06 +116 1.049922e+06 +117 9.429933e+05 +118 1.206260e+06 +119 1.893789e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do ICMS,HWES,0.6220662593841553,"108 383609.50000 +109 364133.50000 +110 379244.62500 +111 393742.43750 +112 420127.96875 +113 390310.96875 +114 393692.21875 +115 393849.46875 +116 393849.46875 +117 402226.62500 +118 393692.21875 +119 402226.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do IPVA,SES,1.2489609718322754,"105 96927.773438 +106 11557.752930 +107 24090.751953 +108 83018.515625 +109 19603.519531 +110 4093.626953 +111 3984.351318 +112 3984.351318 +113 3427.915771 +114 3624.052490 +115 15003.102539 +116 77342.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do ITR,XGBoost,0.8307127952575684,"72 515.816711 +73 503.709900 +74 497.478607 +75 497.247040 +76 465.558075 +77 445.957520 +78 446.118805 +79 465.442688 +80 1566.914307 +81 3628.922852 +82 469.965179 +83 465.843292 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Ricardo - RS,Transferencias LC 61_1989,SES,1.254201889038086,"83 3206.169189 +84 2791.557129 +85 3070.947510 +86 3653.290039 +87 3437.906982 +88 3482.619629 +89 3454.247070 +90 3441.369629 +91 3394.296387 +92 3591.806641 +93 3074.410156 +94 3182.613525 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,IPTU,SARIMAX,1.248018741607666,"98 29051.681641 +99 34643.277344 +100 484572.000000 +101 193255.671875 +102 191502.984375 +103 594533.000000 +104 196280.546875 +105 196931.921875 +106 193302.453125 +107 196202.937500 +108 485382.281250 +109 193311.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,ISS,XGBoost,0.8166148662567139,"104 165977.968750 +105 166086.593750 +106 173696.890625 +107 173696.890625 +108 173696.890625 +109 173696.890625 +110 173696.890625 +111 173696.890625 +112 173696.890625 +113 173696.890625 +114 173696.890625 +115 173696.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,ITBI,Prophet,0.5923810005187988,"104 35250.449219 +105 38474.207031 +106 44615.304688 +107 48590.066406 +108 38432.542969 +109 42539.261719 +110 36565.078125 +111 47681.933594 +112 35219.515625 +113 35413.945312 +114 39395.375000 +115 64768.316406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,ITBI,Linear Regression,0.5923810005187988,"427019 19973.886123 +427028 54263.853206 +427037 30314.983507 +427046 29388.679684 +427055 49002.202126 +427064 27674.123603 +427073 86993.258316 +427082 35230.195531 +427091 77347.237668 +427100 47302.273428 +427109 26570.865601 +427118 37241.053985 +Name: y, dtype: float64" +Prefeitura Municipal de Ipê - RS,IRRF,XGBoost,0.7011430263519287,"104 56117.781250 +105 95588.007812 +106 95588.007812 +107 95588.007812 +108 58334.167969 +109 95588.007812 +110 59186.070312 +111 95588.007812 +112 58912.289062 +113 59186.070312 +114 59186.070312 +115 157734.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,Cota-Parte do FPM,HWES,0.9781351089477539,"104 1342302.500 +105 1517647.750 +106 1094726.125 +107 1127757.125 +108 1395607.875 +109 1339898.875 +110 1395596.250 +111 1094726.125 +112 1094723.500 +113 960327.625 +114 1395607.875 +115 1893942.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,Cota-Parte do ICMS,SARIMAX,0.6522235870361328,"104 1420817.000 +105 1411907.625 +106 1411373.875 +107 1446986.625 +108 1500948.500 +109 1422278.625 +110 1500416.125 +111 1500416.125 +112 1500416.125 +113 1481151.500 +114 1483490.625 +115 1481151.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,Cota-Parte do IPVA,SARIMAX,2.4741618633270264,"104 283732.375000 +105 67064.335938 +106 114417.046875 +107 266113.250000 +108 117953.906250 +109 63745.910156 +110 28966.208984 +111 29009.205078 +112 29070.576172 +113 29725.277344 +114 25682.537109 +115 248555.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,Cota-Parte do ITR,XGBoost,1.7262578010559082,"100 -425.329224 +101 -1145.816528 +102 -503.229797 +103 -1199.573608 +104 -1144.744385 +105 -848.996765 +106 34469.972656 +107 -462.321503 +108 24265.826172 +109 130901.031250 +110 4548.248535 +111 2103.085205 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipê - RS,Transferencias LC 61_1989,XGBoost,0.9278476238250732,"104 9601.705078 +105 8812.263672 +106 9006.458984 +107 9226.043945 +108 9946.222656 +109 9792.478516 +110 9770.581055 +111 9839.999023 +112 9682.087891 +113 9617.688477 +114 9839.711914 +115 9599.346680 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,IPTU,SARIMAX,1.3719682693481445,"108 44126.468750 +109 178639.531250 +110 45886.898438 +111 51876.011719 +112 31902.207031 +113 46224.445312 +114 51427.410156 +115 51427.410156 +116 51421.031250 +117 53102.191406 +118 51342.097656 +119 31917.955078 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,ISS,XGBoost,1.4414081573486328,"108 22095.621094 +109 67681.093750 +110 64899.914062 +111 65929.414062 +112 21722.437500 +113 60262.359375 +114 21722.437500 +115 21722.437500 +116 21722.437500 +117 21722.437500 +118 66530.843750 +119 60262.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,ITBI,Prophet,1.6363246440887451,"107 104135.304688 +108 101181.257812 +109 104622.171875 +110 98734.460938 +111 98912.523438 +112 104712.812500 +113 103669.398438 +114 103781.234375 +115 98734.460938 +116 104333.070312 +117 100227.437500 +118 98912.523438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,IRRF,SARIMAX,0.6824588775634766,"108 79162.50000 +109 128004.68750 +110 128004.68750 +111 128004.68750 +112 75738.71875 +113 75736.93750 +114 75738.71875 +115 75738.71875 +116 128004.68750 +117 75738.71875 +118 75736.93750 +119 128004.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,Cota-Parte do FPM,MLP,1.0001566410064697,"108 1.251562e+06 +109 1.440270e+06 +110 1.147882e+06 +111 1.219690e+06 +112 1.282042e+06 +113 1.246289e+06 +114 1.384054e+06 +115 1.169754e+06 +116 1.185827e+06 +117 1.159541e+06 +118 1.297535e+06 +119 1.633080e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,Cota-Parte do ICMS,HWES,0.5957493782043457,"108 776984.0000 +109 753402.1250 +110 764476.0625 +111 795878.5625 +112 795989.1250 +113 767691.5625 +114 795878.5625 +115 795973.1875 +116 795973.1250 +117 796012.5625 +118 759446.7500 +119 796012.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,Cota-Parte do IPVA,HWES,1.2040960788726807,"108 90947.562500 +109 60912.707031 +110 132035.796875 +111 96547.320312 +112 60217.085938 +113 19727.361328 +114 20071.130859 +115 5267.704590 +116 19953.271484 +117 6668.593750 +118 10194.229492 +119 89266.898438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mata - RS,Cota-Parte do ITR,MLP,1.8211555480957031,"99 3208.441963 +100 3582.484068 +101 4234.587310 +102 4731.298857 +103 5531.244754 +104 6446.137785 +105 7339.321457 +106 8537.531091 +107 13070.787231 +108 21946.630503 +109 10061.020788 +110 11530.911477 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pelotas - RS,IPTU,XGBoost,1.4262609481811523,"108 15243699.0 +109 14971901.0 +110 15271020.0 +111 15342987.0 +112 15271020.0 +113 14971901.0 +114 14978248.0 +115 14978934.0 +116 14971901.0 +117 14995344.0 +118 15271020.0 +119 53568396.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pelotas - RS,ISS,MLP,0.5928020477294922,"108 1.036172e+07 +109 9.597446e+06 +110 9.463834e+06 +111 9.834570e+06 +112 9.869562e+06 +113 1.033459e+07 +114 9.983841e+06 +115 1.022801e+07 +116 1.037445e+07 +117 1.048691e+07 +118 1.085502e+07 +119 1.119777e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pelotas - RS,ITBI,XGBoost,2.463662624359131,"108 2051795.250 +109 2002197.125 +110 2639759.500 +111 2034714.375 +112 2341939.000 +113 2639759.500 +114 2639759.500 +115 2639759.500 +116 2639759.500 +117 2639759.500 +118 2558363.500 +119 2639759.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pelotas - RS,IRRF,MLP,1.1879618167877197,"108 5.084342e+06 +109 4.931122e+06 +110 5.160447e+06 +111 5.197451e+06 +112 5.265381e+06 +113 5.365622e+06 +114 5.721199e+06 +115 5.612964e+06 +116 5.870856e+06 +117 6.100769e+06 +118 6.221077e+06 +119 9.530827e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pelotas - RS,Cota-Parte do FPM,HWES,0.8073272705078125,"108 12609580.0 +109 16457506.0 +110 9586474.0 +111 10111824.0 +112 12609580.0 +113 11178767.0 +114 12609580.0 +115 9587965.0 +116 9587926.0 +117 9586474.0 +118 12609580.0 +119 16457506.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pelotas - RS,Cota-Parte do ICMS,AR,0.847970724105835,"108 10598533.0 +109 10503867.0 +110 10214540.0 +111 10253740.0 +112 11730505.0 +113 9786583.0 +114 10259968.0 +115 9646014.0 +116 9983585.0 +117 10265719.0 +118 11410759.0 +119 10265719.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pelotas - RS,Cota-Parte do ICMS,Linear Regression,0.847970724105835,"418938 1.125705e+07 +418947 9.214838e+06 +418956 9.770726e+06 +418965 1.213842e+07 +418974 1.393744e+07 +418983 1.105817e+07 +418992 1.187254e+07 +419001 1.264765e+07 +419010 1.254646e+07 +419019 1.488980e+07 +419028 1.126880e+07 +419037 1.532449e+07 +Name: y, dtype: float64" +Prefeitura Municipal de Pelotas - RS,Cota-Parte do IPVA,AR,1.0817973613739014,"108 1.171532e+07 +109 5.539476e+06 +110 6.008053e+06 +111 1.030389e+07 +112 9.816167e+06 +113 4.665391e+06 +114 4.347593e+06 +115 2.277765e+06 +116 1.791692e+06 +117 1.665503e+06 +118 9.662963e+05 +119 1.165460e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pelotas - RS,Cota-Parte do ITR,AR,1.1891441345214844,"84 51136.457031 +85 41653.433594 +86 49444.210938 +87 47248.734375 +88 99145.632812 +89 109212.812500 +90 99145.632812 +91 94320.218750 +92 109212.750000 +93 836373.750000 +94 79112.718750 +95 106820.726562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,IPTU,MLP,1.4102680683135986,"100 105610.130707 +101 123165.540268 +102 251180.570352 +103 633705.388267 +104 108622.363564 +105 170014.062972 +106 168908.742423 +107 147108.969059 +108 150795.472880 +109 155762.304227 +110 156776.967854 +111 173564.367348 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,ISS,MLP,1.797116994857788,"104 285693.674013 +105 265717.271468 +106 304732.165068 +107 280424.700097 +108 331387.372241 +109 275680.734759 +110 295239.525445 +111 319259.151214 +112 273485.866367 +113 352169.389357 +114 281350.484680 +115 309538.433151 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,ISS,Linear Regression,1.797116994857788,"428909 236415.504727 +428918 178077.378809 +428927 286914.038215 +428936 218234.471165 +428945 363158.709403 +428954 207451.588551 +428963 261601.417253 +428972 330907.651372 +428981 202425.323998 +428990 426500.515228 +428999 230141.547826 +429008 310231.451785 +Name: y, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,ITBI,SARIMAX,1.4420955181121826,"104 156468.046875 +105 70518.328125 +106 102577.093750 +107 64120.210938 +108 56580.128906 +109 56580.128906 +110 102577.132812 +111 56580.128906 +112 102577.132812 +113 102577.132812 +114 93896.750000 +115 108503.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,ITBI,Linear Regression,1.4420955181121826,"104 32311.443726 +105 28551.109834 +106 40589.230938 +107 29613.385301 +108 25210.878915 +109 31505.076281 +110 34669.998307 +111 29949.014867 +112 31284.092269 +113 94276.303377 +114 27959.972216 +115 23837.457012 +Name: y, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,IRRF,XGBoost,0.6877529621124268,"104 177160.828125 +105 328266.062500 +106 328266.062500 +107 328266.062500 +108 186793.796875 +109 328266.062500 +110 189101.187500 +111 177160.828125 +112 189101.187500 +113 328266.062500 +114 328266.062500 +115 328266.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do FPM,MLP,0.6834170818328857,"104 1.807305e+06 +105 1.949882e+06 +106 1.540095e+06 +107 1.641171e+06 +108 1.729229e+06 +109 1.679628e+06 +110 1.753576e+06 +111 1.578144e+06 +112 1.601188e+06 +113 1.564749e+06 +114 1.759146e+06 +115 2.231792e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do ICMS,SES,0.7985048294067383,"104 1981417.125 +105 1993364.250 +106 1941185.875 +107 1921812.000 +108 1981265.000 +109 1873238.125 +110 1922165.625 +111 1921812.000 +112 1921812.000 +113 1985565.000 +114 1931485.000 +115 1985752.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do IPVA,MLP,1.1235888004302979,"104 9.954077e+05 +105 2.746882e+05 +106 3.666761e+05 +107 4.887947e+05 +108 3.672738e+05 +109 1.883459e+05 +110 1.757846e+05 +111 1.400983e+05 +112 1.491107e+05 +113 1.381832e+05 +114 1.261458e+05 +115 1.082284e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do ITR,XGBoost,3.3503284454345703,"103 682.599060 +104 -103.942093 +105 502.404846 +106 1817.105835 +107 1817.105835 +108 1197.019043 +109 1817.105835 +110 1643.647461 +111 1687.558960 +112 2228.480225 +113 389.124054 +114 331.334351 +Name: Valor, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do ITR,Linear Regression,3.3503284454345703,"428915 1744.266775 +428924 70.837930 +428933 2900.129793 +428942 1787.130142 +428951 1893.928862 +428960 293.250270 +428969 1992.695822 +428978 3859.751985 +428987 12155.065695 +428996 16089.407406 +429005 1077.767365 +429014 503.751566 +Name: y, dtype: float64" +Prefeitura Municipal de Antônio Prado - RS,Transferencias LC 61_1989,XGBoost,0.7082819938659668,"104 15362.039062 +105 13783.289062 +106 16818.462891 +107 19435.017578 +108 17095.884766 +109 16629.900391 +110 18200.617188 +111 17286.166016 +112 16936.291016 +113 19034.279297 +114 16831.542969 +115 17650.474609 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,IPTU,XGBoost,0.8799090385437012,"96 10623.836914 +97 113406.234375 +98 59978.375000 +99 60906.574219 +100 37470.562500 +101 595.019104 +102 5005.000000 +103 5002.089355 +104 -5048.234863 +105 -4465.741699 +106 -3115.591309 +107 -3027.545410 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,IPTU,Linear Regression,0.8799090385437012,"390833 6136.338567 +390842 2072.498377 +390851 179704.324303 +390860 408714.744864 +390869 67587.792948 +390878 48899.524434 +390887 34049.484641 +390896 33363.015463 +390905 9394.213958 +390914 4976.709843 +390923 5853.963067 +390932 12558.475369 +Name: y, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,ISS,XGBoost,0.7337844371795654,"108 148511.984375 +109 152264.968750 +110 152008.750000 +111 152008.750000 +112 152008.750000 +113 152008.750000 +114 150691.828125 +115 152264.968750 +116 152008.750000 +117 152008.750000 +118 150691.828125 +119 152008.750000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,ITBI,MLP,0.8179638385772705,"108 46579.617477 +109 49014.862563 +110 59130.407060 +111 55009.776951 +112 49966.208113 +113 51949.605031 +114 57660.507681 +115 59650.536231 +116 46884.905767 +117 60034.851208 +118 51488.329597 +119 46307.533695 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,IRRF,XGBoost,0.5986769199371338,"108 96837.320312 +109 96887.000000 +110 95809.171875 +111 95521.046875 +112 95541.742188 +113 95472.140625 +114 95472.140625 +115 96594.132812 +116 96594.132812 +117 96594.132812 +118 98637.062500 +119 191486.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,IRRF,Linear Regression,0.5986769199371338,"390836 82150.934650 +390845 95586.185323 +390854 97961.002053 +390863 93149.792053 +390872 88616.232076 +390881 92700.037137 +390890 91401.886732 +390899 90285.346093 +390908 89534.238802 +390917 91760.806848 +390926 93765.916455 +390935 163084.501776 +Name: y, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do FPM,HWES,0.8820738792419434,"108 1.240996e+06 +109 1.894087e+06 +110 1.060480e+06 +111 1.141711e+06 +112 1.241331e+06 +113 1.270332e+06 +114 1.241331e+06 +115 1.060480e+06 +116 1.060480e+06 +117 9.418158e+05 +118 1.241331e+06 +119 1.894087e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do ICMS,HWES,0.7899096012115479,"108 9.444242e+05 +109 9.384174e+05 +110 9.559521e+05 +111 1.114238e+06 +112 1.031980e+06 +113 9.518889e+05 +114 1.133928e+06 +115 1.133928e+06 +116 1.133928e+06 +117 1.053304e+06 +118 9.986982e+05 +119 1.033729e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do IPVA,AR,1.0754313468933105,"108 360972.812500 +109 356904.437500 +110 355147.187500 +111 286668.906250 +112 269020.250000 +113 166977.296875 +114 139569.812500 +115 91578.718750 +116 69990.062500 +117 51345.035156 +118 30064.876953 +119 289541.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do ITR,XGBoost,2.671226978302002,"104 7876.312500 +105 7936.740723 +106 8326.493164 +107 5832.897461 +108 8334.050781 +109 7664.535645 +110 7869.205078 +111 7508.223633 +112 80351.609375 +113 93353.718750 +114 6302.817871 +115 6302.817871 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiraiaras - RS,Transferencias LC 61_1989,HWES,0.9008903503417969,"108 8815.666992 +109 9890.416992 +110 9210.630859 +111 8537.371094 +112 8758.675781 +113 8588.271484 +114 10830.762695 +115 9389.169922 +116 9660.617188 +117 8271.511719 +118 8339.467773 +119 7724.721680 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,IPTU,AR,1.5696666240692139,"107 41300.011719 +108 41287.570312 +109 115110.312500 +110 37756.937500 +111 34444.558594 +112 3651.326904 +113 33890.964844 +114 1003.388794 +115 1622.232910 +116 7826.559570 +117 7871.047852 +118 33890.964844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,ISS,XGBoost,1.8149855136871338,"108 42625.570312 +109 38446.511719 +110 35024.625000 +111 34837.589844 +112 34925.617188 +113 35024.625000 +114 42625.570312 +115 35024.625000 +116 35024.625000 +117 35024.625000 +118 35024.625000 +119 35024.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,ITBI,XGBoost,0.9153094291687012,"106 2306.513184 +107 6454.531738 +108 2020.535034 +109 3655.489014 +110 2656.406738 +111 6723.759766 +112 2923.851318 +113 2385.859619 +114 2346.035156 +115 980.048645 +116 1407.402832 +117 -46.106339 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,ITBI,Linear Regression,0.9153094291687012,"356523 10938.857779 +404003 6869.605235 +404011 5379.011343 +404019 19633.756343 +404028 28801.142050 +404037 9216.349103 +404045 17029.221160 +404053 19050.103533 +404061 37512.502030 +404078 10596.138062 +404087 7936.110230 +404096 2645.370077 +Name: y, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,IRRF,SARIMAX,1.0038750171661377,"108 80552.367188 +109 71936.132812 +110 72373.929688 +111 72373.929688 +112 71813.203125 +113 80552.367188 +114 72373.929688 +115 72204.687500 +116 80552.367188 +117 72081.562500 +118 80552.367188 +119 80552.367188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do FPM,MLP,0.9410140514373779,"108 1.258814e+06 +109 1.450602e+06 +110 1.154225e+06 +111 1.227286e+06 +112 1.290814e+06 +113 1.254822e+06 +114 1.394937e+06 +115 1.177816e+06 +116 1.194363e+06 +117 1.167931e+06 +118 1.308234e+06 +119 1.649184e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do ICMS,HWES,0.8707716464996338,"108 901952.6250 +109 827961.1250 +110 850535.5000 +111 924063.4375 +112 930905.0625 +113 901952.6250 +114 924063.4375 +115 924063.4375 +116 924063.4375 +117 930905.0625 +118 901952.6250 +119 930905.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do IPVA,AR,1.3404877185821533,"108 144726.781250 +109 36875.738281 +110 126735.078125 +111 137378.890625 +112 81799.929688 +113 31188.435547 +114 31188.435547 +115 57400.050781 +116 10031.525391 +117 7617.073242 +118 7617.073242 +119 151774.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do ITR,AR,0.9586822986602783,"58 -2.323326 +59 2328.651367 +60 2022.775024 +61 36.271980 +62 59.551033 +63 80.611443 +64 33.377312 +65 59.551033 +66 2328.651367 +67 2328.651367 +68 86.041817 +69 86.041817 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquaruçu do Sul - RS,Transferencias LC 61_1989,SARIMAX,0.7168869972229004,"54 10603.145508 +55 7165.049316 +56 7704.756348 +57 10607.671875 +58 7636.129395 +59 10607.671875 +60 10607.671875 +61 7643.430664 +62 10607.671875 +63 10603.145508 +64 7704.756348 +65 10607.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,IPTU,XGBoost,1.632023811340332,"101 4417.795410 +102 4638.050293 +103 4485.111816 +104 4448.086426 +105 5658.188965 +106 5620.040039 +107 8443.000000 +108 3010.841797 +109 1741.375000 +110 2502.114746 +111 2925.414062 +112 26159.939453 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,IPTU,Linear Regression,1.632023811340332,"363686 14700.630216 +363695 1082.847819 +363704 11776.916377 +421175 7383.665474 +421184 268749.889877 +421193 107375.738320 +421202 26796.603025 +421211 18679.705048 +421220 1940.351214 +421229 2275.338592 +421238 6400.378936 +421247 4228.035101 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,ISS,XGBoost,1.3956713676452637,"108 26243.222656 +109 26248.228516 +110 31475.550781 +111 31512.515625 +112 27994.744141 +113 28533.753906 +114 31512.515625 +115 28621.150391 +116 31512.515625 +117 28533.753906 +118 28533.078125 +119 31512.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,ITBI,SARIMAX,1.8368785381317139,"108 29976.568359 +109 29994.974609 +110 29928.982422 +111 30463.675781 +112 29995.242188 +113 30018.394531 +114 30501.673828 +115 30562.677734 +116 29976.568359 +117 29995.242188 +118 30562.677734 +119 28662.972656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,IRRF,XGBoost,1.8497583866119385,"108 79527.906250 +109 79527.906250 +110 79056.000000 +111 181254.140625 +112 79056.000000 +113 79527.906250 +114 79056.000000 +115 79527.906250 +116 79056.000000 +117 79056.000000 +118 79527.906250 +119 181533.921875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do FPM,MLP,0.821526288986206,"108 1.256798e+06 +109 1.447851e+06 +110 1.152397e+06 +111 1.225128e+06 +112 1.288351e+06 +113 1.252388e+06 +114 1.390962e+06 +115 1.175481e+06 +116 1.191871e+06 +117 1.165424e+06 +118 1.305138e+06 +119 1.644803e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do ICMS,HWES,0.5632681846618652,"108 1173596.375 +109 1127862.750 +110 1141952.875 +111 1162275.750 +112 1229030.875 +113 1173475.375 +114 1162275.750 +115 1191266.750 +116 1191266.750 +117 1162275.750 +118 1229030.875 +119 1229030.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do IPVA,AR,1.219658613204956,"108 163134.125000 +109 31343.751953 +110 33602.839844 +111 100700.312500 +112 32911.519531 +113 27591.753906 +114 16097.211914 +115 31392.843750 +116 7443.722168 +117 10952.217773 +118 6302.938477 +119 163906.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do IPVA,Linear Regression,1.219658613204956,"421156 274257.838301 +421164 30215.507369 +421172 58736.294341 +421181 71058.573650 +421190 56508.815284 +421199 21604.993747 +421208 13754.869540 +421217 30935.092159 +421226 3454.032299 +421235 3288.557425 +421244 4345.829470 +421253 172005.859192 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do ITR,XGBoost,1.8412129878997803,"104 112.041756 +105 105.746895 +106 126.952110 +107 105.746895 +108 126.952110 +109 129.059052 +110 105.746895 +111 388.338379 +112 85.203285 +113 70.343987 +114 98.757027 +115 -31.286913 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do ITR,Linear Regression,1.8412129878997803,"421157 77.788117 +421165 92.849641 +421173 44.874508 +421182 96.297912 +421191 40.853090 +421200 33.110922 +421209 95.048266 +421218 362.510104 +421227 4712.293099 +421236 3896.574897 +421245 140.401962 +421254 96.166371 +Name: y, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,IPTU,SARIMAX,1.294477939605713,"101 7430.174316 +102 4932.417480 +103 14417.205078 +104 2428.730957 +105 3944.557129 +106 3934.835938 +107 3774.983154 +108 3939.799072 +109 4788.724121 +110 5212.129395 +111 5945.708008 +112 5905.429688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,IPTU,Linear Regression,1.294477939605713,"101 982.788702 +102 1114.062949 +103 17544.388472 +104 6280.730018 +105 1918.447708 +106 1581.242020 +107 1837.108082 +108 1583.639351 +109 2395.272570 +110 870.605679 +111 735.806484 +112 2774.707174 +Name: y, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,ISS,XGBoost,1.175405502319336,"108 18031.896484 +109 18199.527344 +110 17903.900391 +111 17271.949219 +112 17291.287109 +113 17542.513672 +114 17291.236328 +115 17310.146484 +116 17291.208984 +117 17291.208984 +118 17504.720703 +119 17291.236328 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,ISS,Linear Regression,1.175405502319336,"419042 12276.868838 +419051 23484.548505 +419059 21510.808479 +419068 17260.163904 +419076 14397.474268 +419085 21743.567601 +419094 15654.008689 +419102 12348.116844 +419111 13342.235877 +419120 14206.037599 +419128 11878.107594 +419137 15647.276525 +Name: y, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,ITBI,HWES,1.2728655338287354,"89 10104.586914 +90 3467.669922 +91 3536.807861 +92 3643.050537 +93 5854.562500 +94 15724.387695 +95 15658.032227 +96 15576.371094 +97 15636.986328 +98 15631.606445 +99 14972.725586 +100 15046.442383 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,IRRF,XGBoost,0.8558180332183838,"107 66025.046875 +108 66640.445312 +109 66640.445312 +110 66025.046875 +111 65752.953125 +112 66640.445312 +113 65752.953125 +114 66025.046875 +115 66025.046875 +116 66025.046875 +117 66025.046875 +118 66640.445312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do FPM,HWES,0.8761227130889893,"108 1.188536e+06 +109 1.747048e+06 +110 9.076562e+05 +111 1.131243e+06 +112 1.198300e+06 +113 1.152145e+06 +114 1.239324e+06 +115 1.004126e+06 +116 8.606202e+05 +117 8.538738e+05 +118 1.190070e+06 +119 1.779657e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do FPM,Linear Regression,0.8761227130889893,"419045 1.181450e+06 +419054 1.576902e+06 +419062 9.646630e+05 +419071 1.103008e+06 +419079 1.226082e+06 +419088 1.145133e+06 +419097 1.437506e+06 +419105 9.692111e+05 +419114 8.504865e+05 +419123 9.248604e+05 +419131 1.199973e+06 +419139 1.791419e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do ICMS,SES,0.5847485065460205,"108 550296.12500 +109 507845.65625 +110 511942.90625 +111 546217.62500 +112 541208.68750 +113 546717.06250 +114 539197.31250 +115 541208.68750 +116 541208.68750 +117 541208.68750 +118 553054.81250 +119 553405.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do IPVA,SES,1.2191112041473389,"101 11394.216797 +102 12416.318359 +103 4214.078613 +104 2803.384277 +105 2680.120361 +106 2803.763428 +107 2720.144775 +108 -5953.111816 +109 -4240.934570 +110 -5087.539551 +111 -6067.779785 +112 -5510.002930 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do IPVA,Linear Regression,1.2191112041473389,"357917 60292.010298 +419047 47320.521561 +419056 9994.819047 +419064 9931.321665 +419073 19136.034655 +419081 10129.337199 +419090 10552.602927 +419099 2673.234791 +419107 131.341611 +419116 3562.407130 +419125 1795.080034 +419133 579.116860 +Name: y, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do ITR,AR,1.8139746189117432,"67 -58.786396 +68 138.624710 +69 8.175058 +70 -194.886276 +71 -158.747421 +72 -147.414719 +73 -222.671829 +74 -147.554810 +75 -159.626389 +76 -168.493759 +77 -237.718643 +78 -158.346481 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do ITR,Linear Regression,1.8139746189117432,"357893 319.697296 +357901 383.447784 +357910 8.656119 +419048 4.937645 +419065 20.988041 +419082 49.138715 +419091 -9.826524 +419108 14.172871 +419117 325.738292 +419126 485.071840 +419134 7.162634 +419141 17.647510 +Name: y, dtype: float64" +Prefeitura Municipal de Canudos do Vale - RS,Transferencias LC 61_1989,XGBoost,1.968923807144165,"108 4601.677246 +109 4486.958984 +110 4049.782471 +111 4261.067871 +112 4300.959473 +113 4384.802734 +114 4388.818359 +115 4280.544434 +116 4748.602539 +117 5243.563477 +118 4460.003418 +119 4523.901367 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,IPTU,XGBoost,0.6865534782409668,"97 20456.701172 +98 20399.242188 +99 27030.044922 +100 323614.062500 +101 60334.160156 +102 41987.085938 +103 20714.052734 +104 34531.003906 +105 20138.232422 +106 21409.845703 +107 18470.773438 +108 228861.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,ISS,Prophet,0.76251220703125,"100 53879.226562 +101 53879.226562 +102 53879.226562 +103 53815.726562 +104 53815.726562 +105 53879.226562 +106 53879.226562 +107 53213.843750 +108 53879.226562 +109 53879.226562 +110 53815.726562 +111 53815.726562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,ITBI,SARIMAX,1.303138017654419,"99 101080.296875 +100 104076.156250 +101 106171.804688 +102 135459.359375 +103 43508.636719 +104 41208.812500 +105 246956.171875 +106 41517.496094 +107 57793.062500 +108 52732.832031 +109 242134.781250 +110 239497.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,IRRF,Prophet,1.0521843433380127,"100 99007.929688 +101 99007.929688 +102 102444.585938 +103 99010.007812 +104 99121.867188 +105 99007.929688 +106 99010.007812 +107 99007.929688 +108 99121.867188 +109 99010.007812 +110 99007.929688 +111 100810.765625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,Cota-Parte do FPM,MLP,0.6932582855224609,"100 1.261949e+06 +101 1.453463e+06 +102 1.157790e+06 +103 1.230843e+06 +104 1.294378e+06 +105 1.258593e+06 +106 1.402202e+06 +107 1.181876e+06 +108 1.198549e+06 +109 1.172336e+06 +110 1.312527e+06 +111 1.652941e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,Cota-Parte do ICMS,MLP,0.9583930969238281,"100 9.384873e+05 +101 8.678884e+05 +102 8.925970e+05 +103 9.795097e+05 +104 1.043708e+06 +105 9.434733e+05 +106 9.750486e+05 +107 1.004282e+06 +108 1.002195e+06 +109 1.084982e+06 +110 9.580425e+05 +111 1.101870e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,Cota-Parte do IPVA,SARIMAX,0.9171888828277588,"100 190447.765625 +101 96269.117188 +102 96269.117188 +103 154747.265625 +104 78933.539062 +105 61329.796875 +106 65968.773438 +107 43798.058594 +108 43798.058594 +109 35064.406250 +110 35139.640625 +111 99078.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,Cota-Parte do ITR,XGBoost,1.922593355178833,"94 170331.468750 +95 170164.640625 +96 139284.703125 +97 143188.890625 +98 153263.500000 +99 143188.890625 +100 157872.140625 +101 158391.062500 +102 143711.875000 +103 865362.062500 +104 153263.500000 +105 143188.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chiapetta - RS,Transferencias LC 61_1989,AR,0.6498427391052246,"53 6569.242188 +54 8267.111328 +55 9758.540039 +56 10793.232422 +57 9532.154297 +58 10827.102539 +59 10334.953125 +60 9380.678711 +61 9162.506836 +62 8788.486328 +63 9695.154297 +64 10334.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,IPTU,XGBoost,1.5606858730316162,"91 2917.125000 +92 6452.688477 +93 4444.229004 +94 6458.807129 +95 26513.255859 +96 178192.171875 +97 2787.568848 +98 2310.302734 +99 1863.431763 +100 2132.239014 +101 2282.768311 +102 4169.616211 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,IPTU,Linear Regression,1.5606858730316162,"418288 6707.555517 +418297 4184.795550 +418306 6795.658123 +418315 5054.231085 +418324 99869.462992 +418333 193188.598931 +418342 14721.846385 +418351 15740.654699 +418360 7727.615733 +418369 8224.266138 +418378 16337.958028 +418387 4137.911819 +Name: y, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,ISS,XGBoost,0.9818100929260254,"100 114015.101562 +101 92559.382812 +102 92559.382812 +103 92559.382812 +104 112456.195312 +105 112456.195312 +106 113674.523438 +107 112456.195312 +108 113674.523438 +109 113674.523438 +110 113674.523438 +111 113674.523438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,ITBI,XGBoost,1.2640466690063477,"100 43158.589844 +101 50625.824219 +102 49973.082031 +103 50625.824219 +104 49973.082031 +105 49428.117188 +106 46822.628906 +107 49646.000000 +108 46822.628906 +109 49646.000000 +110 49646.000000 +111 49692.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,IRRF,Prophet,0.7163999080657959,"97 249583.421875 +98 258294.562500 +99 258294.562500 +100 258294.562500 +101 257522.125000 +102 259837.156250 +103 257522.125000 +104 258294.562500 +105 257522.125000 +106 257522.125000 +107 247499.546875 +108 258294.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do FPM,HWES,0.7673037052154541,"100 1243774.875 +101 1882704.375 +102 1046650.625 +103 1073261.000 +104 1113291.375 +105 1250032.875 +106 1113291.375 +107 1046650.625 +108 1050805.125 +109 986805.500 +110 1113291.375 +111 1882704.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do ICMS,SES,0.7395026683807373,"100 746848.3750 +101 686714.5000 +102 716015.3125 +103 772666.6250 +104 738663.0000 +105 758429.1250 +106 772862.0000 +107 772652.1875 +108 772652.1875 +109 772666.6250 +110 738663.0000 +111 754262.5000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do IPVA,MLP,0.7854745388031006,"92 126561.296760 +93 84318.441059 +94 93804.924406 +95 114503.116076 +96 88095.754877 +97 79077.726092 +98 75542.544346 +99 73398.856368 +100 75053.631092 +101 74629.345356 +102 74252.337117 +103 130539.242722 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do ITR,MLP,1.1722955703735352,"36 3264.409979 +37 1014.715953 +38 1245.255573 +39 1516.837037 +40 1249.730670 +41 1692.888062 +42 1734.045038 +43 5295.636665 +44 23703.261436 +45 40876.494885 +46 3769.722278 +47 3478.372417 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraíso do Sul - RS,Transferencias LC 61_1989,XGBoost,0.8310389518737793,"100 6129.166504 +101 5786.191895 +102 6094.199707 +103 6715.563477 +104 6603.964355 +105 6702.384277 +106 6153.448730 +107 6299.874023 +108 5846.797852 +109 6111.980469 +110 6407.344727 +111 6561.037109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,IPTU,SARIMAX,1.4550223350524902,"105 6004.924316 +106 52086.015625 +107 514168.500000 +108 52086.015625 +109 52086.015625 +110 36241.687500 +111 46951.902344 +112 36241.687500 +113 29588.281250 +114 20575.939453 +115 9615.561523 +116 52086.015625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,ISS,XGBoost,0.938601016998291,"108 77759.968750 +109 95972.093750 +110 95333.398438 +111 95446.015625 +112 96669.109375 +113 96669.109375 +114 95972.093750 +115 96669.109375 +116 95972.093750 +117 98006.593750 +118 96669.109375 +119 98006.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,ITBI,MLP,1.5508480072021484,"108 41373.445132 +109 45893.405444 +110 47245.829562 +111 52775.454778 +112 54099.249987 +113 60871.439373 +114 42866.597435 +115 54303.834635 +116 59375.186606 +117 52744.663252 +118 58464.056528 +119 64833.712055 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,IRRF,SARIMAX,1.1639044284820557,"108 84908.484375 +109 83284.601562 +110 83467.210938 +111 83424.007812 +112 83467.210938 +113 83467.210938 +114 83419.554688 +115 83424.007812 +116 83419.554688 +117 83284.601562 +118 83468.500000 +119 83467.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,Cota-Parte do FPM,HWES,0.8695464134216309,"108 1237211.625 +109 1893819.750 +110 1076202.375 +111 1158971.375 +112 1238181.375 +113 1279305.250 +114 1237726.250 +115 1076202.375 +116 1076202.375 +117 943714.625 +118 1238181.375 +119 1893819.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,Cota-Parte do ICMS,HWES,0.8878638744354248,"108 845780.9375 +109 623032.1875 +110 726865.9375 +111 773214.5000 +112 852781.5625 +113 814772.7500 +114 768258.1250 +115 729094.3125 +116 729256.3125 +117 919381.5000 +118 845604.8125 +119 933424.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,Cota-Parte do IPVA,SARIMAX,1.3668899536132812,"108 216495.500000 +109 96191.390625 +110 101388.609375 +111 159246.937500 +112 116345.695312 +113 18308.636719 +114 18308.636719 +115 21625.771484 +116 15993.732422 +117 15993.732422 +118 12409.592773 +119 174806.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,Cota-Parte do ITR,MLP,1.2583158016204834,"96 2226.222870 +97 2273.761994 +98 2240.714556 +99 2256.397035 +100 2319.256225 +101 2321.618549 +102 2406.199133 +103 2556.319308 +104 4282.652701 +105 3920.884491 +106 2429.953501 +107 2308.604773 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cotiporã - RS,Transferencias LC 61_1989,MLP,1.5702712535858154,"108 7173.003395 +109 7071.429016 +110 7253.745626 +111 7350.361765 +112 7376.441270 +113 7439.449721 +114 7440.324696 +115 7432.932421 +116 7517.300278 +117 7545.237935 +118 7277.636294 +119 7368.920182 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,IPTU,SARIMAX,1.2268779277801514,"103 2153.463867 +104 10348.094727 +105 27359.246094 +106 22634.941406 +107 5069.319824 +108 12662.580078 +109 4288.270996 +110 -721.740723 +111 -4048.208252 +112 -3242.270752 +113 -2983.844482 +114 -3002.635498 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,IPTU,Linear Regression,1.2268779277801514,"103 1649.415652 +104 888.237753 +105 31959.387346 +106 13890.153120 +107 4214.381476 +108 8634.860470 +109 3996.666694 +110 3957.409721 +111 2622.453933 +112 2325.105445 +113 1768.223859 +114 2257.905227 +Name: y, dtype: float64" +Prefeitura Municipal de Relvado - RS,ISS,HWES,0.8733546733856201,"108 12205.750000 +109 15915.044922 +110 17320.267578 +111 18548.017578 +112 14780.915039 +113 15927.275391 +114 17317.841797 +115 17721.363281 +116 17158.789062 +117 12763.331055 +118 20606.843750 +119 14043.138672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,ISS,Linear Regression,0.8733546733856201,"405370 10575.602045 +405379 18453.536109 +405388 18985.945253 +405396 24558.764227 +405405 18587.997167 +405414 17165.101391 +405423 19037.723182 +405431 27071.778870 +405440 22173.897962 +405449 15501.665623 +405458 20791.042322 +405467 26251.449737 +Name: y, dtype: float64" +Prefeitura Municipal de Relvado - RS,ITBI,SES,1.1599767208099365,"104 8729.519531 +105 7993.344727 +106 2187.725586 +107 4731.798828 +108 2687.915771 +109 4810.511230 +110 3271.224365 +111 4755.791992 +112 6013.397461 +113 3278.896484 +114 10129.789062 +115 4747.958984 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,ITBI,Linear Regression,1.1599767208099365,"405371 1981.380035 +405380 14234.051974 +405389 21658.533484 +405397 1913.056585 +405406 7030.346304 +405415 2049.703484 +405424 7429.309700 +405432 2231.899350 +405441 12241.284698 +405450 7572.515650 +405459 3188.427642 +405468 2277.448316 +Name: y, dtype: float64" +Prefeitura Municipal de Relvado - RS,IRRF,SARIMAX,1.3163199424743652,"107 18828.859375 +108 43918.679688 +109 43090.027344 +110 51003.078125 +111 51246.648438 +112 41620.816406 +113 43090.558594 +114 51246.648438 +115 42391.480469 +116 38955.175781 +117 50542.503906 +118 51246.648438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,Cota-Parte do FPM,HWES,1.0751559734344482,"108 1.248534e+06 +109 1.894004e+06 +110 1.058359e+06 +111 1.164125e+06 +112 1.248582e+06 +113 1.262369e+06 +114 1.248688e+06 +115 1.056947e+06 +116 1.056902e+06 +117 9.787579e+05 +118 1.248582e+06 +119 1.894004e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,Cota-Parte do ICMS,HWES,0.6866505146026611,"108 577094.3750 +109 486620.0000 +110 483654.0000 +111 577705.6875 +112 560494.8750 +113 577114.7500 +114 577262.0000 +115 564384.6250 +116 564384.6250 +117 560579.9375 +118 577094.3750 +119 560579.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,Cota-Parte do IPVA,MLP,1.2489705085754395,"100 98903.003268 +101 74888.990927 +102 45764.635227 +103 62317.332494 +104 58076.562487 +105 54414.014231 +106 57221.827456 +107 67491.178554 +108 75788.886451 +109 86890.864616 +110 102063.751629 +111 147958.165006 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,Cota-Parte do ITR,XGBoost,1.2650480270385742,"92 30.987595 +93 5.619844 +94 20.018637 +95 15.149723 +96 30.399696 +97 15.554162 +98 10.685099 +99 25.977043 +100 40.445946 +101 -6.701930 +102 20.520624 +103 -4.153677 +Name: Valor, dtype: float64" +Prefeitura Municipal de Relvado - RS,Cota-Parte do ITR,Linear Regression,1.2650480270385742,"339617 23.155494 +405376 14.092722 +405385 67.970792 +405393 76.679031 +405402 29.459550 +405411 15.621649 +405420 14.269989 +405437 27.697959 +405446 1318.622288 +405455 1833.693539 +405464 49.634743 +405473 14.546968 +Name: y, dtype: float64" +Prefeitura Municipal de Relvado - RS,Transferencias LC 61_1989,SARIMAX,0.8770980834960938,"108 4721.061523 +109 4811.935059 +110 4653.683105 +111 4432.606445 +112 5394.062012 +113 5261.247559 +114 5401.604980 +115 4728.426270 +116 5331.149414 +117 5024.444336 +118 4840.027344 +119 4890.141113 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,IPTU,SARIMAX,1.8545775413513184,"100 25106.513672 +101 238080.468750 +102 47283.269531 +103 48427.480469 +104 48171.996094 +105 55128.464844 +106 55128.218750 +107 29135.117188 +108 42454.328125 +109 46174.820312 +110 46162.585938 +111 22410.550781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,ISS,XGBoost,1.4174432754516602,"100 158971.093750 +101 149506.390625 +102 166397.843750 +103 149506.390625 +104 136308.218750 +105 137875.453125 +106 136308.218750 +107 136840.171875 +108 136308.218750 +109 136308.218750 +110 136308.218750 +111 142030.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,ISS,Linear Regression,1.4174432754516602,"392603 533902.874426 +392612 386883.591781 +392621 246432.594230 +392629 421171.850901 +392638 219503.114783 +392647 491542.460486 +392656 207295.746477 +392665 201519.652687 +392673 266471.214978 +392682 207057.862311 +392691 313374.333853 +392700 259355.996974 +Name: y, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,ITBI,SES,2.7428696155548096,"100 13535.650391 +101 11773.365234 +102 12704.235352 +103 13306.278320 +104 18647.166016 +105 17546.753906 +106 17319.880859 +107 9552.075195 +108 15113.674805 +109 12872.239258 +110 18647.166016 +111 14489.847656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,ITBI,Linear Regression,2.7428696155548096,"392604 13102.635291 +392613 20311.973306 +392622 13712.917366 +392630 20986.872224 +392639 23126.092272 +392648 4776.561486 +392657 12632.106830 +392666 27648.493525 +392674 4140.514345 +392683 16417.792448 +392692 22904.697426 +392701 13160.251815 +Name: y, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,IRRF,XGBoost,1.4016368389129639,"100 102546.570312 +101 102604.679688 +102 102607.476562 +103 102604.679688 +104 102604.679688 +105 102604.679688 +106 102604.679688 +107 102604.679688 +108 102607.476562 +109 102604.679688 +110 102607.476562 +111 102604.679688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do FPM,HWES,0.8093059062957764,"100 1.209025e+06 +101 1.894178e+06 +102 1.064327e+06 +103 1.163542e+06 +104 1.215698e+06 +105 1.207527e+06 +106 1.226899e+06 +107 1.064327e+06 +108 1.065033e+06 +109 9.365574e+05 +110 1.215698e+06 +111 1.894178e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do ICMS,SARIMAX,0.6266918182373047,"100 793532.5000 +101 749399.3125 +102 841532.4375 +103 826569.5000 +104 830311.5000 +105 827506.3125 +106 828265.6875 +107 826621.6875 +108 826621.6875 +109 826569.5000 +110 830311.5000 +111 829075.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do IPVA,HWES,0.6955235004425049,"92 213730.421875 +93 194109.187500 +94 156939.781250 +95 157147.453125 +96 156416.703125 +97 138167.109375 +98 157282.953125 +99 157963.765625 +100 157963.765625 +101 157788.312500 +102 157752.000000 +103 194109.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do ITR,SARIMAX,1.1195483207702637,"88 134.300827 +89 142.783768 +90 790.114990 +91 406.140076 +92 439.079803 +93 520.351013 +94 572.575012 +95 2053.068115 +96 242.726242 +97 1789.494385 +98 629.244751 +99 467.669342 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marques de Souza - RS,Transferencias LC 61_1989,AR,0.9938313961029053,"100 6741.613770 +101 6328.361328 +102 6797.915039 +103 6807.895508 +104 6739.203613 +105 6728.000000 +106 6416.274414 +107 5245.746582 +108 6860.145508 +109 7095.641602 +110 6504.668457 +111 7358.579590 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,IPTU,SES,2.950533628463745,"105 22823.337891 +106 30692.763672 +107 30717.753906 +108 99411.562500 +109 99410.773438 +110 265451.843750 +111 265532.562500 +112 294643.531250 +113 294643.531250 +114 294643.531250 +115 294643.531250 +116 294643.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,ISS,XGBoost,0.7039384841918945,"108 39234.882812 +109 46533.328125 +110 46533.328125 +111 46533.328125 +112 46533.328125 +113 46533.328125 +114 47352.175781 +115 46533.328125 +116 47437.859375 +117 46152.460938 +118 47447.593750 +119 46533.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,ITBI,SARIMAX,1.916581153869629,"108 12703.627930 +109 30272.029297 +110 30232.927734 +111 29824.556641 +112 10556.548828 +113 28080.511719 +114 27662.306641 +115 27652.343750 +116 30257.482422 +117 30232.927734 +118 27652.578125 +119 28530.669922 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,IRRF,MLP,1.838014841079712,"108 41119.566361 +109 44190.538994 +110 44839.061990 +111 47013.006098 +112 42891.457473 +113 41834.940446 +114 43580.767573 +115 43215.048093 +116 42540.313647 +117 41965.612680 +118 45577.520536 +119 49692.976059 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,IRRF,Linear Regression,1.838014841079712,"408524 38674.151559 +408533 52985.357061 +408541 56680.374518 +408550 67565.660329 +408558 49834.288871 +408567 45563.064781 +408576 54061.808873 +408585 53153.690696 +408594 50791.040429 +408603 48804.326891 +408612 66065.315316 +408621 86332.547900 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do FPM,HWES,0.8052420616149902,"108 1088420.500 +109 1893885.750 +110 1079259.250 +111 1158564.625 +112 1229603.625 +113 1264848.875 +114 1234098.000 +115 1079259.250 +116 1079287.375 +117 948185.250 +118 1229603.625 +119 1893885.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do ICMS,AR,0.6654696464538574,"108 538954.25000 +109 547293.68750 +110 535801.62500 +111 552965.56250 +112 552386.75000 +113 525102.06250 +114 513631.56250 +115 504593.62500 +116 504593.50000 +117 547566.62500 +118 521397.03125 +119 561940.25000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do IPVA,AR,1.4433014392852783,"108 207680.812500 +109 89565.460938 +110 42475.996094 +111 106626.625000 +112 43962.898438 +113 65034.937500 +114 46059.324219 +115 24616.898438 +116 17545.539062 +117 19598.574219 +118 13628.909180 +119 269227.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do ITR,XGBoost,1.1037871837615967,"87 585.623047 +88 232.523209 +89 76.846329 +90 75.755165 +91 75.755165 +92 149.803604 +93 84.828262 +94 77.315498 +95 465.028473 +96 199.219009 +97 63.088940 +98 27.589252 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do ITR,Linear Regression,1.1037871837615967,"342044 154.488541 +342053 142.777618 +408528 49.802008 +408545 68.363765 +408562 63.970779 +408571 36.945572 +408580 100.749528 +408589 46.154161 +408598 6085.687451 +408607 5506.335958 +408616 60.500876 +408625 273.232632 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Hortêncio - RS,Transferencias LC 61_1989,SES,1.1006464958190918,"108 4001.357666 +109 4287.014648 +110 4905.320801 +111 4710.240723 +112 4253.065918 +113 4829.812012 +114 4470.105957 +115 4470.696289 +116 4778.966309 +117 3711.362061 +118 4905.548340 +119 4842.904785 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,IPTU,AR,1.940934419631958,"96 8222.983398 +97 7363.122559 +98 80563.273438 +99 5778.908691 +100 8339.017578 +101 8608.418945 +102 9556.715820 +103 11436.371094 +104 11717.005859 +105 9252.994141 +106 9233.745117 +107 11510.920898 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,ISS,MLP,1.0834121704101562,"96 12464.950203 +97 11144.382803 +98 10795.399220 +99 10673.331060 +100 11421.653193 +101 10797.877610 +102 11079.994662 +103 10968.798435 +104 11255.762992 +105 11610.429714 +106 11084.287052 +107 11475.945330 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,ISS,Linear Regression,1.0834121704101562,"386774 37647.125644 +386782 34559.762267 +386790 21707.979936 +386798 16090.155594 +386806 4963.167027 +386814 18776.532603 +386822 10909.834640 +386830 13938.585464 +386838 9986.752264 +386846 8651.469445 +386854 18635.691414 +386862 9912.102632 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,ITBI,HWES,1.1507859230041504,"96 11650.134766 +97 17498.634766 +98 12916.274414 +99 17369.751953 +100 12816.597656 +101 12066.065430 +102 12843.739258 +103 12676.913086 +104 12816.597656 +105 12066.065430 +106 12857.605469 +107 12696.528320 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,IRRF,XGBoost,1.233687162399292,"96 61291.492188 +97 63161.558594 +98 63277.601562 +99 63277.601562 +100 63277.601562 +101 63277.601562 +102 63277.601562 +103 63277.601562 +104 63277.601562 +105 63277.601562 +106 63277.601562 +107 63277.601562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do FPM,SARIMAX,0.6920676231384277,"96 1323772.500 +97 1318576.625 +98 1340862.250 +99 1323772.500 +100 1318576.625 +101 1323772.500 +102 1323772.500 +103 1323772.500 +104 1340862.250 +105 1323772.500 +106 1318576.625 +107 1318576.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do ICMS,XGBoost,0.622748613357544,"96 279189.37500 +97 305493.25000 +98 305493.25000 +99 305494.06250 +100 305482.56250 +101 305482.56250 +102 305494.06250 +103 278702.00000 +104 305482.56250 +105 278416.40625 +106 278901.62500 +107 305493.25000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do IPVA,XGBoost,1.4691901206970215,"96 78693.882812 +97 60189.953125 +98 65382.531250 +99 78721.351562 +100 46474.164062 +101 16564.724609 +102 15323.192383 +103 78731.421875 +104 15102.195312 +105 14997.473633 +106 14413.121094 +107 46474.164062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do ITR,XGBoost,1.0802385807037354,"81 20.770729 +82 1.898726 +83 20.540379 +84 15.543224 +85 13.948785 +86 12.238948 +87 24.544071 +88 13.948785 +89 343.357544 +90 1030.081055 +91 64.888702 +92 64.881134 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do ITR,Linear Regression,1.0802385807037354,"386780 6.976135 +386788 41.715782 +386796 5.838517 +386804 12.598411 +386812 47.394469 +386820 11.987294 +386828 38.378144 +386836 45.645734 +386844 363.323121 +386852 1468.363567 +386860 6.853911 +386868 9.335986 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Grande - RS,Transferencias LC 61_1989,SES,0.7523887157440186,"48 3272.094727 +49 3155.150146 +50 3095.043701 +51 3174.119629 +52 3173.833252 +53 3173.583496 +54 3088.034180 +55 3173.833252 +56 3088.034180 +57 3123.037109 +58 3173.583496 +59 3123.037109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,IPTU,SARIMAX,2.126863956451416,"108 7.445517e+04 +109 1.115749e+06 +110 9.993208e+04 +111 1.099876e+05 +112 9.616005e+04 +113 1.092498e+05 +114 9.993208e+04 +115 1.729600e+05 +116 1.842687e+05 +117 1.723277e+05 +118 1.723277e+05 +119 1.589022e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,ISS,XGBoost,0.693162202835083,"108 73415.859375 +109 73121.343750 +110 74684.078125 +111 74683.789062 +112 74683.789062 +113 74112.476562 +114 74112.476562 +115 74112.476562 +116 73121.343750 +117 74683.789062 +118 74112.476562 +119 74683.789062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,ITBI,XGBoost,2.1866891384124756,"108 20219.978516 +109 28694.763672 +110 28560.982422 +111 23207.693359 +112 21308.849609 +113 37007.644531 +114 36458.390625 +115 28985.121094 +116 29333.976562 +117 32116.546875 +118 19202.302734 +119 25680.457031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,ITBI,Linear Regression,2.1866891384124756,"419972 19508.137451 +419981 42338.855915 +419990 53421.368464 +419999 70241.860962 +420007 33319.824627 +420016 57121.165155 +420025 71345.882479 +420034 34213.687475 +420043 30758.523468 +420052 22532.492028 +420061 31428.274749 +420070 33098.978892 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,IRRF,SARIMAX,0.771012544631958,"108 117205.593750 +109 117199.117188 +110 117199.117188 +111 117199.117188 +112 117199.117188 +113 117199.117188 +114 117199.117188 +115 117199.117188 +116 117199.117188 +117 117199.117188 +118 117199.117188 +119 117198.742188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do FPM,HWES,0.8878047466278076,"108 1267014.375 +109 1893800.500 +110 1094920.500 +111 1149197.250 +112 1272105.375 +113 1290312.000 +114 1272105.375 +115 1094920.500 +116 1094917.750 +117 988275.250 +118 1272105.375 +119 1893800.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do ICMS,HWES,0.8884875774383545,"108 908794.5000 +109 720039.3750 +110 900177.8125 +111 910097.6250 +112 960295.5000 +113 869437.5625 +114 900718.8750 +115 934431.2500 +116 934431.2500 +117 998807.3750 +118 920740.3750 +119 998234.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do IPVA,XGBoost,1.335592269897461,"108 314037.062500 +109 54180.609375 +110 82544.812500 +111 256488.750000 +112 82564.015625 +113 46440.757812 +114 18158.746094 +115 18158.746094 +116 7330.186035 +117 9168.449219 +118 9556.127930 +119 326989.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do ITR,XGBoost,2.592855930328369,"97 174.669785 +98 195.523376 +99 144.732285 +100 108.770760 +101 153.148224 +102 108.894730 +103 173.852570 +104 192.937286 +105 1629.000488 +106 1686.244019 +107 1151.982178 +108 1599.056152 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Clara do Sul - RS,Transferencias LC 61_1989,MLP,1.37862229347229,"108 7484.363995 +109 7214.433654 +110 7444.887899 +111 7586.826339 +112 7589.602256 +113 7689.509064 +114 7701.968864 +115 7641.454550 +116 7742.111457 +117 7964.527382 +118 7481.445850 +119 7654.464027 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,IPTU,SARIMAX,1.6161818504333496,"98 1684.137085 +99 2736.472412 +100 2073.150879 +101 16962.816406 +102 26412.730469 +103 16458.123047 +104 16741.878906 +105 17569.982422 +106 17580.621094 +107 16862.101562 +108 17084.433594 +109 17710.097656 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,ISS,SARIMAX,1.182448148727417,"104 13620.996094 +105 10764.881836 +106 13453.704102 +107 10764.881836 +108 13453.704102 +109 10684.387695 +110 13453.704102 +111 13445.133789 +112 13453.704102 +113 13453.704102 +114 13453.704102 +115 13453.704102 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,ITBI,SARIMAX,0.6142098903656006,"98 91677.929688 +99 87421.812500 +100 92227.218750 +101 88293.968750 +102 92158.765625 +103 91677.929688 +104 88230.625000 +105 91611.484375 +106 91677.929688 +107 87949.671875 +108 91611.484375 +109 87421.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,IRRF,SES,1.5717363357543945,"101 11621.270508 +102 12782.095703 +103 7511.680176 +104 12362.664062 +105 14300.139648 +106 6691.664062 +107 4510.432129 +108 4510.432129 +109 4510.432129 +110 -143.845886 +111 4510.432129 +112 4510.432129 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,IRRF,Linear Regression,1.5717363357543945,"401476 975.185116 +401484 1024.458046 +401493 14858.415244 +401502 3185.645277 +401511 8809.499065 +401520 324165.775126 +401528 866.646599 +401536 37.302802 +401544 1694.270347 +401553 13111.466975 +401562 4151.996135 +401571 5085.045934 +Name: y, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do FPM,MLP,0.7038354873657227,"104 1.050218e+06 +105 1.199188e+06 +106 1.018055e+06 +107 1.090287e+06 +108 1.057900e+06 +109 9.224835e+05 +110 1.268263e+06 +111 9.969530e+05 +112 1.025010e+06 +113 1.077694e+06 +114 1.209434e+06 +115 1.533581e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do ICMS,SES,1.0012421607971191,"104 549865.2500 +105 553090.8750 +106 538640.6875 +107 563142.0625 +108 580511.4375 +109 549780.8125 +110 549034.5625 +111 588800.5625 +112 564661.9375 +113 563142.0625 +114 564539.3750 +115 565050.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do IPVA,XGBoost,1.6284265518188477,"102 22080.205078 +103 8215.520508 +104 11804.208984 +105 21593.421875 +106 15005.893555 +107 10529.244141 +108 7137.860840 +109 7165.791016 +110 5279.930664 +111 9018.733398 +112 5172.312012 +113 22579.861328 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do ITR,XGBoost,2.503682851791382,"90 6212.342285 +91 8169.466797 +92 868.139709 +93 867.848633 +94 10832.507812 +95 12190.604492 +96 12190.604492 +97 5764.016113 +98 5365.023438 +99 5365.023438 +100 5349.625000 +101 5662.865723 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,IPTU,XGBoost,1.6355948448181152,"95 295.287262 +96 1574.140015 +97 3417.496582 +98 11453.050781 +99 10623.824219 +100 -1355.063965 +101 -830.463806 +102 -747.939758 +103 -543.337463 +104 -747.939758 +105 -2372.099121 +106 -3215.888184 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,IPTU,Linear Regression,1.6355948448181152,"343400 331.877230 +395538 175.196564 +395553 27036.162526 +395562 60619.298185 +395571 97992.457394 +395580 4108.843134 +395589 6186.517740 +395597 5661.882132 +395606 1815.423366 +395615 5253.323122 +395624 210.797234 +395633 618.191373 +Name: y, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,ISS,XGBoost,0.8367197513580322,"108 13835.583008 +109 16758.632812 +110 16641.830078 +111 16153.716797 +112 16635.263672 +113 16659.310547 +114 17719.957031 +115 17647.300781 +116 17648.152344 +117 17795.746094 +118 24299.693359 +119 15942.631836 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,ITBI,HWES,1.5560696125030518,"106 18198.171875 +107 17702.744141 +108 16975.589844 +109 17624.548828 +110 17842.009766 +111 17364.806641 +112 19807.423828 +113 17462.699219 +114 16675.541016 +115 18715.634766 +116 17553.544922 +117 17462.699219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,IRRF,MLP,1.2921156883239746,"108 29581.919248 +109 29152.774082 +110 29800.067353 +111 29089.057907 +112 28452.181537 +113 28680.665261 +114 27978.909900 +115 27886.315059 +116 28610.025475 +117 27950.797264 +118 27840.988898 +119 34695.016720 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,IRRF,Linear Regression,1.2921156883239746,"395541 38233.588446 +395548 36538.990337 +395556 40375.648666 +395565 37310.122118 +395574 34512.913352 +395583 36105.588466 +395592 32930.925488 +395600 32799.223014 +395609 36907.682106 +395618 33996.084943 +395627 33827.838676 +395636 69848.304943 +Name: y, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do FPM,AR,0.7454707622528076,"108 1.604900e+06 +109 1.893691e+06 +110 1.255858e+06 +111 1.302952e+06 +112 1.604900e+06 +113 1.604900e+06 +114 1.893769e+06 +115 1.255858e+06 +116 1.255858e+06 +117 9.566829e+05 +118 1.604900e+06 +119 1.893691e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ICMS,HWES,0.7757565975189209,"108 433709.43750 +109 354545.53125 +110 353618.50000 +111 443726.90625 +112 426451.87500 +113 433709.43750 +114 443726.90625 +115 443728.90625 +116 443728.90625 +117 426451.87500 +118 433699.21875 +119 426451.87500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do IPVA,AR,2.740670919418335,"107 58040.453125 +108 27662.875000 +109 27662.875000 +110 27872.785156 +111 24590.287109 +112 7379.148438 +113 5719.065918 +114 8438.847656 +115 15333.328125 +116 5042.052734 +117 6819.989258 +118 58040.523438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do IPVA,Linear Regression,2.740670919418335,"395544 79631.796205 +395551 28370.666571 +395559 28083.266600 +395568 43401.713748 +395577 37957.893181 +395586 12719.926486 +395595 5830.354866 +395603 9816.354155 +395612 7635.605670 +395621 3753.495297 +395630 2189.671952 +395639 66656.591934 +Name: y, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ITR,XGBoost,0.9552476406097412,"70 49.799698 +71 58.299313 +72 294.757935 +73 19.127916 +74 324.499115 +75 14.687866 +76 760.837097 +77 815.762756 +78 251.071945 +79 248.979874 +80 54.381062 +81 463.657043 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ITR,Linear Regression,0.9552476406097412,"343383 47.599847 +343391 285.565605 +343399 615.321902 +343407 54.088960 +395560 18.317934 +395569 22.508239 +395578 5.590792 +395587 6.450055 +395604 44.012143 +395613 489.512342 +395622 433.844346 +395631 18.552279 +Name: y, dtype: float64" +Prefeitura Municipal de Novo Tiradentes - RS,Transferencias LC 61_1989,HWES,0.7621040344238281,"48 3723.957520 +49 3652.835205 +50 5262.443848 +51 5210.021484 +52 5211.826172 +53 5210.021484 +54 5218.794434 +55 5264.416992 +56 5210.021484 +57 5218.794434 +58 5262.443848 +59 5218.794434 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,IPTU,HWES,1.7396016120910645,"108 48216.917969 +109 145123.765625 +110 159017.671875 +111 151737.000000 +112 164691.140625 +113 151735.171875 +114 470305.812500 +115 162680.203125 +116 145843.953125 +117 148096.921875 +118 143935.890625 +119 146957.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,ISS,XGBoost,1.283005714416504,"108 125673.289062 +109 126004.570312 +110 125556.906250 +111 125230.273438 +112 124974.304688 +113 126004.570312 +114 126004.570312 +115 126004.570312 +116 126004.570312 +117 125673.289062 +118 126004.570312 +119 126004.570312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,ITBI,HWES,0.7813968658447266,"108 59291.675781 +109 21833.208984 +110 59196.824219 +111 23067.423828 +112 21380.767578 +113 59196.824219 +114 16000.798828 +115 21565.531250 +116 26203.105469 +117 63474.296875 +118 18441.195312 +119 19259.507812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,ITBI,Linear Regression,0.7813968658447266,"393770 96247.594914 +393779 15914.103348 +393788 67612.639213 +393797 15610.012202 +393806 25766.656504 +393815 49832.571770 +393824 28911.222508 +393833 4095.094110 +393842 22428.424986 +393851 40799.280709 +393860 31655.888380 +393869 22997.268021 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,IRRF,HWES,1.0202813148498535,"108 177049.609375 +109 174302.515625 +110 174302.359375 +111 177049.609375 +112 177382.343750 +113 177149.968750 +114 177382.343750 +115 177382.343750 +116 177049.609375 +117 177149.968750 +118 177049.609375 +119 177382.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do FPM,HWES,0.8553328514099121,"108 1.350319e+06 +109 1.893844e+06 +110 1.058614e+06 +111 1.150584e+06 +112 1.355807e+06 +113 1.346133e+06 +114 1.355807e+06 +115 1.058614e+06 +116 1.058686e+06 +117 9.900511e+05 +118 1.355807e+06 +119 1.893838e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do ICMS,HWES,1.2474446296691895,"108 782695.1250 +109 683023.8125 +110 722990.5625 +111 827060.6875 +112 842936.1250 +113 889836.1250 +114 826772.6250 +115 827772.3125 +116 827772.3125 +117 810951.7500 +118 826457.5000 +119 810951.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do IPVA,AR,1.420593500137329,"108 299308.406250 +109 77692.656250 +110 100993.851562 +111 246145.750000 +112 171587.656250 +113 38522.093750 +114 27539.162109 +115 38364.804688 +116 22345.753906 +117 25886.564453 +118 23804.390625 +119 284990.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do IPVA,Linear Regression,1.420593500137329,"393774 322668.046938 +393783 99364.120906 +393792 105332.540338 +393801 237869.236896 +393810 179362.739269 +393819 38696.343160 +393828 27791.877568 +393837 36002.699402 +393846 9447.100851 +393855 12912.948514 +393864 6332.779490 +393873 467196.832221 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do ITR,SARIMAX,1.2168245315551758,"105 305.317139 +106 299.574585 +107 299.574585 +108 288.485718 +109 292.571472 +110 303.822632 +111 299.668243 +112 811.245544 +113 5184.637207 +114 5184.637207 +115 415.851135 +116 406.045227 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria do Herval - RS,Transferencias LC 61_1989,SES,1.0745148658752441,"106 5312.167480 +107 6584.853516 +108 5904.162109 +109 7196.684570 +110 6172.109863 +111 6900.817871 +112 6853.967773 +113 6662.471191 +114 5867.210449 +115 5658.865723 +116 5570.636230 +117 5921.684082 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,IPTU,AR,2.016503095626831,"108 5828.827637 +109 5322.551270 +110 107662.296875 +111 229617.031250 +112 10328.664062 +113 9574.695312 +114 7838.787109 +115 8252.897461 +116 8208.643555 +117 9574.695312 +118 6418.097656 +119 6420.909180 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,ISS,MLP,4.8620805740356445,"108 29204.213664 +109 31652.321819 +110 41157.343150 +111 29892.639605 +112 31740.389804 +113 31837.893586 +114 33999.808887 +115 35684.999881 +116 35348.008279 +117 36492.612804 +118 35264.909863 +119 37013.227379 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,ITBI,XGBoost,2.2877707481384277,"108 16804.392578 +109 32934.578125 +110 18841.248047 +111 14657.412109 +112 15813.423828 +113 16645.121094 +114 32648.576172 +115 23743.468750 +116 16778.546875 +117 15797.809570 +118 16193.214844 +119 32669.652344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,ITBI,Linear Regression,2.2877707481384277,"410210 44950.831310 +410219 19464.165607 +410228 8500.119986 +410237 50478.060017 +410246 42002.852182 +410255 47125.072710 +410264 18003.115008 +410272 28057.124215 +410281 30335.372606 +410290 38299.064150 +410299 35725.572101 +410308 20751.871220 +Name: y, dtype: float64" +Prefeitura Municipal de Caiçara - RS,IRRF,SARIMAX,0.9228198528289795,"103 78675.609375 +104 124753.648438 +105 124762.390625 +106 124762.390625 +107 124465.414062 +108 125047.257812 +109 124762.390625 +110 124753.648438 +111 124762.390625 +112 125047.257812 +113 124762.390625 +114 125021.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,Cota-Parte do FPM,AR,0.8326165676116943,"108 1.291189e+06 +109 1.893748e+06 +110 1.082755e+06 +111 1.154303e+06 +112 1.291168e+06 +113 1.303346e+06 +114 1.291168e+06 +115 1.082755e+06 +116 1.081959e+06 +117 1.005589e+06 +118 1.291168e+06 +119 1.893748e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,Cota-Parte do ICMS,MLP,1.5623438358306885,"108 502400.924844 +109 472262.485738 +110 483035.624521 +111 521641.878068 +112 549847.731361 +113 504212.831315 +114 517850.501293 +115 530357.414626 +116 528740.889185 +117 565173.289503 +118 507363.685056 +119 571220.015918 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,Cota-Parte do IPVA,AR,2.197114944458008,"108 160959.625000 +109 58121.730469 +110 88217.039062 +111 127275.960938 +112 100096.593750 +113 43880.757812 +114 43880.757812 +115 4789.582031 +116 13570.796875 +117 5220.039062 +118 7381.778809 +119 100210.203125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,Cota-Parte do IPVA,Linear Regression,2.197114944458008,"410214 239558.983147 +410223 61629.859828 +410232 92391.298232 +410241 123288.015313 +410250 98405.418324 +410259 26291.190842 +410268 26547.600366 +410276 7814.561110 +410285 9639.779375 +410294 4417.948285 +410303 6791.296882 +410312 170578.981906 +Name: y, dtype: float64" +Prefeitura Municipal de Caiçara - RS,Cota-Parte do ITR,XGBoost,1.2112903594970703,"35 91.584473 +36 192.827606 +37 160.996735 +38 91.538673 +39 118.594032 +40 71.768250 +41 71.768250 +42 86.355934 +43 125.003014 +44 123.638695 +45 123.610695 +46 95.185555 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caiçara - RS,Cota-Parte do ITR,Linear Regression,1.2112903594970703,"388254 190.460831 +410215 242.362160 +410224 94.289084 +410233 129.424691 +410242 138.069342 +410251 17.378423 +410260 8.143351 +410277 451.204015 +410286 4642.957604 +410295 5012.750392 +410304 524.360492 +410313 97.062948 +Name: y, dtype: float64" +Prefeitura Municipal de Caiçara - RS,Transferencias LC 61_1989,XGBoost,1.6025402545928955,"72 5162.318359 +73 4891.472168 +74 5386.573730 +75 5380.445312 +76 5358.359375 +77 4819.413574 +78 4729.908691 +79 5312.166504 +80 5395.680176 +81 6600.185547 +82 5327.536621 +83 4815.317383 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,IPTU,SARIMAX,0.7398355007171631,"101 72993.640625 +102 37275.000000 +103 388760.312500 +104 334862.562500 +105 334862.562500 +106 146737.218750 +107 146737.218750 +108 145163.906250 +109 44746.148438 +110 45827.195312 +111 45827.472656 +112 45827.472656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,ISS,XGBoost,0.8066692352294922,"108 84465.734375 +109 88381.539062 +110 206573.328125 +111 113675.375000 +112 116037.398438 +113 119219.601562 +114 133507.515625 +115 134907.000000 +116 164352.953125 +117 116907.429688 +118 99376.648438 +119 97602.476562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,ISS,Linear Regression,0.8066692352294922,"396866 130379.035389 +396875 121206.358921 +396884 163606.695138 +396893 225002.939911 +396902 170309.799738 +396911 251680.419288 +396920 189594.737973 +396929 353751.731490 +396938 150707.881995 +396947 219276.701860 +396956 130677.152096 +396965 109718.390089 +Name: y, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,ITBI,MLP,1.467560052871704,"108 133978.405603 +109 128500.421352 +110 131561.021591 +111 137451.927696 +112 138672.197343 +113 142040.214242 +114 145182.379373 +115 151069.988583 +116 146358.852989 +117 133913.219606 +118 134963.838944 +119 140816.251786 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,IRRF,MLP,0.8348665237426758,"108 153684.225386 +109 175556.159998 +110 178456.529129 +111 177877.992467 +112 189731.994587 +113 184762.121090 +114 180257.949883 +115 186550.981717 +116 184553.682157 +117 189729.937547 +118 182046.299839 +119 237593.659055 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,IRRF,Linear Regression,0.8348665237426758,"396868 79081.016182 +396877 171443.662327 +396886 183027.525747 +396895 179549.611839 +396904 231521.361343 +396913 210561.458193 +396922 190756.867737 +396931 218364.890900 +396940 210124.539897 +396949 233614.938785 +396958 200640.363580 +396967 449073.202359 +Name: y, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do FPM,HWES,0.9519352912902832,"108 1681348.375 +109 2525024.500 +110 1486183.375 +111 1516580.375 +112 1683395.500 +113 1770770.625 +114 1847156.125 +115 1486183.375 +116 1486870.750 +117 1268596.875 +118 1683395.500 +119 2525024.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do ICMS,HWES,0.7810287475585938,"108 1613905.375 +109 1456858.750 +110 1506536.375 +111 1530779.125 +112 1691915.625 +113 1633719.375 +114 1566907.375 +115 1743006.250 +116 1743006.250 +117 1781848.750 +118 1668613.625 +119 1781848.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do IPVA,AR,1.316100835800171,"108 300104.312500 +109 115184.265625 +110 121799.015625 +111 220625.500000 +112 168810.703125 +113 83113.406250 +114 91881.015625 +115 48147.304688 +116 24509.546875 +117 48147.304688 +118 24351.488281 +119 309848.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do ITR,SARIMAX,3.804668664932251,"106 147610.765625 +107 132366.796875 +108 129922.796875 +109 129922.796875 +110 130285.296875 +111 129929.195312 +112 159937.796875 +113 129929.195312 +114 660388.062500 +115 661615.250000 +116 114435.742188 +117 155348.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheiro Machado - RS,Transferencias LC 61_1989,HWES,0.8411664962768555,"108 14626.814453 +109 14642.379883 +110 14703.603516 +111 14978.916992 +112 15082.591797 +113 14221.512695 +114 15893.226562 +115 13922.689453 +116 13571.087891 +117 14011.250977 +118 14633.765625 +119 15494.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,IPTU,HWES,2.088629722595215,"106 40477.964844 +107 52611.718750 +108 60324.800781 +109 57587.679688 +110 107003.390625 +111 262038.687500 +112 59063.246094 +113 31750.929688 +114 52564.300781 +115 51963.207031 +116 46398.554688 +117 59063.246094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,ISS,XGBoost,1.540449619293213,"108 96503.054688 +109 96679.117188 +110 96503.054688 +111 96503.054688 +112 96686.429688 +113 96503.054688 +114 96503.054688 +115 96503.054688 +116 96503.054688 +117 96503.054688 +118 96503.054688 +119 96503.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,ITBI,XGBoost,0.8056542873382568,"108 134658.609375 +109 110963.601562 +110 121378.031250 +111 125025.273438 +112 113860.968750 +113 128882.250000 +114 111314.093750 +115 134658.609375 +116 632046.187500 +117 134658.609375 +118 148229.203125 +119 139310.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,IRRF,SARIMAX,0.7640738487243652,"108 115097.859375 +109 115097.859375 +110 215849.203125 +111 114974.031250 +112 113650.976562 +113 115097.859375 +114 114974.031250 +115 115097.859375 +116 115097.859375 +117 215849.203125 +118 115097.859375 +119 215849.203125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,Cota-Parte do FPM,MLP,0.663933277130127,"108 1.256783e+06 +109 1.447829e+06 +110 1.152385e+06 +111 1.225112e+06 +112 1.288333e+06 +113 1.252370e+06 +114 1.390938e+06 +115 1.175464e+06 +116 1.191853e+06 +117 1.165406e+06 +118 1.305115e+06 +119 1.644767e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,Cota-Parte do ICMS,HWES,0.8208000659942627,"108 1256925.125 +109 1173391.250 +110 1281337.000 +111 1368406.625 +112 1421193.750 +113 1296835.125 +114 1368453.500 +115 1368406.625 +116 1368406.625 +117 1368406.625 +118 1421193.750 +119 1394475.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,Cota-Parte do IPVA,HWES,2.1133861541748047,"108 216062.203125 +109 47901.375000 +110 282447.218750 +111 187575.812500 +112 205345.640625 +113 71659.539062 +114 44643.953125 +115 37049.906250 +116 37286.355469 +117 27805.404297 +118 23401.884766 +119 189801.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,Cota-Parte do ITR,XGBoost,2.0048487186431885,"94 3420.578369 +95 14770.585938 +96 3711.755127 +97 2407.031738 +98 1362.043457 +99 1422.804077 +100 1352.576172 +101 3711.755127 +102 71414.671875 +103 70166.718750 +104 22696.693359 +105 11408.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Independência - RS,Cota-Parte do ITR,Linear Regression,2.0048487186431885,"408420 119.106361 +408429 1302.046440 +408438 3057.521024 +408447 6728.785769 +408456 309.930068 +408465 729.564754 +408474 499.169212 +408483 3102.723341 +408492 74207.298151 +408501 342058.837496 +408510 25753.214312 +408519 18424.174739 +Name: y, dtype: float64" +Prefeitura Municipal de Independência - RS,Transferencias LC 61_1989,HWES,0.7450246810913086,"36 11445.606445 +37 11549.278320 +38 11580.572266 +39 11711.971680 +40 11583.116211 +41 11664.723633 +42 11663.994141 +43 11580.572266 +44 11695.612305 +45 12967.365234 +46 13187.835938 +47 12968.204102 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,IPTU,XGBoost,1.874753475189209,"92 8231.453125 +93 19206.552734 +94 23604.896484 +95 23063.087891 +96 6010.651367 +97 23982.816406 +98 25243.017578 +99 24217.542969 +100 5495.516602 +101 8460.545898 +102 4944.917480 +103 6010.189941 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,ISS,XGBoost,1.3726439476013184,"108 58757.378906 +109 53815.207031 +110 56377.492188 +111 57233.457031 +112 56807.675781 +113 56518.390625 +114 57460.695312 +115 57016.503906 +116 57713.984375 +117 58227.480469 +118 57100.449219 +119 56208.253906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,ITBI,SARIMAX,0.9131722450256348,"98 117980.585938 +99 85630.062500 +100 64385.316406 +101 123542.656250 +102 69905.492188 +103 86027.179688 +104 66988.671875 +105 83600.023438 +106 67273.250000 +107 86027.179688 +108 72617.578125 +109 65947.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,IRRF,SARIMAX,1.2689452171325684,"108 200482.875000 +109 200594.937500 +110 200747.968750 +111 200753.859375 +112 200753.859375 +113 200753.859375 +114 200753.859375 +115 200753.859375 +116 200753.859375 +117 200753.859375 +118 200747.968750 +119 200747.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do FPM,AR,1.0995023250579834,"108 1408927.000 +109 1893785.375 +110 1054978.125 +111 1156789.000 +112 1408943.750 +113 1380890.750 +114 1395251.250 +115 1054978.125 +116 1054555.250 +117 1045876.000 +118 1408943.750 +119 1893785.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do ICMS,HWES,2.3939592838287354,"108 1501020.875 +109 1407866.625 +110 1440165.375 +111 1622333.000 +112 1586745.500 +113 1501387.500 +114 1622581.000 +115 1406622.875 +116 1622534.750 +117 1586745.500 +118 1501020.875 +119 1586745.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do IPVA,HWES,1.4534227848052979,"104 68397.414062 +105 64724.117188 +106 89208.312500 +107 76978.375000 +108 89061.562500 +109 50883.718750 +110 4985.884277 +111 6147.847168 +112 5293.560059 +113 6147.847168 +114 4985.884277 +115 85337.539062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do ITR,HWES,19.956412076950073,"35 83804.625000 +36 16585.517578 +37 18344.517578 +38 17084.835938 +39 17084.835938 +40 16700.921875 +41 16493.910156 +42 16929.835938 +43 129954.289062 +44 130031.281250 +45 130448.109375 +46 88298.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do ITR,Linear Regression,19.956412076950073,"420838 22665.003071 +420846 8422.617828 +420854 2149.030749 +420863 2478.040361 +420872 3839.903970 +420881 4920.926141 +420890 2727.378175 +420899 11286.314100 +420908 122950.887154 +420917 864903.882717 +420925 102753.592610 +420934 82481.989790 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Cadeado - RS,Transferencias LC 61_1989,XGBoost,1.5711498260498047,"96 13676.998047 +97 12251.408203 +98 12425.791016 +99 13830.702148 +100 14578.149414 +101 12199.612305 +102 13923.317383 +103 13793.757812 +104 14622.108398 +105 12593.537109 +106 12425.791016 +107 12452.009766 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,IPTU,AR,1.8397157192230225,"85 534.291260 +86 7893.155273 +87 3581.596680 +88 10598.362305 +89 47935.882812 +90 2913.644287 +91 7715.006836 +92 394.470642 +93 7893.155273 +94 -400.868835 +95 -615.185303 +96 394.470642 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,IPTU,Linear Regression,1.8397157192230225,"407045 3425.020428 +407054 689.853210 +407063 804.890941 +407072 853.601699 +407081 78053.556208 +407089 14354.768343 +407098 669.899141 +407107 524.732741 +407116 661.195303 +407125 5.608652 +407134 103.787500 +407143 505.865280 +Name: y, dtype: float64" +Prefeitura Municipal de Guabiju - RS,ISS,HWES,1.7117431163787842,"100 60571.976562 +101 60945.160156 +102 101084.468750 +103 72460.703125 +104 68819.718750 +105 100223.945312 +106 72347.070312 +107 72674.132812 +108 72347.070312 +109 102751.531250 +110 72460.703125 +111 72674.132812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,ITBI,AR,1.5832788944244385,"86 31825.007812 +87 24763.445312 +88 22263.494141 +89 20760.195312 +90 23032.169922 +91 24789.630859 +92 23857.890625 +93 33151.312500 +94 9981.395508 +95 6633.853516 +96 4121.855469 +97 20763.556641 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,IRRF,MLP,1.5856497287750244,"100 49801.027113 +101 55284.404473 +102 28979.743531 +103 70632.743212 +104 50921.185389 +105 33434.507612 +106 57164.290611 +107 53651.479122 +108 78360.585486 +109 59964.288767 +110 61181.557085 +111 104963.506569 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,Cota-Parte do FPM,HWES,0.7393908500671387,"100 1252247.625 +101 1893768.625 +102 1022697.250 +103 1157632.000 +104 1045170.000 +105 1249332.125 +106 1045170.000 +107 1022697.250 +108 1022697.250 +109 958344.750 +110 1045170.000 +111 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,Cota-Parte do ICMS,AR,1.841228723526001,"100 419411.40625 +101 357908.46875 +102 388330.62500 +103 476807.25000 +104 455343.21875 +105 427211.90625 +106 427211.90625 +107 476807.25000 +108 476807.25000 +109 455343.21875 +110 440552.87500 +111 455343.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,Cota-Parte do IPVA,XGBoost,1.3035697937011719,"96 104688.679688 +97 22386.750000 +98 37292.132812 +99 101482.718750 +100 42550.230469 +101 26571.537109 +102 50065.957031 +103 22245.158203 +104 34027.062500 +105 34027.062500 +106 19045.148438 +107 105562.492188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,Cota-Parte do ITR,XGBoost,1.179764747619629,"87 675.968445 +88 2658.409424 +89 9114.054688 +90 9178.760742 +91 12937.792969 +92 12952.561523 +93 13005.502930 +94 12954.135742 +95 12518.776367 +96 12607.136719 +97 12759.785156 +98 12759.785156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guabiju - RS,Transferencias LC 61_1989,XGBoost,1.3265008926391602,"100 3704.273682 +101 3491.350830 +102 3910.492188 +103 4581.330566 +104 3638.928467 +105 4363.864746 +106 4252.652832 +107 4285.666016 +108 4324.413086 +109 9907.341797 +110 4446.623535 +111 4643.765137 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,IPTU,SARIMAX,1.153249740600586,"98 40475.515625 +99 342875.250000 +100 37753.050781 +101 107070.750000 +102 711212.187500 +103 107070.750000 +104 87129.484375 +105 32270.113281 +106 32270.113281 +107 54992.875000 +108 38011.421875 +109 446463.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,ISS,SARIMAX,0.9095876216888428,"108 154469.015625 +109 154515.703125 +110 154515.703125 +111 140515.718750 +112 140515.718750 +113 140515.718750 +114 154515.703125 +115 138312.921875 +116 140515.718750 +117 140515.718750 +118 140515.718750 +119 153839.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,ITBI,MLP,0.8547377586364746,"108 46582.145206 +109 56655.997533 +110 58722.779910 +111 50840.376814 +112 57597.833457 +113 52576.791409 +114 59003.488336 +115 51554.974036 +116 49665.441458 +117 57638.975597 +118 55398.863163 +119 50687.515799 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,IRRF,SARIMAX,0.8252089023590088,"108 18787.097656 +109 18484.859375 +110 25817.705078 +111 25817.705078 +112 24115.251953 +113 304814.437500 +114 93685.851562 +115 25727.296875 +116 93685.859375 +117 306430.625000 +118 306430.625000 +119 306430.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,Cota-Parte do FPM,HWES,1.171600580215454,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,Cota-Parte do ICMS,HWES,0.7558255195617676,"108 1296908.25 +109 1232662.75 +110 1300092.75 +111 1397396.00 +112 1410417.25 +113 1308714.00 +114 1397396.00 +115 1397304.75 +116 1397304.75 +117 1401560.50 +118 1322385.75 +119 1401560.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,Cota-Parte do IPVA,SARIMAX,1.3789641857147217,"108 707607.312500 +109 226812.875000 +110 226368.500000 +111 534859.125000 +112 277458.375000 +113 274859.343750 +114 279285.187500 +115 141621.375000 +116 175808.734375 +117 228235.109375 +118 123789.914062 +119 708970.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,Cota-Parte do ITR,SARIMAX,1.3812310695648193,"100 183.936752 +101 231.283035 +102 315.807648 +103 253.586746 +104 311.829376 +105 118.575897 +106 37.333637 +107 22.352549 +108 9045.297852 +109 5413.710938 +110 1210.685913 +111 950.225891 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paraí - RS,Cota-Parte do ITR,Linear Regression,1.3812310695648193,"100 170.131712 +101 102.760802 +102 101.957706 +103 83.962594 +104 80.804431 +105 78.204161 +106 105.242287 +107 239.236815 +108 3156.001346 +109 1746.193020 +110 300.472818 +111 90.331628 +Name: y, dtype: float64" +Prefeitura Municipal de Paraí - RS,Transferencias LC 61_1989,HWES,0.9581773281097412,"108 12129.110352 +109 10570.531250 +110 10038.162109 +111 13380.768555 +112 11014.969727 +113 10766.635742 +114 10586.942383 +115 11382.025391 +116 10911.991211 +117 11704.001953 +118 13598.315430 +119 11010.198242 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,IPTU,MLP,1.259606122970581,"83 8114.732558 +84 9182.471047 +85 10068.209656 +86 4902.985508 +87 -929.742273 +88 2553.052649 +89 2593.538683 +90 2837.730119 +91 3091.867796 +92 3375.985488 +93 3570.610452 +94 3741.798598 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,IPTU,Linear Regression,1.259606122970581,"342868 728.446199 +342885 63.462083 +401377 1215.738428 +401398 29625.996844 +401406 41593.773664 +401414 1064.087510 +401422 1707.645019 +401430 1076.129632 +401439 905.602663 +401447 842.520242 +401456 1382.819228 +401464 1825.106822 +Name: y, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,ISS,HWES,1.6624300479888916,"108 14306.897461 +109 16418.554688 +110 15959.835938 +111 15825.148438 +112 17439.080078 +113 17250.394531 +114 12445.531250 +115 12408.978516 +116 13751.643555 +117 14482.152344 +118 14105.396484 +119 14221.754883 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,ISS,Linear Regression,1.6624300479888916,"401378 34847.416265 +401384 15522.953530 +401391 19036.279777 +401399 46149.772912 +401407 37101.600692 +401415 48057.449683 +401423 14429.779353 +401431 14843.054522 +401440 31665.907881 +401448 16241.931377 +401457 18924.844024 +401465 18582.598873 +Name: y, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,ITBI,XGBoost,1.0599353313446045,"87 13090.940430 +88 13090.940430 +89 13090.940430 +90 13070.213867 +91 13401.851562 +92 13090.940430 +93 11554.145508 +94 13149.649414 +95 13059.957031 +96 13059.957031 +97 13090.940430 +98 11783.221680 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,IRRF,XGBoost,1.7849562168121338,"108 59302.179688 +109 58194.210938 +110 58194.210938 +111 58194.210938 +112 58194.210938 +113 47011.078125 +114 33547.390625 +115 33547.390625 +116 58765.046875 +117 33547.390625 +118 47011.089844 +119 58765.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do FPM,HWES,1.872805118560791,"108 1429306.625 +109 1585687.375 +110 1051556.625 +111 1185988.000 +112 1348342.625 +113 1348336.000 +114 1053397.125 +115 1052747.625 +116 1585687.375 +117 1052746.875 +118 1348342.625 +119 1585687.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do ICMS,HWES,1.6425261497497559,"108 665619.0000 +109 678314.8125 +110 673552.0625 +111 663350.1250 +112 669844.1250 +113 666946.3750 +114 663289.9375 +115 663350.1250 +116 663350.1250 +117 665361.5625 +118 654830.8125 +119 665361.3750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do IPVA,MLP,1.2990612983703613,"101 36126.025167 +102 14727.928112 +103 21713.902202 +104 22049.992886 +105 16516.978725 +106 12418.562718 +107 14472.119092 +108 12046.325479 +109 13310.728987 +110 14937.761856 +111 15983.495777 +112 46471.017039 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do ITR,XGBoost,1.672823190689087,"62 846.731689 +63 831.683105 +64 846.453918 +65 855.212891 +66 831.683105 +67 -57.376228 +68 -37.708591 +69 846.731689 +70 -57.376228 +71 846.996826 +72 855.212891 +73 831.683105 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiro Baixo - RS,Transferencias LC 61_1989,HWES,0.8582086563110352,"108 4070.099854 +109 3870.101074 +110 3962.355225 +111 4436.072266 +112 4199.538574 +113 4580.885254 +114 4495.194336 +115 3982.920166 +116 3902.894531 +117 4207.802734 +118 4018.138672 +119 4221.674316 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sarandi - RS,IPTU,HWES,1.5461647510528564,"107 5.716623e+05 +108 1.158804e+06 +109 5.045035e+04 +110 1.608217e+05 +111 1.434717e+05 +112 1.525777e+05 +113 1.219679e+05 +114 1.434717e+05 +115 1.608183e+05 +116 6.580202e+04 +117 9.804623e+04 +118 3.848311e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sarandi - RS,IPTU,Linear Regression,1.5461647510528564,"413751 6.331765e+05 +413759 1.501892e+06 +413767 3.034718e+05 +413774 1.289001e+05 +413782 1.440425e+05 +413790 1.181144e+05 +413798 1.533489e+05 +413806 1.468328e+05 +413814 1.295458e+05 +413822 6.388705e+04 +413830 1.349552e+05 +413838 4.800408e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Sarandi - RS,ISS,XGBoost,0.7981467247009277,"108 762534.6875 +109 773730.6875 +110 757712.0625 +111 762735.3125 +112 762533.8125 +113 765825.5625 +114 762533.8125 +115 765824.6875 +116 765824.6875 +117 765825.5625 +118 765825.5625 +119 765825.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sarandi - RS,ITBI,HWES,0.9139940738677979,"108 163222.828125 +109 187686.421875 +110 170670.765625 +111 145611.390625 +112 202578.546875 +113 124824.351562 +114 196941.953125 +115 156857.890625 +116 159110.515625 +117 189429.359375 +118 190884.687500 +119 164827.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sarandi - RS,ITBI,Linear Regression,0.9139940738677979,"413753 112201.611989 +413761 177008.397618 +413769 203824.998199 +413776 111279.323205 +413784 237269.636185 +413792 186221.932699 +413800 360054.326250 +413808 137194.927223 +413816 171222.781792 +413824 251314.709621 +413832 230018.448594 +413840 178049.749678 +Name: y, dtype: float64" +Prefeitura Municipal de Sarandi - RS,IRRF,SARIMAX,0.7244799137115479,"108 492305.43750 +109 623592.50000 +110 623592.50000 +111 491465.03125 +112 623592.50000 +113 623592.50000 +114 623592.50000 +115 491714.28125 +116 623592.50000 +117 623592.50000 +118 623592.50000 +119 623592.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sarandi - RS,Cota-Parte do FPM,AR,0.7982175350189209,"108 2691022.00 +109 4418793.50 +110 2353428.50 +111 2691022.00 +112 3027978.50 +113 2922207.50 +114 3680144.75 +115 2353428.50 +116 2353429.00 +117 2167277.25 +118 3027978.50 +119 4418793.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sarandi - RS,Cota-Parte do ICMS,HWES,0.8264560699462891,"108 2446067.25 +109 2298327.75 +110 2295733.25 +111 2405634.25 +112 2458868.75 +113 2631871.50 +114 2415436.00 +115 2418104.75 +116 2418104.75 +117 2443460.00 +118 2418456.25 +119 2443460.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sarandi - RS,Cota-Parte do IPVA,XGBoost,1.4036738872528076,"108 1.168900e+06 +109 4.549407e+05 +110 8.498556e+05 +111 8.866368e+05 +112 8.843788e+05 +113 3.078043e+05 +114 3.289171e+05 +115 1.192620e+05 +116 1.124675e+05 +117 1.126493e+05 +118 8.539128e+04 +119 2.618420e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sarandi - RS,Cota-Parte do IPVA,Linear Regression,1.4036738872528076,"413757 1.482500e+06 +413765 3.588002e+05 +413773 5.871565e+05 +413780 8.252482e+05 +413788 6.463101e+05 +413796 2.440772e+05 +413804 2.025272e+05 +413812 1.194454e+05 +413820 9.759624e+04 +413828 8.395735e+04 +413836 3.665177e+04 +413844 1.185931e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Sarandi - RS,Cota-Parte do ITR,HWES,2.4175403118133545,"107 4111.747559 +108 14050.355469 +109 5157.307129 +110 5689.081055 +111 5582.426758 +112 15304.029297 +113 5161.900879 +114 6021.569824 +115 57354.542969 +116 25489.814453 +117 15569.951172 +118 15569.951172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,IPTU,SES,1.5518128871917725,"105 40048.152344 +106 49993.960938 +107 47086.218750 +108 49690.125000 +109 63390.355469 +110 49216.937500 +111 60801.707031 +112 830416.375000 +113 52579.546875 +114 95594.601562 +115 95594.601562 +116 95594.601562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,IPTU,Linear Regression,1.5518128871917725,"397798 178174.898284 +397807 50413.960368 +397816 79301.064600 +397825 54986.222011 +397834 39994.378732 +397843 46233.107694 +397852 60669.417484 +397860 587602.490229 +397869 437689.735267 +397878 80038.612058 +397887 83654.915188 +397896 83783.907530 +Name: y, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,ISS,HWES,0.9267375469207764,"108 115641.132812 +109 114222.507812 +110 368022.937500 +111 114222.507812 +112 368022.937500 +113 115641.132812 +114 369576.000000 +115 369576.000000 +116 141220.125000 +117 369576.000000 +118 114222.507812 +119 368022.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,ITBI,SARIMAX,1.7770733833312988,"107 50506.894531 +108 45969.218750 +109 53143.417969 +110 46593.171875 +111 46593.171875 +112 52110.753906 +113 53143.417969 +114 40110.335938 +115 43256.253906 +116 50222.035156 +117 50506.894531 +118 53143.417969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,IRRF,XGBoost,0.7441344261169434,"108 308213.281250 +109 191686.046875 +110 191686.046875 +111 308213.281250 +112 308213.281250 +113 202982.218750 +114 308213.281250 +115 308213.281250 +116 308213.281250 +117 308213.281250 +118 308213.281250 +119 308213.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do FPM,HWES,0.7852363586425781,"108 1998625.125 +109 2524931.500 +110 1536136.875 +111 1612902.250 +112 2165079.250 +113 1779663.875 +114 2165079.750 +115 1536136.875 +116 1558703.750 +117 1334822.875 +118 2165079.250 +119 2524931.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do ICMS,HWES,0.8709704875946045,"108 745389.7500 +109 590066.8750 +110 730579.6250 +111 770655.6250 +112 794905.2500 +113 746734.8125 +114 792448.8125 +115 794905.2500 +116 795986.5625 +117 791680.6250 +118 742241.5000 +119 791680.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do IPVA,XGBoost,1.303741693496704,"108 586557.375000 +109 374281.156250 +110 347834.218750 +111 586451.937500 +112 608560.500000 +113 134779.921875 +114 134779.921875 +115 111990.054688 +116 100089.132812 +117 65598.710938 +118 21802.984375 +119 586280.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do ITR,AR,1.3662385940551758,"101 84.183861 +102 31.483828 +103 32.675697 +104 28.989231 +105 176.670624 +106 39.095642 +107 121.996056 +108 452.637207 +109 243.294327 +110 245.579285 +111 100.286934 +112 28.989231 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do ITR,Linear Regression,1.3662385940551758,"343625 187.883392 +397805 102.073815 +397814 78.152191 +397823 84.033951 +397832 256.861517 +397841 177.192646 +397850 57.806480 +397867 12.577349 +397876 2119.825784 +397885 3806.053642 +397894 244.395145 +397903 84.712142 +Name: y, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,Transferencias LC 61_1989,XGBoost,1.0165269374847412,"108 6779.562012 +109 5187.837891 +110 5438.205566 +111 5346.025879 +112 5511.718750 +113 6120.296875 +114 6621.961914 +115 4927.261230 +116 6868.370117 +117 4190.874512 +118 5845.017578 +119 6788.742676 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Cachoeiras - RS,Transferencias LC 61_1989,Linear Regression,1.0165269374847412,"397806 7789.870171 +397815 4229.227402 +397824 5325.969839 +397833 6300.923921 +397842 5814.946312 +397851 6590.810412 +397859 6798.238959 +397868 5671.054826 +397877 6036.980831 +397886 10008.187358 +397895 5341.190687 +397904 7037.651781 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,IPTU,XGBoost,2.178313970565796,"100 916.717407 +101 916.717407 +102 5540.783691 +103 5556.762207 +104 21248.791016 +105 9933.044922 +106 9933.044922 +107 2150.655029 +108 3189.282471 +109 1396.648071 +110 3823.582520 +111 1195.345337 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,IPTU,Linear Regression,2.178313970565796,"342562 1386.337116 +422100 917.358621 +422108 23081.419013 +422117 37238.008013 +422126 28942.612914 +422134 8015.100838 +422143 7918.208015 +422152 1943.105247 +422169 146.036428 +422176 284.681476 +422184 188.468841 +422193 1105.487368 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,ISS,XGBoost,1.6584007740020752,"108 45625.578125 +109 44544.359375 +110 45494.476562 +111 54211.843750 +112 45494.476562 +113 45613.882812 +114 46258.039062 +115 45519.761719 +116 45649.128906 +117 46258.039062 +118 45520.269531 +119 54211.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,ITBI,MLP,1.766810655593872,"84 4599.522383 +85 4125.847882 +86 4504.632150 +87 4575.558670 +88 4125.774350 +89 4381.142197 +90 4536.473624 +91 4642.291185 +92 4846.136598 +93 4986.848679 +94 4972.845811 +95 4977.832510 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,IRRF,XGBoost,1.407494068145752,"108 75883.898438 +109 67233.773438 +110 64441.308594 +111 65054.285156 +112 65054.289062 +113 64441.308594 +114 88369.656250 +115 88369.656250 +116 64441.308594 +117 65054.285156 +118 65054.289062 +119 65054.285156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do FPM,AR,0.7015695571899414,"108 1.261310e+06 +109 1.893769e+06 +110 1.028178e+06 +111 1.157627e+06 +112 1.261310e+06 +113 1.253078e+06 +114 1.261310e+06 +115 1.028178e+06 +116 1.045014e+06 +117 1.028211e+06 +118 1.261310e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do ICMS,HWES,0.8928546905517578,"108 366132.00000 +109 312015.31250 +110 315171.40625 +111 360350.87500 +112 380685.93750 +113 366458.56250 +114 359180.50000 +115 357707.96875 +116 358084.34375 +117 376363.81250 +118 358723.46875 +119 368244.87500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do IPVA,SARIMAX,1.279808521270752,"107 77815.625000 +108 77815.625000 +109 88950.218750 +110 90391.515625 +111 47540.085938 +112 92177.148438 +113 89171.578125 +114 89176.429688 +115 89027.789062 +116 89233.210938 +117 89841.273438 +118 77815.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do ITR,XGBoost,1.314096450805664,"94 141.331329 +95 159.226974 +96 167.417542 +97 146.209412 +98 161.242279 +99 167.417542 +100 90.374969 +101 153.509018 +102 253.478683 +103 169.495316 +104 -37.145676 +105 -74.431816 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do ITR,Linear Regression,1.314096450805664,"342577 10.588469 +422106 35.507730 +422115 45.085240 +422124 139.751829 +422141 25.992297 +422150 47.993965 +422159 5.737638 +422167 69.933557 +422174 739.738473 +422182 3358.300575 +422191 45.005428 +422200 129.260909 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Tereza - RS,Transferencias LC 61_1989,HWES,0.6781332492828369,"36 2487.135498 +37 2684.417725 +38 3021.860596 +39 3215.704102 +40 3174.526367 +41 3215.700684 +42 3215.700684 +43 3174.557861 +44 2939.173828 +45 2295.059570 +46 3174.526367 +47 3340.073486 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,IPTU,SARIMAX,1.71974515914917,"108 3003.393311 +109 7343.791992 +110 34776.171875 +111 63916.632812 +112 63856.359375 +113 4483.969727 +114 5847.025879 +115 5847.025879 +116 3700.831299 +117 5863.404297 +118 3198.834961 +119 3888.552246 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,ISS,Prophet,1.7743217945098877,"108 -71366.234375 +109 -70234.695312 +110 -72368.843750 +111 -71470.437500 +112 -72558.031250 +113 -72259.890625 +114 -72234.492188 +115 -72261.648438 +116 -72809.437500 +117 -72837.593750 +118 -71470.437500 +119 -75821.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,ISS,Linear Regression,1.7743217945098877,"406845 3258.901092 +406854 19596.883950 +406863 33137.811579 +406871 13393.432028 +406880 150734.708911 +406888 14061.550565 +406897 15096.385411 +406906 19462.910296 +406915 10946.589613 +406923 12480.616651 +406932 13021.732475 +406941 -103298.124793 +Name: y, dtype: float64" +Prefeitura Municipal de Braga - RS,ITBI,XGBoost,1.5326063632965088,"107 9258.789062 +108 9550.430664 +109 10162.675781 +110 3421.020020 +111 9532.985352 +112 38929.183594 +113 21894.302734 +114 15660.805664 +115 23525.509766 +116 8503.520508 +117 5808.311035 +118 8503.520508 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,IRRF,XGBoost,1.7182984352111816,"108 65169.191406 +109 60585.960938 +110 60418.496094 +111 60418.496094 +112 60418.496094 +113 60415.902344 +114 60415.902344 +115 60418.496094 +116 60415.902344 +117 60418.496094 +118 60418.496094 +119 60423.425781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,Cota-Parte do FPM,MLP,1.9781043529510498,"108 1.108563e+06 +109 1.224750e+06 +110 1.083498e+06 +111 1.198021e+06 +112 1.259347e+06 +113 1.222916e+06 +114 1.358355e+06 +115 1.144989e+06 +116 1.160098e+06 +117 1.132978e+06 +118 1.461302e+06 +119 1.403186e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,Cota-Parte do ICMS,HWES,1.2667670249938965,"108 413650.34375 +109 421482.59375 +110 410363.34375 +111 454223.65625 +112 600441.37500 +113 531264.50000 +114 443849.50000 +115 477160.31250 +116 472297.18750 +117 573619.00000 +118 467834.78125 +119 573619.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,Cota-Parte do IPVA,XGBoost,1.367323398590088,"103 72848.351562 +104 45390.996094 +105 45391.984375 +106 71195.375000 +107 31098.367188 +108 45392.160156 +109 6296.190430 +110 -98.837112 +111 20447.005859 +112 6798.568359 +113 7228.852539 +114 45236.554688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,Cota-Parte do IPVA,Linear Regression,1.367323398590088,"353721 3698.822976 +353738 91534.989016 +406850 70562.383563 +406859 15395.172517 +406876 37963.253011 +406885 118213.273978 +406893 837.456679 +406902 11982.129324 +406911 15821.709506 +406928 2496.500846 +406937 3451.591053 +406946 61201.936975 +Name: y, dtype: float64" +Prefeitura Municipal de Braga - RS,Cota-Parte do ITR,SES,1.6191046237945557,"103 806.312988 +104 560.033691 +105 833.413635 +106 249.636322 +107 -4.773721 +108 2187.564697 +109 44.698246 +110 1573.146729 +111 2805.206299 +112 1164.225952 +113 363.498962 +114 1718.932251 +Name: Valor, dtype: float64" +Prefeitura Municipal de Braga - RS,Cota-Parte do ITR,Linear Regression,1.6191046237945557,"353739 125.637207 +406851 152.387245 +406860 104.382711 +406868 15.226778 +406877 42.508993 +406894 1857.167283 +406903 9.774679 +406912 1060.845909 +406920 2558.837183 +406929 15228.471964 +406938 443.227388 +406947 576.130439 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,IPTU,SARIMAX,1.2231740951538086,"77 4816.064941 +78 12396.679688 +79 128170.578125 +80 201755.640625 +81 137632.437500 +82 139925.796875 +83 139907.093750 +84 140139.687500 +85 140139.687500 +86 137851.437500 +87 137661.093750 +88 137851.406250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,ISS,XGBoost,1.9000914096832275,"96 46930.242188 +97 46811.125000 +98 45532.148438 +99 46811.125000 +100 46798.988281 +101 46798.988281 +102 46811.125000 +103 39386.136719 +104 46798.988281 +105 46798.988281 +106 46798.988281 +107 46798.988281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,ITBI,XGBoost,1.056786298751831,"81 31876.335938 +82 28399.519531 +83 23965.240234 +84 25853.017578 +85 26985.169922 +86 26801.669922 +87 27247.384766 +88 25853.017578 +89 26761.126953 +90 26754.365234 +91 26062.544922 +92 26048.457031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,IRRF,Prophet,1.3024182319641113,"96 105391.984375 +97 105246.453125 +98 105598.445312 +99 105596.625000 +100 105598.445312 +101 105596.625000 +102 105598.445312 +103 105598.445312 +104 105598.445312 +105 105598.445312 +106 105598.445312 +107 105598.445312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do FPM,SARIMAX,0.8330469131469727,"96 1712904.625 +97 1811506.625 +98 1164473.875 +99 1712904.625 +100 1747935.000 +101 1712904.625 +102 1811506.625 +103 1712904.625 +104 1478009.500 +105 1004092.125 +106 1811506.875 +107 1811506.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ICMS,HWES,0.6237075328826904,"96 381817.15625 +97 424204.84375 +98 506483.81250 +99 424204.84375 +100 506483.81250 +101 424467.40625 +102 424204.84375 +103 442853.46875 +104 439055.28125 +105 435201.87500 +106 423498.06250 +107 506717.46875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ICMS,Linear Regression,0.6237075328826904,"377227 436095.141675 +377235 534884.759371 +377244 606054.221393 +377253 529565.771720 +377262 662859.516872 +377270 508985.150293 +377279 530918.459882 +377288 564450.942937 +377297 500055.545397 +377306 477733.318555 +377315 546644.707332 +377324 592444.036001 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do IPVA,MLP,1.201005220413208,"96 199221.247422 +97 67539.322642 +98 53094.609001 +99 101180.678733 +100 95075.040572 +101 64039.325176 +102 53327.207602 +103 54360.524534 +104 75405.764606 +105 56726.411417 +106 60932.312766 +107 318057.905497 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ITR,SARIMAX,0.9698565006256104,"74 395.273926 +75 395.273926 +76 529.814392 +77 537.199402 +78 499.348114 +79 477.457001 +80 415.700470 +81 1500.056396 +82 562.201111 +83 97.754547 +84 -31.676075 +85 -44.984402 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ITR,Linear Regression,0.9698565006256104,"74 161.482427 +75 534.597819 +76 416.592265 +77 243.731255 +78 228.541477 +79 413.598759 +80 357.645123 +81 204.093615 +82 507.830935 +83 829.588192 +84 494.287776 +85 279.562925 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,Transferencias LC 61_1989,XGBoost,1.8481833934783936,"96 4745.070312 +97 3922.320801 +98 5070.604980 +99 4713.972656 +100 3924.715820 +101 3596.846680 +102 3997.415771 +103 3919.883789 +104 4713.972656 +105 3596.846680 +106 4917.258301 +107 3911.275146 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Pádua - RS,Transferencias LC 61_1989,Linear Regression,1.8481833934783936,"377230 6518.499948 +377238 8053.037488 +377247 7280.464253 +377256 6619.640871 +377264 5069.828437 +377273 4705.920032 +377282 5718.888677 +377291 3386.422068 +377300 6630.765513 +377309 4725.160997 +377318 6243.957045 +377327 5812.232527 +Name: y, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,IPTU,MLP,1.5861647129058838,"108 6509.565257 +109 7652.466102 +110 29275.249210 +111 45064.603607 +112 62606.374016 +113 8828.503306 +114 7250.841037 +115 6509.864916 +116 7861.992752 +117 11165.458390 +118 7448.771644 +119 7880.761754 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,ISS,SES,1.119757890701294,"108 51894.117188 +109 51894.117188 +110 51894.117188 +111 51894.117188 +112 51894.117188 +113 51894.117188 +114 51894.687500 +115 51894.117188 +116 51894.117188 +117 51894.117188 +118 51894.117188 +119 51894.117188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,ITBI,SARIMAX,1.5192139148712158,"108 24388.632812 +109 64214.460938 +110 45261.960938 +111 38781.515625 +112 39227.597656 +113 43035.113281 +114 40238.355469 +115 38422.066406 +116 39227.597656 +117 65400.964844 +118 64789.085938 +119 63888.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,ITBI,Linear Regression,1.5192139148712158,"108 5180.767779 +109 8269.292761 +110 6581.446569 +111 7195.080978 +112 8253.668975 +113 9348.103123 +114 10887.742099 +115 8475.546548 +116 17691.981569 +117 7324.738884 +118 7809.160031 +119 11012.833090 +Name: y, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,IRRF,AR,1.9936034679412842,"108 53246.523438 +109 56809.097656 +110 56809.097656 +111 50387.710938 +112 50387.710938 +113 50387.710938 +114 50387.710938 +115 50387.710938 +116 50387.710938 +117 50387.710938 +118 50387.710938 +119 100743.898438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,Cota-Parte do FPM,AR,0.9035472869873047,"108 1386315.250 +109 1893768.875 +110 1114815.000 +111 1331526.375 +112 1386315.250 +113 1386303.625 +114 1386315.250 +115 1114815.000 +116 1108581.250 +117 1002226.125 +118 1386315.250 +119 1893768.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,Cota-Parte do ICMS,HWES,0.6925356388092041,"108 805755.6250 +109 675173.8125 +110 746091.1250 +111 821779.1875 +112 823648.8750 +113 806018.0625 +114 821768.5625 +115 824871.2500 +116 824871.2500 +117 823648.8750 +118 821768.5625 +119 823648.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,Cota-Parte do IPVA,AR,2.2052769660949707,"108 70093.078125 +109 34709.859375 +110 34709.859375 +111 59632.406250 +112 60465.734375 +113 20703.328125 +114 20604.212891 +115 20978.117188 +116 10534.546875 +117 10496.247070 +118 20735.382812 +119 69104.085938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,Cota-Parte do IPVA,Linear Regression,2.2052769660949707,"428809 120616.903208 +428818 34365.202566 +428826 31187.615745 +428834 57847.954521 +428843 63932.363152 +428852 14809.899409 +428860 15131.460367 +428869 12759.976450 +428878 10587.326472 +428887 9409.153242 +428896 16431.889808 +428905 70669.852283 +Name: y, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,Cota-Parte do ITR,SES,1.7957634925842285,"101 3122.858887 +102 11534.928711 +103 11532.074219 +104 2150.986572 +105 2128.999512 +106 2153.020996 +107 2128.999512 +108 2121.398193 +109 3101.480713 +110 3101.480713 +111 3120.281494 +112 3120.281494 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,Cota-Parte do ITR,Linear Regression,1.7957634925842285,"386343 10057.641874 +386352 59.589577 +386361 6.648334 +428810 59.518676 +428835 30.525615 +428844 19.094189 +428861 31.910911 +428870 39.551859 +428879 6403.294407 +428888 10675.484239 +428897 1150.887115 +428906 1701.673480 +Name: y, dtype: float64" +Prefeitura Municipal de Sede Nova - RS,Transferencias LC 61_1989,SARIMAX,0.6430065631866455,"36 6623.843750 +37 5634.137207 +38 7075.099121 +39 7247.243164 +40 7212.206055 +41 6741.052734 +42 6741.052734 +43 7076.874023 +44 7311.030762 +45 6625.169922 +46 7075.351074 +47 6624.292969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,IPTU,SARIMAX,2.046210527420044,"97 5786.197754 +98 7635.634277 +99 5443.687500 +100 6230.785645 +101 5815.729980 +102 5620.430176 +103 5606.564941 +104 2450.222168 +105 1493.826172 +106 3855.152588 +107 3047.198242 +108 2459.296875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,IPTU,Linear Regression,2.046210527420044,"97 1056.842729 +98 855.743467 +99 659.423792 +100 556.999369 +101 818.075520 +102 1421.837448 +103 3224.801909 +104 3329.167739 +105 4893.263520 +106 2480.013533 +107 1934.940137 +108 1308.010222 +Name: y, dtype: float64" +Prefeitura Municipal de Bozano - RS,ISS,SES,1.045586109161377,"108 10827.964844 +109 10714.046875 +110 12034.650391 +111 14313.051758 +112 15349.403320 +113 15893.780273 +114 14565.265625 +115 15029.503906 +116 15081.241211 +117 13745.326172 +118 15207.542969 +119 15335.072266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,ITBI,MLP,1.789400339126587,"104 18970.321793 +105 19528.704488 +106 19552.895085 +107 20573.669870 +108 21134.802880 +109 18206.906802 +110 17368.834035 +111 18058.870722 +112 17386.370140 +113 17541.158953 +114 18214.082651 +115 19277.383481 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,IRRF,SARIMAX,1.1248152256011963,"108 108836.000000 +109 109783.281250 +110 134513.031250 +111 108836.000000 +112 109787.984375 +113 108836.000000 +114 108836.000000 +115 109783.281250 +116 109953.070312 +117 108836.000000 +118 109953.070312 +119 134513.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,Cota-Parte do FPM,HWES,0.8911638259887695,"108 1243197.250 +109 1893970.875 +110 1129345.375 +111 1157142.500 +112 1243399.500 +113 1256430.875 +114 1243399.500 +115 1129345.375 +116 1129534.625 +117 956957.500 +118 1243399.500 +119 1893970.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,Cota-Parte do ICMS,HWES,0.7482349872589111,"108 896084.4375 +109 890284.6875 +110 890402.8750 +111 896546.4375 +112 904869.2500 +113 896084.4375 +114 895836.0625 +115 904869.2500 +116 904869.2500 +117 897997.4375 +118 896442.2500 +119 897997.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,Cota-Parte do IPVA,SARIMAX,1.4310493469238281,"108 95862.445312 +109 35728.894531 +110 86498.835938 +111 84223.742188 +112 58430.175781 +113 13699.605469 +114 12149.181641 +115 12259.022461 +116 4672.258301 +117 595.585999 +118 1497.245605 +119 77163.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,Cota-Parte do IPVA,Linear Regression,1.4310493469238281,"108 38775.506066 +109 10809.367538 +110 20192.984867 +111 28317.608401 +112 18512.555534 +113 5771.314388 +114 4282.509366 +115 5437.151699 +116 3111.090220 +117 1801.017404 +118 2246.017083 +119 34084.591863 +Name: y, dtype: float64" +Prefeitura Municipal de Bozano - RS,Cota-Parte do ITR,XGBoost,1.923802375793457,"95 600.009216 +96 600.009216 +97 600.009216 +98 801.965027 +99 656.958679 +100 600.009216 +101 9380.576172 +102 22135.769531 +103 32889.027344 +104 32106.246094 +105 31470.439453 +106 31470.076172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bozano - RS,Transferencias LC 61_1989,HWES,1.1253666877746582,"108 6162.277832 +109 5663.043457 +110 5602.923340 +111 5404.285645 +112 5787.659668 +113 5934.004883 +114 5945.756348 +115 5757.024902 +116 5278.676758 +117 6009.300781 +118 5602.923340 +119 5901.649414 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,IPTU,SARIMAX,1.5865492820739746,"96 1.278333e+05 +97 1.321815e+05 +98 1.923536e+06 +99 7.652331e+04 +100 1.156616e+05 +101 1.156616e+05 +102 1.156616e+05 +103 1.156616e+05 +104 1.156656e+05 +105 1.156616e+05 +106 1.156656e+05 +107 1.156616e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,IPTU,Linear Regression,1.5865492820739746,"96 27005.940420 +97 37420.735100 +98 526752.318371 +99 87097.831048 +100 35282.730380 +101 66165.077983 +102 40479.569857 +103 41122.340834 +104 38708.781779 +105 40161.528224 +106 39160.641736 +107 56825.372677 +Name: y, dtype: float64" +Prefeitura Municipal de Candiota - RS,ISS,Prophet,1.2622413635253906,"96 3441823.25 +97 3357009.25 +98 3271216.25 +99 3503537.00 +100 3574335.25 +101 3614771.50 +102 3593869.50 +103 3607535.75 +104 3593402.75 +105 3594115.50 +106 3575197.25 +107 3349338.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,ITBI,XGBoost,1.698071002960205,"95 68120.812500 +96 58544.257812 +97 58544.257812 +98 28223.949219 +99 71682.507812 +100 33438.792969 +101 25855.031250 +102 7874.978027 +103 11562.978516 +104 25855.031250 +105 66563.054688 +106 64974.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,ITBI,Linear Regression,1.698071002960205,"385849 53463.607091 +385857 35388.891849 +385865 37021.325046 +385873 249226.824220 +385881 80448.540629 +385889 176880.549237 +385897 11016.749081 +385905 25093.690877 +385913 23412.386573 +385921 12476.171119 +385929 52654.686592 +385938 30380.874473 +Name: y, dtype: float64" +Prefeitura Municipal de Candiota - RS,IRRF,HWES,1.0304758548736572,"96 3.747744e+05 +97 3.602843e+05 +98 3.640060e+05 +99 1.569982e+06 +100 3.640060e+05 +101 3.640060e+05 +102 3.640060e+05 +103 3.640060e+05 +104 3.640060e+05 +105 3.640060e+05 +106 3.640060e+05 +107 6.465702e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,Cota-Parte do FPM,SARIMAX,0.7195460796356201,"96 1556027.625 +97 1811358.875 +98 1273001.000 +99 1556027.625 +100 1811506.875 +101 1811506.625 +102 1811358.875 +103 1811506.625 +104 1292281.375 +105 1292281.375 +106 1811506.875 +107 1811358.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,Cota-Parte do ICMS,XGBoost,0.6453938484191895,"96 2489250.50 +97 2401538.75 +98 2401805.00 +99 2401538.75 +100 2401805.00 +101 2401538.75 +102 2401538.75 +103 2401538.75 +104 2401538.75 +105 2489250.50 +106 2489250.50 +107 2401538.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,Cota-Parte do IPVA,XGBoost,0.7611136436462402,"96 264906.781250 +97 112061.390625 +98 128041.539062 +99 264883.718750 +100 264906.781250 +101 128041.539062 +102 67945.718750 +103 67090.460938 +104 67090.460938 +105 40723.449219 +106 42154.128906 +107 264906.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,Cota-Parte do ITR,MLP,1.5502614974975586,"93 106456.861037 +94 157625.785479 +95 101627.883048 +96 120702.123089 +97 130176.982789 +98 149414.402594 +99 250704.465895 +100 191472.206847 +101 241868.273846 +102 729861.973296 +103 277038.742615 +104 312964.061854 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candiota - RS,Transferencias LC 61_1989,MLP,1.1798019409179688,"38 14309.520717 +39 12395.855347 +40 12900.294053 +41 13065.835562 +42 13153.423715 +43 12319.842557 +44 12989.180841 +45 10695.935637 +46 12597.360752 +47 11372.470314 +48 12284.985128 +49 10908.956610 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,IPTU,AR,2.0495033264160156,"107 7113.405762 +108 9564.634766 +109 42639.167969 +110 60372.351562 +111 62716.730469 +112 129344.117188 +113 60005.156250 +114 60418.695312 +115 59872.835938 +116 59749.019531 +117 59783.460938 +118 59796.550781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,ISS,HWES,1.0790095329284668,"108 26335.761719 +109 24194.574219 +110 25152.757812 +111 22104.238281 +112 24168.228516 +113 24148.369141 +114 24148.369141 +115 25152.757812 +116 21346.515625 +117 24194.574219 +118 24194.574219 +119 25152.757812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,ITBI,Prophet,1.7158222198486328,"106 16775.746094 +107 18753.175781 +108 17938.408203 +109 18040.544922 +110 18659.042969 +111 16984.392578 +112 18499.029297 +113 19162.437500 +114 17097.527344 +115 18549.021484 +116 17341.347656 +117 18741.728516 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,IRRF,SARIMAX,0.757049560546875,"108 95681.359375 +109 95681.359375 +110 95003.382812 +111 95003.382812 +112 94726.796875 +113 94726.796875 +114 95003.382812 +115 95003.382812 +116 94726.796875 +117 94726.796875 +118 94726.796875 +119 94988.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,Cota-Parte do FPM,HWES,1.6914668083190918,"108 1.247115e+06 +109 1.894002e+06 +110 1.057990e+06 +111 1.141274e+06 +112 1.247348e+06 +113 1.274858e+06 +114 1.247562e+06 +115 1.057990e+06 +116 1.057990e+06 +117 9.434868e+05 +118 1.247348e+06 +119 1.894002e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,Cota-Parte do ICMS,HWES,0.898794412612915,"108 957856.7500 +109 746407.0000 +110 831590.0000 +111 984409.6875 +112 946237.0000 +113 909518.0000 +114 924755.0625 +115 991289.2500 +116 990863.5000 +117 996832.5000 +118 998791.1250 +119 990887.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,Cota-Parte do IPVA,MLP,1.2485911846160889,"108 92254.364175 +109 36135.605272 +110 42689.832798 +111 61247.372099 +112 43606.983656 +113 28599.245831 +114 23199.783575 +115 22203.170761 +116 19053.223169 +117 21992.683967 +118 23948.871721 +119 104467.783204 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,Cota-Parte do ITR,SES,1.093384027481079,"81 163.209335 +82 258.872620 +83 -84.084236 +84 233.112259 +85 -80.253876 +86 -178.290146 +87 90.952370 +88 90.952370 +89 159.514191 +90 468.667084 +91 -41.596550 +92 -38.911839 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capitão - RS,Cota-Parte do ITR,Linear Regression,1.093384027481079,"354055 43.772985 +404424 5.244300 +404433 26.788221 +404442 25.350268 +404451 34.003363 +404460 5.421929 +404477 155.958706 +404486 141.773721 +404495 867.990810 +404504 2275.383219 +404513 77.387255 +404522 106.823001 +Name: y, dtype: float64" +Prefeitura Municipal de Capitão - RS,Transferencias LC 61_1989,HWES,0.8410382270812988,"108 7918.141602 +109 8068.031250 +110 8903.504883 +111 9031.181641 +112 8839.564453 +113 10180.912109 +114 10321.345703 +115 8003.253418 +116 8013.427734 +117 8385.371094 +118 10312.453125 +119 7948.407227 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,IPTU,SARIMAX,1.2614173889160156,"99 1165.613037 +100 44853.585938 +101 66003.218750 +102 16224.468750 +103 16237.942383 +104 13802.307617 +105 13746.450195 +106 14021.437500 +107 12926.675781 +108 14397.503906 +109 13708.376953 +110 11452.672852 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,ISS,XGBoost,1.4631681442260742,"108 16339.480469 +109 17960.701172 +110 22156.796875 +111 17698.386719 +112 17779.716797 +113 17779.716797 +114 17857.339844 +115 17857.339844 +116 22156.796875 +117 17779.716797 +118 17833.330078 +119 17779.716797 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,ITBI,AR,1.6500532627105713,"107 7960.370605 +108 12789.640625 +109 9156.310547 +110 14544.156250 +111 18107.375000 +112 13147.467773 +113 13960.994141 +114 12536.221680 +115 20547.599609 +116 8808.194336 +117 15683.178711 +118 8631.803711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,ITBI,Linear Regression,1.6500532627105713,"390517 13821.955854 +390526 35520.664862 +390534 15232.463581 +390543 4566.465871 +390552 11285.156445 +390560 6941.540730 +390568 32475.731323 +390577 9301.664578 +390586 48738.880211 +390595 17492.882876 +390604 8930.906208 +390613 21177.252459 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,IRRF,SARIMAX,1.1515932083129883,"108 59591.226562 +109 59292.050781 +110 59586.046875 +111 59586.046875 +112 59586.046875 +113 59586.046875 +114 59586.046875 +115 59493.902344 +116 59493.902344 +117 59561.597656 +118 59561.597656 +119 59586.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do FPM,HWES,1.2314555644989014,"108 1.271704e+06 +109 1.291585e+06 +110 1.054267e+06 +111 1.268205e+06 +112 1.271704e+06 +113 1.268318e+06 +114 1.291585e+06 +115 1.062814e+06 +116 1.054779e+06 +117 8.136414e+05 +118 1.271704e+06 +119 1.291585e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do ICMS,SARIMAX,0.902493953704834,"108 660269.2500 +109 628852.5000 +110 647850.3125 +111 646685.8125 +112 646685.8125 +113 660269.2500 +114 646685.8125 +115 646685.8125 +116 646685.8125 +117 641844.3125 +118 660359.5000 +119 641844.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do IPVA,SARIMAX,1.4838979244232178,"108 63143.171875 +109 53088.750000 +110 60857.730469 +111 63658.054688 +112 60857.968750 +113 7170.057129 +114 7170.057129 +115 12255.031250 +116 11709.154297 +117 8820.910156 +118 6773.934082 +119 63654.117188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do IPVA,Linear Regression,1.4838979244232178,"108 33892.790674 +109 8915.542807 +110 15335.746468 +111 23876.900316 +112 14342.488853 +113 4860.916995 +114 4674.926082 +115 4241.739499 +116 3417.812597 +117 2446.997926 +118 2369.469895 +119 19090.907701 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do ITR,SARIMAX,2.4160542488098145,"55 34.798538 +56 113.213684 +57 113.213684 +58 122.208359 +59 145.457748 +60 184.202240 +61 154.039764 +62 135.646011 +63 46.638355 +64 41.907074 +65 -2.446687 +66 -14.501937 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do ITR,Linear Regression,2.4160542488098145,"55 68.229373 +56 101.390601 +57 196.406241 +58 203.216682 +59 34.296564 +60 36.556785 +61 75.607708 +62 100.602180 +63 88.724312 +64 106.720650 +65 38.860703 +66 98.254568 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Alegre - RS,Transferencias LC 61_1989,AR,1.9621047973632812,"57 6542.907715 +58 5735.876465 +59 5460.602051 +60 4948.562500 +61 5167.952637 +62 5017.659180 +63 5017.693359 +64 5167.952637 +65 5219.095215 +66 7612.561035 +67 5242.017090 +68 6599.547852 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,IPTU,HWES,1.7275712490081787,"108 9630.041016 +109 11131.475586 +110 11216.621094 +111 11611.746094 +112 105593.773438 +113 115631.593750 +114 75028.257812 +115 89850.710938 +116 20692.371094 +117 64144.156250 +118 16045.034180 +119 16401.576172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,IPTU,Linear Regression,1.7275712490081787,"391674 10853.684829 +391683 13932.066704 +391692 16246.655437 +391701 5548.518950 +391710 121549.676919 +391719 384225.211197 +391728 77091.196513 +391737 56537.019378 +391746 25383.460224 +391755 39657.232326 +391764 21755.258969 +391773 24635.718275 +Name: y, dtype: float64" +Prefeitura Municipal de Cristal - RS,ISS,XGBoost,0.7674551010131836,"108 336608.031250 +109 231827.296875 +110 251993.390625 +111 255025.187500 +112 255025.203125 +113 252758.062500 +114 255025.203125 +115 252758.062500 +116 255025.187500 +117 252758.062500 +118 345616.531250 +119 252758.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,ITBI,MLP,0.8103995323181152,"108 30270.885055 +109 32855.603394 +110 32608.748523 +111 31369.871199 +112 34007.255163 +113 33301.951514 +114 37502.467979 +115 35283.350731 +116 34161.689936 +117 33570.516583 +118 41178.769109 +119 39043.343435 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,IRRF,SARIMAX,0.9439160823822021,"108 112800.726562 +109 113246.046875 +110 228820.062500 +111 195379.921875 +112 195379.921875 +113 195372.453125 +114 195379.921875 +115 195379.921875 +116 195379.921875 +117 131410.640625 +118 195379.921875 +119 228820.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,Cota-Parte do FPM,HWES,1.9579639434814453,"108 1423735.625 +109 1893768.750 +110 1132886.375 +111 1166518.750 +112 1431434.750 +113 1426589.750 +114 1431412.250 +115 1132886.375 +116 1132886.375 +117 945571.625 +118 1431434.750 +119 1893768.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,Cota-Parte do ICMS,HWES,0.7713892459869385,"108 746600.3750 +109 679619.6250 +110 693538.6875 +111 822855.1250 +112 888304.8125 +113 758061.9375 +114 680602.4375 +115 808609.8750 +116 808609.8750 +117 897942.8125 +118 746596.8750 +119 867539.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,Cota-Parte do IPVA,XGBoost,0.7300095558166504,"108 157981.593750 +109 77960.179688 +110 194588.984375 +111 155439.765625 +112 157986.921875 +113 78574.945312 +114 46590.222656 +115 47055.257812 +116 43349.375000 +117 24238.015625 +118 27777.255859 +119 155932.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,Cota-Parte do ITR,AR,0.6405458450317383,"58 71007.601562 +59 21767.015625 +60 357153.656250 +61 358298.656250 +62 358766.531250 +63 358766.531250 +64 358766.531250 +65 358766.531250 +66 377901.687500 +67 144095.546875 +68 367759.718750 +69 367759.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal - RS,Transferencias LC 61_1989,HWES,0.7889542579650879,"108 6846.730469 +109 7859.924316 +110 7542.558105 +111 7677.463379 +112 7544.301758 +113 7690.421875 +114 8341.597656 +115 7544.541016 +116 7754.893066 +117 7415.603516 +118 7537.673340 +119 7124.999023 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,IPTU,SARIMAX,1.838958501815796,"105 68298.085938 +106 46735.867188 +107 147289.078125 +108 46735.867188 +109 19997.416016 +110 65885.242188 +111 21274.447266 +112 31178.630859 +113 30974.726562 +114 21561.984375 +115 21543.865234 +116 31473.736328 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,ISS,XGBoost,0.9714722633361816,"108 73056.882812 +109 73057.945312 +110 73057.945312 +111 72965.804688 +112 73079.726562 +113 73061.304688 +114 73056.882812 +115 72965.804688 +116 73129.320312 +117 73319.539062 +118 73222.125000 +119 73222.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,ISS,Linear Regression,0.9714722633361816,"407152 53197.941857 +407161 49832.840109 +407170 51105.164340 +407179 79054.056450 +407188 71815.090839 +407197 56460.881551 +407206 55190.453128 +407215 86248.089717 +407224 61933.114791 +407233 76513.461971 +407242 63054.189080 +407251 61850.511723 +Name: y, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,ITBI,HWES,1.6794288158416748,"108 1026.305664 +109 13594.747070 +110 4409.331543 +111 22933.406250 +112 -3707.427490 +113 -3809.609375 +114 7993.162598 +115 8556.267578 +116 7959.063477 +117 8721.393555 +118 14410.508789 +119 7180.537109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,ITBI,Linear Regression,1.6794288158416748,"407153 27296.279228 +407162 7294.923992 +407171 44727.009357 +407180 10212.893589 +407189 31965.030582 +407198 31169.220692 +407207 27932.927140 +407216 9767.240050 +407225 25731.186444 +407234 3675.050072 +407243 57977.137918 +407252 1260.032326 +Name: y, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,IRRF,SARIMAX,1.3730530738830566,"108 74477.031250 +109 60578.113281 +110 74477.031250 +111 74477.031250 +112 74477.031250 +113 74477.031250 +114 60519.687500 +115 61785.882812 +116 60578.113281 +117 74477.031250 +118 74477.031250 +119 74477.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do FPM,HWES,1.0115201473236084,"108 1.276450e+06 +109 1.893816e+06 +110 -1.150601e+05 +111 1.182576e+06 +112 1.176436e+06 +113 1.285776e+06 +114 -1.072344e+05 +115 -1.090808e+04 +116 1.876763e+06 +117 -7.032275e+04 +118 1.261046e+06 +119 1.876763e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do FPM,Linear Regression,1.0115201473236084,"407155 1.167629e+06 +407164 2.838246e+06 +407173 -3.264135e+05 +407182 1.090009e+06 +407191 1.211720e+06 +407200 1.131737e+06 +407209 8.309288e+05 +407218 9.654214e+05 +407227 1.564355e+06 +407236 9.140410e+05 +407245 1.185936e+06 +407254 1.883349e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do ICMS,HWES,0.6830229759216309,"108 530043.81250 +109 460572.68750 +110 518395.50000 +111 522091.87500 +112 598037.37500 +113 521692.43750 +114 521459.15625 +115 570847.18750 +116 570373.18750 +117 586225.00000 +118 530464.25000 +119 584163.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do IPVA,XGBoost,0.6038095951080322,"107 240925.953125 +108 76862.070312 +109 90584.265625 +110 94323.171875 +111 94323.171875 +112 39362.246094 +113 24689.800781 +114 22485.882812 +115 12402.437500 +116 15184.938477 +117 10561.016602 +118 242699.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do ITR,SARIMAX,1.3199565410614014,"103 394.655945 +104 8238.813477 +105 8238.276367 +106 8199.297852 +107 8169.487305 +108 8232.558594 +109 8238.276367 +110 8306.427734 +111 4883.172852 +112 8803.135742 +113 8270.758789 +114 8334.370117 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Redondo - RS,Transferencias LC 61_1989,MLP,2.8080062866210938,"108 5016.943069 +109 4964.801328 +110 5067.868704 +111 5134.454164 +112 5160.270448 +113 5212.231479 +114 5234.786289 +115 5243.774618 +116 5303.308329 +117 5370.939587 +118 5248.031643 +119 5327.089891 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,IPTU,SARIMAX,1.4578948020935059,"98 4021.264160 +99 5387.772461 +100 3826.550537 +101 4052.982178 +102 4350.466309 +103 4273.084961 +104 4787.208984 +105 21493.980469 +106 5086.229004 +107 4787.208984 +108 3992.128174 +109 6297.435547 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,ISS,XGBoost,1.1210923194885254,"108 10160.211914 +109 9167.833008 +110 5552.102051 +111 5456.273926 +112 25119.474609 +113 7879.928223 +114 8031.526855 +115 7609.078613 +116 5670.431641 +117 7587.989746 +118 6202.425293 +119 5480.667969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,ITBI,SES,1.674475908279419,"101 21515.330078 +102 16937.437500 +103 15546.328125 +104 15243.075195 +105 20051.359375 +106 15343.346680 +107 11046.336914 +108 12816.770508 +109 6393.220703 +110 6931.293945 +111 120.902222 +112 6583.263184 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,ITBI,Linear Regression,1.674475908279419,"405908 16261.306042 +405917 21428.678895 +405926 7614.834107 +405935 1685.212533 +405944 3483.415429 +405953 220794.211893 +405962 7494.680444 +405970 15001.200232 +405979 15841.916183 +405988 6732.431723 +405997 9055.147453 +406006 7346.975621 +Name: y, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,IRRF,XGBoost,2.9714701175689697,"108 63039.269531 +109 45700.726562 +110 45700.726562 +111 63034.472656 +112 63034.472656 +113 45700.726562 +114 45700.726562 +115 45700.726562 +116 45700.726562 +117 46737.347656 +118 46737.347656 +119 63034.472656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do FPM,AR,0.9320831298828125,"108 1.234596e+06 +109 1.893769e+06 +110 1.012227e+06 +111 9.468912e+05 +112 1.234913e+06 +113 9.451454e+05 +114 1.893769e+06 +115 1.012227e+06 +116 1.012644e+06 +117 9.565032e+05 +118 1.234913e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do ICMS,HWES,2.0590994358062744,"108 491519.06250 +109 473754.37500 +110 454943.46875 +111 477861.43750 +112 504792.75000 +113 494556.21875 +114 465978.34375 +115 462001.50000 +116 477055.59375 +117 495887.21875 +118 479802.81250 +119 492295.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do IPVA,XGBoost,1.2428643703460693,"108 30342.617188 +109 24693.326172 +110 32276.166016 +111 32771.757812 +112 41970.324219 +113 22362.472656 +114 16156.056641 +115 23030.914062 +116 21710.966797 +117 17131.248047 +118 16109.652344 +119 40533.226562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do ITR,XGBoost,1.77392578125,"83 6588.676270 +84 8075.549316 +85 30076.847656 +86 33223.781250 +87 28616.478516 +88 28836.283203 +89 28864.447266 +90 28864.447266 +91 30551.648438 +92 27114.375000 +93 28315.275391 +94 28315.275391 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,Transferencias LC 61_1989,AR,0.9753398895263672,"108 3971.748291 +109 5707.975586 +110 3981.260254 +111 4207.612793 +112 4026.699951 +113 4189.271973 +114 4186.730469 +115 4026.699951 +116 3947.266602 +117 4048.131592 +118 3512.498535 +119 3720.959961 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacuizinho - RS,Transferencias LC 61_1989,Linear Regression,0.9753398895263672,"405914 4157.467117 +405923 2257.142297 +405932 2842.485967 +405941 3362.807515 +405950 3103.441897 +405959 3517.528720 +405967 3628.227165 +405976 3026.646037 +405985 24863.552157 +405994 5341.382970 +406003 2850.600178 +406012 3755.994369 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,IPTU,SES,1.8190269470214844,"107 4612.519043 +108 -1526.760132 +109 1607.805786 +110 7193.312988 +111 8733.762695 +112 3885.523438 +113 2339.915283 +114 -890.508728 +115 -515.696167 +116 -463.268768 +117 -3964.828369 +118 -5149.214355 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,IPTU,Linear Regression,1.8190269470214844,"391352 7734.489287 +391361 1982.091682 +391370 3926.124460 +391379 7334.129735 +391388 55546.085936 +391397 8601.363608 +391406 7949.490513 +391415 4023.997575 +391424 2485.866282 +391433 2613.691612 +391442 1274.077516 +391451 -6453.155706 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,ISS,XGBoost,1.195634126663208,"108 60209.742188 +109 24169.582031 +110 26660.794922 +111 26306.890625 +112 32418.123047 +113 24169.582031 +114 25503.091797 +115 26660.794922 +116 28515.173828 +117 34205.007812 +118 39461.222656 +119 26382.064453 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,ITBI,MLP,0.7442519664764404,"108 37290.568736 +109 41273.724877 +110 37337.680581 +111 38187.466326 +112 37701.325675 +113 39206.281131 +114 40149.900594 +115 48078.577005 +116 40904.805792 +117 39993.408264 +118 54461.143559 +119 40117.281467 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,IRRF,SARIMAX,2.4170050621032715,"108 62288.386719 +109 62288.386719 +110 63195.429688 +111 63195.429688 +112 52689.738281 +113 63195.429688 +114 63195.429688 +115 63195.429688 +116 63195.429688 +117 63378.722656 +118 63195.429688 +119 63195.429688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do FPM,SARIMAX,0.783684253692627,"108 1.580114e+06 +109 1.893768e+06 +110 1.055000e+06 +111 1.042391e+06 +112 1.580114e+06 +113 1.385051e+06 +114 1.580114e+06 +115 1.055000e+06 +116 1.055261e+06 +117 9.783991e+05 +118 1.893768e+06 +119 1.893768e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do ICMS,SARIMAX,2.294954776763916,"108 1.010225e+06 +109 9.338840e+05 +110 1.011120e+06 +111 1.017462e+06 +112 1.006229e+06 +113 1.009365e+06 +114 1.017462e+06 +115 1.006229e+06 +116 1.006229e+06 +117 1.006217e+06 +118 1.018215e+06 +119 1.006229e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.4624583721160889,"108 77144.640625 +109 16473.683594 +110 48656.515625 +111 52671.281250 +112 76882.632812 +113 15726.003906 +114 18499.900391 +115 14975.962891 +116 18499.900391 +117 14975.962891 +118 16304.284180 +119 76882.632812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do ITR,XGBoost,1.6678080558776855,"107 33765.550781 +108 1038.297485 +109 1833.784424 +110 548.004272 +111 759.363220 +112 911.760864 +113 13495.908203 +114 2190.686768 +115 33956.968750 +116 179871.812500 +117 52489.175781 +118 52552.105469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Margarida do Sul - RS,Transferencias LC 61_1989,AR,0.9291267395019531,"102 10062.554688 +103 9487.637695 +104 8596.972656 +105 10178.797852 +106 10596.208008 +107 10337.485352 +108 10383.789062 +109 10758.832031 +110 10202.896484 +111 10828.958984 +112 10203.834961 +113 9858.496094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,IPTU,HWES,1.2698278427124023,"107 2.113081e+05 +108 2.103825e+05 +109 1.103684e+07 +110 1.177340e+07 +111 1.170748e+07 +112 1.173126e+07 +113 1.174914e+07 +114 1.173126e+07 +115 1.175010e+07 +116 1.175765e+07 +117 1.177825e+07 +118 1.177260e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,ISS,SARIMAX,0.9415740966796875,"108 2252515.5 +109 2203436.5 +110 2775154.0 +111 2773333.5 +112 2773333.5 +113 2775154.0 +114 2775154.0 +115 2775154.0 +116 2775154.0 +117 2773333.5 +118 2773333.5 +119 2775154.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,ITBI,MLP,0.6555280685424805,"108 621560.631644 +109 630216.471944 +110 705144.377524 +111 732647.264177 +112 761991.582599 +113 718482.848414 +114 729304.843797 +115 718017.019425 +116 736952.051026 +117 756321.661120 +118 828738.362696 +119 828856.753887 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,IRRF,SARIMAX,1.3782241344451904,"108 1422657.50 +109 1422657.50 +110 1422657.50 +111 1422657.50 +112 1422657.50 +113 1422657.50 +114 1422657.50 +115 1422657.50 +116 1422657.50 +117 1422657.50 +118 1422657.50 +119 2333189.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,Cota-Parte do FPM,AR,1.1091034412384033,"108 5823553.5 +109 8206343.5 +110 4405746.0 +111 5212101.5 +112 5823566.0 +113 5830301.5 +114 6344976.5 +115 4405746.0 +116 4405592.5 +117 4187696.0 +118 5823566.0 +119 8206343.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,Cota-Parte do ICMS,HWES,0.7782003879547119,"108 9603263.0 +109 8263877.5 +110 8390610.0 +111 8868674.0 +112 9023344.0 +113 9427104.0 +114 9026181.0 +115 9026181.0 +116 9026181.0 +117 9025054.0 +118 9096255.0 +119 9025054.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,Cota-Parte do IPVA,AR,1.4406471252441406,"108 4.106467e+06 +109 1.419030e+06 +110 2.897672e+06 +111 2.972148e+06 +112 2.180222e+06 +113 1.055233e+06 +114 7.772835e+05 +115 4.583891e+05 +116 3.136650e+05 +117 2.892736e+05 +118 3.123946e+05 +119 3.121324e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,Cota-Parte do ITR,XGBoost,1.8678443431854248,"108 23236.189453 +109 23383.960938 +110 22243.628906 +111 22228.302734 +112 22329.632812 +113 21705.857422 +114 22503.031250 +115 22661.439453 +116 21798.205078 +117 15909.069336 +118 22150.541016 +119 21798.205078 +Name: Valor, dtype: float64" +Prefeitura Municipal de Farroupilha - RS,Transferencias LC 61_1989,AR,0.8046817779541016,"60 76505.476562 +61 89838.515625 +62 73786.148438 +63 64905.687500 +64 67382.398438 +65 75279.742188 +66 64892.855469 +67 74538.390625 +68 56986.945312 +69 71277.828125 +70 73626.562500 +71 75549.507812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,IPTU,AR,1.2658960819244385,"108 6890.752930 +109 24816.533203 +110 73105.226562 +111 28450.455078 +112 8622.697266 +113 12808.514648 +114 10114.229492 +115 9886.638672 +116 9909.385742 +117 12002.885742 +118 9542.996094 +119 8127.274414 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,IPTU,Linear Regression,1.2658960819244385,"409568 3812.588046 +409577 51369.996118 +409585 149056.704302 +409594 25295.943838 +409603 23751.093203 +409612 16937.065946 +409621 16724.249208 +409630 13394.555834 +409639 12453.847202 +409648 26623.964821 +409656 5899.964815 +409665 8313.357776 +Name: y, dtype: float64" +Prefeitura Municipal de Tavares - RS,ISS,SARIMAX,1.2860074043273926,"108 49805.734375 +109 50078.238281 +110 50078.238281 +111 50078.238281 +112 49740.113281 +113 49748.734375 +114 50078.238281 +115 48378.328125 +116 50078.238281 +117 50078.238281 +118 48031.707031 +119 50078.238281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,ITBI,XGBoost,1.0915515422821045,"99 9071.942383 +100 6150.513672 +101 13282.682617 +102 9137.594727 +103 8642.077148 +104 7226.099609 +105 6689.094727 +106 6327.380371 +107 12617.872070 +108 6153.628906 +109 16187.722656 +110 9172.038086 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,IRRF,XGBoost,0.681748628616333,"108 42419.941406 +109 60802.562500 +110 60802.562500 +111 60802.339844 +112 60802.339844 +113 60802.562500 +114 60802.562500 +115 80856.031250 +116 60989.402344 +117 60802.339844 +118 80856.031250 +119 80856.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,Cota-Parte do FPM,AR,0.8553736209869385,"108 1.277086e+06 +109 1.894600e+06 +110 1.095994e+06 +111 1.140946e+06 +112 1.277832e+06 +113 1.297898e+06 +114 1.277832e+06 +115 1.095994e+06 +116 1.096067e+06 +117 9.599907e+05 +118 1.277832e+06 +119 1.894600e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,Cota-Parte do ICMS,HWES,0.7483038902282715,"108 591848.6875 +109 591174.5625 +110 590027.3750 +111 724887.5000 +112 722341.1875 +113 748423.6875 +114 751060.4375 +115 753281.3750 +116 752875.5000 +117 755743.7500 +118 748211.1250 +119 752838.5000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,Cota-Parte do IPVA,AR,0.9015927314758301,"108 185861.468750 +109 97839.164062 +110 59016.953125 +111 87397.593750 +112 87718.179688 +113 51184.542969 +114 36509.519531 +115 30365.611328 +116 27025.894531 +117 22168.123047 +118 18173.062500 +119 87162.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,Cota-Parte do ITR,XGBoost,1.353935718536377,"102 14022.636719 +103 13469.922852 +104 20194.214844 +105 20294.103516 +106 13528.014648 +107 14273.750977 +108 19789.828125 +109 20378.480469 +110 21738.710938 +111 53888.964844 +112 23169.015625 +113 1104.794312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tavares - RS,Cota-Parte do ITR,Linear Regression,1.353935718536377,"370907 9482.672593 +409575 4440.924950 +409592 111.116219 +409601 685.547105 +409610 4191.723779 +409619 2569.676635 +409628 221.812854 +409637 306.222579 +409646 19212.993899 +409654 243373.113927 +409663 29183.516309 +409672 9226.411928 +Name: y, dtype: float64" +Prefeitura Municipal de Tavares - RS,Transferencias LC 61_1989,SES,2.409485340118408,"108 6416.874023 +109 6029.868164 +110 6079.813965 +111 5332.803223 +112 5460.173340 +113 5461.284668 +114 5704.657227 +115 5458.004883 +116 5394.357422 +117 5360.004883 +118 6078.777832 +119 6483.987305 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,IPTU,SES,1.4705584049224854,"108 4.360254e+05 +109 4.409538e+05 +110 4.394395e+05 +111 2.354416e+05 +112 2.351724e+05 +113 1.772571e+06 +114 2.285872e+05 +115 2.333280e+05 +116 2.488324e+05 +117 2.285803e+05 +118 2.407682e+05 +119 2.282710e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,ISS,SES,1.5884172916412354,"108 3.901386e+05 +109 3.876447e+05 +110 3.876103e+05 +111 3.875247e+05 +112 4.165275e+05 +113 4.075905e+05 +114 4.075905e+05 +115 3.882130e+05 +116 3.930149e+05 +117 2.121448e+06 +118 4.535895e+05 +119 4.692809e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,ITBI,MLP,0.8950722217559814,"108 125417.367078 +109 110866.694928 +110 131410.116814 +111 119245.150795 +112 121767.615387 +113 112024.513954 +114 112922.823411 +115 129439.854778 +116 110521.111619 +117 107852.581026 +118 120336.685931 +119 119082.603971 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,IRRF,XGBoost,0.7870709896087646,"108 332904.68750 +109 333416.96875 +110 335988.21875 +111 336173.40625 +112 335988.21875 +113 334146.93750 +114 334146.93750 +115 334146.93750 +116 334146.93750 +117 334146.93750 +118 531800.87500 +119 335988.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do FPM,AR,0.9231245517730713,"108 1981933.875 +109 3787537.500 +110 1956622.625 +111 2290747.250 +112 2464461.000 +113 2456683.250 +114 3787537.500 +115 1956622.625 +116 1969508.500 +117 1848438.625 +118 2464461.000 +119 3787537.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do ICMS,HWES,0.702460765838623,"108 2308865.750 +109 2019774.125 +110 2012462.500 +111 2293946.500 +112 2306617.500 +113 2165043.750 +114 2287646.750 +115 2294403.250 +116 2294403.250 +117 2317984.750 +118 2291333.250 +119 2317984.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do IPVA,AR,1.9428656101226807,"108 961603.625000 +109 326547.718750 +110 259518.234375 +111 863312.000000 +112 192546.546875 +113 131836.828125 +114 59856.527344 +115 74969.703125 +116 54695.738281 +117 35543.601562 +118 35702.347656 +119 961603.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do IPVA,Linear Regression,1.9428656101226807,"424925 1.210935e+06 +424934 2.043927e+05 +424943 3.294222e+05 +424952 6.312600e+05 +424961 4.553864e+05 +424970 1.585254e+05 +424979 9.941052e+04 +424988 8.943814e+04 +424997 7.839489e+04 +425006 3.298897e+04 +425015 3.434508e+04 +425024 9.717666e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do ITR,XGBoost,1.1008481979370117,"101 377.614258 +102 1371.477539 +103 1413.627441 +104 1705.994629 +105 1714.301025 +106 1714.147949 +107 1712.365234 +108 1714.671997 +109 3744.619385 +110 3921.469238 +111 379.542603 +112 384.045502 +Name: Valor, dtype: float64" +Prefeitura Municipal de Serafina Corrêa - RS,Transferencias LC 61_1989,HWES,0.6493852138519287,"96 18564.716797 +97 17210.966797 +98 18242.750000 +99 15306.499023 +100 17287.386719 +101 17960.189453 +102 15561.374023 +103 20267.304688 +104 15738.746094 +105 19144.791016 +106 23283.968750 +107 16107.483398 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,IPTU,SARIMAX,1.891359567642212,"106 42144.585938 +107 67925.593750 +108 42241.421875 +109 6469.917480 +110 3815.819824 +111 34880.117188 +112 35093.695312 +113 35129.261719 +114 35198.707031 +115 35783.347656 +116 35281.910156 +117 35082.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,ISS,SARIMAX,0.9317348003387451,"108 49886.707031 +109 216411.312500 +110 216855.890625 +111 216855.890625 +112 216855.890625 +113 49563.652344 +114 216855.937500 +115 216855.890625 +116 216855.890625 +117 216855.890625 +118 46601.457031 +119 216855.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,ITBI,MLP,1.6587755680084229,"107 44416.282398 +108 46955.074166 +109 46887.870330 +110 44447.879328 +111 47320.148956 +112 51969.741922 +113 47334.589935 +114 49343.132685 +115 48959.365866 +116 49494.951315 +117 52469.051688 +118 60242.306370 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,IRRF,XGBoost,0.9831488132476807,"96 51135.906250 +97 102541.789062 +98 102538.984375 +99 102538.984375 +100 102538.984375 +101 102538.984375 +102 102538.984375 +103 102538.984375 +104 102538.984375 +105 102538.984375 +106 102538.984375 +107 102538.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do FPM,HWES,0.8486638069152832,"108 1.243495e+06 +109 1.893837e+06 +110 1.076115e+06 +111 1.148910e+06 +112 1.244163e+06 +113 1.288269e+06 +114 1.244148e+06 +115 1.076115e+06 +116 1.076115e+06 +117 9.527061e+05 +118 1.244163e+06 +119 1.893837e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do ICMS,XGBoost,0.7776312828063965,"108 618818.7500 +109 605733.7500 +110 602527.0000 +111 609999.4375 +112 568861.6875 +113 610056.5625 +114 610143.4375 +115 610139.8125 +116 598413.4375 +117 594783.3750 +118 598451.6875 +119 594823.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do IPVA,AR,1.341642141342163,"108 142936.687500 +109 38857.125000 +110 38857.125000 +111 128208.484375 +112 42014.230469 +113 23134.281250 +114 19230.228516 +115 18227.505859 +116 14178.151367 +117 12451.116211 +118 17487.570312 +119 247677.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do ITR,AR,1.2022626399993896,"93 155.308792 +94 144.409470 +95 167.753769 +96 200.921402 +97 167.760605 +98 145.260742 +99 134.410995 +100 895.612427 +101 3816.846680 +102 3872.564209 +103 905.598877 +104 908.919006 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,Transferencias LC 61_1989,HWES,2.439473867416382,"108 5431.547852 +109 4658.694336 +110 4074.087891 +111 4304.946289 +112 5731.797852 +113 5110.312988 +114 5232.098145 +115 4968.916504 +116 5089.371094 +117 5652.417480 +118 4456.163086 +119 5460.922363 +Name: Valor, dtype: float64" +Prefeitura Municipal de Presidente Lucena - RS,Transferencias LC 61_1989,Linear Regression,2.439473867416382,"409037 7432.713989 +409046 4035.327108 +409055 5081.758624 +409064 6012.023242 +409073 5548.321292 +409082 6288.619716 +409091 6486.516256 +409100 5411.018874 +409109 5760.159308 +409118 9549.307707 +409127 5096.303627 +409136 6714.987479 +Name: y, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,IPTU,SES,1.4676506519317627,"108 6107.531738 +109 8897.279297 +110 9069.743164 +111 26104.169922 +112 10161.981445 +113 17580.759766 +114 40975.449219 +115 41755.769531 +116 41567.753906 +117 8193.140625 +118 42276.031250 +119 39920.597656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,IPTU,Linear Regression,1.4676506519317627,"406204 993.474372 +406213 4125.926313 +406222 7120.182615 +406230 42339.771302 +406239 81089.882859 +406248 204749.440403 +406257 23733.421559 +406266 18484.313783 +406275 18066.551522 +406284 8006.491703 +406293 10365.280717 +406302 9578.256188 +Name: y, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,ISS,XGBoost,0.7105774879455566,"108 63518.914062 +109 65706.656250 +110 65815.742188 +111 65706.656250 +112 67173.851562 +113 65706.656250 +114 63765.890625 +115 65856.835938 +116 63765.890625 +117 62515.207031 +118 65706.656250 +119 65706.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,ITBI,XGBoost,1.6426613330841064,"108 9724.991211 +109 15054.865234 +110 13369.000000 +111 11816.826172 +112 12141.474609 +113 19854.396484 +114 14116.172852 +115 10311.994141 +116 9411.811523 +117 18396.349609 +118 11880.540039 +119 9411.846680 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,ITBI,Linear Regression,1.6426613330841064,"406206 13709.432722 +406215 5527.055634 +406224 23101.898846 +406232 16943.723065 +406241 20521.408775 +406250 11470.408904 +406259 33670.903059 +406268 48456.638138 +406277 14207.665574 +406286 12202.664167 +406295 16006.538520 +406304 13441.233707 +Name: y, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,IRRF,MLP,1.5096299648284912,"108 37308.236688 +109 41353.929858 +110 39843.181278 +111 42857.434271 +112 38906.832206 +113 40006.891493 +114 41771.449157 +115 38382.636315 +116 40005.937499 +117 41212.536518 +118 38553.724181 +119 45292.533083 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,IRRF,Linear Regression,1.5096299648284912,"406207 35381.799508 +406216 54114.543472 +406225 48131.663742 +406233 62661.437087 +406242 45853.119921 +406251 51532.889368 +406260 60495.094545 +406269 46200.470485 +406278 54318.494214 +406287 60860.855976 +406296 49954.813832 +406305 81705.903962 +Name: y, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do FPM,HWES,0.8332052230834961,"108 1359350.250 +109 1893768.625 +110 1080205.375 +111 1177376.750 +112 1359447.750 +113 1304834.500 +114 1359379.000 +115 1080205.375 +116 977026.125 +117 977026.125 +118 1543438.125 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do ICMS,HWES,0.7623982429504395,"108 904512.0625 +109 873324.1875 +110 884462.0625 +111 890855.6250 +112 919895.8125 +113 904452.1250 +114 903800.6250 +115 906922.5625 +116 906922.5625 +117 919895.8125 +118 898643.6875 +119 903718.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do IPVA,AR,2.230726718902588,"108 193842.578125 +109 54808.781250 +110 27541.320312 +111 157660.078125 +112 29376.312500 +113 30417.628906 +114 27943.392578 +115 29171.314453 +116 30560.359375 +117 30560.359375 +118 29176.578125 +119 305047.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do ITR,XGBoost,1.4418542385101318,"88 214.892395 +89 108.628311 +90 109.977234 +91 109.977234 +92 94.166512 +93 94.051010 +94 218.711868 +95 214.892395 +96 251.485733 +97 75.568893 +98 1280.615723 +99 1247.220581 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do ITR,Linear Regression,1.4418542385101318,"353213 147.500237 +406211 78.849315 +406220 57.758296 +406237 50.845292 +406246 28.082246 +406255 40.382896 +406264 134.163126 +406273 185.966656 +406282 2551.367875 +406291 1997.594197 +406300 259.682552 +406309 91.951755 +Name: y, dtype: float64" +Prefeitura Municipal de Alto Feliz - RS,Transferencias LC 61_1989,HWES,1.0040287971496582,"108 5366.559570 +109 6138.194336 +110 5384.902344 +111 6725.256348 +112 6919.889160 +113 6930.434570 +114 6933.526855 +115 6707.992188 +116 6123.047852 +117 5716.107422 +118 6824.628418 +119 6009.722656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,IPTU,XGBoost,1.6130561828613281,"108 18993.906250 +109 18091.861328 +110 118735.710938 +111 88353.632812 +112 7732.438965 +113 9741.793945 +114 6138.664062 +115 3364.396240 +116 -1597.200317 +117 7861.103027 +118 7591.267578 +119 833.674438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,IPTU,Linear Regression,1.6130561828613281,"420723 32187.603319 +420732 46391.683519 +420741 181237.892160 +420750 115953.481543 +420759 23395.200519 +420768 16327.752828 +420777 25269.529560 +420786 32807.599281 +420795 28819.691860 +420804 11316.874558 +420813 28638.612578 +420822 10401.300220 +Name: y, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,ISS,SARIMAX,0.843059778213501,"108 130572.296875 +109 132645.328125 +110 131040.078125 +111 130140.773438 +112 131040.078125 +113 131126.328125 +114 130140.773438 +115 131126.328125 +116 130572.296875 +117 131126.328125 +118 130140.773438 +119 131126.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,ITBI,XGBoost,0.8710179328918457,"108 16415.277344 +109 14818.958984 +110 9302.898438 +111 6041.679688 +112 12740.949219 +113 4280.788574 +114 11164.500000 +115 2684.277832 +116 7797.789062 +117 9887.566406 +118 15289.841797 +119 4280.788574 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,ITBI,Linear Regression,0.8710179328918457,"420725 38993.345402 +420734 53882.063578 +420743 36664.001931 +420752 8420.556572 +420761 33173.392885 +420770 20446.728591 +420779 34075.084055 +420788 14961.244485 +420797 45689.193649 +420806 49924.298143 +420815 9407.360233 +420824 19376.349365 +Name: y, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,IRRF,XGBoost,0.737581729888916,"107 139405.578125 +108 147280.265625 +109 147280.265625 +110 147280.265625 +111 146504.015625 +112 146538.656250 +113 146504.015625 +114 147280.265625 +115 146538.656250 +116 144779.140625 +117 146504.062500 +118 147280.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,Cota-Parte do FPM,HWES,0.8028769493103027,"108 1.397936e+06 +109 1.894188e+06 +110 1.039765e+06 +111 1.180783e+06 +112 1.398356e+06 +113 1.388301e+06 +114 1.398356e+06 +115 1.039765e+06 +116 1.106226e+06 +117 1.017490e+06 +118 1.398356e+06 +119 1.894188e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,Cota-Parte do ICMS,HWES,0.7294604778289795,"108 870087.6875 +109 753847.6250 +110 751547.0625 +111 865669.8750 +112 860320.8125 +113 866490.9375 +114 865669.8750 +115 877429.5625 +116 865771.6250 +117 860320.8125 +118 866490.9375 +119 860320.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,Cota-Parte do IPVA,XGBoost,1.3451919555664062,"107 172412.984375 +108 122131.796875 +109 185963.328125 +110 172423.812500 +111 119563.648438 +112 55841.148438 +113 85630.835938 +114 14729.921875 +115 10584.551758 +116 16863.984375 +117 10584.551758 +118 171260.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,Cota-Parte do ITR,AR,1.7617621421813965,"75 17042.160156 +76 165061.921875 +77 169877.687500 +78 14705.611328 +79 14917.612305 +80 167066.671875 +81 14706.833008 +82 167360.500000 +83 221333.078125 +84 235425.703125 +85 212797.156250 +86 15719.933594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Novo - RS,Transferencias LC 61_1989,XGBoost,0.839224100112915,"84 7315.418945 +85 6304.495117 +86 6192.169434 +87 7045.144531 +88 7171.625977 +89 7640.343262 +90 7536.413086 +91 7076.503906 +92 8054.579102 +93 8061.787109 +94 7484.478516 +95 8567.178711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,IPTU,AR,2.512631893157959,"107 1.688315e+05 +108 4.293924e+05 +109 4.282418e+06 +110 3.917692e+05 +111 3.917698e+05 +112 4.977158e+05 +113 3.918872e+05 +114 6.108365e+05 +115 6.049432e+05 +116 6.108365e+05 +117 6.108365e+05 +118 3.918465e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,ISS,MLP,0.7897038459777832,"108 524239.183112 +109 492310.580788 +110 508131.646523 +111 543908.273315 +112 508038.062731 +113 544641.520033 +114 541932.700567 +115 537372.326585 +116 473067.249081 +117 486690.911797 +118 491564.711219 +119 570703.662348 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,ISS,Linear Regression,0.7897038459777832,"431104 529556.064606 +431113 445888.526673 +431122 485116.658791 +431131 578802.374039 +431140 486731.332410 +431149 582723.003942 +431158 578690.047377 +431167 569660.070917 +431176 402101.021242 +431184 433817.093596 +431193 443607.387432 +431202 650412.118420 +Name: y, dtype: float64" +Prefeitura Municipal de Encantado - RS,ITBI,MLP,0.9214537143707275,"108 156381.090926 +109 153183.916008 +110 155027.083235 +111 158806.062809 +112 154524.915304 +113 153259.471075 +114 164022.258720 +115 173445.249494 +116 168580.644846 +117 163859.654321 +118 184748.858500 +119 187198.471012 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,IRRF,XGBoost,0.6988177299499512,"108 550491.1250 +109 565293.8125 +110 565293.8125 +111 565293.8125 +112 565293.8125 +113 565293.8125 +114 565293.8125 +115 565293.8125 +116 565705.1875 +117 565293.8125 +118 565293.8125 +119 565293.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,Cota-Parte do FPM,AR,0.8023984432220459,"108 2721478.500 +109 3787539.750 +110 2041077.750 +111 2351272.000 +112 2578604.000 +113 2695854.000 +114 2578700.250 +115 2041077.750 +116 2157283.500 +117 2059342.375 +118 2578604.000 +119 3787539.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,Cota-Parte do ICMS,HWES,0.7056753635406494,"108 3842747.75 +109 3346846.50 +110 3412871.75 +111 3720767.75 +112 3699660.50 +113 3456370.75 +114 3726533.50 +115 3708005.50 +116 3720767.75 +117 3702076.25 +118 3813085.00 +119 3702076.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,Cota-Parte do IPVA,AR,1.3554351329803467,"108 1.434164e+06 +109 3.950447e+05 +110 8.564926e+05 +111 1.504830e+06 +112 1.377866e+06 +113 3.286412e+05 +114 3.286412e+05 +115 1.708900e+05 +116 1.001086e+05 +117 6.094786e+04 +118 3.249204e+04 +119 1.340873e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,Cota-Parte do ITR,XGBoost,1.8464651107788086,"107 686.790405 +108 231.287979 +109 259.549255 +110 366.585815 +111 279.416931 +112 232.346298 +113 252.202408 +114 821.417419 +115 4083.743408 +116 4675.708008 +117 210.532120 +118 -73658.226562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encantado - RS,Cota-Parte do ITR,Linear Regression,1.8464651107788086,"431110 -569.764955 +431119 -764.719639 +431128 -755.858062 +431137 -306.219089 +431146 -233.584274 +431155 -204.310959 +431164 -272.321408 +431173 -2358.512889 +431182 -8405.011738 +431190 -12506.502087 +431199 -1698.626561 +431208 -1291.316672 +Name: y, dtype: float64" +Prefeitura Municipal de Encantado - RS,Transferencias LC 61_1989,XGBoost,2.4794931411743164,"107 23709.443359 +108 22130.210938 +109 25654.265625 +110 21603.267578 +111 21880.066406 +112 19481.734375 +113 19341.181641 +114 21121.132812 +115 158845.250000 +116 26964.662109 +117 28632.660156 +118 22715.166016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,IPTU,MLP,1.3678951263427734,"108 1.354513e+07 +109 3.525992e+06 +110 2.983038e+06 +111 2.429485e+06 +112 2.589665e+06 +113 2.429142e+06 +114 2.280879e+06 +115 2.440429e+06 +116 2.114398e+06 +117 2.379741e+06 +118 2.260646e+06 +119 1.667237e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,ISS,SARIMAX,0.7854063510894775,"108 395924.25000 +109 395924.25000 +110 395924.25000 +111 395924.25000 +112 426556.18750 +113 395924.25000 +114 426558.56250 +115 395924.25000 +116 426556.18750 +117 397556.87500 +118 431179.71875 +119 399724.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,ITBI,XGBoost,0.7145593166351318,"108 1036384.875 +109 1079746.375 +110 1099199.250 +111 910259.625 +112 1075051.375 +113 917115.625 +114 913499.500 +115 1078202.125 +116 1045701.125 +117 1084010.250 +118 935573.625 +119 1107745.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,IRRF,SARIMAX,0.6740109920501709,"108 354364.43750 +109 354369.90625 +110 354368.59375 +111 354368.59375 +112 682806.25000 +113 682806.25000 +114 395712.46875 +115 682806.25000 +116 682806.25000 +117 682211.81250 +118 682211.81250 +119 682211.81250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,Cota-Parte do FPM,SARIMAX,0.742694616317749,"107 5465663.50 +108 4418821.00 +109 5465663.50 +110 3861628.50 +111 3471779.00 +112 4418821.00 +113 2361860.25 +114 5465663.50 +115 4014954.75 +116 3963493.00 +117 4418844.00 +118 5465663.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,Cota-Parte do ICMS,HWES,0.7272043228149414,"108 756501.5625 +109 654920.3125 +110 647904.1875 +111 792870.5000 +112 854560.0625 +113 808712.1250 +114 852230.0000 +115 851226.8125 +116 809651.5000 +117 855690.6250 +118 792983.0000 +119 855690.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,Cota-Parte do IPVA,AR,1.2645838260650635,"107 577390.812500 +108 518780.718750 +109 543562.250000 +110 582668.750000 +111 579541.312500 +112 345923.562500 +113 333134.750000 +114 237418.046875 +115 114321.054688 +116 178569.546875 +117 112649.117188 +118 638120.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,Cota-Parte do ITR,HWES,0.7801945209503174,"40 602.067444 +41 23.960415 +42 489.319122 +43 358.947998 +44 361.664001 +45 66.332657 +46 548.791870 +47 548.791870 +48 129.814651 +49 361.661438 +50 -126.863281 +51 62.563961 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imbé - RS,Transferencias LC 61_1989,XGBoost,1.7985045909881592,"72 6942.749023 +73 6440.424316 +74 7026.856934 +75 6591.389648 +76 6725.208008 +77 6813.537598 +78 7095.224121 +79 7160.678223 +80 7383.803711 +81 9390.338867 +82 7097.756348 +83 7241.734863 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,IPTU,AR,1.7993874549865723,"108 4248.902832 +109 10979.217773 +110 103437.234375 +111 4768.986816 +112 4507.671875 +113 3590.954590 +114 4947.921875 +115 6044.463867 +116 5359.417969 +117 4262.657715 +118 6044.463867 +119 16271.324219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,ISS,XGBoost,1.7437772750854492,"108 21217.445312 +109 19786.466797 +110 19471.138672 +111 21217.445312 +112 19472.015625 +113 19472.015625 +114 19472.015625 +115 21219.882812 +116 19472.015625 +117 19471.138672 +118 19471.138672 +119 19471.138672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,ITBI,MLP,2.4786336421966553,"104 8823.894129 +105 8075.874080 +106 8523.860908 +107 8595.879007 +108 9079.905105 +109 8684.487464 +110 9531.579673 +111 9207.444357 +112 10404.345326 +113 9656.604130 +114 9851.976181 +115 10559.736815 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,IRRF,XGBoost,2.4506947994232178,"108 54159.339844 +109 69554.414062 +110 69554.414062 +111 69554.414062 +112 54159.339844 +113 69554.414062 +114 69554.414062 +115 54159.339844 +116 69554.414062 +117 54159.339844 +118 69554.414062 +119 69554.414062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do FPM,HWES,0.8664252758026123,"108 1.604520e+06 +109 1.893769e+06 +110 1.265813e+06 +111 1.353154e+06 +112 1.604520e+06 +113 1.604436e+06 +114 1.893769e+06 +115 1.265813e+06 +116 1.265813e+06 +117 9.534696e+05 +118 1.604520e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do ICMS,HWES,0.69907546043396,"108 320820.71875 +109 317481.34375 +110 323271.71875 +111 380081.62500 +112 419510.31250 +113 390464.43750 +114 401359.96875 +115 401359.96875 +116 422175.03125 +117 415040.81250 +118 410375.68750 +119 415040.81250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do IPVA,HWES,1.5043091773986816,"108 73264.062500 +109 11760.273438 +110 25073.798828 +111 30344.039062 +112 33412.886719 +113 11936.606445 +114 6268.687988 +115 602.392273 +116 5578.919434 +117 1910.100464 +118 563.603943 +119 73745.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do IPVA,Linear Regression,1.5043091773986816,"401691 81447.267065 +401700 15582.712084 +401709 25948.980060 +401717 38399.219949 +401725 41522.926323 +401733 14566.813452 +401741 9490.034091 +401749 477.713237 +401757 7546.759612 +401765 2719.854186 +401774 1278.056725 +401783 99137.774883 +Name: y, dtype: float64" +Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do ITR,XGBoost,1.1602740287780762,"98 526.469299 +99 500.945587 +100 8121.961914 +101 561.208618 +102 613.075806 +103 613.075806 +104 613.075806 +105 199.465851 +106 8133.329590 +107 8009.547363 +108 500.139923 +109 36.297264 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,IPTU,SARIMAX,1.3217189311981201,"108 10480.036133 +109 10110.382812 +110 12440.509766 +111 67938.828125 +112 231834.859375 +113 108268.992188 +114 121574.726562 +115 101780.476562 +116 196438.359375 +117 109562.109375 +118 199842.578125 +119 199793.703125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,ISS,MLP,1.351025104522705,"108 25825.482791 +109 28198.156206 +110 27706.282085 +111 28141.741574 +112 25824.281807 +113 29848.070977 +114 26114.368761 +115 25523.003309 +116 29764.383787 +117 31226.165666 +118 33695.635690 +119 29627.453073 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,ISS,Linear Regression,1.351025104522705,"416180 19954.867995 +416189 33635.874880 +416198 31172.029827 +416206 34029.604220 +416215 20893.721955 +416224 44301.187518 +416233 23351.045649 +416242 19838.656644 +416251 44477.827662 +416260 53983.871806 +416269 69848.083632 +416278 48162.192101 +Name: y, dtype: float64" +Prefeitura Municipal de Redentora - RS,ITBI,SARIMAX,0.776679515838623,"108 11917.098633 +109 44309.648438 +110 9035.903320 +111 44309.648438 +112 14865.574219 +113 51755.363281 +114 7590.118652 +115 74963.414062 +116 26619.101562 +117 9292.208008 +118 9509.196289 +119 10009.298828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,ITBI,Linear Regression,0.776679515838623,"108 4192.737087 +109 6277.223810 +110 5892.468597 +111 6234.196117 +112 9249.990955 +113 18302.834899 +114 6387.535004 +115 45451.196838 +116 6042.088057 +117 9694.637931 +118 6552.920807 +119 6487.770241 +Name: y, dtype: float64" +Prefeitura Municipal de Redentora - RS,IRRF,XGBoost,1.7483582496643066,"108 181549.187500 +109 114215.023438 +110 114215.023438 +111 114824.210938 +112 114215.023438 +113 114215.023438 +114 114215.023438 +115 114215.023438 +116 114215.023438 +117 114215.023438 +118 114215.023438 +119 180197.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,Cota-Parte do FPM,MLP,0.7502963542938232,"108 1.572124e+06 +109 1.962948e+06 +110 1.552086e+06 +111 1.653983e+06 +112 1.742845e+06 +113 1.495161e+06 +114 2.212768e+06 +115 1.584769e+06 +116 1.606886e+06 +117 1.571154e+06 +118 1.766517e+06 +119 2.241236e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,Cota-Parte do ICMS,HWES,0.7561337947845459,"108 9.821529e+05 +109 9.047863e+05 +110 9.321078e+05 +111 1.004518e+06 +112 9.302673e+05 +113 1.034621e+06 +114 9.965780e+05 +115 1.002927e+06 +116 1.004518e+06 +117 9.302673e+05 +118 1.034621e+06 +119 9.302673e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,Cota-Parte do IPVA,AR,1.3627169132232666,"108 106977.312500 +109 78272.742188 +110 99409.640625 +111 106977.312500 +112 105465.226562 +113 51687.707031 +114 37814.363281 +115 14038.842773 +116 14038.842773 +117 7606.496582 +118 5872.488281 +119 105465.226562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,Cota-Parte do IPVA,Linear Regression,1.3627169132232666,"416185 171796.939667 +416194 52226.939941 +416203 74954.082637 +416211 128721.873192 +416220 99207.695480 +416229 46333.307501 +416238 29008.899066 +416247 14508.949003 +416256 14829.352929 +416265 7676.899461 +416274 4720.489656 +416283 106022.222856 +Name: y, dtype: float64" +Prefeitura Municipal de Redentora - RS,Cota-Parte do ITR,HWES,1.8902416229248047,"107 2416.733398 +108 2663.448975 +109 2584.385986 +110 2214.526123 +111 1793.333862 +112 13475.596680 +113 14003.648438 +114 2214.497314 +115 22501.691406 +116 13214.024414 +117 13619.874023 +118 1676.791382 +Name: Valor, dtype: float64" +Prefeitura Municipal de Redentora - RS,Cota-Parte do ITR,Linear Regression,1.8902416229248047,"379214 342.825884 +416186 1505.803185 +416195 1586.455834 +416212 645.021762 +416221 297.110327 +416230 5692.733590 +416239 2937.108958 +416248 507.485289 +416257 18182.852888 +416266 77410.081081 +416275 2293.338187 +416284 1659.212737 +Name: y, dtype: float64" +Prefeitura Municipal de São Marcos - RS,IPTU,SES,1.4782042503356934,"108 1.369758e+05 +109 1.290769e+05 +110 1.194074e+05 +111 1.194709e+05 +112 2.849586e+06 +113 2.849341e+06 +114 2.849586e+06 +115 2.849586e+06 +116 2.850632e+06 +117 2.850632e+06 +118 1.158083e+05 +119 1.194074e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,ISS,SARIMAX,1.478459358215332,"108 693681.6875 +109 693681.6875 +110 693681.6875 +111 696305.0625 +112 693681.6875 +113 696305.0625 +114 696305.0625 +115 696305.0625 +116 693699.0000 +117 693699.0000 +118 696305.0625 +119 696305.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,ITBI,AR,0.8165054321289062,"108 73535.289062 +109 74637.554688 +110 62423.125000 +111 90127.250000 +112 97395.679688 +113 87223.351562 +114 72167.960938 +115 76473.593750 +116 61077.238281 +117 89798.609375 +118 124118.445312 +119 64905.144531 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,ITBI,Linear Regression,0.8165054321289062,"427537 62563.328526 +427546 108086.677956 +427555 132152.128212 +427564 85403.137309 +427573 168422.244608 +427582 171066.927488 +427591 179862.343980 +427600 77929.534211 +427609 119414.280898 +427618 124989.791826 +427627 204023.056118 +427636 70132.654144 +Name: y, dtype: float64" +Prefeitura Municipal de São Marcos - RS,IRRF,SARIMAX,1.0808444023132324,"108 576989.0000 +109 576989.0625 +110 576989.0625 +111 576989.0625 +112 576989.0625 +113 576989.0625 +114 576989.0625 +115 576989.0625 +116 576989.0625 +117 576989.0625 +118 576989.0625 +119 579222.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,Cota-Parte do FPM,HWES,0.753187894821167,"108 2507030.000 +109 3642390.500 +110 2463950.250 +111 2537249.500 +112 2079628.625 +113 3642390.500 +114 2535185.250 +115 2463950.250 +116 2464001.000 +117 2079898.625 +118 2535094.000 +119 3642390.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,Cota-Parte do ICMS,HWES,0.8752655982971191,"108 2458233.00 +109 2109622.75 +110 2068830.00 +111 2168698.00 +112 2463281.50 +113 2468059.50 +114 2403126.75 +115 2255541.50 +116 2255541.50 +117 2542185.25 +118 2349529.00 +119 2542185.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,Cota-Parte do IPVA,XGBoost,1.3003005981445312,"108 1.216116e+06 +109 5.349826e+05 +110 5.349826e+05 +111 1.250820e+06 +112 5.540576e+05 +113 2.874565e+05 +114 2.549233e+05 +115 2.385779e+05 +116 2.365346e+05 +117 7.800033e+04 +118 4.482854e+04 +119 1.216116e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,Cota-Parte do IPVA,Linear Regression,1.3003005981445312,"427541 1.316432e+06 +427550 5.731837e+05 +427559 5.727018e+05 +427568 1.094041e+06 +427577 7.440386e+05 +427586 2.595456e+05 +427595 2.801139e+05 +427604 1.658237e+05 +427613 1.386628e+05 +427622 7.630161e+04 +427631 5.012814e+04 +427640 1.677541e+06 +Name: y, dtype: float64" +Prefeitura Municipal de São Marcos - RS,Cota-Parte do ITR,MLP,1.410569429397583,"95 11884.296822 +96 11409.147429 +97 11203.432622 +98 15830.758077 +99 12313.331448 +100 13731.741552 +101 13813.738466 +102 34109.469786 +103 68464.471315 +104 104262.777219 +105 35901.410959 +106 30842.741889 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Marcos - RS,Transferencias LC 61_1989,HWES,1.0360941886901855,"108 24980.941406 +109 20474.300781 +110 22558.234375 +111 20253.816406 +112 20946.470703 +113 20145.251953 +114 27566.208984 +115 19581.152344 +116 17197.625000 +117 23637.978516 +118 22582.093750 +119 27834.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,IPTU,SARIMAX,1.3301677703857422,"101 2561.283691 +102 6956.885742 +103 2434.548096 +104 2800.678955 +105 83012.046875 +106 49533.683594 +107 2098.393311 +108 6826.940430 +109 2080.755371 +110 1715.109985 +111 5070.133301 +112 4817.175781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,ISS,XGBoost,1.669224500656128,"108 89937.617188 +109 75882.562500 +110 75882.562500 +111 75882.562500 +112 84382.273438 +113 75882.562500 +114 84381.859375 +115 84756.187500 +116 75882.562500 +117 75882.562500 +118 75882.562500 +119 75882.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,ITBI,MLP,1.5892829895019531,"99 13169.903827 +100 13819.700687 +101 14240.024438 +102 14685.004133 +103 15231.800591 +104 15607.641917 +105 16033.221518 +106 15393.257812 +107 14733.126782 +108 14284.576788 +109 15138.290839 +110 15148.966412 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,IRRF,SARIMAX,0.8862864971160889,"108 104237.851562 +109 65504.671875 +110 104237.851562 +111 104237.851562 +112 104237.851562 +113 104237.851562 +114 104237.851562 +115 65451.648438 +116 104237.851562 +117 65451.648438 +118 104237.851562 +119 104237.851562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do FPM,HWES,0.8356735706329346,"108 1.279316e+06 +109 1.895488e+06 +110 1.126835e+06 +111 1.149040e+06 +112 1.281035e+06 +113 1.267135e+06 +114 1.283726e+06 +115 1.126835e+06 +116 1.126960e+06 +117 9.485911e+05 +118 1.281035e+06 +119 1.895488e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do ICMS,HWES,0.7385239601135254,"108 560507.00000 +109 489515.15625 +110 524746.31250 +111 611524.75000 +112 619451.75000 +113 585151.87500 +114 611524.75000 +115 611699.31250 +116 611699.31250 +117 611371.37500 +118 619451.75000 +119 610388.12500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do IPVA,MLP,1.3307945728302002,"106 147903.490324 +107 45325.317694 +108 81116.230247 +109 138366.108291 +110 79246.102080 +111 41207.806847 +112 31058.835779 +113 27670.493535 +114 27006.386815 +115 26141.248736 +116 23788.069014 +117 139971.208710 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do ITR,MLP,1.8816852569580078,"97 2804.976623 +98 2979.133623 +99 3360.495118 +100 3818.378452 +101 4323.284260 +102 4796.986042 +103 5409.087401 +104 6220.508189 +105 11336.724158 +106 25956.607138 +107 7027.380625 +108 7557.653770 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Cabrais - RS,Transferencias LC 61_1989,HWES,0.9483962059020996,"108 4917.193848 +109 4974.711914 +110 4572.013184 +111 4687.418457 +112 4710.357422 +113 4567.981934 +114 4467.476074 +115 4730.028809 +116 4937.866211 +117 4830.866699 +118 4779.626465 +119 4647.184570 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,IPTU,XGBoost,1.1912503242492676,"96 15683.735352 +97 -5131.103027 +98 16070.148438 +99 16070.148438 +100 26726.501953 +101 30231.330078 +102 274080.531250 +103 6920.593750 +104 6901.997070 +105 6598.315918 +106 6557.320801 +107 43857.925781 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,IPTU,Linear Regression,1.1912503242492676,"409782 3485.440018 +409791 1997.357031 +409799 15358.032979 +409808 15625.516660 +409817 27123.303370 +409826 84435.244481 +409833 303780.928909 +409842 10420.043972 +409851 9641.866609 +409860 8293.359964 +409869 6396.485424 +409878 15999.043085 +Name: y, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,ISS,XGBoost,2.314379930496216,"108 31519.304688 +109 30711.761719 +110 30711.419922 +111 30711.761719 +112 30711.419922 +113 30711.761719 +114 30405.791016 +115 30405.791016 +116 30405.791016 +117 31813.462891 +118 30763.009766 +119 30763.009766 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,ISS,Linear Regression,2.314379930496216,"409783 24401.206062 +409792 36751.771677 +409800 34192.743571 +409809 35732.487620 +409818 34360.029181 +409827 40636.525057 +409834 39417.803676 +409843 36309.822962 +409852 39631.174142 +409861 43106.075579 +409870 33160.064798 +409879 35109.298176 +Name: y, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,ITBI,AR,1.6831161975860596,"107 -638.723572 +108 14516.576172 +109 3802.376709 +110 28919.023438 +111 4825.630371 +112 16609.152344 +113 8449.300781 +114 9259.783203 +115 14452.566406 +116 11077.806641 +117 15869.166016 +118 9890.824219 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,IRRF,SARIMAX,0.9397852420806885,"108 103272.273438 +109 103272.273438 +110 103272.273438 +111 183236.109375 +112 103272.273438 +113 103272.273438 +114 103272.273438 +115 103272.273438 +116 103272.273438 +117 103272.273438 +118 103272.273438 +119 183236.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do FPM,MLP,0.7856554985046387,"108 1.264903e+06 +109 1.457670e+06 +110 1.160376e+06 +111 1.233941e+06 +112 1.297956e+06 +113 1.262075e+06 +114 1.402032e+06 +115 1.185352e+06 +116 1.202226e+06 +117 1.175963e+06 +118 1.317102e+06 +119 1.659724e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do ICMS,HWES,1.638887882232666,"108 818811.1250 +109 674987.6250 +110 687429.5625 +111 831416.0625 +112 881550.9375 +113 839711.1250 +114 831416.0625 +115 856316.5000 +116 856316.5000 +117 807294.8125 +118 841872.6250 +119 807294.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do IPVA,XGBoost,1.2590928077697754,"108 162092.375000 +109 22404.865234 +110 32464.480469 +111 67268.765625 +112 72293.859375 +113 13201.657227 +114 10006.408203 +115 11011.781250 +116 4150.657227 +117 10347.337891 +118 4150.657227 +119 162092.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do IPVA,Linear Regression,1.2590928077697754,"409788 177760.227018 +409797 30265.353038 +409805 32271.872841 +409814 84065.072394 +409823 67056.058386 +409831 18356.749786 +409839 9182.658032 +409848 11106.847588 +409857 4416.987751 +409866 5117.281081 +409875 4187.064007 +409884 196282.544188 +Name: y, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do ITR,XGBoost,1.0092005729675293,"77 156.491501 +78 161.271698 +79 1680.206543 +80 3570.554932 +81 4583.647949 +82 7404.786621 +83 7424.883301 +84 7396.232910 +85 7395.561035 +86 7401.855469 +87 7385.979980 +88 7391.787109 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Butiá - RS,Transferencias LC 61_1989,MLP,0.7098441123962402,"60 7598.449094 +61 7065.371515 +62 7248.217897 +63 7406.773544 +64 7341.645049 +65 7467.824650 +66 7504.739869 +67 7341.173026 +68 7407.073265 +69 8009.491909 +70 7299.089945 +71 7565.651448 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,IPTU,SES,0.6623384952545166,"106 66123.890625 +107 66111.054688 +108 68899.695312 +109 72303.687500 +110 111178.664062 +111 111383.664062 +112 97209.171875 +113 98587.359375 +114 98587.359375 +115 147121.218750 +116 246309.453125 +117 138515.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,ISS,SARIMAX,0.9866976737976074,"108 313771.53125 +109 314428.12500 +110 313771.53125 +111 313771.53125 +112 304100.87500 +113 313771.53125 +114 313771.53125 +115 314428.12500 +116 303769.34375 +117 313771.53125 +118 314873.90625 +119 313771.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,ITBI,AR,0.7572617530822754,"108 52408.710938 +109 152792.437500 +110 53181.109375 +111 64501.675781 +112 84667.515625 +113 58796.085938 +114 83938.015625 +115 90727.570312 +116 90497.937500 +117 44214.121094 +118 43557.656250 +119 43020.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,IRRF,SARIMAX,0.8015966415405273,"108 335378.03125 +109 333400.59375 +110 333250.68750 +111 335535.18750 +112 333250.68750 +113 333250.68750 +114 335535.18750 +115 335799.96875 +116 341133.12500 +117 335799.96875 +118 335799.96875 +119 341133.12500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,Cota-Parte do FPM,HWES,1.4268155097961426,"108 1697617.000 +109 2525039.250 +110 1364825.000 +111 1526630.000 +112 1699135.375 +113 1730455.875 +114 1699135.375 +115 1364825.000 +116 1364824.375 +117 1341408.375 +118 1699135.375 +119 2525039.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,Cota-Parte do ICMS,HWES,0.6422243118286133,"108 2340692.50 +109 2173568.25 +110 2224261.25 +111 2388301.50 +112 2421848.25 +113 2368003.00 +114 2361265.50 +115 2362915.00 +116 2362915.00 +117 2363209.00 +118 2363209.00 +119 2421848.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,Cota-Parte do IPVA,SES,0.8160579204559326,"99 258022.203125 +100 272952.531250 +101 273020.062500 +102 267782.625000 +103 272352.562500 +104 267832.812500 +105 248973.000000 +106 262192.250000 +107 315691.187500 +108 260774.109375 +109 264846.531250 +110 268561.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,Cota-Parte do ITR,XGBoost,1.2334306240081787,"36 66189.375000 +37 8073.927734 +38 8073.927734 +39 8540.947266 +40 6162.351562 +41 8540.947266 +42 8540.947266 +43 6162.351562 +44 97043.453125 +45 993535.937500 +46 92336.437500 +47 97043.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mostardas - RS,Transferencias LC 61_1989,SES,0.7345411777496338,"108 20797.267578 +109 18117.003906 +110 19704.375000 +111 22602.193359 +112 21382.806641 +113 20797.082031 +114 20821.271484 +115 21858.605469 +116 22716.234375 +117 21454.707031 +118 22442.626953 +119 24555.097656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,IPTU,AR,1.4119751453399658,"105 8968.993164 +106 13157.064453 +107 12879.037109 +108 65232.894531 +109 467539.187500 +110 61331.804688 +111 61121.914062 +112 64452.578125 +113 5068.468750 +114 5256.733398 +115 7204.445312 +116 5406.411621 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,IPTU,Linear Regression,1.4119751453399658,"403262 6967.207976 +403271 12118.292521 +403280 17313.726752 +403289 81055.761778 +403298 782480.286745 +403307 78673.953587 +403315 69040.355729 +403324 59521.901300 +403333 12972.975404 +403342 18506.402873 +403351 21778.149057 +403360 13425.948499 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,ISS,AR,0.903580904006958,"108 173605.687500 +109 173625.875000 +110 173599.218750 +111 173586.500000 +112 173605.687500 +113 173586.500000 +114 173586.500000 +115 173910.875000 +116 173910.875000 +117 173910.875000 +118 176659.484375 +119 183233.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,ISS,Linear Regression,0.903580904006958,"403263 165448.074492 +403272 152824.961016 +403281 162399.511873 +403290 182705.765626 +403299 169101.630695 +403308 181761.269413 +403316 171966.180967 +403325 197783.476534 +403334 198580.303522 +403343 191524.446332 +403352 188576.282598 +403361 175644.100822 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,ITBI,HWES,0.8425209522247314,"108 46088.785156 +109 31777.464844 +110 46115.421875 +111 46549.492188 +112 48425.703125 +113 31770.300781 +114 36405.394531 +115 46202.214844 +116 46409.578125 +117 43685.988281 +118 32049.750000 +119 32049.750000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,IRRF,XGBoost,3.0810718536376953,"107 157075.078125 +108 159859.125000 +109 159859.125000 +110 159859.125000 +111 159859.125000 +112 159859.125000 +113 159859.125000 +114 159859.125000 +115 159859.125000 +116 159859.125000 +117 159859.125000 +118 159859.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do FPM,HWES,0.8408505916595459,"108 1434735.750 +109 1893768.750 +110 1434735.750 +111 1557362.000 +112 1893768.750 +113 1887387.250 +114 1893768.750 +115 1434735.750 +116 1434735.750 +117 1182268.750 +118 1893768.750 +119 1893798.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ICMS,HWES,0.8230946063995361,"108 9.965569e+05 +109 9.996638e+05 +110 1.089802e+06 +111 1.138974e+06 +112 1.138192e+06 +113 1.090558e+06 +114 1.138974e+06 +115 1.155430e+06 +116 1.155430e+06 +117 1.138974e+06 +118 1.138192e+06 +119 1.138429e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do IPVA,AR,1.4379007816314697,"108 395086.968750 +109 151302.484375 +110 224154.375000 +111 234130.046875 +112 159339.203125 +113 60979.851562 +114 53151.277344 +115 37000.710938 +116 39666.273438 +117 28446.738281 +118 28670.218750 +119 394289.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ITR,AR,1.2506968975067139,"97 421.073792 +98 437.587494 +99 273.426666 +100 489.833710 +101 383.406128 +102 446.487183 +103 470.378387 +104 383.672668 +105 3481.685547 +106 3481.264648 +107 42.035782 +108 46.100525 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ITR,Linear Regression,1.2506968975067139,"347268 135.782816 +403269 15.134747 +403278 10.190795 +403287 73.719605 +403296 183.786052 +403305 22.179391 +403322 36.034182 +403331 521.215680 +403340 6369.217499 +403349 4996.166660 +403358 334.928340 +403367 411.373957 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Buricá - RS,Transferencias LC 61_1989,XGBoost,0.7177681922912598,"60 8240.087891 +61 9071.865234 +62 9227.295898 +63 8285.060547 +64 8670.718750 +65 8582.320312 +66 8478.107422 +67 9505.046875 +68 9035.941406 +69 4618.964844 +70 8537.347656 +71 4540.972168 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,IPTU,AR,1.3341014385223389,"105 10192.531250 +106 12400.393555 +107 147069.250000 +108 104023.281250 +109 40764.542969 +110 58587.394531 +111 31463.136719 +112 97103.617188 +113 9700.871094 +114 10047.471680 +115 19845.927734 +116 19845.927734 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,ISS,SARIMAX,0.7256603240966797,"108 47317.742188 +109 54518.238281 +110 56706.812500 +111 47262.058594 +112 50637.519531 +113 50637.519531 +114 54049.449219 +115 54518.238281 +116 50637.519531 +117 55926.644531 +118 37358.968750 +119 51119.179688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,ISS,Linear Regression,0.7256603240966797,"108 17879.442685 +109 12745.301602 +110 12865.303811 +111 18239.288107 +112 16533.309847 +113 17998.122839 +114 15035.827448 +115 14457.846842 +116 19186.074119 +117 13926.263003 +118 13671.566797 +119 18616.067787 +Name: y, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,ITBI,AR,1.3087983131408691,"108 40572.988281 +109 15466.803711 +110 10928.419922 +111 40572.988281 +112 34130.625000 +113 24764.595703 +114 49743.859375 +115 21487.406250 +116 18474.685547 +117 9416.689453 +118 8461.930664 +119 8491.102539 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,ITBI,Linear Regression,1.3087983131408691,"400539 28151.426227 +400548 8627.950295 +400557 14902.317360 +400566 27983.619186 +400575 77700.810041 +400584 19697.162185 +400593 243004.911226 +400602 22985.496797 +400611 10920.908214 +400620 45084.447414 +400629 41597.651418 +400638 38509.123249 +Name: y, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,IRRF,SARIMAX,1.664581537246704,"108 155352.984375 +109 91764.695312 +110 93222.710938 +111 96431.031250 +112 96431.031250 +113 93222.710938 +114 93951.195312 +115 91910.648438 +116 96431.031250 +117 93951.195312 +118 96431.031250 +119 87071.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do FPM,HWES,2.0482394695281982,"108 1.209252e+06 +109 1.893769e+06 +110 1.086735e+06 +111 1.136709e+06 +112 1.209034e+06 +113 1.252356e+06 +114 1.209035e+06 +115 1.086735e+06 +116 1.086735e+06 +117 9.400014e+05 +118 1.209034e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do ICMS,HWES,0.7156236171722412,"108 700972.1875 +109 557048.5625 +110 560619.3750 +111 685377.3125 +112 780659.8750 +113 748265.6250 +114 746810.0625 +115 769423.3125 +116 769423.3125 +117 783711.4375 +118 748062.3125 +119 783711.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do IPVA,AR,1.2815968990325928,"108 140674.531250 +109 81374.820312 +110 107676.664062 +111 218640.765625 +112 161628.968750 +113 65950.062500 +114 43666.367188 +115 13780.792969 +116 39260.156250 +117 15338.549805 +118 12176.779297 +119 142561.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do IPVA,Linear Regression,1.2815968990325928,"400543 260613.694648 +400552 67479.282127 +400561 109557.811466 +400570 212973.397943 +400579 136912.593791 +400588 46021.914440 +400597 26630.518758 +400606 10325.987176 +400615 20053.483443 +400624 9236.104257 +400633 6347.486206 +400642 140778.181578 +Name: y, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do ITR,XGBoost,1.3396387100219727,"107 16078.574219 +108 8705.975586 +109 8672.093750 +110 8591.583984 +111 8647.464844 +112 8654.315430 +113 8773.548828 +114 8603.087891 +115 6112.832520 +116 40687.542969 +117 10192.611328 +118 16188.723633 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo do Sobrado - RS,Transferencias LC 61_1989,AR,0.79001784324646,"60 5636.542480 +61 6440.932617 +62 6175.212891 +63 6106.977539 +64 6144.344238 +65 6274.116211 +66 6057.633301 +67 6144.344238 +68 6138.879883 +69 5659.510742 +70 6133.071289 +71 6033.482910 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,IPTU,HWES,1.746781826019287,"108 1.142105e+05 +109 2.657918e+05 +110 1.485838e+06 +111 2.477462e+05 +112 2.504367e+05 +113 2.504367e+05 +114 2.472611e+05 +115 2.475405e+05 +116 2.017872e+05 +117 2.472611e+05 +118 1.983063e+05 +119 2.472611e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,IPTU,Linear Regression,1.746781826019287,"404941 1.318146e+05 +404950 3.676767e+05 +404959 1.717764e+06 +404968 2.930525e+05 +404977 3.089693e+05 +404986 3.040898e+05 +404995 2.884408e+05 +405004 3.170655e+05 +405013 2.425708e+05 +405022 2.873207e+05 +405031 2.637251e+05 +405040 2.865788e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Tapes - RS,ISS,SARIMAX,0.7808022499084473,"108 259765.921875 +109 258479.843750 +110 261057.906250 +111 248936.796875 +112 248936.796875 +113 248935.109375 +114 248935.109375 +115 261063.671875 +116 260554.843750 +117 258041.656250 +118 249097.296875 +119 248935.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,ITBI,HWES,0.9151611328125,"108 121147.367188 +109 98479.835938 +110 99648.960938 +111 139781.000000 +112 143350.125000 +113 56414.421875 +114 79754.562500 +115 150668.421875 +116 117922.343750 +117 117951.460938 +118 95164.257812 +119 143477.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,IRRF,SARIMAX,0.8740324974060059,"108 130863.125000 +109 193972.671875 +110 129433.500000 +111 129355.156250 +112 130644.156250 +113 129333.437500 +114 129333.437500 +115 129333.437500 +116 129333.437500 +117 129333.437500 +118 129333.437500 +119 206813.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,Cota-Parte do FPM,HWES,2.514169931411743,"108 1985401.250 +109 3772183.250 +110 1962985.750 +111 2101468.250 +112 2368761.750 +113 2421613.000 +114 3787514.750 +115 1962974.500 +116 1993723.875 +117 1962659.000 +118 2368761.750 +119 3787514.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,Cota-Parte do ICMS,SARIMAX,0.7716381549835205,"108 1808337.000 +109 1822340.625 +110 1830898.500 +111 1808337.000 +112 1808106.250 +113 1812919.875 +114 1808337.000 +115 1817577.125 +116 1817577.125 +117 1808106.250 +118 1808337.000 +119 1808105.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,Cota-Parte do IPVA,SARIMAX,1.2451159954071045,"104 588633.500000 +105 248593.859375 +106 223985.015625 +107 314855.812500 +108 314855.812500 +109 157869.875000 +110 126416.468750 +111 47759.277344 +112 35220.261719 +113 41665.402344 +114 26315.810547 +115 314855.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,Cota-Parte do ITR,XGBoost,1.3075454235076904,"107 131098.640625 +108 14397.181641 +109 19568.628906 +110 30886.650391 +111 14397.181641 +112 31018.990234 +113 18020.433594 +114 16118.201172 +115 30886.650391 +116 735492.125000 +117 183654.109375 +118 153323.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapes - RS,Transferencias LC 61_1989,HWES,1.310595989227295,"108 11723.947266 +109 10981.806641 +110 12003.281250 +111 11710.279297 +112 12570.263672 +113 12092.391602 +114 13372.246094 +115 12192.758789 +116 11895.744141 +117 12822.673828 +118 11539.492188 +119 14100.881836 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,IPTU,SARIMAX,1.3721914291381836,"91 10764.679688 +92 107613.242188 +93 108378.375000 +94 10078.489258 +95 15204.210938 +96 12262.337891 +97 12122.425781 +98 12354.924805 +99 10084.468750 +100 10203.829102 +101 8263.070312 +102 14452.851562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,ISS,SES,0.7642776966094971,"92 175124.296875 +93 175257.468750 +94 175257.468750 +95 179072.656250 +96 160798.265625 +97 179036.734375 +98 179072.656250 +99 148746.140625 +100 178985.296875 +101 178985.296875 +102 178985.296875 +103 181209.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,ISS,Linear Regression,0.7642776966094971,"393450 111207.499405 +393459 162132.194083 +393468 546974.677399 +393477 110557.956257 +393486 104088.991080 +393495 105758.503513 +393504 112372.267852 +393513 94930.787570 +393522 113810.916578 +393531 111676.135851 +393540 119537.105942 +393549 137108.311137 +Name: y, dtype: float64" +Prefeitura Municipal de Machadinho - RS,ITBI,SARIMAX,0.8778481483459473,"92 13561.001953 +93 29330.552734 +94 31015.210938 +95 16646.599609 +96 27797.318359 +97 50766.609375 +98 27549.710938 +99 26265.539062 +100 27095.548828 +101 23256.132812 +102 16049.084961 +103 15409.271484 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,ITBI,Linear Regression,0.8778481483459473,"92 14611.797400 +93 9643.111145 +94 13429.204944 +95 15088.010340 +96 12971.630187 +97 20286.815000 +98 14903.228900 +99 19258.591010 +100 15516.617173 +101 15534.588127 +102 14328.704781 +103 16261.281958 +Name: y, dtype: float64" +Prefeitura Municipal de Machadinho - RS,IRRF,Prophet,1.0702917575836182,"92 62969.054688 +93 62704.937500 +94 62704.937500 +95 62704.937500 +96 62969.054688 +97 62704.937500 +98 62704.937500 +99 62969.054688 +100 62969.054688 +101 62969.054688 +102 62704.937500 +103 112127.460938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,Cota-Parte do FPM,MLP,1.5723392963409424,"92 1.272971e+06 +93 1.465911e+06 +94 1.169106e+06 +95 1.242955e+06 +96 1.307267e+06 +97 1.271755e+06 +98 1.412953e+06 +99 1.195767e+06 +100 1.213026e+06 +101 1.187190e+06 +102 1.328663e+06 +103 1.671489e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,Cota-Parte do ICMS,SES,1.0846221446990967,"92 769459.1875 +93 749378.8125 +94 722522.1875 +95 742117.1875 +96 742117.5000 +97 806501.8125 +98 770560.8125 +99 742117.1875 +100 742117.1875 +101 765620.4375 +102 766724.8750 +103 765673.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,Cota-Parte do IPVA,AR,0.7938823699951172,"92 141419.062500 +93 91606.812500 +94 92737.421875 +95 132048.718750 +96 132446.531250 +97 90062.156250 +98 64751.441406 +99 37078.179688 +100 38135.628906 +101 37557.457031 +102 39237.511719 +103 245041.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,Cota-Parte do ITR,MLP,0.6513431072235107,"59 5934.478167 +60 6379.523928 +61 7247.626262 +62 8255.020457 +63 9358.223186 +64 10591.852718 +65 12046.762030 +66 13881.691219 +67 27183.258657 +68 48180.804000 +69 17238.108090 +70 18964.372541 +Name: Valor, dtype: float64" +Prefeitura Municipal de Machadinho - RS,Transferencias LC 61_1989,XGBoost,1.0047380924224854,"92 6126.644531 +93 5801.150879 +94 6313.850586 +95 6568.434570 +96 6241.653809 +97 5695.941895 +98 6241.222656 +99 6030.875000 +100 5769.737305 +101 5429.077637 +102 6246.601562 +103 6835.922363 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,IPTU,AR,1.166386604309082,"70 1635.815308 +71 1662.856812 +72 1685.776489 +73 1047.007935 +74 984.013184 +75 1109.519287 +76 2574.450684 +77 1520.887207 +78 1547.928711 +79 25747.835938 +80 1680.829102 +81 5235.199219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,ISS,XGBoost,1.9874005317687988,"108 20347.589844 +109 10577.405273 +110 18005.857422 +111 14127.163086 +112 14661.189453 +113 14127.163086 +114 18243.771484 +115 17002.388672 +116 18306.386719 +117 18306.386719 +118 18243.771484 +119 17186.210938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,ITBI,XGBoost,1.8674490451812744,"102 11738.798828 +103 10512.771484 +104 11965.301758 +105 11175.735352 +106 11641.978516 +107 11673.436523 +108 10201.082031 +109 10779.704102 +110 9918.643555 +111 10101.481445 +112 10094.776367 +113 4154.864258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,ITBI,Linear Regression,1.8674490451812744,"424612 17689.129005 +424619 5935.989574 +424627 9464.184390 +424634 13583.899827 +424642 7374.117049 +424650 20698.021033 +424658 19084.661251 +424666 15595.374605 +424674 7811.644760 +424682 11643.342709 +424690 64751.859831 +424698 11159.571522 +Name: y, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,IRRF,XGBoost,2.237149715423584,"105 35404.027344 +106 35404.027344 +107 64217.425781 +108 35404.027344 +109 35402.152344 +110 35404.027344 +111 35404.027344 +112 35404.027344 +113 35402.152344 +114 35402.152344 +115 35402.152344 +116 64217.425781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do FPM,HWES,0.9130303859710693,"108 1.230029e+06 +109 1.889655e+06 +110 1.151259e+06 +111 1.164721e+06 +112 1.608473e+06 +113 1.088942e+06 +114 1.608473e+06 +115 1.151259e+06 +116 1.151259e+06 +117 9.904368e+05 +118 1.608473e+06 +119 1.889655e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do ICMS,HWES,0.6463055610656738,"108 357047.34375 +109 300619.28125 +110 339289.81250 +111 342810.40625 +112 395312.03125 +113 363591.71875 +114 370883.18750 +115 356639.43750 +116 355117.53125 +117 409095.90625 +118 363714.12500 +119 391447.78125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.3233470916748047,"105 48451.031250 +106 48295.476562 +107 45817.515625 +108 78922.898438 +109 65952.484375 +110 43187.664062 +111 43189.058594 +112 43187.664062 +113 43266.847656 +114 42674.406250 +115 43033.042969 +116 65952.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do ITR,XGBoost,1.7857553958892822,"91 1335.435425 +92 2294.786621 +93 2211.649902 +94 16140.811523 +95 17298.798828 +96 17440.544922 +97 16896.779297 +98 18598.353516 +99 56763.609375 +100 3050.798828 +101 17440.544922 +102 17440.544922 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanci do Sul - RS,Transferencias LC 61_1989,XGBoost,0.8420279026031494,"60 2728.659668 +61 2932.137695 +62 2651.973633 +63 2728.659668 +64 3743.570557 +65 3692.391602 +66 2730.208252 +67 3692.391602 +68 2829.684814 +69 2596.055664 +70 3692.421143 +71 3046.769287 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,IPTU,SES,1.725090503692627,"107 42098.589844 +108 20490.548828 +109 20919.033203 +110 20672.025391 +111 21056.269531 +112 5108.166504 +113 11813.130859 +114 30595.044922 +115 39777.464844 +116 35777.894531 +117 35737.171875 +118 35681.429688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,IPTU,Linear Regression,1.725090503692627,"415858 10721.273894 +415867 1684.623544 +415875 2954.026003 +415884 983.617209 +415893 4196.597216 +415901 195556.122558 +415910 46509.244081 +415919 13841.849394 +415928 26329.411523 +415937 32908.345317 +415946 21560.511963 +415955 20733.207576 +Name: y, dtype: float64" +Prefeitura Municipal de Westfália - RS,ISS,MLP,1.1190366744995117,"108 43794.577810 +109 42365.119990 +110 46303.392755 +111 44057.198632 +112 44035.585370 +113 45591.930681 +114 42793.097068 +115 44181.381055 +116 45186.848545 +117 44339.893539 +118 44233.806289 +119 44646.973070 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,ITBI,Prophet,1.2442247867584229,"105 8295.198242 +106 12486.440430 +107 26189.646484 +108 14921.755859 +109 10265.964844 +110 6499.295410 +111 17227.765625 +112 13857.364258 +113 13901.522461 +114 23325.904297 +115 5939.058105 +116 9518.848633 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,IRRF,XGBoost,2.1359238624572754,"108 120596.937500 +109 120766.203125 +110 121736.265625 +111 120766.203125 +112 120766.203125 +113 121519.093750 +114 120824.921875 +115 120766.203125 +116 120766.203125 +117 120766.203125 +118 120766.203125 +119 121736.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,Cota-Parte do FPM,HWES,0.8731751441955566,"108 1211463.875 +109 1893842.125 +110 1086125.625 +111 1165675.750 +112 1213568.000 +113 1255673.375 +114 1213568.000 +115 1086125.625 +116 1087206.750 +117 942997.000 +118 1213568.000 +119 1893842.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,Cota-Parte do ICMS,HWES,0.7055799961090088,"108 2288122.75 +109 2172536.00 +110 2172012.25 +111 2287195.75 +112 2293942.25 +113 2288122.75 +114 2294937.75 +115 2294937.75 +116 2294937.75 +117 2294937.75 +118 2279224.50 +119 2248780.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,Cota-Parte do IPVA,XGBoost,1.4933781623840332,"108 218127.531250 +109 26327.335938 +110 68688.226562 +111 150114.406250 +112 48524.656250 +113 17200.025391 +114 26327.445312 +115 30430.853516 +116 13291.454102 +117 11842.727539 +118 8339.856445 +119 218127.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,Cota-Parte do IPVA,Linear Regression,1.4933781623840332,"415864 292001.094238 +415873 28643.597352 +415881 50882.919881 +415890 150429.864269 +415899 61703.982696 +415907 15784.815505 +415916 26886.531444 +415925 22818.500556 +415934 8880.193907 +415943 7214.378089 +415952 6166.078994 +415960 229178.407512 +Name: y, dtype: float64" +Prefeitura Municipal de Westfália - RS,Cota-Parte do ITR,XGBoost,1.1528515815734863,"84 127.730995 +85 118.986343 +86 2433.143555 +87 3086.496338 +88 3757.028564 +89 2660.187988 +90 -76.319031 +91 -74.252319 +92 -69.926620 +93 597.822083 +94 3747.349121 +95 579.628052 +Name: Valor, dtype: float64" +Prefeitura Municipal de Westfália - RS,Transferencias LC 61_1989,XGBoost,0.968940258026123,"108 14370.463867 +109 13753.642578 +110 15346.060547 +111 15228.992188 +112 16004.011719 +113 14253.933594 +114 14319.283203 +115 14556.954102 +116 15198.476562 +117 15205.090820 +118 14268.067383 +119 14230.459961 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,IPTU,SARIMAX,1.4245543479919434,"89 1011.240479 +90 49400.878906 +91 109493.812500 +92 94950.296875 +93 1428.698486 +94 1494.541504 +95 1427.699829 +96 1319.618530 +97 2456.414307 +98 1428.698486 +99 69.684669 +100 3153.489258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,ISS,XGBoost,1.09810209274292,"108 24175.412109 +109 20669.089844 +110 24175.267578 +111 24160.019531 +112 24175.267578 +113 24175.412109 +114 24160.019531 +115 24160.019531 +116 24160.019531 +117 24170.839844 +118 24137.564453 +119 24137.419922 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,ISS,Linear Regression,1.09810209274292,"413539 15929.373739 +413548 9783.498768 +413556 20593.896199 +413565 21271.717491 +413574 19371.540148 +413583 17688.015701 +413592 22139.278128 +413600 26146.937541 +413609 25934.120399 +413618 26998.127021 +413627 17934.840562 +413636 19177.735693 +Name: y, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,ITBI,SES,1.7463431358337402,"103 20944.757812 +104 20392.744141 +105 8860.740234 +106 20246.513672 +107 19699.939453 +108 13809.009766 +109 15442.330078 +110 19698.541016 +111 23112.240234 +112 14698.065430 +113 13837.568359 +114 17972.507812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,IRRF,XGBoost,1.7204053401947021,"108 49755.328125 +109 49340.039062 +110 49755.328125 +111 49340.039062 +112 49340.039062 +113 49340.039062 +114 49340.039062 +115 49340.039062 +116 49340.039062 +117 49755.328125 +118 49340.039062 +119 49755.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do FPM,HWES,0.8887672424316406,"108 1.337998e+06 +109 1.893952e+06 +110 1.078109e+06 +111 1.149114e+06 +112 1.338182e+06 +113 1.253906e+06 +114 1.338182e+06 +115 1.078109e+06 +116 1.078200e+06 +117 9.390799e+05 +118 1.338182e+06 +119 1.893952e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do ICMS,HWES,2.074338674545288,"108 425834.06250 +109 417613.81250 +110 416896.84375 +111 425217.18750 +112 388966.12500 +113 425933.87500 +114 425217.18750 +115 427533.71875 +116 427533.71875 +117 388966.12500 +118 425834.06250 +119 388966.12500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do IPVA,XGBoost,1.3085205554962158,"108 114777.054688 +109 36116.898438 +110 34069.867188 +111 65417.191406 +112 55709.343750 +113 26722.980469 +114 26738.730469 +115 21275.861328 +116 6024.462891 +117 8844.015625 +118 9077.781250 +119 104530.257812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do ITR,XGBoost,1.2836737632751465,"72 232.820908 +73 224.382004 +74 36.288082 +75 29.250292 +76 24.891462 +77 33.566666 +78 154.758286 +79 106.325562 +80 39.910633 +81 59.658535 +82 78.625748 +83 75.558380 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do ITR,Linear Regression,1.2836737632751465,"351024 31.918734 +351033 15.827372 +413545 36.454555 +413562 40.138409 +413571 15.587382 +413580 30.550789 +413589 125.023043 +413606 406.039901 +413615 1358.298144 +413624 622.439321 +413633 34.702624 +413642 9.683616 +Name: y, dtype: float64" +Prefeitura Municipal de Mariano Moro - RS,Transferencias LC 61_1989,SES,0.9774250984191895,"108 3671.248779 +109 3203.933838 +110 3814.786133 +111 3542.081055 +112 3843.447998 +113 4432.120605 +114 4475.506836 +115 4390.317383 +116 4150.925293 +117 4297.952637 +118 4319.012207 +119 4449.684082 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,IPTU,AR,1.599696397781372,"102 24830.369141 +103 30724.199219 +104 29873.222656 +105 29973.951172 +106 86089.054688 +107 125375.312500 +108 132911.984375 +109 560983.250000 +110 311545.062500 +111 520396.843750 +112 519558.812500 +113 548928.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,ISS,XGBoost,0.6888687610626221,"108 93745.203125 +109 93645.062500 +110 93845.843750 +111 94977.273438 +112 94252.765625 +113 94252.820312 +114 94211.906250 +115 100114.625000 +116 99111.281250 +117 99111.281250 +118 99111.281250 +119 100114.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,ITBI,MLP,0.9752342700958252,"108 64674.903309 +109 62619.160611 +110 66902.315070 +111 72601.203071 +112 67599.020849 +113 59282.449476 +114 71769.341663 +115 76786.654228 +116 58965.627285 +117 72881.014591 +118 59732.805120 +119 65772.968415 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,IRRF,SARIMAX,1.21010160446167,"108 163574.093750 +109 124345.554688 +110 124345.554688 +111 124632.148438 +112 124345.554688 +113 124345.554688 +114 101493.867188 +115 101392.210938 +116 124345.554688 +117 124345.554688 +118 124345.554688 +119 124632.148438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do FPM,AR,0.9297506809234619,"108 1.266362e+06 +109 1.893769e+06 +110 1.000244e+06 +111 1.040613e+06 +112 1.274889e+06 +113 1.162082e+06 +114 1.274889e+06 +115 1.000244e+06 +116 1.000244e+06 +117 9.630917e+05 +118 1.274889e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do ICMS,HWES,0.8834059238433838,"108 1260825.125 +109 1192397.500 +110 1195948.250 +111 1319390.750 +112 1380434.125 +113 1266837.875 +114 1349915.500 +115 1319390.750 +116 1319390.750 +117 1402546.250 +118 1265930.375 +119 1402546.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do IPVA,SARIMAX,1.6965508460998535,"108 284010.156250 +109 141254.062500 +110 141254.062500 +111 434767.968750 +112 438790.687500 +113 111583.593750 +114 140126.656250 +115 55199.710938 +116 55562.160156 +117 26964.656250 +118 28055.187500 +119 298349.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do ITR,AR,1.6763122081756592,"85 1322.025635 +86 1486.196167 +87 1137.304932 +88 30869.531250 +89 1131.665283 +90 31253.896484 +91 1139.438843 +92 30983.126953 +93 25533.933594 +94 37958.636719 +95 30881.714844 +96 33574.074219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Augusto Pestana - RS,Transferencias LC 61_1989,HWES,1.971034288406372,"108 11583.537109 +109 11321.895508 +110 10578.387695 +111 11448.339844 +112 10463.336914 +113 10258.821289 +114 10528.476562 +115 11947.538086 +116 9988.764648 +117 10618.007812 +118 10578.387695 +119 10935.279297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,IPTU,SES,1.5060665607452393,"105 9630.772461 +106 6764.157715 +107 89193.695312 +108 6790.308594 +109 5029.858887 +110 91085.468750 +111 3215.141846 +112 4141.905762 +113 2472.124512 +114 7737.714844 +115 7737.714844 +116 3503.821777 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,IPTU,Linear Regression,1.5060665607452393,"431834 3870.387647 +431843 13694.379060 +431852 44346.976003 +431860 9376.126191 +431869 33669.414004 +431878 115143.871653 +431887 39031.662296 +431895 7883.893049 +431904 5658.721818 +431913 10233.591062 +431922 11396.661271 +431931 3576.036225 +Name: y, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,ISS,SARIMAX,1.218531608581543,"108 23097.160156 +109 22759.652344 +110 21206.673828 +111 21730.982422 +112 21684.166016 +113 22935.435547 +114 22935.761719 +115 22687.505859 +116 22687.505859 +117 23007.792969 +118 23097.160156 +119 22687.505859 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,ITBI,MLP,1.429675579071045,"106 16191.466315 +107 16680.703957 +108 17521.138113 +109 18273.416423 +110 19139.893467 +111 19300.516777 +112 18463.506259 +113 17518.161415 +114 17516.411366 +115 17970.343595 +116 18888.623426 +117 19168.245934 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,IRRF,SARIMAX,1.3370475769042969,"108 113516.828125 +109 113407.390625 +110 113516.828125 +111 113516.828125 +112 113516.828125 +113 113516.828125 +114 113516.828125 +115 113516.828125 +116 113516.828125 +117 128608.906250 +118 113516.828125 +119 128607.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do FPM,HWES,0.815269947052002,"108 1.271235e+06 +109 1.893917e+06 +110 1.131030e+06 +111 1.148134e+06 +112 1.271384e+06 +113 1.281712e+06 +114 1.271384e+06 +115 1.131030e+06 +116 1.131031e+06 +117 9.693188e+05 +118 1.271384e+06 +119 1.893917e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do ICMS,HWES,0.7350261211395264,"108 862938.8125 +109 809086.6250 +110 809796.6875 +111 868334.4375 +112 868713.0625 +113 871689.7500 +114 862815.1875 +115 866941.0625 +116 866941.0625 +117 868713.0625 +118 862938.8125 +119 868713.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do IPVA,AR,2.960613250732422,"108 59649.261719 +109 35736.457031 +110 65568.695312 +111 60655.746094 +112 65569.414062 +113 38999.718750 +114 24189.673828 +115 12105.574219 +116 14622.954102 +117 12363.038086 +118 10628.538086 +119 67867.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do IPVA,Linear Regression,2.960613250732422,"431840 146220.232084 +431849 32610.052342 +431858 68308.975729 +431866 108744.865544 +431875 69678.344853 +431884 33261.959972 +431893 17067.434831 +431901 9581.776694 +431910 6386.852847 +431919 9749.938307 +431928 5026.712940 +431937 58379.180247 +Name: y, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do ITR,XGBoost,1.0144424438476562,"94 68.778290 +95 111.154732 +96 46.182430 +97 115.542923 +98 73.081085 +99 71.097496 +100 113.358940 +101 450.137970 +102 395.371521 +103 84.892975 +104 2.243730 +105 -15.184757 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do ITR,Linear Regression,1.0144424438476562,"382752 110.614182 +382761 73.062362 +431841 74.269156 +431850 35.805821 +431867 149.655237 +431876 157.807513 +431885 34.046984 +431902 25.894708 +431911 3451.840349 +431920 3611.663464 +431929 163.302275 +431938 191.584894 +Name: y, dtype: float64" +Prefeitura Municipal de Pinheirinho do Vale - RS,Transferencias LC 61_1989,HWES,1.064758539199829,"108 6770.839355 +109 6414.319336 +110 7284.170898 +111 7523.046387 +112 8313.474609 +113 8116.836914 +114 7918.052246 +115 7249.725098 +116 7725.449707 +117 7450.455566 +118 7293.324707 +119 7425.367676 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,IPTU,SARIMAX,1.2384018898010254,"98 9656.783203 +99 11328.881836 +100 135340.593750 +101 225214.546875 +102 225214.546875 +103 178782.093750 +104 172820.250000 +105 143526.156250 +106 140192.093750 +107 141983.828125 +108 143526.156250 +109 141360.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,ISS,XGBoost,1.736849308013916,"108 115738.140625 +109 111338.187500 +110 115738.140625 +111 117613.453125 +112 117050.679688 +113 120839.601562 +114 117050.679688 +115 120637.312500 +116 117050.679688 +117 111531.476562 +118 111772.351562 +119 111772.351562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,ISS,Linear Regression,1.736849308013916,"404730 123827.337862 +404739 102233.736703 +404747 121527.415679 +404755 176390.667804 +404764 144117.484348 +404772 124299.879799 +404781 142408.219204 +404789 111752.927295 +404798 140191.191607 +404807 138431.296969 +404816 122079.397411 +404825 119861.330319 +Name: y, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,ITBI,XGBoost,1.5947425365447998,"108 4413.847168 +109 10931.435547 +110 4154.891602 +111 11698.016602 +112 11315.190430 +113 8344.307617 +114 8774.589844 +115 4546.583496 +116 15097.935547 +117 9181.537109 +118 11680.650391 +119 11609.969727 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,ITBI,Linear Regression,1.5947425365447998,"404731 22242.027357 +404740 5709.298120 +404748 23500.370410 +404756 28290.017090 +404765 35439.610562 +404773 16745.737936 +404782 769.689354 +404790 8736.794790 +404799 16022.428025 +404808 11153.407130 +404817 6061.530040 +404826 14373.552518 +Name: y, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,IRRF,SARIMAX,1.1632771492004395,"108 98575.281250 +109 67854.437500 +110 74176.539062 +111 98575.281250 +112 98575.281250 +113 98575.281250 +114 98575.281250 +115 98575.281250 +116 98575.281250 +117 98575.281250 +118 100811.460938 +119 98575.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do FPM,HWES,1.1092431545257568,"108 1261691.875 +109 1888029.375 +110 1072351.000 +111 1143503.750 +112 1267727.500 +113 1246362.875 +114 1267727.500 +115 1072351.000 +116 1081799.250 +117 941307.125 +118 1267727.500 +119 1888029.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do ICMS,HWES,0.6691443920135498,"108 560870.8750 +109 539781.5000 +110 559541.8750 +111 569929.8750 +112 587016.5625 +113 556944.4375 +114 569176.4375 +115 569929.8750 +116 569929.8750 +117 569929.8750 +118 587016.5625 +119 564604.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do IPVA,AR,1.4229521751403809,"108 122907.500000 +109 39709.277344 +110 106480.015625 +111 126712.890625 +112 58048.843750 +113 23379.761719 +114 20337.767578 +115 22964.156250 +116 37426.425781 +117 13946.512695 +118 14080.148438 +119 105621.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do IPVA,Linear Regression,1.4229521751403809,"404735 170716.110721 +404744 38597.525655 +404752 98165.934328 +404760 140984.805316 +404769 87840.252325 +404777 22583.085544 +404786 20846.342771 +404794 18658.932600 +404803 14189.414910 +404812 9301.710181 +404821 4326.061160 +404830 95387.762265 +Name: y, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do ITR,MLP,1.5629947185516357,"76 5144.021691 +77 3133.254837 +78 4250.146135 +79 4832.958278 +80 5491.543395 +81 5955.649712 +82 6756.941742 +83 7682.817017 +84 8199.352237 +85 5771.476107 +86 7084.905292 +87 8110.787650 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tio Hugo - RS,Transferencias LC 61_1989,SARIMAX,0.7315273284912109,"48 4886.878418 +49 4615.897461 +50 4387.522461 +51 4535.750488 +52 4387.483398 +53 4501.846191 +54 4502.100098 +55 4387.524902 +56 4375.216309 +57 4501.035156 +58 4501.793945 +59 4500.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,IPTU,SARIMAX,1.5315375328063965,"96 5349.792480 +97 4705.488770 +98 5761.374023 +99 5832.569824 +100 8986.310547 +101 64881.609375 +102 93441.617188 +103 182260.984375 +104 23158.802734 +105 10700.946289 +106 9034.140625 +107 10745.151367 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,ISS,XGBoost,0.8011672496795654,"96 30252.439453 +97 31860.816406 +98 31067.751953 +99 31860.816406 +100 31860.816406 +101 31067.751953 +102 28855.896484 +103 31067.751953 +104 31860.816406 +105 31860.816406 +106 31067.751953 +107 31823.167969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,ISS,Linear Regression,0.8011672496795654,"386162 25022.258902 +386170 30843.042064 +386178 33467.625152 +386186 30763.190969 +386194 29991.906496 +386202 33520.746600 +386210 25877.557937 +386218 34162.705288 +386226 30214.478010 +386234 31459.473443 +386242 60478.957353 +386250 30871.003859 +Name: y, dtype: float64" +Prefeitura Municipal de Alecrim - RS,ITBI,XGBoost,1.57802152633667,"96 32545.777344 +97 30068.025391 +98 28769.537109 +99 30068.025391 +100 29218.265625 +101 21588.525391 +102 24465.044922 +103 24298.476562 +104 27712.794922 +105 28316.992188 +106 28893.410156 +107 28806.783203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,ITBI,Linear Regression,1.57802152633667,"386163 31260.758718 +386171 25955.422513 +386179 37187.867425 +386187 26637.303903 +386195 24330.804854 +386203 16512.271323 +386211 82101.410432 +386219 74450.471651 +386227 40638.158989 +386235 25969.108173 +386243 26383.653816 +386251 28211.062847 +Name: y, dtype: float64" +Prefeitura Municipal de Alecrim - RS,IRRF,Prophet,0.7115991115570068,"96 125322.265625 +97 124886.359375 +98 125379.539062 +99 125322.265625 +100 125379.539062 +101 121030.867188 +102 125379.539062 +103 125379.539062 +104 125322.265625 +105 121431.023438 +106 125379.539062 +107 125379.539062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,Cota-Parte do FPM,SARIMAX,2.0475914478302,"96 1161143.750 +97 1411097.750 +98 1072420.250 +99 1161143.750 +100 1411097.750 +101 1247741.375 +102 1159412.000 +103 1247741.375 +104 1072420.250 +105 1159412.000 +106 1411097.750 +107 1411097.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,Cota-Parte do ICMS,XGBoost,0.737323522567749,"96 467391.65625 +97 495555.37500 +98 484605.40625 +99 493716.46875 +100 504140.65625 +101 493716.21875 +102 493716.21875 +103 495555.12500 +104 493716.21875 +105 483790.00000 +106 479792.68750 +107 484605.15625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,Cota-Parte do ICMS,Linear Regression,0.737323522567749,"386166 450148.777526 +386174 565954.216418 +386182 607103.546133 +386190 545966.298025 +386198 677169.396404 +386206 538291.668299 +386214 543016.002106 +386222 563862.386555 +386230 528329.275517 +386238 514161.156223 +386246 498150.508832 +386254 605648.617961 +Name: y, dtype: float64" +Prefeitura Municipal de Alecrim - RS,Cota-Parte do IPVA,AR,1.2836387157440186,"96 199547.078125 +97 33208.878906 +98 41507.433594 +99 198815.765625 +100 41507.433594 +101 24061.050781 +102 19277.355469 +103 19277.355469 +104 18752.570312 +105 19184.554688 +106 17936.910156 +107 199547.078125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,Cota-Parte do ITR,SARIMAX,1.3086695671081543,"92 -6.333507 +93 -6.021636 +94 245.503677 +95 9.750100 +96 34.103916 +97 11.199924 +98 28.930738 +99 231.817001 +100 3166.474609 +101 5274.916992 +102 11.656140 +103 245.606461 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alecrim - RS,Cota-Parte do ITR,Linear Regression,1.3086695671081543,"92 36.648473 +93 10.865718 +94 85.349213 +95 26.425669 +96 37.259817 +97 24.169705 +98 26.875831 +99 53.087361 +100 1038.200519 +101 1963.059461 +102 111.777611 +103 44.362535 +Name: y, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,IPTU,HWES,1.5699172019958496,"108 13938.969727 +109 20006.613281 +110 48207.765625 +111 181582.390625 +112 17365.960938 +113 12690.045898 +114 18324.541016 +115 12642.121094 +116 19766.250000 +117 14874.106445 +118 15657.409180 +119 15917.095703 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,ISS,MLP,1.373645305633545,"108 25421.103801 +109 27419.242701 +110 26877.250737 +111 26330.494126 +112 27382.011201 +113 26503.684369 +114 26281.429971 +115 28310.407347 +116 26379.785056 +117 29253.358114 +118 26241.928569 +119 28969.598181 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,ISS,Linear Regression,1.373645305633545,"394092 25360.611132 +394100 37911.421787 +394107 34850.776575 +394114 31639.076819 +394122 38441.280893 +394130 33274.098839 +394138 32064.565583 +394145 45092.232980 +394153 33523.260408 +394161 51976.233128 +394169 33835.164842 +394177 51384.980348 +Name: y, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,ITBI,AR,1.5304579734802246,"104 5590.314941 +105 5432.303711 +106 2797.811035 +107 3506.794678 +108 4284.983887 +109 3528.350586 +110 2700.990967 +111 7689.805176 +112 2293.486572 +113 6527.985352 +114 1986.298706 +115 3442.998535 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,ITBI,Linear Regression,1.5304579734802246,"394093 16452.969962 +394101 29677.864153 +394108 1497.018659 +394115 5023.409421 +394123 816.555632 +394131 4354.963372 +394139 7251.395073 +394146 23488.562991 +394154 2479.035681 +394162 25946.490708 +394170 16712.035846 +394178 8031.028781 +Name: y, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,IRRF,SARIMAX,0.7780470848083496,"108 104143.484375 +109 54413.949219 +110 85198.023438 +111 104143.484375 +112 114215.445312 +113 54413.949219 +114 83856.742188 +115 114211.484375 +116 104143.484375 +117 114211.484375 +118 78663.851562 +119 114211.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,Cota-Parte do FPM,HWES,1.2839035987854004,"108 1318510.750 +109 1894115.875 +110 1094555.125 +111 1195331.250 +112 1381125.750 +113 1330950.375 +114 1381125.750 +115 1094555.125 +116 1093249.750 +117 970170.625 +118 1381125.750 +119 1894115.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,Cota-Parte do ICMS,HWES,0.7535731792449951,"108 539824.37500 +109 454261.90625 +110 542998.62500 +111 588073.06250 +112 596992.25000 +113 529491.50000 +114 533920.68750 +115 585001.62500 +116 609704.87500 +117 634819.62500 +118 544828.37500 +119 633798.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,Cota-Parte do IPVA,XGBoost,1.3609933853149414,"108 125557.617188 +109 37714.503906 +110 45866.074219 +111 132729.625000 +112 46277.640625 +113 37708.468750 +114 26396.939453 +115 18143.085938 +116 7046.430664 +117 6162.614258 +118 8594.567383 +119 157330.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,Cota-Parte do IPVA,Linear Regression,1.3609933853149414,"394097 222964.597905 +394105 42584.953296 +394112 60847.854241 +394119 161693.359900 +394127 65281.331083 +394135 39825.197479 +394143 20994.701525 +394150 17217.993101 +394158 5503.670675 +394166 7143.358790 +394174 1918.419182 +394182 128901.640600 +Name: y, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,Cota-Parte do ITR,XGBoost,0.9519798755645752,"80 67.878487 +81 154.637665 +82 213.336731 +83 75.081779 +84 287.646790 +85 158.629913 +86 396.403931 +87 427.700073 +88 447.936371 +89 141.593765 +90 88.403564 +91 78.523071 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,Cota-Parte do ITR,Linear Regression,0.9519798755645752,"340859 4174.034481 +340868 308.768052 +340877 37.430229 +394098 72.007296 +394120 7.475724 +394128 70.975145 +394136 188.846820 +394151 391.745642 +394159 2243.977959 +394167 6030.491245 +394175 73.968384 +394183 60.727357 +Name: y, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,Transferencias LC 61_1989,XGBoost,1.0618705749511719,"96 4315.408203 +97 4798.071289 +98 4593.605957 +99 4013.266113 +100 3902.200928 +101 4464.592773 +102 4016.989258 +103 4323.100586 +104 4027.748535 +105 3994.091064 +106 4707.517090 +107 3831.275635 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra Funda - RS,Transferencias LC 61_1989,Linear Regression,1.0618705749511719,"340783 5756.066145 +340792 7118.877944 +340800 6435.922533 +340809 5851.734525 +340818 4481.721400 +340826 4160.002749 +340834 5055.475290 +340843 3524.246118 +340852 5330.898115 +340860 5719.212303 +340869 3977.427972 +340878 5137.989547 +Name: y, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,IPTU,XGBoost,1.6267507076263428,"101 12067.059570 +102 11363.752930 +103 11536.867188 +104 12219.315430 +105 11455.819336 +106 11429.135742 +107 12169.209961 +108 12169.209961 +109 137126.562500 +110 102275.726562 +111 52337.132812 +112 53952.082031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,ISS,XGBoost,3.348949432373047,"108 164500.593750 +109 164500.593750 +110 168409.234375 +111 168409.234375 +112 168409.234375 +113 168409.234375 +114 166582.281250 +115 162357.421875 +116 167182.687500 +117 162357.421875 +118 168409.234375 +119 162357.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,ITBI,SARIMAX,1.2284798622131348,"106 12335.698242 +107 12180.882812 +108 15590.198242 +109 10709.779297 +110 11054.492188 +111 18282.126953 +112 18148.906250 +113 10459.697266 +114 11840.207031 +115 10195.502930 +116 8624.500000 +117 8755.775391 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,ITBI,Linear Regression,1.2284798622131348,"106 7145.462437 +107 3864.650025 +108 7665.378750 +109 8559.643280 +110 8944.281178 +111 8660.007496 +112 16381.652006 +113 5165.941329 +114 9495.506093 +115 6670.886620 +116 10443.360025 +117 14681.286340 +Name: y, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,IRRF,XGBoost,0.7038919925689697,"108 5049.909180 +109 230243.656250 +110 230243.656250 +111 154641.625000 +112 149695.203125 +113 154641.625000 +114 154641.625000 +115 149695.203125 +116 149695.203125 +117 149695.203125 +118 148845.484375 +119 400679.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do FPM,AR,1.528285026550293,"108 1336444.375 +109 2525025.000 +110 1303955.125 +111 1421105.750 +112 1503422.000 +113 1535684.375 +114 2524870.750 +115 1303955.125 +116 1336351.000 +117 1272463.250 +118 1503422.000 +119 2524870.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do ICMS,MLP,1.1104710102081299,"108 700685.840448 +109 654026.056869 +110 733084.821760 +111 768064.657480 +112 772515.056162 +113 702848.828142 +114 724765.863194 +115 745041.250600 +116 743547.130364 +117 801005.550327 +118 712756.912099 +119 812623.189913 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do IPVA,AR,1.4452688694000244,"106 281614.312500 +107 281614.312500 +108 218863.562500 +109 129037.242188 +110 129037.242188 +111 221024.968750 +112 221214.218750 +113 221260.109375 +114 221207.203125 +115 221210.234375 +116 221259.859375 +117 281372.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do ITR,XGBoost,0.9430997371673584,"67 1613.405884 +68 1613.405884 +69 4842.327148 +70 6036.234863 +71 6124.564941 +72 6136.322754 +73 6124.564941 +74 5609.737305 +75 6125.637695 +76 6122.275391 +77 6124.564941 +78 6124.564941 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale do Sol - RS,Transferencias LC 61_1989,SES,1.1400830745697021,"108 7049.371094 +109 9495.260742 +110 7380.459473 +111 8004.231445 +112 7290.375000 +113 7518.709473 +114 7632.453613 +115 7146.563477 +116 7681.439453 +117 6893.534180 +118 7380.271484 +119 7793.276367 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,IPTU,HWES,1.3328399658203125,"96 14044.186523 +97 2557.814209 +98 2525.468750 +99 2846.081055 +100 20191.066406 +101 49745.347656 +102 15168.645508 +103 3760.937988 +104 4531.628906 +105 4694.228027 +106 4694.228027 +107 16069.180664 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,IPTU,Linear Regression,1.3328399658203125,"418611 13254.707073 +418619 2048.614154 +418628 4797.141470 +418637 2739.069188 +418646 42671.367380 +418655 73838.646508 +418664 13095.216613 +418673 6454.698859 +418682 6075.157862 +418691 7134.970915 +418700 7215.569597 +418709 5630.801213 +Name: y, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,ISS,XGBoost,1.0493135452270508,"108 54147.460938 +109 54147.460938 +110 54609.328125 +111 54609.328125 +112 54180.933594 +113 54609.328125 +114 54180.867188 +115 54180.867188 +116 54180.933594 +117 54609.328125 +118 54609.328125 +119 54609.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,ITBI,Prophet,2.7181990146636963,"108 18802.566406 +109 36690.296875 +110 16067.473633 +111 18117.617188 +112 36690.292969 +113 18117.298828 +114 37270.207031 +115 37270.207031 +116 15808.708008 +117 38063.464844 +118 14814.544922 +119 15645.612305 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,ITBI,Linear Regression,2.7181990146636963,"418613 7896.740613 +418621 35905.651650 +418630 23791.081657 +418639 26638.942691 +418648 35978.571419 +418657 26132.561834 +418666 39068.630944 +418675 38813.922558 +418684 20176.975145 +418693 30966.546874 +418702 16419.274710 +418711 14286.154627 +Name: y, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,IRRF,XGBoost,1.6047492027282715,"108 118133.335938 +109 118107.164062 +110 118133.335938 +111 118133.335938 +112 118107.164062 +113 118133.335938 +114 118107.140625 +115 118107.164062 +116 118107.164062 +117 118107.164062 +118 118133.335938 +119 118133.335938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do FPM,MLP,0.8534634113311768,"108 1.100340e+06 +109 1.255287e+06 +110 1.024379e+06 +111 1.085736e+06 +112 1.255300e+06 +113 1.218460e+06 +114 1.354656e+06 +115 1.139693e+06 +116 1.154670e+06 +117 1.127120e+06 +118 1.264292e+06 +119 1.599637e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do ICMS,HWES,0.6727907657623291,"108 849817.1875 +109 848382.3750 +110 851008.3750 +111 847425.4375 +112 869967.0000 +113 871618.1875 +114 876853.0000 +115 865640.2500 +116 868360.1875 +117 869967.0000 +118 871618.1875 +119 869967.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do IPVA,AR,1.3285021781921387,"107 114900.179688 +108 55691.695312 +109 118943.054688 +110 108692.625000 +111 108692.625000 +112 24569.203125 +113 25883.599609 +114 8660.402344 +115 9137.307617 +116 13515.971680 +117 8162.730469 +118 81433.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.3285021781921387,"418617 178844.300333 +418625 52897.448845 +418634 75998.838751 +418643 110117.859384 +418652 106068.462953 +418661 23536.687289 +418670 24692.043769 +418679 5497.709859 +418688 10072.712951 +418697 8627.006639 +418706 1968.534071 +418715 116107.879600 +Name: y, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do ITR,XGBoost,1.0971691608428955,"99 12.937501 +100 -0.211543 +101 -19.337078 +102 -1.976145 +103 9.354351 +104 -1.926106 +105 299.681122 +106 1057.456177 +107 1706.600708 +108 2210.723389 +109 -13.970018 +110 1.842224 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do ITR,Linear Regression,1.0971691608428955,"363612 14515.447983 +418626 104.431202 +418635 138.377457 +418644 93.425572 +418653 16.948671 +418662 204.949292 +418671 477.693266 +418680 803.851231 +418689 6076.991068 +418698 8086.056636 +418707 183.133687 +418716 33.212546 +Name: y, dtype: float64" +Prefeitura Municipal de Muliterno - RS,IPTU,HWES,1.1245875358581543,"53 1866.563110 +54 18173.636719 +55 7227.743652 +56 29968.275391 +57 68053.179688 +58 67803.210938 +59 67239.937500 +60 4630.892090 +61 5027.091797 +62 5028.933594 +63 5029.155273 +64 7278.052246 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muliterno - RS,ISS,MLP,1.7323215007781982,"108 11200.747890 +109 10719.554796 +110 11564.685408 +111 12050.242318 +112 11499.741547 +113 11628.727537 +114 11191.914969 +115 12634.325888 +116 12820.897853 +117 11040.936765 +118 11581.813288 +119 13360.765672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muliterno - RS,ITBI,SES,1.5785770416259766,"96 1372.730835 +97 1721.753784 +98 2366.739990 +99 2732.274170 +100 3285.223877 +101 2404.769043 +102 2753.404297 +103 1088.149048 +104 5650.457520 +105 4876.240723 +106 2882.124268 +107 2357.024658 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muliterno - RS,ITBI,Linear Regression,1.5785770416259766,"378111 14824.772761 +378120 4573.913965 +378129 24853.745545 +378137 7829.812698 +408847 15720.934383 +408857 3695.006457 +408865 1001.117829 +408872 2837.922559 +408885 568.816949 +408893 284.408474 +408908 26222.300163 +408915 2590.392384 +Name: y, dtype: float64" +Prefeitura Municipal de Muliterno - RS,IRRF,XGBoost,1.5556142330169678,"98 30939.570312 +99 43513.738281 +100 43371.250000 +101 43371.250000 +102 40705.800781 +103 43371.250000 +104 43371.250000 +105 43371.250000 +106 40722.675781 +107 43371.250000 +108 43371.250000 +109 43371.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muliterno - RS,Cota-Parte do FPM,HWES,0.8196911811828613,"108 1248776.625 +109 1887964.750 +110 1061715.000 +111 1172621.875 +112 1248846.625 +113 1285457.750 +114 1248846.625 +115 1061715.000 +116 1061715.000 +117 965745.625 +118 1248846.625 +119 1887964.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muliterno - RS,Cota-Parte do ICMS,HWES,0.7652404308319092,"108 424713.37500 +109 361773.68750 +110 399641.12500 +111 439221.06250 +112 461611.81250 +113 449772.84375 +114 423318.75000 +115 456212.18750 +116 456212.18750 +117 461611.81250 +118 449487.84375 +119 461611.81250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muliterno - RS,Cota-Parte do IPVA,SES,1.3680517673492432,"100 53016.886719 +101 27735.773438 +102 27686.328125 +103 40491.230469 +104 40491.230469 +105 27676.994141 +106 35165.121094 +107 26169.857422 +108 16499.695312 +109 19277.785156 +110 32587.013672 +111 37013.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muliterno - RS,Cota-Parte do IPVA,Linear Regression,1.3680517673492432,"378124 7184.397011 +378147 79240.837753 +408844 100140.668231 +408851 23492.745482 +408861 24097.225665 +408869 60452.605366 +408881 15663.398902 +408889 2427.764638 +408897 4347.851727 +408904 2488.837545 +408912 5461.637391 +408919 45119.736123 +Name: y, dtype: float64" +Prefeitura Municipal de Muliterno - RS,Cota-Parte do ITR,SES,0.9979400634765625,"81 229.803009 +82 990.751709 +83 2767.053955 +84 4300.305176 +85 -124.445259 +86 74.995171 +87 -80.054886 +88 184.589813 +89 238.846237 +90 1218.030029 +91 2760.742432 +92 3536.699219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muliterno - RS,Transferencias LC 61_1989,XGBoost,0.7993597984313965,"60 3198.475098 +61 3144.583496 +62 3105.781982 +63 3198.475098 +64 3260.862061 +65 3260.862061 +66 3273.611328 +67 3260.862061 +68 3178.025146 +69 3111.069092 +70 3260.862061 +71 3275.182861 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,IPTU,SES,1.2951016426086426,"107 36657.578125 +108 17836.453125 +109 19166.492188 +110 36231.886719 +111 75362.039062 +112 73694.773438 +113 73343.476562 +114 73347.742188 +115 73690.507812 +116 74123.875000 +117 17410.765625 +118 17957.408203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,ISS,MLP,2.2777392864227295,"108 31862.851528 +109 29656.594688 +110 25334.047147 +111 27125.055725 +112 26050.167874 +113 26885.763224 +114 28350.966844 +115 28057.748682 +116 30501.758323 +117 31882.025930 +118 30716.405964 +119 31068.317495 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,ISS,Linear Regression,2.2777392864227295,"404525 56192.926168 +404534 44626.305046 +404543 20334.212268 +404551 30389.073824 +404559 24286.487272 +404568 28979.537184 +404577 37513.827568 +404585 36237.002843 +404593 50747.445618 +404602 59723.402330 +404611 54359.356757 +404620 57560.680067 +Name: y, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,ITBI,XGBoost,1.8767130374908447,"101 14942.119141 +102 12589.586914 +103 8517.511719 +104 8339.866211 +105 9129.089844 +106 12981.658203 +107 7489.734375 +108 13647.045898 +109 14920.253906 +110 13672.056641 +111 8633.998047 +112 12589.586914 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,ITBI,Linear Regression,1.8767130374908447,"361619 45455.801822 +404526 24971.804491 +404535 13876.398643 +404544 -1535.924790 +404552 50365.880642 +404560 18086.590987 +404569 647.187748 +404578 20263.800263 +404594 40703.424439 +404603 21531.655936 +404612 4781.606606 +404621 25630.045157 +Name: y, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,IRRF,XGBoost,0.7656548023223877,"107 124565.570312 +108 97916.875000 +109 124565.601562 +110 124565.601562 +111 124565.570312 +112 124565.570312 +113 124565.570312 +114 124565.570312 +115 124565.601562 +116 124565.601562 +117 124565.601562 +118 124565.601562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do FPM,HWES,0.8147149085998535,"108 1.243738e+06 +109 1.893769e+06 +110 1.009316e+06 +111 1.090171e+06 +112 1.243738e+06 +113 1.249827e+06 +114 1.243738e+06 +115 1.009316e+06 +116 1.249827e+06 +117 9.415208e+05 +118 1.243738e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do ICMS,HWES,1.052668571472168,"108 316132.96875 +109 282451.62500 +110 318180.00000 +111 344460.84375 +112 347153.03125 +113 321938.25000 +114 344185.25000 +115 369495.71875 +116 369495.62500 +117 369495.71875 +118 336252.12500 +119 366593.31250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do IPVA,SARIMAX,1.406001329421997,"108 135307.265625 +109 142317.765625 +110 74960.328125 +111 142733.437500 +112 56909.390625 +113 22258.666016 +114 18845.128906 +115 21812.041016 +116 15675.414062 +117 9142.631836 +118 10016.629883 +119 115880.460938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do ITR,XGBoost,1.6858906745910645,"95 53.019337 +96 226.259171 +97 552.447998 +98 445.051971 +99 225.536804 +100 225.536804 +101 288.758698 +102 -250.749863 +103 53.019337 +104 46.286411 +105 -333.144653 +106 101.391777 +Name: Valor, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do ITR,Linear Regression,1.6858906745910645,"361606 16478.824774 +361615 268.050366 +361624 66.693234 +404531 60.468151 +404540 17.245292 +404565 15.462611 +404574 127.866831 +404590 433.191432 +404599 12641.494742 +404608 18137.737947 +404617 393.085881 +404626 22.069016 +Name: y, dtype: float64" +Prefeitura Municipal de Silveira Martins - RS,Transferencias LC 61_1989,XGBoost,1.193708896636963,"108 2753.521973 +109 3404.469238 +110 2905.535889 +111 3108.049072 +112 2952.327148 +113 2552.746338 +114 2780.103516 +115 2547.681885 +116 3141.983643 +117 2832.330811 +118 2948.919189 +119 3199.311279 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,IPTU,MLP,1.5633325576782227,"106 56562.309207 +107 48346.896550 +108 58573.170390 +109 55398.104918 +110 58897.829592 +111 58439.766793 +112 64594.905764 +113 211026.242765 +114 181786.320695 +115 99671.903674 +116 103202.794173 +117 93677.208432 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,ISS,XGBoost,1.1301264762878418,"108 49060.386719 +109 34213.738281 +110 54947.207031 +111 34194.281250 +112 48600.257812 +113 53647.281250 +114 51878.933594 +115 53041.902344 +116 41689.613281 +117 41689.613281 +118 41494.218750 +119 39361.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,ITBI,Prophet,2.5298688411712646,"103 31430.023438 +104 41639.546875 +105 35269.929688 +106 18403.683594 +107 19549.427734 +108 29364.751953 +109 39558.867188 +110 30516.732422 +111 21768.460938 +112 20047.050781 +113 24449.339844 +114 22321.240234 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,ITBI,Linear Regression,2.5298688411712646,"405263 53373.474434 +405272 11455.474014 +405281 49518.353135 +405290 35548.579722 +405299 39839.363326 +405308 24824.130286 +405317 59686.562544 +405326 31028.745686 +405335 38329.779856 +405344 15588.892473 +405353 19539.259543 +405362 37118.097759 +Name: y, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,IRRF,SARIMAX,0.945927619934082,"108 133333.406250 +109 132545.187500 +110 128181.187500 +111 150276.406250 +112 125537.210938 +113 125537.210938 +114 128181.187500 +115 125537.210938 +116 125537.210938 +117 125537.210938 +118 128181.187500 +119 150276.406250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do FPM,HWES,0.890390157699585,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do ICMS,AR,0.6777963638305664,"108 418269.40625 +109 429298.87500 +110 418965.75000 +111 404991.75000 +112 502501.21875 +113 418109.53125 +114 421560.62500 +115 422904.31250 +116 422904.31250 +117 499799.31250 +118 422865.09375 +119 495791.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.2338426113128662,"108 158900.015625 +109 58600.539062 +110 49375.984375 +111 95656.820312 +112 47877.292969 +113 16079.320312 +114 15930.787109 +115 19141.744141 +116 17291.023438 +117 16178.265625 +118 13583.611328 +119 102688.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.2338426113128662,"108 71312.326493 +109 14622.341383 +110 22181.281375 +111 36217.117864 +112 26622.295972 +113 7002.130825 +114 3408.051064 +115 6608.168917 +116 1736.244905 +117 2631.625892 +118 1232.597507 +119 69861.832175 +Name: y, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do ITR,SARIMAX,1.085918664932251,"89 50.813061 +90 16.964283 +91 19.415823 +92 30.156878 +93 120.786194 +94 22.352787 +95 40.939709 +96 514.606384 +97 2047.872070 +98 2047.493652 +99 805.823669 +100 -166.642975 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,Transferencias LC 61_1989,SES,1.9929845333099365,"108 3438.183105 +109 3432.381104 +110 3723.615479 +111 3752.959229 +112 3856.111084 +113 3745.652344 +114 4061.582275 +115 3733.098145 +116 3792.078369 +117 2910.108643 +118 3257.831543 +119 4009.248047 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Belo do Sul - RS,Transferencias LC 61_1989,Linear Regression,1.9929845333099365,"405269 4884.380742 +405278 2651.802255 +405287 3339.462229 +405296 3950.789870 +405305 3646.059610 +405314 4132.539703 +405323 4262.589232 +405332 3555.838686 +405341 3785.284995 +405350 6275.316619 +405359 873.643282 +405368 4412.737778 +Name: y, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,IPTU,MLP,1.6189324855804443,"73 6200.841546 +74 7106.371553 +75 7729.925860 +76 8339.182314 +77 7396.259917 +78 3158.205452 +79 4225.577857 +80 4681.671015 +81 4906.393919 +82 5506.440423 +83 6235.085854 +84 6877.106588 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,ISS,XGBoost,0.7608551979064941,"108 24721.667969 +109 24675.675781 +110 24716.189453 +111 27112.611328 +112 36096.414062 +113 36142.398438 +114 36327.714844 +115 35927.281250 +116 34867.527344 +117 36307.484375 +118 34867.527344 +119 36044.851562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,ITBI,AR,2.358227252960205,"92 8358.945312 +93 10828.293945 +94 10197.505859 +95 10121.500977 +96 2259.990479 +97 10136.171875 +98 13514.427734 +99 3532.872314 +100 3339.445068 +101 4056.603516 +102 2323.707031 +103 4133.840332 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,IRRF,SARIMAX,1.5572693347930908,"108 55045.429688 +109 49246.312500 +110 49246.312500 +111 55045.429688 +112 55045.429688 +113 49246.312500 +114 55045.429688 +115 49246.312500 +116 55820.769531 +117 84918.820312 +118 55045.429688 +119 84918.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do FPM,HWES,0.8341083526611328,"108 1236073.000 +109 1893850.750 +110 1034993.500 +111 1162846.750 +112 1228582.750 +113 1301882.125 +114 1224090.250 +115 1034993.500 +116 1034993.500 +117 972375.000 +118 1228582.750 +119 1893850.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do ICMS,HWES,0.7226521968841553,"108 440599.50000 +109 406947.90625 +110 403448.62500 +111 455275.78125 +112 474285.56250 +113 468590.81250 +114 453604.12500 +115 473445.93750 +116 473445.93750 +117 448619.18750 +118 468919.81250 +119 448619.18750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do IPVA,HWES,2.3087990283966064,"107 77749.500000 +108 18348.998047 +109 11020.875000 +110 28002.630859 +111 11644.726562 +112 19655.089844 +113 19791.019531 +114 3615.397461 +115 2280.162598 +116 4004.861328 +117 8915.944336 +118 88441.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do IPVA,Linear Regression,2.3087990283966064,"417346 111798.500439 +417355 12057.109422 +417364 32673.467833 +417373 50935.107818 +417382 36202.312623 +417391 11668.020522 +417400 10991.729575 +417407 1238.238723 +417414 1827.787375 +417422 4356.975308 +417431 9881.993664 +417440 127629.455864 +Name: y, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do ITR,XGBoost,1.0728960037231445,"79 174.860413 +80 1353.333496 +81 472.080322 +82 2618.335449 +83 4084.624023 +84 4039.010742 +85 4039.010742 +86 4116.894043 +87 4228.939453 +88 4224.285645 +89 4116.894043 +90 4103.951660 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Pilar - RS,Transferencias LC 61_1989,SES,0.9698565006256104,"108 3418.248535 +109 3748.416992 +110 3644.642578 +111 3943.188965 +112 3796.136475 +113 3896.317383 +114 3622.492920 +115 3796.136475 +116 3891.216064 +117 4691.468262 +118 3550.382324 +119 3374.221680 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,IPTU,AR,1.3679676055908203,"98 7262.333984 +99 8257.241211 +100 8319.298828 +101 8319.385742 +102 8558.897461 +103 180172.328125 +104 181541.609375 +105 150511.812500 +106 149995.953125 +107 150264.843750 +108 150020.359375 +109 147694.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,ISS,XGBoost,1.7412214279174805,"108 28899.564453 +109 27843.064453 +110 27645.755859 +111 27540.484375 +112 27544.273438 +113 27540.484375 +114 27511.482422 +115 27511.482422 +116 26938.162109 +117 29418.705078 +118 28495.917969 +119 29418.705078 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,ITBI,XGBoost,1.0541157722473145,"100 49308.136719 +101 49863.679688 +102 49579.660156 +103 48307.789062 +104 48284.054688 +105 49579.660156 +106 47551.625000 +107 48284.054688 +108 48303.613281 +109 47641.031250 +110 48077.910156 +111 49579.660156 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,IRRF,XGBoost,1.5511884689331055,"108 107088.656250 +109 118346.273438 +110 104704.968750 +111 118313.109375 +112 118313.109375 +113 118313.109375 +114 118346.273438 +115 118313.109375 +116 118313.242188 +117 118313.109375 +118 118394.609375 +119 118394.609375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,Cota-Parte do FPM,HWES,1.8540740013122559,"108 1.254132e+06 +109 1.586846e+06 +110 1.021307e+06 +111 1.153602e+06 +112 1.256423e+06 +113 1.257346e+06 +114 1.586835e+06 +115 1.021307e+06 +116 1.021522e+06 +117 9.767229e+05 +118 1.256423e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,Cota-Parte do ICMS,HWES,0.7720708847045898,"108 600140.8750 +109 529134.5625 +110 547849.9375 +111 615321.3750 +112 652703.4375 +113 614005.5000 +114 614277.3750 +115 620560.4375 +116 620560.4375 +117 652703.4375 +118 539730.7500 +119 652703.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,Cota-Parte do IPVA,MLP,0.9704670906066895,"100 93792.490750 +101 60925.491363 +102 67958.855946 +103 72166.909357 +104 67130.583670 +105 58610.221992 +106 58431.346295 +107 58791.219120 +108 57603.767315 +109 58067.899894 +110 65756.402967 +111 95777.001569 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,Cota-Parte do ITR,XGBoost,1.132617712020874,"77 361.366150 +78 24.187071 +79 -32.095722 +80 444.128143 +81 416.327881 +82 1012.833008 +83 696.370850 +84 692.103149 +85 411.618927 +86 435.825073 +87 -48.643269 +88 -52.791870 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jorge - RS,Cota-Parte do ITR,Linear Regression,1.132617712020874,"344440 2743.222626 +344449 17.312905 +344458 159.972452 +399405 10.617473 +399422 7.216859 +399439 5.456097 +399448 85.869289 +399457 680.908772 +399465 2657.648057 +399474 2101.269779 +399483 62.609087 +399492 273.076882 +Name: y, dtype: float64" +Prefeitura Municipal de São Jorge - RS,Transferencias LC 61_1989,HWES,1.0346958637237549,"108 5400.828613 +109 4894.107422 +110 5068.797363 +111 4892.748047 +112 5083.520508 +113 5101.713379 +114 4754.732910 +115 5278.855469 +116 4916.227539 +117 5603.195312 +118 5182.223633 +119 6587.578613 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,IPTU,HWES,1.4209952354431152,"108 209104.453125 +109 116076.359375 +110 116197.835938 +111 113473.804688 +112 115251.000000 +113 117330.609375 +114 117796.539062 +115 113761.273438 +116 103263.343750 +117 102212.882812 +118 97557.687500 +119 713825.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,ISS,SARIMAX,0.77915358543396,"108 589206.5625 +109 604954.3125 +110 589206.5625 +111 593597.3125 +112 589206.5625 +113 589206.5625 +114 589206.5625 +115 589206.5625 +116 589206.5625 +117 593578.5625 +118 589206.5625 +119 589206.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,ITBI,SES,0.9999504089355469,"108 7618.784668 +109 57649.429688 +110 60700.773438 +111 52942.503906 +112 59195.914062 +113 58908.984375 +114 69949.789062 +115 62167.523438 +116 56249.359375 +117 57440.484375 +118 45769.011719 +119 48041.007812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,ITBI,Linear Regression,0.9999504089355469,"414170 261035.724111 +414179 34255.925858 +414188 73308.619714 +414197 32545.526511 +414206 108257.466913 +414215 77985.265028 +414224 43600.281487 +414233 165111.736876 +414242 71263.300736 +414251 176279.862290 +414260 73152.746837 +414269 17796.160028 +Name: y, dtype: float64" +Prefeitura Municipal de Butiá - RS,IRRF,SARIMAX,1.1737844944000244,"108 424746.93750 +109 424746.93750 +110 424746.93750 +111 424746.93750 +112 424746.93750 +113 424746.93750 +114 424746.93750 +115 424463.53125 +116 424746.93750 +117 424746.93750 +118 424746.93750 +119 424746.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,Cota-Parte do FPM,HWES,0.8811666965484619,"108 2575788.750 +109 3787537.250 +110 2024921.125 +111 2328409.500 +112 2575788.750 +113 2622741.500 +114 2575764.250 +115 2011390.500 +116 2031139.750 +117 1824445.375 +118 2575788.750 +119 3787537.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,Cota-Parte do ICMS,XGBoost,0.8437106609344482,"108 1.027501e+06 +109 1.022055e+06 +110 1.004941e+06 +111 1.008689e+06 +112 8.845436e+05 +113 9.954292e+05 +114 1.011596e+06 +115 1.010542e+06 +116 1.010561e+06 +117 8.715512e+05 +118 9.954331e+05 +119 8.715512e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,Cota-Parte do IPVA,HWES,1.371582269668579,"107 925955.3125 +108 647161.6875 +109 682546.6250 +110 955934.4375 +111 634208.4375 +112 721988.1250 +113 793679.6875 +114 552853.3750 +115 776249.9375 +116 563621.6875 +117 543883.5000 +118 957041.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,Cota-Parte do ITR,HWES,1.2665009498596191,"34 16277.306641 +35 16269.436523 +36 15862.770508 +37 15862.770508 +38 15862.770508 +39 15784.877930 +40 15862.765625 +41 31995.447266 +42 31989.154297 +43 805579.937500 +44 31989.154297 +45 31989.154297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Butiá - RS,Transferencias LC 61_1989,SES,1.1889126300811768,"108 11337.492188 +109 8593.503906 +110 9543.139648 +111 12057.307617 +112 10710.841797 +113 10563.340820 +114 10629.959961 +115 10648.266602 +116 10650.469727 +117 7297.115723 +118 9700.631836 +119 10507.770508 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,IPTU,HWES,1.2406072616577148,"99 13249.328125 +100 11348.523438 +101 12963.195312 +102 51522.652344 +103 71307.273438 +104 5653.759766 +105 -100.877365 +106 2632.577393 +107 976.605103 +108 3002.090576 +109 2846.859375 +110 3130.480225 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,IPTU,Linear Regression,1.2406072616577148,"419443 10767.305942 +419452 5377.793675 +419461 20146.415804 +419470 110823.616271 +419479 484822.793726 +419487 60164.906217 +419496 51852.966049 +419505 16008.659461 +419514 18632.058297 +419523 10321.200654 +419532 12484.242712 +419541 13798.207024 +Name: y, dtype: float64" +Prefeitura Municipal de Harmonia - RS,ISS,XGBoost,1.7993478775024414,"108 75316.968750 +109 75195.648438 +110 75084.171875 +111 75316.968750 +112 75239.164062 +113 75309.414062 +114 76637.687500 +115 76386.117188 +116 76625.296875 +117 76625.296875 +118 72847.304688 +119 76637.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,ITBI,XGBoost,1.4821581840515137,"108 23116.259766 +109 10928.343750 +110 16185.169922 +111 19960.593750 +112 15954.315430 +113 10533.043945 +114 10096.664062 +115 16582.412109 +116 17973.345703 +117 14577.787109 +118 10828.115234 +119 15320.322266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,ITBI,Linear Regression,1.4821581840515137,"419445 51085.129156 +419454 24746.341244 +419463 8577.229397 +419472 51782.944927 +419481 40112.710689 +419489 13091.617162 +419498 24798.239526 +419507 32674.178198 +419516 13780.604292 +419525 16514.954429 +419534 4576.767409 +419543 30634.084126 +Name: y, dtype: float64" +Prefeitura Municipal de Harmonia - RS,IRRF,HWES,1.1170170307159424,"102 68997.984375 +103 68997.984375 +104 102663.523438 +105 76861.687500 +106 102663.523438 +107 173504.953125 +108 132734.453125 +109 102663.523438 +110 102663.460938 +111 173504.953125 +112 173504.953125 +113 173504.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,Cota-Parte do FPM,HWES,0.8920838832855225,"108 1.270630e+06 +109 1.894013e+06 +110 1.077863e+06 +111 1.167075e+06 +112 1.270518e+06 +113 1.283145e+06 +114 1.270518e+06 +115 1.077863e+06 +116 1.060255e+06 +117 9.486142e+05 +118 1.270518e+06 +119 1.894013e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,Cota-Parte do ICMS,HWES,0.7238061428070068,"108 1574345.750 +109 1159324.625 +110 1390307.875 +111 1573372.625 +112 1590755.000 +113 1574279.250 +114 1574345.750 +115 1586431.250 +116 1586431.250 +117 1590755.000 +118 1574345.750 +119 1590755.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,Cota-Parte do IPVA,XGBoost,1.6518588066101074,"108 370169.562500 +109 69717.234375 +110 123103.984375 +111 370973.187500 +112 98047.945312 +113 81581.570312 +114 81581.570312 +115 16076.202148 +116 13707.277344 +117 16081.631836 +118 14880.039062 +119 199260.828125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,Cota-Parte do ITR,XGBoost,0.9399776458740234,"83 16.083176 +84 37.151051 +85 31.805763 +86 33.573399 +87 23.511787 +88 22.898155 +89 32.128769 +90 22.919727 +91 12.003880 +92 1.224161 +93 -24.880404 +94 238.887100 +Name: Valor, dtype: float64" +Prefeitura Municipal de Harmonia - RS,Cota-Parte do ITR,Linear Regression,0.9399776458740234,"358659 192.733159 +419450 25.406173 +419459 42.976096 +419468 6.710660 +419477 59.913545 +419494 76.164920 +419503 40.671317 +419512 106.127053 +419521 2550.962027 +419530 7294.155203 +419539 77.043952 +419548 6.399783 +Name: y, dtype: float64" +Prefeitura Municipal de Harmonia - RS,Transferencias LC 61_1989,AR,2.078123092651367,"108 13775.502930 +109 11476.500000 +110 13524.958984 +111 14394.745117 +112 13494.866211 +113 14359.147461 +114 14472.821289 +115 13380.088867 +116 13524.497070 +117 13991.909180 +118 14085.473633 +119 15268.569336 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,IPTU,AR,2.0742199420928955,"108 26849530.00 +109 2460078.25 +110 11461078.00 +111 6203030.00 +112 6201826.00 +113 6201826.00 +114 6201826.00 +115 6201826.00 +116 6182896.00 +117 6201826.00 +118 4423399.50 +119 16589899.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,ISS,MLP,1.1694490909576416,"108 1.103765e+07 +109 9.335586e+06 +110 9.484126e+06 +111 9.953274e+06 +112 1.002821e+07 +113 1.031434e+07 +114 1.085460e+07 +115 1.078341e+07 +116 1.048810e+07 +117 1.080659e+07 +118 1.112283e+07 +119 1.111024e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,ITBI,HWES,0.9693002700805664,"108 3456316.00 +109 2286935.50 +110 2709528.25 +111 2817209.25 +112 3318425.00 +113 2901330.75 +114 2597843.00 +115 2597843.00 +116 2817209.25 +117 2701745.75 +118 2624021.25 +119 2565182.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,IRRF,MLP,1.6702666282653809,"108 3.866303e+06 +109 3.877247e+06 +110 4.975723e+06 +111 5.026300e+06 +112 4.898054e+06 +113 4.889676e+06 +114 5.044218e+06 +115 5.150119e+06 +116 5.199924e+06 +117 5.261351e+06 +118 5.276660e+06 +119 1.119060e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do FPM,SARIMAX,0.9019992351531982,"108 13785252.0 +109 16457504.0 +110 12106541.0 +111 12295273.0 +112 13785252.0 +113 13819859.0 +114 16457504.0 +115 12107246.0 +116 12075153.0 +117 12106541.0 +118 13785252.0 +119 16457504.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do ICMS,XGBoost,0.6645877361297607,"108 14888369.0 +109 12158209.0 +110 11966274.0 +111 14940515.0 +112 13732899.0 +113 14896254.0 +114 14149941.0 +115 13222037.0 +116 13919357.0 +117 14843409.0 +118 14912369.0 +119 14843360.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do IPVA,AR,1.3758680820465088,"108 9.793810e+06 +109 4.829096e+06 +110 5.635562e+06 +111 8.490102e+06 +112 8.275258e+06 +113 4.869527e+06 +114 3.376509e+06 +115 1.739958e+06 +116 1.439444e+06 +117 1.213376e+06 +118 8.537257e+05 +119 9.579901e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do ITR,SARIMAX,1.9940142631530762,"108 4.409468e+05 +109 4.556042e+05 +110 4.049277e+05 +111 4.071821e+05 +112 4.363827e+05 +113 4.409468e+05 +114 1.349667e+06 +115 4.563102e+05 +116 2.230932e+05 +117 1.365914e+06 +118 1.861324e+05 +119 2.120011e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,Transferencias LC 61_1989,HWES,0.7803659439086914,"108 115530.437500 +109 -105190.632812 +110 -106050.281250 +111 -99292.828125 +112 -97602.390625 +113 -105190.632812 +114 -99605.140625 +115 -102969.867188 +116 -101527.296875 +117 -105660.625000 +118 -106050.281250 +119 -85535.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passo Fundo - RS,Transferencias LC 61_1989,Linear Regression,0.7803659439086914,"410429 408118.048984 +410438 84596.056148 +410447 106533.671240 +410456 126035.252565 +410465 116314.320455 +410474 -120465.641731 +410483 135982.652273 +410492 101387.819819 +410501 120755.678793 +410510 200190.252048 +410519 106838.029749 +410528 140771.899658 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,IPTU,HWES,1.4354028701782227,"108 290390.343750 +109 651822.375000 +110 66718.218750 +111 59504.093750 +112 54828.871094 +113 24753.390625 +114 68027.117188 +115 24753.390625 +116 60968.179688 +117 49628.308594 +118 12146.860352 +119 55242.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,IPTU,Linear Regression,1.4354028701782227,"431406 383539.568086 +431415 754622.448752 +431424 81685.699671 +431432 66668.654395 +431441 98080.679042 +431450 34198.335864 +431459 83613.573041 +431468 34125.452903 +431477 62262.009091 +431486 43507.071112 +431495 1600.628180 +431504 57265.400140 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,ISS,HWES,0.697030782699585,"108 225655.796875 +109 225757.515625 +110 218495.734375 +111 214741.625000 +112 206837.984375 +113 202621.828125 +114 206837.656250 +115 207001.531250 +116 204474.781250 +117 202621.828125 +118 203745.390625 +119 203019.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,ITBI,HWES,1.027358055114746,"108 149733.406250 +109 151918.750000 +110 146379.000000 +111 151717.421875 +112 146354.890625 +113 146354.890625 +114 146354.890625 +115 149793.593750 +116 151826.750000 +117 151739.250000 +118 155049.640625 +119 149793.609375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,IRRF,AR,0.8119401931762695,"108 180935.453125 +109 184096.640625 +110 180935.453125 +111 180935.453125 +112 180935.453125 +113 181156.531250 +114 180935.453125 +115 180935.453125 +116 180935.453125 +117 180935.453125 +118 174192.875000 +119 297504.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do FPM,HWES,1.1525070667266846,"108 1609333.625 +109 2384194.500 +110 1430639.625 +111 1534908.250 +112 1585820.125 +113 1638976.500 +114 1585807.750 +115 1430639.625 +116 1430639.625 +117 1325605.125 +118 1585820.125 +119 2384818.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do ICMS,HWES,0.7386252880096436,"108 755298.4375 +109 714409.0000 +110 744512.7500 +111 747757.6250 +112 838391.5625 +113 758672.4375 +114 760067.3125 +115 758318.0625 +116 758318.0625 +117 756560.1875 +118 836566.9375 +119 904141.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.300328254699707,"108 404017.843750 +109 169913.609375 +110 164626.656250 +111 334879.062500 +112 334928.406250 +113 115669.343750 +114 119222.015625 +115 89519.562500 +116 47069.601562 +117 50135.792969 +118 47069.601562 +119 404263.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do ITR,MLP,1.8836302757263184,"98 214.198644 +99 159.873009 +100 212.625724 +101 149.735883 +102 151.985901 +103 153.881529 +104 155.264395 +105 284.955730 +106 1127.626225 +107 3464.423291 +108 -518.758856 +109 -916.743083 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do ITR,Linear Regression,1.8836302757263184,"382977 277.630555 +431413 129.537108 +431422 274.025385 +431439 99.472373 +431448 85.181610 +431457 64.146039 +431466 33.713210 +431475 379.376458 +431484 2944.893247 +431493 10577.893022 +431502 885.637572 +431511 177.357033 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Retiro do Sul - RS,Transferencias LC 61_1989,XGBoost,1.6530663967132568,"108 7605.424805 +109 8119.001465 +110 7992.547363 +111 7711.587402 +112 8158.265137 +113 7124.060547 +114 7132.771973 +115 7972.013672 +116 7704.651855 +117 6606.456543 +118 7113.891113 +119 7898.837402 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,IPTU,Prophet,1.5794453620910645,"90 15157.323242 +91 6286.002441 +92 6212.806641 +93 13983.561523 +94 55267.843750 +95 54507.816406 +96 51258.093750 +97 8486.550781 +98 8457.833008 +99 8457.833008 +100 8457.833008 +101 8459.800781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,IPTU,Linear Regression,1.5794453620910645,"418396 1484.210681 +418405 3759.999027 +418414 4346.497010 +418423 1142.482910 +418432 40664.713663 +418440 240496.580686 +418449 35916.835298 +418458 33283.996076 +418467 6327.151705 +418476 7125.417863 +418485 6583.598613 +418494 5558.804523 +Name: y, dtype: float64" +Prefeitura Municipal de Camargo - RS,ISS,XGBoost,1.3768560886383057,"104 35901.007812 +105 38095.601562 +106 38095.601562 +107 38193.996094 +108 38337.914062 +109 38176.929688 +110 38258.550781 +111 38337.914062 +112 38337.914062 +113 38337.914062 +114 38337.914062 +115 38337.914062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,ITBI,HWES,1.6162950992584229,"103 11839.571289 +104 12395.960938 +105 9812.107422 +106 10162.022461 +107 19463.091797 +108 18612.966797 +109 18094.109375 +110 17909.189453 +111 18130.792969 +112 16740.447266 +113 23887.105469 +114 22000.628906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,ITBI,Linear Regression,1.6162950992584229,"418398 17935.179936 +418407 13012.423281 +418416 14605.705283 +418425 90684.828305 +418434 8933.364363 +418442 14795.468998 +418451 27702.243752 +418460 15908.148331 +418469 11007.674887 +418478 6923.857527 +418487 13007.748158 +418496 8897.537181 +Name: y, dtype: float64" +Prefeitura Municipal de Camargo - RS,IRRF,HWES,1.7162997722625732,"104 85981.125000 +105 85981.125000 +106 86104.789062 +107 86104.789062 +108 86104.789062 +109 85981.125000 +110 86104.789062 +111 86104.789062 +112 86104.789062 +113 85976.445312 +114 86104.789062 +115 86104.789062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,Cota-Parte do FPM,HWES,0.8175027370452881,"104 1365527.625 +105 1896115.250 +106 1086191.750 +107 1153513.750 +108 1435632.625 +109 1384981.000 +110 1435632.625 +111 1086191.750 +112 1086191.000 +113 982954.250 +114 1435632.625 +115 1896115.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,Cota-Parte do ICMS,HWES,2.4428255558013916,"104 9.345941e+05 +105 8.783738e+05 +106 8.815096e+05 +107 9.814549e+05 +108 1.021586e+06 +109 9.356555e+05 +110 9.356528e+05 +111 9.361522e+05 +112 9.667552e+05 +113 9.870876e+05 +114 8.959592e+05 +115 9.870876e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,Cota-Parte do IPVA,SARIMAX,1.4044783115386963,"103 205580.437500 +104 64793.859375 +105 51447.875000 +106 99811.539062 +107 51447.875000 +108 39280.144531 +109 41578.656250 +110 36300.039062 +111 71445.992188 +112 20237.705078 +113 30190.255859 +114 234362.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,Cota-Parte do ITR,XGBoost,1.2156355381011963,"88 214.601044 +89 198.095947 +90 200.027679 +91 198.105347 +92 200.037079 +93 292.034210 +94 206.329330 +95 214.601044 +96 84.045364 +97 90.578392 +98 26.924490 +99 23.108145 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camargo - RS,Cota-Parte do ITR,Linear Regression,1.2156355381011963,"369760 344.346723 +418403 108.377002 +418412 60.441020 +418421 113.308946 +418430 52.239080 +418447 18.263465 +418456 8.731967 +418465 308.646275 +418474 4158.284709 +418483 5265.034535 +418492 189.884341 +418501 177.972214 +Name: y, dtype: float64" +Prefeitura Municipal de Camargo - RS,Transferencias LC 61_1989,HWES,0.8871784210205078,"104 8116.134766 +105 9683.981445 +106 8218.069336 +107 8524.228516 +108 8426.215820 +109 8600.419922 +110 8412.200195 +111 8428.180664 +112 8571.431641 +113 8492.491211 +114 8167.832031 +115 8590.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,IPTU,SARIMAX,1.420907974243164,"94 1702.286133 +95 1613.380005 +96 1538.103394 +97 2092.476318 +98 1872.165527 +99 92408.406250 +100 107095.757812 +101 90713.578125 +102 41831.355469 +103 41815.769531 +104 41883.250000 +105 41884.070312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,ISS,SARIMAX,1.3967125415802002,"108 56613.144531 +109 54353.265625 +110 56618.488281 +111 60643.511719 +112 59472.765625 +113 56975.312500 +114 54027.203125 +115 62390.640625 +116 60423.183594 +117 76708.046875 +118 60423.183594 +119 55290.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,ISS,Linear Regression,1.3967125415802002,"108 19669.946644 +109 21049.498514 +110 17953.264738 +111 18966.516144 +112 20928.774255 +113 19307.419663 +114 21657.363769 +115 21589.398900 +116 20732.515324 +117 24038.988603 +118 22277.359607 +119 23721.454291 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,ITBI,XGBoost,1.5709710121154785,"107 33764.480469 +108 35720.976562 +109 37063.023438 +110 40140.355469 +111 24117.845703 +112 28928.398438 +113 28385.835938 +114 28385.835938 +115 34659.882812 +116 24117.845703 +117 36289.343750 +118 29561.986328 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,IRRF,SARIMAX,1.3871002197265625,"108 52444.488281 +109 86204.117188 +110 86204.117188 +111 86134.187500 +112 86204.117188 +113 86204.117188 +114 86204.117188 +115 86204.117188 +116 86204.117188 +117 86204.117188 +118 86161.875000 +119 86204.117188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do FPM,HWES,0.8764281272888184,"108 1244128.250 +109 1894447.625 +110 1055769.500 +111 1154557.000 +112 1239971.125 +113 1297101.250 +114 1239971.125 +115 1055769.500 +116 1055769.500 +117 958205.750 +118 1239971.125 +119 1894447.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do ICMS,HWES,0.7274463176727295,"108 1161059.375 +109 957210.875 +110 957128.375 +111 1165338.875 +112 1204759.750 +113 1154972.750 +114 1159298.875 +115 1172378.875 +116 1172378.875 +117 1204759.750 +118 1154972.750 +119 1204759.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do IPVA,AR,1.3101913928985596,"108 209700.250000 +109 38956.082031 +110 61212.402344 +111 75131.656250 +112 58167.742188 +113 30572.136719 +114 78482.742188 +115 29248.695312 +116 21118.162109 +117 16060.657227 +118 16057.454102 +119 216619.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do IPVA,Linear Regression,1.3101913928985596,"412592 233211.825459 +412601 50802.622861 +412610 82426.611018 +412618 125246.482276 +412627 81352.416445 +412636 29775.750268 +412645 43063.782385 +412654 19175.460882 +412663 15155.278316 +412672 5910.303368 +412681 6059.876955 +412690 340691.539210 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do ITR,SARIMAX,1.141491174697876,"79 950.262451 +80 1745.418823 +81 2199.135986 +82 6148.272949 +83 4870.648438 +84 6774.287109 +85 6768.111816 +86 6799.000977 +87 6871.029785 +88 6870.978516 +89 6148.339844 +90 6799.000977 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Alvorada - RS,Transferencias LC 61_1989,AR,2.497023820877075,"108 9643.873047 +109 8734.400391 +110 9515.614258 +111 11675.907227 +112 9465.204102 +113 9829.601562 +114 11293.951172 +115 11443.150391 +116 10245.389648 +117 10126.554688 +118 10644.812500 +119 9961.803711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,IPTU,XGBoost,1.546231746673584,"107 1.581490e+05 +108 3.277004e+05 +109 1.681373e+06 +110 1.180224e+06 +111 1.193933e+06 +112 1.207981e+06 +113 1.193933e+06 +114 1.177756e+06 +115 1.170283e+06 +116 1.180224e+06 +117 1.180224e+06 +118 1.193041e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,ISS,XGBoost,0.8424382209777832,"108 423919.37500 +109 435744.75000 +110 452629.03125 +111 579434.00000 +112 579434.00000 +113 582489.93750 +114 577547.93750 +115 579135.18750 +116 579434.00000 +117 577547.93750 +118 581910.25000 +119 582489.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,ITBI,XGBoost,1.247541904449463,"108 112445.453125 +109 110853.914062 +110 120821.398438 +111 119881.132812 +112 119887.820312 +113 116659.320312 +114 151780.593750 +115 120003.507812 +116 90171.796875 +117 100803.078125 +118 134533.203125 +119 134535.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,ITBI,Linear Regression,1.247541904449463,"400859 128836.836155 +400868 60000.670793 +400877 49540.251672 +400886 154660.978030 +400895 162533.597932 +400904 87533.080403 +400913 106155.781854 +400922 160386.028067 +400931 290893.686368 +400940 511802.876003 +400949 130113.706938 +400958 133669.433007 +Name: y, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,IRRF,MLP,1.1113104820251465,"108 4.831076e+05 +109 6.206774e+05 +110 6.446839e+05 +111 6.835704e+05 +112 7.028001e+05 +113 7.370597e+05 +114 7.739247e+05 +115 7.929907e+05 +116 7.663733e+05 +117 8.350757e+05 +118 1.055420e+06 +119 1.195222e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,Cota-Parte do FPM,HWES,0.6379976272583008,"108 3429350.25 +109 4418525.50 +110 2665364.50 +111 3075420.50 +112 3422469.25 +113 3429548.00 +114 3422469.25 +115 2666201.00 +116 2666201.50 +117 2569517.00 +118 3422469.25 +119 4415541.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,Cota-Parte do ICMS,HWES,0.7183737754821777,"108 2456539.75 +109 2376504.00 +110 2544406.50 +111 2665917.25 +112 2670154.50 +113 2680355.00 +114 2665917.25 +115 2670154.50 +116 2670154.50 +117 2671532.50 +118 2641060.25 +119 2665083.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,Cota-Parte do IPVA,SARIMAX,2.767561435699463,"101 950977.31250 +102 484301.62500 +103 616455.25000 +104 736279.75000 +105 588107.50000 +106 377621.56250 +107 335159.71875 +108 207641.37500 +109 163877.53125 +110 156244.93750 +111 163747.25000 +112 802557.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,Cota-Parte do ITR,MLP,1.2488524913787842,"48 2.896995e+05 +49 3.432625e+04 +50 3.750136e+04 +51 3.932039e+04 +52 4.099883e+04 +53 4.274566e+04 +54 4.392919e+04 +55 5.262514e+04 +56 2.029690e+05 +57 1.620806e+06 +58 5.385870e+05 +59 5.306671e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguarão - RS,Transferencias LC 61_1989,HWES,0.692380428314209,"60 22950.767578 +61 22854.863281 +62 22874.843750 +63 23438.707031 +64 23023.150391 +65 23176.080078 +66 23260.896484 +67 23032.519531 +68 22996.296875 +69 23422.673828 +70 22966.845703 +71 22983.921875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,IPTU,HWES,2.740882158279419,"108 3236.884521 +109 8956.635742 +110 73947.117188 +111 75164.359375 +112 75207.757812 +113 109391.328125 +114 109391.328125 +115 75192.257812 +116 75207.757812 +117 75097.312500 +118 75096.820312 +119 75080.976562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,ISS,MLP,1.184499740600586,"108 9698.854022 +109 10704.098403 +110 10512.991363 +111 12162.447277 +112 11322.812615 +113 13300.779709 +114 12742.413700 +115 13955.510688 +116 12393.750260 +117 15509.234226 +118 11769.999017 +119 15020.947886 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,ITBI,AR,1.519120454788208,"108 8419.019531 +109 9514.653320 +110 9949.738281 +111 11266.994141 +112 9183.836914 +113 5504.969727 +114 9036.451172 +115 11271.334961 +116 9124.517578 +117 10273.077148 +118 3372.954102 +119 7683.725586 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,ITBI,Linear Regression,1.519120454788208,"389980 14201.913400 +389988 18682.632140 +389997 17348.050379 +390006 116094.804519 +390015 24711.686997 +390024 6072.833677 +390033 26981.463325 +390042 29712.849909 +390051 4325.000028 +390060 47504.094311 +390069 36985.357680 +390078 9174.267523 +Name: y, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,IRRF,XGBoost,1.830949068069458,"108 202529.65625 +109 202533.71875 +110 202529.65625 +111 202529.65625 +112 202529.65625 +113 202529.65625 +114 202529.65625 +115 202529.65625 +116 202529.65625 +117 202529.65625 +118 202529.65625 +119 202529.65625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,Cota-Parte do FPM,HWES,0.9166061878204346,"108 1468480.375 +109 1893768.875 +110 1202418.875 +111 1202418.875 +112 1870719.875 +113 1870917.375 +114 1893769.125 +115 1468480.375 +116 1468480.375 +117 1198666.500 +118 1870719.875 +119 1893736.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,Cota-Parte do ICMS,HWES,0.6790874004364014,"108 797022.7500 +109 872412.8750 +110 871482.3750 +111 798968.6875 +112 823479.7500 +113 806902.9375 +114 825181.9375 +115 814895.0000 +116 814895.0000 +117 823479.7500 +118 807166.8125 +119 823479.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,Cota-Parte do IPVA,XGBoost,1.2104599475860596,"107 99343.515625 +108 11053.153320 +109 13558.868164 +110 98966.882812 +111 99227.406250 +112 1348.167114 +113 1492.776611 +114 3158.284180 +115 1918.286499 +116 1298.795166 +117 1943.519775 +118 99343.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Machado - RS,Cota-Parte do ITR,HWES,2.8942856788635254,"107 455.853699 +108 483.484375 +109 480.148865 +110 438.644684 +111 512.871155 +112 587.901062 +113 421.791107 +114 480.148865 +115 23583.318359 +116 23445.173828 +117 12337.268555 +118 12382.821289 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,IPTU,XGBoost,1.840106725692749,"96 138522.500000 +97 140340.625000 +98 53638.171875 +99 21928.324219 +100 24487.189453 +101 28974.763672 +102 21928.324219 +103 21928.324219 +104 21323.794922 +105 21323.794922 +106 48453.535156 +107 23973.597656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,ISS,SARIMAX,0.8046917915344238,"96 127347.687500 +97 133643.203125 +98 125118.710938 +99 117437.718750 +100 129385.515625 +101 123854.640625 +102 124640.195312 +103 121236.882812 +104 124874.812500 +105 123618.828125 +106 128979.921875 +107 123801.804688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,ITBI,SARIMAX,0.9188327789306641,"96 401339.875000 +97 428061.500000 +98 403386.750000 +99 408172.093750 +100 392578.375000 +101 408172.093750 +102 216258.203125 +103 410703.875000 +104 216258.203125 +105 404641.750000 +106 400219.718750 +107 419219.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,IRRF,Prophet,1.0013339519500732,"74 296430.37500 +75 296403.50000 +76 296430.37500 +77 296430.37500 +78 296403.50000 +79 296430.37500 +80 296403.50000 +81 296403.50000 +82 296430.37500 +83 296430.37500 +84 296370.78125 +85 296430.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do FPM,SARIMAX,0.69026780128479,"96 1893109.750 +97 1893317.125 +98 1605308.250 +99 1893768.875 +100 1893109.750 +101 1893109.750 +102 1605308.250 +103 1893317.125 +104 1605308.250 +105 1605308.250 +106 1893317.125 +107 1893317.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do ICMS,HWES,1.5400171279907227,"96 1764416.250 +97 1488547.250 +98 1423627.500 +99 1506271.000 +100 1316316.250 +101 1461103.750 +102 1506220.875 +103 1454261.750 +104 1506220.875 +105 1489640.250 +106 1493433.625 +107 1400294.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do IPVA,HWES,0.6040225028991699,"96 161546.015625 +97 170110.250000 +98 158151.734375 +99 172071.265625 +100 172071.265625 +101 170342.906250 +102 211862.453125 +103 252787.734375 +104 252787.734375 +105 252437.546875 +106 159823.734375 +107 161779.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do ITR,AR,1.2326686382293701,"36 163343.656250 +37 4241.868164 +38 11505.603516 +39 11505.554688 +40 11505.603516 +41 12512.782227 +42 11505.603516 +43 4241.868164 +44 12512.782227 +45 803103.625000 +46 237174.296875 +47 237173.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lavras do Sul - RS,Transferencias LC 61_1989,XGBoost,0.570472002029419,"48 15537.436523 +49 13917.961914 +50 20626.554688 +51 20339.449219 +52 20257.728516 +53 20511.220703 +54 19946.628906 +55 20257.369141 +56 20226.777344 +57 21936.757812 +58 20715.105469 +59 19946.628906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,IPTU,SES,1.4350690841674805,"104 49971.105469 +105 53876.285156 +106 85800.640625 +107 507108.843750 +108 59572.542969 +109 65552.070312 +110 59420.699219 +111 60655.468750 +112 62815.695312 +113 64050.464844 +114 64050.464844 +115 61128.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,IPTU,Linear Regression,1.4350690841674805,"430577 36492.500349 +430586 45130.917825 +430595 230521.387872 +430604 456195.069325 +430613 93504.234807 +430622 53999.736198 +430631 67921.956066 +430640 79732.458621 +430649 72450.921850 +430658 77670.971806 +430667 78084.764663 +430676 56686.820062 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,ISS,SES,0.6699991226196289,"104 147872.484375 +105 153644.046875 +106 111426.242188 +107 123216.601562 +108 147872.484375 +109 150199.953125 +110 153644.046875 +111 109047.789062 +112 123183.632812 +113 158999.375000 +114 153056.828125 +115 123180.164062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,ITBI,SARIMAX,1.1844618320465088,"104 304228.31250 +105 304909.21875 +106 305170.09375 +107 305170.09375 +108 303125.31250 +109 303125.31250 +110 305170.09375 +111 303125.31250 +112 303688.37500 +113 304240.09375 +114 305140.90625 +115 303296.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,IRRF,SARIMAX,0.9694094657897949,"104 224059.984375 +105 189927.468750 +106 224832.031250 +107 224835.296875 +108 224046.687500 +109 224832.031250 +110 224835.296875 +111 224046.687500 +112 224831.328125 +113 189927.468750 +114 224832.031250 +115 224832.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do FPM,HWES,0.8354458808898926,"104 1.318833e+06 +105 1.969803e+06 +106 1.214514e+06 +107 1.101346e+06 +108 1.599380e+06 +109 1.015228e+06 +110 1.977639e+06 +111 1.074250e+06 +112 1.134797e+06 +113 1.078068e+06 +114 1.432413e+06 +115 1.974248e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do ICMS,XGBoost,0.703211784362793,"104 1389893.125 +105 1482940.125 +106 1417683.875 +107 1328361.125 +108 1398628.875 +109 1412603.750 +110 1401771.750 +111 1453949.625 +112 1407262.875 +113 1464300.250 +114 1381515.500 +115 1489027.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do IPVA,SARIMAX,0.7472109794616699,"103 178695.250000 +104 149644.031250 +105 149644.031250 +106 312397.531250 +107 216204.765625 +108 115693.414062 +109 112592.179688 +110 55270.750000 +111 46633.601562 +112 52111.851562 +113 51804.468750 +114 243771.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do ITR,XGBoost,1.5664451122283936,"72 2945.046631 +73 3578.203369 +74 4623.690430 +75 4552.872559 +76 4552.872559 +77 3786.725830 +78 4049.954834 +79 5479.298340 +80 101962.039062 +81 917365.875000 +82 102083.500000 +83 94020.296875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Jesus - RS,Transferencias LC 61_1989,SES,0.9811720848083496,"62 15578.474609 +63 15042.164062 +64 15687.274414 +65 13045.457031 +66 15541.698242 +67 13046.688477 +68 13046.386719 +69 15547.798828 +70 13051.323242 +71 14925.295898 +72 15687.353516 +73 15015.073242 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viamão - RS,IPTU,AR,2.409588575363159,"108 6941713.500 +109 7246916.500 +110 1905951.125 +111 1625082.125 +112 1866338.500 +113 1605887.875 +114 1605887.875 +115 1605887.875 +116 1662233.625 +117 1625082.125 +118 1625082.125 +119 1905951.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viamão - RS,ISS,SARIMAX,0.8650000095367432,"108 4654849.0 +109 2099434.0 +110 2099434.0 +111 2146680.5 +112 2099434.0 +113 2146680.5 +114 2146680.5 +115 4681996.5 +116 4681996.5 +117 2148950.5 +118 2146680.5 +119 4681996.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viamão - RS,ITBI,SARIMAX,0.9270892143249512,"108 6.909372e+05 +109 6.921125e+05 +110 6.662456e+05 +111 6.867084e+05 +112 6.900441e+05 +113 7.087178e+05 +114 6.856352e+05 +115 1.662920e+06 +116 1.662920e+06 +117 6.933271e+05 +118 6.933271e+05 +119 7.087178e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viamão - RS,Cota-Parte do FPM,HWES,0.9769001007080078,"108 16208541.0 +109 16457505.0 +110 9185930.0 +111 9839349.0 +112 16208541.0 +113 11216816.0 +114 16457505.0 +115 9185930.0 +116 9184981.0 +117 9185930.0 +118 16457505.0 +119 16457505.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viamão - RS,Cota-Parte do ICMS,HWES,0.805142879486084,"108 10242490.0 +109 9245575.0 +110 8305969.0 +111 11673652.0 +112 11002442.0 +113 10032061.0 +114 11348290.0 +115 11096071.0 +116 11089995.0 +117 11687877.0 +118 11381487.0 +119 10559485.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viamão - RS,Cota-Parte do IPVA,AR,2.5236968994140625,"108 4.297378e+06 +109 2.638373e+06 +110 3.617762e+06 +111 4.518278e+06 +112 4.488680e+06 +113 2.671197e+06 +114 2.281494e+06 +115 1.745286e+06 +116 9.652203e+05 +117 6.993666e+05 +118 6.348996e+05 +119 3.695918e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viamão - RS,Cota-Parte do IPVA,Linear Regression,2.5236968994140625,"411254 5.995620e+06 +411263 2.565842e+06 +411272 3.274845e+06 +411281 5.713201e+06 +411290 5.468867e+06 +411299 2.601959e+06 +411308 2.114658e+06 +411317 1.286260e+06 +411326 7.311121e+05 +411335 6.132115e+05 +411344 5.312764e+05 +411353 4.306252e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Viamão - RS,Cota-Parte do ITR,MLP,1.5510203838348389,"108 9.087965e+04 +109 5.311037e+04 +110 1.111143e+05 +111 2.010178e+05 +112 1.671053e+05 +113 6.171048e+04 +114 1.240866e+05 +115 8.472823e+04 +116 1.832928e+05 +117 1.411177e+06 +118 4.612105e+05 +119 1.316371e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viamão - RS,Transferencias LC 61_1989,SES,0.7735297679901123,"108 78754.625000 +109 71393.000000 +110 71982.382812 +111 75474.070312 +112 71263.039062 +113 83960.640625 +114 77090.109375 +115 71555.179688 +116 71342.429688 +117 55212.671875 +118 71982.382812 +119 77330.304688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Restinga Sêca - RS,IPTU,XGBoost,1.3644351959228516,"108 8.146749e+04 +109 8.212684e+04 +110 8.805411e+04 +111 1.185074e+06 +112 8.805411e+04 +113 9.995112e+04 +114 8.681255e+04 +115 8.794624e+04 +116 8.535401e+04 +117 1.104108e+06 +118 1.167721e+05 +119 1.167721e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Restinga Sêca - RS,ISS,SARIMAX,0.9314365386962891,"108 364590.0625 +109 364590.0625 +110 364590.0625 +111 364590.0625 +112 364590.0625 +113 364590.0625 +114 364590.0625 +115 364590.0625 +116 364590.0625 +117 361239.1250 +118 364590.0625 +119 364590.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Restinga Sêca - RS,ITBI,XGBoost,0.6218116283416748,"108 103989.648438 +109 129704.039062 +110 118177.937500 +111 120305.171875 +112 97101.375000 +113 77154.750000 +114 110486.062500 +115 95989.250000 +116 96376.921875 +117 96591.117188 +118 115785.343750 +119 98874.976562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Restinga Sêca - RS,IRRF,SARIMAX,0.7446808815002441,"108 273616.56250 +109 277704.06250 +110 277866.09375 +111 277842.53125 +112 277835.37500 +113 277835.37500 +114 277835.37500 +115 277674.00000 +116 277866.09375 +117 277866.09375 +118 277866.09375 +119 277840.65625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do FPM,HWES,0.8375895023345947,"108 2068351.875 +109 3156297.250 +110 1893024.875 +111 1918925.750 +112 2070437.125 +113 2086373.875 +114 2070442.750 +115 1893024.875 +116 1897674.500 +117 1599822.375 +118 2070437.125 +119 3156297.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do ICMS,HWES,0.7157061100006104,"108 1912775.125 +109 1725984.125 +110 1833878.125 +111 1977108.375 +112 2019591.125 +113 1975893.625 +114 1964811.250 +115 1978964.000 +116 1978964.000 +117 1978964.000 +118 2019591.125 +119 1912297.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do IPVA,AR,2.017761707305908,"108 413108.437500 +109 208953.187500 +110 209822.421875 +111 370512.250000 +112 318710.218750 +113 170493.875000 +114 156633.750000 +115 86833.765625 +116 92088.148438 +117 49052.355469 +118 49052.355469 +119 385263.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Restinga Sêca - RS,Transferencias LC 61_1989,HWES,0.7667386531829834,"108 17811.390625 +109 16187.240234 +110 17062.738281 +111 17428.115234 +112 17228.810547 +113 18154.326172 +114 19884.837891 +115 18442.974609 +116 16942.064453 +117 18371.757812 +118 17694.095703 +119 18535.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,IPTU,XGBoost,1.4366114139556885,"96 5481.274902 +97 10472.630859 +98 2043.435669 +99 9778.559570 +100 10111.544922 +101 10135.139648 +102 10340.907227 +103 8380.760742 +104 10416.094727 +105 10232.426758 +106 13583.261719 +107 13938.007812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,IPTU,Linear Regression,1.4366114139556885,"391049 8620.363988 +391058 6135.823188 +391067 56256.020639 +391076 129847.484696 +391084 3594.070412 +391093 2961.290206 +391102 1308.620328 +391110 188.387134 +391119 830.407621 +391128 557.650475 +391137 409.938999 +391146 -111.927130 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,ISS,XGBoost,0.6966345310211182,"108 41280.886719 +109 42270.675781 +110 42731.027344 +111 41280.886719 +112 41145.183594 +113 41409.792969 +114 45797.699219 +115 45799.996094 +116 41409.792969 +117 45426.992188 +118 46830.699219 +119 46830.699219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,ISS,Linear Regression,0.6966345310211182,"391050 47170.908196 +391059 32967.745807 +391068 42689.643401 +391077 47957.872117 +391085 49517.131498 +391094 51242.676794 +391103 44963.114740 +391111 44193.120607 +391120 51754.421968 +391129 48903.457531 +391138 42034.995800 +391147 41168.946262 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,ITBI,SARIMAX,1.3448476791381836,"106 31929.699219 +107 30188.099609 +108 30645.746094 +109 31349.746094 +110 31161.648438 +111 30174.316406 +112 29733.447266 +113 32641.255859 +114 27346.736328 +115 30174.316406 +116 30330.119141 +117 29770.101562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,IRRF,SARIMAX,0.8967084884643555,"108 166123.625000 +109 166123.625000 +110 219951.796875 +111 178076.171875 +112 162963.625000 +113 162963.625000 +114 162963.625000 +115 162963.625000 +116 162963.625000 +117 162963.625000 +118 219951.796875 +119 219951.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do FPM,XGBoost,0.8179285526275635,"108 1625811.500 +109 1893768.250 +110 1152307.500 +111 1279794.625 +112 1628810.625 +113 1421779.500 +114 1628810.625 +115 1152307.500 +116 1152325.500 +117 974242.375 +118 1893768.625 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do ICMS,HWES,0.7719318866729736,"108 1206179.875 +109 1157409.375 +110 1156949.625 +111 1273850.750 +112 1291856.625 +113 1278145.375 +114 1281875.375 +115 1273850.750 +116 1273850.750 +117 1342855.750 +118 1282844.250 +119 1247083.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do IPVA,XGBoost,1.3916206359863281,"108 282259.937500 +109 33733.582031 +110 74096.351562 +111 74445.617188 +112 58525.132812 +113 10460.920898 +114 14269.741211 +115 14269.741211 +116 30843.712891 +117 13130.578125 +118 13744.663086 +119 210161.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.3916206359863281,"391055 232152.382415 +391064 33083.172708 +391073 90299.259468 +391082 92222.980960 +391090 63038.701476 +391099 12698.813687 +391108 14374.295723 +391116 15766.817886 +391125 27537.915675 +391134 2866.095172 +391143 3532.470605 +391152 344679.976169 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do ITR,XGBoost,2.0183472633361816,"96 329.909119 +97 595.889038 +98 3677.570557 +99 3504.104248 +100 3728.716309 +101 3731.640869 +102 3523.426270 +103 3715.131836 +104 1941.467285 +105 1941.467285 +106 3518.070068 +107 3518.070068 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Roma do Sul - RS,Transferencias LC 61_1989,HWES,1.153184175491333,"108 8814.900391 +109 9336.815430 +110 10088.443359 +111 10696.805664 +112 10753.454102 +113 10183.930664 +114 11290.103516 +115 8304.433594 +116 8304.433594 +117 6107.021484 +118 10087.635742 +119 10395.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,IPTU,HWES,0.7544980049133301,"87 108552.460938 +88 100736.031250 +89 421622.031250 +90 439875.625000 +91 571808.312500 +92 563674.562500 +93 563674.562500 +94 544988.937500 +95 544988.937500 +96 536619.562500 +97 542287.562500 +98 566342.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,ISS,MLP,0.7491862773895264,"96 158526.818402 +97 155272.506520 +98 155200.027929 +99 161547.790742 +100 154004.297695 +101 156650.981287 +102 160619.404516 +103 166598.156297 +104 163493.224566 +105 171447.599105 +106 162003.103156 +107 165845.277251 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,ITBI,XGBoost,0.7474246025085449,"96 33772.093750 +97 34700.082031 +98 39664.523438 +99 34697.406250 +100 39116.859375 +101 33655.523438 +102 39566.617188 +103 39407.156250 +104 35828.406250 +105 39583.816406 +106 30418.916016 +107 33299.703125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,ITBI,Linear Regression,0.7474246025085449,"383683 22306.494039 +383692 39698.234308 +383701 60100.106313 +383710 41112.099953 +383719 68401.266181 +383728 48712.442816 +383737 61274.557948 +383746 57221.793175 +383755 48996.423945 +383764 70698.172373 +383773 35972.956361 +383782 51187.427946 +Name: y, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,IRRF,Prophet,0.8134610652923584,"94 254748.718750 +95 263720.000000 +96 263720.000000 +97 263716.937500 +98 254462.421875 +99 263716.625000 +100 263720.000000 +101 263716.625000 +102 265462.031250 +103 263716.937500 +104 265462.031250 +105 265462.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do FPM,SARIMAX,0.8145148754119873,"96 1899772.00 +97 3018317.25 +98 1851977.75 +99 1899772.00 +100 3019269.75 +101 3019177.25 +102 3018317.25 +103 3019177.25 +104 1899518.25 +105 1851977.75 +106 3019269.75 +107 3018317.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do ICMS,HWES,0.6587207317352295,"96 1140140.375 +97 1226817.625 +98 1240652.375 +99 1226817.625 +100 1251050.250 +101 1226817.625 +102 1226817.625 +103 1226817.625 +104 1208344.750 +105 1208299.875 +106 1211702.375 +107 1240685.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do IPVA,MLP,0.7609572410583496,"94 270583.524725 +95 189133.531739 +96 191506.039533 +97 240317.027535 +98 206989.783417 +99 169132.043459 +100 159569.936478 +101 158602.200057 +102 145578.832498 +103 144475.010231 +104 146084.486538 +105 355679.937677 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do IPVA,Linear Regression,0.7609572410583496,"383687 433950.094382 +383696 175013.859438 +383705 182153.864220 +383714 342172.437608 +383723 238132.445702 +383732 115448.927039 +383741 81262.718255 +383750 74016.920739 +383759 26816.404008 +383768 16979.402198 +383777 15597.711672 +383786 697635.440096 +Name: y, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do ITR,HWES,1.1316606998443604,"92 52.034515 +93 110.775276 +94 110.212250 +95 150.912964 +96 94.041985 +97 198.053940 +98 140.190918 +99 175.243576 +100 123.579140 +101 1698.714966 +102 744.332031 +103 745.600342 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do ITR,Linear Regression,1.1316606998443604,"383688 47.060832 +383697 143.922799 +383706 135.960408 +383715 408.212129 +383724 48.477517 +383733 82.715798 +383742 318.712789 +383751 420.796843 +383760 2966.621364 +383769 7637.142657 +383778 337.491622 +383787 90.057742 +Name: y, dtype: float64" +Prefeitura Municipal de Tenente Portela - RS,Transferencias LC 61_1989,MLP,1.302480697631836,"48 10735.298511 +49 10610.052160 +50 10116.581716 +51 9722.455112 +52 9476.523095 +53 8689.989087 +54 8678.748040 +55 8412.062204 +56 8420.666664 +57 9101.968366 +58 8973.088395 +59 9035.213944 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,IPTU,HWES,1.3399968147277832,"104 16402.154297 +105 27283.324219 +106 636385.250000 +107 36134.984375 +108 44212.183594 +109 62639.695312 +110 21087.367188 +111 42905.359375 +112 42905.359375 +113 25143.476562 +114 42489.855469 +115 49544.675781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,IPTU,Linear Regression,1.3399968147277832,"422723 18532.666307 +422732 27023.666728 +422741 734805.299929 +422750 313011.428758 +422759 48953.346241 +422768 81451.527741 +422777 21717.281439 +422786 54992.994858 +422795 55388.597665 +422804 22233.372295 +422813 58392.230040 +422822 62065.429110 +Name: y, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,ISS,XGBoost,1.226835012435913,"108 194258.093750 +109 176084.031250 +110 176060.687500 +111 176084.031250 +112 175857.515625 +113 195424.468750 +114 184563.125000 +115 175857.515625 +116 180623.359375 +117 194256.718750 +118 165824.140625 +119 171700.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,ITBI,MLP,1.3454594612121582,"108 46456.034959 +109 42007.333967 +110 45610.234836 +111 42885.292060 +112 39136.895526 +113 43543.110616 +114 41066.229107 +115 45776.792190 +116 38844.199214 +117 39731.105567 +118 38564.697144 +119 41906.995720 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,ITBI,Linear Regression,1.3454594612121582,"422725 86147.017779 +422734 53997.981008 +422743 81128.487049 +422752 61756.759244 +422761 33882.488154 +422770 66232.756464 +422779 48112.737355 +422788 83345.353793 +422797 32400.601732 +422806 38203.348115 +422815 28783.835095 +422824 52906.108379 +Name: y, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,IRRF,SARIMAX,1.8774292469024658,"108 331453.968750 +109 331453.968750 +110 331453.968750 +111 94102.273438 +112 331453.968750 +113 331453.968750 +114 339593.687500 +115 94102.273438 +116 331453.968750 +117 331453.968750 +118 339593.687500 +119 339593.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,Cota-Parte do FPM,HWES,0.8194549083709717,"108 1685490.750 +109 2525121.000 +110 1438396.500 +111 1528423.500 +112 1685568.125 +113 1706771.500 +114 1685473.625 +115 1438396.500 +116 1438396.250 +117 1275107.375 +118 1685568.125 +119 2525121.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,Cota-Parte do ICMS,XGBoost,2.2803800106048584,"108 1572104.625 +109 1211876.875 +110 1558774.375 +111 1606105.500 +112 1572628.375 +113 1517830.250 +114 1444002.500 +115 1624788.375 +116 1752058.750 +117 1751318.125 +118 1706416.500 +119 1705006.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,Cota-Parte do IPVA,SARIMAX,1.5949690341949463,"107 165237.937500 +108 113119.484375 +109 160870.593750 +110 238278.468750 +111 197850.890625 +112 64704.285156 +113 47218.179688 +114 43996.195312 +115 41068.152344 +116 31975.894531 +117 31257.755859 +118 176511.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,Cota-Parte do IPVA,Linear Regression,1.5949690341949463,"107 71383.178495 +108 53645.934403 +109 62001.488193 +110 121456.022655 +111 63529.968192 +112 28269.194646 +113 16313.457512 +114 16689.794191 +115 14252.068453 +116 12519.859449 +117 10355.384656 +118 210461.632467 +Name: y, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,Cota-Parte do ITR,SARIMAX,0.9623913764953613,"108 465.146515 +109 444.762451 +110 452.337128 +111 1246.422729 +112 1222.927246 +113 471.703247 +114 1246.814819 +115 1247.018188 +116 3137.194824 +117 6834.691895 +118 5226.491699 +119 5226.863770 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roca Sales - RS,Transferencias LC 61_1989,XGBoost,0.8422737121582031,"108 12631.833008 +109 16540.917969 +110 12645.379883 +111 15787.758789 +112 14645.905273 +113 13719.596680 +114 13719.240234 +115 14797.143555 +116 12252.527344 +117 13497.716797 +118 13052.023438 +119 8783.301758 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,IPTU,SES,1.432814359664917,"108 68607.101562 +109 259687.062500 +110 989183.312500 +111 189064.765625 +112 185659.984375 +113 130655.273438 +114 121277.695312 +115 114272.421875 +116 85106.046875 +117 98605.734375 +118 107716.507812 +119 99431.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,IPTU,Linear Regression,1.432814359664917,"393876 2.431629e+05 +393885 3.044264e+05 +393894 2.594494e+06 +393903 1.599953e+05 +393912 1.537515e+05 +393921 1.033457e+05 +393930 1.210232e+05 +393939 1.449226e+05 +393948 2.685369e+04 +393957 6.612424e+04 +393966 5.354713e+04 +393975 8.784545e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,ISS,XGBoost,0.8676583766937256,"108 564316.1875 +109 554233.2500 +110 552233.2500 +111 541573.3750 +112 529965.3125 +113 537761.7500 +114 537698.6875 +115 579278.1250 +116 579829.6875 +117 583565.6250 +118 577525.7500 +119 579278.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,ITBI,SARIMAX,1.1622159481048584,"108 237179.500000 +109 225358.296875 +110 245284.875000 +111 228983.187500 +112 225342.640625 +113 236302.625000 +114 228983.187500 +115 206698.765625 +116 245284.875000 +117 245284.875000 +118 229508.703125 +119 229508.703125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,IRRF,XGBoost,0.7904484272003174,"108 497981.87500 +109 491763.06250 +110 498008.28125 +111 497971.15625 +112 497981.87500 +113 498008.28125 +114 498008.28125 +115 498008.28125 +116 498008.28125 +117 498008.28125 +118 498008.28125 +119 497980.59375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do FPM,HWES,0.7674446105957031,"108 2398178.500 +109 3787537.000 +110 2137415.750 +111 2245281.250 +112 2405310.750 +113 2492794.250 +114 2405310.750 +115 2137415.750 +116 1931935.000 +117 1961317.375 +118 2405310.750 +119 3545710.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do ICMS,HWES,0.6391043663024902,"108 3884231.00 +109 3483660.25 +110 3593392.75 +111 3700227.75 +112 3935192.75 +113 3741771.50 +114 3657860.00 +115 3910290.75 +116 3910290.75 +117 3700227.75 +118 3935192.75 +119 3805508.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do IPVA,MLP,1.4941363334655762,"106 1.157667e+06 +107 4.481686e+05 +108 5.789523e+05 +109 7.982122e+05 +110 6.343317e+05 +111 3.984349e+05 +112 3.890083e+05 +113 3.731573e+05 +114 3.693672e+05 +115 4.119500e+05 +116 4.143968e+05 +117 1.478430e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do ITR,XGBoost,1.147948980331421,"103 407.200378 +104 369.270874 +105 375.033051 +106 387.834015 +107 425.269196 +108 426.346741 +109 401.841827 +110 425.967133 +111 267.556000 +112 1823.156616 +113 337.422180 +114 292.878967 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do ITR,Linear Regression,1.147948980331421,"393883 167.927332 +393892 161.020449 +393901 141.641139 +393910 376.575239 +393919 132.171703 +393928 176.205581 +393937 96.586244 +393946 222.211423 +393955 1613.257535 +393964 3161.730515 +393973 284.743734 +393982 407.776330 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio do Meio - RS,Transferencias LC 61_1989,XGBoost,1.3509180545806885,"108 32303.111328 +109 31019.449219 +110 34655.359375 +111 33645.855469 +112 35081.585938 +113 34292.035156 +114 34319.089844 +115 34612.480469 +116 34380.257812 +117 34811.796875 +118 34006.382812 +119 34522.230469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,IPTU,SARIMAX,2.5809667110443115,"103 13330.233398 +104 12070.665039 +105 13435.033203 +106 35018.980469 +107 199904.109375 +108 35018.980469 +109 35018.980469 +110 35018.980469 +111 35018.980469 +112 16812.339844 +113 16059.073242 +114 35018.980469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,ISS,SARIMAX,0.689100980758667,"108 35324.371094 +109 39274.949219 +110 38671.750000 +111 36094.300781 +112 35521.707031 +113 35521.707031 +114 35521.707031 +115 35521.707031 +116 35521.707031 +117 35521.707031 +118 35521.707031 +119 35521.707031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,ISS,Linear Regression,0.689100980758667,"108 11252.325422 +109 11083.587545 +110 10610.489808 +111 12963.503805 +112 12475.225628 +113 11784.737251 +114 11628.911081 +115 12231.395343 +116 12322.039767 +117 12968.911194 +118 14106.576478 +119 12850.787572 +Name: y, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,ITBI,MLP,1.7261979579925537,"104 18367.368407 +105 17213.237581 +106 16223.855210 +107 16702.170015 +108 16821.595643 +109 15895.504380 +110 13976.629219 +111 13135.110176 +112 13609.801320 +113 13660.586291 +114 13444.506236 +115 13212.601216 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,ITBI,Linear Regression,1.7261979579925537,"359813 18334.169766 +396657 53811.416369 +396666 14102.763465 +396675 13071.637450 +396684 23869.899392 +396693 39513.084112 +396702 46928.732949 +396710 9367.109949 +396718 10365.218483 +396735 20847.085043 +396744 17698.106240 +396753 20509.386503 +Name: y, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,IRRF,XGBoost,1.269029140472412,"107 109848.796875 +108 108325.679688 +109 111177.945312 +110 104311.437500 +111 109854.843750 +112 104311.437500 +113 104311.437500 +114 111177.945312 +115 109854.843750 +116 104311.437500 +117 158891.609375 +118 158891.609375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,Cota-Parte do FPM,HWES,0.8576602935791016,"108 1243849.250 +109 1894378.500 +110 1131274.250 +111 1146904.500 +112 1247484.125 +113 1275923.250 +114 1247484.125 +115 1131274.250 +116 1131274.125 +117 955320.750 +118 1247484.125 +119 1894378.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,Cota-Parte do ICMS,HWES,0.9226465225219727,"108 1.133189e+06 +109 1.035316e+06 +110 1.085146e+06 +111 1.216157e+06 +112 1.211836e+06 +113 1.102677e+06 +114 1.228039e+06 +115 1.158094e+06 +116 1.158094e+06 +117 1.211838e+06 +118 1.103791e+06 +119 1.211840e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,Cota-Parte do IPVA,SARIMAX,0.7311527729034424,"108 198936.156250 +109 88458.429688 +110 97368.804688 +111 209893.937500 +112 209896.140625 +113 68956.695312 +114 69241.851562 +115 30769.214844 +116 26327.791016 +117 13124.834961 +118 12651.806641 +119 227212.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,Cota-Parte do ITR,XGBoost,1.2414469718933105,"33 33406.218750 +34 33648.417969 +35 34349.878906 +36 42240.300781 +37 42240.300781 +38 41457.011719 +39 41457.011719 +40 42240.300781 +41 33406.218750 +42 33186.214844 +43 4454.244629 +44 4454.244629 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,Cota-Parte do ITR,Linear Regression,1.2414469718933105,"359809 36955.547198 +359818 48528.036235 +396662 20070.136805 +396671 3613.182415 +396680 3013.201541 +396689 438.979332 +396698 348.899634 +396723 4678.175720 +396731 62612.708407 +396740 616226.735870 +396749 56588.787751 +396758 35818.412424 +Name: y, dtype: float64" +Prefeitura Municipal de Pejuçara - RS,Transferencias LC 61_1989,HWES,0.9274935722351074,"108 10513.223633 +109 9472.172852 +110 10244.910156 +111 9173.391602 +112 9122.617188 +113 9195.570312 +114 9195.647461 +115 9104.044922 +116 9027.832031 +117 10822.176758 +118 10244.910156 +119 9062.108398 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,IPTU,MLP,1.4527900218963623,"78 9416.018774 +79 10553.383024 +80 11834.218150 +81 16244.444214 +82 24136.778844 +83 28623.455604 +84 35101.449608 +85 431.350479 +86 -1273.722923 +87 -3291.285140 +88 -3584.101729 +89 -4405.123064 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,IPTU,Linear Regression,1.4527900218963623,"396240 1001.220277 +396248 643.370694 +396256 5.524501 +396264 10768.592018 +396272 38736.083298 +396280 63772.359085 +396288 107789.068997 +396296 7808.426011 +396304 5008.863637 +396312 424.249842 +396320 1393.948588 +396328 952.785273 +Name: y, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,ISS,MLP,1.31880784034729,"108 15022.582881 +109 15803.237371 +110 15730.401168 +111 15762.178567 +112 17073.108922 +113 18080.234350 +114 17379.470302 +115 17293.009214 +116 17021.431113 +117 18218.901793 +118 20242.767181 +119 19237.188271 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,ISS,Linear Regression,1.31880784034729,"396241 13522.535225 +396249 18811.462790 +396257 18358.710322 +396265 18617.345058 +396273 27796.272402 +396281 35214.016648 +396289 31025.189572 +396297 30958.383470 +396305 29603.493040 +396313 38432.921792 +396321 53363.285616 +396329 47775.286288 +Name: y, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,ITBI,XGBoost,2.720569133758545,"107 14254.814453 +108 14717.609375 +109 7440.854004 +110 9657.677734 +111 9933.559570 +112 9626.359375 +113 14717.609375 +114 17751.732422 +115 6874.576660 +116 17748.892578 +117 10066.267578 +118 9905.891602 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,ITBI,Linear Regression,2.720569133758545,"396242 30254.023186 +396250 28057.885446 +396258 21842.368079 +396266 13904.750745 +396274 42495.282852 +396282 824.075517 +396290 26270.986187 +396298 23090.446270 +396306 18302.448826 +396314 25940.991275 +396322 15300.854768 +396330 17543.508514 +Name: y, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,IRRF,Prophet,1.4315264225006104,"108 49840.871094 +109 49840.871094 +110 49840.871094 +111 49840.871094 +112 105247.218750 +113 49840.871094 +114 49840.871094 +115 49840.871094 +116 49840.871094 +117 105247.218750 +118 105247.218750 +119 105247.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do FPM,HWES,0.8848676681518555,"108 1593285.750 +109 1893768.500 +110 1146215.875 +111 1202560.000 +112 1593285.625 +113 1465186.000 +114 1593285.625 +115 1146215.875 +116 1147767.750 +117 1014308.125 +118 1893768.500 +119 1893768.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do ICMS,HWES,0.7889537811279297,"108 501235.56250 +109 420542.09375 +110 417070.18750 +111 487681.53125 +112 494311.12500 +113 486685.65625 +114 487681.53125 +115 498464.65625 +116 498464.65625 +117 499439.46875 +118 488065.87500 +119 499439.46875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.3288090229034424,"108 58190.359375 +109 23586.345703 +110 57598.828125 +111 60004.835938 +112 25259.529297 +113 19757.128906 +114 8201.331055 +115 8201.331055 +116 6156.163574 +117 6306.312500 +118 3727.968994 +119 58718.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do ITR,XGBoost,1.434800386428833,"96 162.495300 +97 706.109741 +98 162.495300 +99 186.662018 +100 28.910841 +101 25.378717 +102 277.417480 +103 283.371552 +104 3388.542969 +105 8606.504883 +106 706.109741 +107 285.793030 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itatiba do Sul - RS,Transferencias LC 61_1989,XGBoost,1.6573786735534668,"60 3625.588623 +61 4254.489746 +62 3118.955322 +63 3625.556396 +64 2561.030273 +65 2561.852783 +66 2560.951904 +67 2561.852783 +68 2602.849609 +69 3669.117676 +70 2561.852783 +71 2560.951904 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,IPTU,SARIMAX,1.4933865070343018,"108 2851.987305 +109 1417.916626 +110 18149.533203 +111 112845.445312 +112 17274.013672 +113 6121.799316 +114 5825.207031 +115 9256.104492 +116 8684.284180 +117 10599.547852 +118 7473.282227 +119 6671.822266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,IPTU,Linear Regression,1.4933865070343018,"108 2299.433240 +109 3317.755759 +110 11279.681611 +111 39871.914142 +112 10167.540336 +113 5088.892979 +114 6331.504907 +115 3109.198466 +116 4100.651449 +117 5670.036448 +118 2844.830761 +119 2739.060163 +Name: y, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,ISS,MLP,0.7878153324127197,"108 15386.004314 +109 16097.372899 +110 16194.882020 +111 16953.185809 +112 18027.062216 +113 17089.195085 +114 17480.523133 +115 18188.547978 +116 17261.248024 +117 18652.339085 +118 18166.795535 +119 16903.076887 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,ITBI,XGBoost,0.8165621757507324,"108 54834.640625 +109 24235.677734 +110 61533.367188 +111 28995.236328 +112 29193.658203 +113 31019.642578 +114 28730.007812 +115 26635.787109 +116 30125.816406 +117 58541.644531 +118 24719.763672 +119 23410.980469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,ITBI,Linear Regression,0.8165621757507324,"417235 9969.976629 +417244 139947.745853 +417252 18192.372708 +417261 34238.745168 +417270 28751.423252 +417279 75353.355195 +417288 36019.925125 +417297 83874.257599 +417306 25416.370319 +417315 45427.834485 +417324 180427.120165 +417333 52695.713224 +Name: y, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,IRRF,XGBoost,1.4253153800964355,"108 233733.578125 +109 233733.578125 +110 233733.578125 +111 233733.578125 +112 233733.578125 +113 233733.578125 +114 177932.281250 +115 233733.578125 +116 233733.578125 +117 233733.578125 +118 233733.578125 +119 233733.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do FPM,HWES,0.7956018447875977,"108 1239529.625 +109 1893706.750 +110 1110780.750 +111 1179743.500 +112 1893461.375 +113 1177553.625 +114 1893706.750 +115 1110780.750 +116 1110559.750 +117 1046042.000 +118 1893461.375 +119 1893706.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do ICMS,HWES,0.8120737075805664,"108 1464051.125 +109 1456387.875 +110 1433276.500 +111 1530296.750 +112 1557351.500 +113 1485041.625 +114 1518080.250 +115 1530296.750 +116 1530296.750 +117 1557173.500 +118 1463186.500 +119 1533783.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do IPVA,SARIMAX,1.3277573585510254,"107 114978.859375 +108 118333.937500 +109 92754.414062 +110 119242.343750 +111 119242.343750 +112 93778.054688 +113 61508.707031 +114 91274.093750 +115 86405.882812 +116 83707.710938 +117 83965.468750 +118 83344.664062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do ITR,XGBoost,1.3904480934143066,"36 38406.027344 +37 26775.677734 +38 25598.257812 +39 24014.273438 +40 25584.919922 +41 26014.050781 +42 25598.257812 +43 25584.919922 +44 141001.093750 +45 691906.375000 +46 38621.964844 +47 38621.964844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,IPTU,AR,1.3840076923370361,"108 322073.375000 +109 207557.781250 +110 31034.103516 +111 31034.103516 +112 31034.103516 +113 31131.562500 +114 102593.078125 +115 31034.019531 +116 31034.103516 +117 102593.078125 +118 31034.103516 +119 31034.103516 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,ISS,XGBoost,1.0533366203308105,"108 166533.000000 +109 184803.250000 +110 158422.718750 +111 166532.734375 +112 166479.640625 +113 184803.250000 +114 166788.140625 +115 185538.312500 +116 185538.312500 +117 185538.312500 +118 185538.312500 +119 185538.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,ITBI,SARIMAX,0.8216867446899414,"108 37046.175781 +109 27555.005859 +110 43176.261719 +111 36962.390625 +112 34040.363281 +113 37313.085938 +114 39371.238281 +115 33951.695312 +116 34708.394531 +117 41808.371094 +118 37313.085938 +119 36962.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,IRRF,SARIMAX,0.7750487327575684,"108 154051.25 +109 154051.25 +110 154051.25 +111 154051.25 +112 154051.25 +113 154051.25 +114 154051.25 +115 154051.25 +116 154051.25 +117 154051.25 +118 154051.25 +119 154051.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,Cota-Parte do FPM,HWES,0.8961727619171143,"108 1.280719e+06 +109 1.893853e+06 +110 1.108813e+06 +111 1.160044e+06 +112 1.285726e+06 +113 1.264276e+06 +114 1.285726e+06 +115 1.108813e+06 +116 1.109148e+06 +117 9.483447e+05 +118 1.285726e+06 +119 1.893853e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,Cota-Parte do ICMS,HWES,0.7641861438751221,"108 579571.5000 +109 538529.8125 +110 542512.4375 +111 564464.0000 +112 602030.6875 +113 553847.2500 +114 564455.5000 +115 564964.5000 +116 564486.6875 +117 564464.0000 +118 602030.6875 +119 716415.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,Cota-Parte do IPVA,HWES,0.6841130256652832,"105 259763.015625 +106 93411.492188 +107 105321.687500 +108 204442.234375 +109 198294.984375 +110 51801.941406 +111 51801.941406 +112 49203.253906 +113 51214.371094 +114 20561.638672 +115 17162.091797 +116 265968.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,Cota-Parte do ITR,XGBoost,1.1885161399841309,"92 2419.022705 +93 91.886017 +94 2389.220215 +95 99.635696 +96 2420.920898 +97 198.159500 +98 198.159500 +99 2521.178467 +100 10255.375000 +101 10104.336914 +102 2516.578369 +103 220.608337 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paverama - RS,Transferencias LC 61_1989,HWES,0.9429094791412354,"72 5071.689453 +73 5835.334961 +74 5811.468262 +75 5619.699707 +76 5809.203125 +77 7370.811035 +78 6814.750000 +79 5809.387695 +80 5052.463867 +81 4302.394531 +82 7370.811035 +83 6329.904297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,IPTU,HWES,1.4163494110107422,"108 -28567.341797 +109 108380.031250 +110 214575.562500 +111 223776.765625 +112 120559.429688 +113 286785.156250 +114 -29777.515625 +115 -71063.101562 +116 49005.375000 +117 392304.750000 +118 49005.375000 +119 47334.886719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,IPTU,Linear Regression,1.4163494110107422,"397582 5.400814e+04 +397591 1.228367e+05 +397600 6.219516e+05 +397609 3.292140e+06 +397618 1.422198e+05 +397627 1.229367e+06 +397636 1.046563e+06 +397645 9.738889e+05 +397654 8.174330e+04 +397663 7.010060e+04 +397672 7.645964e+04 +397681 9.059847e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,ISS,XGBoost,0.8646211624145508,"108 1939215.250 +109 1940992.375 +110 1940994.125 +111 1934101.500 +112 1918150.875 +113 1939412.500 +114 1939412.500 +115 1939407.625 +116 1939407.625 +117 1939412.500 +118 1939412.500 +119 1934101.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,ITBI,XGBoost,0.97641921043396,"108 324338.218750 +109 338089.937500 +110 314735.250000 +111 304593.843750 +112 341387.781250 +113 331569.843750 +114 299692.625000 +115 478085.500000 +116 486520.750000 +117 352722.031250 +118 257817.500000 +119 244049.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,ITBI,Linear Regression,0.97641921043396,"397584 388576.146973 +397593 315046.636024 +397602 547618.516117 +397611 296461.692919 +397620 492205.841021 +397629 405989.625168 +397638 642461.981508 +397647 747883.207400 +397656 824054.706011 +397665 607642.193377 +397674 625665.308564 +397683 627088.877971 +Name: y, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,IRRF,SARIMAX,1.9685742855072021,"108 7.995996e+05 +109 7.945808e+05 +110 8.026851e+05 +111 8.026851e+05 +112 8.026851e+05 +113 8.026851e+05 +114 8.026851e+05 +115 7.995996e+05 +116 7.995996e+05 +117 8.026851e+05 +118 8.026851e+05 +119 1.098125e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,Cota-Parte do FPM,HWES,0.885127067565918,"108 3213924.50 +109 5050050.00 +110 2831817.25 +111 3007341.75 +112 3217194.75 +113 3358961.50 +114 3216179.75 +115 2795289.75 +116 2795289.75 +117 2551131.50 +118 3217194.75 +119 5050050.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,Cota-Parte do ICMS,HWES,0.7385802268981934,"108 5898762.5 +109 4569216.0 +110 4628179.5 +111 5892758.5 +112 5987061.5 +113 5904700.5 +114 5892741.0 +115 5880709.5 +116 5880709.5 +117 5987061.5 +118 5898762.5 +119 5987061.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,Cota-Parte do IPVA,AR,1.2609550952911377,"108 2.589396e+06 +109 1.114650e+06 +110 1.365941e+06 +111 2.041579e+06 +112 1.038742e+06 +113 5.867016e+05 +114 5.490419e+05 +115 2.649691e+05 +116 2.679532e+05 +117 2.220807e+05 +118 1.481744e+05 +119 2.576280e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,Cota-Parte do IPVA,Linear Regression,1.2609550952911377,"397588 2.905607e+06 +397597 8.523680e+05 +397606 1.355552e+06 +397615 2.084227e+06 +397624 1.345137e+06 +397633 5.604812e+05 +397642 5.051846e+05 +397651 2.506477e+05 +397660 1.965360e+05 +397669 1.629706e+05 +397678 1.116258e+05 +397687 3.559263e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,Cota-Parte do ITR,MLP,2.540863513946533,"36 568.430524 +37 885.231419 +38 337.706052 +39 467.973288 +40 1460.066323 +41 1632.509013 +42 686.411514 +43 2261.967498 +44 24702.292667 +45 42581.457949 +46 2048.113294 +47 1325.813401 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garibaldi - RS,Transferencias LC 61_1989,HWES,1.048553705215454,"108 52015.671875 +109 44117.562500 +110 50719.789062 +111 51449.683594 +112 50072.578125 +113 56046.617188 +114 55367.816406 +115 51338.691406 +116 50751.195312 +117 55422.375000 +118 56461.152344 +119 57032.519531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,IPTU,SARIMAX,1.4070396423339844,"106 50356.292969 +107 50356.292969 +108 118308.281250 +109 58421.605469 +110 80188.210938 +111 134431.234375 +112 990773.937500 +113 153957.718750 +114 128114.085938 +115 134431.234375 +116 148441.578125 +117 113230.296875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,ISS,XGBoost,0.8009870052337646,"108 178072.921875 +109 170674.781250 +110 178074.203125 +111 178074.203125 +112 177908.968750 +113 167284.078125 +114 167261.250000 +115 278266.406250 +116 167300.031250 +117 167261.328125 +118 167096.093750 +119 165824.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,ISS,Linear Regression,0.8009870052337646,"408306 142801.875944 +408315 138908.537605 +408324 188431.078068 +408333 178727.163879 +408342 201933.032869 +408351 194886.775037 +408360 156779.122562 +408369 258545.629199 +408378 142942.451739 +408387 179852.062596 +408396 194698.755938 +408405 162687.700398 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,ITBI,XGBoost,2.0527591705322266,"108 203652.265625 +109 182255.765625 +110 204894.312500 +111 119706.429688 +112 180560.734375 +113 211566.734375 +114 115872.890625 +115 150554.312500 +116 161261.375000 +117 220391.937500 +118 152372.734375 +119 153736.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,IRRF,XGBoost,0.96224045753479,"108 155315.62500 +109 155315.62500 +110 155315.62500 +111 155315.62500 +112 155315.62500 +113 155315.78125 +114 155315.78125 +115 155315.78125 +116 154202.18750 +117 155315.78125 +118 155315.62500 +119 225275.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do FPM,SARIMAX,0.8443677425384521,"108 1.604410e+06 +109 1.893623e+06 +110 1.321388e+06 +111 1.300967e+06 +112 1.604410e+06 +113 1.604604e+06 +114 1.893769e+06 +115 1.321388e+06 +116 1.321388e+06 +117 9.475882e+05 +118 1.604410e+06 +119 1.893623e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do ICMS,HWES,0.858543872833252,"108 2352981.00 +109 2330743.50 +110 2340400.25 +111 2452597.25 +112 2469781.00 +113 2366629.50 +114 2450672.00 +115 2452597.25 +116 2452597.25 +117 2469807.00 +118 2309585.00 +119 2469807.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do IPVA,AR,1.4899883270263672,"108 316455.500000 +109 195363.125000 +110 166310.046875 +111 318442.781250 +112 318255.656250 +113 113555.414062 +114 125344.257812 +115 90073.523438 +116 90223.953125 +117 46342.339844 +118 46229.136719 +119 320517.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.4899883270263672,"408311 658138.293491 +408320 170442.785666 +408329 205213.732978 +408338 421023.581604 +408347 327494.399383 +408356 110404.382486 +408365 103566.255572 +408374 69067.396133 +408383 61631.596651 +408392 22918.903009 +408401 28375.185621 +408410 327390.416295 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do ITR,MLP,1.7940952777862549,"108 2.113602e+05 +109 8.521537e+03 +110 3.251272e+04 +111 1.756964e+04 +112 1.603432e+04 +113 1.843489e+03 +114 1.173687e+03 +115 3.527627e+04 +116 4.241413e+05 +117 2.351296e+06 +118 1.957773e+05 +119 2.335986e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,IPTU,XGBoost,1.8421647548675537,"95 2573.604736 +96 2778.236816 +97 8164.728027 +98 62965.089844 +99 71775.648438 +100 68332.835938 +101 62965.089844 +102 62965.089844 +103 71775.648438 +104 62226.464844 +105 7027.607910 +106 7027.621094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,ISS,AR,1.613401174545288,"96 23724.552734 +97 16566.074219 +98 16566.074219 +99 19544.384766 +100 15165.161133 +101 16378.372070 +102 20942.707031 +103 17846.380859 +104 15165.161133 +105 16677.898438 +106 16637.812500 +107 16678.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,ISS,Linear Regression,1.613401174545288,"423570 19542.497689 +423579 38429.491817 +423588 37814.847087 +423597 21648.261267 +423606 24416.838612 +423615 36083.649978 +423624 22724.117990 +423633 19049.923608 +423642 23584.535762 +423651 32518.211228 +423660 34830.586030 +423669 36762.911708 +Name: y, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,ITBI,AR,2.178800582885742,"95 9276.711914 +96 12143.188477 +97 10572.930664 +98 14012.759766 +99 5318.190918 +100 3430.559082 +101 10043.021484 +102 10104.199219 +103 7758.616211 +104 22437.431641 +105 141924.828125 +106 16640.853516 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,IRRF,XGBoost,0.7811369895935059,"96 151908.546875 +97 104543.507812 +98 149206.968750 +99 152719.296875 +100 110593.835938 +101 105710.890625 +102 104543.507812 +103 148964.578125 +104 104543.507812 +105 104543.507812 +106 105710.890625 +107 148964.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do FPM,HWES,0.9446775913238525,"96 1.238015e+06 +97 1.893892e+06 +98 1.107684e+06 +99 1.150907e+06 +100 1.238148e+06 +101 1.240391e+06 +102 1.238148e+06 +103 1.107684e+06 +104 1.108002e+06 +105 9.348731e+05 +106 1.238148e+06 +107 1.893892e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do ICMS,MLP,0.6714818477630615,"96 705036.628946 +97 660330.210021 +98 677089.322921 +99 735905.086191 +100 779201.916015 +101 711097.660121 +102 744021.026152 +103 751499.292790 +104 749851.455527 +105 805643.486106 +106 719346.819468 +107 816505.673673 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do IPVA,XGBoost,1.1701734066009521,"96 73006.054688 +97 21589.205078 +98 50431.492188 +99 73005.539062 +100 53938.214844 +101 12015.206055 +102 12493.001953 +103 12015.553711 +104 25647.763672 +105 12493.001953 +106 14033.411133 +107 75571.351562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do IPVA,Linear Regression,1.1701734066009521,"423575 137717.840024 +423584 25740.671410 +423593 33572.816382 +423602 144887.761442 +423611 58496.055938 +423620 9985.550783 +423629 6550.405890 +423638 9279.644790 +423647 17395.221798 +423656 6235.770531 +423665 3430.549655 +423674 80838.488302 +Name: y, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do ITR,XGBoost,1.5762226581573486,"96 6126.788086 +97 4749.103516 +98 5405.403809 +99 5405.403809 +100 12741.608398 +101 4006.438232 +102 4870.986816 +103 4767.578125 +104 37712.824219 +105 133436.296875 +106 5351.752441 +107 5362.206055 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eugênio de Castro - RS,Transferencias LC 61_1989,HWES,0.9297935962677002,"96 7775.885254 +97 7201.060547 +98 7431.025391 +99 7183.625488 +100 7001.887695 +101 7259.423828 +102 7171.477539 +103 7318.354492 +104 7383.015137 +105 7872.440918 +106 7163.438477 +107 7150.999512 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,IPTU,XGBoost,1.432579517364502,"108 72960.609375 +109 86869.898438 +110 818209.062500 +111 837734.937500 +112 701867.562500 +113 702343.125000 +114 702343.125000 +115 701867.562500 +116 151470.062500 +117 153222.765625 +118 728468.250000 +119 165100.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,ISS,XGBoost,2.0637831687927246,"108 393525.75000 +109 415337.65625 +110 414357.75000 +111 392768.50000 +112 392725.09375 +113 414357.75000 +114 415367.87500 +115 393867.31250 +116 383502.28125 +117 405208.28125 +118 412110.81250 +119 390392.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,ITBI,HWES,0.9205143451690674,"108 85639.671875 +109 82044.804688 +110 86409.234375 +111 86602.867188 +112 100087.875000 +113 83547.656250 +114 131844.093750 +115 45724.976562 +116 86492.328125 +117 84088.671875 +118 131727.515625 +119 82565.726562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,ITBI,Linear Regression,0.9205143451690674,"393559 58451.571112 +393568 92879.484333 +393577 121297.606277 +393586 67295.882124 +393595 77642.313178 +393604 147375.043166 +393613 85979.135928 +393621 219078.952503 +393630 118931.965006 +393639 126352.596254 +393648 85955.423002 +393657 107620.865453 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,IRRF,SARIMAX,1.4513053894042969,"108 350820.40625 +109 350484.93750 +110 350820.40625 +111 350820.40625 +112 350840.68750 +113 419892.96875 +114 419892.96875 +115 350820.40625 +116 350840.68750 +117 350484.93750 +118 350820.40625 +119 428744.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do FPM,MLP,2.195830821990967,"108 2.123593e+06 +109 2.465983e+06 +110 1.940194e+06 +111 2.070720e+06 +112 2.184668e+06 +113 2.121772e+06 +114 2.370579e+06 +115 1.987581e+06 +116 2.017771e+06 +117 1.971534e+06 +118 2.222064e+06 +119 2.830640e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ICMS,HWES,1.1517066955566406,"108 1856089.750 +109 1683712.875 +110 1649270.250 +111 1906988.875 +112 2025916.125 +113 1856936.125 +114 1906988.875 +115 1862339.375 +116 1862339.375 +117 1918953.750 +118 1857191.625 +119 1918953.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do IPVA,AR,1.3679566383361816,"108 741556.250000 +109 180953.234375 +110 262315.375000 +111 601048.375000 +112 262315.375000 +113 118822.960938 +114 81364.929688 +115 65166.046875 +116 40878.109375 +117 40712.175781 +118 52307.578125 +119 741556.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ITR,HWES,1.5556366443634033,"107 340.621765 +108 328.876953 +109 312.077881 +110 303.430695 +111 340.621765 +112 290.499603 +113 328.876953 +114 290.499603 +115 8495.600586 +116 543.601685 +117 24.842112 +118 15.722309 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ITR,Linear Regression,1.5556366443634033,"344566 183.303681 +393564 16.832502 +393573 65.239505 +393582 6.172904 +393591 168.492657 +393600 384.396368 +393609 17.759424 +393626 301.791874 +393635 6853.066811 +393644 10480.101252 +393653 259.893045 +393662 299.898588 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,IPTU,SARIMAX,1.4373173713684082,"106 3070.143555 +107 6923.511719 +108 243581.437500 +109 723540.875000 +110 74326.484375 +111 74441.843750 +112 76411.789062 +113 75136.906250 +114 19893.056641 +115 34416.441406 +116 19828.541016 +117 15604.835938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,ISS,XGBoost,0.6735403537750244,"108 89850.562500 +109 85884.750000 +110 89415.117188 +111 89850.562500 +112 85879.156250 +113 85879.156250 +114 86865.359375 +115 92220.921875 +116 89727.281250 +117 92176.507812 +118 89727.281250 +119 89727.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,ITBI,AR,1.8209888935089111,"106 15482.941406 +107 19569.191406 +108 21378.646484 +109 18049.355469 +110 23424.326172 +111 18626.144531 +112 18574.640625 +113 16126.748047 +114 17397.158203 +115 17069.349609 +116 18209.580078 +117 15951.860352 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,ITBI,Linear Regression,1.8209888935089111,"390301 16882.742757 +390310 844.137138 +390319 28621.964987 +390328 10063.380889 +390337 57543.019820 +390346 28766.119492 +390355 7058.554155 +390364 37227.183383 +390373 24799.591436 +390382 28669.272844 +390391 26028.124508 +390400 22392.100259 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,IRRF,SARIMAX,0.8202040195465088,"108 84437.914062 +109 151225.718750 +110 151225.718750 +111 151225.718750 +112 84437.914062 +113 151225.718750 +114 84437.914062 +115 84437.914062 +116 84437.914062 +117 84437.914062 +118 84437.914062 +119 151225.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,Cota-Parte do FPM,HWES,1.2336790561676025,"108 1252533.500 +109 1893865.250 +110 1135199.375 +111 1177508.625 +112 1252631.375 +113 1277479.750 +114 1252631.375 +115 1135199.375 +116 1135428.375 +117 975900.875 +118 1252631.375 +119 1893865.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,Cota-Parte do ICMS,HWES,0.8209042549133301,"108 9.355722e+05 +109 7.440891e+05 +110 8.373566e+05 +111 9.128169e+05 +112 9.676336e+05 +113 9.271689e+05 +114 9.662613e+05 +115 1.009418e+06 +116 1.009418e+06 +117 1.014920e+06 +118 9.657869e+05 +119 1.014920e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,Cota-Parte do IPVA,XGBoost,1.2436723709106445,"108 463556.468750 +109 99336.945312 +110 100242.125000 +111 180442.765625 +112 108259.023438 +113 57222.496094 +114 46869.828125 +115 17178.480469 +116 36049.136719 +117 19179.441406 +118 12551.033203 +119 413178.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,Cota-Parte do ITR,SES,1.3527233600616455,"90 3147.465332 +91 3147.720947 +92 3147.679199 +93 14691.893555 +94 3062.263428 +95 3062.591309 +96 20120.103516 +97 16127.370117 +98 16136.743164 +99 16136.743164 +100 16127.370117 +101 16125.157227 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Palma - RS,Transferencias LC 61_1989,HWES,0.9622278213500977,"108 7951.117676 +109 10223.361328 +110 7847.752930 +111 8053.116699 +112 7849.831543 +113 7128.236328 +114 7646.661621 +115 7517.490234 +116 7607.514648 +117 9578.858398 +118 7337.796875 +119 7740.225098 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,IPTU,SES,1.2167458534240723,"96 5.546071e+05 +97 4.647638e+05 +98 8.293142e+06 +99 1.063508e+06 +100 4.047134e+05 +101 4.047134e+05 +102 4.004299e+05 +103 4.004299e+05 +104 4.191657e+05 +105 4.004678e+05 +106 5.114064e+05 +107 5.469152e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,IPTU,Linear Regression,1.2167458534240723,"383397 4.206182e+05 +383404 6.154386e+05 +383413 2.005461e+06 +383422 8.907278e+06 +383431 7.459182e+05 +383439 7.604071e+05 +383448 7.582629e+05 +383457 7.913685e+05 +383466 8.530160e+05 +383475 7.409818e+05 +383484 3.944979e+05 +383493 4.395328e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,ISS,XGBoost,0.8378775119781494,"96 1.030678e+06 +97 9.634672e+05 +98 1.020911e+06 +99 8.939642e+05 +100 8.939642e+05 +101 1.030678e+06 +102 1.030515e+06 +103 1.020911e+06 +104 1.030515e+06 +105 1.030678e+06 +106 1.020911e+06 +107 1.020911e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,ITBI,MLP,0.9490697383880615,"96 350524.430212 +97 354765.150698 +98 335290.893423 +99 359166.523244 +100 409943.795289 +101 417008.986582 +102 376402.238938 +103 436358.025296 +104 421092.218658 +105 371127.097193 +106 383074.192103 +107 406190.218459 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,IRRF,Prophet,2.390524387359619,"96 1842536.625 +97 1846162.875 +98 1842536.625 +99 1848786.250 +100 1849987.750 +101 1848786.250 +102 1844786.625 +103 1844786.625 +104 1844786.625 +105 1844786.625 +106 1844786.625 +107 1844786.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,Cota-Parte do FPM,SARIMAX,0.8203737735748291,"95 6627027.0 +96 6616844.0 +97 6627027.0 +98 6606406.5 +99 6617836.5 +100 6617836.5 +101 6616844.0 +102 6606406.5 +103 6642129.0 +104 6642129.0 +105 6617836.5 +106 6616844.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,Cota-Parte do ICMS,XGBoost,0.6258900165557861,"96 2016080.25 +97 2354165.00 +98 2448019.75 +99 2353491.25 +100 2461384.50 +101 2353491.25 +102 2353491.25 +103 2354129.75 +104 2353825.50 +105 2295711.00 +106 2299124.75 +107 2444686.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,Cota-Parte do IPVA,XGBoost,1.8962221145629883,"96 1.713289e+06 +97 1.046173e+06 +98 1.046173e+06 +99 2.381894e+06 +100 1.713289e+06 +101 8.671155e+05 +102 6.629460e+05 +103 6.711952e+05 +104 3.681172e+05 +105 1.797473e+05 +106 1.797473e+05 +107 2.099724e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,Cota-Parte do ITR,XGBoost,1.2314488887786865,"81 379.222168 +82 334.451111 +83 379.222168 +84 103.248375 +85 12.945292 +86 13.116530 +87 12.945292 +88 -33.720482 +89 84.350586 +90 2084.552002 +91 -49.734852 +92 -51.738674 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,Cota-Parte do ITR,Linear Regression,1.2314488887786865,"324539 32.097233 +324548 12.217544 +383411 31.625985 +383420 5357.358035 +383429 86.203498 +383446 172.831701 +383455 106.007555 +383464 326.097879 +383473 808.312696 +383482 5038.229974 +383491 13.951271 +383500 60.063772 +Name: y, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,Transferencias LC 61_1989,XGBoost,0.6838924884796143,"96 22036.134766 +97 22841.724609 +98 22000.820312 +99 22095.595703 +100 19662.623047 +101 20110.185547 +102 20166.900391 +103 20320.304688 +104 22010.312500 +105 22150.439453 +106 20110.185547 +107 20187.972656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estância Velha - RS,Transferencias LC 61_1989,Linear Regression,0.6838924884796143,"383403 29028.231360 +383412 35670.548941 +383421 32248.521235 +383430 29321.331949 +383438 22456.591520 +383447 20844.538283 +383456 25331.561736 +383465 17659.057195 +383474 26711.591732 +383483 28657.243902 +383492 19929.720953 +383501 25744.955838 +Name: y, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,IPTU,XGBoost,1.647754430770874,"108 6086.548828 +109 5494.338379 +110 15068.146484 +111 15573.634766 +112 257955.531250 +113 257955.531250 +114 25712.216797 +115 82005.218750 +116 83319.992188 +117 6803.583984 +118 8265.712891 +119 6716.293945 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,IPTU,Linear Regression,1.647754430770874,"417754 6715.991471 +417763 5724.051141 +417772 19304.390536 +417781 26964.251708 +417790 277512.161236 +417799 245260.893007 +417808 34570.668095 +417817 87140.951013 +417826 98973.491123 +417835 11137.418684 +417844 6300.283885 +417853 4397.015602 +Name: y, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,ISS,MLP,0.8884313106536865,"108 132290.441543 +109 123143.904296 +110 111844.419648 +111 109011.715795 +112 115841.434601 +113 113393.572349 +114 109871.711523 +115 112731.649371 +116 113939.854343 +117 112489.298922 +118 112423.823868 +119 117911.572181 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,ITBI,XGBoost,1.3470661640167236,"108 29246.359375 +109 31037.152344 +110 78969.437500 +111 28662.316406 +112 30288.222656 +113 27931.787109 +114 30690.314453 +115 33715.492188 +116 31610.921875 +117 36221.363281 +118 32286.943359 +119 32286.943359 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,ITBI,Linear Regression,1.3470661640167236,"417756 48837.330274 +417765 49098.841957 +417774 107465.302012 +417783 44032.181554 +417792 66059.308797 +417801 40293.727687 +417810 52492.701160 +417819 24255.862669 +417828 30927.797453 +417837 38773.615113 +417846 30121.960271 +417855 29575.392444 +Name: y, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,IRRF,MLP,1.019066572189331,"108 97317.724742 +109 90968.906151 +110 94834.346274 +111 93679.204007 +112 95446.009628 +113 91917.054053 +114 92768.208281 +115 93131.612091 +116 97387.717972 +117 94405.253345 +118 92724.756922 +119 109120.967358 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,IRRF,Linear Regression,1.019066572189331,"417757 110714.016556 +417766 80963.391338 +417775 99013.992392 +417784 93699.841225 +417793 102184.779390 +417802 85620.212096 +417811 89407.091087 +417820 91000.205610 +417829 111308.565203 +417838 97715.747446 +417847 89841.247139 +417856 168291.748295 +Name: y, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do FPM,HWES,0.8515863418579102,"108 1671028.875 +109 2526290.250 +110 1515750.625 +111 1530694.500 +112 1677435.625 +113 1690904.500 +114 1678096.000 +115 1515750.625 +116 1515750.625 +117 1276751.250 +118 1677435.625 +119 2526290.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do ICMS,HWES,2.298398971557617,"108 9.450260e+05 +109 8.040009e+05 +110 8.049540e+05 +111 1.028556e+06 +112 1.030321e+06 +113 9.267198e+05 +114 1.053718e+06 +115 1.042701e+06 +116 1.042701e+06 +117 1.042701e+06 +118 9.439641e+05 +119 1.044668e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do IPVA,AR,1.2881569862365723,"108 466125.687500 +109 118267.250000 +110 194385.531250 +111 327386.906250 +112 200765.953125 +113 112693.953125 +114 58938.398438 +115 58938.398438 +116 54183.136719 +117 13602.525391 +118 29874.847656 +119 466125.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do IPVA,Linear Regression,1.2881569862365723,"417760 615148.703000 +417769 118357.653410 +417778 201284.699752 +417787 319446.404696 +417796 230006.531090 +417805 85098.542667 +417814 38770.511384 +417823 39807.551946 +417832 47003.106213 +417841 14275.906879 +417850 22199.464626 +417859 478126.914615 +Name: y, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do ITR,SARIMAX,1.2750301361083984,"105 46.928211 +106 11.087077 +107 100.541466 +108 43.778996 +109 36.900375 +110 36.900375 +111 27.370640 +112 83.017288 +113 5291.903809 +114 7797.113770 +115 5225.740234 +116 630.786499 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arvorezinha - RS,Transferencias LC 61_1989,XGBoost,0.9649453163146973,"108 8970.837891 +109 7525.354004 +110 8316.145508 +111 7560.592285 +112 8887.070312 +113 8450.102539 +114 10960.550781 +115 9333.085938 +116 9348.208984 +117 9184.421875 +118 8766.217773 +119 8468.072266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,IPTU,HWES,0.8174121379852295,"108 84972.234375 +109 114848.585938 +110 264430.375000 +111 91439.593750 +112 85679.804688 +113 88044.851562 +114 85461.046875 +115 85679.804688 +116 86847.390625 +117 85138.351562 +118 85457.625000 +119 264430.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,IPTU,Linear Regression,0.8174121379852295,"400229 133931.023476 +400238 144597.911927 +400247 357153.248132 +400256 122800.404322 +400265 91707.093591 +400274 70976.075207 +400283 103897.058766 +400292 93840.709388 +400301 86258.348033 +400310 103487.779923 +400319 105256.371040 +400328 316908.669808 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,ISS,MLP,0.7253544330596924,"108 367099.506523 +109 369678.151526 +110 355175.186938 +111 383638.571284 +112 374658.713011 +113 371281.665267 +114 359495.983677 +115 374568.496669 +116 390982.326026 +117 372867.416937 +118 405415.414239 +119 375322.935406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,ISS,Linear Regression,0.7253544330596924,"400230 342552.231021 +400239 349616.796746 +400248 306140.744133 +400257 388648.969278 +400266 363233.651687 +400275 353425.404115 +400284 318178.805918 +400293 361338.731831 +400302 410309.844988 +400311 358636.975279 +400320 455552.482343 +400329 370227.105438 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,ITBI,MLP,2.1046531200408936,"108 267475.691841 +109 279696.750809 +110 296823.494044 +111 302025.272842 +112 297256.882548 +113 307705.162185 +114 325122.434545 +115 338115.326349 +116 355581.885373 +117 342829.714291 +118 295673.484019 +119 307488.082926 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,IRRF,SARIMAX,0.8130068778991699,"108 342994.68750 +109 342994.68750 +110 342994.68750 +111 342994.68750 +112 342994.68750 +113 439549.18750 +114 342994.68750 +115 440660.28125 +116 342994.68750 +117 439549.18750 +118 342994.68750 +119 440704.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do FPM,HWES,0.8291049003601074,"108 2759540.250 +109 3787537.250 +110 2252607.750 +111 2342923.500 +112 3391392.000 +113 2878721.000 +114 3787540.500 +115 2252607.750 +116 2252403.750 +117 1931006.875 +118 3391392.000 +119 3787537.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do ICMS,HWES,0.7961950302124023,"108 2916580.00 +109 2953324.00 +110 3043066.00 +111 3078749.75 +112 3090938.00 +113 2910811.75 +114 3090209.25 +115 3090209.25 +116 3090209.25 +117 3090637.75 +118 2910811.75 +119 3090637.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do IPVA,AR,1.6070995330810547,"108 427069.250000 +109 186015.578125 +110 380417.843750 +111 421508.312500 +112 421566.812500 +113 192343.625000 +114 116386.148438 +115 120273.945312 +116 119058.140625 +117 39647.980469 +118 39966.230469 +119 422262.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do ITR,MLP,1.7467801570892334,"96 1.293858e+05 +97 3.933322e+04 +98 2.829746e+04 +99 6.931047e+04 +100 3.320072e+04 +101 5.362178e+04 +102 5.010976e+04 +103 6.303658e+04 +104 2.239215e+05 +105 1.214391e+06 +106 3.682345e+05 +107 2.422573e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio Grande - RS,Transferencias LC 61_1989,HWES,0.7628898620605469,"108 28126.861328 +109 25609.740234 +110 13028.560547 +111 28952.318359 +112 26725.216797 +113 32204.992188 +114 31964.324219 +115 29700.701172 +116 28259.484375 +117 31231.804688 +118 27711.386719 +119 31568.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,IPTU,Prophet,2.9260714054107666,"108 18187.021484 +109 10484.731445 +110 18531.263672 +111 392990.843750 +112 47555.902344 +113 55470.375000 +114 46819.207031 +115 90186.335938 +116 59142.382812 +117 22684.546875 +118 36649.214844 +119 37669.648438 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,IPTU,Linear Regression,2.9260714054107666,"408197 29126.570903 +408206 23975.298608 +408215 126916.495375 +408224 240055.047473 +408233 581859.763343 +408242 49459.973512 +408251 59343.308307 +408260 38318.974432 +408269 38970.922153 +408278 43465.779499 +408287 35379.619838 +408296 22437.816002 +Name: y, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,ISS,XGBoost,0.7048895359039307,"108 93352.804688 +109 93169.992188 +110 93211.796875 +111 92958.757812 +112 92958.757812 +113 93252.828125 +114 93311.000000 +115 93310.710938 +116 94258.804688 +117 94258.804688 +118 94258.804688 +119 94258.804688 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,ISS,Linear Regression,0.7048895359039307,"408198 72654.813356 +408207 83142.654037 +408216 75254.489482 +408225 63534.234815 +408234 64012.570838 +408243 138285.840378 +408252 130362.906886 +408261 112753.558019 +408270 89930.869297 +408279 78465.114202 +408288 86980.076489 +408297 81168.992755 +Name: y, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,ITBI,AR,0.7854094505310059,"108 47476.378906 +109 54386.699219 +110 63666.058594 +111 40263.183594 +112 71155.359375 +113 77158.421875 +114 95231.500000 +115 77215.070312 +116 7413.189453 +117 89136.984375 +118 80486.695312 +119 -4728.619629 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,ITBI,Linear Regression,0.7854094505310059,"408199 37628.332717 +408208 11969.859531 +408217 106992.413790 +408226 162988.904099 +408235 65407.576565 +408244 262855.441915 +408253 36681.820077 +408262 216241.508659 +408271 50520.170439 +408280 221167.073975 +408289 91134.193602 +408298 34422.331574 +Name: y, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,IRRF,AR,1.5478296279907227,"108 195652.03125 +109 195652.03125 +110 334437.34375 +111 195652.03125 +112 195652.03125 +113 334437.34375 +114 334437.34375 +115 195652.03125 +116 334437.34375 +117 195652.03125 +118 195652.03125 +119 334437.34375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do FPM,HWES,1.0840606689453125,"108 1893768.625 +109 1865085.375 +110 1835847.750 +111 1893768.625 +112 1893768.625 +113 1893768.625 +114 1893773.625 +115 1835847.750 +116 1835847.750 +117 1824374.625 +118 1893768.625 +119 1865085.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do ICMS,HWES,1.0143351554870605,"108 2046522.625 +109 1745033.125 +110 1688499.250 +111 1709533.750 +112 1708828.000 +113 1756132.500 +114 1719356.875 +115 1708889.750 +116 1709533.750 +117 1746306.875 +118 1737031.625 +119 1750668.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do IPVA,XGBoost,1.4383127689361572,"108 263543.281250 +109 315463.968750 +110 309525.750000 +111 71100.343750 +112 260948.234375 +113 323190.718750 +114 318844.625000 +115 332724.531250 +116 325721.031250 +117 333202.343750 +118 333202.343750 +119 76000.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do ITR,MLP,1.363248586654663,"48 164129.826077 +49 179239.863824 +50 188540.239848 +51 202310.007925 +52 215632.349566 +53 229579.746117 +54 244648.452700 +55 235857.082339 +56 201220.476969 +57 94862.234180 +58 190056.838605 +59 195393.502494 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,IPTU,SARIMAX,2.382023572921753,"103 3520.197510 +104 3763.104004 +105 14022.877930 +106 12672.637695 +107 14022.877930 +108 5492.895996 +109 8703.415039 +110 8615.190430 +111 5457.514648 +112 8140.428223 +113 8615.190430 +114 9012.856445 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,ISS,SARIMAX,0.7137672901153564,"108 132323.062500 +109 129277.093750 +110 22811.951172 +111 67748.992188 +112 126687.109375 +113 137055.828125 +114 134143.828125 +115 85179.117188 +116 69069.046875 +117 45509.191406 +118 63899.449219 +119 79460.414062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,ITBI,MLP,0.6814758777618408,"95 111024.792869 +96 82854.099254 +97 92681.926702 +98 89497.872963 +99 75562.824550 +100 72188.890453 +101 68266.242594 +102 96565.177399 +103 68241.701788 +104 68738.226417 +105 70653.771224 +106 69229.498682 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,IRRF,XGBoost,0.8869130611419678,"108 211453.406250 +109 199454.234375 +110 210929.031250 +111 210929.031250 +112 211453.406250 +113 210929.031250 +114 210929.031250 +115 210929.031250 +116 210929.031250 +117 210929.031250 +118 212528.750000 +119 210842.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do FPM,HWES,1.8377299308776855,"108 1.210744e+06 +109 1.894765e+06 +110 1.054688e+06 +111 1.151059e+06 +112 1.216284e+06 +113 1.255464e+06 +114 1.216284e+06 +115 1.054688e+06 +116 1.054689e+06 +117 1.004841e+06 +118 1.216284e+06 +119 1.894765e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do ICMS,HWES,0.8178298473358154,"108 1.097699e+06 +109 9.938518e+05 +110 1.135018e+06 +111 1.139546e+06 +112 1.129800e+06 +113 1.097699e+06 +114 1.121400e+06 +115 1.140491e+06 +116 1.140491e+06 +117 1.144954e+06 +118 1.097699e+06 +119 1.144954e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do IPVA,SARIMAX,1.7443108558654785,"95 38032.242188 +96 27357.769531 +97 26692.015625 +98 27357.769531 +99 38855.316406 +100 32347.666016 +101 20245.101562 +102 17488.751953 +103 18138.679688 +104 19118.880859 +105 14846.074219 +106 26677.498047 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do IPVA,Linear Regression,1.7443108558654785,"95 8952.411429 +96 12184.916279 +97 8214.918786 +98 9782.537599 +99 12875.515887 +100 10051.995033 +101 7122.408191 +102 5943.169823 +103 3978.003354 +104 4704.156992 +105 4329.908624 +106 7515.353091 +Name: y, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do ITR,SARIMAX,3.134613513946533,"104 114228.203125 +105 86251.453125 +106 84833.875000 +107 84855.406250 +108 97060.312500 +109 83992.570312 +110 84638.562500 +111 84549.960938 +112 227829.421875 +113 622092.375000 +114 215715.515625 +115 220076.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedras Altas - RS,Transferencias LC 61_1989,SARIMAX,2.109703779220581,"108 9034.942383 +109 9071.963867 +110 9763.085938 +111 10333.805664 +112 10089.243164 +113 9958.545898 +114 10216.842773 +115 10462.796875 +116 11028.624023 +117 10758.993164 +118 10760.105469 +119 10682.754883 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,IPTU,SARIMAX,1.1623966693878174,"96 252.291351 +97 5466.096191 +98 4312.208984 +99 30735.291016 +100 156717.671875 +101 24544.142578 +102 6388.703125 +103 66636.351562 +104 -1861.783203 +105 -1998.115234 +106 -1998.108643 +107 -2287.531494 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,IPTU,Linear Regression,1.1623966693878174,"96 5044.638785 +97 4289.251260 +98 5805.081385 +99 52003.818879 +100 43050.076264 +101 19037.882932 +102 20376.636092 +103 7136.255725 +104 5696.496575 +105 4621.075541 +106 7084.555126 +107 5376.762105 +Name: y, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,ISS,XGBoost,1.1864862442016602,"108 70941.218750 +109 67223.554688 +110 70331.117188 +111 74360.875000 +112 60935.535156 +113 70536.601562 +114 69608.695312 +115 77473.304688 +116 70536.601562 +117 60759.546875 +118 65848.835938 +119 70710.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,ITBI,SES,1.7984404563903809,"108 38971.984375 +109 40406.953125 +110 41093.593750 +111 40406.953125 +112 41152.093750 +113 40598.312500 +114 41093.593750 +115 42346.382812 +116 40739.566406 +117 41093.593750 +118 41771.972656 +119 42346.382812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,IRRF,MLP,0.9609811305999756,"108 90782.379863 +109 112139.042184 +110 116747.597023 +111 117585.865695 +112 116307.385667 +113 116306.230522 +114 118237.762567 +115 114266.835650 +116 116995.416786 +117 115400.881836 +118 117494.536153 +119 145344.653627 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,Cota-Parte do FPM,AR,0.9656400680541992,"108 1319123.375 +109 2525024.750 +110 1308462.250 +111 1406929.500 +112 1497833.750 +113 1548429.000 +114 2525024.750 +115 1308462.250 +116 1319123.375 +117 1254422.125 +118 1497833.750 +119 2525024.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,Cota-Parte do ICMS,HWES,0.954667329788208,"108 733331.8750 +109 598863.2500 +110 664449.0000 +111 694337.8125 +112 704346.1250 +113 697460.2500 +114 694570.1250 +115 770882.1875 +116 780625.5000 +117 784156.5625 +118 716820.3750 +119 798851.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,Cota-Parte do IPVA,AR,1.2069618701934814,"108 189718.515625 +109 71591.148438 +110 99293.367188 +111 157334.640625 +112 99409.000000 +113 52015.617188 +114 35786.472656 +115 22974.007812 +116 2896.616211 +117 8144.750488 +118 8467.560547 +119 189718.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,Cota-Parte do ITR,MLP,1.9210591316223145,"105 1038.883208 +106 1099.450043 +107 1925.932937 +108 1605.112367 +109 1410.181595 +110 1448.893666 +111 1793.816845 +112 2853.879572 +113 12644.575315 +114 14228.444802 +115 1998.611968 +116 2836.509961 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sinimbu - RS,Transferencias LC 61_1989,SES,1.8253192901611328,"108 6168.790039 +109 5924.685059 +110 6520.239746 +111 6711.887207 +112 6711.885254 +113 7835.637207 +114 7118.609375 +115 5891.182617 +116 5994.394043 +117 4094.603516 +118 6520.159668 +119 8506.253906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,IPTU,SARIMAX,1.5294983386993408,"108 41424.523438 +109 264930.937500 +110 81586.328125 +111 47391.542969 +112 40739.617188 +113 39912.539062 +114 39912.496094 +115 3392.952148 +116 2149.714355 +117 40739.617188 +118 490.286896 +119 2575.483154 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,IPTU,Linear Regression,1.5294983386993408,"108 21860.114732 +109 78602.800620 +110 47821.603956 +111 15216.172324 +112 15939.742618 +113 14057.908176 +114 13402.114566 +115 4211.726079 +116 3453.407190 +117 14978.669672 +118 2852.928192 +119 3542.804429 +Name: y, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,ISS,XGBoost,0.8900110721588135,"108 126209.242188 +109 129210.492188 +110 129210.507812 +111 149001.875000 +112 129210.507812 +113 149001.875000 +114 125334.656250 +115 149001.875000 +116 149001.875000 +117 146825.359375 +118 132516.375000 +119 125334.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,ITBI,XGBoost,1.5132026672363281,"107 37350.394531 +108 45480.082031 +109 30296.640625 +110 41304.847656 +111 29572.478516 +112 43648.902344 +113 47025.781250 +114 44726.894531 +115 27704.693359 +116 44726.894531 +117 30829.759766 +118 44574.121094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,IRRF,XGBoost,1.2776634693145752,"108 100284.781250 +109 96251.929688 +110 95813.148438 +111 96251.929688 +112 95813.148438 +113 96251.929688 +114 95813.148438 +115 95813.148438 +116 96251.929688 +117 96251.929688 +118 96252.132812 +119 96251.929688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,Cota-Parte do FPM,HWES,0.8471109867095947,"108 1.287909e+06 +109 1.895422e+06 +110 1.135535e+06 +111 1.169594e+06 +112 1.289788e+06 +113 1.310230e+06 +114 1.293980e+06 +115 1.135535e+06 +116 1.135751e+06 +117 9.609718e+05 +118 1.289788e+06 +119 1.895422e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,Cota-Parte do ICMS,HWES,0.7532131671905518,"108 686305.5625 +109 653803.3125 +110 651165.3750 +111 704896.7500 +112 706220.2500 +113 686305.5625 +114 697632.3125 +115 715981.8125 +116 715981.8125 +117 706220.2500 +118 686305.0625 +119 706220.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,Cota-Parte do IPVA,AR,1.4292466640472412,"108 163503.328125 +109 78337.695312 +110 62372.171875 +111 125760.726562 +112 62372.546875 +113 24591.580078 +114 20129.150391 +115 18493.550781 +116 18445.947266 +117 18445.318359 +118 19244.910156 +119 151982.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,Cota-Parte do ITR,AR,1.33573579788208,"100 109.958717 +101 99.380600 +102 110.854805 +103 77.995346 +104 68.923203 +105 120.396286 +106 67.793640 +107 167.442444 +108 4549.761719 +109 3703.501709 +110 20.050856 +111 34.361595 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,Cota-Parte do ITR,Linear Regression,1.33573579788208,"419762 93.351903 +419771 42.332129 +419780 112.896417 +419789 75.482633 +419798 43.062364 +419806 160.114675 +419815 61.103454 +419824 772.566731 +419833 6153.944717 +419842 4870.675531 +419851 162.133559 +419860 85.866998 +Name: y, dtype: float64" +Prefeitura Municipal de Três Arroios - RS,Transferencias LC 61_1989,HWES,1.0184857845306396,"108 5991.047363 +109 4961.027344 +110 6011.168457 +111 6241.312500 +112 5990.179688 +113 6162.069824 +114 6111.618652 +115 5677.592773 +116 5922.854980 +117 6044.779297 +118 5891.688965 +119 5975.957520 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,IPTU,XGBoost,3.1251561641693115,"102 536.515381 +103 570.976990 +104 2715.058105 +105 2969.239502 +106 45266.808594 +107 44890.335938 +108 3490.406494 +109 3490.842285 +110 2993.416992 +111 4706.160156 +112 2629.376465 +113 2593.617676 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,ISS,SARIMAX,0.8755776882171631,"108 67826.578125 +109 66786.875000 +110 68279.804688 +111 60738.519531 +112 60544.492188 +113 60544.492188 +114 60544.492188 +115 60544.492188 +116 60732.265625 +117 60544.492188 +118 59667.527344 +119 59667.527344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,ISS,Linear Regression,0.8755776882171631,"108 13820.805433 +109 12565.897739 +110 12217.317143 +111 15317.922650 +112 18521.604144 +113 16145.401018 +114 17131.061660 +115 16976.948186 +116 16182.829434 +117 16557.045956 +118 18229.998355 +119 17363.323454 +Name: y, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,ITBI,SES,0.8721020221710205,"107 53502.839844 +108 32573.216797 +109 21708.494141 +110 38719.125000 +111 15048.936523 +112 20386.427734 +113 53520.753906 +114 47321.355469 +115 58928.816406 +116 33965.761719 +117 26602.623047 +118 31965.794922 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,IRRF,XGBoost,0.7316787242889404,"107 106388.281250 +108 106388.281250 +109 106388.281250 +110 106388.281250 +111 106446.890625 +112 106446.890625 +113 106446.890625 +114 106446.890625 +115 106446.890625 +116 106446.890625 +117 105974.914062 +118 106446.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do FPM,HWES,0.9128730297088623,"108 1.246150e+06 +109 1.893925e+06 +110 1.071343e+06 +111 1.176914e+06 +112 1.253182e+06 +113 1.281173e+06 +114 1.253181e+06 +115 1.071343e+06 +116 1.071343e+06 +117 9.588874e+05 +118 1.253182e+06 +119 1.893925e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do ICMS,HWES,0.9556078910827637,"108 2079063.125 +109 2089023.375 +110 2034501.375 +111 2079805.500 +112 2080400.375 +113 2070784.125 +114 2085433.375 +115 2085671.875 +116 2085671.875 +117 2080400.375 +118 2079063.125 +119 2080400.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do IPVA,HWES,1.6502985954284668,"108 58548.226562 +109 65619.609375 +110 65023.304688 +111 65089.433594 +112 65040.167969 +113 53762.390625 +114 37033.902344 +115 37120.289062 +116 12988.992188 +117 12265.067383 +118 12122.790039 +119 58483.441406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do ITR,MLP,1.892970323562622,"108 5.793917e+04 +109 5.044234e+04 +110 5.252054e+04 +111 4.403658e+04 +112 4.083898e+04 +113 4.600893e+04 +114 5.054012e+04 +115 5.838002e+04 +116 1.961165e+05 +117 1.128649e+06 +118 1.708194e+05 +119 1.530299e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muitos Capões - RS,Transferencias LC 61_1989,AR,1.3235499858856201,"108 17502.800781 +109 18120.537109 +110 21088.841797 +111 19295.568359 +112 19328.763672 +113 19244.263672 +114 19226.882812 +115 19326.027344 +116 18924.617188 +117 18222.044922 +118 20367.892578 +119 18876.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,IPTU,SARIMAX,1.7607407569885254,"108 1.165163e+06 +109 1.165163e+06 +110 4.591431e+06 +111 4.757528e+05 +112 4.750534e+05 +113 4.757520e+05 +114 8.612202e+05 +115 2.673994e+06 +116 1.546466e+06 +117 2.666408e+06 +118 1.819344e+06 +119 2.711909e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,ISS,XGBoost,0.9323811531066895,"108 1245799.375 +109 1224918.875 +110 1245799.375 +111 1227886.375 +112 1245799.375 +113 1245799.375 +114 1245799.375 +115 1245799.375 +116 1220663.625 +117 1227886.375 +118 1224918.875 +119 1245799.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,ITBI,XGBoost,0.8948087692260742,"108 243121.046875 +109 244156.187500 +110 243121.046875 +111 243121.046875 +112 243121.046875 +113 243121.046875 +114 363325.093750 +115 363325.093750 +116 243121.046875 +117 243121.046875 +118 363325.093750 +119 243121.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,IRRF,XGBoost,0.8541436195373535,"108 582380.8125 +109 957963.8750 +110 958009.1250 +111 958001.0000 +112 958001.0000 +113 957963.8750 +114 958001.0000 +115 958001.0000 +116 958001.0000 +117 570114.3125 +118 958009.1250 +119 958009.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,Cota-Parte do FPM,HWES,0.9053049087524414,"108 3300532.50 +109 5050838.00 +110 2781125.25 +111 3025131.25 +112 3302158.75 +113 3295705.75 +114 3301866.75 +115 2640477.25 +116 2712343.50 +117 2569830.25 +118 3302158.75 +119 5050838.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,Cota-Parte do ICMS,HWES,0.6683864593505859,"108 3924769.75 +109 3706689.75 +110 3342746.50 +111 3969471.00 +112 4131651.50 +113 3707997.50 +114 3969479.75 +115 3945314.00 +116 3969471.00 +117 4043785.25 +118 3971051.25 +119 4043785.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,Cota-Parte do IPVA,SARIMAX,1.979457139968872,"106 1.666072e+06 +107 7.275081e+05 +108 6.972194e+05 +109 1.677494e+06 +110 1.725630e+06 +111 6.809057e+05 +112 7.039169e+05 +113 2.065965e+05 +114 7.448030e+04 +115 5.935866e+04 +116 5.935866e+04 +117 1.678218e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,Cota-Parte do ITR,MLP,1.591379165649414,"107 647.554539 +108 550.839168 +109 761.866419 +110 2250.154253 +111 424.146895 +112 328.380070 +113 230.335658 +114 1719.561081 +115 9264.509162 +116 15940.795802 +117 1358.816312 +118 864.728800 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela - RS,Transferencias LC 61_1989,HWES,0.6897256374359131,"108 33110.761719 +109 28552.416016 +110 30064.394531 +111 33485.242188 +112 30658.605469 +113 30423.736328 +114 30446.005859 +115 31268.005859 +116 30389.521484 +117 34135.281250 +118 30263.974609 +119 32048.318359 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,IPTU,AR,1.6741993427276611,"108 13991.277344 +109 69681.578125 +110 956904.000000 +111 69681.710938 +112 58761.121094 +113 68081.648438 +114 59900.074219 +115 58900.933594 +116 8750.472656 +117 17496.849609 +118 53991.582031 +119 38672.949219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,ISS,XGBoost,0.8803131580352783,"108 149799.109375 +109 158455.500000 +110 143215.937500 +111 143215.937500 +112 143214.312500 +113 143214.312500 +114 144300.046875 +115 142816.625000 +116 143793.765625 +117 143517.781250 +118 157877.671875 +119 157877.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,ITBI,MLP,0.8548581600189209,"108 40875.063161 +109 39315.469611 +110 42865.325584 +111 45648.621325 +112 51607.750825 +113 66393.585217 +114 42233.597357 +115 48617.720320 +116 39755.460505 +117 45884.522851 +118 46570.131779 +119 43262.408426 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,ITBI,Linear Regression,0.8548581600189209,"406015 22416.067198 +406023 7252.039481 +406032 34036.830741 +406041 55776.525460 +406050 105218.370209 +406059 231117.728243 +406068 37667.336528 +406077 89825.588382 +406086 17094.287767 +406095 66043.516705 +406104 71970.056252 +406113 44786.561646 +Name: y, dtype: float64" +Prefeitura Municipal de Condor - RS,IRRF,XGBoost,1.4947080612182617,"108 235961.750000 +109 257189.156250 +110 257189.156250 +111 257189.156250 +112 234878.921875 +113 234878.921875 +114 234878.921875 +115 234878.921875 +116 234878.921875 +117 257189.156250 +118 234878.921875 +119 245614.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,Cota-Parte do FPM,HWES,1.2955315113067627,"108 1281646.375 +109 1895047.125 +110 1056237.000 +111 1180254.500 +112 1282705.625 +113 1313633.000 +114 1310165.875 +115 1055720.875 +116 1055731.000 +117 1024269.375 +118 1282705.625 +119 1895047.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,Cota-Parte do ICMS,HWES,0.7506446838378906,"108 1767826.500 +109 1685736.000 +110 1695413.250 +111 1766679.625 +112 1767053.250 +113 1767826.500 +114 1765084.500 +115 1766055.250 +116 1766679.625 +117 1766510.875 +118 1767826.500 +119 1766510.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,Cota-Parte do IPVA,XGBoost,0.7987606525421143,"96 303325.312500 +97 310994.531250 +98 328540.875000 +99 568631.687500 +100 144363.812500 +101 159409.640625 +102 156971.218750 +103 163339.640625 +104 164673.890625 +105 157088.281250 +106 158137.390625 +107 118064.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,Cota-Parte do ITR,MLP,1.2384092807769775,"45 3.239994e+05 +46 5.039229e+05 +47 8.183170e+05 +48 1.328873e+06 +49 2.157663e+06 +50 3.504324e+06 +51 5.683404e+06 +52 9.229862e+06 +53 1.496639e+07 +54 2.436279e+07 +55 3.884965e+07 +56 6.298167e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,Transferencias LC 61_1989,XGBoost,1.9042186737060547,"108 10304.674805 +109 11531.437500 +110 14522.223633 +111 16159.176758 +112 14320.083008 +113 13643.827148 +114 12218.420898 +115 15661.014648 +116 14210.173828 +117 11258.317383 +118 14522.223633 +119 11531.986328 +Name: Valor, dtype: float64" +Prefeitura Municipal de Condor - RS,Transferencias LC 61_1989,Linear Regression,1.9042186737060547,"406020 16062.322903 +406029 8720.458396 +406038 10981.863069 +406047 12992.160094 +406056 11990.106406 +406065 13589.907477 +406074 14017.585042 +406083 11693.410734 +406092 12447.926979 +406101 20636.337525 +406110 11013.228484 +406119 14511.262891 +Name: y, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,IPTU,Prophet,1.5685653686523438,"90 346.802460 +91 1954.681885 +92 1251.669678 +93 1259.481934 +94 7010.672852 +95 66964.812500 +96 7651.368652 +97 7651.368652 +98 7057.464355 +99 3230.823486 +100 988.104614 +101 774.736328 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,IPTU,Linear Regression,1.5685653686523438,"406630 475.906158 +406639 1234.258885 +406648 1071.646460 +406657 764.903317 +406666 13826.071552 +406675 59936.440072 +406684 8665.394068 +406693 8592.752540 +406702 15424.974063 +406711 2346.316904 +406720 539.914025 +406729 118.628623 +Name: y, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,ISS,AR,2.246290683746338,"96 41826.273438 +97 28126.318359 +98 26597.931641 +99 26091.248047 +100 27687.203125 +101 31336.074219 +102 37975.011719 +103 25251.201172 +104 24844.490234 +105 25129.166016 +106 25559.638672 +107 21717.787109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,ITBI,AR,1.549358606338501,"94 41816.351562 +95 48618.964844 +96 87667.328125 +97 15704.815430 +98 19679.044922 +99 86275.773438 +100 39063.527344 +101 53206.296875 +102 16349.170898 +103 16438.648438 +104 17768.316406 +105 15321.708008 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,IRRF,SARIMAX,0.8479199409484863,"96 79437.500000 +97 86316.687500 +98 86316.687500 +99 157160.109375 +100 86316.687500 +101 86316.687500 +102 86316.687500 +103 86316.687500 +104 86316.687500 +105 86316.687500 +106 86316.687500 +107 157160.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do FPM,XGBoost,0.8637499809265137,"96 9.485335e+05 +97 1.004670e+06 +98 7.709929e+05 +99 7.810057e+05 +100 9.253698e+05 +101 9.323341e+05 +102 1.005334e+06 +103 7.869292e+05 +104 7.812819e+05 +105 7.724139e+05 +106 9.494929e+05 +107 9.756504e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do FPM,Linear Regression,0.8637499809265137,"406634 1.140220e+06 +406643 1.521870e+06 +406652 9.309978e+05 +406661 1.064421e+06 +406670 1.183275e+06 +406679 1.225675e+06 +406688 1.519654e+06 +406697 9.427584e+05 +406706 9.961069e+05 +406715 8.925842e+05 +406724 1.158096e+06 +406733 1.394715e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do ICMS,XGBoost,0.9016063213348389,"96 1.039606e+06 +97 1.069713e+06 +98 1.019480e+06 +99 1.079136e+06 +100 9.985178e+05 +101 1.036987e+06 +102 1.083984e+06 +103 1.032841e+06 +104 1.032841e+06 +105 1.157910e+06 +106 1.039620e+06 +107 1.092634e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do IPVA,XGBoost,1.342231035232544,"96 43018.328125 +97 35819.101562 +98 48630.964844 +99 45122.054688 +100 42759.878906 +101 21573.931641 +102 12355.804688 +103 4472.333984 +104 5539.717773 +105 4472.333984 +106 5358.479492 +107 43699.332031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do ITR,AR,1.871140956878662,"93 770.141052 +94 2781.897949 +95 2453.452637 +96 749.626953 +97 827.442139 +98 749.626953 +99 749.626953 +100 1015.954834 +101 4744.052246 +102 33470.265625 +103 828.142883 +104 750.336975 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do ITR,Linear Regression,1.871140956878662,"406637 674.148016 +406646 1379.325773 +406655 47.763912 +406664 429.251158 +406673 1577.831632 +406682 539.420181 +406691 386.863686 +406700 150.050690 +406709 9226.509295 +406718 32478.058509 +406727 1796.211118 +406736 540.956307 +Name: y, dtype: float64" +Prefeitura Municipal de Pinhal da Serra - RS,Transferencias LC 61_1989,SARIMAX,0.5838413238525391,"36 11000.922852 +37 10960.712891 +38 10960.712891 +39 10960.701172 +40 10960.712891 +41 10960.813477 +42 10961.260742 +43 10960.709961 +44 10960.698242 +45 11021.196289 +46 10960.712891 +47 10961.257812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,IPTU,SES,1.5074808597564697,"96 5129.512695 +97 5129.512695 +98 5659.788574 +99 9696.218750 +100 5445.730957 +101 12161.408203 +102 3713.023438 +103 3778.468262 +104 3718.922852 +105 5510.176270 +106 5478.836426 +107 3880.890381 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,IPTU,Linear Regression,1.5074808597564697,"373133 3213.803893 +373142 2940.261392 +373151 3032.083216 +373159 13182.130510 +373167 43538.737923 +373175 10152.300775 +373183 4476.724542 +373191 5368.872512 +373200 4448.440856 +373209 2582.649040 +373216 2210.514258 +373225 4771.149297 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,ISS,SARIMAX,1.229191780090332,"96 7713.601074 +97 7679.080566 +98 7759.722168 +99 13595.965820 +100 12220.422852 +101 11437.485352 +102 8913.668945 +103 10255.002930 +104 8680.937500 +105 7622.249023 +106 11770.098633 +107 10437.373047 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,ISS,Linear Regression,1.229191780090332,"96 3709.665336 +97 4473.524850 +98 4344.110017 +99 5666.348455 +100 4529.980507 +101 4468.568561 +102 4116.394414 +103 4443.235631 +104 5393.113627 +105 4501.631805 +106 6297.482480 +107 5569.652525 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,ITBI,XGBoost,1.6716880798339844,"96 17742.484375 +97 21867.566406 +98 9083.422852 +99 8197.312500 +100 17859.511719 +101 9102.359375 +102 7659.533691 +103 10989.056641 +104 7673.198730 +105 17859.679688 +106 9528.025391 +107 9528.025391 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,IRRF,XGBoost,1.5012366771697998,"96 65286.796875 +97 65286.796875 +98 65286.796875 +99 65286.796875 +100 65286.796875 +101 65286.796875 +102 65286.796875 +103 65286.796875 +104 65286.796875 +105 65286.796875 +106 65286.796875 +107 65286.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do FPM,SARIMAX,0.7798287868499756,"96 1.811506e+06 +97 1.809115e+06 +98 1.024515e+06 +99 1.811506e+06 +100 1.809127e+06 +101 1.809127e+06 +102 1.809115e+06 +103 1.808883e+06 +104 1.694976e+06 +105 1.016133e+06 +106 1.809127e+06 +107 1.809115e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do ICMS,XGBoost,0.7753183841705322,"96 229879.203125 +97 312211.468750 +98 311724.468750 +99 312214.906250 +100 292673.281250 +101 312214.906250 +102 312214.906250 +103 291037.968750 +104 291038.187500 +105 287172.906250 +106 290430.250000 +107 291315.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do IPVA,AR,1.3999450206756592,"95 54680.843750 +96 54680.843750 +97 68420.406250 +98 66091.976562 +99 47052.445312 +100 43912.796875 +101 68601.992188 +102 68329.867188 +103 70014.117188 +104 69805.398438 +105 69884.734375 +106 54680.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do ITR,SARIMAX,0.9104821681976318,"90 64.362732 +91 65.538589 +92 2705.581543 +93 2705.496338 +94 64.362732 +95 68.863068 +96 65.538589 +97 68.863068 +98 65.538589 +99 2914.510010 +100 2705.496338 +101 68.863068 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,IPTU,MLP,1.7717492580413818,"108 19651.728493 +109 107542.065420 +110 213934.541372 +111 45510.457833 +112 28934.840930 +113 16241.128876 +114 16274.814275 +115 14255.375774 +116 8935.989533 +117 12222.777231 +118 19760.356748 +119 26668.952412 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,ISS,SARIMAX,1.1942222118377686,"108 64000.574219 +109 62947.578125 +110 64075.187500 +111 62993.718750 +112 64000.574219 +113 63478.003906 +114 64075.187500 +115 64075.187500 +116 61333.578125 +117 61333.578125 +118 64075.187500 +119 61333.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,ITBI,XGBoost,1.6098051071166992,"106 4674.969238 +107 8610.463867 +108 8838.179688 +109 8151.044922 +110 9492.632812 +111 1732.266724 +112 5706.975586 +113 6284.169434 +114 5061.503906 +115 5001.280762 +116 3538.970215 +117 3041.556396 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,ITBI,Linear Regression,1.6098051071166992,"388986 16122.255623 +388995 12376.204052 +389004 7460.544438 +389013 14338.909151 +389022 18230.186708 +389031 7887.090519 +389040 5375.208041 +389048 8917.224765 +389057 3804.949957 +389066 3920.195177 +389075 3962.183919 +389084 4601.325984 +Name: y, dtype: float64" +Prefeitura Municipal de Progresso - RS,IRRF,SARIMAX,0.8500535488128662,"108 67811.601562 +109 67811.601562 +110 67815.203125 +111 69852.460938 +112 67815.218750 +113 114959.515625 +114 67811.601562 +115 67811.601562 +116 69852.460938 +117 69852.460938 +118 114959.515625 +119 114959.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,Cota-Parte do FPM,HWES,0.9018895626068115,"108 1.229136e+06 +109 1.893894e+06 +110 1.075232e+06 +111 1.144346e+06 +112 1.229255e+06 +113 1.254082e+06 +114 1.229458e+06 +115 1.075232e+06 +116 1.076426e+06 +117 9.360541e+05 +118 1.229255e+06 +119 1.893894e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,Cota-Parte do ICMS,HWES,0.9636976718902588,"108 691762.5000 +109 645321.1875 +110 639657.5000 +111 710088.3125 +112 785870.0625 +113 705707.5000 +114 710088.3125 +115 761545.5625 +116 761399.1250 +117 751521.2500 +118 705810.0000 +119 751521.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,Cota-Parte do IPVA,AR,1.4569041728973389,"108 185839.625000 +109 42681.398438 +110 76015.609375 +111 105980.109375 +112 76015.609375 +113 26362.738281 +114 18955.871094 +115 5873.608887 +116 5879.040527 +117 5747.468262 +118 13394.811523 +119 185839.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,Cota-Parte do IPVA,Linear Regression,1.4569041728973389,"388990 200711.333370 +388999 47328.206243 +389008 83356.918045 +389017 115290.250257 +389026 86100.318859 +389035 29752.330676 +389044 13236.791789 +389052 10879.945792 +389061 11747.059170 +389070 2801.943493 +389079 5539.132940 +389088 207196.877422 +Name: y, dtype: float64" +Prefeitura Municipal de Progresso - RS,Cota-Parte do ITR,XGBoost,1.1716086864471436,"102 301.193970 +103 27.273975 +104 -15.194342 +105 -4.939834 +106 4.896579 +107 -4.431876 +108 42.552666 +109 -5.696738 +110 890.751831 +111 1453.667847 +112 31.974401 +113 -26.446377 +Name: Valor, dtype: float64" +Prefeitura Municipal de Progresso - RS,Cota-Parte do ITR,Linear Regression,1.1716086864471436,"337727 331.063789 +388991 134.526320 +389000 20.031563 +389009 52.082064 +389018 47.336546 +389027 32.160013 +389036 90.301739 +389053 159.495048 +389062 1308.813970 +389071 1989.020148 +389080 100.340336 +389089 21.911519 +Name: y, dtype: float64" +Prefeitura Municipal de Progresso - RS,Transferencias LC 61_1989,HWES,1.0905842781066895,"108 5924.358398 +109 5399.186523 +110 6043.230957 +111 6046.851074 +112 6114.113281 +113 6004.208496 +114 6223.147461 +115 5686.947266 +116 7264.631348 +117 6025.250977 +118 6029.612305 +119 6780.326172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,IPTU,AR,1.256734848022461,"100 43802.367188 +101 39539.554688 +102 294310.156250 +103 888211.312500 +104 231415.984375 +105 241790.546875 +106 241759.312500 +107 242675.750000 +108 46607.257812 +109 38037.601562 +110 36875.109375 +111 44913.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,ISS,SES,0.8150010108947754,"100 111256.460938 +101 111335.250000 +102 112998.367188 +103 112764.070312 +104 114567.312500 +105 111970.234375 +106 111255.828125 +107 111255.828125 +108 112997.625000 +109 109883.640625 +110 114567.312500 +111 109883.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,ITBI,MLP,1.2799022197723389,"100 46182.792836 +101 50639.175125 +102 63360.621896 +103 49132.006805 +104 56337.241190 +105 51087.926197 +106 56687.453441 +107 59403.255193 +108 62350.250132 +109 52483.315423 +110 53063.495148 +111 47097.544062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,ITBI,Linear Regression,1.2799022197723389,"392202 13675.002722 +392211 38501.482054 +392220 113926.891101 +392229 31218.460129 +392238 73288.814379 +392247 42592.434901 +392256 75542.765530 +392265 92668.361302 +392274 111944.999811 +392283 55319.170398 +392292 58801.396121 +392301 23218.780441 +Name: y, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,IRRF,XGBoost,1.7500643730163574,"100 192381.187500 +101 145582.546875 +102 145580.812500 +103 145582.546875 +104 145326.062500 +105 145580.812500 +106 145580.812500 +107 145580.812500 +108 145326.062500 +109 145582.546875 +110 145580.812500 +111 192381.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,Cota-Parte do FPM,SARIMAX,0.7937815189361572,"100 1699410.625 +101 1893768.625 +102 1699410.625 +103 1739085.875 +104 1783281.750 +105 1783346.250 +106 1893768.625 +107 1699410.625 +108 1699410.625 +109 1699382.500 +110 1783281.750 +111 1893769.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,Cota-Parte do ICMS,SARIMAX,0.7606110572814941,"100 1170820.750 +101 1188857.750 +102 1170162.250 +103 1184911.875 +104 1175807.500 +105 1184101.500 +106 1184911.875 +107 1239625.750 +108 1251285.250 +109 1184911.875 +110 1175807.500 +111 1175807.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,Cota-Parte do IPVA,AR,1.2241761684417725,"100 341517.062500 +101 254628.125000 +102 143196.750000 +103 282006.125000 +104 143207.718750 +105 119178.257812 +106 85682.859375 +107 85682.859375 +108 66273.414062 +109 89305.835938 +110 67880.343750 +111 461631.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tuparendi - RS,Cota-Parte do ITR,MLP,1.8856055736541748,"98 1145.193410 +99 1289.526712 +100 1267.567144 +101 1441.595246 +102 1472.214162 +103 1655.565463 +104 1695.648260 +105 2051.646141 +106 12516.531939 +107 12973.192291 +108 2148.471740 +109 1912.869348 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,IPTU,XGBoost,1.632042646408081,"105 -2855.486328 +106 -4674.990234 +107 37731.011719 +108 153003.390625 +109 174211.843750 +110 156042.078125 +111 52092.207031 +112 52092.207031 +113 22632.958984 +114 32203.716797 +115 23421.722656 +116 29069.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,ISS,XGBoost,1.3025236129760742,"108 77689.093750 +109 93874.992188 +110 83679.773438 +111 83798.789062 +112 83976.648438 +113 83901.351562 +114 82971.039062 +115 90666.820312 +116 91623.734375 +117 91623.734375 +118 92485.070312 +119 90666.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,ITBI,XGBoost,1.8531019687652588,"108 20638.132812 +109 23014.730469 +110 20594.246094 +111 24542.814453 +112 13512.715820 +113 19437.990234 +114 17610.285156 +115 13670.698242 +116 19809.583984 +117 13442.466797 +118 12555.505859 +119 33346.355469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,ITBI,Linear Regression,1.8531019687652588,"408629 19414.028976 +408638 12657.910974 +408647 45469.370978 +408655 13721.611788 +408664 21847.547277 +408673 13694.672802 +408682 18873.034280 +408690 60867.261146 +408699 59760.592650 +408708 27973.457643 +408717 26771.933985 +408726 31198.937223 +Name: y, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,IRRF,XGBoost,0.7356681823730469,"108 119614.078125 +109 114960.156250 +110 113269.273438 +111 124255.882812 +112 113239.765625 +113 113269.273438 +114 113269.273438 +115 124255.882812 +116 124255.882812 +117 113269.273438 +118 124255.882812 +119 124255.882812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,Cota-Parte do FPM,HWES,0.877995491027832,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,Cota-Parte do ICMS,HWES,0.7984542846679688,"108 1216769.750 +109 1147294.625 +110 1148861.125 +111 1228944.500 +112 1184835.375 +113 1222586.375 +114 1214669.500 +115 1228944.500 +116 1228944.500 +117 1184909.250 +118 1222586.375 +119 1184909.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,Cota-Parte do IPVA,XGBoost,1.22780179977417,"108 331233.406250 +109 99862.882812 +110 97906.335938 +111 190613.203125 +112 197757.312500 +113 78918.882812 +114 48899.234375 +115 41938.734375 +116 48899.234375 +117 33319.992188 +118 33089.324219 +119 326020.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,Cota-Parte do ITR,XGBoost,3.1466128826141357,"96 8962.821289 +97 9885.074219 +98 9881.342773 +99 9884.592773 +100 9879.497070 +101 9879.497070 +102 9889.915039 +103 9873.703125 +104 9853.008789 +105 9853.008789 +106 9873.703125 +107 9853.008789 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Maria - RS,Transferencias LC 61_1989,HWES,1.1136376857757568,"108 9976.775391 +109 9442.917969 +110 9788.836914 +111 9906.935547 +112 10088.323242 +113 9699.032227 +114 10828.414062 +115 10263.932617 +116 10259.771484 +117 11051.336914 +118 10160.556641 +119 10906.463867 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,IPTU,SARIMAX,1.2821717262268066,"102 2026.472168 +103 2232.426514 +104 3724.471924 +105 111245.335938 +106 8919.544922 +107 9641.530273 +108 9641.530273 +109 5057.425781 +110 2393.120361 +111 6132.840820 +112 2897.301270 +113 2266.015381 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,ISS,XGBoost,2.713566780090332,"108 12928.219727 +109 22633.167969 +110 11090.564453 +111 23126.957031 +112 16363.704102 +113 21753.880859 +114 21292.033203 +115 13595.575195 +116 11145.066406 +117 18067.384766 +118 21460.464844 +119 13698.823242 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,ITBI,XGBoost,1.4616079330444336,"106 1599.857666 +107 -1341.242554 +108 -2491.149414 +109 12990.783203 +110 12315.671875 +111 34573.324219 +112 8906.800781 +113 3328.349854 +114 1852.962158 +115 48.068462 +116 -4642.559570 +117 7500.644531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,ITBI,Linear Regression,1.4616079330444336,"398964 1513.555601 +398973 12029.757217 +398981 34007.094834 +398989 4987.520311 +398998 6882.716795 +399006 830.033892 +399015 3961.191231 +399023 858.912533 +399032 2038.551822 +399041 9393.385529 +399050 276979.706375 +399059 -1802.333361 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,IRRF,SARIMAX,0.8145685195922852,"108 67775.804688 +109 66741.015625 +110 68953.132812 +111 66741.015625 +112 66741.015625 +113 152773.515625 +114 66741.015625 +115 152773.515625 +116 152773.515625 +117 152773.515625 +118 152773.515625 +119 152773.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do FPM,HWES,0.8584539890289307,"108 1.307723e+06 +109 1.894181e+06 +110 1.018756e+06 +111 1.160522e+06 +112 1.309955e+06 +113 1.301468e+06 +114 1.309467e+06 +115 1.018756e+06 +116 1.018756e+06 +117 9.938456e+05 +118 1.309955e+06 +119 1.894181e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do ICMS,SARIMAX,0.9955480098724365,"108 1.027654e+06 +109 8.867151e+05 +110 1.012002e+06 +111 1.027857e+06 +112 1.025839e+06 +113 1.027654e+06 +114 1.027720e+06 +115 1.025839e+06 +116 1.025839e+06 +117 1.027857e+06 +118 1.025839e+06 +119 1.025839e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do IPVA,HWES,1.295078992843628,"108 71789.523438 +109 40278.601562 +110 71256.312500 +111 72074.796875 +112 37319.550781 +113 10620.441406 +114 6386.888672 +115 10620.441406 +116 12605.586914 +117 12605.586914 +118 12856.409180 +119 75721.914062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do IPVA,Linear Regression,1.295078992843628,"398968 139162.263876 +398977 38230.232778 +398985 68954.773317 +398993 112045.316762 +399002 56670.018374 +399010 13201.752761 +399019 10510.249617 +399027 11178.372461 +399036 3751.868771 +399045 3638.659164 +399054 4319.080318 +399063 83527.886524 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do ITR,MLP,1.6756999492645264,"86 29893.842063 +87 31233.291553 +88 27634.064398 +89 33846.985702 +90 41423.433112 +91 50581.653648 +92 61973.191505 +93 75898.094151 +94 91877.131021 +95 105272.424250 +96 115779.223115 +97 141494.954912 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Ramada - RS,Transferencias LC 61_1989,HWES,0.9794602394104004,"108 8099.566895 +109 8613.097656 +110 8947.190430 +111 8680.875977 +112 9618.452148 +113 8486.070312 +114 8493.193359 +115 9229.795898 +116 9212.354492 +117 8518.035156 +118 8486.070312 +119 8484.864258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,IPTU,SARIMAX,2.05000376701355,"105 2121.362549 +106 1814.181396 +107 4954.106445 +108 264444.531250 +109 26492.839844 +110 5889.299316 +111 5204.917969 +112 1911.247192 +113 266.894806 +114 -2234.819580 +115 -1456.750854 +116 -146.583862 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,IPTU,Linear Regression,2.05000376701355,"105 1663.726685 +106 1340.112760 +107 7412.284012 +108 91672.079551 +109 8789.590836 +110 4214.108736 +111 4820.776312 +112 3640.286614 +113 1552.417579 +114 1686.323210 +115 1403.887530 +116 2515.950831 +Name: y, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,ISS,XGBoost,0.9585750102996826,"108 179816.734375 +109 179825.656250 +110 179825.656250 +111 179825.656250 +112 179825.656250 +113 179816.734375 +114 179816.734375 +115 179825.656250 +116 179825.656250 +117 179825.656250 +118 179825.656250 +119 179825.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,ITBI,HWES,1.3843703269958496,"108 24133.632812 +109 23982.550781 +110 23050.707031 +111 14046.621094 +112 15495.765625 +113 21553.539062 +114 15046.117188 +115 19748.300781 +116 23347.154297 +117 16916.617188 +118 15185.880859 +119 9954.167969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,ITBI,Linear Regression,1.3843703269958496,"400647 51510.663938 +400656 40148.719529 +400665 29669.951471 +400674 25254.069716 +400683 27879.729138 +400692 56319.726258 +400701 26853.335000 +400709 90198.562044 +400718 39337.152072 +400727 45256.820587 +400736 53445.607845 +400745 19851.083235 +Name: y, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,IRRF,HWES,0.9305019378662109,"108 157590.781250 +109 155855.796875 +110 155855.796875 +111 155855.796875 +112 155855.796875 +113 155855.796875 +114 155855.796875 +115 155855.796875 +116 155855.796875 +117 155855.796875 +118 155855.796875 +119 156057.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,Cota-Parte do FPM,HWES,0.8914186954498291,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ICMS,HWES,1.1011114120483398,"108 1.164871e+06 +109 9.350333e+05 +110 9.350346e+05 +111 1.168522e+06 +112 1.149225e+06 +113 1.144281e+06 +114 1.168475e+06 +115 1.149225e+06 +116 1.149225e+06 +117 1.226144e+06 +118 1.162913e+06 +119 1.226144e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,Cota-Parte do IPVA,XGBoost,1.3136036396026611,"106 245137.234375 +107 84678.179688 +108 85141.109375 +109 116300.898438 +110 82459.367188 +111 35754.644531 +112 35728.132812 +113 32430.501953 +114 31000.748047 +115 31000.748047 +116 32433.884766 +117 229021.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ITR,XGBoost,1.362894058227539,"91 276.882935 +92 843.475037 +93 1724.522461 +94 2430.077881 +95 1146.370239 +96 1186.745728 +97 1108.867676 +98 -0.942100 +99 193.782303 +100 922.259644 +101 -354.386383 +102 -336.462128 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ITR,Linear Regression,1.362894058227539,"359294 25.067046 +400652 238.770360 +400661 42.283766 +400670 164.815306 +400679 175.739305 +400688 20.830362 +400697 71.670567 +400714 336.432152 +400723 4013.562156 +400732 12824.857177 +400741 73.643533 +400750 208.812437 +Name: y, dtype: float64" +Prefeitura Municipal de Vila Flores - RS,Transferencias LC 61_1989,AR,1.1256248950958252,"84 9276.047852 +85 8907.703125 +86 8532.247070 +87 9031.645508 +88 10293.037109 +89 10515.662109 +90 9767.750000 +91 9144.205078 +92 9949.998047 +93 9405.581055 +94 8618.964844 +95 9707.776367 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,IPTU,AR,0.9980876445770264,"108 1.123746e+06 +109 1.290244e+06 +110 2.490160e+06 +111 1.976842e+06 +112 2.303783e+06 +113 2.308799e+06 +114 2.517217e+06 +115 1.643091e+06 +116 1.664136e+06 +117 1.661614e+06 +118 9.375261e+05 +119 7.571581e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,IPTU,Linear Regression,0.9980876445770264,"411034 1.658186e+06 +411043 5.291743e+06 +411052 5.320221e+06 +411061 1.382194e+06 +411070 1.410471e+06 +411079 1.340200e+06 +411088 1.177666e+06 +411097 1.346799e+06 +411106 1.233347e+06 +411115 1.224841e+06 +411124 9.009295e+05 +411133 6.720826e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,ISS,XGBoost,1.1751258373260498,"108 1946006.625 +109 1991379.125 +110 1946006.625 +111 2013930.375 +112 2013930.375 +113 2013930.375 +114 2013930.375 +115 2013930.375 +116 1991379.125 +117 2013930.375 +118 1946006.625 +119 2013930.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,ITBI,SES,1.046417474746704,"108 526295.18750 +109 478400.28125 +110 341346.75000 +111 338345.31250 +112 519074.12500 +113 497358.37500 +114 338345.31250 +115 519074.12500 +116 478400.28125 +117 361965.00000 +118 475891.50000 +119 362720.96875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,IRRF,SARIMAX,3.1030640602111816,"108 1171040.750 +109 1280314.125 +110 1312909.250 +111 1312909.250 +112 1312909.250 +113 1312909.250 +114 1312909.250 +115 1280314.125 +116 1280314.125 +117 1312909.250 +118 1312909.250 +119 2098708.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do FPM,HWES,3.023911237716675,"108 5542221.50 +109 6726886.00 +110 4520990.00 +111 4911709.50 +112 5229829.50 +113 5542221.50 +114 6726886.00 +115 4520990.00 +116 4501819.00 +117 4152109.75 +118 5229829.50 +119 8206331.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do ICMS,AR,0.7428543567657471,"108 6978277.5 +109 5846041.5 +110 6195888.0 +111 6111490.0 +112 6109964.0 +113 6106529.0 +114 6215950.0 +115 6387669.0 +116 6225218.0 +117 6261714.5 +118 6140320.0 +119 6261714.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do IPVA,AR,1.4110567569732666,"108 2.532968e+06 +109 9.159789e+05 +110 1.359842e+06 +111 2.532971e+06 +112 2.512997e+06 +113 4.449039e+05 +114 4.498607e+05 +115 2.844304e+05 +116 1.384759e+05 +117 7.073783e+04 +118 9.364224e+04 +119 2.504357e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do ITR,XGBoost,1.736786127090454,"108 2918.118164 +109 2840.657959 +110 2782.583008 +111 3177.654053 +112 2675.957031 +113 2705.317871 +114 2874.909180 +115 5198.122070 +116 40602.238281 +117 40992.195312 +118 3376.849854 +119 4795.149902 +Name: Valor, dtype: float64" +Prefeitura Municipal de Venâncio Aires - RS,Transferencias LC 61_1989,SES,0.7774536609649658,"108 75424.453125 +109 54426.906250 +110 56898.605469 +111 48892.347656 +112 55075.136719 +113 56974.480469 +114 54607.277344 +115 56787.101562 +116 56727.792969 +117 41727.222656 +118 54959.687500 +119 55790.394531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,IPTU,AR,1.4999253749847412,"108 2.956910e+05 +109 8.703004e+04 +110 2.281508e+05 +111 2.281508e+05 +112 2.472362e+06 +113 3.065635e+06 +114 2.472362e+06 +115 2.472362e+06 +116 2.472362e+06 +117 6.177992e+05 +118 2.281508e+05 +119 2.768213e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,ISS,XGBoost,0.9062273502349854,"108 1.042940e+06 +109 1.044925e+06 +110 1.041916e+06 +111 1.041916e+06 +112 1.041916e+06 +113 1.042940e+06 +114 1.042934e+06 +115 1.042940e+06 +116 1.042940e+06 +117 1.042940e+06 +118 1.042940e+06 +119 1.042940e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,ITBI,XGBoost,2.0874152183532715,"108 259103.765625 +109 233057.875000 +110 255415.984375 +111 209157.687500 +112 235302.140625 +113 226397.750000 +114 244773.734375 +115 202984.281250 +116 229184.593750 +117 255023.187500 +118 208052.625000 +119 225218.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,IRRF,MLP,0.8817539215087891,"108 467894.890619 +109 461260.771614 +110 479001.332131 +111 472381.672710 +112 494832.149693 +113 470134.505182 +114 467352.071526 +115 472425.678100 +116 472157.653717 +117 476522.244291 +118 485677.219443 +119 633511.522487 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,IRRF,Linear Regression,0.8817539215087891,"426703 433447.297505 +426712 415005.993967 +426721 458705.482324 +426730 441255.624433 +426739 498134.535398 +426748 435596.863081 +426757 427098.295436 +426765 438500.191547 +426774 436538.044955 +426783 446425.103310 +426792 469052.584940 +426801 850639.039216 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,Cota-Parte do FPM,HWES,0.9521563053131104,"108 2865598.00 +109 4419026.50 +110 2425803.50 +111 2672868.75 +112 2868775.75 +113 2913538.00 +114 2868775.75 +115 2425803.50 +116 2425805.25 +117 2306707.50 +118 2868775.75 +119 4419026.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,Cota-Parte do ICMS,HWES,0.7895791530609131,"108 2323849.250 +109 2111931.750 +110 1960787.750 +111 2061022.875 +112 2632738.500 +113 2092393.875 +114 1971512.500 +115 2138180.250 +116 2138180.250 +117 2537165.250 +118 2375592.250 +119 2555929.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,Cota-Parte do ICMS,Linear Regression,0.7895791530609131,"426705 2.412345e+06 +426714 1.978799e+06 +426723 2.098170e+06 +426732 2.606609e+06 +426741 2.992934e+06 +426750 2.374637e+06 +426759 2.549515e+06 +426767 2.715961e+06 +426776 2.694232e+06 +426785 3.197442e+06 +426794 2.419867e+06 +426803 3.290789e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,Cota-Parte do IPVA,XGBoost,1.532796859741211,"108 1.258978e+06 +109 4.918936e+05 +110 4.478342e+05 +111 1.583802e+06 +112 9.565926e+05 +113 3.427864e+05 +114 2.342958e+05 +115 1.264798e+05 +116 1.209591e+05 +117 1.208797e+05 +118 1.009478e+05 +119 1.258978e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,Cota-Parte do IPVA,Linear Regression,1.532796859741211,"426706 1.915439e+06 +426715 4.677550e+05 +426724 6.030411e+05 +426733 1.151992e+06 +426742 7.063372e+05 +426751 2.948337e+05 +426760 1.953152e+05 +426768 1.244882e+05 +426777 8.644454e+04 +426786 8.180541e+04 +426795 5.377603e+04 +426804 1.692034e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,Cota-Parte do ITR,AR,1.8844547271728516,"103 289.028778 +104 397.449738 +105 387.349976 +106 -43.653828 +107 1368.858887 +108 -37.939571 +109 3810.387939 +110 3128.212646 +111 21294.431641 +112 22149.408203 +113 10727.621094 +114 10732.299805 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Prata - RS,Transferencias LC 61_1989,XGBoost,1.428755521774292,"84 19347.978516 +85 20628.822266 +86 23097.507812 +87 24650.814453 +88 24522.277344 +89 23086.416016 +90 23456.843750 +91 23445.111328 +92 23445.328125 +93 22388.957031 +94 23259.423828 +95 23402.550781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,IPTU,MLP,2.762511730194092,"108 1.068982e+06 +109 1.435417e+06 +110 1.865829e+06 +111 2.092584e+06 +112 3.305752e+06 +113 1.933807e+07 +114 4.130017e+06 +115 4.071928e+06 +116 3.815492e+06 +117 4.031309e+06 +118 3.708318e+06 +119 1.441382e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,ISS,MLP,0.9871997833251953,"108 5.248923e+06 +109 4.908558e+06 +110 5.279294e+06 +111 5.440424e+06 +112 5.272597e+06 +113 5.505314e+06 +114 5.570879e+06 +115 5.739573e+06 +116 5.667529e+06 +117 5.719601e+06 +118 5.644081e+06 +119 5.903877e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,ITBI,MLP,0.7752935886383057,"108 1.226229e+06 +109 1.140602e+06 +110 1.211501e+06 +111 1.179095e+06 +112 1.479665e+06 +113 1.233552e+06 +114 1.323196e+06 +115 1.335783e+06 +116 1.251373e+06 +117 1.243587e+06 +118 1.251527e+06 +119 1.289131e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,IRRF,SARIMAX,1.4444150924682617,"108 3355173.75 +109 3355158.50 +110 3355158.50 +111 3355158.50 +112 3355158.50 +113 3355158.50 +114 3355158.50 +115 3355158.50 +116 3355158.50 +117 3355158.50 +118 3355173.75 +119 3355158.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,Cota-Parte do FPM,HWES,0.8962419033050537,"108 6603350.5 +109 10100099.0 +110 5728900.5 +111 6107584.5 +112 6619645.0 +113 6819106.5 +114 6618099.0 +115 5728900.5 +116 5728869.5 +117 4997500.0 +118 6619645.0 +119 10100099.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,Cota-Parte do ICMS,HWES,2.1000146865844727,"108 9097212.0 +109 7688555.0 +110 8691577.0 +111 9327857.0 +112 9786567.0 +113 8858988.0 +114 9327754.0 +115 9466219.0 +116 9466219.0 +117 9478309.0 +118 9100024.0 +119 9478489.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,Cota-Parte do IPVA,AR,1.1275603771209717,"108 5.909415e+06 +109 2.197512e+06 +110 2.551964e+06 +111 4.705058e+06 +112 3.411103e+06 +113 2.204505e+06 +114 1.274639e+06 +115 6.675821e+05 +116 5.921020e+05 +117 4.320365e+05 +118 3.174104e+05 +119 5.909415e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,Cota-Parte do IPVA,Linear Regression,1.1275603771209717,"403792 7.450586e+06 +403801 2.240177e+06 +403810 2.638541e+06 +403819 4.588855e+06 +403828 3.568070e+06 +403837 1.561844e+06 +403846 1.068945e+06 +403855 6.686009e+05 +403864 6.085125e+05 +403873 3.874242e+05 +403882 2.501783e+05 +403891 6.049007e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Erechim - RS,Cota-Parte do ITR,MLP,1.9653139114379883,"107 3938.534228 +108 4691.986219 +109 4406.534800 +110 5525.128937 +111 5683.874811 +112 5587.468105 +113 6010.193987 +114 7089.884569 +115 37492.740679 +116 80970.095785 +117 9027.424557 +118 10985.584936 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erechim - RS,Transferencias LC 61_1989,HWES,0.7316842079162598,"108 55801.101562 +109 66621.500000 +110 77974.859375 +111 78159.265625 +112 72436.625000 +113 96017.890625 +114 84153.882812 +115 83148.148438 +116 78991.367188 +117 81744.671875 +118 83141.101562 +119 80381.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,IPTU,SES,1.52288818359375,"102 11529.342773 +103 56715.878906 +104 25362.763672 +105 5590.633301 +106 39159.855469 +107 3910.514648 +108 -1011.697571 +109 -801.598633 +110 -5837.446289 +111 -5448.663086 +112 -5448.663086 +113 -5839.332031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,IPTU,Linear Regression,1.52288818359375,"406523 1765.626856 +406532 583.127441 +406541 1283.552779 +406550 40396.424335 +406559 207126.130744 +406568 45378.713864 +406577 44850.435730 +406586 46016.007532 +406595 2969.536605 +406604 4804.197381 +406613 4137.616596 +406622 3966.696803 +Name: y, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,ISS,XGBoost,1.4656810760498047,"108 27451.462891 +109 27161.626953 +110 27006.382812 +111 27006.845703 +112 27262.384766 +113 27006.845703 +114 27006.880859 +115 27006.880859 +116 27006.880859 +117 25159.212891 +118 27006.417969 +119 26730.673828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,ISS,Linear Regression,1.4656810760498047,"406524 27610.888122 +406533 21896.992532 +406542 32921.798445 +406551 38319.208885 +406560 28776.151520 +406569 42975.385648 +406578 44316.546624 +406587 38935.049463 +406596 39172.731259 +406605 24820.601373 +406614 33586.462599 +406623 62401.849918 +Name: y, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,ITBI,XGBoost,1.0838966369628906,"102 7480.106445 +103 9939.293945 +104 5363.955078 +105 10073.927734 +106 14200.164062 +107 9170.032227 +108 8634.331055 +109 11270.473633 +110 11170.062500 +111 11265.021484 +112 10323.239258 +113 10126.363281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,ITBI,Linear Regression,1.0838966369628906,"356952 9523.678689 +406525 3506.342510 +406534 14567.235688 +406543 24408.713427 +406552 6786.469375 +406561 34499.345079 +406570 4019.750229 +406579 11838.860095 +406588 10632.135354 +406597 9510.863573 +406606 11175.052904 +406615 13111.809466 +Name: y, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,IRRF,SARIMAX,1.4166808128356934,"108 100681.281250 +109 57546.500000 +110 100229.382812 +111 100681.281250 +112 100681.281250 +113 100351.562500 +114 100160.140625 +115 100681.281250 +116 102065.023438 +117 100681.281250 +118 102065.304688 +119 102065.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do FPM,HWES,0.8680143356323242,"108 1.192684e+06 +109 1.874507e+06 +110 1.028684e+06 +111 1.207093e+06 +112 1.232941e+06 +113 1.234460e+06 +114 1.244554e+06 +115 1.028684e+06 +116 1.069383e+06 +117 1.028688e+06 +118 1.232941e+06 +119 1.875386e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do ICMS,HWES,0.7605314254760742,"108 775083.4375 +109 727849.7500 +110 705663.1875 +111 776171.0000 +112 804479.8125 +113 775083.4375 +114 775165.2500 +115 776171.0000 +116 776171.0000 +117 804479.8125 +118 775083.4375 +119 804479.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do IPVA,AR,1.2762868404388428,"108 151249.328125 +109 53427.984375 +110 48802.074219 +111 128945.289062 +112 70738.382812 +113 16452.806641 +114 13039.919922 +115 10575.196289 +116 12742.059570 +117 10740.093750 +118 10740.100586 +119 208659.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do ITR,XGBoost,2.955937385559082,"96 447.196991 +97 1473.334717 +98 -341.593903 +99 1752.001099 +100 1.779083 +101 -354.149292 +102 -433.073273 +103 -1614.483643 +104 1967.717407 +105 6814.375000 +106 -1334.711182 +107 -1218.417969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do ITR,Linear Regression,2.955937385559082,"406530 160.707732 +406539 112.231493 +406548 94.464962 +406557 34.582549 +406566 0.131454 +406575 115.386392 +406584 214.674710 +406593 403.998995 +406602 4758.558686 +406611 9269.204990 +406620 298.461551 +406628 60.125098 +Name: y, dtype: float64" +Prefeitura Municipal de Fagundes Varela - RS,Transferencias LC 61_1989,MLP,1.5152082443237305,"96 6228.137572 +97 6148.079567 +98 6315.510028 +99 6417.876904 +100 6458.541590 +101 6537.057335 +102 6566.392794 +103 6582.925514 +104 6680.989853 +105 6761.442229 +106 6564.355995 +107 6684.719525 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,IPTU,XGBoost,1.7916476726531982,"105 3514.513428 +106 1893.889038 +107 4977.687988 +108 6264.776855 +109 8267.782227 +110 4165.310547 +111 1230.274292 +112 352.896210 +113 23.881834 +114 -486.100067 +115 628.728088 +116 -66.806740 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,IPTU,Linear Regression,1.7916476726531982,"400432 3094.004068 +400441 428.710218 +400450 75218.723305 +400458 4962.522375 +400466 6381.951595 +400475 3682.784021 +400484 2160.979667 +400493 2558.078051 +400502 565.133908 +400511 302.098980 +400519 1981.241318 +400528 1000.717214 +Name: y, dtype: float64" +Prefeitura Municipal de Rolador - RS,ISS,SES,1.290309190750122,"108 19634.703125 +109 7385.895996 +110 16082.596680 +111 21677.890625 +112 24882.169922 +113 20632.826172 +114 38472.660156 +115 34977.179688 +116 38889.062500 +117 35619.148438 +118 34123.515625 +119 33611.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,ISS,Linear Regression,1.290309190750122,"400433 37580.089325 +400442 16327.487994 +400451 43653.784120 +400459 47270.577794 +400467 33162.241278 +400476 47704.806046 +400485 30775.095325 +400494 69096.164331 +400503 40380.616446 +400512 24028.163552 +400520 20896.704449 +400529 15440.795450 +Name: y, dtype: float64" +Prefeitura Municipal de Rolador - RS,ITBI,SES,1.3807923793792725,"105 169.099869 +106 2940.791748 +107 5090.049805 +108 1376.276489 +109 6011.663086 +110 4837.034180 +111 2096.057861 +112 3420.085938 +113 -185.734528 +114 -740.095032 +115 -211.883606 +116 -959.604004 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,ITBI,Linear Regression,1.3807923793792725,"361515 114890.501942 +400434 20710.770804 +400443 3695.189833 +400452 2547.891735 +400460 11634.363534 +400468 4051.629789 +400477 26007.854602 +400486 11486.964357 +400495 4109.235854 +400504 1871.370546 +400521 21309.829145 +400530 5510.004526 +Name: y, dtype: float64" +Prefeitura Municipal de Rolador - RS,IRRF,XGBoost,1.598374605178833,"108 120440.328125 +109 120440.328125 +110 120440.328125 +111 120440.328125 +112 120440.328125 +113 120440.328125 +114 120440.328125 +115 120440.328125 +116 120440.328125 +117 120440.328125 +118 120440.328125 +119 120440.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,Cota-Parte do FPM,SARIMAX,2.4304380416870117,"108 1844662.875 +109 1893407.500 +110 1630179.375 +111 1623449.625 +112 1844662.875 +113 1845349.375 +114 1893768.625 +115 1630179.375 +116 1630179.375 +117 1586405.000 +118 1844662.875 +119 1893407.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,Cota-Parte do ICMS,HWES,0.8118000030517578,"108 651092.8125 +109 566244.7500 +110 647916.4375 +111 605273.6875 +112 591057.3750 +113 619388.4375 +114 610181.1250 +115 631831.0625 +116 631831.2500 +117 610470.3125 +118 619388.4375 +119 610470.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,Cota-Parte do IPVA,SARIMAX,1.5626628398895264,"107 43424.628906 +108 56100.773438 +109 19654.683594 +110 23015.439453 +111 22177.041016 +112 7457.676270 +113 9756.541992 +114 -199.275345 +115 4845.042480 +116 4845.042480 +117 3379.961182 +118 22177.041016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,Cota-Parte do IPVA,Linear Regression,1.5626628398895264,"107 25153.165037 +108 11740.760621 +109 10413.744887 +110 18178.920744 +111 15012.292516 +112 6656.596103 +113 5308.739347 +114 4650.420083 +115 3236.897854 +116 3602.464348 +117 2659.824662 +118 23507.743709 +Name: y, dtype: float64" +Prefeitura Municipal de Rolador - RS,Cota-Parte do ITR,XGBoost,1.6472201347351074,"105 496.728943 +106 458.733368 +107 490.352386 +108 445.670746 +109 576.777710 +110 576.777710 +111 674.652161 +112 445.670746 +113 470.413452 +114 1952.852905 +115 1335.376587 +116 -595.747131 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolador - RS,Cota-Parte do ITR,Linear Regression,1.6472201347351074,"361512 762.636237 +361520 1695.920292 +400439 1274.714516 +400448 170.658189 +400473 46.514857 +400482 50.756680 +400491 15.504952 +400500 166.561563 +400509 7557.269396 +400517 57002.988005 +400526 3683.696682 +400535 499.197242 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,IPTU,XGBoost,1.31650972366333,"88 8362.108398 +89 3912.428711 +90 2476.300537 +91 2518.052246 +92 2273.617432 +93 50988.671875 +94 5292.893066 +95 1990.508789 +96 2523.899658 +97 717.777222 +98 6138.625488 +99 2224.293457 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,IPTU,Linear Regression,1.31650972366333,"349773 6449.278408 +414791 2360.991426 +414799 232.605266 +414816 573.622459 +414825 92.988923 +414834 60355.985157 +414843 28339.076786 +414852 4001.864975 +414861 1517.928850 +414870 5121.975117 +414879 7551.734181 +414888 3622.429008 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,ISS,MLP,1.5890910625457764,"108 6080.612003 +109 1718.353437 +110 2685.077036 +111 3112.473518 +112 3542.081506 +113 2044.635738 +114 1597.679454 +115 2494.973025 +116 1625.576894 +117 1907.378443 +118 2523.811927 +119 2119.190560 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,ISS,Linear Regression,1.5890910625457764,"414792 34411.985369 +414800 6517.093702 +414808 13178.177803 +414817 16485.906006 +414826 19933.584007 +414835 10647.052873 +414844 8035.810103 +414853 14305.194319 +414862 9013.117217 +414871 11214.788220 +414880 15733.981473 +414889 13605.963352 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,ITBI,AR,1.2632088661193848,"99 1623.140015 +100 3455.127197 +101 2981.732910 +102 1658.199707 +103 6642.745117 +104 1202.060059 +105 7146.289062 +106 6690.568848 +107 7404.417969 +108 4061.807617 +109 3713.714355 +110 2230.249268 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,ITBI,Linear Regression,1.2632088661193848,"414793 474.606352 +414801 3703.100911 +414809 7953.271475 +414818 605.880449 +414827 15930.465130 +414836 2423.521795 +414845 15954.851818 +414854 10169.400393 +414863 8644.217539 +414872 6979.863946 +414881 3837.242842 +414890 2423.521795 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,IRRF,XGBoost,1.7449257373809814,"107 67514.75000 +108 71203.78125 +109 71203.78125 +110 67514.75000 +111 71203.78125 +112 71203.78125 +113 67514.75000 +114 71203.78125 +115 67514.75000 +116 71203.78125 +117 71203.78125 +118 71203.78125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do FPM,HWES,1.2049291133880615,"108 1240240.500 +109 1894003.000 +110 1131354.125 +111 1157972.500 +112 1240561.250 +113 1257973.125 +114 1243515.750 +115 1131354.125 +116 1136354.750 +117 949181.750 +118 1240561.250 +119 1894003.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do ICMS,HWES,0.7869913578033447,"108 384869.31250 +109 353929.34375 +110 378618.25000 +111 383379.90625 +112 394260.21875 +113 385222.21875 +114 406424.09375 +115 394439.53125 +116 394439.53125 +117 396228.87500 +118 383379.90625 +119 390900.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do IPVA,XGBoost,1.4624948501586914,"106 46754.070312 +107 27247.992188 +108 26054.406250 +109 46822.683594 +110 46546.386719 +111 17596.445312 +112 15586.556641 +113 3325.887451 +114 107.271294 +115 1958.374512 +116 37331.238281 +117 47051.402344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.4624948501586914,"414797 61256.270323 +414805 21787.606276 +414813 26269.517202 +414822 63808.792649 +414831 53505.609435 +414840 8501.189721 +414849 10252.921461 +414858 763.726627 +414867 3213.345364 +414876 1144.259894 +414885 2300.233529 +414894 43371.869463 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do ITR,XGBoost,1.1077001094818115,"67 71.438995 +68 806.212097 +69 133.103546 +70 144.426025 +71 752.120544 +72 128.913589 +73 129.398819 +74 1248.507080 +75 1288.854370 +76 1287.061768 +77 1248.482788 +78 712.368530 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Bonita do Sul - RS,Transferencias LC 61_1989,Prophet,1.1256434917449951,"108 3438.420410 +109 24989.285156 +110 2916.299805 +111 2968.869629 +112 2965.444824 +113 3397.542480 +114 3332.289795 +115 2965.444824 +116 2965.444824 +117 3388.190430 +118 2916.299805 +119 3473.906006 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,IPTU,XGBoost,1.528196096420288,"103 4.501825e+04 +104 9.944178e+04 +105 1.005909e+06 +106 5.297593e+06 +107 1.593450e+06 +108 2.485303e+06 +109 1.058174e+06 +110 1.089847e+06 +111 1.021967e+06 +112 1.036038e+06 +113 1.089847e+06 +114 1.023210e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,ISS,MLP,1.014899730682373,"108 1.177884e+06 +109 1.107927e+06 +110 1.186259e+06 +111 1.187623e+06 +112 1.228262e+06 +113 1.217819e+06 +114 1.259735e+06 +115 1.231334e+06 +116 1.271476e+06 +117 1.239030e+06 +118 1.236754e+06 +119 1.322009e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,ITBI,HWES,2.7898056507110596,"108 240530.390625 +109 322107.750000 +110 322107.750000 +111 303998.062500 +112 426885.156250 +113 181679.296875 +114 304173.781250 +115 421400.250000 +116 389232.843750 +117 421540.125000 +118 422236.906250 +119 348734.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,ITBI,Linear Regression,2.7898056507110596,"390193 203969.598046 +390202 359727.027608 +390211 376928.708724 +390220 533217.062186 +390229 441052.729924 +390238 223044.141313 +390247 454999.639458 +390256 469267.402010 +390265 485168.017017 +390274 578556.869912 +390283 565869.411657 +390292 476837.928533 +Name: y, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,IRRF,SARIMAX,0.969383716583252,"108 4.910633e+05 +109 5.246846e+05 +110 5.500602e+05 +111 5.500602e+05 +112 5.500602e+05 +113 5.500602e+05 +114 5.337574e+05 +115 5.500602e+05 +116 5.246846e+05 +117 5.246846e+05 +118 5.500602e+05 +119 1.142456e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do FPM,HWES,0.7935135364532471,"108 3312923.00 +109 5054804.50 +110 2799017.25 +111 3090315.25 +112 3320370.00 +113 3358792.00 +114 3327784.00 +115 2789973.50 +116 2791374.75 +117 2681492.25 +118 3320370.00 +119 5054804.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do ICMS,HWES,0.7204539775848389,"108 5540036.5 +109 5207221.5 +110 5257113.0 +111 5621785.0 +112 5866132.5 +113 6073738.0 +114 5731801.0 +115 5791968.0 +116 5791968.0 +117 5583015.0 +118 5702660.0 +119 5583015.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do IPVA,AR,2.2535958290100098,"108 1.702138e+06 +109 6.257158e+05 +110 6.630388e+05 +111 2.077700e+06 +112 1.083655e+06 +113 5.227013e+05 +114 3.689769e+05 +115 2.402454e+05 +116 1.763475e+05 +117 1.700153e+05 +118 2.000344e+04 +119 2.627573e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do IPVA,Linear Regression,2.2535958290100098,"390197 2.373154e+06 +390206 6.765357e+05 +390215 9.203090e+05 +390224 1.967270e+06 +390233 1.120672e+06 +390242 5.385960e+05 +390251 3.527726e+05 +390260 2.265020e+05 +390269 1.793100e+05 +390278 1.373968e+05 +390287 5.526183e+04 +390296 2.835136e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do ITR,SARIMAX,1.3853447437286377,"36 27516.964844 +37 6121.573242 +38 22675.679688 +39 8878.262695 +40 22675.679688 +41 27378.812500 +42 22675.679688 +43 22675.679688 +44 74357.750000 +45 168762.187500 +46 11408.865234 +47 11414.416016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Flores da Cunha - RS,Transferencias LC 61_1989,HWES,0.7992985248565674,"108 46920.515625 +109 45426.835938 +110 47175.671875 +111 44958.214844 +112 44772.675781 +113 49873.226562 +114 47942.675781 +115 41524.894531 +116 45100.945312 +117 47922.062500 +118 44475.812500 +119 48460.035156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,IPTU,MLP,1.7348277568817139,"108 26288.100333 +109 45185.559009 +110 158101.119508 +111 601144.298907 +112 63070.894423 +113 65359.858963 +114 60214.173801 +115 69761.300490 +116 61583.855752 +117 41674.227830 +118 54319.553923 +119 76293.209890 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,ISS,SARIMAX,0.8815402984619141,"108 78967.648438 +109 79040.039062 +110 79040.039062 +111 76884.023438 +112 78967.648438 +113 78923.117188 +114 76884.023438 +115 76884.023438 +116 76884.023438 +117 76884.023438 +118 78967.648438 +119 76884.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,ITBI,SARIMAX,0.7205691337585449,"108 37094.207031 +109 37843.000000 +110 28190.763672 +111 42062.804688 +112 28145.705078 +113 28645.613281 +114 30383.472656 +115 37099.402344 +116 44840.835938 +117 36599.433594 +118 38461.804688 +119 57505.742188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,IRRF,SARIMAX,0.8091275691986084,"108 245612.218750 +109 245241.140625 +110 245020.265625 +111 245020.265625 +112 245060.671875 +113 245020.265625 +114 245612.218750 +115 245020.265625 +116 245020.265625 +117 245241.140625 +118 245241.140625 +119 245612.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do FPM,MLP,0.7495312690734863,"108 1.570085e+06 +109 1.959507e+06 +110 1.549926e+06 +111 1.651420e+06 +112 1.739902e+06 +113 1.690687e+06 +114 2.002984e+06 +115 1.581154e+06 +116 1.604338e+06 +117 1.568023e+06 +118 1.762632e+06 +119 2.235583e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do ICMS,HWES,0.9021403789520264,"108 1507719.500 +109 1507049.375 +110 1507068.375 +111 1505771.375 +112 1515673.750 +113 1514882.000 +114 1508842.375 +115 1508841.750 +116 1508841.750 +117 1508841.750 +118 1515673.750 +119 1508682.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do IPVA,HWES,1.3778738975524902,"108 392464.406250 +109 182379.718750 +110 331577.218750 +111 390306.531250 +112 389013.718750 +113 77824.710938 +114 89023.640625 +115 38766.343750 +116 79490.117188 +117 38766.371094 +118 79490.117188 +119 334785.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do ITR,XGBoost,2.026655673980713,"108 805.353638 +109 657.799316 +110 801.082886 +111 822.669373 +112 720.980896 +113 2942.338135 +114 803.635376 +115 2944.966309 +116 24532.685547 +117 24532.685547 +118 765.270020 +119 805.433960 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,IPTU,SARIMAX,2.9120161533355713,"85 -699.016296 +86 2941.679443 +87 2135.230713 +88 138.927750 +89 666.593506 +90 36412.199219 +91 1442.453857 +92 2190.431885 +93 14414.630859 +94 1517.207520 +95 579.809387 +96 561.719604 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,IPTU,Linear Regression,2.9120161533355713,"85 370.024996 +86 623.330216 +87 1419.533169 +88 475.957191 +89 860.695540 +90 9985.912923 +91 1878.663482 +92 1378.887971 +93 1117.001760 +94 1089.036937 +95 1877.404147 +96 3362.026256 +Name: y, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,ISS,SARIMAX,1.2727148532867432,"108 57176.113281 +109 61321.378906 +110 60946.285156 +111 57801.710938 +112 59369.742188 +113 60710.730469 +114 60415.281250 +115 60485.195312 +116 61321.378906 +117 60485.195312 +118 60444.855469 +119 60946.285156 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,ITBI,MLP,1.247333288192749,"78 29888.501075 +79 30176.450499 +80 32782.842446 +81 35620.875619 +82 38613.732577 +83 40923.318716 +84 39027.088735 +85 34635.634602 +86 35766.802326 +87 35492.401321 +88 32547.876831 +89 34876.936842 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,IRRF,Prophet,2.4151196479797363,"108 6897.323730 +109 7410.259766 +110 99032.367188 +111 14851.990234 +112 99025.953125 +113 14851.990234 +114 14851.990234 +115 14736.879883 +116 14860.035156 +117 14859.661133 +118 14859.661133 +119 84924.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,IRRF,Linear Regression,2.4151196479797363,"401071 184.545488 +401079 19357.539599 +401088 41214.086727 +401097 30366.586279 +401106 61299.828913 +401115 33271.102188 +401124 32992.729228 +401133 29487.199764 +401142 32481.399756 +401151 35123.365705 +401160 34297.774322 +401169 75841.608974 +Name: y, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,Cota-Parte do FPM,HWES,1.1331424713134766,"108 1.308332e+06 +109 1.893976e+06 +110 1.069927e+06 +111 1.208923e+06 +112 1.308540e+06 +113 1.399645e+06 +114 1.308540e+06 +115 1.069927e+06 +116 1.069927e+06 +117 9.987733e+05 +118 1.308540e+06 +119 1.893976e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,Cota-Parte do ICMS,HWES,0.8590595722198486,"108 519371.1875 +109 535779.9375 +110 535525.0625 +111 593616.8750 +112 601356.0625 +113 557367.1250 +114 599948.8125 +115 599948.8125 +116 599948.8125 +117 601356.0625 +118 536476.4375 +119 601355.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,Cota-Parte do IPVA,HWES,1.539996862411499,"106 25425.087891 +107 19577.414062 +108 22491.869141 +109 24639.869141 +110 23922.597656 +111 13080.214844 +112 7083.088379 +113 6058.603516 +114 7229.378906 +115 4202.802734 +116 5435.930176 +117 23979.246094 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,Cota-Parte do IPVA,Linear Regression,1.539996862411499,"401074 59011.282360 +401082 13781.935340 +401091 28464.995512 +401100 34137.019305 +401109 26795.388288 +401118 10589.221048 +401127 4176.601873 +401136 7929.085037 +401145 4958.185001 +401154 2490.119123 +401163 2070.370690 +401172 25661.538646 +Name: y, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,Cota-Parte do ITR,MLP,1.9178736209869385,"101 21949.097477 +102 25626.637496 +103 31593.552329 +104 39135.042734 +105 48335.460329 +106 59451.304327 +107 73407.906883 +108 90843.040799 +109 124520.780661 +110 207900.644726 +111 147524.233634 +112 178073.621201 +Name: Valor, dtype: float64" +Prefeitura Municipal de André da Rocha - RS,Transferencias LC 61_1989,HWES,1.0213141441345215,"72 2632.413330 +73 4067.224365 +74 4402.711914 +75 4843.746582 +76 4828.405273 +77 5327.681152 +78 4453.965820 +79 4610.714355 +80 4924.056641 +81 2560.019775 +82 4593.277832 +83 2706.172119 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,IPTU,SES,1.1203298568725586,"68 34578.796875 +69 7663.263672 +70 11632.663086 +71 12325.372070 +72 7302.037598 +73 21623.531250 +74 3859.109863 +75 9502.958984 +76 8836.181641 +77 8836.254883 +78 -2188.755371 +79 -1915.385986 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,IPTU,Linear Regression,1.1203298568725586,"346905 1869.202645 +346914 486.210725 +346930 1335.933066 +346939 10263.607986 +402224 59.623903 +402241 38925.679774 +402250 144561.124617 +402259 6711.332718 +402268 2694.573591 +402277 2881.828411 +402302 1912.915945 +402311 4076.508008 +Name: y, dtype: float64" +Prefeitura Municipal de Montauri - RS,ISS,XGBoost,2.907656192779541,"108 26383.216797 +109 26383.216797 +110 107187.320312 +111 26833.851562 +112 106617.281250 +113 106617.281250 +114 26383.216797 +115 124623.828125 +116 107784.468750 +117 80245.882812 +118 80693.585938 +119 80693.585938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,ITBI,SARIMAX,1.3837707042694092,"90 8012.999023 +91 11922.934570 +92 17474.232422 +93 23050.642578 +94 10824.040039 +95 21042.515625 +96 10491.871094 +97 21229.429688 +98 10649.116211 +99 10491.871094 +100 10388.348633 +101 9591.675781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,ITBI,Linear Regression,1.3837707042694092,"90 3439.538409 +91 2635.967045 +92 5280.871395 +93 5179.814376 +94 2769.866355 +95 5498.453817 +96 4455.611641 +97 4004.490177 +98 3480.995204 +99 3673.358007 +100 3787.935777 +101 3032.239415 +Name: y, dtype: float64" +Prefeitura Municipal de Montauri - RS,IRRF,MLP,2.476102590560913,"108 24245.672228 +109 65961.950315 +110 61319.204416 +111 63977.645338 +112 69246.472935 +113 60475.433804 +114 59813.769925 +115 65239.966831 +116 64009.004241 +117 70651.315848 +118 66771.129112 +119 142410.513223 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,Cota-Parte do FPM,HWES,1.3276684284210205,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,Cota-Parte do ICMS,HWES,0.9671769142150879,"108 462349.65625 +109 411754.28125 +110 384855.37500 +111 386365.87500 +112 457426.09375 +113 400962.03125 +114 401662.68750 +115 467565.21875 +116 477075.56250 +117 488757.75000 +118 408068.21875 +119 485737.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,Cota-Parte do IPVA,MLP,1.3577117919921875,"105 129030.240485 +106 36371.183302 +107 48103.024978 +108 60271.478686 +109 54777.164749 +110 33390.054038 +111 34535.483258 +112 35248.663584 +113 27964.235652 +114 28854.376751 +115 31181.366030 +116 131582.330651 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,Cota-Parte do ITR,SARIMAX,0.9510750770568848,"93 326.528778 +94 163.034958 +95 419.586731 +96 163.305771 +97 163.305771 +98 695.854980 +99 402.716461 +100 218.069336 +101 2994.342773 +102 3020.687256 +103 275.318634 +104 314.222137 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montauri - RS,Transferencias LC 61_1989,HWES,1.4912166595458984,"108 77433.304688 +109 77671.937500 +110 77766.828125 +111 77740.046875 +112 77785.820312 +113 77902.992188 +114 77880.390625 +115 77684.890625 +116 77785.585938 +117 77633.828125 +118 77870.968750 +119 77547.210938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,IPTU,AR,1.4476549625396729,"103 37809.683594 +104 41918.128906 +105 43324.343750 +106 43324.343750 +107 42423.535156 +108 43799.269531 +109 42818.421875 +110 42814.980469 +111 15336.816406 +112 17491.566406 +113 22254.386719 +114 19516.894531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,IPTU,Linear Regression,1.4476549625396729,"406738 47106.449425 +406747 218052.748815 +406756 36611.589214 +406764 37985.888800 +406773 34840.029262 +406781 30219.522380 +406790 41593.898077 +406799 37569.956141 +406808 6903.500042 +406817 9831.804207 +406826 4789.937901 +406835 10013.521847 +Name: y, dtype: float64" +Prefeitura Municipal de Rondinha - RS,ISS,SARIMAX,1.1150012016296387,"108 58668.648438 +109 43182.097656 +110 58741.960938 +111 42513.585938 +112 58735.621094 +113 58735.621094 +114 58668.648438 +115 58668.648438 +116 58735.621094 +117 58668.648438 +118 58668.648438 +119 58735.621094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,ITBI,SARIMAX,1.799980640411377,"108 30773.078125 +109 41458.062500 +110 27925.496094 +111 22187.765625 +112 402049.875000 +113 399437.468750 +114 402026.812500 +115 401633.062500 +116 401633.062500 +117 402026.812500 +118 399437.468750 +119 399477.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,IRRF,XGBoost,0.8202676773071289,"108 73037.507812 +109 83017.335938 +110 79406.359375 +111 79406.359375 +112 79406.570312 +113 77153.726562 +114 77624.828125 +115 79406.570312 +116 79406.570312 +117 79406.359375 +118 83017.335938 +119 136710.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,Cota-Parte do FPM,HWES,1.0346763134002686,"108 1.302999e+06 +109 1.894614e+06 +110 1.060583e+06 +111 1.151318e+06 +112 1.303895e+06 +113 1.260313e+06 +114 1.303895e+06 +115 1.060583e+06 +116 1.060583e+06 +117 9.282886e+05 +118 1.303895e+06 +119 1.894614e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,Cota-Parte do ICMS,HWES,1.0270211696624756,"108 9.869149e+05 +109 9.713351e+05 +110 9.547683e+05 +111 1.084468e+06 +112 1.147731e+06 +113 1.094180e+06 +114 1.084468e+06 +115 1.144072e+06 +116 1.144072e+06 +117 1.124632e+06 +118 1.094180e+06 +119 1.124632e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,Cota-Parte do IPVA,XGBoost,1.1851744651794434,"108 237230.546875 +109 39312.351562 +110 100925.976562 +111 118603.414062 +112 49740.113281 +113 35106.882812 +114 12668.734375 +115 14825.803711 +116 53796.269531 +117 53907.226562 +118 149593.484375 +119 237358.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,Cota-Parte do ITR,XGBoost,2.0504539012908936,"96 4148.353027 +97 4318.743164 +98 4142.428711 +99 4049.081787 +100 4005.571045 +101 4005.733643 +102 2343.787354 +103 2343.787354 +104 342.761810 +105 1863.068481 +106 3362.788330 +107 166.306671 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rondinha - RS,Cota-Parte do ITR,Linear Regression,2.0504539012908936,"345897 1747.526781 +345905 2368.057679 +406745 266.467700 +406754 63.368050 +406771 10275.109555 +406788 7470.623910 +406797 8817.310537 +406806 9895.705985 +406815 33624.309628 +406824 55292.021982 +406833 3633.295559 +406842 213.680967 +Name: y, dtype: float64" +Prefeitura Municipal de Rondinha - RS,Transferencias LC 61_1989,XGBoost,0.9445312023162842,"96 11656.777344 +97 8323.114258 +98 8075.170410 +99 7787.647949 +100 7651.591797 +101 7453.287598 +102 8224.097656 +103 8783.620117 +104 7477.986328 +105 10216.474609 +106 8357.245117 +107 9065.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,IPTU,XGBoost,3.280535936355591,"106 35268.328125 +107 177372.078125 +108 873194.187500 +109 19551.367188 +110 22988.423828 +111 24365.585938 +112 31186.181641 +113 29845.703125 +114 21593.042969 +115 21958.902344 +116 40865.621094 +117 27470.591797 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,IPTU,Linear Regression,3.280535936355591,"395335 26979.539218 +395343 198875.175294 +395352 911464.814462 +395361 61955.611249 +395370 52640.821319 +395379 59179.607319 +395388 38797.131551 +395397 22436.620785 +395406 11242.403878 +395415 12859.925261 +395424 28857.137231 +395433 26295.859933 +Name: y, dtype: float64" +Prefeitura Municipal de Selbach - RS,ISS,MLP,0.824906587600708,"108 65088.498821 +109 72161.699853 +110 69709.265829 +111 68199.130063 +112 63687.672168 +113 62662.453410 +114 68188.229371 +115 66616.106462 +116 65257.423908 +117 66941.946477 +118 65539.746021 +119 65409.096491 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,ITBI,SARIMAX,0.747189998626709,"108 55130.878906 +109 56760.914062 +110 52848.671875 +111 59869.171875 +112 143382.734375 +113 141931.046875 +114 141930.984375 +115 141930.984375 +116 52969.339844 +117 141931.046875 +118 141930.984375 +119 145032.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,IRRF,XGBoost,0.7901289463043213,"108 105232.273438 +109 105353.421875 +110 105353.421875 +111 105353.421875 +112 105223.789062 +113 105229.000000 +114 105216.468750 +115 105353.421875 +116 105353.421875 +117 105353.421875 +118 105353.421875 +119 105353.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,Cota-Parte do FPM,HWES,0.9020164012908936,"108 1.243611e+06 +109 1.893791e+06 +110 1.075983e+06 +111 1.148770e+06 +112 1.244309e+06 +113 1.288028e+06 +114 1.244309e+06 +115 1.075983e+06 +116 1.076004e+06 +117 9.525442e+05 +118 1.244309e+06 +119 1.893791e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,Cota-Parte do ICMS,HWES,2.49981689453125,"108 1221815.875 +109 1184080.875 +110 1179233.250 +111 1243411.125 +112 1230197.000 +113 1221815.875 +114 1240970.500 +115 1269572.250 +116 1266910.750 +117 1230197.000 +118 1155686.500 +119 1230197.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,Cota-Parte do IPVA,SARIMAX,1.6363940238952637,"108 336512.218750 +109 91068.781250 +110 94984.390625 +111 252058.828125 +112 124985.148438 +113 44047.359375 +114 44048.847656 +115 24897.458984 +116 24897.458984 +117 19542.933594 +118 336268.718750 +119 336536.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,Cota-Parte do ITR,MLP,3.0293829441070557,"89 38816.628317 +90 50340.150357 +91 65406.815399 +92 84960.130863 +93 110331.756122 +94 143301.439125 +95 186124.532797 +96 240301.027748 +97 308714.436119 +98 369936.048635 +99 439589.301277 +100 570929.141654 +Name: Valor, dtype: float64" +Prefeitura Municipal de Selbach - RS,Transferencias LC 61_1989,HWES,1.2003264427185059,"96 9546.200195 +97 9073.184570 +98 10554.516602 +99 11381.356445 +100 12259.428711 +101 11179.443359 +102 11161.393555 +103 12148.110352 +104 12152.256836 +105 10639.085938 +106 12283.074219 +107 10551.666992 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,IPTU,SARIMAX,0.9794197082519531,"108 8.657116e+05 +109 8.484068e+05 +110 1.039664e+06 +111 3.323144e+06 +112 1.039664e+06 +113 8.606795e+05 +114 1.048969e+06 +115 1.048969e+06 +116 1.048969e+06 +117 1.039664e+06 +118 8.772740e+05 +119 1.039664e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,ISS,SARIMAX,1.1250357627868652,"108 1389646.000 +109 1389279.625 +110 1391107.625 +111 1385909.250 +112 1390808.000 +113 1391107.625 +114 1391107.625 +115 1391107.625 +116 1391107.625 +117 1391107.625 +118 1390808.000 +119 1391107.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,ITBI,XGBoost,1.028841495513916,"108 311442.68750 +109 297166.50000 +110 311881.53125 +111 291365.12500 +112 303590.65625 +113 309490.96875 +114 311224.68750 +115 315490.87500 +116 254264.09375 +117 295598.78125 +118 301883.43750 +119 297358.56250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,IRRF,XGBoost,0.8659894466400146,"108 645579.0625 +109 617253.6875 +110 987481.3750 +111 987481.3750 +112 987481.3750 +113 987481.3750 +114 645579.7500 +115 987481.3750 +116 645579.7500 +117 987481.3750 +118 987481.3750 +119 987481.3750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do FPM,AR,1.0006825923919678,"108 4103939.00 +109 5683108.00 +110 3169308.00 +111 3933321.25 +112 4105740.00 +113 4125206.75 +114 4105740.00 +115 3169308.00 +116 3157376.50 +117 2957082.00 +118 4105740.00 +119 5683108.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do ICMS,HWES,0.848829984664917,"108 3631059.25 +109 3316745.25 +110 3291556.00 +111 3420578.75 +112 3511032.00 +113 3535510.00 +114 3391671.50 +115 3444018.50 +116 3493551.50 +117 3473158.25 +118 3470217.50 +119 3473158.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do IPVA,SARIMAX,1.5132496356964111,"108 1.217504e+06 +109 6.382390e+05 +110 9.646163e+05 +111 1.209688e+06 +112 1.376260e+06 +113 5.701170e+05 +114 4.803329e+05 +115 2.604607e+05 +116 2.604607e+05 +117 2.222108e+05 +118 6.519236e+04 +119 1.123126e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do ITR,MLP,1.9079558849334717,"107 100362.970779 +108 48755.736774 +109 52543.760804 +110 58483.116393 +111 67884.109445 +112 77668.169938 +113 85171.180881 +114 83351.411081 +115 137421.039453 +116 523915.386876 +117 219103.717662 +118 244689.029389 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio da Patrulha - RS,Transferencias LC 61_1989,AR,0.6083614826202393,"48 28763.353516 +49 32285.572266 +50 28017.763672 +51 30786.585938 +52 27866.431641 +53 33088.890625 +54 31825.548828 +55 27831.796875 +56 31514.626953 +57 28645.679688 +58 27831.796875 +59 28387.292969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,IPTU,HWES,1.9152319431304932,"96 417696.562500 +97 517319.343750 +98 487292.906250 +99 133444.890625 +100 161169.031250 +101 127510.250000 +102 134970.734375 +103 128518.851562 +104 69275.765625 +105 130707.398438 +106 58792.710938 +107 69125.164062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,ISS,SARIMAX,1.7173452377319336,"96 148884.265625 +97 145146.781250 +98 148993.515625 +99 144983.218750 +100 145215.125000 +101 145215.125000 +102 145215.125000 +103 148882.031250 +104 145215.125000 +105 145215.125000 +106 145215.125000 +107 145215.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,ITBI,MLP,0.6973330974578857,"96 69630.054511 +97 78186.508178 +98 78300.107144 +99 87010.026336 +100 76137.498572 +101 98050.814774 +102 79260.509670 +103 81886.295073 +104 89775.861211 +105 86869.532533 +106 89207.149688 +107 82820.180345 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,IRRF,XGBoost,0.817234992980957,"96 234981.890625 +97 223439.453125 +98 223439.453125 +99 234981.890625 +100 234981.890625 +101 234981.890625 +102 234981.890625 +103 234981.890625 +104 234981.890625 +105 234981.890625 +106 234981.890625 +107 234981.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do FPM,AR,0.8795032501220703,"96 1310053.750 +97 2525025.250 +98 1303745.000 +99 1346392.125 +100 1595204.500 +101 1634636.125 +102 2525025.250 +103 1303745.000 +104 1310053.750 +105 1238047.500 +106 1595204.500 +107 2525025.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do ICMS,HWES,0.6284694671630859,"96 1305187.750 +97 1252739.875 +98 1457271.125 +99 1509475.750 +100 1533723.125 +101 1409817.875 +102 1509475.750 +103 1519768.250 +104 1509475.750 +105 1482530.625 +106 1414334.125 +107 1511092.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do IPVA,AR,1.766465187072754,"96 242522.890625 +97 448221.156250 +98 367546.062500 +99 408369.843750 +100 408369.843750 +101 263015.187500 +102 262468.468750 +103 390620.250000 +104 392700.125000 +105 379253.156250 +106 214072.140625 +107 214002.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do ITR,HWES,2.65682315826416,"58 72604.781250 +59 6117.854492 +60 6117.854492 +61 6117.854492 +62 6117.854492 +63 6695.251953 +64 4602.118164 +65 6117.854492 +66 97731.421875 +67 747212.812500 +68 51236.777344 +69 51403.753906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ronda Alta - RS,Transferencias LC 61_1989,HWES,0.8463954925537109,"96 11596.529297 +97 11714.555664 +98 12405.353516 +99 11227.254883 +100 12354.059570 +101 12428.681641 +102 11434.870117 +103 11508.041016 +104 11130.583984 +105 11567.856445 +106 11969.829102 +107 10524.983398 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,IPTU,HWES,2.0754261016845703,"108 25250.101562 +109 105513.429688 +110 25005.658203 +111 24241.939453 +112 25178.464844 +113 24318.294922 +114 23557.214844 +115 20140.613281 +116 15592.537109 +117 15592.537109 +118 21689.935547 +119 25005.658203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,ISS,XGBoost,1.6895942687988281,"108 29554.330078 +109 29895.363281 +110 29554.003906 +111 29505.949219 +112 29533.644531 +113 29895.363281 +114 29533.644531 +115 29533.644531 +116 29505.949219 +117 29554.330078 +118 29554.003906 +119 29891.583984 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,ITBI,MLP,1.6235127449035645,"106 8430.449404 +107 8597.069482 +108 8164.905546 +109 8111.983993 +110 8254.283368 +111 9564.642058 +112 8959.714208 +113 8519.799734 +114 10041.618414 +115 10205.449353 +116 7951.142513 +117 10583.690254 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,IRRF,SARIMAX,1.5111441612243652,"108 7111.685547 +109 9626.521484 +110 8977.863281 +111 72281.085938 +112 31229.269531 +113 10273.106445 +114 72150.617188 +115 72451.390625 +116 10273.106445 +117 9626.521484 +118 10267.976562 +119 72451.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,IRRF,Linear Regression,1.5111441612243652,"108 2376.331553 +109 6503.814132 +110 6076.015593 +111 6885.424027 +112 6811.529209 +113 6364.841236 +114 8727.734966 +115 9515.295215 +116 6408.845834 +117 7188.986030 +118 6389.050793 +119 14638.834379 +Name: y, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,Cota-Parte do FPM,HWES,0.9336559772491455,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,Cota-Parte do ICMS,HWES,0.8374664783477783,"108 500031.40625 +109 500219.65625 +110 498130.87500 +111 528813.50000 +112 528367.00000 +113 504440.21875 +114 528813.50000 +115 528284.81250 +116 528284.81250 +117 528284.81250 +118 528542.18750 +119 526375.56250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,Cota-Parte do IPVA,AR,1.3555176258087158,"108 70626.531250 +109 81879.640625 +110 61074.792969 +111 74420.742188 +112 75138.726562 +113 11640.926758 +114 12416.528320 +115 12416.029297 +116 12738.366211 +117 8007.942871 +118 8005.333496 +119 39993.558594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,Cota-Parte do ITR,XGBoost,1.107865810394287,"91 55.689671 +92 59.341072 +93 579.649536 +94 3082.418457 +95 3148.106201 +96 3159.708740 +97 3178.854980 +98 3155.970459 +99 3153.482178 +100 3150.909668 +101 3159.708740 +102 3150.795898 +Name: Valor, dtype: float64" +Prefeitura Municipal de Forquetinha - RS,Transferencias LC 61_1989,HWES,1.8009357452392578,"108 2999.790283 +109 3138.135254 +110 3391.328857 +111 3245.204834 +112 3379.010742 +113 2882.047119 +114 3494.982422 +115 3356.753662 +116 2783.392822 +117 2484.510986 +118 3459.372803 +119 3313.778564 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chapada - RS,IPTU,AR,1.4518535137176514,"108 7584.132324 +109 36536.613281 +110 96823.820312 +111 103466.445312 +112 249268.312500 +113 44906.089844 +114 18269.365234 +115 27026.035156 +116 9431.657227 +117 92205.992188 +118 6396.159180 +119 8215.244141 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chapada - RS,ISS,XGBoost,0.8977041244506836,"108 104834.664062 +109 103952.257812 +110 111321.109375 +111 121921.695312 +112 111321.109375 +113 114036.664062 +114 121921.695312 +115 121921.695312 +116 121921.695312 +117 111321.109375 +118 111321.109375 +119 121921.695312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chapada - RS,ITBI,MLP,0.9676473140716553,"108 85160.746907 +109 81503.439674 +110 88755.130583 +111 96274.554427 +112 101084.473868 +113 92050.546821 +114 91765.900161 +115 94624.930495 +116 92989.455340 +117 87377.141144 +118 87521.071160 +119 100352.856177 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chapada - RS,IRRF,HWES,0.8217732906341553,"108 123787.117188 +109 119689.226562 +110 129978.906250 +111 129978.906250 +112 206761.656250 +113 120533.750000 +114 124351.828125 +115 129978.906250 +116 124686.414062 +117 129978.906250 +118 206761.656250 +119 206761.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chapada - RS,Cota-Parte do FPM,AR,0.8532848358154297,"108 1.241478e+06 +109 1.894773e+06 +110 1.109156e+06 +111 1.151071e+06 +112 1.242501e+06 +113 1.268302e+06 +114 1.242501e+06 +115 1.109156e+06 +116 1.116386e+06 +117 9.459036e+05 +118 1.242501e+06 +119 1.894773e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chapada - RS,Cota-Parte do ICMS,HWES,0.8598406314849854,"108 1976005.875 +109 1956542.000 +110 1844734.125 +111 2042885.125 +112 2067702.750 +113 2061563.500 +114 2083618.250 +115 2042917.250 +116 2042917.250 +117 2115623.000 +118 2080408.000 +119 2126472.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chapada - RS,Cota-Parte do IPVA,HWES,1.5082287788391113,"108 580679.875000 +109 210303.562500 +110 210303.562500 +111 469707.062500 +112 580679.875000 +113 53440.300781 +114 75500.867188 +115 54119.132812 +116 54119.132812 +117 39391.652344 +118 39093.417969 +119 641280.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chapada - RS,Cota-Parte do ITR,MLP,3.188021421432495,"106 4.660764e+04 +107 4.011191e+04 +108 3.147331e+04 +109 3.232391e+04 +110 3.409706e+04 +111 3.499497e+04 +112 4.926118e+04 +113 4.388750e+04 +114 1.811743e+05 +115 1.789767e+06 +116 1.076541e+05 +117 1.345814e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,IPTU,Prophet,1.2984051704406738,"87 3635.534424 +88 5274.204590 +89 4175.318848 +90 12363.055664 +91 64896.992188 +92 73183.515625 +93 136446.078125 +94 43679.179688 +95 25600.380859 +96 -2211.906982 +97 5002.208008 +98 4054.373779 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,IPTU,Linear Regression,1.2984051704406738,"370381 5378.548438 +370390 7183.017897 +370399 2655.502628 +370408 11720.869735 +370417 90783.736824 +370426 485398.685850 +370435 56631.300183 +370444 56421.156113 +370453 23804.875687 +370462 8956.630787 +370471 9178.402129 +370480 6254.148730 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,ISS,SARIMAX,0.925581693649292,"96 90538.343750 +97 89687.492188 +98 89678.375000 +99 105457.523438 +100 92660.578125 +101 92608.164062 +102 92608.164062 +103 89687.507812 +104 92608.164062 +105 105457.523438 +106 92608.164062 +107 105457.523438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,ITBI,AR,1.0978078842163086,"96 21707.234375 +97 20796.638672 +98 39532.886719 +99 18064.560547 +100 40037.992188 +101 17123.433594 +102 39688.621094 +103 39532.886719 +104 21274.246094 +105 45883.105469 +106 39688.621094 +107 18631.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,IRRF,Prophet,2.3481674194335938,"96 202402.421875 +97 200562.390625 +98 202402.421875 +99 202402.421875 +100 200342.828125 +101 202402.421875 +102 201541.031250 +103 202402.421875 +104 200342.828125 +105 203754.625000 +106 202402.421875 +107 203754.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do FPM,SARIMAX,0.8510313034057617,"96 1561174.875 +97 1811506.625 +98 1190927.125 +99 1561174.875 +100 1789194.625 +101 1561174.875 +102 1811506.625 +103 1561174.875 +104 1501115.750 +105 1501146.750 +106 1811342.250 +107 1811506.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do ICMS,HWES,0.782538890838623,"96 832814.6875 +97 971396.6875 +98 978793.8750 +99 970746.8750 +100 978793.8750 +101 897618.1250 +102 970746.8750 +103 970746.8750 +104 897540.0625 +105 897654.4375 +106 897677.7500 +107 979937.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do IPVA,MLP,2.7427620887756348,"96 227963.402196 +97 101457.488850 +98 124148.752372 +99 241528.354894 +100 165689.795629 +101 68213.081405 +102 72514.393264 +103 70563.458876 +104 65774.465667 +105 68711.431650 +106 67665.515093 +107 430026.879097 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do ITR,HWES,1.2153849601745605,"67 37.660660 +68 40.704865 +69 43.124813 +70 40.703766 +71 40.704865 +72 49.645908 +73 1628.591431 +74 1061.971924 +75 -51.985554 +76 428.772858 +77 201.647980 +78 192.659668 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do ITR,Linear Regression,1.2153849601745605,"370388 49.257778 +370397 13.021494 +370406 65.779166 +370415 62.562091 +370424 14.482729 +370433 41.562723 +370442 15.849692 +370451 219.762749 +370460 2585.609089 +370469 3810.737218 +370478 110.052245 +370487 58.190169 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Araçá - RS,Transferencias LC 61_1989,AR,0.9888589382171631,"96 9754.696289 +97 10085.164062 +98 10272.200195 +99 10031.948242 +100 9883.646484 +101 10498.060547 +102 9408.832031 +103 9153.939453 +104 9161.709961 +105 9673.926758 +106 8959.813477 +107 9137.866211 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,IPTU,HWES,1.5295929908752441,"108 39017.085938 +109 39054.562500 +110 80811.914062 +111 239857.015625 +112 99715.062500 +113 13908.273438 +114 15936.925781 +115 19187.705078 +116 19772.535156 +117 26348.195312 +118 16246.162109 +119 26348.195312 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,ISS,Prophet,0.7570891380310059,"108 29726.542969 +109 23134.162109 +110 40023.113281 +111 39755.976562 +112 40050.839844 +113 40023.113281 +114 39326.847656 +115 39933.750000 +116 39933.750000 +117 35513.816406 +118 39595.203125 +119 40023.113281 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,ITBI,XGBoost,1.865344762802124,"108 39827.359375 +109 29841.814453 +110 38036.511719 +111 39844.171875 +112 36750.394531 +113 38092.339844 +114 38087.640625 +115 37196.929688 +116 38598.492188 +117 27375.187500 +118 38598.492188 +119 38895.128906 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,IRRF,XGBoost,1.8896167278289795,"108 170217.390625 +109 170217.390625 +110 170217.390625 +111 170217.390625 +112 170217.390625 +113 138991.343750 +114 138991.343750 +115 138991.343750 +116 129752.171875 +117 129750.914062 +118 138991.343750 +119 170217.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do FPM,HWES,1.6645796298980713,"108 1647114.875 +109 1893768.625 +110 1622648.875 +111 1691796.125 +112 1710699.375 +113 1710779.750 +114 1893768.625 +115 1647114.875 +116 1647114.875 +117 1622634.375 +118 1710699.375 +119 1894016.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do ICMS,HWES,0.8970029354095459,"108 781900.6250 +109 718901.2500 +110 779662.4375 +111 921698.3125 +112 928908.5625 +113 920069.3125 +114 921698.3125 +115 925780.5625 +116 925780.5625 +117 921007.6250 +118 920069.3125 +119 921007.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do IPVA,AR,0.7200284004211426,"101 157843.015625 +102 34752.800781 +103 73650.335938 +104 24046.617188 +105 78914.078125 +106 27717.037109 +107 34294.195312 +108 27323.824219 +109 28766.330078 +110 19954.824219 +111 17874.888672 +112 129795.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do IPVA,Linear Regression,0.7200284004211426,"359710 214317.969162 +418832 168860.954259 +418841 25855.983862 +418850 32319.979827 +418859 122733.019077 +418868 51221.216946 +418877 21607.403608 +418886 19072.725987 +418895 14669.217491 +418912 8448.034863 +418921 1193.806258 +418930 133053.424493 +Name: y, dtype: float64" +Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do ITR,XGBoost,0.8989129066467285,"103 127.824799 +104 185.710815 +105 181.294937 +106 101.468559 +107 123.515442 +108 100.867470 +109 181.169815 +110 175.821289 +111 2210.392578 +112 2210.392578 +113 178.489304 +114 103.535492 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,IPTU,XGBoost,1.322676420211792,"108 8510952.00 +109 25671398.00 +110 5048070.50 +111 5062332.50 +112 4855810.00 +113 4891769.00 +114 4855810.00 +115 4888984.00 +116 4891769.00 +117 3326784.75 +118 3329545.75 +119 5831804.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,ISS,SARIMAX,0.8123607635498047,"108 10608329.0 +109 10601089.0 +110 10627679.0 +111 10627679.0 +112 10627679.0 +113 10628453.0 +114 10627679.0 +115 10608329.0 +116 10620478.0 +117 10604632.0 +118 10604632.0 +119 10608329.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,ITBI,AR,0.8843953609466553,"108 2681569.25 +109 2574357.25 +110 2911826.25 +111 3405910.25 +112 2911972.75 +113 2911826.75 +114 2912092.75 +115 3153191.25 +116 2932339.75 +117 2911972.75 +118 3023919.25 +119 2911972.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,IRRF,SARIMAX,1.6295905113220215,"108 12445092.0 +109 10394016.0 +110 10335726.0 +111 10266750.0 +112 10394016.0 +113 10357782.0 +114 10357782.0 +115 10394016.0 +116 10357782.0 +117 11688995.0 +118 12445092.0 +119 11688995.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,Cota-Parte do FPM,HWES,1.961376667022705,"108 9247824.0 +109 20630996.0 +110 8946673.0 +111 10157008.0 +112 9247824.0 +113 11090261.0 +114 9247824.0 +115 8946673.0 +116 9791468.0 +117 8946673.0 +118 7628666.5 +119 20647498.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,Cota-Parte do ICMS,HWES,0.7256269454956055,"108 14110186.0 +109 12042236.0 +110 12174294.0 +111 13644457.0 +112 14042361.0 +113 12782683.0 +114 13681410.0 +115 13923603.0 +116 13923603.0 +117 14022932.0 +118 14171028.0 +119 13893660.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,Cota-Parte do IPVA,AR,1.4587206840515137,"108 1.032354e+07 +109 5.857618e+06 +110 5.857618e+06 +111 1.135410e+07 +112 1.105006e+07 +113 4.200096e+06 +114 4.183850e+06 +115 2.056007e+06 +116 1.147086e+06 +117 5.818918e+05 +118 6.549922e+05 +119 1.044045e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,Cota-Parte do ITR,MLP,1.9702661037445068,"107 2.067527e+05 +108 1.180415e+05 +109 1.335854e+05 +110 1.347881e+05 +111 1.861236e+05 +112 1.666548e+05 +113 1.933782e+05 +114 2.087952e+05 +115 4.410312e+05 +116 1.752373e+06 +117 5.181193e+05 +118 5.063451e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Maria - RS,Transferencias LC 61_1989,HWES,0.8248324394226074,"108 109170.867188 +109 128646.484375 +110 103967.609375 +111 111619.710938 +112 112471.257812 +113 117345.132812 +114 119118.156250 +115 114568.546875 +116 104681.164062 +117 120702.976562 +118 109755.398438 +119 115791.210938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,IPTU,AR,1.6172521114349365,"104 17024.009766 +105 15012.359375 +106 7728.891602 +107 15872.580078 +108 171414.687500 +109 7255.875000 +110 7141.688477 +111 5959.104980 +112 -5452.514648 +113 -2537.966309 +114 -2166.583008 +115 -5475.762695 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,IPTU,Linear Regression,1.6172521114349365,"398753 3547.793382 +398762 32217.021651 +398769 48199.110420 +398778 130363.875487 +398787 209791.470986 +398795 10199.271531 +398803 17956.292688 +398812 17619.971695 +398821 3635.444626 +398830 11340.788631 +398839 22034.830822 +398848 3664.147249 +Name: y, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,ISS,XGBoost,1.4375145435333252,"108 93342.085938 +109 91492.195312 +110 93342.085938 +111 93342.085938 +112 93342.085938 +113 93342.085938 +114 93342.085938 +115 93342.085938 +116 93342.085938 +117 93342.085938 +118 93342.085938 +119 93342.085938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,ITBI,HWES,1.5765106678009033,"107 15325.330078 +108 16028.882812 +109 10245.546875 +110 8819.702148 +111 9318.676758 +112 10359.576172 +113 8140.744141 +114 8996.952148 +115 5964.833008 +116 14529.275391 +117 21079.964844 +118 8122.242676 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,ITBI,Linear Regression,1.5765106678009033,"339084 7106.133084 +398755 50914.407336 +398771 31015.772245 +398780 16040.482013 +398789 38641.564580 +398797 22204.952072 +398805 10950.136903 +398814 30164.342735 +398823 18062.107622 +398832 18909.478817 +398841 37794.985549 +398850 13028.457044 +Name: y, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,IRRF,XGBoost,0.9573502540588379,"108 229515.031250 +109 232077.312500 +110 221425.390625 +111 232723.625000 +112 232668.250000 +113 232668.250000 +114 232716.031250 +115 232668.250000 +116 232716.031250 +117 232668.250000 +118 232668.250000 +119 232723.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do FPM,HWES,0.9293467998504639,"108 1353297.625 +109 1893768.875 +110 1081818.250 +111 1189072.625 +112 1353297.625 +113 1308134.875 +114 1353297.625 +115 1081818.250 +116 1108858.250 +117 992226.375 +118 1893768.875 +119 1893768.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do ICMS,HWES,0.836594820022583,"108 1158830.625 +109 1010304.500 +110 1000963.750 +111 1129325.500 +112 1203493.750 +113 1162073.875 +114 1165909.375 +115 1165557.375 +116 1165557.375 +117 1166235.750 +118 1196203.375 +119 1207596.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do IPVA,HWES,1.6253101825714111,"108 317544.406250 +109 61820.792969 +110 61958.800781 +111 68397.687500 +112 68311.953125 +113 32247.050781 +114 20894.357422 +115 22596.529297 +116 17465.357422 +117 15275.824219 +118 17648.029297 +119 246788.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do IPVA,Linear Regression,1.6253101825714111,"398759 296894.172918 +398767 63798.396205 +398775 66759.989883 +398784 108343.316110 +398793 88441.973958 +398801 29360.274725 +398809 19326.962804 +398818 27185.019023 +398827 10114.424044 +398836 4917.277123 +398845 9144.052071 +398854 437030.192247 +Name: y, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do ITR,XGBoost,1.5174624919891357,"84 54.308529 +85 189.110718 +86 305.294617 +87 838.600586 +88 2613.450195 +89 1791.864258 +90 2257.083252 +91 2448.130127 +92 44.776585 +93 39.328659 +94 12.575714 +95 13.182741 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do ITR,Linear Regression,1.5174624919891357,"339071 4025.378447 +339080 128.335231 +339089 6.378808 +398760 18.428375 +398776 12.987252 +398785 12.859676 +398810 4.854273 +398819 78.803789 +398828 1962.382757 +398837 4318.070035 +398846 22.568221 +398855 29.125636 +Name: y, dtype: float64" +Prefeitura Municipal de Cândido Godói - RS,Transferencias LC 61_1989,SES,1.8307743072509766,"108 8825.158203 +109 7125.271973 +110 7691.335938 +111 7398.193359 +112 7438.229492 +113 7562.724609 +114 7793.533203 +115 7662.678223 +116 7687.147461 +117 5535.034668 +118 7562.513672 +119 7628.259766 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,IPTU,AR,1.7857904434204102,"108 1.192279e+05 +109 1.061099e+05 +110 1.253356e+05 +111 1.861335e+06 +112 6.608012e+06 +113 8.552034e+05 +114 8.553789e+05 +115 9.403852e+05 +116 9.988883e+05 +117 1.253356e+05 +118 1.253356e+05 +119 1.804037e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,ISS,MLP,0.7813711166381836,"108 1.331234e+06 +109 1.337284e+06 +110 1.323938e+06 +111 1.257511e+06 +112 1.286190e+06 +113 1.250070e+06 +114 1.329330e+06 +115 1.329354e+06 +116 1.327156e+06 +117 1.368708e+06 +118 1.357514e+06 +119 1.334272e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,ITBI,MLP,0.9593989849090576,"108 319335.047190 +109 296119.858845 +110 326649.341099 +111 318724.571178 +112 347674.655033 +113 354456.083091 +114 317226.240542 +115 357073.240330 +116 327587.847317 +117 358934.266488 +118 403029.180162 +119 442362.926379 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,IRRF,SARIMAX,0.8314485549926758,"108 1700324.375 +109 1700324.375 +110 1700608.500 +111 1700988.125 +112 1700608.500 +113 1700608.500 +114 1700608.500 +115 1700988.125 +116 1700988.125 +117 1700608.500 +118 1700988.125 +119 1700988.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do FPM,SARIMAX,0.9834780693054199,"102 5049672.5 +103 5072447.5 +104 5053658.5 +105 5053658.5 +106 5049637.5 +107 5049672.5 +108 5050049.5 +109 5049672.5 +110 5049672.5 +111 5049672.5 +112 5049637.5 +113 5049672.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do ICMS,HWES,0.8200881481170654,"108 8607289.0 +109 8562357.0 +110 8498521.0 +111 8606768.0 +112 8586294.0 +113 8640437.0 +114 8460169.0 +115 8583966.0 +116 8583966.0 +117 8586294.0 +118 8540409.0 +119 8586294.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do IPVA,SES,1.7539794445037842,"108 2.770937e+06 +109 5.374628e+05 +110 6.423613e+05 +111 9.715486e+05 +112 7.367077e+05 +113 3.015416e+05 +114 3.122527e+05 +115 1.233675e+05 +116 5.588998e+04 +117 9.409712e+04 +118 5.588998e+04 +119 2.713346e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do ITR,XGBoost,2.1460089683532715,"107 787.313599 +108 604.074036 +109 547.544128 +110 577.079529 +111 348.923767 +112 408.076477 +113 521.339294 +114 370.754395 +115 12239.877930 +116 25528.261719 +117 391.342712 +118 269.738251 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Barbosa - RS,Transferencias LC 61_1989,HWES,0.7503516674041748,"108 66301.171875 +109 64352.363281 +110 62880.605469 +111 77680.148438 +112 73115.132812 +113 76409.835938 +114 73352.835938 +115 72760.125000 +116 73344.718750 +117 51529.816406 +118 62855.304688 +119 76727.195312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pirapó - RS,IPTU,SARIMAX,1.5368568897247314,"108 8825.238281 +109 5861.049316 +110 59260.796875 +111 5148.286621 +112 5025.443359 +113 3870.076904 +114 3814.599121 +115 3812.283936 +116 8538.222656 +117 5381.104004 +118 9837.645508 +119 5609.714844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pirapó - RS,IPTU,Linear Regression,1.5368568897247314,"108 5284.147391 +109 5104.792188 +110 18334.598093 +111 2629.211348 +112 1304.089366 +113 7367.458693 +114 1243.010258 +115 1211.991411 +116 2018.495638 +117 1716.993902 +118 1072.355138 +119 1932.406581 +Name: y, dtype: float64" +Prefeitura Municipal de Pirapó - RS,ISS,XGBoost,1.2725026607513428,"108 13377.981445 +109 9992.950195 +110 10130.063477 +111 11108.378906 +112 9562.699219 +113 13030.231445 +114 14733.660156 +115 11108.057617 +116 9562.377930 +117 13030.066406 +118 13129.227539 +119 12801.026367 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pirapó - RS,ISS,Linear Regression,1.2725026607513428,"409675 7303.040310 +409684 14109.696624 +409693 14523.625582 +409702 10519.216555 +409711 20113.993015 +409720 10075.342169 +409729 7625.787545 +409738 10081.265851 +409747 21595.390024 +409756 9814.737535 +409765 14368.451276 +409774 19007.226847 +Name: y, dtype: float64" +Prefeitura Municipal de Pirapó - RS,ITBI,XGBoost,1.3250148296356201,"108 4222.572754 +109 3133.187988 +110 5262.631836 +111 3123.208496 +112 7375.090820 +113 2589.608154 +114 2569.479736 +115 3300.872803 +116 4802.242188 +117 5179.789551 +118 5054.846191 +119 5272.746582 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pirapó - RS,ITBI,Linear Regression,1.3250148296356201,"409676 21973.506381 +409685 21276.162338 +409694 7932.122816 +409703 31328.852843 +409712 8390.981060 +409721 21236.923432 +409730 17153.908395 +409739 32421.537903 +409748 6626.836783 +409757 49691.516349 +409766 6313.407484 +409775 7381.332273 +Name: y, dtype: float64" +Prefeitura Municipal de Pirapó - RS,IRRF,AR,1.4667813777923584,"74 55370.703125 +75 57515.171875 +76 111294.671875 +77 111294.671875 +78 111294.671875 +79 57515.171875 +80 111294.671875 +81 111294.671875 +82 53696.257812 +83 111294.671875 +84 97322.281250 +85 111294.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pirapó - RS,Cota-Parte do FPM,HWES,1.0344538688659668,"108 1770667.750 +109 2221813.250 +110 1793958.750 +111 1714300.750 +112 2224707.000 +113 1663804.625 +114 2221813.250 +115 1793958.750 +116 1793958.750 +117 1558701.750 +118 1576350.375 +119 2221813.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pirapó - RS,Cota-Parte do ICMS,SES,0.7241666316986084,"108 417827.43750 +109 399431.59375 +110 382827.96875 +111 421815.15625 +112 385865.59375 +113 446607.03125 +114 421815.15625 +115 455237.12500 +116 421842.18750 +117 421965.87500 +118 454263.21875 +119 446607.03125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pirapó - RS,Cota-Parte do IPVA,SARIMAX,1.344346046447754,"108 63565.765625 +109 17718.240234 +110 51109.261719 +111 50746.824219 +112 27588.111328 +113 5960.391113 +114 5963.937012 +115 1756.585815 +116 1239.935913 +117 1239.935913 +118 1604.311035 +119 58798.851562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pirapó - RS,Cota-Parte do ITR,MLP,1.9573626518249512,"100 8905.832792 +101 6610.769087 +102 7466.705762 +103 7730.158907 +104 8742.721194 +105 9520.273141 +106 10686.239822 +107 12324.446397 +108 21744.270482 +109 42243.337032 +110 16764.756670 +111 19543.312620 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,IPTU,XGBoost,1.3216307163238525,"107 1.099122e+06 +108 2.535826e+06 +109 8.614101e+06 +110 2.008812e+06 +111 2.803505e+06 +112 2.008812e+06 +113 2.803505e+06 +114 5.974885e+05 +115 5.000700e+05 +116 4.556688e+05 +117 4.633672e+05 +118 4.396203e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,ISS,XGBoost,2.0174033641815186,"108 2284371.75 +109 2273125.50 +110 2273125.50 +111 2284371.75 +112 2284371.75 +113 2284371.75 +114 2284371.75 +115 2284371.75 +116 2284371.75 +117 2284371.75 +118 2284371.75 +119 2284371.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,ITBI,SARIMAX,0.9204285144805908,"108 349038.81250 +109 349038.81250 +110 364460.06250 +111 375371.78125 +112 437561.96875 +113 447348.25000 +114 405998.43750 +115 384946.56250 +116 447348.25000 +117 384966.56250 +118 340236.15625 +119 376482.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,ITBI,Linear Regression,0.9204285144805908,"108 167834.194913 +109 175146.655952 +110 185500.280914 +111 134720.175472 +112 170233.385985 +113 170952.935802 +114 197469.396902 +115 178526.056097 +116 152693.811392 +117 137423.849708 +118 172213.576474 +119 199025.861539 +Name: y, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,IRRF,XGBoost,1.505476951599121,"107 5.257738e+05 +108 4.258388e+05 +109 4.060069e+05 +110 3.874050e+05 +111 3.874050e+05 +112 4.257835e+05 +113 3.430604e+05 +114 1.645492e+06 +115 4.257835e+05 +116 3.373770e+05 +117 3.256115e+05 +118 1.639495e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,IRRF,Linear Regression,1.505476951599121,"417542 2.710802e+05 +417551 4.859474e+05 +417560 7.519975e+05 +417569 5.518371e+05 +417578 7.385623e+05 +417587 6.292110e+05 +417596 5.411194e+05 +417605 9.460086e+05 +417614 6.513839e+05 +417623 5.956207e+05 +417632 6.537023e+05 +417641 1.391537e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,Cota-Parte do FPM,AR,1.6930668354034424,"108 5537366.0 +109 8205921.5 +110 4580716.0 +111 5181442.0 +112 5982665.5 +113 5537366.0 +114 8205921.5 +115 4029435.5 +116 4580716.0 +117 4626720.0 +118 5982665.5 +119 8205921.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ICMS,XGBoost,0.7409665584564209,"108 3424202.25 +109 3163755.00 +110 4752346.00 +111 2842880.00 +112 2958544.50 +113 2980062.50 +114 3005952.75 +115 3061534.75 +116 2842879.75 +117 4123235.25 +118 3234549.00 +119 4123238.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ICMS,Linear Regression,0.7409665584564209,"417544 4.439279e+06 +417553 3.161824e+06 +417562 6.087938e+06 +417571 4.164971e+06 +417580 1.590445e+06 +417589 3.794314e+06 +417598 4.073743e+06 +417607 4.339700e+06 +417616 4.188952e+06 +417625 5.109033e+06 +417634 3.866586e+06 +417643 5.258189e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,Cota-Parte do IPVA,SARIMAX,1.3074090480804443,"108 2.717243e+06 +109 9.686583e+05 +110 2.490177e+06 +111 2.499970e+06 +112 1.313558e+05 +113 9.167603e+05 +114 7.088462e+05 +115 4.545309e+05 +116 3.786485e+05 +117 2.537583e+05 +118 1.589504e+05 +119 2.729107e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,Cota-Parte do IPVA,Linear Regression,1.3074090480804443,"108 8.425401e+05 +109 3.798515e+05 +110 1.133129e+06 +111 1.060536e+06 +112 5.686803e+04 +113 2.937778e+05 +114 2.355930e+05 +115 1.814938e+05 +116 1.190926e+05 +117 1.070664e+05 +118 7.798942e+04 +119 1.006915e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ITR,XGBoost,3.6570026874542236,"102 71.201843 +103 95.166901 +104 -29.965975 +105 1099.624146 +106 -37.061882 +107 683.182495 +108 3632.516602 +109 86.439758 +110 5133.491211 +111 5185.446777 +112 483.159912 +113 101.131912 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ITR,Linear Regression,3.6570026874542236,"417546 13.345170 +417555 113.329052 +417564 71.179617 +417573 140.331371 +417582 59.781626 +417591 142.267792 +417600 1991.012170 +417609 762.686395 +417618 2441.859442 +417627 3006.530630 +417636 86.966829 +417645 135.232128 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Vera Cruz - RS,IPTU,AR,1.490260124206543,"108 351.955292 +109 530.748779 +110 5058.888184 +111 25038.132812 +112 53243.843750 +113 2151.561768 +114 1472.113647 +115 2757.000488 +116 1756.130493 +117 1652.235718 +118 26443.582031 +119 2757.000488 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Vera Cruz - RS,ISS,XGBoost,1.3139116764068604,"108 15688.425781 +109 15679.418945 +110 15776.160156 +111 16614.175781 +112 15819.384766 +113 15619.065430 +114 15619.065430 +115 16614.291016 +116 16614.175781 +117 16614.175781 +118 16430.181641 +119 16430.181641 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Vera Cruz - RS,ITBI,SARIMAX,2.0508224964141846,"108 16407.648438 +109 37540.648438 +110 18622.101562 +111 16389.128906 +112 37540.648438 +113 19039.691406 +114 37459.058594 +115 37540.648438 +116 32680.800781 +117 37553.359375 +118 19039.691406 +119 37459.058594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Vera Cruz - RS,IRRF,AR,2.0457754135131836,"108 116448.960938 +109 118699.695312 +110 118699.695312 +111 118699.695312 +112 115342.695312 +113 118699.695312 +114 115342.914062 +115 115342.914062 +116 115342.695312 +117 118699.695312 +118 118699.695312 +119 118699.695312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do FPM,SARIMAX,0.8437702655792236,"108 1312058.125 +109 1453592.875 +110 1326118.250 +111 1340894.250 +112 1312058.125 +113 1329239.250 +114 1318243.000 +115 1326607.500 +116 1326607.500 +117 984535.625 +118 1453592.875 +119 1312059.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do ICMS,HWES,2.258890390396118,"108 327344.59375 +109 281550.71875 +110 311761.09375 +111 327960.46875 +112 324573.65625 +113 327344.59375 +114 327960.46875 +115 327960.46875 +116 327960.46875 +117 324573.65625 +118 327269.93750 +119 324573.65625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do IPVA,MLP,1.2626371383666992,"107 35209.353520 +108 16820.875119 +109 18683.964201 +110 22739.738036 +111 33370.501389 +112 9535.843384 +113 11615.990128 +114 11419.360686 +115 9881.594007 +116 11424.677067 +117 10246.604619 +118 42787.883347 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do ITR,XGBoost,1.3324224948883057,"91 2577.002930 +92 2628.542725 +93 234.013855 +94 1050.408081 +95 6185.209961 +96 1443.155273 +97 1639.244751 +98 1639.244751 +99 1480.634277 +100 1482.324829 +101 1641.668213 +102 1444.800293 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carazinho - RS,IPTU,SARIMAX,1.3806297779083252,"96 3.680216e+05 +97 1.262340e+06 +98 5.801512e+06 +99 1.203259e+06 +100 1.184616e+06 +101 1.262340e+06 +102 4.264491e+05 +103 1.184616e+06 +104 9.293095e+05 +105 1.181611e+06 +106 3.622628e+05 +107 1.181611e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carazinho - RS,ISS,SARIMAX,1.0127475261688232,"96 1565838.375 +97 1562632.875 +98 1568340.875 +99 1565838.375 +100 1573673.875 +101 1573673.875 +102 1573673.875 +103 1573673.875 +104 1573673.875 +105 1573673.875 +106 1573673.875 +107 1573673.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carazinho - RS,ITBI,HWES,0.8463542461395264,"96 403954.6250 +97 568473.3750 +98 551469.4375 +99 589649.9375 +100 551469.4375 +101 568377.5000 +102 568540.6250 +103 567868.0000 +104 551469.4375 +105 545099.5000 +106 542877.5625 +107 567973.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carazinho - RS,IRRF,AR,1.8912458419799805,"96 2124088.0 +97 2124088.0 +98 2124088.0 +99 2124088.0 +100 2124088.0 +101 2124088.0 +102 2124088.0 +103 2124088.0 +104 2124088.0 +105 2124088.0 +106 2124088.0 +107 2124088.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carazinho - RS,Cota-Parte do FPM,XGBoost,2.4145667552948,"96 5623656.5 +97 7246026.5 +98 5163642.5 +99 5623656.5 +100 7101087.0 +101 5623656.5 +102 7246026.5 +103 5623656.5 +104 5163642.5 +105 5474757.0 +106 7242659.0 +107 7246026.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carazinho - RS,Cota-Parte do ICMS,XGBoost,0.7584514617919922,"96 5898524.0 +97 7386199.5 +98 7600086.0 +99 7386199.5 +100 7701294.0 +101 7388749.5 +102 7389500.0 +103 7386199.5 +104 7395839.5 +105 7381718.0 +106 6920960.5 +107 7590130.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carazinho - RS,Cota-Parte do IPVA,MLP,1.3452770709991455,"96 2.797689e+06 +97 1.114902e+06 +98 1.304084e+06 +99 2.209865e+06 +100 1.838463e+06 +101 1.008892e+06 +102 7.088620e+05 +103 6.583691e+05 +104 5.064207e+05 +105 4.658146e+05 +106 4.202400e+05 +107 3.967900e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carazinho - RS,Transferencias LC 61_1989,XGBoost,0.7436459064483643,"48 68353.500000 +49 68295.367188 +50 68382.234375 +51 68421.492188 +52 68316.617188 +53 68277.382812 +54 68369.437500 +55 68277.382812 +56 68371.468750 +57 68405.132812 +58 68277.382812 +59 68369.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,IPTU,SARIMAX,1.4984617233276367,"108 3.343990e+05 +109 3.279878e+05 +110 2.614626e+05 +111 2.614626e+05 +112 3.298732e+05 +113 1.070797e+06 +114 1.070797e+06 +115 3.711737e+05 +116 3.430600e+05 +117 3.430600e+05 +118 3.430600e+05 +119 3.633654e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,ISS,XGBoost,1.0272853374481201,"108 443813.15625 +109 532850.00000 +110 532868.62500 +111 443813.15625 +112 443813.15625 +113 443813.15625 +114 443813.15625 +115 443813.15625 +116 443813.15625 +117 443813.15625 +118 443813.15625 +119 443813.15625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,ITBI,SARIMAX,0.8620917797088623,"108 148807.109375 +109 148865.296875 +110 227967.000000 +111 136531.890625 +112 136531.890625 +113 136535.125000 +114 136535.125000 +115 322412.312500 +116 136535.125000 +117 136440.921875 +118 322345.406250 +119 136535.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,ITBI,Linear Regression,0.8620917797088623,"108 48977.325890 +109 39759.911771 +110 58530.813654 +111 47156.379741 +112 54075.206582 +113 52592.197835 +114 57445.473738 +115 62945.040251 +116 49451.895537 +117 53993.693762 +118 74377.214439 +119 57024.931814 +Name: y, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,IRRF,SARIMAX,2.246610641479492,"108 739267.3125 +109 422365.1250 +110 422365.1250 +111 739267.3125 +112 422365.1250 +113 739267.3125 +114 422365.1250 +115 739267.3125 +116 739267.3125 +117 739267.3125 +118 739267.3125 +119 739267.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do FPM,HWES,1.077843189239502,"108 2837268.00 +109 4418831.00 +110 2471394.00 +111 2669764.50 +112 2833306.75 +113 2913910.25 +114 2832877.75 +115 2471394.00 +116 2471394.00 +117 2207222.00 +118 2833306.75 +119 4418831.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do ICMS,HWES,0.9854471683502197,"108 1775416.375 +109 1719969.750 +110 1708952.500 +111 1718199.625 +112 1905080.750 +113 1883906.625 +114 1852748.000 +115 1982160.375 +116 1877464.750 +117 1905895.750 +118 1880205.625 +119 1905895.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do IPVA,AR,3.1203737258911133,"108 872210.937500 +109 305760.375000 +110 641324.562500 +111 800426.437500 +112 736132.562500 +113 205309.875000 +114 193224.296875 +115 137928.062500 +116 95562.125000 +117 51233.613281 +118 34324.457031 +119 706236.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do ITR,XGBoost,2.2648236751556396,"107 468.479919 +108 726.861633 +109 611.840576 +110 1713.895386 +111 542.938171 +112 726.861633 +113 468.479919 +114 1409.483765 +115 8933.453125 +116 11764.468750 +117 1349.519287 +118 1409.473267 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vera Cruz - RS,Transferencias LC 61_1989,HWES,0.8393452167510986,"108 13804.460938 +109 15225.077148 +110 15708.932617 +111 12985.958984 +112 12987.598633 +113 13785.154297 +114 13868.947266 +115 13203.294922 +116 12946.875977 +117 13789.416992 +118 14715.777344 +119 14102.489258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,IPTU,SES,1.2679240703582764,"97 3838.938721 +98 3996.391602 +99 24528.332031 +100 27783.736328 +101 28844.587891 +102 3302.889404 +103 3886.938721 +104 2824.132324 +105 2824.130371 +106 7831.932129 +107 1763.796875 +108 3379.567871 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,IPTU,Linear Regression,1.2679240703582764,"394292 1837.759645 +394300 1586.048164 +394309 13649.065716 +394318 55725.414598 +394327 69671.514959 +394336 11280.719843 +394345 7535.033338 +394353 3735.271913 +394362 3376.285767 +394371 1474.233524 +394380 854.062120 +394389 3988.733746 +Name: y, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,ISS,SARIMAX,1.7993295192718506,"108 200561.625000 +109 200890.687500 +110 201813.984375 +111 201828.843750 +112 201002.203125 +113 201828.843750 +114 201828.843750 +115 200754.140625 +116 200436.703125 +117 200461.687500 +118 200461.687500 +119 201813.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,ITBI,SARIMAX,1.240093469619751,"106 12793.007812 +107 12698.070312 +108 13233.844727 +109 13233.844727 +110 13069.650391 +111 13096.453125 +112 12328.196289 +113 23430.136719 +114 23627.244141 +115 21229.388672 +116 24518.281250 +117 21219.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,ITBI,Linear Regression,1.240093469619751,"106 5213.679490 +107 2486.337583 +108 4505.931518 +109 3659.042354 +110 6549.778346 +111 7429.020781 +112 10895.990748 +113 5223.167507 +114 5591.345941 +115 3810.698035 +116 3527.868975 +117 5115.824433 +Name: y, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,IRRF,MLP,1.6807563304901123,"108 28181.741488 +109 37569.169452 +110 33387.701568 +111 41756.954670 +112 37389.111565 +113 36397.677602 +114 35552.692718 +115 34784.136391 +116 35117.808232 +117 35315.716891 +118 35747.888827 +119 48117.320844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,IRRF,Linear Regression,1.6807563304901123,"394295 554.109464 +394303 46772.370860 +394312 26211.943348 +394321 68228.705768 +394330 47517.520080 +394339 43093.692262 +394348 39251.431488 +394356 35657.156788 +394365 37494.885008 +394374 38716.433386 +394383 41166.491479 +394392 103940.796179 +Name: y, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do FPM,HWES,2.274550199508667,"108 1234245.750 +109 1893768.625 +110 1106013.500 +111 1151007.000 +112 1235287.500 +113 1452402.750 +114 1235287.500 +115 1106013.500 +116 1106157.875 +117 941263.875 +118 1235287.500 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do ICMS,HWES,1.0606038570404053,"108 618848.25000 +109 481979.34375 +110 588670.00000 +111 613261.68750 +112 624975.37500 +113 656940.31250 +114 657229.87500 +115 656954.56250 +116 656954.56250 +117 680927.87500 +118 656942.18750 +119 680957.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do IPVA,MLP,1.2107560634613037,"84 54016.745964 +85 57671.518739 +86 47276.444815 +87 51228.670481 +88 50780.206533 +89 41626.828168 +90 40561.410583 +91 39799.197263 +92 39700.788686 +93 39933.544250 +94 40081.641677 +95 47364.922389 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do IPVA,Linear Regression,1.2107560634613037,"346117 85060.583628 +394306 109872.641183 +394315 50650.731330 +394324 75427.175912 +394333 74821.352921 +394342 21272.024566 +394351 13960.646744 +394359 8081.574067 +394368 5903.186996 +394377 5604.714802 +394386 4759.949789 +394395 47237.462783 +Name: y, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do ITR,XGBoost,1.9158813953399658,"99 6089.532715 +100 7798.645508 +101 58728.617188 +102 51671.335938 +103 52045.054688 +104 51826.398438 +105 51826.398438 +106 51998.750000 +107 53923.886719 +108 54735.566406 +109 54184.406250 +110 53900.863281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Amaral Ferrador - RS,Transferencias LC 61_1989,SES,1.0179665088653564,"108 4943.932129 +109 6310.879883 +110 5138.218750 +111 5664.256836 +112 5214.739746 +113 5600.725098 +114 5527.400879 +115 5471.357910 +116 5551.299805 +117 5652.567383 +118 5132.303223 +119 5873.085449 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,IPTU,SARIMAX,1.4045147895812988,"108 6.707077e+04 +109 1.177185e+05 +110 1.164754e+05 +111 4.196968e+06 +112 5.061108e+06 +113 1.252083e+05 +114 5.205245e+05 +115 5.149969e+05 +116 5.205245e+05 +117 4.659127e+05 +118 4.659127e+05 +119 1.263206e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,ISS,SARIMAX,0.9841353893280029,"108 751238.1250 +109 750316.3125 +110 751238.1250 +111 748965.9375 +112 748965.9375 +113 748965.9375 +114 748965.9375 +115 748965.9375 +116 748965.9375 +117 749319.8750 +118 748965.9375 +119 748965.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,ITBI,MLP,0.7702410221099854,"108 295748.512414 +109 239784.427010 +110 244732.409520 +111 293496.102820 +112 294311.922620 +113 255182.679234 +114 302593.931543 +115 256202.730404 +116 298558.346277 +117 291919.963084 +118 237783.170522 +119 272814.061530 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,IRRF,Prophet,2.060398578643799,"108 851953.6250 +109 699432.4375 +110 699432.4375 +111 699432.4375 +112 699432.4375 +113 699432.4375 +114 699432.4375 +115 699432.4375 +116 699432.4375 +117 699432.4375 +118 579137.3125 +119 699432.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,Cota-Parte do FPM,HWES,0.9476830959320068,"108 2686457.25 +109 4080059.75 +110 2516303.25 +111 2654077.00 +112 2843774.00 +113 2857053.75 +114 2840313.75 +115 2516303.25 +116 2516319.50 +117 2184648.50 +118 2843774.00 +119 3865964.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,Cota-Parte do ICMS,HWES,0.9181618690490723,"108 3601257.00 +109 3473373.00 +110 3475697.75 +111 3601263.75 +112 3598113.00 +113 3601257.00 +114 3601263.75 +115 3601263.75 +116 3601263.75 +117 3602311.25 +118 3601257.00 +119 3602311.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,Cota-Parte do IPVA,XGBoost,1.3180537223815918,"108 1.932472e+06 +109 6.480749e+05 +110 6.489869e+05 +111 9.879163e+05 +112 6.262212e+05 +113 4.105520e+05 +114 2.037105e+05 +115 1.866437e+05 +116 1.573495e+05 +117 1.103319e+05 +118 1.103319e+05 +119 1.838506e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,Cota-Parte do ITR,XGBoost,2.6660807132720947,"106 985.026978 +107 406.656219 +108 380.534058 +109 289.222839 +110 179.605576 +111 190.091034 +112 267.648865 +113 146.322021 +114 7727.433594 +115 25196.476562 +116 261.544556 +117 439.182526 +Name: Valor, dtype: float64" +Prefeitura Municipal de Veranópolis - RS,Transferencias LC 61_1989,SES,0.8565454483032227,"96 25690.355469 +97 30488.250000 +98 30826.070312 +99 37574.414062 +100 29580.660156 +101 31187.689453 +102 30252.064453 +103 32296.134766 +104 32149.359375 +105 30226.408203 +106 32533.501953 +107 29733.542969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,IPTU,SARIMAX,1.509899616241455,"103 33690.250000 +104 50503.171875 +105 168668.593750 +106 79751.945312 +107 62952.164062 +108 80855.757812 +109 39977.535156 +110 34668.070312 +111 40547.480469 +112 39258.902344 +113 40307.179688 +114 46453.113281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,IPTU,Linear Regression,1.509899616241455,"103 12478.645056 +104 33501.072123 +105 174789.191897 +106 17201.678076 +107 15587.230239 +108 16010.446549 +109 32728.741674 +110 25134.243928 +111 80501.607552 +112 15313.073994 +113 16002.741810 +114 17692.343257 +Name: y, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,ISS,AR,2.764505624771118,"108 185465.031250 +109 185289.281250 +110 183621.875000 +111 188727.484375 +112 184419.328125 +113 183022.796875 +114 186169.265625 +115 185449.031250 +116 184419.328125 +117 178136.031250 +118 166787.781250 +119 165984.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,ISS,Linear Regression,2.764505624771118,"428373 122225.745219 +428382 100159.457227 +428391 150604.040915 +428400 89581.345883 +428409 205315.789302 +428418 172397.006748 +428427 129032.678905 +428435 118712.711603 +428444 581426.535519 +428453 140929.611942 +428462 294613.351648 +428471 153728.395367 +Name: y, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,ITBI,MLP,1.7903895378112793,"106 31424.504929 +107 31853.702185 +108 31528.204732 +109 31742.018478 +110 32335.237760 +111 34163.408025 +112 31752.658584 +113 31556.253850 +114 30743.240317 +115 32007.260836 +116 31844.084266 +117 32187.391190 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,IRRF,MLP,0.8122823238372803,"108 66883.805545 +109 70145.781132 +110 73379.908360 +111 73256.576615 +112 77117.118187 +113 73480.594412 +114 73585.045930 +115 73598.978738 +116 72395.565057 +117 74309.730186 +118 73954.600010 +119 102051.158287 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,IRRF,Linear Regression,0.8122823238372803,"428375 45103.151819 +428384 59293.040458 +428393 73880.758048 +428402 73447.000516 +428411 91471.232795 +428420 75414.601630 +428429 76105.898776 +428437 76405.358284 +428446 71073.784640 +428455 79999.306533 +428464 78739.895944 +428473 209363.913334 +Name: y, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do FPM,HWES,0.8810040950775146,"108 1342706.375 +109 1894982.250 +110 1100553.875 +111 1162026.875 +112 1346699.000 +113 1305980.875 +114 1346699.000 +115 1100553.875 +116 1100720.250 +117 955091.125 +118 1346699.000 +119 1894982.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do ICMS,HWES,0.7813694477081299,"108 956788.6250 +109 865101.9375 +110 863478.3750 +111 944598.5625 +112 963074.0625 +113 962231.8125 +114 944598.5625 +115 944598.5625 +116 961181.2500 +117 976586.0625 +118 946612.4375 +119 976586.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.0355334281921387,"108 206564.296875 +109 84391.664062 +110 78819.156250 +111 240636.890625 +112 241746.156250 +113 80718.640625 +114 78116.640625 +115 34989.832031 +116 24822.357422 +117 72538.679688 +118 25335.748047 +119 205915.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do ITR,XGBoost,1.5062286853790283,"93 29322.132812 +94 50800.644531 +95 32001.119141 +96 32285.148438 +97 32143.171875 +98 223372.437500 +99 221196.812500 +100 221115.625000 +101 228723.062500 +102 195397.953125 +103 228599.359375 +104 228513.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esteio - RS,IPTU,MLP,1.4849348068237305,"108 7.063506e+06 +109 1.606669e+06 +110 1.392390e+06 +111 1.180124e+06 +112 1.303554e+06 +113 1.269714e+06 +114 1.293481e+06 +115 1.307212e+06 +116 1.162709e+06 +117 1.270169e+06 +118 1.483157e+06 +119 2.747279e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esteio - RS,ISS,SARIMAX,1.3851068019866943,"108 2595792.25 +109 2499985.00 +110 2499985.00 +111 2501906.00 +112 2488025.00 +113 2488025.00 +114 2488957.00 +115 2595927.00 +116 2595792.25 +117 2595927.00 +118 2595927.00 +119 2595927.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esteio - RS,ITBI,MLP,1.861046314239502,"108 344200.286218 +109 336324.343999 +110 374181.548573 +111 375999.431705 +112 382371.476119 +113 384743.617361 +114 393545.827123 +115 389550.660732 +116 381288.249946 +117 355829.060495 +118 399216.284298 +119 349405.389589 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esteio - RS,IRRF,AR,1.6923561096191406,"72 1222328.500 +73 1222329.375 +74 2468691.000 +75 2468691.000 +76 2468691.000 +77 2468691.000 +78 2468691.000 +79 2468691.000 +80 2468691.000 +81 2468691.000 +82 2468691.000 +83 2468691.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esteio - RS,Cota-Parte do FPM,HWES,0.9338295459747314,"108 6361917.5 +109 8837587.0 +110 4883573.0 +111 5401371.5 +112 6654755.5 +113 6361917.5 +114 7384087.0 +115 4883573.0 +116 4884621.5 +117 4604381.5 +118 6654755.5 +119 8837587.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esteio - RS,Cota-Parte do ICMS,HWES,1.5144767761230469,"108 9308158.0 +109 8749258.0 +110 9551071.0 +111 9804109.0 +112 9957898.0 +113 11080066.0 +114 9765968.0 +115 10825779.0 +116 10825779.0 +117 10676554.0 +118 11415036.0 +119 10676554.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esteio - RS,Cota-Parte do IPVA,AR,1.4197380542755127,"108 2.476884e+06 +109 1.021798e+06 +110 2.078048e+06 +111 2.476865e+06 +112 2.460980e+06 +113 1.024896e+06 +114 6.955337e+05 +115 3.132186e+05 +116 4.299812e+05 +117 3.262939e+05 +118 3.634552e+05 +119 2.461867e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esteio - RS,Transferencias LC 61_1989,XGBoost,0.7366378307342529,"72 87666.054688 +73 89273.679688 +74 88276.210938 +75 89167.523438 +76 88082.890625 +77 86206.757812 +78 89393.078125 +79 88863.945312 +80 105550.164062 +81 105142.000000 +82 104184.750000 +83 89431.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,IPTU,SARIMAX,1.6347861289978027,"92 8857.166016 +93 7125.406250 +94 8238.484375 +95 7125.210938 +96 35895.214844 +97 68252.210938 +98 27291.941406 +99 8902.716797 +100 8647.941406 +101 7053.110840 +102 8805.893555 +103 8902.716797 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,ISS,MLP,1.6946141719818115,"108 23232.042141 +109 24100.439745 +110 22961.381334 +111 23461.394679 +112 23660.609522 +113 22479.689022 +114 23225.095272 +115 22782.292873 +116 22904.884134 +117 22978.046057 +118 23351.993770 +119 24028.874695 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,ITBI,MLP,1.4831998348236084,"95 9630.605645 +96 9143.576020 +97 9395.193404 +98 9173.958957 +99 9553.205284 +100 9659.595753 +101 10374.245841 +102 9892.620478 +103 10029.925721 +104 10289.910492 +105 9567.089669 +106 10004.883672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,IRRF,XGBoost,3.2157704830169678,"108 75840.882812 +109 82496.125000 +110 98557.828125 +111 98557.828125 +112 98557.828125 +113 98557.828125 +114 80261.218750 +115 98649.320312 +116 98645.398438 +117 98557.828125 +118 105935.046875 +119 98557.828125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do FPM,SARIMAX,0.9886162281036377,"107 1679868.125 +108 1679868.125 +109 1682740.750 +110 1686093.750 +111 1676477.625 +112 1679868.125 +113 1595703.500 +114 1682740.750 +115 1686093.750 +116 1640810.375 +117 1679868.125 +118 1682740.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do ICMS,HWES,1.031855583190918,"108 622506.5625 +109 585663.2500 +110 563618.6250 +111 600875.1250 +112 699571.6875 +113 647645.1250 +114 677170.7500 +115 677170.7500 +116 681650.1250 +117 697965.2500 +118 677714.2500 +119 696549.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do IPVA,XGBoost,1.433558702468872,"108 38861.085938 +109 48238.152344 +110 48211.988281 +111 83517.468750 +112 49337.972656 +113 18033.890625 +114 24378.593750 +115 8547.095703 +116 11025.075195 +117 5619.528809 +118 4282.738281 +119 97226.695312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do ITR,XGBoost,2.997816562652588,"96 15306.743164 +97 15784.898438 +98 26609.371094 +99 14937.397461 +100 13611.670898 +101 54407.269531 +102 305453.937500 +103 305463.218750 +104 302747.656250 +105 306265.031250 +106 305580.312500 +107 305321.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista das Missões - RS,Transferencias LC 61_1989,SARIMAX,1.3858048915863037,"48 5220.697754 +49 32957.382812 +50 5016.746582 +51 5374.985840 +52 5427.815430 +53 5750.003418 +54 5832.204590 +55 5417.710938 +56 5482.129883 +57 5419.898926 +58 5417.668457 +59 5431.282715 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,IPTU,XGBoost,1.7797126770019531,"75 3067.514160 +76 3068.118164 +77 9585.583984 +78 1464.791260 +79 -417.305176 +80 302.931702 +81 289.057831 +82 302.931702 +83 302.847168 +84 287.088196 +85 385.306366 +86 144.429184 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,IPTU,Linear Regression,1.7797126770019531,"341276 431.137228 +341285 506.359660 +403707 224.720382 +403715 39024.074114 +403723 107649.970187 +403731 1141.114616 +403739 1683.176056 +403746 924.094414 +403754 872.034955 +403762 1900.081796 +403770 2459.250122 +403778 2099.630914 +Name: y, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,ISS,AR,0.8134467601776123,"108 17847.818359 +109 18553.445312 +110 26728.611328 +111 22746.585938 +112 22751.849609 +113 23762.939453 +114 23371.513672 +115 23250.462891 +116 23763.003906 +117 23763.003906 +118 23596.125000 +119 24049.900391 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,ITBI,MLP,1.8760912418365479,"107 14421.816176 +108 16330.704424 +109 15877.186266 +110 16280.954008 +111 14273.115471 +112 16374.023276 +113 16547.443988 +114 16559.624393 +115 15032.695579 +116 15362.981688 +117 15020.195951 +118 15862.025460 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,IRRF,SARIMAX,1.648007869720459,"107 146539.281250 +108 146539.281250 +109 81028.296875 +110 81028.296875 +111 81028.296875 +112 81028.296875 +113 81028.296875 +114 146539.281250 +115 146539.281250 +116 84089.789062 +117 81028.296875 +118 146539.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do FPM,HWES,0.8506138324737549,"108 1.307036e+06 +109 1.893835e+06 +110 1.069720e+06 +111 1.208210e+06 +112 1.308686e+06 +113 1.396483e+06 +114 1.308686e+06 +115 1.069720e+06 +116 1.069720e+06 +117 9.985682e+05 +118 1.308686e+06 +119 1.893835e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do ICMS,HWES,0.735628604888916,"108 778667.8125 +109 748821.5000 +110 747530.6875 +111 765965.6250 +112 860993.7500 +113 836633.3125 +114 783863.3125 +115 847782.8750 +116 860982.3750 +117 838938.8750 +118 783863.3125 +119 838938.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do IPVA,MLP,1.44110107421875,"108 95648.988143 +109 28533.287620 +110 39496.533634 +111 66140.492890 +112 47211.542361 +113 20776.493399 +114 21906.129387 +115 22866.212754 +116 24709.550471 +117 19903.354835 +118 21760.535568 +119 97304.886282 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do ITR,XGBoost,1.8203670978546143,"86 2804.618164 +87 762.346680 +88 762.346680 +89 210.572495 +90 2908.273438 +91 2987.140625 +92 5028.955078 +93 2700.795898 +94 1221.488037 +95 1759.833740 +96 -892.574219 +97 -856.597534 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do ITR,Linear Regression,1.8203670978546143,"341300 435.332178 +403699 32.560749 +403706 31.539729 +403714 8.133194 +403722 532.895539 +403730 1107.191343 +403738 1450.869489 +403753 5608.854750 +403761 49707.689699 +403769 67447.738207 +403777 776.590646 +403785 540.021700 +Name: y, dtype: float64" +Prefeitura Municipal de Vila Lângaro - RS,Transferencias LC 61_1989,XGBoost,0.819169282913208,"60 6404.968262 +61 7142.830566 +62 6276.120605 +63 6211.364258 +64 6746.010254 +65 6746.010254 +66 5553.955078 +67 6733.497559 +68 7155.312500 +69 7538.462402 +70 7867.058105 +71 6980.730469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,IPTU,HWES,1.6937651634216309,"108 6.867266e+05 +109 7.497509e+05 +110 2.989977e+06 +111 4.985003e+05 +112 4.260502e+06 +113 3.304068e+05 +114 9.354406e+05 +115 2.887890e+05 +116 8.922414e+05 +117 9.339154e+05 +118 2.882876e+05 +119 1.276950e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,IPTU,Linear Regression,1.6937651634216309,"430899 9.245349e+05 +430908 1.486615e+06 +430917 9.905411e+06 +430926 6.253048e+05 +430935 3.292204e+06 +430944 7.621941e+05 +430953 8.114604e+05 +430962 7.218445e+05 +430971 7.193747e+05 +430980 7.624057e+05 +430989 7.015031e+05 +430998 1.074130e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,ISS,MLP,2.6201632022857666,"108 7.154630e+06 +109 7.116743e+06 +110 7.285968e+06 +111 7.414066e+06 +112 7.463554e+06 +113 7.558460e+06 +114 7.626810e+06 +115 7.548611e+06 +116 7.685962e+06 +117 7.675146e+06 +118 7.763417e+06 +119 8.193954e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,ITBI,XGBoost,1.2100803852081299,"108 1657508.125 +109 1393299.250 +110 1657287.750 +111 1490509.125 +112 1503643.875 +113 1646546.750 +114 1815966.500 +115 1703287.500 +116 1580952.000 +117 1518523.625 +118 1501880.625 +119 1575557.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,ITBI,Linear Regression,1.2100803852081299,"430901 1.700475e+06 +430910 1.518998e+06 +430919 1.627706e+06 +430928 1.342319e+06 +430937 1.511702e+06 +430946 1.883814e+06 +430955 2.127526e+06 +430964 2.670351e+06 +430973 1.992346e+06 +430982 2.579855e+06 +430991 2.005775e+06 +431000 1.785292e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,IRRF,MLP,0.8820867538452148,"108 2.809392e+06 +109 2.907486e+06 +110 3.029330e+06 +111 3.057303e+06 +112 3.255708e+06 +113 3.218638e+06 +114 3.214523e+06 +115 3.294274e+06 +116 3.187917e+06 +117 3.339472e+06 +118 3.338411e+06 +119 5.555881e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do FPM,HWES,1.0877442359924316,"108 7011586.0 +109 8780218.0 +110 6460231.0 +111 6769714.0 +112 7011880.5 +113 7441231.0 +114 7012752.5 +115 6460231.0 +116 6460231.0 +117 5755217.0 +118 7011880.5 +119 10731651.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do ICMS,HWES,0.7414162158966064,"108 12911796.0 +109 9949942.0 +110 11523405.0 +111 11380803.0 +112 12267742.0 +113 11349725.0 +114 11333855.0 +115 12612581.0 +116 12628295.0 +117 12658891.0 +118 13042013.0 +119 12658891.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do IPVA,AR,1.3312344551086426,"108 7.869698e+06 +109 2.716133e+06 +110 2.782966e+06 +111 8.396679e+06 +112 3.505968e+06 +113 1.481731e+06 +114 9.741624e+05 +115 6.283284e+05 +116 4.761500e+05 +117 3.158210e+05 +118 2.496583e+05 +119 7.533028e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do ITR,MLP,1.438969612121582,"108 -1544.299187 +109 -1363.104572 +110 -2596.612311 +111 -2094.528072 +112 -3052.523612 +113 -2965.766037 +114 2199.958130 +115 -3907.221552 +116 3162.140807 +117 18357.414107 +118 -5650.401042 +119 -5652.072484 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do ITR,Linear Regression,1.438969612121582,"430906 1199.944632 +430915 1972.590635 +430924 136.455092 +430933 1558.220704 +430942 316.023215 +430951 1054.144908 +430960 11498.563597 +430969 1080.067465 +430978 15298.453429 +430987 45580.549136 +430996 2984.534818 +431005 4363.044036 +Name: y, dtype: float64" +Prefeitura Municipal de Bento Gonçalves - RS,Transferencias LC 61_1989,SES,2.1909921169281006,"108 107915.179688 +109 130750.914062 +110 108960.421875 +111 110395.148438 +112 112683.156250 +113 105945.398438 +114 110459.062500 +115 105921.531250 +116 112088.765625 +117 103851.156250 +118 108278.015625 +119 112887.195312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,IPTU,HWES,1.7079250812530518,"107 84131.984375 +108 106954.328125 +109 427659.000000 +110 187352.046875 +111 110248.703125 +112 110171.976562 +113 110171.976562 +114 110171.976562 +115 108992.265625 +116 117219.968750 +117 114327.726562 +118 132262.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,IPTU,Linear Regression,1.7079250812530518,"399703 1.057627e+05 +399712 1.975267e+05 +399721 4.735999e+05 +399730 1.398418e+06 +399738 1.137816e+05 +399747 1.118516e+05 +399755 1.105606e+05 +399763 1.092266e+05 +399772 5.118104e+04 +399781 7.136363e+04 +399789 9.013068e+04 +399798 8.204949e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Rolante - RS,ISS,SARIMAX,0.7710163593292236,"108 858936.3125 +109 772714.9375 +110 666726.0625 +111 800932.2500 +112 858936.3125 +113 858936.3125 +114 885369.5000 +115 905703.5625 +116 729317.9375 +117 858936.3125 +118 858936.3125 +119 858936.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,ITBI,HWES,0.8478333950042725,"108 76649.273438 +109 57904.847656 +110 115538.882812 +111 78499.468750 +112 55582.343750 +113 63085.117188 +114 81340.593750 +115 53948.562500 +116 78398.250000 +117 85677.476562 +118 52597.789062 +119 66904.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,IRRF,SARIMAX,2.2418360710144043,"108 398294.87500 +109 392806.18750 +110 406974.50000 +111 407662.71875 +112 406974.50000 +113 406974.50000 +114 396601.43750 +115 407662.71875 +116 406974.50000 +117 406974.50000 +118 406974.50000 +119 406974.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,Cota-Parte do FPM,XGBoost,0.9710991382598877,"108 2538973.500 +109 3136554.000 +110 2008934.125 +111 2213079.000 +112 2539286.500 +113 2447384.250 +114 2539286.500 +115 2008933.750 +116 2008933.875 +117 1962827.750 +118 3136554.000 +119 3136554.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,Cota-Parte do ICMS,HWES,0.850860595703125,"108 1233323.250 +109 1236265.500 +110 1242851.000 +111 1253318.125 +112 1235969.000 +113 1215274.500 +114 1257614.500 +115 1254618.875 +116 1257727.375 +117 1242591.000 +118 1215520.125 +119 1263338.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,Cota-Parte do IPVA,XGBoost,1.3814566135406494,"108 697243.562500 +109 355071.843750 +110 390457.250000 +111 696753.187500 +112 392901.968750 +113 172043.625000 +114 151527.734375 +115 146067.359375 +116 128908.796875 +117 45900.039062 +118 44252.304688 +119 697953.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,Cota-Parte do ITR,XGBoost,2.8789031505584717,"77 2437.732178 +78 13104.440430 +79 13094.920898 +80 2451.686279 +81 2604.849121 +82 13292.637695 +83 2481.729248 +84 2697.805420 +85 2699.570068 +86 13283.318359 +87 13283.104492 +88 13292.637695 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rolante - RS,Transferencias LC 61_1989,HWES,0.8092374801635742,"84 10622.721680 +85 9733.609375 +86 10102.932617 +87 10469.508789 +88 10469.734375 +89 10449.635742 +90 9787.692383 +91 11288.718750 +92 10552.001953 +93 10202.222656 +94 10066.061523 +95 11262.727539 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,IPTU,SARIMAX,1.3388521671295166,"103 2.340710e+04 +104 4.445372e+04 +105 1.061673e+06 +106 1.073293e+06 +107 1.247731e+05 +108 1.717925e+05 +109 1.717950e+05 +110 1.833006e+05 +111 1.306801e+05 +112 3.008062e+04 +113 2.607408e+04 +114 4.445372e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,ISS,XGBoost,0.9623637199401855,"108 124496.648438 +109 108890.265625 +110 122990.046875 +111 105146.921875 +112 112747.156250 +113 110476.632812 +114 108968.984375 +115 102110.382812 +116 125897.000000 +117 129925.234375 +118 122424.695312 +119 107158.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,ITBI,Prophet,0.9661953449249268,"108 67414.039062 +109 67414.039062 +110 80335.039062 +111 67414.039062 +112 67414.039062 +113 62426.042969 +114 65491.132812 +115 56987.210938 +116 58832.652344 +117 54011.621094 +118 59842.308594 +119 70275.132812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,IRRF,XGBoost,0.764124870300293,"108 53054.507812 +109 91327.976562 +110 91327.976562 +111 91328.484375 +112 91327.976562 +113 91327.976562 +114 91328.382812 +115 91328.484375 +116 91328.484375 +117 91328.484375 +118 91328.828125 +119 91327.976562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,Cota-Parte do FPM,HWES,0.9562039375305176,"108 1237430.125 +109 1893768.750 +110 1098831.500 +111 1135938.375 +112 1238422.500 +113 1262016.125 +114 1238422.000 +115 1098831.500 +116 1098831.500 +117 950339.250 +118 1238422.500 +119 1893768.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,Cota-Parte do ICMS,AR,0.812225341796875,"108 683632.0000 +109 589559.8750 +110 583305.6250 +111 560616.8750 +112 578471.6875 +113 563513.8750 +114 563688.2500 +115 563878.9375 +116 563878.9375 +117 599876.8750 +118 563491.3750 +119 599947.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,Cota-Parte do IPVA,AR,1.5467915534973145,"108 279406.812500 +109 134989.625000 +110 137659.734375 +111 164373.093750 +112 94175.156250 +113 40530.972656 +114 56290.371094 +115 36144.855469 +116 22168.017578 +117 23492.353516 +118 22203.730469 +119 271642.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,Cota-Parte do ITR,XGBoost,1.1863479614257812,"97 2342.335938 +98 2743.069824 +99 454.321259 +100 289.856934 +101 408.332550 +102 262.833557 +103 375.984131 +104 401.358582 +105 160.470963 +106 1633.703369 +107 1019.280884 +108 747.390198 +Name: Valor, dtype: float64" +Prefeitura Municipal de Picada Café - RS,Cota-Parte do ITR,Linear Regression,1.1863479614257812,"364213 24.318364 +364222 33.205218 +398450 1179.002112 +398459 40.048674 +398468 66.101999 +398477 30.708803 +398494 10.650730 +398503 61.311580 +398512 3859.660815 +398521 6247.197925 +398530 222.036402 +398539 16.356823 +Name: y, dtype: float64" +Prefeitura Municipal de Picada Café - RS,Transferencias LC 61_1989,SARIMAX,2.089862585067749,"108 7505.746582 +109 5779.226074 +110 5779.226074 +111 5896.896484 +112 5788.861816 +113 5820.765137 +114 6050.407227 +115 5795.442871 +116 5795.442871 +117 5597.171875 +118 5771.152344 +119 6143.326172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,IPTU,SES,1.549128770828247,"94 12956.807617 +95 47856.394531 +96 -4617.451660 +97 36843.304688 +98 -4714.772949 +99 3084.146973 +100 -3475.466553 +101 -3200.493896 +102 -5328.068848 +103 -4990.852539 +104 -3442.754150 +105 -3590.610352 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,IPTU,Linear Regression,1.549128770828247,"338958 761.637548 +338967 1019.502207 +338976 11302.072028 +421710 104.013974 +421718 9270.066257 +421727 321353.005197 +421736 13215.887341 +421744 5145.864392 +421753 2382.993202 +421762 274.012311 +421771 1520.895756 +421780 9889.570620 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,ISS,XGBoost,1.1650381088256836,"108 36689.128906 +109 39303.144531 +110 45778.515625 +111 36689.113281 +112 39300.949219 +113 39608.121094 +114 39733.632812 +115 39733.632812 +116 39318.843750 +117 36702.500000 +118 46150.378906 +119 36702.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,ISS,Linear Regression,1.1650381088256836,"421686 43370.974593 +421694 55279.244568 +421702 33031.558917 +421711 46415.958204 +421719 52368.366253 +421728 57027.954231 +421737 38404.995795 +421745 39397.130012 +421754 51430.831971 +421763 46526.989841 +421772 37512.836397 +421781 43691.787829 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,ITBI,XGBoost,1.2702710628509521,"105 10325.750000 +106 12250.197266 +107 5791.604004 +108 7528.864746 +109 3786.406494 +110 3494.238770 +111 6611.791016 +112 13022.065430 +113 13508.778320 +114 7690.083496 +115 8103.928223 +116 12553.731445 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,ITBI,Linear Regression,1.2702710628509521,"421687 1849.381676 +421695 3807.550509 +421703 16513.237772 +421712 1669.904624 +421720 15556.563510 +421729 17162.261954 +421738 20082.087501 +421746 9203.393517 +421755 6461.957150 +421764 8574.647262 +421773 13881.219529 +421782 11292.106940 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,IRRF,SARIMAX,0.8747119903564453,"108 116855.382812 +109 116855.382812 +110 116851.406250 +111 116855.382812 +112 116333.554688 +113 116851.406250 +114 116851.406250 +115 116855.382812 +116 116855.382812 +117 116851.406250 +118 116851.406250 +119 116849.828125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do FPM,HWES,0.8014695644378662,"108 1342635.750 +109 1877060.000 +110 969238.000 +111 1146460.250 +112 1339084.625 +113 1331546.500 +114 969238.000 +115 1339168.125 +116 969238.000 +117 940514.875 +118 1339084.625 +119 1877060.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do ICMS,HWES,1.128812313079834,"108 1.203602e+06 +109 9.364250e+05 +110 9.151428e+05 +111 1.170831e+06 +112 1.181492e+06 +113 1.130527e+06 +114 1.170831e+06 +115 9.285541e+05 +116 1.170831e+06 +117 1.102711e+06 +118 1.169614e+06 +119 1.102711e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do IPVA,XGBoost,1.3975613117218018,"108 240975.703125 +109 75305.210938 +110 73952.492188 +111 207732.390625 +112 211201.109375 +113 282798.218750 +114 282798.218750 +115 212662.562500 +116 281807.312500 +117 281222.625000 +118 281807.906250 +119 212033.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do ITR,XGBoost,1.1842100620269775,"85 1539.126831 +86 1058.093262 +87 1344.889404 +88 1880.933228 +89 1964.184692 +90 1880.933228 +91 1880.302734 +92 1863.845215 +93 414.786682 +94 449.277222 +95 1881.723389 +96 1477.059082 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bréscia - RS,Transferencias LC 61_1989,SES,1.1161983013153076,"108 10232.297852 +109 8884.066406 +110 9697.258789 +111 10856.861328 +112 8716.333984 +113 11156.781250 +114 10817.352539 +115 9758.923828 +116 11064.903320 +117 11469.669922 +118 9877.788086 +119 10271.239258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,IPTU,AR,2.493316650390625,"108 4.714379e+05 +109 1.849968e+06 +110 8.186338e+06 +111 4.716183e+05 +112 2.019470e+05 +113 2.067592e+05 +114 2.009153e+05 +115 3.708303e+05 +116 2.210701e+05 +117 2.009153e+05 +118 3.462421e+05 +119 2.067917e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,IPTU,Linear Regression,2.493316650390625,"396444 5.764257e+05 +396452 1.940984e+06 +396461 8.597335e+06 +396470 6.008423e+05 +396478 1.816853e+05 +396487 2.083575e+05 +396495 2.497105e+05 +396503 3.547190e+05 +396512 1.290235e+05 +396521 2.453928e+05 +396530 3.400498e+05 +396539 2.050077e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,ISS,MLP,0.9099845886230469,"108 1.729912e+06 +109 1.734230e+06 +110 1.796089e+06 +111 1.678212e+06 +112 1.796574e+06 +113 1.799386e+06 +114 1.804937e+06 +115 1.853226e+06 +116 1.833584e+06 +117 1.890123e+06 +118 1.855037e+06 +119 1.983362e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,ITBI,MLP,0.8503360748291016,"108 316648.465215 +109 307141.628434 +110 374835.203765 +111 321660.987560 +112 341176.621407 +113 311858.027462 +114 342366.750876 +115 398249.401031 +116 361748.090881 +117 293671.031403 +118 353692.505534 +119 404848.008272 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,IRRF,SARIMAX,0.7795450687408447,"108 235753.515625 +109 252113.890625 +110 536170.375000 +111 536170.375000 +112 536170.375000 +113 536178.062500 +114 377838.343750 +115 536170.375000 +116 536170.375000 +117 536170.375000 +118 686297.250000 +119 686075.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do FPM,AR,0.8186237812042236,"108 3177270.00 +109 5050049.50 +110 2671106.25 +111 3177270.00 +112 3441131.75 +113 3464981.75 +114 5050049.50 +115 2671106.25 +116 2671383.50 +117 2547915.00 +118 3441131.75 +119 5050049.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do ICMS,AR,1.2471508979797363,"108 2553223.25 +109 2426602.25 +110 2412860.50 +111 2308803.00 +112 2338045.25 +113 2325820.75 +114 2306294.00 +115 2310285.50 +116 2310085.00 +117 2355822.50 +118 2318108.75 +119 2358665.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do IPVA,AR,1.4930129051208496,"108 2.033965e+06 +109 5.795144e+05 +110 1.133687e+06 +111 1.197176e+06 +112 9.059028e+05 +113 3.250985e+05 +114 2.163337e+05 +115 1.385995e+05 +116 1.385995e+05 +117 1.423551e+05 +118 8.465137e+04 +119 1.806853e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do ITR,XGBoost,1.0768358707427979,"76 14.161305 +77 277.656097 +78 2854.443848 +79 327.139496 +80 892.380371 +81 327.139496 +82 455.823395 +83 455.823395 +84 214.220352 +85 411.992065 +86 536.781555 +87 -18.017391 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do ITR,Linear Regression,1.0768358707427979,"351701 182.508843 +351710 2664.784916 +351719 4131.409221 +351728 238.798405 +351737 51.704119 +396459 290.816876 +396468 382.785424 +396485 398.967734 +396510 3.416873 +396519 2803.721797 +396528 3949.761430 +396537 9.676584 +Name: y, dtype: float64" +Prefeitura Municipal de Dois Irmãos - RS,Transferencias LC 61_1989,SES,0.7953119277954102,"108 20843.408203 +109 21199.191406 +110 20265.285156 +111 22138.089844 +112 21879.634766 +113 22853.597656 +114 22879.033203 +115 22412.273438 +116 22185.849609 +117 16228.618164 +118 20265.931641 +119 22506.818359 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,IPTU,AR,1.3746788501739502,"107 7.237616e+05 +108 7.222681e+05 +109 3.072120e+06 +110 3.399851e+06 +111 8.040331e+05 +112 7.233011e+05 +113 1.723262e+06 +114 7.237616e+05 +115 7.180012e+05 +116 7.233011e+05 +117 6.041907e+05 +118 5.334438e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,ISS,MLP,1.0002529621124268,"108 1.044406e+06 +109 9.687030e+05 +110 9.462763e+05 +111 9.800833e+05 +112 9.845792e+05 +113 9.723045e+05 +114 9.489708e+05 +115 9.735981e+05 +116 1.056663e+06 +117 9.626872e+05 +118 1.032849e+06 +119 1.021319e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,ITBI,SES,0.932356595993042,"108 356521.15625 +109 392087.03125 +110 350785.34375 +111 394745.21875 +112 368182.12500 +113 390323.37500 +114 469957.15625 +115 392150.62500 +116 407542.90625 +117 369671.25000 +118 417562.81250 +119 432108.46875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,ITBI,Linear Regression,0.932356595993042,"414386 336235.470416 +414394 570735.208403 +414402 266362.769668 +414410 521803.819775 +414418 287961.131655 +414426 617611.081979 +414434 498766.838062 +414442 615196.771198 +414450 387919.894129 +414458 636951.940467 +414466 421184.629075 +414474 459222.388786 +Name: y, dtype: float64" +Prefeitura Municipal de Santiago - RS,IRRF,SARIMAX,2.318523645401001,"108 7.592616e+05 +109 7.441589e+05 +110 7.441589e+05 +111 7.441589e+05 +112 4.721478e+05 +113 1.413173e+06 +114 7.966072e+05 +115 7.958779e+05 +116 7.958779e+05 +117 7.958779e+05 +118 7.958779e+05 +119 7.711639e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,IRRF,Linear Regression,2.318523645401001,"108 161187.853525 +109 172500.872269 +110 171741.108161 +111 175238.795628 +112 169904.891105 +113 185921.676306 +114 177820.074291 +115 318336.464435 +116 197600.059829 +117 199877.018711 +118 201249.425638 +119 374763.749581 +Name: y, dtype: float64" +Prefeitura Municipal de Santiago - RS,Cota-Parte do FPM,HWES,0.8960015773773193,"108 5175004.0 +109 6312536.0 +110 4010013.0 +111 3977941.5 +112 5371090.0 +113 4344653.5 +114 5371087.0 +115 4010013.0 +116 4009902.0 +117 3280613.0 +118 5371090.0 +119 6312536.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,Cota-Parte do ICMS,SES,0.8161113262176514,"108 3102773.25 +109 2984363.25 +110 3051315.00 +111 3152065.00 +112 3410795.25 +113 3141368.75 +114 3152060.00 +115 3210308.50 +116 3213750.75 +117 3150048.25 +118 3102509.25 +119 3102509.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,Cota-Parte do ICMS,Linear Regression,0.8161113262176514,"414389 3.251311e+06 +414397 2.635085e+06 +414405 2.794048e+06 +414413 3.471115e+06 +414421 3.985568e+06 +414429 3.162207e+06 +414437 3.395085e+06 +414445 3.616735e+06 +414453 3.742601e+06 +414461 4.434984e+06 +414469 3.383182e+06 +414477 3.374347e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Santiago - RS,Cota-Parte do IPVA,AR,2.631268262863159,"108 2.601995e+06 +109 1.011574e+06 +110 9.945829e+05 +111 1.784185e+06 +112 1.844115e+06 +113 7.339044e+05 +114 7.457151e+05 +115 4.542919e+05 +116 1.801821e+05 +117 7.974181e+04 +118 7.974181e+04 +119 2.899681e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,Cota-Parte do ITR,HWES,1.691955327987671,"89 100608.929688 +90 497046.500000 +91 501391.343750 +92 93683.093750 +93 97158.156250 +94 97158.156250 +95 98178.476562 +96 107272.109375 +97 190654.562500 +98 55576.335938 +99 99640.242188 +100 99640.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santiago - RS,Transferencias LC 61_1989,HWES,0.7472729682922363,"72 33574.644531 +73 32101.064453 +74 28327.972656 +75 31757.314453 +76 32673.726562 +77 35379.773438 +78 32815.265625 +79 36439.972656 +80 35770.089844 +81 36008.933594 +82 33617.214844 +83 34880.378906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,IPTU,HWES,1.5424830913543701,"86 23005.796875 +87 17237.041016 +88 16487.511719 +89 16627.707031 +90 66769.156250 +91 67163.312500 +92 66769.156250 +93 66765.546875 +94 66190.625000 +95 65799.929688 +96 66263.554688 +97 66319.765625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,ISS,MLP,1.3176417350769043,"108 1912.700757 +109 2229.172632 +110 2466.720423 +111 2043.961984 +112 2243.661437 +113 2635.213562 +114 3100.130526 +115 3134.241634 +116 2278.449374 +117 4597.657710 +118 3589.002543 +119 3273.938201 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,ISS,Linear Regression,1.3176417350769043,"432462 5244.472028 +432470 7171.233911 +432478 8728.361545 +432485 6652.481094 +432493 7982.296868 +432501 10434.773305 +432509 13388.941752 +432515 14045.141260 +432523 9753.235064 +432531 23057.435683 +432539 18246.437274 +432547 17142.037716 +Name: y, dtype: float64" +Prefeitura Municipal de Herveiras - RS,ITBI,MLP,1.7497305870056152,"84 6778.042972 +85 6813.473933 +86 6865.203333 +87 7466.124004 +88 7384.737539 +89 8053.973609 +90 7037.120000 +91 7581.033108 +92 7970.436995 +93 7782.691649 +94 7373.032999 +95 7282.645296 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,IRRF,XGBoost,2.317741870880127,"98 101060.945312 +99 100250.007812 +100 99922.382812 +101 101171.523438 +102 101171.523438 +103 101060.945312 +104 99922.382812 +105 101171.523438 +106 99922.375000 +107 101060.945312 +108 99922.375000 +109 101060.945312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,Cota-Parte do FPM,HWES,0.9477634429931641,"108 1.308332e+06 +109 1.893976e+06 +110 1.069927e+06 +111 1.208923e+06 +112 1.308540e+06 +113 1.399645e+06 +114 1.308540e+06 +115 1.069927e+06 +116 1.069927e+06 +117 9.987733e+05 +118 1.308540e+06 +119 1.893976e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,Cota-Parte do ICMS,HWES,0.8106298446655273,"108 329651.09375 +109 314734.50000 +110 317018.28125 +111 330537.87500 +112 338702.37500 +113 357047.43750 +114 356982.06250 +115 364556.18750 +116 364556.18750 +117 365163.50000 +118 357021.06250 +119 365163.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,Cota-Parte do IPVA,HWES,1.3900227546691895,"106 35525.640625 +107 18961.568359 +108 37254.511719 +109 41321.457031 +110 36945.414062 +111 19970.429688 +112 10010.183594 +113 2854.970459 +114 2541.301025 +115 9906.812500 +116 2030.889038 +117 44464.175781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,Cota-Parte do IPVA,Linear Regression,1.3900227546691895,"432467 49016.801924 +432475 17714.512146 +432483 52537.780633 +432490 66496.861510 +432498 48163.400437 +432506 9775.451634 +432513 7694.516234 +432520 3533.364882 +432528 1926.127682 +432536 4502.072501 +432544 1217.014416 +432552 28767.936834 +Name: y, dtype: float64" +Prefeitura Municipal de Herveiras - RS,Cota-Parte do ITR,XGBoost,1.2589077949523926,"79 260.570435 +80 204.384628 +81 202.929703 +82 266.498383 +83 344.756989 +84 2720.992676 +85 589.623718 +86 984.740906 +87 1190.091431 +88 416.216919 +89 117.825500 +90 36.996315 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herveiras - RS,Cota-Parte do ITR,Linear Regression,1.2589077949523926,"380540 3614.337853 +380549 59.012019 +380558 65.012500 +432468 37.151784 +432476 15.884729 +432491 50.320374 +432499 15.341501 +432507 112.629224 +432521 183.860745 +432529 2068.186747 +432537 3181.216734 +432545 178.759399 +Name: y, dtype: float64" +Prefeitura Municipal de Herveiras - RS,Transferencias LC 61_1989,XGBoost,0.8562798500061035,"60 2522.697266 +61 2647.877930 +62 2463.226807 +63 2522.697266 +64 3159.535645 +65 3159.535645 +66 3177.409180 +67 3159.535645 +68 2225.153320 +69 2584.403076 +70 3159.535645 +71 2247.600098 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,IPTU,MLP,1.9332804679870605,"100 24507.435606 +101 23415.397465 +102 27463.821139 +103 27655.540663 +104 31491.895617 +105 35540.699173 +106 40693.607737 +107 46444.900341 +108 52919.737999 +109 62674.710585 +110 58401.755726 +111 64903.380627 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,ISS,HWES,2.8178372383117676,"108 19009.929688 +109 17819.916016 +110 19134.494141 +111 19134.494141 +112 17803.666016 +113 19004.492188 +114 17808.437500 +115 17809.414062 +116 18662.787109 +117 19134.494141 +118 17803.734375 +119 19134.494141 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,ITBI,HWES,1.6922383308410645,"106 39881.933594 +107 39641.980469 +108 40124.050781 +109 38130.917969 +110 40871.039062 +111 38130.917969 +112 40666.367188 +113 38130.917969 +114 39054.976562 +115 39295.378906 +116 39290.425781 +117 38130.917969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,IRRF,SARIMAX,1.2534363269805908,"71 83067.007812 +72 57554.699219 +73 56926.582031 +74 83067.007812 +75 83067.007812 +76 83067.007812 +77 83067.007812 +78 83067.007812 +79 83067.007812 +80 83067.007812 +81 83067.007812 +82 83067.007812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do FPM,HWES,0.9891061782836914,"108 1.308333e+06 +109 1.894142e+06 +110 1.070366e+06 +111 1.209151e+06 +112 1.308705e+06 +113 1.399925e+06 +114 1.308705e+06 +115 1.070366e+06 +116 1.070366e+06 +117 9.991239e+05 +118 1.308705e+06 +119 1.894142e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do ICMS,HWES,1.652043104171753,"108 512587.96875 +109 361520.43750 +110 435679.81250 +111 506543.09375 +112 526480.87500 +113 472596.28125 +114 510605.15625 +115 506541.31250 +116 506541.31250 +117 508934.75000 +118 472588.09375 +119 508934.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do IPVA,HWES,1.4414851665496826,"108 48721.085938 +109 24001.234375 +110 49900.855469 +111 48963.835938 +112 30213.087891 +113 14616.500000 +114 9643.170898 +115 9147.806641 +116 1769.851318 +117 821.774719 +118 804.672974 +119 49616.199219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.4414851665496826,"432263 132068.312584 +432271 28027.327433 +432279 57856.618871 +432287 83128.919631 +432295 46305.005556 +432303 13344.983559 +432311 9033.438787 +432319 8237.417798 +432327 5795.100381 +432335 1791.951091 +432343 1326.998244 +432351 54875.147175 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do ITR,XGBoost,1.2805876731872559,"87 6722.953613 +88 316.238922 +89 6716.135742 +90 322.675415 +91 6541.104980 +92 316.238922 +93 328.824097 +94 322.675415 +95 9143.093750 +96 9294.384766 +97 321.043060 +98 272.869751 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Expedito do Sul - RS,Transferencias LC 61_1989,XGBoost,0.9349210262298584,"60 3645.045410 +61 3802.766357 +62 3701.859131 +63 3600.522949 +64 2974.498047 +65 2974.498047 +66 3067.072021 +67 2974.498047 +68 3532.190674 +69 3645.815674 +70 2974.498047 +71 3067.072021 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,IPTU,SARIMAX,1.5418369770050049,"67 3675.702881 +68 23340.007812 +69 23545.644531 +70 23889.046875 +71 3678.800781 +72 4881.207520 +73 4506.881348 +74 188048.234375 +75 44686.750000 +76 44686.750000 +77 16303.784180 +78 44686.750000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,ISS,XGBoost,1.1004583835601807,"84 51893.386719 +85 51879.449219 +86 51249.042969 +87 51249.042969 +88 51249.042969 +89 51249.042969 +90 51249.042969 +91 51249.042969 +92 51249.042969 +93 51331.082031 +94 51249.042969 +95 51249.042969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,ITBI,MLP,1.877117395401001,"83 45155.000927 +84 49976.350965 +85 53518.154652 +86 56589.380587 +87 61780.693307 +88 68195.524299 +89 76376.620511 +90 82068.718897 +91 83442.375578 +92 85715.368449 +93 91818.884434 +94 97867.229159 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,IRRF,XGBoost,1.5938456058502197,"83 74671.632812 +84 74671.632812 +85 74671.632812 +86 74671.632812 +87 74671.632812 +88 74671.632812 +89 74671.632812 +90 74671.632812 +91 74671.632812 +92 74671.632812 +93 74671.632812 +94 73387.710938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do FPM,AR,0.8650469779968262,"84 1.200558e+06 +85 1.893774e+06 +86 1.096375e+06 +87 1.166880e+06 +88 1.194514e+06 +89 1.233317e+06 +90 1.168829e+06 +91 1.096375e+06 +92 1.096857e+06 +93 9.527629e+05 +94 1.194514e+06 +95 1.893774e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do ICMS,SARIMAX,0.7666881084442139,"84 745737.5625 +85 687277.5000 +86 689614.5625 +87 770126.1250 +88 709203.3750 +89 770148.1250 +90 770148.1250 +91 770148.1250 +92 770126.1250 +93 772217.2500 +94 709279.8750 +95 772263.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do IPVA,AR,1.3560535907745361,"84 160750.015625 +85 65827.539062 +86 65827.539062 +87 192181.750000 +88 158884.000000 +89 -48845.929688 +90 -53631.226562 +91 -49411.527344 +92 63420.507812 +93 -57747.742188 +94 -51925.527344 +95 199743.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do IPVA,Linear Regression,1.3560535907745361,"428283 269903.499752 +428291 71798.560714 +428298 69333.418458 +428306 123504.710016 +428314 216383.547224 +428322 -56888.375776 +428330 8968.511956 +428338 18843.691250 +428346 47257.875905 +428354 9545.787993 +428362 13821.038312 +428370 171180.756973 +Name: y, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do ITR,SES,1.8659470081329346,"78 518.865845 +79 711.484497 +80 640.451172 +81 524.859741 +82 518.865845 +83 725.899902 +84 723.057556 +85 959.869690 +86 1814.910889 +87 865.853638 +88 1006.469849 +89 473.175232 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do ITR,Linear Regression,1.8659470081329346,"349357 293.002869 +428284 119.137756 +428299 870.317002 +428307 386.649661 +428315 250.503242 +428323 178.447758 +428331 144.430431 +428339 1166.591615 +428347 8431.989799 +428355 30879.779193 +428363 1425.720364 +428371 576.631143 +Name: y, dtype: float64" +Prefeitura Municipal de Cacique Doble - RS,Transferencias LC 61_1989,XGBoost,0.9334452152252197,"60 4726.738770 +61 4689.157227 +62 4191.567383 +63 4727.479980 +64 4658.628418 +65 4658.628418 +66 4793.097168 +67 4697.064941 +68 4793.097168 +69 4697.064941 +70 4658.628418 +71 4793.097168 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,IPTU,AR,1.5951447486877441,"98 2084.839355 +99 4735.574707 +100 8379.057617 +101 6029.903320 +102 47618.906250 +103 47817.519531 +104 66223.835938 +105 47351.042969 +106 47351.042969 +107 47566.855469 +108 47397.179688 +109 47714.417969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,ISS,MLP,1.3343775272369385,"108 2668.944636 +109 1854.636068 +110 1823.183527 +111 1907.606744 +112 2221.210550 +113 2377.999276 +114 1211.365284 +115 1732.576612 +116 2476.140234 +117 2070.558538 +118 2428.130523 +119 2695.404694 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,ISS,Linear Regression,1.3343775272369385,"426500 13538.201696 +426508 8446.304509 +426516 8523.676229 +426523 9399.040938 +426531 11878.221259 +426539 13379.877873 +426546 5881.863819 +426554 9657.025359 +426562 15098.413337 +426570 12881.692919 +426577 15808.657394 +426585 18231.299112 +Name: y, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,ITBI,XGBoost,1.2534563541412354,"98 4253.268066 +99 61803.921875 +100 5577.319824 +101 5577.319824 +102 4321.043457 +103 8574.342773 +104 9522.369141 +105 8574.342773 +106 5296.991211 +107 5411.171387 +108 5235.068359 +109 5715.786133 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,ITBI,Linear Regression,1.2534563541412354,"385027 20118.936280 +426501 1111.784225 +426509 24404.553168 +426517 32419.628004 +426524 12607.633113 +426532 34736.586329 +426540 3557.709520 +426547 68614.875236 +426555 12958.956928 +426563 1558.943840 +426578 2712.753509 +426586 5003.029013 +Name: y, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,IRRF,MLP,2.214022397994995,"108 76483.300873 +109 75977.966967 +110 82300.198497 +111 81001.141640 +112 83537.417247 +113 83729.845095 +114 84564.175675 +115 91761.520769 +116 83985.004985 +117 107448.183261 +118 100312.508572 +119 109706.930639 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do FPM,HWES,1.1386137008666992,"108 1299431.875 +109 1894004.875 +110 1061469.125 +111 1142648.375 +112 1300036.375 +113 1357657.625 +114 1300036.375 +115 1061469.125 +116 1061469.125 +117 982172.125 +118 1300036.375 +119 1894004.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do ICMS,HWES,0.8852622509002686,"108 410603.12500 +109 401302.90625 +110 417712.71875 +111 409509.43750 +112 370281.46875 +113 417600.03125 +114 409509.43750 +115 371565.37500 +116 371565.37500 +117 370281.46875 +118 409509.43750 +119 370281.46875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do IPVA,XGBoost,1.784438133239746,"106 26203.833984 +107 26747.537109 +108 26747.537109 +109 36414.511719 +110 26082.486328 +111 27865.189453 +112 11807.563477 +113 12002.221680 +114 9615.799805 +115 9785.498047 +116 9785.498047 +117 27535.882812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do IPVA,Linear Regression,1.784438133239746,"426505 46498.480771 +426513 23380.366722 +426521 23766.525511 +426528 71067.255359 +426536 42521.391719 +426544 41677.833152 +426551 13799.526851 +426559 14997.792663 +426567 7005.076919 +426574 4525.624539 +426582 4793.800921 +426590 35986.098484 +Name: y, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do ITR,XGBoost,1.1741316318511963,"88 184.326416 +89 416.362976 +90 74.305351 +91 130.598907 +92 68.756493 +93 61.953606 +94 184.291183 +95 111.038452 +96 130.598907 +97 590.535828 +98 781.473694 +99 954.292664 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do ITR,Linear Regression,1.1741316318511963,"385023 28.592831 +385032 1814.428795 +426506 1720.546130 +426514 754.668162 +426529 2299.429366 +426537 5.185771 +426552 26.939072 +426560 58.637379 +426568 1000.202835 +426575 14913.604808 +426583 399.596231 +426591 25.420007 +Name: y, dtype: float64" +Prefeitura Municipal de Gramado dos Loureiros - RS,Transferencias LC 61_1989,XGBoost,0.9536125659942627,"60 2813.737061 +61 3192.080811 +62 3083.377686 +63 2903.322510 +64 2426.636475 +65 2449.888184 +66 2453.824463 +67 2426.636475 +68 2782.171631 +69 2813.737061 +70 2426.636475 +71 2437.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,IPTU,AR,1.590111255645752,"106 1017.630554 +107 50783.109375 +108 88603.039062 +109 95657.820312 +110 51167.324219 +111 16932.759766 +112 16033.881836 +113 16033.881836 +114 9180.677734 +115 16033.881836 +116 8640.086914 +117 8640.086914 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,ISS,XGBoost,1.0122816562652588,"108 111573.445312 +109 111573.445312 +110 110557.648438 +111 110568.890625 +112 110568.890625 +113 110568.890625 +114 110557.648438 +115 110557.648438 +116 110568.890625 +117 110568.890625 +118 110568.890625 +119 110568.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,ITBI,HWES,1.6789286136627197,"108 9381.376953 +109 15461.937500 +110 14101.789062 +111 8640.266602 +112 16528.207031 +113 16528.207031 +114 16530.343750 +115 5768.628906 +116 12847.004883 +117 15172.630859 +118 1126.033447 +119 17435.496094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,ITBI,Linear Regression,1.6789286136627197,"396762 19829.084574 +396771 10330.312462 +396779 2240.982083 +396787 29746.819817 +396796 19496.130218 +396805 19636.537502 +396814 21322.914952 +396822 33933.092605 +396831 6454.643338 +396840 6110.892060 +396849 91530.009943 +396858 3192.956002 +Name: y, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,IRRF,XGBoost,1.0728442668914795,"108 116253.710938 +109 77669.882812 +110 73403.109375 +111 73403.109375 +112 115295.773438 +113 73403.109375 +114 78663.976562 +115 73403.109375 +116 78663.976562 +117 78663.976562 +118 78663.976562 +119 73403.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do FPM,HWES,0.8480768203735352,"108 1.298908e+06 +109 1.893769e+06 +110 1.032626e+06 +111 1.149194e+06 +112 1.298929e+06 +113 1.273944e+06 +114 1.298929e+06 +115 1.032626e+06 +116 1.033756e+06 +117 9.686160e+05 +118 1.298929e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do ICMS,HWES,0.886446475982666,"108 688170.9375 +109 640325.9375 +110 658381.5625 +111 693138.5000 +112 697116.6875 +113 664569.5625 +114 693135.8125 +115 693557.6875 +116 693557.6875 +117 693138.5000 +118 693323.3125 +119 689391.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do IPVA,AR,1.4424347877502441,"108 115395.328125 +109 49803.609375 +110 49803.609375 +111 140161.000000 +112 119755.468750 +113 40652.707031 +114 44028.414062 +115 14588.790039 +116 10117.391602 +117 14588.790039 +118 8732.763672 +119 102081.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do ITR,XGBoost,1.0971601009368896,"94 262.988068 +95 335.897034 +96 333.677216 +97 305.138611 +98 333.677216 +99 353.164917 +100 538.988037 +101 1313.918579 +102 276.848785 +103 115.683983 +104 176.978424 +105 177.748276 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do ITR,Linear Regression,1.0971601009368896,"364002 4801.220418 +364011 151.462004 +364020 265.117941 +396767 70.125469 +396792 267.951989 +396801 89.238085 +396810 8.827463 +396827 44.781703 +396836 1795.046847 +396845 5385.891283 +396854 147.877216 +396863 173.208470 +Name: y, dtype: float64" +Prefeitura Municipal de Fazenda Vilanova - RS,Transferencias LC 61_1989,HWES,1.1798415184020996,"108 5719.684570 +109 5683.752930 +110 5637.925293 +111 5058.723633 +112 5267.768066 +113 5039.821289 +114 4846.666992 +115 5851.381348 +116 5491.451172 +117 5176.083008 +118 6050.219727 +119 5736.379395 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,IPTU,SES,1.643622636795044,"99 5247.577637 +100 11984.707031 +101 194670.703125 +102 195942.015625 +103 196741.281250 +104 25826.958984 +105 196741.281250 +106 196545.265625 +107 196545.265625 +108 196545.265625 +109 195947.250000 +110 195942.015625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,ISS,SARIMAX,0.7803571224212646,"108 50786.351562 +109 50185.925781 +110 50857.894531 +111 50786.351562 +112 51413.687500 +113 50266.296875 +114 51413.687500 +115 50266.296875 +116 50266.296875 +117 50786.351562 +118 51920.113281 +119 49802.304688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,ITBI,XGBoost,1.24183988571167,"107 40584.800781 +108 33266.527344 +109 37172.800781 +110 35184.128906 +111 34532.160156 +112 38942.730469 +113 26358.628906 +114 40512.480469 +115 33722.980469 +116 44169.894531 +117 37080.347656 +118 42995.398438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,IRRF,XGBoost,2.8257358074188232,"108 159086.640625 +109 159086.640625 +110 159086.640625 +111 159086.640625 +112 159086.640625 +113 159086.640625 +114 159086.640625 +115 159086.640625 +116 159086.640625 +117 159086.640625 +118 159086.640625 +119 159086.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,Cota-Parte do FPM,HWES,0.9407370090484619,"108 1.331460e+06 +109 1.893780e+06 +110 1.056376e+06 +111 1.164165e+06 +112 1.332417e+06 +113 1.357298e+06 +114 1.332417e+06 +115 1.056376e+06 +116 1.056370e+06 +117 9.603317e+05 +118 1.332417e+06 +119 1.893780e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,Cota-Parte do ICMS,HWES,0.8648700714111328,"108 1186493.250 +109 1187558.500 +110 1192671.375 +111 1265075.125 +112 1269269.250 +113 1193641.750 +114 1265075.125 +115 1255837.375 +116 1255837.375 +117 1252262.000 +118 1193641.750 +119 1252344.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,Cota-Parte do IPVA,SARIMAX,1.2739322185516357,"107 163962.843750 +108 54086.281250 +109 151454.843750 +110 149095.359375 +111 102680.796875 +112 27677.458984 +113 40178.246094 +114 29884.875000 +115 27950.927734 +116 19391.962891 +117 22920.050781 +118 130828.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,Cota-Parte do ITR,XGBoost,2.0734610557556152,"102 1000.494873 +103 1034.615356 +104 1718.891235 +105 981.855286 +106 1796.186035 +107 1966.006348 +108 1796.326660 +109 1796.186035 +110 40544.613281 +111 126341.546875 +112 1796.186035 +113 1066.623413 +Name: Valor, dtype: float64" +Prefeitura Municipal de Água Santa - RS,Cota-Parte do ITR,Linear Regression,2.0734610557556152,"400344 451.449378 +400352 1303.250781 +400360 74.481516 +400368 952.858353 +400376 2913.104186 +400384 1945.834233 +400392 2242.224787 +400400 3024.798710 +400408 34119.462673 +400416 117290.442738 +400423 2898.729586 +400431 1796.491948 +Name: y, dtype: float64" +Prefeitura Municipal de Água Santa - RS,Transferencias LC 61_1989,MLP,0.7359528541564941,"60 13211.852901 +61 13566.090610 +62 13400.610937 +63 13267.121253 +64 12937.189970 +65 12890.008254 +66 13159.108453 +67 12795.940065 +68 13305.861160 +69 13434.174259 +70 13011.241544 +71 13351.351857 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,IPTU,MLP,1.642704963684082,"108 13310.821001 +109 9632.353551 +110 19230.096463 +111 24585.327649 +112 56398.666450 +113 36625.098744 +114 14322.637290 +115 12590.265519 +116 11304.584137 +117 10757.323495 +118 11593.402676 +119 10933.164232 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,ISS,MLP,0.9380311965942383,"108 31192.875721 +109 31459.959305 +110 32841.660386 +111 32804.530126 +112 29662.560860 +113 29988.240891 +114 29916.377938 +115 33479.211226 +116 28832.349586 +117 31176.889953 +118 30038.092987 +119 31028.034382 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,ISS,Linear Regression,0.9380311965942383,"414062 41350.342424 +414071 43704.175869 +414080 55090.381820 +414089 55636.534587 +414097 31356.770607 +414106 33743.261420 +414115 33053.869146 +414124 61431.775269 +414133 25369.793034 +414142 43653.044442 +414151 34874.660446 +414160 42743.393714 +Name: y, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,ITBI,XGBoost,1.7113158702850342,"105 35454.121094 +106 33363.785156 +107 37102.761719 +108 30567.601562 +109 39569.457031 +110 25252.914062 +111 76704.828125 +112 29959.990234 +113 19734.962891 +114 31727.554688 +115 17635.884766 +116 19734.962891 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,IRRF,SARIMAX,0.8617632389068604,"108 109727.632812 +109 109761.515625 +110 206546.453125 +111 109761.515625 +112 109726.890625 +113 109761.515625 +114 111756.164062 +115 111760.164062 +116 109761.515625 +117 111760.164062 +118 109270.679688 +119 203440.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do FPM,HWES,0.9592313766479492,"108 1.243724e+06 +109 1.893953e+06 +110 1.075282e+06 +111 1.148367e+06 +112 1.244599e+06 +113 1.288829e+06 +114 1.244599e+06 +115 1.075282e+06 +116 1.075282e+06 +117 9.524057e+05 +118 1.244599e+06 +119 1.893953e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do ICMS,XGBoost,0.8177721500396729,"108 1245322.875 +109 1200916.500 +110 1197938.500 +111 1175794.000 +112 1087484.000 +113 1191233.625 +114 1159654.875 +115 1162179.625 +116 1162179.625 +117 1131906.500 +118 1176193.000 +119 1131906.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do IPVA,SARIMAX,1.4153523445129395,"108 136454.531250 +109 46317.406250 +110 48493.562500 +111 164388.218750 +112 58168.328125 +113 17449.341797 +114 20390.763672 +115 6257.524902 +116 20390.763672 +117 6257.524902 +118 599.358032 +119 150757.015625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do ITR,MLP,1.7777953147888184,"95 11508.103838 +96 13004.502075 +97 14974.384428 +98 18298.126911 +99 22360.732996 +100 27433.376754 +101 33665.104268 +102 41293.313173 +103 57068.647718 +104 70367.146055 +105 57156.426777 +106 69901.683719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal Grande - RS,Transferencias LC 61_1989,HWES,1.4843482971191406,"96 12257.513672 +97 9468.407227 +98 10205.736328 +99 10607.487305 +100 10621.950195 +101 11059.044922 +102 11059.044922 +103 11595.447266 +104 11603.201172 +105 9661.958984 +106 10205.000000 +107 11583.019531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,IPTU,AR,1.699040174484253,"108 99640288.0 +109 40914868.0 +110 40782880.0 +111 40914860.0 +112 40914860.0 +113 41875104.0 +114 41875104.0 +115 40880068.0 +116 40291340.0 +117 39846128.0 +118 39860804.0 +119 41775652.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,ISS,MLP,0.9843153953552246,"108 2.601893e+07 +109 2.408629e+07 +110 2.500061e+07 +111 2.612875e+07 +112 2.714243e+07 +113 2.655345e+07 +114 2.722944e+07 +115 2.780805e+07 +116 2.892735e+07 +117 2.755006e+07 +118 2.780729e+07 +119 2.972568e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,ITBI,MLP,1.4891841411590576,"108 5.848038e+06 +109 5.077794e+06 +110 6.701175e+06 +111 6.854636e+06 +112 6.817357e+06 +113 6.659846e+06 +114 5.905466e+06 +115 6.686749e+06 +116 6.119199e+06 +117 6.231761e+06 +118 5.629132e+06 +119 6.679655e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,IRRF,AR,2.879403591156006,"108 6841809.5 +109 11318639.0 +110 12466038.0 +111 12715402.0 +112 12715402.0 +113 12715402.0 +114 12101515.0 +115 12462687.0 +116 14534229.0 +117 13769851.0 +118 12385078.0 +119 28733926.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do FPM,HWES,0.8919389247894287,"108 11751991.0 +109 16457506.0 +110 8909563.0 +111 9965998.0 +112 11751991.0 +113 11137784.0 +114 11751991.0 +115 8909563.0 +116 9250868.0 +117 8909563.0 +118 11751991.0 +119 16457506.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do ICMS,AR,0.740551233291626,"108 42018028.0 +109 37015052.0 +110 36985248.0 +111 40872688.0 +112 48006528.0 +113 40936660.0 +114 40645684.0 +115 41121828.0 +116 41183948.0 +117 48252608.0 +118 42596260.0 +119 48256824.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do IPVA,AR,1.2857956886291504,"108 2.543228e+07 +109 9.234979e+06 +110 8.994573e+06 +111 2.381143e+07 +112 2.257591e+07 +113 7.670040e+06 +114 3.188895e+06 +115 2.464296e+06 +116 1.598948e+06 +117 1.392660e+06 +118 7.946652e+05 +119 2.451701e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do ITR,MLP,1.6097877025604248,"36 68142.626153 +37 77989.457047 +38 82501.758548 +39 92659.142707 +40 84811.276405 +41 88045.991892 +42 118847.071003 +43 123824.066970 +44 361082.117443 +45 657669.739922 +46 270929.825528 +47 255948.917394 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caxias do Sul - RS,Transferencias LC 61_1989,AR,0.7083070278167725,"60 392600.09375 +61 434008.96875 +62 402579.81250 +63 409140.59375 +64 403880.81250 +65 410628.28125 +66 408290.56250 +67 403881.03125 +68 409510.50000 +69 348771.68750 +70 404075.06250 +71 427978.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,IPTU,AR,1.3277571201324463,"107 2133506.250 +108 8435994.000 +109 9646125.000 +110 1976258.875 +111 2035013.875 +112 1976121.750 +113 1976258.875 +114 2035013.875 +115 1976121.750 +116 2035013.875 +117 1975874.500 +118 2035013.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,ISS,MLP,2.6986327171325684,"108 4.058430e+06 +109 4.104063e+06 +110 4.134508e+06 +111 4.144611e+06 +112 4.185525e+06 +113 4.190068e+06 +114 4.194926e+06 +115 4.213942e+06 +116 4.186756e+06 +117 4.217054e+06 +118 4.200124e+06 +119 4.180855e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,ITBI,HWES,1.0010738372802734,"108 8.824800e+05 +109 8.815346e+05 +110 1.048559e+06 +111 8.824547e+05 +112 1.048558e+06 +113 1.041653e+06 +114 8.771314e+05 +115 1.058462e+06 +116 1.059280e+06 +117 8.824800e+05 +118 1.059020e+06 +119 1.036449e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,IRRF,SARIMAX,0.9495072364807129,"108 1.718477e+06 +109 9.779197e+05 +110 1.718477e+06 +111 1.718477e+06 +112 1.718477e+06 +113 1.718477e+06 +114 1.718477e+06 +115 1.718477e+06 +116 9.941950e+05 +117 1.718477e+06 +118 1.718477e+06 +119 1.718477e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,Cota-Parte do FPM,HWES,1.0303401947021484,"108 5256779.0 +109 7575140.5 +110 4638027.5 +111 4852780.5 +112 5256845.0 +113 5385153.0 +114 5602299.0 +115 4638027.5 +116 4637869.0 +117 4263437.0 +118 5256845.0 +119 7575140.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,Cota-Parte do ICMS,AR,0.7733652591705322,"108 4866390.0 +109 4367673.0 +110 4201412.0 +111 4330766.0 +112 4209598.0 +113 4363368.0 +114 4277340.0 +115 4297492.5 +116 4300354.5 +117 4738229.0 +118 4422168.0 +119 4739667.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,Cota-Parte do IPVA,AR,2.2768051624298096,"108 2.677330e+06 +109 1.316619e+06 +110 1.415052e+06 +111 2.538242e+06 +112 1.848610e+06 +113 9.432524e+05 +114 8.349326e+05 +115 4.626501e+05 +116 3.626826e+05 +117 2.573778e+05 +118 2.373242e+05 +119 2.601531e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,Cota-Parte do ITR,SARIMAX,1.1941101551055908,"84 244.592590 +85 1236.163208 +86 80.314293 +87 75.765961 +88 1390.417236 +89 1188.415649 +90 129.674576 +91 92.204987 +92 -96.843742 +93 520.030640 +94 1126.335205 +95 -57.098156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,Cota-Parte do ITR,Linear Regression,1.1941101551055908,"84 435.081326 +85 631.073299 +86 385.172854 +87 749.019487 +88 288.666110 +89 954.517996 +90 503.401755 +91 311.276145 +92 602.223271 +93 444.135239 +94 287.324020 +95 334.926774 +Name: y, dtype: float64" +Prefeitura Municipal de Campo Bom - RS,Transferencias LC 61_1989,HWES,0.7126085758209229,"84 40450.648438 +85 32149.085938 +86 37570.582031 +87 42830.996094 +88 39125.156250 +89 40235.503906 +90 40998.546875 +91 39242.359375 +92 42813.386719 +93 34868.437500 +94 37570.582031 +95 44325.175781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,IPTU,AR,1.5242030620574951,"108 822977.000000 +109 236633.031250 +110 255873.312500 +111 159976.031250 +112 159976.031250 +113 159976.031250 +114 159976.031250 +115 159976.437500 +116 168988.218750 +117 155345.250000 +118 163493.718750 +119 162523.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,IPTU,Linear Regression,1.5242030620574951,"419862 1.096230e+06 +419871 3.358936e+05 +419880 3.741815e+05 +419889 2.006197e+05 +419898 2.007068e+05 +419907 2.020431e+05 +419916 1.942648e+05 +419925 1.945915e+05 +419934 1.738196e+05 +419943 2.237486e+05 +419952 2.043001e+05 +419961 2.136137e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,ISS,SARIMAX,0.7637910842895508,"108 647985.5625 +109 698779.1875 +110 646040.1250 +111 648061.0625 +112 647985.5625 +113 680091.8125 +114 703822.3750 +115 703822.3750 +116 602451.3125 +117 678146.4375 +118 648275.7500 +119 648071.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,ITBI,SES,0.856438398361206,"108 60113.429688 +109 65914.882812 +110 52161.460938 +111 171067.078125 +112 377818.625000 +113 376752.468750 +114 159652.062500 +115 64076.472656 +116 340440.187500 +117 78893.890625 +118 171067.078125 +119 327524.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,ITBI,Linear Regression,0.856438398361206,"419864 69302.042093 +419873 36910.456533 +419882 94867.431481 +419891 609460.352677 +419900 235949.821102 +419909 198810.412328 +419918 163436.707846 +419927 96714.198716 +419936 84804.015113 +419945 136539.797268 +419954 437784.836299 +419963 51729.496600 +Name: y, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,IRRF,SARIMAX,1.5097670555114746,"108 561685.000 +109 571554.375 +110 1231083.875 +111 1231083.875 +112 1230696.625 +113 1231083.875 +114 1231083.875 +115 1231083.875 +116 1231083.875 +117 1231083.875 +118 1231083.875 +119 1231083.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do FPM,HWES,0.9210214614868164,"108 3312014.75 +109 5050409.00 +110 2868667.50 +111 3063728.75 +112 3317426.50 +113 3432415.75 +114 3317426.50 +115 2868667.50 +116 2868667.50 +117 2538166.25 +118 3317426.50 +119 5050409.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do ICMS,HWES,2.519333839416504,"108 2786990.00 +109 2697129.50 +110 2728720.25 +111 3514897.50 +112 3108246.25 +113 2709855.25 +114 2512789.25 +115 3088318.75 +116 3510134.25 +117 3124203.00 +118 2597780.75 +119 3124203.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do IPVA,XGBoost,1.2880291938781738,"108 739301.000000 +109 267496.968750 +110 531615.312500 +111 654895.250000 +112 743476.812500 +113 281438.656250 +114 242982.390625 +115 137322.906250 +116 128646.328125 +117 85874.484375 +118 76230.484375 +119 624462.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.2880291938781738,"419868 1.054658e+06 +419877 2.649829e+05 +419886 3.940885e+05 +419895 7.143085e+05 +419904 6.267287e+05 +419913 3.250981e+05 +419922 2.104326e+05 +419931 1.388453e+05 +419940 1.102074e+05 +419949 7.410619e+04 +419958 4.837306e+04 +419967 7.712857e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do ITR,MLP,2.1638338565826416,"108 3.436923e+04 +109 5.494753e+03 +110 3.356352e+03 +111 5.220806e+03 +112 8.251814e+03 +113 6.220470e+03 +114 5.411098e+03 +115 8.317772e+03 +116 1.774685e+05 +117 1.014453e+06 +118 9.081904e+04 +119 7.821728e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caçapava do Sul - RS,Transferencias LC 61_1989,HWES,0.7736146450042725,"108 26452.320312 +109 29627.748047 +110 29176.476562 +111 28849.648438 +112 29751.843750 +113 32523.058594 +114 32490.205078 +115 29356.388672 +116 29893.142578 +117 27452.451172 +118 29230.472656 +119 27808.353516 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,IPTU,Prophet,1.146423578262329,"87 76292.906250 +88 76083.679688 +89 288507.968750 +90 595634.937500 +91 363714.687500 +92 778992.375000 +93 353336.031250 +94 353338.843750 +95 353336.031250 +96 354173.406250 +97 352914.125000 +98 356479.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,ISS,XGBoost,0.7312800884246826,"108 57536.390625 +109 54602.351562 +110 49642.441406 +111 57536.390625 +112 47440.285156 +113 47945.757812 +114 50824.050781 +115 51854.722656 +116 51854.722656 +117 51963.476562 +118 61103.046875 +119 61103.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,ITBI,MLP,0.7632467746734619,"108 65808.051899 +109 54448.324169 +110 60456.705206 +111 58055.129603 +112 67734.376401 +113 63524.176807 +114 66562.713261 +115 62169.061274 +116 65883.943730 +117 56861.110557 +118 66646.896279 +119 56003.713069 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,IRRF,MLP,3.163935661315918,"107 59528.622128 +108 60386.558333 +109 62567.568244 +110 61062.832024 +111 60025.482962 +112 59522.678671 +113 59816.126814 +114 60069.288628 +115 58904.719633 +116 59629.207164 +117 59821.199554 +118 78887.241832 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,IRRF,Linear Regression,3.163935661315918,"389094 56791.071630 +389102 60561.944126 +389110 69477.280197 +389118 64896.318968 +389126 61895.639922 +389134 60791.784633 +389142 62648.315325 +389150 64438.751662 +389158 60975.669518 +389166 64490.042255 +389174 66154.888397 +389182 138956.213922 +Name: y, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do FPM,HWES,1.2038145065307617,"108 1.257040e+06 +109 1.893769e+06 +110 1.043643e+06 +111 1.184274e+06 +112 1.257034e+06 +113 1.296007e+06 +114 1.256998e+06 +115 1.043643e+06 +116 1.047768e+06 +117 9.632383e+05 +118 1.257034e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do ICMS,HWES,0.8262414932250977,"108 1.056437e+06 +109 9.609321e+05 +110 8.645054e+05 +111 1.061520e+06 +112 1.106074e+06 +113 1.049759e+06 +114 1.075395e+06 +115 1.074798e+06 +116 1.074798e+06 +117 1.102292e+06 +118 1.047519e+06 +119 1.100940e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do IPVA,SARIMAX,1.6442844867706299,"108 297149.875000 +109 158575.640625 +110 137291.281250 +111 175294.625000 +112 137291.281250 +113 39228.187500 +114 22110.859375 +115 39228.238281 +116 34862.253906 +117 25981.998047 +118 26235.837891 +119 296840.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do ITR,MLP,2.00199818611145,"105 18305.874075 +106 22694.290719 +107 28312.129659 +108 35587.541587 +109 45359.997126 +110 55718.112336 +111 69981.249205 +112 88780.904965 +113 128321.487026 +114 243092.049633 +115 160906.040157 +116 203410.558607 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibiaçá - RS,Transferencias LC 61_1989,MLP,0.8451247215270996,"60 13331.078460 +61 13675.304263 +62 13509.307427 +63 13375.500117 +64 13044.029586 +65 12997.029033 +66 13268.265379 +67 12903.349597 +68 13416.882783 +69 13546.490962 +70 13121.466146 +71 13464.164678 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,IPTU,HWES,1.4655792713165283,"97 2800.173828 +98 23899.083984 +99 231199.562500 +100 28779.011719 +101 22741.468750 +102 1400.233032 +103 2150.218262 +104 1615.774048 +105 -2842.172607 +106 9668.270508 +107 -2134.156494 +108 35223.675781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,ISS,XGBoost,1.7117950916290283,"104 31927.074219 +105 30512.191406 +106 31245.386719 +107 30804.228516 +108 31882.863281 +109 32952.355469 +110 31927.074219 +111 33608.785156 +112 31901.806641 +113 31270.654297 +114 32332.398438 +115 32899.410156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,ISS,Linear Regression,1.7117950916290283,"410635 31669.845807 +410643 25361.899205 +410651 37342.854695 +410659 22679.301690 +410667 26049.882555 +410674 24869.853629 +410683 30936.357086 +410691 24856.437594 +410699 37564.160144 +410707 36261.695123 +410715 26462.887221 +410724 30699.689140 +Name: y, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,ITBI,XGBoost,1.1933326721191406,"92 917.828247 +93 1460.638672 +94 11428.992188 +95 9231.438477 +96 3328.096191 +97 8259.877930 +98 35058.894531 +99 31441.001953 +100 2922.277832 +101 16999.773438 +102 24513.185547 +103 8239.916016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,ITBI,Linear Regression,1.1933326721191406,"365101 9172.981383 +365110 34211.166682 +365119 34937.593460 +365128 9239.961125 +365137 4046.212359 +365146 21048.032209 +365155 9170.536312 +365164 11828.822516 +365173 2993.628318 +410675 -5883.917549 +410716 299.907589 +410725 -8.817458 +Name: y, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,IRRF,XGBoost,2.7801015377044678,"104 30092.187500 +105 29495.429688 +106 30027.972656 +107 28492.937500 +108 28492.937500 +109 59622.203125 +110 29992.091797 +111 29992.091797 +112 28215.183594 +113 29690.886719 +114 29627.441406 +115 59266.386719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,IRRF,Linear Regression,2.7801015377044678,"410636 34809.686600 +410644 29672.777220 +410652 39599.636150 +410660 31959.145309 +410668 31980.893182 +410676 60329.880614 +410684 39881.772504 +410692 39111.508637 +410700 31850.262215 +410708 35755.094365 +410717 37737.235481 +410726 65960.147169 +Name: y, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do FPM,HWES,0.8724977970123291,"104 1276545.000 +105 2257007.500 +106 1055139.125 +107 1146426.500 +108 1489288.000 +109 1287481.250 +110 1490254.250 +111 1055139.125 +112 1065081.375 +113 961816.125 +114 1489288.000 +115 2257007.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do ICMS,SES,0.7943897247314453,"104 382339.43750 +105 402496.53125 +106 414468.00000 +107 359307.65625 +108 457923.87500 +109 356760.09375 +110 381553.59375 +111 398704.84375 +112 393898.90625 +113 398798.40625 +114 352952.46875 +115 418754.06250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do ICMS,Linear Regression,0.7943897247314453,"410638 444441.843705 +410646 365191.660602 +410654 387221.978216 +410662 481055.530953 +410670 552352.470718 +410678 438244.470549 +410686 491381.992968 +410694 526632.735886 +410702 514522.137845 +410710 985485.078586 +410719 469041.189848 +410728 382498.357624 +Name: y, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do IPVA,SARIMAX,1.4732344150543213,"104 77409.039062 +105 54398.832031 +106 64290.554688 +107 73390.140625 +108 54917.363281 +109 27456.304688 +110 12207.841797 +111 11605.657227 +112 11605.657227 +113 13686.599609 +114 13686.599609 +115 75321.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do ITR,XGBoost,1.185511827468872,"91 -44.195385 +92 109.577248 +93 114.946709 +94 113.029175 +95 87.102127 +96 51.706661 +97 883.295410 +98 202.805786 +99 4.185848 +100 2376.488525 +101 135.462677 +102 135.462677 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do ITR,Linear Regression,1.185511827468872,"365178 2706.470172 +410640 20.587901 +410648 28.751935 +410656 47.298828 +410664 4.878320 +410680 5.473614 +410688 105.823203 +410696 182.283715 +410704 3084.791216 +410712 10943.949943 +410721 122.754297 +410730 111.474632 +Name: y, dtype: float64" +Prefeitura Municipal de Paulo Bento - RS,Transferencias LC 61_1989,AR,1.0183594226837158,"104 5123.424316 +105 4854.813965 +106 4566.260742 +107 5133.030762 +108 5042.823730 +109 5242.660156 +110 5326.921387 +111 5076.557129 +112 5119.920898 +113 5264.097168 +114 4992.249023 +115 5161.438965 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,IPTU,HWES,1.9309396743774414,"99 8801.086914 +100 5789.446777 +101 41511.968750 +102 244769.343750 +103 42198.273438 +104 40789.121094 +105 42198.515625 +106 35900.660156 +107 10675.390625 +108 24819.164062 +109 44499.539062 +110 18026.412109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,ISS,MLP,0.7691516876220703,"108 49741.435559 +109 46099.818588 +110 48286.785055 +111 47398.664370 +112 48864.435878 +113 50012.485317 +114 50032.078983 +115 53062.187827 +116 47877.191193 +117 46784.322657 +118 46742.000453 +119 48275.159867 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,ISS,Linear Regression,0.7691516876220703,"429017 53479.785135 +429025 33695.150569 +429033 45314.291949 +429040 40408.709733 +429048 48305.846259 +429056 54756.917601 +429064 55232.452717 +429072 72349.180278 +429080 44788.108842 +429088 38745.712775 +429096 38265.609886 +429104 46462.572033 +Name: y, dtype: float64" +Prefeitura Municipal de Barracão - RS,ITBI,XGBoost,1.996711254119873,"108 167957.03125 +109 162855.06250 +110 162560.34375 +111 160226.31250 +112 167957.03125 +113 168089.59375 +114 153979.59375 +115 153965.59375 +116 168096.00000 +117 166493.37500 +118 167957.03125 +119 166493.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,IRRF,Prophet,1.5392255783081055,"106 17333.152344 +107 31011.755859 +108 31011.634766 +109 30771.591797 +110 4434.635742 +111 4144.448242 +112 116729.937500 +113 119273.023438 +114 119725.695312 +115 119677.140625 +116 119725.695312 +117 119677.460938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,Cota-Parte do FPM,HWES,0.9377095699310303,"108 1.308332e+06 +109 1.893976e+06 +110 1.069927e+06 +111 1.208923e+06 +112 1.308540e+06 +113 1.399645e+06 +114 1.308540e+06 +115 1.069927e+06 +116 1.069927e+06 +117 9.987733e+05 +118 1.308540e+06 +119 1.893976e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,Cota-Parte do ICMS,HWES,0.7834529876708984,"108 1.022005e+06 +109 8.764387e+05 +110 8.889109e+05 +111 1.056997e+06 +112 1.062882e+06 +113 1.047681e+06 +114 1.035418e+06 +115 1.061946e+06 +116 1.061946e+06 +117 1.092912e+06 +118 1.047273e+06 +119 1.092912e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,Cota-Parte do IPVA,AR,1.3258159160614014,"108 116706.828125 +109 93569.578125 +110 100313.312500 +111 182488.031250 +112 109063.242188 +113 60783.765625 +114 61410.285156 +115 23144.001953 +116 24557.072266 +117 20445.476562 +118 20330.314453 +119 108695.679688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,Cota-Parte do ITR,XGBoost,2.0532944202423096,"102 40581.515625 +103 115734.437500 +104 74236.851562 +105 74045.585938 +106 74066.507812 +107 74278.640625 +108 74212.867188 +109 74141.664062 +110 134092.250000 +111 134528.296875 +112 74141.664062 +113 74205.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barracão - RS,Transferencias LC 61_1989,XGBoost,0.8543288707733154,"60 7492.301758 +61 8371.685547 +62 7660.450195 +63 7577.988281 +64 6120.014160 +65 6120.014160 +66 6139.465332 +67 6120.014160 +68 7709.798828 +69 7492.301758 +70 6120.014160 +71 6139.465332 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,IPTU,MLP,2.7552871704101562,"106 16028.316408 +107 25129.788235 +108 26480.641590 +109 26697.690847 +110 27311.407322 +111 30552.648248 +112 37923.975665 +113 44591.549857 +114 84564.779298 +115 151697.092103 +116 44336.624745 +117 59069.832979 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,ISS,SARIMAX,1.8326623439788818,"108 38645.199219 +109 39103.929688 +110 52258.550781 +111 52861.679688 +112 52861.679688 +113 39103.929688 +114 53431.203125 +115 51698.433594 +116 53431.203125 +117 51698.433594 +118 53148.855469 +119 39103.929688 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,ITBI,XGBoost,2.4286773204803467,"108 18030.580078 +109 13042.148438 +110 6021.210938 +111 8901.231445 +112 7561.839355 +113 7685.201172 +114 6476.875000 +115 6566.639648 +116 7731.182617 +117 8609.253906 +118 5151.541992 +119 9660.216797 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,ITBI,Linear Regression,2.4286773204803467,"401277 17229.787273 +401285 21750.738271 +401294 29757.144996 +401303 22017.618495 +401312 24793.172826 +401321 18734.991738 +401329 12630.106609 +401337 1200.961009 +401346 3602.883026 +401354 5978.117022 +401362 8673.607286 +401370 5097.412282 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,IRRF,AR,2.040945529937744,"108 77698.210938 +109 77603.984375 +110 77698.210938 +111 77603.984375 +112 77603.984375 +113 77698.210938 +114 77698.210938 +115 77603.984375 +116 77698.210938 +117 110133.281250 +118 77603.984375 +119 110133.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do FPM,SARIMAX,1.0435945987701416,"108 1893963.375 +109 1619878.500 +110 1597583.625 +111 1597583.625 +112 1893960.750 +113 1615107.000 +114 1893963.375 +115 1600182.250 +116 1597583.625 +117 1947597.125 +118 1674717.250 +119 1947597.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do ICMS,HWES,1.9149396419525146,"108 638474.5000 +109 631567.0625 +110 636606.6250 +111 636606.6250 +112 631567.0625 +113 629630.8750 +114 638474.5000 +115 631567.0625 +116 625237.0625 +117 615941.1250 +118 629630.8750 +119 638474.5000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do IPVA,MLP,1.4100887775421143,"108 26842.222127 +109 27784.488072 +110 33824.726471 +111 34784.782738 +112 41079.584332 +113 46480.693904 +114 64487.999542 +115 77579.290356 +116 72027.653565 +117 64074.058171 +118 195672.512602 +119 143667.485759 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do ITR,Prophet,1.1866872310638428,"99 23.196121 +100 30.606953 +101 28.102476 +102 37.947586 +103 15.397685 +104 1600.751587 +105 0.601066 +106 -2.948490 +107 -3.694574 +108 -3.694574 +109 -4.480353 +110 -4.480353 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do ITR,Linear Regression,1.1866872310638428,"356075 517.002644 +356083 43.156442 +356112 25.792484 +356127 98.587920 +401290 4295.457466 +401299 2825.454832 +401308 157.865906 +401317 12.324732 +401342 48.911297 +401351 48.891418 +401359 17.960316 +401375 15.266765 +Name: y, dtype: float64" +Prefeitura Municipal de Tabaí - RS,IPTU,HWES,1.5061697959899902,"96 56628.769531 +97 56665.003906 +98 12690.687500 +99 10623.784180 +100 12887.566406 +101 14872.283203 +102 5011.653809 +103 4303.428223 +104 5157.135254 +105 6105.726074 +106 3694.799316 +107 5552.596680 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tabaí - RS,ISS,SARIMAX,0.834916353225708,"96 72128.078125 +97 71619.007812 +98 118413.343750 +99 70636.695312 +100 119806.773438 +101 71745.820312 +102 119742.312500 +103 73317.218750 +104 73317.218750 +105 118413.343750 +106 119742.312500 +107 119806.773438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tabaí - RS,ITBI,XGBoost,1.3741233348846436,"82 2921.043701 +83 5586.252441 +84 3038.237793 +85 3485.991211 +86 3875.927734 +87 3940.015625 +88 3392.499512 +89 5764.834473 +90 3484.835938 +91 3484.835938 +92 3967.026123 +93 1460.152832 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tabaí - RS,IRRF,XGBoost,1.121779203414917,"96 30432.847656 +97 112487.570312 +98 114563.093750 +99 114563.093750 +100 114563.093750 +101 114563.093750 +102 114563.093750 +103 114563.093750 +104 114563.093750 +105 114563.093750 +106 114563.093750 +107 114563.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tabaí - RS,Cota-Parte do FPM,SARIMAX,0.8895881175994873,"96 1168769.625 +97 1811506.375 +98 1049058.500 +99 1168769.625 +100 1770044.000 +101 1168769.625 +102 1811506.375 +103 1168769.625 +104 1149857.000 +105 1149768.625 +106 1811523.750 +107 1811506.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tabaí - RS,Cota-Parte do ICMS,XGBoost,0.7297029495239258,"96 335192.90625 +97 321324.59375 +98 380269.59375 +99 315658.00000 +100 384795.68750 +101 315656.59375 +102 315656.59375 +103 321001.93750 +104 327338.56250 +105 325529.37500 +106 327472.46875 +107 380268.18750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tabaí - RS,Cota-Parte do ICMS,Linear Regression,0.7297029495239258,"372608 320180.772792 +372617 402304.617289 +372626 431728.937515 +372635 388252.471908 +372644 481554.783582 +372653 382797.710431 +372662 386197.625218 +372671 400978.901803 +372680 375710.289178 +372689 365634.909693 +372698 354249.260995 +372707 430694.283524 +Name: y, dtype: float64" +Prefeitura Municipal de Tabaí - RS,Cota-Parte do IPVA,XGBoost,1.0838298797607422,"96 127084.656250 +97 62955.144531 +98 103285.953125 +99 164593.609375 +100 160089.812500 +101 63684.378906 +102 41482.984375 +103 35130.011719 +104 9070.277344 +105 9070.277344 +106 7428.079102 +107 127084.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tabaí - RS,Transferencias LC 61_1989,XGBoost,0.9013066291809082,"84 3410.923828 +85 3458.734619 +86 3288.375244 +87 3416.614990 +88 3159.747803 +89 4313.822266 +90 3162.844727 +91 3751.675781 +92 3161.724854 +93 3708.032959 +94 3002.927246 +95 3161.724854 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tabaí - RS,Transferencias LC 61_1989,Linear Regression,0.9013066291809082,"372611 4244.487158 +372620 5207.848724 +372629 4708.204913 +372638 4280.875074 +372647 3278.596362 +372656 3043.257044 +372665 3698.360504 +372674 2578.175705 +372683 3899.819141 +372692 4183.906610 +372701 3146.119713 +372710 3758.710122 +Name: y, dtype: float64" +Prefeitura Municipal de Caseiros - RS,IPTU,SARIMAX,1.594167709350586,"99 4999.786621 +100 4999.847656 +101 11903.878906 +102 18331.060547 +103 22369.781250 +104 54049.816406 +105 212950.343750 +106 13009.555664 +107 13009.576172 +108 13836.714844 +109 11809.574219 +110 9931.722656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caseiros - RS,IPTU,Linear Regression,1.594167709350586,"99 1211.899286 +100 2925.727022 +101 5670.594491 +102 6496.183134 +103 12244.886291 +104 28033.323996 +105 73077.124076 +106 7294.624476 +107 9087.096433 +108 5626.482264 +109 7218.204137 +110 6467.741123 +Name: y, dtype: float64" +Prefeitura Municipal de Caseiros - RS,ISS,MLP,1.5653173923492432,"108 69141.701858 +109 76259.097049 +110 85304.690490 +111 90505.327881 +112 101349.443744 +113 105412.761774 +114 116287.543032 +115 129806.323284 +116 138859.895363 +117 141033.476599 +118 156788.985333 +119 178486.600398 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caseiros - RS,ITBI,XGBoost,0.9844002723693848,"105 26550.525391 +106 10276.423828 +107 12264.647461 +108 18954.648438 +109 10564.884766 +110 12559.147461 +111 23614.474609 +112 20449.001953 +113 10618.670898 +114 26134.638672 +115 46022.953125 +116 17688.589844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caseiros - RS,IRRF,MLP,1.3353126049041748,"108 27941.253733 +109 35445.424834 +110 36284.267891 +111 35909.039498 +112 35653.012986 +113 37582.882957 +114 36024.977101 +115 35726.324757 +116 35646.835175 +117 33084.114807 +118 36186.757034 +119 46245.560890 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caseiros - RS,IRRF,Linear Regression,1.3353126049041748,"412493 2743.554057 +412501 40951.961803 +412509 45691.387895 +412517 44255.703979 +412525 43394.774816 +412533 53946.783384 +412541 46641.149176 +412549 45660.522736 +412557 45795.142385 +412565 32941.774412 +412573 49266.176155 +412581 102610.934479 +Name: y, dtype: float64" +Prefeitura Municipal de Caseiros - RS,Cota-Parte do FPM,HWES,0.9431369304656982,"108 1.300113e+06 +109 1.894167e+06 +110 1.055383e+06 +111 1.202147e+06 +112 1.313799e+06 +113 1.370395e+06 +114 1.313799e+06 +115 1.055383e+06 +116 1.055383e+06 +117 9.794354e+05 +118 1.313799e+06 +119 1.894167e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caseiros - RS,Cota-Parte do ICMS,SES,0.8106024265289307,"108 653433.0625 +109 680675.8125 +110 665746.9375 +111 711607.5625 +112 714505.1875 +113 695288.1250 +114 711607.5625 +115 714505.1875 +116 692724.5625 +117 717755.0000 +118 701917.0625 +119 693043.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caseiros - RS,Cota-Parte do IPVA,XGBoost,1.4164681434631348,"107 99081.695312 +108 37166.644531 +109 47134.957031 +110 99081.695312 +111 54758.914062 +112 64258.562500 +113 21908.472656 +114 21872.900391 +115 18320.712891 +116 5007.363281 +117 5431.560059 +118 54448.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caseiros - RS,Cota-Parte do IPVA,Linear Regression,1.4164681434631348,"412496 138425.811026 +412504 44013.241127 +412512 70986.299020 +412520 137743.257129 +412528 102090.821556 +412536 35007.746534 +412544 23962.926374 +412552 16179.340384 +412560 15716.311604 +412568 5627.153621 +412576 3744.870193 +412584 107406.048100 +Name: y, dtype: float64" +Prefeitura Municipal de Caseiros - RS,Cota-Parte do ITR,XGBoost,3.0953052043914795,"89 4120.896484 +90 44543.945312 +91 61285.183594 +92 77703.781250 +93 70120.945312 +94 76001.679688 +95 77510.976562 +96 75972.632812 +97 76053.578125 +98 76091.593750 +99 77703.781250 +100 77060.765625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caseiros - RS,Transferencias LC 61_1989,SES,1.0294287204742432,"48 6576.214844 +49 6167.615234 +50 6578.476562 +51 6576.214844 +52 6578.476562 +53 6684.727051 +54 6668.525879 +55 5985.559082 +56 6668.525879 +57 6576.214844 +58 6668.525879 +59 6684.727051 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,IPTU,AR,1.608076572418213,"106 5.192747e+04 +107 1.935864e+05 +108 1.071634e+06 +109 1.895419e+05 +110 7.051581e+04 +111 1.809646e+05 +112 5.218948e+04 +113 1.825927e+05 +114 1.033325e+05 +115 2.029141e+05 +116 5.587616e+04 +117 1.559706e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,ISS,MLP,0.8252532482147217,"108 182307.151967 +109 168004.460210 +110 180662.593958 +111 165315.905497 +112 175020.361159 +113 171932.708204 +114 171560.826320 +115 169831.083273 +116 168888.745892 +117 166450.283568 +118 168973.156599 +119 176350.570170 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,ITBI,XGBoost,0.8659791946411133,"108 36052.496094 +109 62068.023438 +110 59376.542969 +111 36023.621094 +112 65009.628906 +113 92310.437500 +114 55022.480469 +115 92074.671875 +116 61287.035156 +117 63554.285156 +118 42193.390625 +119 65294.539062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,ITBI,Linear Regression,0.8659791946411133,"410317 79519.829645 +410326 47987.758727 +410334 58771.678397 +410342 88500.919589 +410351 97014.740784 +410360 39499.971246 +410369 77291.625180 +410378 52033.875942 +410387 50159.930691 +410396 31403.850453 +410405 69532.909577 +410414 35453.588381 +Name: y, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,IRRF,Prophet,0.8031420707702637,"107 186310.843750 +108 189824.906250 +109 187134.531250 +110 190054.796875 +111 186510.046875 +112 186510.046875 +113 186510.046875 +114 186510.046875 +115 186510.046875 +116 186510.046875 +117 186510.046875 +118 186510.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,Cota-Parte do FPM,MLP,0.9017195701599121,"108 2.133657e+06 +109 2.481877e+06 +110 1.948222e+06 +111 2.080880e+06 +112 2.196857e+06 +113 2.133255e+06 +114 2.394714e+06 +115 1.997405e+06 +116 2.028129e+06 +117 1.981199e+06 +118 2.235798e+06 +119 2.854636e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,Cota-Parte do ICMS,XGBoost,0.9412384033203125,"108 659596.6875 +109 660729.8125 +110 663456.4375 +111 833427.6875 +112 921554.7500 +113 837375.4375 +114 964619.2500 +115 931896.2500 +116 922453.3750 +117 923822.0000 +118 968451.1250 +119 923326.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,Cota-Parte do IPVA,SARIMAX,1.9385039806365967,"108 474212.437500 +109 217498.921875 +110 152774.984375 +111 438685.312500 +112 438685.312500 +113 217499.046875 +114 222339.203125 +115 76068.867188 +116 6704.551758 +117 6704.571289 +118 2591.990234 +119 310511.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,Cota-Parte do IPVA,Linear Regression,1.9385039806365967,"108 191604.564940 +109 72626.214556 +110 95293.755173 +111 186295.501155 +112 137178.396628 +113 57952.903990 +114 52354.080944 +115 -863.095878 +116 59646.651990 +117 22512.651077 +118 20867.911474 +119 199651.860204 +Name: y, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,Cota-Parte do ITR,XGBoost,1.4237680435180664,"94 54.789425 +95 12.499079 +96 206.439041 +97 20.948633 +98 54.376415 +99 37.618267 +100 107.072609 +101 63.748653 +102 55.651382 +103 -43.379742 +104 330.638458 +105 -191.198044 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,Cota-Parte do ITR,Linear Regression,1.4237680435180664,"379319 286.365127 +410322 70.013890 +410330 147.128580 +410347 73.696162 +410356 92.310402 +410365 45.120513 +410374 19.466337 +410383 733.441651 +410392 4108.188235 +410401 5320.578859 +410410 477.782412 +410419 12.233664 +Name: y, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,Transferencias LC 61_1989,HWES,1.0753765106201172,"107 7545.843750 +108 5818.156250 +109 8422.307617 +110 7500.062500 +111 5368.995605 +112 4628.222656 +113 4531.398926 +114 1069.037964 +115 4367.166504 +116 4905.965820 +117 5164.712891 +118 4572.336914 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sobradinho - RS,Transferencias LC 61_1989,Linear Regression,1.0753765106201172,"410323 8559.628878 +410331 4647.135976 +410339 5852.228523 +410348 105748.816139 +410357 6389.513594 +410366 7242.053443 +410375 7469.944547 +410384 -92593.874266 +410393 6633.493997 +410402 10997.086553 +410411 5868.947580 +410420 7733.041150 +Name: y, dtype: float64" +Prefeitura Municipal de Brochier - RS,IPTU,Prophet,0.7957298755645752,"105 27468.878906 +106 27446.714844 +107 26619.808594 +108 31872.132812 +109 356391.406250 +110 381446.781250 +111 81341.203125 +112 65800.789062 +113 57365.679688 +114 67091.148438 +115 64735.171875 +116 86702.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,ISS,SARIMAX,2.9886412620544434,"108 25347.242188 +109 24590.062500 +110 28942.476562 +111 42192.496094 +112 42192.496094 +113 27738.941406 +114 27246.253906 +115 28942.476562 +116 28942.476562 +117 42379.949219 +118 25346.689453 +119 31998.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,ITBI,XGBoost,1.6550912857055664,"108 29371.322266 +109 36894.910156 +110 15996.726562 +111 31567.486328 +112 30825.683594 +113 26658.318359 +114 18196.298828 +115 14816.265625 +116 18196.298828 +117 14818.204102 +118 16810.941406 +119 13150.162109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,IRRF,XGBoost,1.26279878616333,"108 72268.320312 +109 72268.195312 +110 72686.578125 +111 79716.960938 +112 74392.867188 +113 79716.960938 +114 79716.960938 +115 79716.960938 +116 79716.960938 +117 74392.867188 +118 79716.960938 +119 80197.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,Cota-Parte do FPM,XGBoost,1.5769915580749512,"107 1737819.250 +108 1671449.750 +109 1732487.000 +110 1588892.750 +111 1589404.875 +112 1589404.875 +113 1589404.875 +114 1611830.125 +115 1623616.875 +116 1611983.125 +117 1589404.875 +118 1669716.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,Cota-Parte do ICMS,HWES,0.8228332996368408,"108 831882.3125 +109 768989.9375 +110 773177.0625 +111 836177.1875 +112 848094.2500 +113 820380.8125 +114 836177.1875 +115 836275.0625 +116 836275.0625 +117 842751.4375 +118 822189.0000 +119 842751.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,Cota-Parte do IPVA,XGBoost,1.4120254516601562,"108 238754.734375 +109 43168.503906 +110 61572.921875 +111 237231.515625 +112 80444.648438 +113 54874.980469 +114 46325.808594 +115 27672.494141 +116 35762.988281 +117 25543.273438 +118 13707.323242 +119 184367.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,Cota-Parte do ITR,AR,1.0770807266235352,"99 44.071068 +100 317.751892 +101 60.400074 +102 23.656549 +103 50.897720 +104 41.191330 +105 12.533233 +106 44.074062 +107 825.431213 +108 56.131462 +109 -8.136635 +110 2.484384 +Name: Valor, dtype: float64" +Prefeitura Municipal de Brochier - RS,Cota-Parte do ITR,Linear Regression,1.0770807266235352,"367244 151.213671 +367252 96.609596 +412391 9.629929 +412400 55.276411 +412417 55.969435 +412426 14.336285 +412443 96.692345 +412452 150.127589 +412461 2245.583523 +412470 2694.611273 +412479 118.848422 +412488 41.726243 +Name: y, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,IPTU,HWES,1.8635940551757812,"105 18316.542969 +106 93061.906250 +107 590318.437500 +108 61914.914062 +109 44390.839844 +110 72833.062500 +111 69167.406250 +112 69167.406250 +113 68803.984375 +114 31513.904297 +115 68803.984375 +116 47608.621094 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,IPTU,Linear Regression,1.8635940551757812,"425341 29854.044684 +425350 144318.620505 +425359 673992.520468 +425368 83803.809667 +425377 97011.181483 +425386 78601.876811 +425395 67848.810559 +425404 70868.127035 +425413 66614.609857 +425422 48935.808205 +425431 64523.369423 +425440 48957.440748 +Name: y, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,ISS,SARIMAX,0.8551435470581055,"108 228139.984375 +109 235184.859375 +110 240082.015625 +111 232001.765625 +112 235189.593750 +113 232555.281250 +114 228717.203125 +115 242626.312500 +116 232001.765625 +117 235184.859375 +118 242625.578125 +119 236841.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,ITBI,HWES,0.866682767868042,"108 44427.105469 +109 79401.835938 +110 193873.187500 +111 191903.734375 +112 212389.453125 +113 189741.484375 +114 193980.875000 +115 192230.421875 +116 191903.734375 +117 191903.734375 +118 194360.703125 +119 194372.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,IRRF,XGBoost,0.8136539459228516,"108 247596.234375 +109 247596.234375 +110 247588.609375 +111 247596.234375 +112 247596.234375 +113 247596.234375 +114 247596.234375 +115 247596.234375 +116 247588.609375 +117 247588.609375 +118 247596.234375 +119 247596.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do FPM,HWES,0.977592945098877,"108 1157657.500 +109 2221813.250 +110 1158838.375 +111 1218972.500 +112 2221602.500 +113 1219518.000 +114 2221817.250 +115 1221578.875 +116 1219071.875 +117 1158828.125 +118 1108285.625 +119 2221817.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.7657654285430908,"108 2079294.250 +109 1951796.250 +110 1919509.875 +111 2079294.250 +112 2056742.250 +113 2078356.750 +114 2079294.250 +115 2056742.250 +116 2078215.875 +117 2056742.250 +118 2079294.250 +119 2056742.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do IPVA,AR,1.3436052799224854,"108 204513.171875 +109 94582.796875 +110 94582.796875 +111 163567.234375 +112 157155.968750 +113 94582.796875 +114 96589.445312 +115 26964.779297 +116 16583.367188 +117 7931.079102 +118 11714.838867 +119 163567.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.3436052799224854,"425347 304171.052289 +425356 92438.418438 +425365 90018.853432 +425374 197533.978993 +425383 158992.637357 +425392 85960.813271 +425401 57468.158304 +425410 25040.762248 +425419 17186.662374 +425428 6004.950702 +425437 10716.960131 +425446 196863.789962 +Name: y, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do ITR,MLP,2.0155251026153564,"108 89769.490896 +109 41385.042930 +110 65162.499523 +111 19738.874253 +112 19983.301705 +113 24360.941625 +114 25145.970060 +115 26871.932081 +116 152332.231666 +117 932103.999620 +118 189498.662916 +119 137381.116806 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vicente do Sul - RS,Transferencias LC 61_1989,MLP,0.9172365665435791,"48 10669.745783 +49 9622.966503 +50 9944.595921 +51 10219.604997 +52 10066.825336 +53 10279.564459 +54 10321.489544 +55 9979.967980 +56 10076.918922 +57 11199.323322 +58 9811.889390 +59 10291.874253 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegrete - RS,IPTU,SARIMAX,1.0039417743682861,"96 1203807.875 +97 1872560.125 +98 1267134.250 +99 643669.875 +100 643669.875 +101 643669.875 +102 643669.875 +103 643669.875 +104 643669.875 +105 650314.875 +106 638503.375 +107 1356888.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegrete - RS,IPTU,Linear Regression,1.0039417743682861,"96 402277.989353 +97 680287.973753 +98 409940.254989 +99 223278.267384 +100 223578.172952 +101 222778.932029 +102 225424.521256 +103 229101.594438 +104 216166.418309 +105 203482.087303 +106 232956.768626 +107 359446.517400 +Name: y, dtype: float64" +Prefeitura Municipal de Alegrete - RS,ISS,MLP,0.8400437831878662,"96 1.164972e+06 +97 1.048155e+06 +98 1.143438e+06 +99 1.161986e+06 +100 1.195821e+06 +101 1.158992e+06 +102 1.171789e+06 +103 1.159190e+06 +104 1.202799e+06 +105 1.275581e+06 +106 1.139520e+06 +107 1.376636e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegrete - RS,ITBI,SARIMAX,0.9446537494659424,"96 6.387350e+05 +97 7.445044e+05 +98 7.518518e+05 +99 4.750611e+05 +100 4.519272e+05 +101 6.373294e+05 +102 1.123980e+06 +103 1.239740e+06 +104 4.526399e+05 +105 7.055746e+05 +106 4.622973e+05 +107 4.414142e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegrete - RS,ITBI,Linear Regression,0.9446537494659424,"96 191643.492607 +97 220382.372114 +98 419424.658984 +99 176945.018402 +100 182460.691518 +101 193656.913079 +102 373113.179370 +103 225883.195493 +104 232611.529324 +105 298324.377743 +106 182254.295357 +107 219993.832028 +Name: y, dtype: float64" +Prefeitura Municipal de Alegrete - RS,IRRF,AR,1.5236124992370605,"96 1283201.750 +97 960943.500 +98 1283890.875 +99 1283201.750 +100 1283201.750 +101 1283201.750 +102 1283890.875 +103 2293095.250 +104 2293095.250 +105 2293095.250 +106 2293095.250 +107 2335528.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegrete - RS,Cota-Parte do FPM,SARIMAX,0.7120246887207031,"96 5742648.0 +97 7849861.0 +98 4753082.5 +99 5742648.0 +100 6649502.5 +101 5742648.0 +102 7849861.0 +103 5742648.0 +104 5527449.0 +105 4550780.5 +106 7849940.0 +107 7849861.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegrete - RS,Cota-Parte do ICMS,XGBoost,1.8092050552368164,"96 5411889.0 +97 6559438.0 +98 6463767.5 +99 6415675.5 +100 6682784.0 +101 6415675.5 +102 6415675.5 +103 6156561.5 +104 5732803.0 +105 5803303.5 +106 5808919.0 +107 6060893.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegrete - RS,Cota-Parte do IPVA,MLP,1.5560681819915771,"96 2.151352e+06 +97 1.001601e+06 +98 1.174446e+06 +99 1.980999e+06 +100 1.626294e+06 +101 1.012451e+06 +102 7.494351e+05 +103 5.830986e+05 +104 4.667406e+05 +105 4.181655e+05 +106 3.814723e+05 +107 2.769747e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,IPTU,AR,1.7061729431152344,"103 4323.249512 +104 10709.327148 +105 26984.193359 +106 15391.480469 +107 10335.821289 +108 1840.026001 +109 10337.652344 +110 2101.727783 +111 1349.235352 +112 10636.026367 +113 2578.447510 +114 2755.590088 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,ISS,MLP,0.6316986083984375,"108 42133.973629 +109 39145.800021 +110 53752.077975 +111 53146.572560 +112 42427.925317 +113 41585.895223 +114 42190.741440 +115 54396.616544 +116 39959.675607 +117 39762.079826 +118 41644.122558 +119 48818.682050 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,ITBI,SES,1.127915382385254,"106 1074.916748 +107 15474.706055 +108 28838.875000 +109 29468.589844 +110 34963.964844 +111 45654.339844 +112 35341.949219 +113 22794.281250 +114 40644.289062 +115 26304.066406 +116 15705.232422 +117 8308.253906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,ITBI,Linear Regression,1.127915382385254,"402004 2614.660882 +402013 463952.399342 +402021 36746.104131 +402030 6266.758193 +402039 24265.299307 +402048 83055.121264 +402057 101327.469666 +402066 6225.446551 +402075 184436.784135 +402084 22055.222335 +402093 26669.540997 +402102 1568.796529 +Name: y, dtype: float64" +Prefeitura Municipal de Garruchos - RS,IRRF,SARIMAX,0.9833917617797852,"108 39571.625000 +109 42914.230469 +110 169722.468750 +111 37800.281250 +112 38501.394531 +113 32352.263672 +114 11506.340820 +115 15844.023438 +116 1882.269775 +117 67059.929688 +118 844.947388 +119 42207.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,IRRF,Linear Regression,0.9833917617797852,"108 12627.428170 +109 48056.562879 +110 45493.443070 +111 33179.362100 +112 32898.584494 +113 33190.185666 +114 31293.325521 +115 32716.074989 +116 31564.347747 +117 31618.264067 +118 32226.990073 +119 58097.278034 +Name: y, dtype: float64" +Prefeitura Municipal de Garruchos - RS,Cota-Parte do FPM,HWES,0.8528962135314941,"107 1357552.125 +108 1893863.375 +109 1102165.500 +110 1196418.875 +111 1372580.625 +112 1353379.000 +113 1391721.375 +114 1102165.500 +115 1102253.375 +116 993330.375 +117 1372580.625 +118 1893863.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,Cota-Parte do ICMS,HWES,0.8064005374908447,"108 857416.1875 +109 750968.3125 +110 751537.3125 +111 845388.1250 +112 869353.0625 +113 817688.1875 +114 818852.2500 +115 845351.5000 +116 845388.1250 +117 849120.4375 +118 843411.0000 +119 849120.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,Cota-Parte do IPVA,SARIMAX,1.4470024108886719,"108 64936.277344 +109 23692.966797 +110 23638.207031 +111 23795.765625 +112 23795.765625 +113 14312.334961 +114 12062.185547 +115 9881.847656 +116 7248.054688 +117 -846.249084 +118 6162.833496 +119 25890.404297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,Cota-Parte do IPVA,Linear Regression,1.4470024108886719,"108 19423.936949 +109 6869.391747 +110 8061.999381 +111 12072.615419 +112 12259.399030 +113 4509.642815 +114 3392.830263 +115 4231.451658 +116 3359.076991 +117 934.245960 +118 2130.471527 +119 9655.484700 +Name: y, dtype: float64" +Prefeitura Municipal de Garruchos - RS,Cota-Parte do ITR,XGBoost,1.6110272407531738,"71 18854.404297 +72 18853.744141 +73 18100.117188 +74 18109.445312 +75 18712.587891 +76 18854.404297 +77 18712.587891 +78 19446.826172 +79 305607.656250 +80 26604.171875 +81 18832.564453 +82 20117.552734 +Name: Valor, dtype: float64" +Prefeitura Municipal de Garruchos - RS,Cota-Parte do ITR,Linear Regression,1.6110272407531738,"349040 12579.838426 +402009 18055.216692 +402026 1327.870099 +402035 1976.959978 +402044 4818.381889 +402053 11582.964125 +402062 4639.131523 +402071 6738.942706 +402080 55507.452157 +402089 372258.302177 +402098 10386.413690 +402107 14715.919593 +Name: y, dtype: float64" +Prefeitura Municipal de Garruchos - RS,Transferencias LC 61_1989,HWES,1.1515254974365234,"108 7276.753906 +109 6544.436035 +110 7488.371582 +111 8029.155273 +112 6820.051758 +113 8204.351562 +114 7653.559082 +115 7780.936523 +116 8768.129883 +117 7802.032227 +118 8740.704102 +119 9213.151367 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,IPTU,Prophet,0.8170228004455566,"95 32951.402344 +96 23474.292969 +97 13291.775391 +98 31017.673828 +99 127134.992188 +100 469545.406250 +101 62885.250000 +102 36443.394531 +103 31017.673828 +104 24624.429688 +105 26803.197266 +106 31017.673828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,ISS,XGBoost,1.0052032470703125,"108 42324.605469 +109 52737.109375 +110 41829.707031 +111 44283.136719 +112 41742.078125 +113 43660.527344 +114 46544.808594 +115 44630.664062 +116 43921.851562 +117 44429.261719 +118 43942.738281 +119 43942.738281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,ITBI,MLP,2.933736562728882,"108 35256.061238 +109 27315.820601 +110 26830.674664 +111 30427.003957 +112 34212.746521 +113 33965.272259 +114 26370.195606 +115 35374.620248 +116 28354.016173 +117 30809.284166 +118 28411.424218 +119 26924.363242 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,ITBI,Linear Regression,2.933736562728882,"401788 59746.471194 +401797 19987.946399 +401806 17354.614714 +401815 35851.586550 +401824 56118.806491 +401833 56259.343780 +401842 18174.239231 +401851 64879.268375 +401860 30160.355354 +401869 43300.660513 +401878 31742.383154 +401887 24440.840635 +Name: y, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,IRRF,SARIMAX,1.2440311908721924,"108 85224.859375 +109 85224.859375 +110 85224.812500 +111 85224.859375 +112 85224.812500 +113 86174.820312 +114 85224.812500 +115 86174.820312 +116 86174.820312 +117 85224.812500 +118 85224.812500 +119 160890.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do FPM,HWES,0.9364545345306396,"108 1.326605e+06 +109 1.893769e+06 +110 1.063032e+06 +111 1.248049e+06 +112 1.401016e+06 +113 1.326605e+06 +114 1.407567e+06 +115 1.063032e+06 +116 1.064052e+06 +117 9.451934e+05 +118 1.401016e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do ICMS,HWES,0.8577761650085449,"108 745290.6250 +109 716680.2500 +110 726286.7500 +111 918722.2500 +112 899544.6250 +113 739053.3750 +114 958414.0000 +115 933781.2500 +116 933785.0000 +117 949331.7500 +118 771501.3125 +119 949331.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do IPVA,XGBoost,1.5009455680847168,"108 116833.914062 +109 39641.257812 +110 52419.992188 +111 145833.500000 +112 93465.523438 +113 18547.373047 +114 19187.212891 +115 18540.550781 +116 19392.064453 +117 3844.196777 +118 4017.047119 +119 133791.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do ITR,MLP,3.049654245376587,"98 14816.595555 +99 16734.637646 +100 16381.049640 +101 17256.776947 +102 18489.617465 +103 20257.195066 +104 22207.864014 +105 26533.084142 +106 110324.303700 +107 116988.577615 +108 28744.747127 +109 28235.728188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quinze de Novembro - RS,Transferencias LC 61_1989,XGBoost,1.2685332298278809,"108 6646.872559 +109 5047.513672 +110 6739.676270 +111 6960.342773 +112 6727.371582 +113 6727.371582 +114 7771.685059 +115 6796.025879 +116 7442.553223 +117 6182.394531 +118 6796.025879 +119 7271.331543 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,IPTU,MLP,1.3731927871704102,"107 1.343515e+06 +108 1.334144e+06 +109 1.938641e+06 +110 2.260099e+06 +111 1.446766e+06 +112 1.556257e+06 +113 1.537888e+06 +114 1.735272e+06 +115 1.709977e+06 +116 1.764909e+06 +117 1.961817e+06 +118 2.411596e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,ISS,MLP,1.470536231994629,"108 5.623640e+06 +109 5.280217e+06 +110 5.775553e+06 +111 6.624849e+06 +112 7.011214e+06 +113 7.439677e+06 +114 7.956759e+06 +115 8.149928e+06 +116 8.535969e+06 +117 8.841945e+06 +118 9.301916e+06 +119 1.017280e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,ITBI,MLP,0.9076066017150879,"107 475444.255697 +108 390483.664170 +109 455700.314010 +110 406828.656674 +111 400264.361365 +112 479265.972033 +113 445589.161177 +114 552833.147023 +115 465703.201854 +116 425337.451477 +117 456483.978978 +118 400479.431971 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,ITBI,Linear Regression,0.9076066017150879,"415752 540100.897149 +415761 294689.300523 +415770 480506.847982 +415779 338630.288774 +415788 314787.273737 +415797 541999.507843 +415806 447669.491520 +415815 764478.757851 +415824 523282.430218 +415833 408845.983926 +415842 499921.460123 +415851 338349.323409 +Name: y, dtype: float64" +Prefeitura Municipal de Guaíba - RS,IRRF,XGBoost,1.617624044418335,"108 2775329.25 +109 2758297.75 +110 2760173.00 +111 2912387.00 +112 2760173.00 +113 2760173.00 +114 2760173.00 +115 2760173.00 +116 2760173.00 +117 2760173.00 +118 2760173.00 +119 5240047.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,Cota-Parte do FPM,AR,0.9056451320648193,"108 6107624.50 +109 9468845.00 +110 5050657.50 +111 2773846.25 +112 6046089.50 +113 3939013.75 +114 9468845.00 +115 5050657.50 +116 5050687.50 +117 4624782.00 +118 6054095.00 +119 9468845.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,Cota-Parte do ICMS,MLP,1.8196749687194824,"108 1.526266e+07 +109 1.507227e+07 +110 1.547989e+07 +111 1.617960e+07 +112 1.662300e+07 +113 1.613602e+07 +114 1.658863e+07 +115 1.669635e+07 +116 1.693631e+07 +117 1.749370e+07 +118 1.695148e+07 +119 1.777887e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,Cota-Parte do IPVA,AR,2.1076767444610596,"108 2.080230e+06 +109 1.286542e+06 +110 1.629830e+06 +111 2.283077e+06 +112 2.441302e+06 +113 1.265066e+06 +114 8.386998e+05 +115 5.340052e+05 +116 3.503824e+05 +117 4.086651e+05 +118 2.111299e+05 +119 1.696913e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,Cota-Parte do IPVA,Linear Regression,2.1076767444610596,"415756 3.322909e+06 +415765 1.238712e+06 +415774 1.623123e+06 +415783 2.849046e+06 +415792 2.431982e+06 +415801 1.003915e+06 +415810 7.936950e+05 +415819 4.715346e+05 +415828 2.650917e+05 +415837 2.188643e+05 +415846 1.409418e+05 +415855 2.128733e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Guaíba - RS,Cota-Parte do ITR,AR,1.7161674499511719,"108 20294.662109 +109 25073.406250 +110 25219.271484 +111 24273.939453 +112 24278.320312 +113 24051.968750 +114 24192.912109 +115 25116.009766 +116 21310.917969 +117 18789.246094 +118 20294.662109 +119 20294.662109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaíba - RS,Transferencias LC 61_1989,AR,0.6907010078430176,"60 141569.968750 +61 124438.679688 +62 123059.390625 +63 160974.062500 +64 154737.843750 +65 150841.671875 +66 151900.718750 +67 151951.500000 +68 150262.343750 +69 139249.062500 +70 152841.093750 +71 137507.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,IPTU,SARIMAX,1.4023869037628174,"100 4825.514160 +101 6449.270996 +102 6449.294434 +103 23330.542969 +104 115205.132812 +105 105881.320312 +106 10686.944336 +107 15359.990234 +108 23538.929688 +109 27262.699219 +110 7217.235840 +111 17594.992188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,ISS,XGBoost,1.0366528034210205,"108 33731.500000 +109 37192.679688 +110 37066.253906 +111 37066.253906 +112 37192.679688 +113 35663.554688 +114 37192.679688 +115 37192.679688 +116 35663.554688 +117 37192.679688 +118 37192.679688 +119 37192.679688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,ITBI,XGBoost,1.3558173179626465,"107 -27439.160156 +108 -20584.447266 +109 -21064.533203 +110 -12557.841797 +111 42550.781250 +112 7053.409668 +113 43834.058594 +114 56093.890625 +115 18096.910156 +116 2761.474854 +117 13600.102539 +118 -2749.557129 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,ITBI,Linear Regression,1.3558173179626465,"409462 16415.581514 +409471 48055.028651 +409480 43390.383979 +409489 20646.618235 +409498 234719.900187 +409507 126851.877330 +409516 173446.330197 +409525 143014.673446 +409534 43393.254425 +409543 104721.657683 +409552 235968.621575 +409561 -58929.781388 +Name: y, dtype: float64" +Prefeitura Municipal de Pontão - RS,IRRF,XGBoost,0.9189209938049316,"108 60236.699219 +109 60308.808594 +110 97105.640625 +111 92452.320312 +112 97105.640625 +113 92440.648438 +114 97105.640625 +115 97105.640625 +116 92452.320312 +117 92452.320312 +118 97105.640625 +119 99955.898438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,Cota-Parte do FPM,HWES,1.1078612804412842,"108 1285683.375 +109 1893768.750 +110 1045755.875 +111 1169431.625 +112 1289492.000 +113 1273428.625 +114 1289492.000 +115 1045755.875 +116 1045755.875 +117 960660.500 +118 1289492.000 +119 1893768.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,Cota-Parte do ICMS,HWES,0.9706826210021973,"108 1177258.500 +109 1003140.875 +110 1009413.125 +111 1181922.875 +112 1258259.125 +113 1056976.125 +114 1217489.000 +115 1259170.500 +116 1181922.875 +117 1258244.250 +118 1147826.000 +119 1219074.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,Cota-Parte do IPVA,XGBoost,1.3503632545471191,"108 104016.546875 +109 75635.867188 +110 65208.902344 +111 107589.187500 +112 104488.375000 +113 35397.015625 +114 55966.695312 +115 32709.130859 +116 28184.205078 +117 16121.872070 +118 16121.582031 +119 208673.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,Cota-Parte do ITR,MLP,3.560892105102539,"100 1.462323e+05 +101 1.460776e+05 +102 1.714561e+05 +103 2.101002e+05 +104 2.380259e+05 +105 2.886690e+05 +106 3.329720e+05 +107 3.880284e+05 +108 5.741978e+05 +109 1.136624e+06 +110 5.782772e+05 +111 6.734333e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pontão - RS,Transferencias LC 61_1989,HWES,1.210545301437378,"108 10211.992188 +109 10480.403320 +110 10648.302734 +111 12176.662109 +112 10276.235352 +113 8159.866699 +114 10683.797852 +115 11211.099609 +116 7651.854980 +117 8238.591797 +118 10589.791016 +119 10729.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,IPTU,HWES,1.5740783214569092,"98 52746.128906 +99 38514.332031 +100 38601.847656 +101 38514.945312 +102 38092.937500 +103 39967.617188 +104 39968.007812 +105 38745.175781 +106 224144.609375 +107 224144.609375 +108 224144.609375 +109 52567.777344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,ISS,MLP,1.8805596828460693,"108 94156.364577 +109 93760.195115 +110 93088.803424 +111 104313.772608 +112 115485.334005 +113 106847.825713 +114 109673.491172 +115 130564.697076 +116 130389.388057 +117 128425.010614 +118 133166.645480 +119 134595.670098 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,ITBI,MLP,1.9558677673339844,"107 31115.997396 +108 29768.674554 +109 33227.663116 +110 34110.431658 +111 33280.829285 +112 35352.238999 +113 41043.697136 +114 42949.401782 +115 38993.786176 +116 44476.530380 +117 49655.428393 +118 38464.573059 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,IRRF,XGBoost,0.9098248481750488,"108 97581.406250 +109 97581.406250 +110 97581.406250 +111 97581.414062 +112 97581.406250 +113 96380.828125 +114 99156.601562 +115 98962.265625 +116 96429.273438 +117 98962.265625 +118 96429.273438 +119 169638.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do FPM,SARIMAX,0.9477753639221191,"108 1.597881e+06 +109 1.893754e+06 +110 1.264886e+06 +111 1.238764e+06 +112 1.597881e+06 +113 1.597882e+06 +114 1.893769e+06 +115 1.264886e+06 +116 1.264886e+06 +117 9.668204e+05 +118 1.597881e+06 +119 1.893754e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do ICMS,HWES,0.7556495666503906,"108 796652.1250 +109 771369.6250 +110 853014.7500 +111 872353.3125 +112 872633.1875 +113 878002.6875 +114 878278.6250 +115 872633.1875 +116 872626.3125 +117 852288.0625 +118 849957.5625 +119 852288.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do IPVA,AR,1.3778486251831055,"108 153513.062500 +109 132719.843750 +110 176072.625000 +111 152290.703125 +112 155510.218750 +113 110280.375000 +114 76157.976562 +115 76710.453125 +116 66062.835938 +117 25203.531250 +118 107560.890625 +119 176357.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do ITR,HWES,0.9233617782592773,"51 663.760864 +52 1609.355347 +53 1651.727783 +54 1639.551514 +55 1604.589355 +56 1615.142944 +57 1609.405029 +58 1601.596069 +59 1609.207275 +60 1651.727783 +61 1615.142944 +62 1587.840454 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ametista do Sul - RS,Transferencias LC 61_1989,HWES,0.9424798488616943,"48 7149.186523 +49 6565.368164 +50 9578.387695 +51 9928.383789 +52 9928.383789 +53 9928.383789 +54 9928.383789 +55 9926.175781 +56 9928.383789 +57 9933.228516 +58 9578.387695 +59 9928.383789 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,IPTU,MLP,1.7104682922363281,"108 3.163080e+05 +109 1.319759e+06 +110 3.074762e+06 +111 4.334797e+05 +112 5.272341e+05 +113 6.044783e+05 +114 5.155213e+05 +115 4.828852e+05 +116 4.075647e+05 +117 3.908897e+05 +118 2.903139e+05 +119 2.750604e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,ISS,MLP,1.4873313903808594,"108 656083.594533 +109 641407.412661 +110 624739.954422 +111 633946.763119 +112 624102.430592 +113 635566.200437 +114 579868.548309 +115 650658.961847 +116 680356.477806 +117 643882.445227 +118 676818.237264 +119 691904.357007 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,ITBI,SES,1.4292922019958496,"108 169740.500000 +109 120670.460938 +110 185849.062500 +111 180466.421875 +112 181709.562500 +113 120670.460938 +114 337952.968750 +115 197065.046875 +116 263899.062500 +117 185849.062500 +118 185849.062500 +119 176367.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,ITBI,Linear Regression,1.4292922019958496,"401579 1.319104e+06 +401588 1.764545e+05 +401597 2.473212e+05 +401606 2.762621e+05 +401615 5.286723e+05 +401624 1.746357e+05 +401633 3.721227e+05 +401642 3.116248e+05 +401651 3.677212e+05 +401660 2.441303e+05 +401669 2.489091e+05 +401678 2.185432e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,IRRF,HWES,1.75836181640625,"108 6.043178e+05 +109 5.312099e+05 +110 5.299926e+05 +111 6.196679e+05 +112 6.197142e+05 +113 6.196679e+05 +114 5.299926e+05 +115 5.312159e+05 +116 5.299926e+05 +117 5.299926e+05 +118 6.196679e+05 +119 1.024517e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do FPM,AR,1.03804349899292,"108 3497130.75 +109 4440199.50 +110 2688826.25 +111 2668435.75 +112 3250967.25 +113 2652683.75 +114 4459233.00 +115 2688826.25 +116 2688826.25 +117 2692096.25 +118 3268995.00 +119 4459233.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do ICMS,HWES,1.3779349327087402,"108 7211265.0 +109 5314328.5 +110 5314297.5 +111 6058025.5 +112 6031785.0 +113 6553968.0 +114 6164632.0 +115 6164632.0 +116 6014228.5 +117 6317689.5 +118 5896436.0 +119 6316343.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do IPVA,SARIMAX,1.5226731300354004,"108 967083.500000 +109 650850.187500 +110 768937.312500 +111 881503.375000 +112 874032.937500 +113 473367.312500 +114 335758.781250 +115 207102.968750 +116 207101.000000 +117 210491.562500 +118 166589.359375 +119 874032.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do ITR,XGBoost,1.8772833347320557,"93 1.493100e+05 +94 5.645742e+04 +95 9.266883e+04 +96 5.405093e+04 +97 5.703630e+04 +98 5.637377e+04 +99 5.462763e+04 +100 5.481907e+04 +101 7.347232e+04 +102 1.695203e+06 +103 1.199723e+05 +104 1.277671e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Vitória do Palmar - RS,Transferencias LC 61_1989,AR,2.280036687850952,"108 44673.015625 +109 66580.640625 +110 53782.613281 +111 55372.496094 +112 54812.480469 +113 56733.167969 +114 58596.648438 +115 58042.320312 +116 55917.207031 +117 70030.804688 +118 53857.867188 +119 56491.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,IPTU,AR,1.4765269756317139,"106 1.301769e+05 +107 9.497097e+04 +108 3.367954e+05 +109 4.180007e+05 +110 2.225484e+06 +111 2.050690e+05 +112 1.810210e+05 +113 1.730730e+05 +114 1.821191e+05 +115 1.826297e+05 +116 1.807659e+05 +117 1.732603e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,IPTU,Linear Regression,1.4765269756317139,"425976 8.304573e+04 +425985 5.962291e+04 +425994 3.852602e+05 +426003 5.574306e+05 +426012 2.467484e+06 +426021 2.830673e+05 +426030 2.256763e+05 +426039 2.391184e+05 +426048 2.022924e+05 +426057 1.665640e+05 +426066 1.698900e+05 +426075 2.358835e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,ISS,MLP,2.010111093521118,"108 748075.228585 +109 806556.332270 +110 782731.569994 +111 763702.930404 +112 775879.490433 +113 794867.007630 +114 740969.997754 +115 802585.340205 +116 807288.777770 +117 787252.234769 +118 778256.853798 +119 913902.979199 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,ITBI,XGBoost,1.1252758502960205,"108 205843.281250 +109 249769.390625 +110 229238.765625 +111 215907.000000 +112 205071.171875 +113 175900.546875 +114 227280.687500 +115 215907.734375 +116 246200.812500 +117 215211.468750 +118 232158.234375 +119 215893.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,IRRF,SARIMAX,1.0321226119995117,"108 285920.06250 +109 293664.96875 +110 371694.59375 +111 371694.59375 +112 568834.62500 +113 371694.59375 +114 293664.96875 +115 371694.65625 +116 293664.96875 +117 371694.59375 +118 285920.06250 +119 568834.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,Cota-Parte do FPM,HWES,0.8159046173095703,"108 2726941.50 +109 2863527.00 +110 2863527.00 +111 2470347.25 +112 2863527.00 +113 2754625.75 +114 2863527.00 +115 2414941.25 +116 2408220.50 +117 2296827.75 +118 2863527.00 +119 3787542.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,Cota-Parte do ICMS,HWES,0.803276538848877,"108 3909988.75 +109 3473489.25 +110 4079261.50 +111 4087654.50 +112 4116748.50 +113 4078076.75 +114 4087654.50 +115 4135449.75 +116 4135449.75 +117 4116974.25 +118 4096684.25 +119 4116974.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,Cota-Parte do IPVA,AR,2.3872153759002686,"108 1.259967e+06 +109 1.190012e+06 +110 1.180962e+06 +111 9.094239e+05 +112 1.249010e+06 +113 5.587057e+05 +114 5.478980e+05 +115 4.919773e+05 +116 2.317879e+05 +117 1.232113e+05 +118 1.566808e+05 +119 1.510281e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,Cota-Parte do ITR,MLP,1.2949812412261963,"48 25684.756463 +49 19861.205858 +50 33211.490296 +51 44644.490825 +52 65347.650776 +53 76938.110809 +54 15709.154494 +55 25741.385593 +56 246686.530376 +57 908347.435538 +58 25742.470459 +59 33525.101295 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirubá - RS,Transferencias LC 61_1989,XGBoost,0.6859464645385742,"48 33565.714844 +49 31891.132812 +50 31891.132812 +51 33345.421875 +52 30138.707031 +53 33427.511719 +54 32967.886719 +55 32079.244141 +56 33177.664062 +57 39112.781250 +58 32413.873047 +59 32535.908203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,IPTU,HWES,1.6678450107574463,"102 9.288448e+04 +103 1.852314e+05 +104 1.544772e+05 +105 1.388164e+05 +106 1.380743e+05 +107 7.618368e+05 +108 3.949967e+06 +109 1.463263e+06 +110 2.846032e+06 +111 2.344278e+06 +112 2.386851e+06 +113 2.342512e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,ISS,SARIMAX,0.9402632713317871,"108 1488920.500 +109 1454103.875 +110 1445506.000 +111 1454103.875 +112 1443754.625 +113 1454103.875 +114 1454103.875 +115 1454103.875 +116 1454103.875 +117 1454103.875 +118 1454103.875 +119 1454103.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,ITBI,XGBoost,0.9768173694610596,"107 222294.609375 +108 96694.312500 +109 188415.734375 +110 89163.484375 +111 190886.468750 +112 99756.781250 +113 182043.531250 +114 88558.039062 +115 89170.648438 +116 99134.648438 +117 165330.859375 +118 178325.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,IRRF,SARIMAX,0.8982369899749756,"108 8.960950e+05 +109 8.960950e+05 +110 1.021564e+06 +111 1.021564e+06 +112 1.021564e+06 +113 1.021564e+06 +114 9.732391e+05 +115 1.021564e+06 +116 1.021564e+06 +117 1.021564e+06 +118 1.021564e+06 +119 1.049703e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,Cota-Parte do FPM,HWES,0.9499790668487549,"108 2418349.50 +109 3787558.50 +110 2187663.00 +111 2301934.25 +112 2433688.25 +113 2486273.75 +114 2433688.25 +115 2187663.00 +116 2188504.50 +117 1886423.25 +118 2433688.25 +119 3787558.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,Cota-Parte do ICMS,HWES,0.861469030380249,"108 5148429.00 +109 3643816.25 +110 4944708.50 +111 5116934.50 +112 5358950.00 +113 5455712.00 +114 5475656.50 +115 5635827.00 +116 5626125.00 +117 5473853.50 +118 5666778.00 +119 5658051.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,Cota-Parte do IPVA,XGBoost,2.5651001930236816,"108 1.302321e+06 +109 3.590591e+05 +110 3.597434e+05 +111 9.443142e+05 +112 3.597434e+05 +113 2.040456e+05 +114 4.605379e+05 +115 7.161786e+04 +116 7.161786e+04 +117 4.315174e+04 +118 7.161786e+04 +119 1.305092e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,Cota-Parte do ITR,MLP,1.9124836921691895,"106 2481.371279 +107 2576.260667 +108 3506.955116 +109 3124.306863 +110 3053.471253 +111 3108.054624 +112 3627.733451 +113 4151.046469 +114 15189.666615 +115 29835.658821 +116 3919.492341 +117 4178.385158 +Name: Valor, dtype: float64" +Prefeitura Municipal de Horizontina - RS,Transferencias LC 61_1989,SES,0.8329830169677734,"108 47992.769531 +109 48112.136719 +110 51927.437500 +111 45427.957031 +112 44558.039062 +113 48593.492188 +114 49908.367188 +115 47605.312500 +116 47740.894531 +117 50881.082031 +118 52599.003906 +119 47389.613281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,IPTU,AR,1.5894403457641602,"106 8481.547852 +107 7827.695801 +108 18314.492188 +109 18150.757812 +110 110643.992188 +111 10265.168945 +112 8512.221680 +113 8412.052734 +114 7827.695801 +115 10265.168945 +116 8512.221680 +117 8509.685547 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,ISS,SARIMAX,1.5209553241729736,"108 38187.257812 +109 38158.390625 +110 31035.693359 +111 31035.593750 +112 31041.941406 +113 37232.828125 +114 37233.945312 +115 44379.695312 +116 44240.351562 +117 31042.041016 +118 31042.041016 +119 37232.722656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,ISS,Linear Regression,1.5209553241729736,"108 10820.041619 +109 12338.133935 +110 9975.346377 +111 11975.781367 +112 11673.429648 +113 11134.236713 +114 11308.469540 +115 11335.787061 +116 12012.478062 +117 11761.694349 +118 11867.931044 +119 12234.894192 +Name: y, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,ITBI,AR,1.1205925941467285,"108 -1667.463379 +109 -1336.426270 +110 2606.684570 +111 1961.648804 +112 2034.309204 +113 5485.656250 +114 5784.547363 +115 4690.628906 +116 4687.588867 +117 2615.349854 +118 2004.175049 +119 1105.836304 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,ITBI,Linear Regression,1.1205925941467285,"391784 11096.083828 +391793 10484.139379 +391802 3947.827091 +391810 5485.818712 +391819 4900.422829 +391827 15205.138148 +391836 2408.839899 +391845 14102.078412 +391854 12502.792789 +391863 3097.332714 +391872 7765.455589 +391881 -3209.666334 +Name: y, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,IRRF,AR,1.043034315109253,"108 31008.361328 +109 31008.361328 +110 31008.361328 +111 31008.361328 +112 31008.361328 +113 31344.210938 +114 30756.462891 +115 32371.214844 +116 32367.046875 +117 32367.046875 +118 32367.050781 +119 24239.019531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do FPM,XGBoost,1.154994010925293,"107 1491352.000 +108 1893691.875 +109 1250309.625 +110 1244439.875 +111 1491352.000 +112 1491352.000 +113 1893691.875 +114 1250309.625 +115 1250309.625 +116 1014820.375 +117 1491352.000 +118 1893691.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do ICMS,AR,0.8769657611846924,"107 727929.7500 +108 727360.2500 +109 712965.1875 +110 710822.4375 +111 726447.3125 +112 709883.8125 +113 708054.0625 +114 708973.0625 +115 708973.3750 +116 707824.6250 +117 702230.1250 +118 712918.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do IPVA,AR,1.4431707859039307,"106 210320.640625 +107 66759.625000 +108 66759.625000 +109 80676.890625 +110 66759.625000 +111 15571.916016 +112 14725.472656 +113 19999.208984 +114 11675.403320 +115 8894.476562 +116 8229.205078 +117 201878.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do ITR,XGBoost,1.1450235843658447,"79 30.271914 +80 9.050488 +81 -3.575951 +82 -106.109245 +83 57.261005 +84 76.913086 +85 28.702585 +86 30.271914 +87 575.104126 +88 42.858212 +89 85.628197 +90 85.628197 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do ITR,Linear Regression,1.1450235843658447,"348298 95.630732 +348306 59.852053 +391789 58.269966 +391798 20.096778 +391815 61.263103 +391832 37.799046 +391841 38.643538 +391850 132.649424 +391859 2138.714073 +391868 3437.275931 +391877 76.186030 +391886 88.040991 +Name: y, dtype: float64" +Prefeitura Municipal de Salvador das Missões - RS,Transferencias LC 61_1989,SARIMAX,0.900641918182373,"60 7175.354004 +61 5474.574707 +62 6514.674316 +63 6505.452637 +64 6603.449707 +65 6502.094727 +66 6496.143555 +67 6578.007812 +68 7081.898926 +69 8217.811523 +70 6487.536621 +71 7248.245605 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,IPTU,SES,2.714662551879883,"104 4.152928e+05 +105 3.958657e+05 +106 2.312892e+06 +107 2.194983e+06 +108 3.976893e+05 +109 3.712703e+05 +110 4.574219e+05 +111 4.574263e+05 +112 4.574219e+05 +113 4.692625e+05 +114 4.574263e+05 +115 3.965821e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,IPTU,Linear Regression,2.714662551879883,"420400 5.376152e+05 +420409 2.846774e+05 +420418 3.152611e+06 +420427 3.125944e+06 +420436 5.167651e+05 +420445 3.785248e+05 +420454 5.915846e+05 +420463 6.634411e+05 +420472 6.067318e+05 +420481 5.630981e+05 +420490 6.593852e+05 +420499 5.358233e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,ISS,XGBoost,1.456221342086792,"108 1818135.125 +109 1819760.375 +110 1805193.750 +111 1800888.875 +112 1800888.875 +113 1800888.875 +114 1800888.875 +115 1800888.875 +116 1800888.875 +117 1800888.875 +118 1805193.750 +119 1803568.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,ITBI,MLP,1.3483150005340576,"108 359010.324515 +109 367745.807971 +110 377660.437668 +111 364332.821959 +112 368174.107440 +113 372963.715924 +114 373207.107778 +115 355589.022469 +116 348436.173747 +117 352661.735182 +118 357862.145210 +119 366643.335233 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,IRRF,SARIMAX,0.7863016128540039,"107 1228133.125 +108 1237422.250 +109 1237422.250 +110 1228333.000 +111 1228333.000 +112 1228317.125 +113 1228317.125 +114 1228317.125 +115 1233677.000 +116 1228317.125 +117 1228317.125 +118 1228333.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do FPM,AR,0.968759298324585,"108 2964215.50 +109 3061473.50 +110 2709598.50 +111 2049564.00 +112 3133714.25 +113 2929970.50 +114 3123001.00 +115 2339762.75 +116 3072415.75 +117 2983445.00 +118 3133943.25 +119 3133943.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do ICMS,HWES,0.7632808685302734,"108 4930071.5 +109 4749063.0 +110 4736899.5 +111 4675455.0 +112 4402268.0 +113 4921891.5 +114 4788237.0 +115 4827822.0 +116 4817912.0 +117 4402268.0 +118 4921891.5 +119 4413323.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do IPVA,AR,1.408613920211792,"108 1.012576e+06 +109 1.053675e+06 +110 1.029283e+06 +111 7.102279e+05 +112 6.983500e+05 +113 5.388636e+05 +114 3.278652e+05 +115 1.904403e+05 +116 1.447024e+05 +117 1.718651e+05 +118 1.718234e+05 +119 9.237399e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do ITR,MLP,1.7441937923431396,"100 2186.826148 +101 2452.464785 +102 2131.189460 +103 2209.859071 +104 2708.873500 +105 2269.523935 +106 2328.692421 +107 2384.499895 +108 3230.145146 +109 8138.755402 +110 2042.856106 +111 1968.712057 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do ITR,Linear Regression,1.7441937923431396,"420407 219.294284 +420416 602.814934 +420425 11.667571 +420434 47.823747 +420443 810.297913 +420452 30.636807 +420461 29.091671 +420470 18.735669 +420479 1367.175603 +420488 9863.801412 +420497 261.311195 +420506 70.928916 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Santa Rita - RS,Transferencias LC 61_1989,HWES,1.1466588973999023,"108 39313.253906 +109 42317.710938 +110 40870.835938 +111 43639.136719 +112 46113.179688 +113 46657.515625 +114 48462.480469 +115 50233.125000 +116 51253.734375 +117 38194.031250 +118 45707.957031 +119 46592.617188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquara - RS,IPTU,XGBoost,0.9556882381439209,"108 9.791331e+05 +109 1.745899e+06 +110 5.986071e+05 +111 4.932319e+05 +112 7.004281e+05 +113 5.754698e+05 +114 5.522157e+05 +115 5.365196e+05 +116 5.414102e+05 +117 5.811827e+05 +118 5.804616e+05 +119 5.805518e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquara - RS,ISS,SARIMAX,2.619171619415283,"108 1414886.875 +109 1134718.750 +110 1133183.875 +111 1414889.500 +112 1133183.875 +113 1414886.875 +114 1414886.875 +115 1414886.875 +116 1414886.875 +117 1414886.875 +118 1414886.875 +119 1414886.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquara - RS,ITBI,MLP,0.972081184387207,"108 317138.958909 +109 367940.347441 +110 409452.848292 +111 336253.868313 +112 325026.692204 +113 369128.054690 +114 378598.592214 +115 392097.560756 +116 317048.880464 +117 347217.369685 +118 339533.559899 +119 373319.244666 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquara - RS,ITBI,Linear Regression,0.972081184387207,"413440 261595.930612 +413448 425428.793844 +413456 565366.983406 +413464 329178.744220 +413472 289336.654776 +413480 432085.849824 +413488 465588.664276 +413496 514025.181534 +413504 269561.308222 +413513 365156.587233 +413522 338686.932573 +413531 449242.059481 +Name: y, dtype: float64" +Prefeitura Municipal de Taquara - RS,IRRF,SARIMAX,0.919297456741333,"108 1.041181e+06 +109 1.038352e+06 +110 1.041181e+06 +111 1.086511e+06 +112 1.038352e+06 +113 1.038352e+06 +114 8.728736e+05 +115 1.038352e+06 +116 1.038352e+06 +117 1.041181e+06 +118 1.038352e+06 +119 1.038352e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquara - RS,Cota-Parte do FPM,HWES,0.9243736267089844,"108 4667329.00 +109 6944508.50 +110 4011634.00 +111 4352681.50 +112 4668017.50 +113 4811400.50 +114 4668017.50 +115 4011634.00 +116 4011620.00 +117 3658122.75 +118 4668017.50 +119 6944508.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquara - RS,Cota-Parte do ICMS,HWES,0.8887381553649902,"108 2427656.75 +109 2185423.00 +110 2215271.50 +111 2431691.25 +112 2416341.75 +113 2551480.50 +114 2544210.75 +115 2540582.25 +116 2540582.25 +117 2606324.75 +118 2543110.25 +119 2555160.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquara - RS,Cota-Parte do IPVA,AR,1.4509663581848145,"108 1.468879e+06 +109 1.330147e+06 +110 1.174010e+06 +111 1.465201e+06 +112 1.889066e+06 +113 6.154958e+05 +114 6.993773e+05 +115 5.085103e+05 +116 3.278645e+05 +117 2.560986e+05 +118 1.364288e+05 +119 1.578692e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquara - RS,Cota-Parte do ITR,XGBoost,1.6246535778045654,"106 3973.618896 +107 6228.129883 +108 4299.818359 +109 13739.746094 +110 6373.410156 +111 3839.373779 +112 5979.539551 +113 4823.141113 +114 15537.180664 +115 33077.445312 +116 5256.611816 +117 3839.373779 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,IPTU,XGBoost,1.4671645164489746,"103 19314.818359 +104 17527.359375 +105 31897.279297 +106 83181.695312 +107 393825.125000 +108 452640.718750 +109 28645.634766 +110 31878.982422 +111 30718.910156 +112 34298.277344 +113 135324.031250 +114 31897.285156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,ISS,MLP,2.5050885677337646,"108 64386.953002 +109 69936.738162 +110 65847.874974 +111 68654.630470 +112 66891.569035 +113 72467.699873 +114 66871.299295 +115 78103.908070 +116 69013.482415 +117 64913.200298 +118 64638.814293 +119 68529.799273 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,ISS,Linear Regression,2.5050885677337646,"423047 53478.860973 +423056 84045.502990 +423065 61428.812759 +423074 76829.402251 +423083 67050.241139 +423092 98291.351417 +423101 67727.692924 +423110 130912.160482 +423119 81922.917339 +423128 59186.449268 +423137 57145.356449 +423146 78518.055621 +Name: y, dtype: float64" +Prefeitura Municipal de Catuípe - RS,ITBI,MLP,1.8974523544311523,"108 61748.926024 +109 63744.791988 +110 61826.424188 +111 70800.815074 +112 84928.937275 +113 89440.239455 +114 102464.819731 +115 72795.898583 +116 61810.899236 +117 64552.733211 +118 72434.602890 +119 68449.653876 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,IRRF,SARIMAX,0.9279334545135498,"108 136716.531250 +109 89253.039062 +110 136682.703125 +111 138007.968750 +112 136682.703125 +113 136682.703125 +114 136682.703125 +115 138007.968750 +116 136682.703125 +117 138007.968750 +118 136682.703125 +119 143026.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,Cota-Parte do FPM,HWES,1.018916368484497,"108 1.263079e+06 +109 1.894617e+06 +110 1.133774e+06 +111 1.157127e+06 +112 1.263927e+06 +113 1.285764e+06 +114 1.263927e+06 +115 1.133774e+06 +116 1.134584e+06 +117 9.520229e+05 +118 1.263927e+06 +119 1.894617e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,Cota-Parte do ICMS,SES,0.9113829135894775,"108 1724342.750 +109 1801036.750 +110 1928090.375 +111 1955105.625 +112 1953508.750 +113 1952182.875 +114 1953251.375 +115 1955105.625 +116 1955105.625 +117 1829118.750 +118 1953251.375 +119 1829118.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,Cota-Parte do IPVA,HWES,2.4189603328704834,"108 354054.250000 +109 119397.148438 +110 236956.937500 +111 275149.437500 +112 295112.250000 +113 122676.218750 +114 99388.882812 +115 79974.546875 +116 74400.312500 +117 53673.394531 +118 52293.632812 +119 191705.406250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,Cota-Parte do ITR,XGBoost,1.3766193389892578,"108 22274.154297 +109 14620.068359 +110 13615.056641 +111 14416.608398 +112 15140.436523 +113 13844.617188 +114 13613.410156 +115 14620.068359 +116 11584.416992 +117 341780.312500 +118 26339.603516 +119 20695.335938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Catuípe - RS,Transferencias LC 61_1989,HWES,1.0613059997558594,"108 14155.125977 +109 12951.287109 +110 14308.149414 +111 15466.856445 +112 14416.516602 +113 14277.666992 +114 14266.179688 +115 14645.463867 +116 15164.643555 +117 14814.948242 +118 14288.513672 +119 15143.587891 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,IPTU,SES,1.789855718612671,"106 149641.562500 +107 107046.601562 +108 165802.250000 +109 187583.875000 +110 108085.992188 +111 711110.250000 +112 678372.437500 +113 247976.015625 +114 238431.078125 +115 238431.078125 +116 247976.593750 +117 247976.015625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,ISS,XGBoost,0.7911136150360107,"108 283038.34375 +109 285729.71875 +110 285747.37500 +111 283143.03125 +112 283143.03125 +113 283035.34375 +114 283039.15625 +115 283039.15625 +116 283039.15625 +117 283038.43750 +118 283143.03125 +119 283039.15625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,ITBI,HWES,0.9742324352264404,"108 442269.15625 +109 440806.93750 +110 445266.03125 +111 441811.84375 +112 434175.81250 +113 434010.93750 +114 439776.43750 +115 439776.43750 +116 450414.06250 +117 439776.43750 +118 452726.06250 +119 430739.28125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,IRRF,XGBoost,0.8993203639984131,"107 404544.1875 +108 353799.1875 +109 386835.3125 +110 404544.1875 +111 388495.8750 +112 760114.6250 +113 583232.8125 +114 404082.9375 +115 404082.9375 +116 580668.5000 +117 404082.9375 +118 779908.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,Cota-Parte do FPM,HWES,2.558725595474243,"108 3107695.25 +109 5050049.50 +110 2785721.25 +111 3107695.25 +112 3430982.25 +113 3426329.75 +114 5050049.50 +115 2785721.25 +116 2786278.00 +117 2764882.00 +118 3430982.25 +119 5050049.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,Cota-Parte do ICMS,HWES,0.8566684722900391,"108 2166220.000 +109 2049830.875 +110 2131782.500 +111 2164945.250 +112 2325531.000 +113 2165790.500 +114 2229878.750 +115 2643898.500 +116 2643893.250 +117 2154169.250 +118 2345501.000 +119 2444788.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,Cota-Parte do IPVA,AR,1.3225269317626953,"108 806353.500000 +109 376136.281250 +110 490690.187500 +111 799438.875000 +112 427372.500000 +113 245312.546875 +114 144668.625000 +115 84294.984375 +116 51799.957031 +117 55388.160156 +118 55100.753906 +119 799438.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,Cota-Parte do IPVA,Linear Regression,1.3225269317626953,"416503 958155.614596 +416512 304335.783178 +416521 501080.756340 +416530 814740.521057 +416539 490973.360337 +416548 186265.191219 +416557 128769.998824 +416566 72786.557294 +416575 54891.775888 +416584 47475.866712 +416593 45358.722098 +416602 815055.635513 +Name: y, dtype: float64" +Prefeitura Municipal de Candelária - RS,Cota-Parte do ITR,XGBoost,2.028261184692383,"107 406.050079 +108 1407.147583 +109 130.156830 +110 116.017982 +111 498.218414 +112 532.885254 +113 530.781311 +114 1318.988770 +115 24553.503906 +116 59232.421875 +117 2279.415527 +118 1026.291504 +Name: Valor, dtype: float64" +Prefeitura Municipal de Candelária - RS,Cota-Parte do ITR,Linear Regression,2.028261184692383,"416504 520.102972 +416513 97.942853 +416522 174.626395 +416531 119.952291 +416540 308.532772 +416549 380.229668 +416558 365.525453 +416567 2240.376690 +416576 22032.052886 +416585 50180.530361 +416594 2803.731362 +416603 382.684632 +Name: y, dtype: float64" +Prefeitura Municipal de Candelária - RS,Transferencias LC 61_1989,XGBoost,0.8768320083618164,"108 19918.146484 +109 22635.970703 +110 21970.275391 +111 22225.291016 +112 22347.916016 +113 20656.767578 +114 20305.078125 +115 20515.783203 +116 20466.105469 +117 19929.716797 +118 22822.531250 +119 21972.306641 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,IPTU,SARIMAX,1.397887945175171,"106 47925.894531 +107 135651.187500 +108 48407.011719 +109 6685.802246 +110 4665.125000 +111 3837.042725 +112 5410.955078 +113 4710.997070 +114 4505.045898 +115 4649.071777 +116 4446.468750 +117 4298.100098 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,ISS,XGBoost,1.2517263889312744,"108 16627.958984 +109 16916.558594 +110 17369.617188 +111 17428.037109 +112 17008.980469 +113 17172.714844 +114 17007.021484 +115 17189.302734 +116 17612.115234 +117 16974.746094 +118 16757.707031 +119 16973.884766 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,ITBI,SARIMAX,1.7672090530395508,"105 6696.928711 +106 8578.189453 +107 10000.460938 +108 7961.266113 +109 11547.709961 +110 11594.234375 +111 8623.014648 +112 8578.189453 +113 10743.749023 +114 9209.946289 +115 10588.260742 +116 9439.036133 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,IRRF,XGBoost,2.4714927673339844,"108 53266.023438 +109 53269.554688 +110 53269.554688 +111 53269.554688 +112 52016.730469 +113 52016.960938 +114 53269.554688 +115 53269.554688 +116 52016.750000 +117 53269.554688 +118 53269.554688 +119 53267.378906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,Cota-Parte do FPM,HWES,1.1014800071716309,"108 1.213443e+06 +109 1.859001e+06 +110 1.029487e+06 +111 1.178481e+06 +112 1.194023e+06 +113 1.178436e+06 +114 1.194022e+06 +115 1.029487e+06 +116 1.029504e+06 +117 9.561901e+05 +118 1.194023e+06 +119 1.859001e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,Cota-Parte do ICMS,HWES,0.7869560718536377,"108 734051.9375 +109 723639.0000 +110 728413.5625 +111 768444.2500 +112 772825.5625 +113 691973.7500 +114 767408.5000 +115 768444.2500 +116 766775.8750 +117 768444.2500 +118 772825.5625 +119 787590.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,Cota-Parte do IPVA,XGBoost,1.4137966632843018,"107 88919.328125 +108 44018.859375 +109 25849.294922 +110 95937.687500 +111 24954.832031 +112 16516.894531 +113 16056.731445 +114 45587.140625 +115 10872.335938 +116 11447.526367 +117 133281.671875 +118 99125.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,Cota-Parte do ITR,XGBoost,1.1847822666168213,"81 578.951294 +82 580.350952 +83 580.350952 +84 359.002197 +85 383.739716 +86 2142.951660 +87 2141.183105 +88 2160.647461 +89 2143.889648 +90 2136.418701 +91 2201.084229 +92 2142.953613 +Name: Valor, dtype: float64" +Prefeitura Municipal de Travesseiro - RS,Transferencias LC 61_1989,XGBoost,1.1615452766418457,"108 6564.162598 +109 6252.534668 +110 6554.922852 +111 6347.569824 +112 6516.665039 +113 6561.144531 +114 6459.908203 +115 6316.592773 +116 6389.354492 +117 6069.199219 +118 6702.071777 +119 6422.999023 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,IPTU,XGBoost,2.3734498023986816,"103 2.197149e+05 +104 2.663067e+05 +105 1.074347e+06 +106 5.377424e+06 +107 7.939579e+05 +108 7.424407e+05 +109 7.424404e+05 +110 7.910391e+05 +111 7.418554e+05 +112 2.651792e+05 +113 2.567259e+05 +114 2.673691e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,ISS,XGBoost,1.0360088348388672,"108 1498472.000 +109 1496399.125 +110 1454903.500 +111 1449842.375 +112 1460254.625 +113 1449842.375 +114 1478250.625 +115 1460254.625 +116 1460254.625 +117 1449842.375 +118 1460254.625 +119 1449842.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,ITBI,SES,1.029449701309204,"102 428382.12500 +103 617408.56250 +104 617146.31250 +105 387076.31250 +106 505764.21875 +107 500433.15625 +108 617146.31250 +109 461888.65625 +110 558858.43750 +111 505764.21875 +112 505765.78125 +113 505764.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,IRRF,SARIMAX,0.9384784698486328,"108 507761.50000 +109 489087.40625 +110 501565.96875 +111 895770.93750 +112 895770.93750 +113 501565.96875 +114 501852.87500 +115 895770.93750 +116 501565.96875 +117 501565.96875 +118 895770.93750 +119 895770.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,Cota-Parte do FPM,AR,1.5285828113555908,"108 4133606.00 +109 6312562.50 +110 3524908.50 +111 3793464.25 +112 4133606.00 +113 4143367.00 +114 4133606.00 +115 3524908.50 +116 3548533.50 +117 3418501.50 +118 4133606.00 +119 6312562.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,Cota-Parte do ICMS,HWES,0.9888935089111328,"108 6459504.5 +109 6056509.0 +110 6541724.5 +111 6591415.5 +112 6535041.0 +113 6566158.0 +114 6590986.5 +115 6598087.5 +116 6598087.5 +117 6535042.5 +118 6482018.0 +119 6535042.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,Cota-Parte do IPVA,AR,1.4962959289550781,"108 2.442318e+06 +109 7.854846e+05 +110 1.069672e+06 +111 2.017198e+06 +112 1.625156e+06 +113 8.849839e+05 +114 3.649786e+05 +115 3.202877e+05 +116 2.423572e+05 +117 2.186921e+05 +118 1.822741e+05 +119 2.130267e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,Cota-Parte do ITR,MLP,1.9698894023895264,"108 72132.548611 +109 25853.904865 +110 27024.293382 +111 39355.305974 +112 90702.335328 +113 30478.400029 +114 65933.010426 +115 48348.075733 +116 262539.886108 +117 805981.261032 +118 130033.201187 +119 112109.846406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marau - RS,Transferencias LC 61_1989,XGBoost,0.9249951839447021,"108 50200.050781 +109 55486.835938 +110 55385.523438 +111 61804.902344 +112 59803.566406 +113 59598.937500 +114 59760.859375 +115 60711.570312 +116 56537.871094 +117 53485.433594 +118 60464.550781 +119 57478.628906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,IPTU,SES,2.05928373336792,"108 23718.230469 +109 31485.892578 +110 139240.843750 +111 52796.433594 +112 133593.328125 +113 133593.328125 +114 144321.718750 +115 19675.615234 +116 -2718.677002 +117 12530.083984 +118 20976.832031 +119 21334.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,IPTU,Linear Regression,2.05928373336792,"422417 2.200895e+04 +422426 1.013945e+05 +422434 8.033570e+05 +422442 9.614411e+04 +422451 1.244360e+05 +422460 1.139885e+05 +422469 1.232162e+06 +422478 3.234185e+04 +422487 2.847328e+04 +422496 4.119571e+04 +422505 1.003559e+04 +422514 1.807541e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,ISS,XGBoost,0.8427581787109375,"108 117473.117188 +109 116703.031250 +110 117588.039062 +111 118618.281250 +112 118616.585938 +113 118618.281250 +114 117588.039062 +115 117588.039062 +116 117588.039062 +117 117588.039062 +118 118616.585938 +119 117588.039062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,ITBI,MLP,0.8906161785125732,"108 49826.279651 +109 49501.344835 +110 50106.425114 +111 53250.153341 +112 61436.408018 +113 49786.510057 +114 44446.171101 +115 53794.201290 +116 53138.597570 +117 56121.548937 +118 60166.708010 +119 46807.525027 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,ITBI,Linear Regression,0.8906161785125732,"422419 51979.984597 +422428 49306.911618 +422436 52810.852484 +422444 73631.715035 +422453 129434.761578 +422462 53348.948401 +422471 16812.228293 +422480 78134.983899 +422489 74306.671758 +422498 94944.206824 +422507 123632.179861 +422516 35765.333985 +Name: y, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,IRRF,XGBoost,1.4484193325042725,"108 79897.593750 +109 95715.617188 +110 95547.507812 +111 96415.414062 +112 95547.578125 +113 95715.617188 +114 95547.507812 +115 95715.617188 +116 95715.617188 +117 95715.617188 +118 95547.578125 +119 95547.507812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do FPM,HWES,1.138188123703003,"108 1375678.875 +109 1893768.875 +110 1057095.500 +111 1362783.625 +112 1375801.500 +113 1362783.625 +114 1375801.500 +115 1087111.875 +116 1087119.875 +117 943367.500 +118 1375801.500 +119 1893768.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do ICMS,HWES,0.8900856971740723,"108 688724.8750 +109 621992.0625 +110 623192.6875 +111 708805.8125 +112 740283.0625 +113 728619.5625 +114 706917.9375 +115 708821.0625 +116 708821.0625 +117 698167.3750 +118 609592.8750 +119 698167.3750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do IPVA,AR,1.3631010055541992,"108 323543.625000 +109 117100.585938 +110 138486.218750 +111 178284.703125 +112 153115.109375 +113 50169.359375 +114 33056.718750 +115 18221.601562 +116 17062.798828 +117 11318.569336 +118 42436.785156 +119 317927.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do IPVA,Linear Regression,1.3631010055541992,"422423 339032.030195 +422432 99880.639885 +422440 135711.402957 +422448 218213.452958 +422457 146493.228647 +422466 45204.621463 +422475 31836.230230 +422484 13490.562936 +422493 11050.478110 +422502 8305.720306 +422511 56308.287696 +422520 541519.376839 +Name: y, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do ITR,XGBoost,2.5040183067321777,"100 10078.988281 +101 10234.273438 +102 10274.664062 +103 10274.664062 +104 10239.734375 +105 10229.022461 +106 10175.769531 +107 10227.886719 +108 538.034058 +109 553.339600 +110 10215.672852 +111 10274.664062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Morro Reuter - RS,Transferencias LC 61_1989,AR,0.9715964794158936,"60 5874.493652 +61 5265.540039 +62 5196.341797 +63 5342.766113 +64 5198.261230 +65 5921.623047 +66 6127.464844 +67 5158.074219 +68 3546.962646 +69 5671.096680 +70 6214.205566 +71 6112.219727 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,IPTU,AR,0.9123880863189697,"105 135894.781250 +106 242851.328125 +107 256265.312500 +108 289318.531250 +109 170080.125000 +110 170256.343750 +111 187846.921875 +112 187875.921875 +113 187427.203125 +114 187427.203125 +115 190164.781250 +116 198683.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,ISS,XGBoost,0.8726849555969238,"108 59459.796875 +109 63892.117188 +110 60181.261719 +111 62454.667969 +112 61908.519531 +113 61908.519531 +114 61908.355469 +115 61908.355469 +116 61908.355469 +117 61908.519531 +118 61908.355469 +119 61908.355469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,ITBI,XGBoost,1.3225042819976807,"108 8006.960938 +109 5294.613281 +110 14926.896484 +111 24048.671875 +112 9069.729492 +113 4710.318359 +114 9069.926758 +115 8957.536133 +116 8849.400391 +117 19046.001953 +118 4956.699707 +119 11212.038086 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,ITBI,Linear Regression,1.3225042819976807,"396549 17581.287893 +396558 37182.739690 +396567 26002.640942 +396576 148348.188348 +396585 29043.905472 +396594 6571.629686 +396603 30924.903508 +396612 59181.340995 +396621 29566.649786 +396630 48299.003579 +396639 15625.160857 +396648 46980.215079 +Name: y, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,IRRF,HWES,1.856351613998413,"108 78218.843750 +109 78984.039062 +110 143171.296875 +111 82886.031250 +112 89381.398438 +113 89381.398438 +114 89381.398438 +115 89381.398438 +116 89381.398438 +117 81142.898438 +118 89381.398438 +119 143171.296875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do FPM,HWES,0.9956393241882324,"108 1.388184e+06 +109 1.893769e+06 +110 1.101831e+06 +111 1.202310e+06 +112 1.388185e+06 +113 1.344568e+06 +114 1.388168e+06 +115 1.101831e+06 +116 1.101831e+06 +117 9.600484e+05 +118 1.893769e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do ICMS,HWES,1.6566238403320312,"108 1.018353e+06 +109 1.008886e+06 +110 1.021574e+06 +111 1.030004e+06 +112 1.056847e+06 +113 1.029870e+06 +114 1.024050e+06 +115 1.058277e+06 +116 1.058277e+06 +117 1.056866e+06 +118 1.029950e+06 +119 1.062291e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do IPVA,AR,1.36323881149292,"108 270558.312500 +109 130918.648438 +110 130918.648438 +111 240425.781250 +112 176147.421875 +113 137618.875000 +114 292996.156250 +115 40177.007812 +116 128515.234375 +117 39728.535156 +118 22699.458984 +119 272502.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do ITR,SARIMAX,1.7889294624328613,"91 1279.287354 +92 1150.275879 +93 1176.925049 +94 1154.236938 +95 1154.236938 +96 1154.236938 +97 12908.072266 +98 4440.190918 +99 12813.714844 +100 12908.072266 +101 1150.275879 +102 1150.275879 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guarani das Missões - RS,Transferencias LC 61_1989,HWES,1.1130955219268799,"96 7074.358887 +97 6045.494141 +98 6044.886230 +99 7121.247559 +100 6700.920410 +101 6276.078125 +102 5968.007324 +103 6645.830566 +104 7073.848145 +105 5970.666992 +106 6331.838379 +107 7515.376953 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,IPTU,SES,1.171431541442871,"94 25153.199219 +95 25255.654297 +96 23138.095703 +97 25168.423828 +98 46902.417969 +99 29513.015625 +100 29496.908203 +101 9593.295898 +102 48216.824219 +103 20961.300781 +104 27017.326172 +105 26995.632812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,IPTU,Linear Regression,1.171431541442871,"398857 15152.996414 +398866 11433.677177 +398874 10071.909044 +398883 34738.058527 +398892 751559.314073 +398900 115097.107519 +398909 103637.459592 +398917 82577.034636 +398926 87349.295299 +398935 68950.078712 +398944 22919.096298 +398953 24236.277986 +Name: y, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,ISS,SES,1.0200865268707275,"99 77149.750000 +100 80752.781250 +101 77263.250000 +102 73846.273438 +103 73938.117188 +104 80752.781250 +105 77084.703125 +106 77263.250000 +107 77084.703125 +108 77196.679688 +109 77084.703125 +110 73977.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,ITBI,XGBoost,1.1484718322753906,"99 87869.601562 +100 84394.914062 +101 82859.523438 +102 68146.351562 +103 85954.593750 +104 87704.976562 +105 84394.914062 +106 58187.750000 +107 58797.167969 +108 58187.664062 +109 54450.031250 +110 55710.527344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,IRRF,SARIMAX,1.0068869590759277,"99 172697.093750 +100 173159.203125 +101 172357.421875 +102 173159.203125 +103 172635.312500 +104 173159.203125 +105 172568.656250 +106 172635.312500 +107 172538.890625 +108 172568.656250 +109 172538.890625 +110 172697.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,Cota-Parte do FPM,SES,1.003119707107544,"99 1357319.500 +100 1893768.750 +101 1357319.500 +102 1895169.375 +103 1893768.750 +104 1892444.500 +105 1893768.750 +106 1357319.500 +107 1357308.375 +108 1177044.750 +109 1893768.750 +110 1887764.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,Cota-Parte do ICMS,SARIMAX,0.929516077041626,"99 871234.8750 +100 875517.6875 +101 843885.1250 +102 834939.2500 +103 834939.2500 +104 867592.6250 +105 834939.3125 +106 834939.2500 +107 834939.2500 +108 834939.5000 +109 856887.7500 +110 754501.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,Cota-Parte do IPVA,AR,0.9229812622070312,"98 59161.292969 +99 234594.562500 +100 234656.593750 +101 105845.617188 +102 235270.703125 +103 305398.125000 +104 304694.156250 +105 310892.281250 +106 304694.156250 +107 310892.281250 +108 307861.875000 +109 61634.535156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,Cota-Parte do ITR,XGBoost,1.791001558303833,"89 414.153046 +90 1051.926636 +91 321.343964 +92 763.355896 +93 44.887058 +94 763.416077 +95 788.009155 +96 321.343964 +97 588.615051 +98 3723.249023 +99 -327.655426 +100 -275.675354 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tucunduva - RS,Cota-Parte do ITR,Linear Regression,1.791001558303833,"344646 5391.783480 +344655 7151.363613 +344664 255.284040 +398864 41.891563 +398881 5.883027 +398890 32.770458 +398907 45.198610 +398924 384.755453 +398933 5110.301695 +398942 7420.272412 +398951 76.465551 +398960 191.450098 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,IPTU,SARIMAX,1.8858458995819092,"101 3161.541748 +102 3397.894043 +103 3161.541748 +104 2277.336914 +105 50331.550781 +106 284395.343750 +107 3742.560791 +108 4868.004395 +109 5080.884277 +110 3724.166260 +111 5080.884277 +112 4153.483887 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,ISS,XGBoost,1.3457658290863037,"108 18656.750000 +109 17191.873047 +110 19846.583984 +111 17753.570312 +112 19847.000000 +113 17810.619141 +114 16960.607422 +115 16141.422852 +116 16137.435547 +117 17108.228516 +118 18718.146484 +119 19064.253906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,ITBI,XGBoost,1.5625886917114258,"106 12887.409180 +107 14818.974609 +108 15227.596680 +109 12932.621094 +110 15191.247070 +111 14248.933594 +112 14630.643555 +113 14433.119141 +114 14701.807617 +115 15603.721680 +116 10970.559570 +117 5900.096191 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,ITBI,Linear Regression,1.5625886917114258,"413016 3005.820369 +413025 16764.603424 +413033 18147.439695 +413041 24717.773024 +413050 15356.947502 +413058 6649.662944 +413067 41921.953712 +413076 52686.488538 +413085 39057.408454 +413094 32017.013043 +413103 36075.241886 +413112 12425.370187 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,IRRF,SARIMAX,0.9654228687286377,"108 103937.500000 +109 103937.500000 +110 104065.640625 +111 104025.585938 +112 104025.585938 +113 103937.500000 +114 104084.578125 +115 104065.640625 +116 104025.585938 +117 104065.640625 +118 104084.578125 +119 104065.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do FPM,HWES,0.9648916721343994,"108 1.243668e+06 +109 1.893922e+06 +110 1.075494e+06 +111 1.148330e+06 +112 1.244507e+06 +113 1.288778e+06 +114 1.244507e+06 +115 1.075494e+06 +116 1.075494e+06 +117 9.522888e+05 +118 1.244507e+06 +119 1.893922e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do ICMS,HWES,1.0547468662261963,"108 577542.68750 +109 433821.03125 +110 539529.12500 +111 610822.81250 +112 619144.75000 +113 603242.93750 +114 614217.87500 +115 618236.81250 +116 618236.81250 +117 604412.43750 +118 603183.06250 +119 604121.31250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do IPVA,XGBoost,1.3328349590301514,"108 77069.515625 +109 21092.287109 +110 50935.734375 +111 93630.085938 +112 85839.828125 +113 16557.343750 +114 11866.730469 +115 18807.552734 +116 12833.234375 +117 7527.232910 +118 6658.642578 +119 78061.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do ITR,HWES,1.8423101902008057,"72 4561.049316 +73 1029.892700 +74 1174.072144 +75 4800.140137 +76 20852.390625 +77 30793.285156 +78 31097.419922 +79 27722.486328 +80 56843.007812 +81 56883.824219 +82 73008.273438 +83 56587.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa dos Três Cantos - RS,Transferencias LC 61_1989,HWES,1.0748722553253174,"96 4880.984863 +97 4354.948242 +98 4378.327148 +99 4061.650635 +100 4728.950684 +101 4322.702637 +102 4345.632812 +103 4839.084961 +104 4250.356934 +105 5546.589844 +106 4605.731445 +107 4422.961426 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,IPTU,XGBoost,2.5893442630767822,"108 8.042669e+04 +109 1.240496e+05 +110 7.927488e+04 +111 3.818942e+05 +112 2.250312e+06 +113 3.949728e+05 +114 3.968330e+05 +115 3.965871e+05 +116 4.407799e+05 +117 3.975660e+05 +118 4.407799e+05 +119 4.416618e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,IPTU,Linear Regression,2.5893442630767822,"433561 9.074572e+04 +433570 7.357735e+04 +433579 1.133707e+05 +433588 1.189503e+06 +433597 2.573896e+06 +433606 5.312015e+05 +433615 5.019391e+05 +433624 5.237786e+05 +433633 4.654812e+05 +433642 4.800551e+05 +433651 4.646174e+05 +433660 4.624075e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Três Passos - RS,ISS,SARIMAX,0.9022259712219238,"108 683851.4375 +109 681994.8750 +110 683851.4375 +111 682395.3125 +112 683851.4375 +113 682395.3125 +114 682389.9375 +115 682395.3125 +116 682386.7500 +117 682389.9375 +118 682395.3125 +119 682395.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,ITBI,HWES,0.7908830642700195,"108 165748.250000 +109 164719.312500 +110 169009.484375 +111 167727.593750 +112 160251.109375 +113 173886.203125 +114 165748.250000 +115 164941.937500 +116 155180.687500 +117 157576.718750 +118 157799.343750 +119 166703.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,IRRF,SARIMAX,1.6480889320373535,"108 454727.09375 +109 444538.28125 +110 454727.09375 +111 454727.09375 +112 454727.09375 +113 454727.09375 +114 454727.09375 +115 454727.09375 +116 454727.09375 +117 454727.09375 +118 454727.09375 +119 832524.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,Cota-Parte do FPM,HWES,1.0551655292510986,"108 3027215.00 +109 3046068.25 +110 2385121.00 +111 2742669.25 +112 3054062.75 +113 3027313.50 +114 3054062.75 +115 2527362.00 +116 2592892.75 +117 2528703.00 +118 3054068.00 +119 4413298.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,Cota-Parte do ICMS,HWES,1.0480082035064697,"108 3256035.75 +109 3234348.75 +110 3224948.25 +111 3254276.75 +112 3238258.25 +113 3256035.75 +114 3254475.25 +115 3255221.50 +116 3255221.50 +117 3237661.75 +118 3254276.75 +119 3211057.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,Cota-Parte do IPVA,AR,1.40452241897583,"108 8.583641e+05 +109 4.981217e+05 +110 1.038511e+06 +111 1.055151e+06 +112 1.251745e+06 +113 3.022543e+05 +114 2.248680e+05 +115 1.550068e+05 +116 1.595159e+05 +117 5.255803e+04 +118 2.530896e+04 +119 9.094208e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,Cota-Parte do ITR,HWES,1.4395778179168701,"35 505.508301 +36 515.160095 +37 515.160095 +38 515.160095 +39 497.688385 +40 515.160095 +41 1026.342773 +42 505.508301 +43 16809.281250 +44 16809.402344 +45 539.444580 +46 539.444580 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Passos - RS,Transferencias LC 61_1989,HWES,2.447967767715454,"96 20934.404297 +97 17111.458984 +98 21632.148438 +99 21940.074219 +100 23048.001953 +101 23274.576172 +102 24711.968750 +103 23843.089844 +104 24032.699219 +105 23962.753906 +106 23815.912109 +107 20367.222656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,IPTU,MLP,1.6761269569396973,"108 1.374179e+06 +109 2.686616e+06 +110 1.740379e+07 +111 1.933034e+06 +112 2.038943e+06 +113 1.953276e+06 +114 2.180525e+06 +115 2.335105e+06 +116 2.159637e+06 +117 2.323865e+06 +118 1.972435e+06 +119 1.251908e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,ISS,SARIMAX,1.0628724098205566,"108 2690557.25 +109 2694754.00 +110 2690557.25 +111 2683837.25 +112 2691637.50 +113 2690557.25 +114 2694625.50 +115 2691637.50 +116 2691637.50 +117 2691637.50 +118 2691637.50 +119 2691637.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,ITBI,XGBoost,0.921450138092041,"108 439724.15625 +109 431353.34375 +110 541865.68750 +111 471261.00000 +112 443800.87500 +113 431165.43750 +114 490898.09375 +115 541452.43750 +116 437254.46875 +117 470823.31250 +118 350329.43750 +119 337097.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,ITBI,Linear Regression,0.921450138092041,"411358 636833.886947 +411367 409732.575837 +411376 866986.258109 +411385 796293.725101 +411394 698202.219626 +411403 554156.092364 +411412 827148.924805 +411421 878493.214534 +411430 605696.660916 +411439 763730.513179 +411448 709196.102339 +411457 670203.146521 +Name: y, dtype: float64" +Prefeitura Municipal de Ijuí - RS,IRRF,SARIMAX,2.474179267883301,"108 4434090.0 +109 4400288.5 +110 4400288.5 +111 4400288.5 +112 4400288.5 +113 4400288.5 +114 4400288.5 +115 4400288.5 +116 4400288.5 +117 4400288.5 +118 4400288.5 +119 4434090.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,Cota-Parte do FPM,AR,1.1372549533843994,"108 5689668.0 +109 8837587.0 +110 4724880.5 +111 4451957.0 +112 5715973.5 +113 4458835.5 +114 8837587.0 +115 4724880.5 +116 4724880.5 +117 4470504.5 +118 5715973.5 +119 8837587.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,Cota-Parte do ICMS,HWES,0.8651514053344727,"108 6959934.5 +109 6648273.0 +110 6595502.5 +111 7343703.5 +112 7766045.5 +113 7434045.5 +114 7343703.5 +115 7544228.0 +116 7646134.5 +117 7569147.5 +118 7439418.0 +119 7569147.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,Cota-Parte do IPVA,AR,1.5249297618865967,"108 4.828938e+06 +109 1.819142e+06 +110 2.332028e+06 +111 3.247206e+06 +112 3.289304e+06 +113 1.183339e+06 +114 1.082405e+06 +115 5.026329e+05 +116 4.995927e+05 +117 2.602429e+05 +118 2.310041e+05 +119 5.620163e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,Cota-Parte do IPVA,Linear Regression,1.5249297618865967,"411362 6.186628e+06 +411371 1.651380e+06 +411380 2.015951e+06 +411389 3.239435e+06 +411398 3.007651e+06 +411407 1.267328e+06 +411416 9.791553e+05 +411425 5.393735e+05 +411434 3.963433e+05 +411443 2.649098e+05 +411452 2.351835e+05 +411461 4.739822e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Ijuí - RS,Cota-Parte do ITR,MLP,2.7765612602233887,"108 11114.757086 +109 22925.841247 +110 11000.867817 +111 10420.682418 +112 11362.804398 +113 16355.833923 +114 13989.624079 +115 16039.883199 +116 77825.125402 +117 185616.803922 +118 22371.091315 +119 44372.315311 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ijuí - RS,Transferencias LC 61_1989,HWES,0.8594405651092529,"108 61336.164062 +109 54577.519531 +110 59302.562500 +111 53336.554688 +112 64454.082031 +113 66443.695312 +114 62498.746094 +115 62481.625000 +116 59635.617188 +117 76362.367188 +118 57711.906250 +119 59706.898438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,IPTU,AR,1.5317530632019043,"108 406460.312500 +109 144046.281250 +110 32142.642578 +111 27704.000000 +112 33549.699219 +113 32142.642578 +114 32325.375000 +115 27036.015625 +116 34581.460938 +117 41558.945312 +118 32955.582031 +119 32361.677734 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,ISS,SES,1.361713171005249,"108 70591.273438 +109 69271.906250 +110 77866.906250 +111 73053.992188 +112 77865.320312 +113 73050.257812 +114 69659.929688 +115 72171.320312 +116 78347.921875 +117 73034.492188 +118 72970.218750 +119 73053.195312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,ITBI,SES,1.4940028190612793,"108 16782.636719 +109 12942.045898 +110 31868.537109 +111 13136.840820 +112 11990.900391 +113 11456.002930 +114 10716.846680 +115 13254.931641 +116 5543.418457 +117 6033.789062 +118 12636.102539 +119 8390.742188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,ITBI,Linear Regression,1.4940028190612793,"432555 12604.195334 +432564 6445.405078 +432573 24411.546609 +432581 28048.482990 +432590 11119.009440 +432598 22764.622189 +432606 21417.943936 +432615 14083.895776 +432624 34934.095520 +432633 44284.472094 +432642 22886.193500 +432651 20913.296146 +Name: y, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,IRRF,SARIMAX,0.85693359375,"108 177219.250000 +109 103573.976562 +110 177219.250000 +111 177219.250000 +112 103573.976562 +113 177219.250000 +114 103573.976562 +115 103573.976562 +116 177219.250000 +117 177219.250000 +118 177219.250000 +119 177219.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do FPM,AR,0.904524564743042,"108 1339492.625 +109 1893406.375 +110 1091333.125 +111 1206778.250 +112 1339130.125 +113 1341134.500 +114 1469247.250 +115 1091333.125 +116 1087977.875 +117 1050512.125 +118 1339130.125 +119 1893406.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do ICMS,XGBoost,0.8950855731964111,"108 742785.5000 +109 643945.8750 +110 636198.6875 +111 676384.5000 +112 679752.6250 +113 675439.5625 +114 675763.3750 +115 671210.2500 +116 671210.2500 +117 703584.4375 +118 674854.9375 +119 695343.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do IPVA,XGBoost,1.6674375534057617,"108 180402.531250 +109 29641.292969 +110 65102.500000 +111 119466.859375 +112 33581.835938 +113 65831.554688 +114 29641.292969 +115 13262.667969 +116 17708.398438 +117 3981.106689 +118 4836.943848 +119 114561.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do IPVA,Linear Regression,1.6674375534057617,"432559 248331.149744 +432568 39884.297522 +432577 100443.500283 +432585 143860.450336 +432594 65769.779210 +432602 45505.998551 +432610 37390.757316 +432619 17749.967029 +432628 13658.199607 +432637 4133.927057 +432646 3607.101993 +432655 211208.501353 +Name: y, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do ITR,AR,1.1956508159637451,"66 10.706282 +67 27.459818 +68 438.205566 +69 562.299377 +70 1273.828613 +71 1392.265381 +72 1178.124512 +73 38.630466 +74 10.706282 +75 26.673145 +76 438.205566 +77 675.009888 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Leitão - RS,Transferencias LC 61_1989,HWES,0.8258237838745117,"36 6576.593262 +37 5171.982422 +38 5468.887207 +39 6164.660645 +40 5961.426758 +41 5961.426758 +42 6241.662598 +43 5961.426758 +44 5961.426758 +45 5053.833984 +46 5171.982422 +47 6404.919434 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,IPTU,AR,2.376863479614258,"107 15620.186523 +108 15447.709961 +109 138834.593750 +110 139097.046875 +111 63900.503906 +112 61750.738281 +113 62053.980469 +114 62636.074219 +115 61750.738281 +116 61779.144531 +117 68341.554688 +118 61794.398438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,ISS,XGBoost,1.8470726013183594,"108 46068.062500 +109 48054.980469 +110 47668.183594 +111 47985.457031 +112 46068.062500 +113 48459.226562 +114 46068.062500 +115 47054.265625 +116 48608.660156 +117 47668.183594 +118 48459.226562 +119 46068.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,ITBI,MLP,1.499685525894165,"105 19216.882747 +106 19553.962671 +107 19418.023183 +108 19349.039404 +109 20077.566042 +110 20322.260115 +111 21058.156909 +112 19761.842392 +113 19304.025780 +114 19331.847935 +115 19784.745535 +116 20086.350390 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,IRRF,SARIMAX,1.4648494720458984,"108 54647.062500 +109 56409.992188 +110 56394.226562 +111 57105.683594 +112 56407.023438 +113 56394.226562 +114 56394.226562 +115 56159.691406 +116 56409.992188 +117 56394.226562 +118 56407.023438 +119 57105.683594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do FPM,HWES,1.6588029861450195,"108 1573240.125 +109 1881714.500 +110 1153822.250 +111 1278198.500 +112 1489408.125 +113 1437994.250 +114 1048474.000 +115 1153822.250 +116 1155905.875 +117 1037309.250 +118 1881714.500 +119 1881714.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do ICMS,HWES,0.8991110324859619,"108 901754.1250 +109 900233.9375 +110 903589.6250 +111 924527.8125 +112 935229.0000 +113 917522.3750 +114 924527.8125 +115 926826.5625 +116 926820.2500 +117 917593.3750 +118 924527.8125 +119 917568.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do IPVA,HWES,1.3881042003631592,"108 114304.968750 +109 55878.417969 +110 89712.546875 +111 118084.890625 +112 83030.695312 +113 32742.828125 +114 12722.886719 +115 12697.343750 +116 6650.079102 +117 10624.019531 +118 13070.226562 +119 117974.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do ITR,XGBoost,1.07283353805542,"85 2350.292969 +86 2639.150391 +87 3841.567383 +88 3836.140869 +89 3840.954834 +90 3836.554688 +91 3831.908691 +92 3849.213135 +93 2999.396973 +94 2999.396973 +95 3838.875244 +96 3849.213135 +Name: Valor, dtype: float64" +Prefeitura Municipal de Liberato Salzano - RS,Transferencias LC 61_1989,AR,0.993567943572998,"82 4347.759766 +83 6314.505371 +84 5973.762207 +85 6037.988770 +86 6151.674805 +87 6148.024902 +88 6161.054688 +89 6078.037109 +90 5223.327637 +91 3123.695068 +92 6092.339844 +93 5746.572754 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,IPTU,HWES,1.7700986862182617,"93 2804.874512 +94 4789.900879 +95 99780.453125 +96 7227.802734 +97 7217.185547 +98 7398.807129 +99 7232.795410 +100 6669.957031 +101 2571.093262 +102 1957.816772 +103 498.046783 +104 3627.837158 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,IPTU,Linear Regression,1.7700986862182617,"386677 5456.674443 +386685 867.237543 +386693 117266.579438 +386701 17585.913877 +386709 13271.821875 +386717 5655.030446 +386725 11373.447354 +386733 8852.074785 +386741 4394.739709 +386749 2623.050211 +386757 2127.901853 +386765 7935.207038 +Name: y, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,ISS,MLP,1.2607500553131104,"96 91388.233878 +97 81052.384729 +98 91068.769173 +99 90590.084755 +100 94599.325385 +101 79685.804201 +102 77930.514408 +103 90755.988522 +104 77255.203034 +105 85608.852924 +106 87818.457635 +107 89550.620101 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,ISS,Linear Regression,1.2607500553131104,"386678 153867.293880 +386686 88795.746450 +386694 152164.819171 +386702 150631.571455 +386710 178010.955879 +386718 84521.051543 +386726 71785.472088 +386734 152555.911219 +386742 67033.067614 +386750 118727.762272 +386758 133064.657791 +386766 144965.032066 +Name: y, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,ITBI,XGBoost,2.509159803390503,"80 624923.3750 +81 625726.3750 +82 625065.1875 +83 624627.6250 +84 625734.5625 +85 624687.8750 +86 624924.7500 +87 624687.8750 +88 624923.3750 +89 625088.5000 +90 625788.6250 +91 625065.3750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,IRRF,SARIMAX,1.1615643501281738,"96 105362.531250 +97 104866.054688 +98 108937.781250 +99 108937.781250 +100 108937.781250 +101 110582.945312 +102 110582.945312 +103 110582.945312 +104 110582.945312 +105 110498.976562 +106 110498.976562 +107 110498.976562 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do FPM,XGBoost,0.8835523128509521,"96 1247741.750 +97 1245668.875 +98 1159378.375 +99 1247741.750 +100 1310517.750 +101 1247741.750 +102 1147808.250 +103 1247741.750 +104 1244653.000 +105 1147808.250 +106 1245668.875 +107 1245668.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do ICMS,XGBoost,0.8028461933135986,"96 533497.7500 +97 641514.0625 +98 648838.1875 +99 599292.5625 +100 648786.0000 +101 591180.4375 +102 595941.2500 +103 595941.2500 +104 591180.4375 +105 591221.7500 +106 584428.6250 +107 648838.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do IPVA,MLP,2.830579996109009,"92 65528.471078 +93 30731.863281 +94 38913.369080 +95 67431.260231 +96 46033.496271 +97 34373.299113 +98 29581.986157 +99 50937.848004 +100 29353.418125 +101 29917.611320 +102 31393.782178 +103 138587.025624 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do ITR,SARIMAX,2.2707314491271973,"93 23308.130859 +94 18961.750000 +95 19590.041016 +96 23786.708984 +97 20125.232422 +98 19562.851562 +99 20653.884766 +100 19571.697266 +101 132234.562500 +102 390920.531250 +103 26145.664062 +104 23307.419922 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho da Serra - RS,Transferencias LC 61_1989,XGBoost,1.9067742824554443,"48 11981.560547 +49 11495.332031 +50 11496.011719 +51 11147.658203 +52 11147.658203 +53 11495.332031 +54 11498.163086 +55 11980.952148 +56 11925.237305 +57 11925.237305 +58 11925.237305 +59 11899.250977 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,IPTU,SARIMAX,1.8321278095245361,"107 59688.410156 +108 131682.250000 +109 164040.328125 +110 397884.218750 +111 127037.382812 +112 68672.281250 +113 131853.812500 +114 127037.382812 +115 66364.390625 +116 55633.679688 +117 27725.734375 +118 66364.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,ISS,XGBoost,1.134291172027588,"108 121795.679688 +109 121795.679688 +110 122624.984375 +111 147126.812500 +112 147140.765625 +113 119804.281250 +114 119817.320312 +115 144468.609375 +116 116420.828125 +117 144473.734375 +118 144728.687500 +119 113013.882812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,ITBI,SARIMAX,2.2582709789276123,"108 92919.015625 +109 89144.820312 +110 93211.539062 +111 89586.367188 +112 89753.195312 +113 92896.679688 +114 93154.242188 +115 93211.539062 +116 92425.875000 +117 93154.242188 +118 93154.242188 +119 90677.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,IRRF,XGBoost,1.6586711406707764,"107 157014.53125 +108 157334.21875 +109 157334.21875 +110 156948.18750 +111 157334.21875 +112 157014.53125 +113 156948.18750 +114 156948.18750 +115 157334.21875 +116 157334.21875 +117 156948.18750 +118 157334.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do FPM,HWES,1.067103385925293,"108 1.287012e+06 +109 1.437701e+06 +110 1.152637e+06 +111 1.185324e+06 +112 1.420248e+06 +113 1.204944e+06 +114 1.228100e+06 +115 1.026582e+06 +116 1.026575e+06 +117 9.587604e+05 +118 1.228100e+06 +119 1.228100e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do ICMS,HWES,0.8434226512908936,"108 1223416.500 +109 1228751.000 +110 1228759.000 +111 1223171.125 +112 1267650.625 +113 1224148.875 +114 1223171.125 +115 1263249.625 +116 1263249.625 +117 1267650.625 +118 1224123.375 +119 1267650.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do IPVA,XGBoost,1.281010627746582,"108 115114.734375 +109 151080.281250 +110 128111.406250 +111 141530.593750 +112 172249.265625 +113 94315.312500 +114 86236.312500 +115 61266.027344 +116 39328.984375 +117 63490.593750 +118 22500.970703 +119 120723.882812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do ITR,MLP,1.7097856998443604,"103 34697.739296 +104 43298.691334 +105 43078.512026 +106 71141.353812 +107 53086.836678 +108 59723.624098 +109 97415.135725 +110 72697.868238 +111 91764.265694 +112 263355.631091 +113 92305.738642 +114 104901.612684 +Name: Valor, dtype: float64" +Prefeitura Municipal de Trindade do Sul - RS,Transferencias LC 61_1989,AR,1.010535478591919,"60 9042.012695 +61 8700.273438 +62 8601.425781 +63 7900.809570 +64 8122.343262 +65 7944.656250 +66 7752.804688 +67 7862.318359 +68 8044.398438 +69 7767.395996 +70 7877.384277 +71 7767.604980 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,IPTU,SARIMAX,0.9291684627532959,"108 150240.765625 +109 161509.812500 +110 222860.203125 +111 650163.187500 +112 162625.046875 +113 151390.515625 +114 150326.984375 +115 142809.890625 +116 180252.281250 +117 223902.218750 +118 223329.937500 +119 159223.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,IPTU,Linear Regression,0.9291684627532959,"108 72656.185373 +109 68639.072282 +110 115053.949706 +111 166682.565641 +112 72060.042547 +113 56732.058627 +114 57252.548966 +115 57618.595124 +116 50200.000009 +117 73225.526854 +118 77413.741294 +119 66308.337282 +Name: y, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,ISS,SARIMAX,1.5860133171081543,"108 348540.28125 +109 351646.78125 +110 348718.37500 +111 353710.28125 +112 354393.87500 +113 348540.28125 +114 348540.28125 +115 353710.28125 +116 353710.28125 +117 354393.46875 +118 352878.12500 +119 348540.28125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,ITBI,XGBoost,0.8699262142181396,"108 36647.628906 +109 39844.199219 +110 37712.945312 +111 36647.628906 +112 39841.070312 +113 31783.503906 +114 28379.923828 +115 29722.285156 +116 31713.441406 +117 34225.281250 +118 29215.818359 +119 25988.773438 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,ITBI,Linear Regression,0.8699262142181396,"427969 43289.928818 +427978 87030.100251 +427987 52783.619841 +427996 43717.338701 +428005 124076.238176 +428014 161417.700926 +428023 43876.522899 +428032 49168.482823 +428041 50111.855388 +428050 21679.362335 +428059 54106.851668 +428068 40044.468730 +Name: y, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,IRRF,SARIMAX,1.0678999423980713,"108 170376.531250 +109 241577.140625 +110 244193.437500 +111 389863.875000 +112 389863.875000 +113 142297.312500 +114 244193.437500 +115 244193.437500 +116 244193.437500 +117 241577.140625 +118 389863.875000 +119 389888.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do FPM,MLP,1.0593678951263428,"108 2.888660e+06 +109 3.519792e+06 +110 2.757807e+06 +111 2.949363e+06 +112 3.117136e+06 +113 3.028038e+06 +114 3.495086e+06 +115 2.834570e+06 +116 2.880635e+06 +117 2.815709e+06 +118 3.178315e+06 +119 4.070423e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do ICMS,MLP,0.9562244415283203,"108 1.286766e+06 +109 1.181809e+06 +110 1.218320e+06 +111 1.342030e+06 +112 1.424114e+06 +113 1.298559e+06 +114 1.367697e+06 +115 1.407969e+06 +116 1.404402e+06 +117 1.524782e+06 +118 1.340117e+06 +119 1.420753e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do IPVA,SARIMAX,1.4238760471343994,"108 403452.312500 +109 189387.937500 +110 284521.593750 +111 384254.812500 +112 500454.718750 +113 206693.343750 +114 202429.078125 +115 176384.890625 +116 137053.312500 +117 133370.437500 +118 167170.812500 +119 414135.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do ITR,XGBoost,2.6849143505096436,"108 15964.200195 +109 16864.601562 +110 15867.128906 +111 24418.804688 +112 46697.910156 +113 46600.136719 +114 46214.125000 +115 46125.367188 +116 16102.510742 +117 106757.898438 +118 332888.750000 +119 332806.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Jerônimo - RS,Transferencias LC 61_1989,XGBoost,1.4810914993286133,"72 12995.634766 +73 10115.092773 +74 18229.853516 +75 15153.427734 +76 15020.574219 +77 15188.138672 +78 15235.320312 +79 18048.480469 +80 15424.351562 +81 14432.618164 +82 17682.753906 +83 15356.066406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,IPTU,MLP,1.6528229713439941,"108 1.515721e+06 +109 2.056405e+06 +110 1.352493e+07 +111 3.087675e+06 +112 3.247236e+06 +113 3.015667e+06 +114 2.850900e+06 +115 3.231725e+06 +116 3.570627e+06 +117 3.256843e+06 +118 2.785164e+06 +119 3.965892e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,ISS,SARIMAX,0.9953715801239014,"108 1813131.625 +109 1805053.000 +110 1819689.875 +111 1811766.875 +112 1805053.000 +113 1799596.625 +114 1813249.500 +115 1805053.000 +116 1811766.875 +117 1813131.625 +118 1805053.000 +119 1813249.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,ITBI,SES,1.6395370960235596,"108 475149.00000 +109 503786.65625 +110 573346.56250 +111 491338.50000 +112 561662.93750 +113 639634.31250 +114 414152.81250 +115 521278.75000 +116 410674.18750 +117 410443.03125 +118 414390.75000 +119 388215.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,ITBI,Linear Regression,1.6395370960235596,"418505 5.789775e+05 +418514 4.569166e+05 +418523 8.033571e+05 +418532 4.593568e+05 +418541 1.130254e+06 +418550 8.191998e+05 +418559 4.671862e+05 +418568 8.558914e+05 +418577 4.900195e+05 +418586 4.524919e+05 +418595 6.619142e+05 +418604 6.629800e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Osório - RS,IRRF,SARIMAX,0.8511202335357666,"108 1463846.625 +109 1550956.125 +110 1463638.500 +111 2336575.500 +112 2336750.000 +113 1841512.250 +114 1752862.750 +115 1841512.250 +116 1754126.500 +117 1842082.250 +118 1754738.750 +119 2336575.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,Cota-Parte do FPM,HWES,1.0346806049346924,"108 4420955.00 +109 6312562.50 +110 3849759.00 +111 4005654.25 +112 5162896.50 +113 4421054.50 +114 5162896.50 +115 3849759.00 +116 3849759.00 +117 3361846.00 +118 5162896.50 +119 6312562.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,Cota-Parte do ICMS,MLP,0.9378781318664551,"108 3.227393e+06 +109 2.964869e+06 +110 3.057878e+06 +111 3.386975e+06 +112 3.629968e+06 +113 3.242199e+06 +114 3.436410e+06 +115 3.543384e+06 +116 3.530103e+06 +117 3.851919e+06 +118 3.348896e+06 +119 3.810570e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,Cota-Parte do IPVA,SARIMAX,2.868256092071533,"99 1.770162e+06 +100 1.555945e+06 +101 1.532257e+06 +102 1.707534e+06 +103 2.096186e+06 +104 1.064028e+06 +105 5.220238e+05 +106 6.018321e+05 +107 4.477109e+05 +108 5.070216e+05 +109 2.268743e+05 +110 1.737408e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,Cota-Parte do ITR,HWES,1.5644936561584473,"108 17824.123047 +109 2806.608643 +110 2790.896240 +111 2793.979248 +112 2793.979248 +113 2780.776855 +114 2777.936768 +115 3144.426514 +116 15677.682617 +117 85358.335938 +118 18132.365234 +119 21138.298828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Osório - RS,Transferencias LC 61_1989,HWES,0.6439964771270752,"60 28905.806641 +61 30915.556641 +62 31746.861328 +63 35456.046875 +64 34374.734375 +65 17428.357422 +66 35118.550781 +67 32991.207031 +68 33515.230469 +69 21558.593750 +70 29822.044922 +71 33706.160156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,IPTU,Prophet,3.020430564880371,"100 1.996884e+05 +101 2.428466e+05 +102 2.702659e+06 +103 2.703804e+06 +104 2.721930e+06 +105 2.756081e+06 +106 2.724164e+06 +107 2.720377e+06 +108 2.708330e+06 +109 2.708330e+06 +110 2.707069e+06 +111 2.705873e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,ISS,SES,1.5658862590789795,"104 7500451.5 +105 7478217.0 +106 7539942.5 +107 6730609.0 +108 7135440.0 +109 6800293.0 +110 6800293.0 +111 7539942.5 +112 6800293.0 +113 7630333.5 +114 7500451.5 +115 6804659.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,ISS,Linear Regression,1.5658862590789795,"423678 9.136292e+06 +423687 8.844863e+06 +423696 7.507424e+06 +423705 6.018321e+06 +423714 4.989491e+06 +423723 6.888059e+06 +423732 6.317455e+06 +423741 7.537147e+06 +423750 6.435852e+06 +423759 4.736596e+06 +423768 9.734163e+06 +423777 6.908153e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,ITBI,SES,0.8205251693725586,"104 275243.093750 +105 268194.000000 +106 249888.906250 +107 310199.343750 +108 294311.281250 +109 229698.421875 +110 269855.343750 +111 226876.171875 +112 227984.890625 +113 357967.156250 +114 375956.781250 +115 402586.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,ITBI,Linear Regression,0.8205251693725586,"423679 142745.036282 +423688 234767.880253 +423697 333642.873184 +423706 145853.388390 +423715 164539.997653 +423724 639026.420594 +423733 175367.554965 +423742 837976.609111 +423751 664951.607298 +423760 621007.193283 +423769 455307.258844 +423778 291752.915421 +Name: y, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,IRRF,XGBoost,1.5239613056182861,"104 920060.2500 +105 876077.8125 +106 920060.2500 +107 920060.2500 +108 920060.2500 +109 920060.2500 +110 920060.2500 +111 920060.2500 +112 920060.2500 +113 920060.2500 +114 920060.2500 +115 890247.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,IRRF,Linear Regression,1.5239613056182861,"423680 8.328670e+05 +423689 5.971883e+05 +423698 7.318716e+05 +423707 7.919145e+05 +423716 7.347613e+05 +423725 7.971569e+05 +423734 7.914124e+05 +423743 7.765005e+05 +423752 8.463743e+05 +423761 7.866134e+05 +423770 1.410384e+06 +423779 8.106163e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do FPM,MLP,1.015657663345337,"104 3.869776e+06 +105 4.526902e+06 +106 3.524029e+06 +107 3.774715e+06 +108 3.994419e+06 +109 3.876272e+06 +110 4.354557e+06 +111 3.624819e+06 +112 3.684004e+06 +113 3.597073e+06 +114 4.078029e+06 +115 5.245883e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do ICMS,MLP,0.9267046451568604,"104 2.354982e+06 +105 2.169430e+06 +106 2.238474e+06 +107 2.481757e+06 +108 2.661858e+06 +109 2.382054e+06 +110 2.470780e+06 +111 2.553125e+06 +112 2.547972e+06 +113 2.780387e+06 +114 2.426215e+06 +115 2.829364e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do IPVA,MLP,1.646775722503662,"104 1.665599e+06 +105 6.914221e+05 +106 6.800618e+05 +107 1.152109e+06 +108 1.027650e+06 +109 5.850742e+05 +110 4.919903e+05 +111 3.867307e+05 +112 3.364246e+05 +113 3.035035e+05 +114 2.897548e+05 +115 9.880795e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do ITR,SARIMAX,3.4289004802703857,"87 20775.472656 +88 21108.291016 +89 20775.472656 +90 19991.072266 +91 19991.072266 +92 19273.001953 +93 20789.750000 +94 19955.662109 +95 35597.582031 +96 614680.750000 +97 35685.355469 +98 35094.191406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Eldorado do Sul - RS,Transferencias LC 61_1989,MLP,0.8386294841766357,"104 24966.785933 +105 22950.184359 +106 23623.165390 +107 24204.904139 +108 23946.171351 +109 24406.112557 +110 24530.646369 +111 23901.822363 +112 24135.013525 +113 26383.996595 +114 23700.520618 +115 24687.342024 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,IPTU,AR,1.822343349456787,"108 5.115492e+05 +109 1.834973e+05 +110 1.585863e+06 +111 1.581388e+06 +112 6.421176e+05 +113 4.827115e+05 +114 4.814348e+05 +115 4.814348e+05 +116 6.376595e+05 +117 4.814348e+05 +118 6.802048e+05 +119 6.802046e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,ISS,Prophet,1.1830029487609863,"108 529236.1250 +109 564324.0625 +110 565197.8750 +111 565197.8750 +112 565197.8750 +113 529236.1250 +114 565197.8750 +115 526138.0000 +116 565197.8750 +117 564333.1875 +118 565197.8750 +119 529236.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,ITBI,MLP,0.9905767440795898,"108 405622.266052 +109 340805.098692 +110 283322.619294 +111 307957.327181 +112 363190.795108 +113 305444.044407 +114 374655.924971 +115 392099.831942 +116 340808.201755 +117 394426.521491 +118 285070.944577 +119 487720.492882 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,ITBI,Linear Regression,0.9905767440795898,"392913 543112.530817 +392922 343948.244269 +392931 159362.581389 +392940 229212.312988 +392949 400001.649712 +392958 216785.387344 +392967 431659.193615 +392976 490470.098814 +392985 331997.469609 +392994 502251.706276 +393003 158541.635695 +393012 798059.499473 +Name: y, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,IRRF,XGBoost,1.0476388931274414,"107 1.061069e+06 +108 1.013156e+06 +109 1.060800e+06 +110 1.061069e+06 +111 1.061069e+06 +112 1.061069e+06 +113 1.044039e+06 +114 1.061069e+06 +115 1.061069e+06 +116 1.061069e+06 +117 1.061069e+06 +118 1.061067e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do FPM,HWES,1.013115644454956,"108 3514389.50 +109 5681305.50 +110 3276031.50 +111 3514389.50 +112 3683379.00 +113 3790079.50 +114 5681305.50 +115 3276031.50 +116 3276501.25 +117 2814410.75 +118 3683379.00 +119 5681305.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do ICMS,HWES,1.1859512329101562,"108 6749344.0 +109 6208530.5 +110 6111012.0 +111 6608531.0 +112 6608948.0 +113 6746908.0 +114 6608531.0 +115 6609203.0 +116 6610117.5 +117 6608948.0 +118 6749490.5 +119 6608948.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do IPVA,XGBoost,1.4308676719665527,"108 1.357597e+06 +109 6.596453e+05 +110 8.010555e+05 +111 1.066314e+06 +112 1.078863e+06 +113 7.976992e+05 +114 4.563696e+05 +115 5.886862e+05 +116 2.854102e+05 +117 1.348205e+05 +118 1.153618e+05 +119 1.345144e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do ITR,XGBoost,2.979649066925049,"57 5.042025e+05 +58 1.362008e+05 +59 1.362008e+05 +60 1.362008e+05 +61 1.362008e+05 +62 1.252887e+05 +63 1.362008e+05 +64 1.252887e+05 +65 5.029012e+05 +66 3.885688e+06 +67 6.391470e+05 +68 6.391470e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedrito - RS,Transferencias LC 61_1989,HWES,0.8673036098480225,"108 57297.945312 +109 54157.050781 +110 56815.550781 +111 62540.953125 +112 57611.964844 +113 61650.937500 +114 57513.042969 +115 60639.128906 +116 56668.839844 +117 65986.742188 +118 56334.531250 +119 76757.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bagé - RS,IPTU,MLP,1.8497555255889893,"108 3.502832e+06 +109 1.354094e+07 +110 3.870922e+06 +111 3.118952e+06 +112 3.676557e+06 +113 3.215641e+06 +114 3.249932e+06 +115 3.135031e+06 +116 2.874369e+06 +117 3.332677e+06 +118 3.458945e+06 +119 3.808672e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bagé - RS,ISS,XGBoost,0.8375847339630127,"108 2280671.25 +109 2160433.50 +110 2273156.75 +111 2273143.75 +112 2273110.00 +113 2273110.00 +114 2273110.00 +115 2273156.75 +116 2273143.75 +117 2273143.75 +118 2280671.25 +119 2280671.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bagé - RS,ITBI,MLP,1.0792741775512695,"108 7.904909e+05 +109 7.249627e+05 +110 8.432489e+05 +111 6.986050e+05 +112 8.760907e+05 +113 8.664926e+05 +114 9.625966e+05 +115 1.140626e+06 +116 9.145617e+05 +117 8.585093e+05 +118 1.280552e+06 +119 9.407880e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bagé - RS,IRRF,MLP,1.7031843662261963,"108 1.835589e+06 +109 1.733121e+06 +110 1.650683e+06 +111 1.899106e+06 +112 1.780166e+06 +113 1.774101e+06 +114 1.805132e+06 +115 3.191151e+06 +116 2.001368e+06 +117 2.055884e+06 +118 1.983914e+06 +119 3.162632e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bagé - RS,Cota-Parte do FPM,HWES,1.0123770236968994,"108 7192496.0 +109 10731355.0 +110 6228792.0 +111 6569599.0 +112 6820168.0 +113 7192496.0 +114 9192221.0 +115 6228792.0 +116 6243288.0 +117 5357499.5 +118 6820168.0 +119 10731355.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bagé - RS,Cota-Parte do ICMS,SES,1.8882966041564941,"108 4733406.0 +109 4597725.5 +110 4522160.0 +111 4575113.0 +112 4571785.0 +113 4518052.0 +114 4571825.5 +115 4152561.0 +116 4213614.5 +117 4435378.0 +118 4152847.0 +119 4560597.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bagé - RS,Cota-Parte do ICMS,Linear Regression,1.8882966041564941,"428080 5.038382e+06 +428088 4.140303e+06 +428096 4.390068e+06 +428104 5.453891e+06 +428112 6.262209e+06 +428120 4.978362e+06 +428128 5.570301e+06 +428136 6.592327e+06 +428144 5.881647e+06 +428152 6.980422e+06 +428160 5.349697e+06 +428168 5.047159e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Bagé - RS,Cota-Parte do IPVA,XGBoost,1.934666395187378,"108 3.519180e+06 +109 2.092250e+06 +110 2.309309e+06 +111 3.032472e+06 +112 3.039112e+06 +113 2.092250e+06 +114 1.722062e+06 +115 1.382832e+06 +116 6.904286e+05 +117 5.345402e+05 +118 3.230136e+05 +119 3.116413e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bagé - RS,Cota-Parte do ITR,XGBoost,1.667827844619751,"108 5.719768e+05 +109 1.229386e+05 +110 1.122888e+05 +111 1.408100e+05 +112 1.183392e+05 +113 1.237231e+05 +114 1.228325e+05 +115 1.104128e+05 +116 6.022768e+05 +117 2.102904e+06 +118 6.280316e+05 +119 6.280317e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,IPTU,XGBoost,1.5411038398742676,"108 15198255.0 +109 15198255.0 +110 5789477.0 +111 4953183.5 +112 5483793.0 +113 5475330.5 +114 5461843.0 +115 5689084.5 +116 11604789.0 +117 5955985.5 +118 5955985.5 +119 5689084.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,ISS,MLP,0.9952118396759033,"108 8.882731e+06 +109 8.073006e+06 +110 8.491170e+06 +111 8.989205e+06 +112 8.722954e+06 +113 8.868672e+06 +114 9.232983e+06 +115 9.082329e+06 +116 9.707273e+06 +117 9.194601e+06 +118 9.228270e+06 +119 9.521775e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,ITBI,MLP,1.0268275737762451,"108 1.500454e+06 +109 1.393278e+06 +110 1.499189e+06 +111 1.301851e+06 +112 1.802883e+06 +113 1.674188e+06 +114 1.539620e+06 +115 1.574611e+06 +116 1.553969e+06 +117 1.718685e+06 +118 1.550113e+06 +119 1.540958e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,IRRF,MLP,1.1995315551757812,"108 5.099713e+06 +109 4.732121e+06 +110 5.327383e+06 +111 5.981791e+06 +112 5.413356e+06 +113 6.199976e+06 +114 6.329033e+06 +115 5.655438e+06 +116 5.964801e+06 +117 6.055520e+06 +118 6.198216e+06 +119 8.999413e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do FPM,AR,1.8982539176940918,"108 10695195.0 +109 16457504.0 +110 8911429.0 +111 7427134.0 +112 10695195.0 +113 8031426.5 +114 16457504.0 +115 8857965.0 +116 8881271.0 +117 8911429.0 +118 10695195.0 +119 16457504.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do ICMS,HWES,1.5226435661315918,"108 15716107.0 +109 15486784.0 +110 15524279.0 +111 15656670.0 +112 15476484.0 +113 15661402.0 +114 16536983.0 +115 15932796.0 +116 18827912.0 +117 19510834.0 +118 18885256.0 +119 19508854.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do IPVA,AR,1.6523864269256592,"108 6468915.000 +109 4772737.000 +110 6979041.500 +111 7251232.500 +112 5017372.500 +113 5003823.500 +114 2717694.750 +115 2722341.250 +116 1654594.625 +117 1115192.875 +118 1314848.500 +119 7342678.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do IPVA,Linear Regression,1.6523864269256592,"419341 1.054496e+07 +419350 4.425226e+06 +419359 5.938004e+06 +419368 8.988705e+06 +419377 5.688723e+06 +419386 3.443003e+06 +419395 2.152192e+06 +419404 1.678131e+06 +419413 1.344300e+06 +419422 9.863513e+05 +419431 1.026774e+06 +419440 6.105198e+06 +Name: y, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do ITR,MLP,2.0224955081939697,"100 2698.016658 +101 2289.544997 +102 2373.803268 +103 2510.762328 +104 2606.522558 +105 2676.290737 +106 2797.547738 +107 2863.492106 +108 4627.262096 +109 9544.608893 +110 3471.286979 +111 3456.636029 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Leopoldo - RS,Transferencias LC 61_1989,SES,0.8911328315734863,"108 142455.296875 +109 96905.953125 +110 130786.171875 +111 131213.484375 +112 138550.421875 +113 163539.593750 +114 166255.828125 +115 131071.750000 +116 130741.265625 +117 138316.359375 +118 131274.171875 +119 142350.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IPTU,XGBoost,1.7126069068908691,"104 6419.775879 +105 6305.357910 +106 33604.964844 +107 25095.267578 +108 16886.000000 +109 47556.316406 +110 3859.633057 +111 3411.338623 +112 4412.668945 +113 3975.755127 +114 -2962.318115 +115 4307.857910 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IPTU,Linear Regression,1.7126069068908691,"395139 860.362622 +395148 1003.333516 +395157 4141.290918 +395166 46255.216052 +395175 225556.290110 +395184 14984.336684 +395193 10342.915328 +395202 12134.963075 +395211 11022.713764 +395220 9422.333608 +395229 1945.947465 +395238 10029.377969 +Name: y, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ISS,MLP,1.9026572704315186,"108 40710.676830 +109 41833.131411 +110 45013.087925 +111 42041.603418 +112 44857.809609 +113 44001.727885 +114 43067.648610 +115 44474.942597 +116 43532.069678 +117 46199.744059 +118 45064.412283 +119 45161.234023 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ITBI,Prophet,1.843332052230835,"104 23984.253906 +105 24960.697266 +106 24769.013672 +107 24725.937500 +108 24678.335938 +109 27169.994141 +110 21566.857422 +111 123710.187500 +112 123709.484375 +113 127013.101562 +114 123709.484375 +115 126126.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ITBI,Linear Regression,1.843332052230835,"395141 13566.894643 +395150 2278.399512 +395159 15954.685374 +395168 4105.067414 +395177 7792.821770 +395186 10434.009786 +395195 71278.684189 +395204 455458.422432 +395213 145408.113065 +395222 3034.917884 +395231 60471.084184 +395240 13750.916415 +Name: y, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IRRF,SARIMAX,1.7649867534637451,"108 109411.250000 +109 65944.820312 +110 109411.250000 +111 109411.250000 +112 109411.250000 +113 109411.250000 +114 109411.250000 +115 109411.281250 +116 109411.250000 +117 109411.250000 +118 109411.250000 +119 109411.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do FPM,HWES,1.079017162322998,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do ICMS,HWES,1.0641241073608398,"108 9.689904e+05 +109 9.053510e+05 +110 9.123249e+05 +111 9.708624e+05 +112 1.025570e+06 +113 9.707888e+05 +114 9.708499e+05 +115 9.708591e+05 +116 9.708591e+05 +117 1.008706e+06 +118 9.705948e+05 +119 1.008706e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do IPVA,AR,1.4054005146026611,"108 121486.250000 +109 55080.156250 +110 92108.945312 +111 81700.015625 +112 55118.812500 +113 24903.353516 +114 15430.010742 +115 15384.074219 +116 15195.701172 +117 15417.872070 +118 15141.943359 +119 123723.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do ITR,MLP,2.092806816101074,"96 31752.888558 +97 37484.628635 +98 46303.722456 +99 54815.343974 +100 66266.358660 +101 78868.892474 +102 94753.516467 +103 114851.782422 +104 160612.672008 +105 231363.387805 +106 146359.002452 +107 171804.826467 +Name: Valor, dtype: float64" +Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Transferencias LC 61_1989,HWES,1.127347469329834,"108 7610.618164 +109 7284.794434 +110 7750.619141 +111 9276.958984 +112 7089.746094 +113 8708.465820 +114 7784.546875 +115 7160.466797 +116 8660.203125 +117 8285.717773 +118 8692.969727 +119 7789.048340 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,IPTU,SARIMAX,2.837930679321289,"99 8.097992e+04 +100 7.746117e+04 +101 2.557392e+05 +102 1.329961e+06 +103 3.136510e+05 +104 2.511817e+05 +105 1.215807e+06 +106 1.213083e+06 +107 1.173372e+06 +108 1.111521e+06 +109 1.111595e+06 +110 1.140046e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,ISS,HWES,0.8157403469085693,"108 157547.562500 +109 199508.250000 +110 196265.234375 +111 199113.593750 +112 180554.250000 +113 162403.265625 +114 172207.953125 +115 145001.359375 +116 182758.343750 +117 188990.984375 +118 163560.703125 +119 155080.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,ITBI,XGBoost,0.9973862171173096,"108 38619.757812 +109 45364.957031 +110 46226.378906 +111 50646.332031 +112 46809.914062 +113 45953.171875 +114 42226.562500 +115 46560.863281 +116 21142.140625 +117 32090.181641 +118 12353.955078 +119 34095.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,ITBI,Linear Regression,0.9973862171173096,"429956 27435.907514 +429965 99410.463876 +429974 84574.711035 +429983 38561.098433 +429992 97996.043560 +430001 116252.509423 +430010 79928.708743 +430019 104171.170926 +430028 68343.311375 +430037 110802.689344 +430046 107206.355255 +430055 39337.549405 +Name: y, dtype: float64" +Prefeitura Municipal de Tapera - RS,IRRF,Prophet,1.0321836471557617,"108 916384.1250 +109 918934.9375 +110 918934.9375 +111 924477.0000 +112 918567.9375 +113 918934.9375 +114 918934.9375 +115 918934.9375 +116 918934.9375 +117 918934.9375 +118 918934.9375 +119 924477.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,Cota-Parte do FPM,AR,1.7283642292022705,"108 1.081996e+06 +109 2.531198e+06 +110 1.016623e+06 +111 1.379563e+06 +112 1.419816e+06 +113 1.605527e+06 +114 1.493207e+06 +115 9.536082e+05 +116 1.025511e+06 +117 9.838492e+05 +118 1.580663e+06 +119 2.591236e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,Cota-Parte do FPM,Linear Regression,1.7283642292022705,"429958 9.545833e+05 +429967 2.704049e+06 +429976 1.279513e+06 +429985 1.462883e+06 +429994 1.588382e+06 +430003 1.518886e+06 +430012 1.909377e+06 +430021 1.282853e+06 +430030 1.320811e+06 +430039 1.226719e+06 +430048 1.591625e+06 +430057 2.527612e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Tapera - RS,Cota-Parte do ICMS,SES,0.9003982543945312,"108 812464.1875 +109 938066.1875 +110 919015.6875 +111 839442.8125 +112 798682.9375 +113 819430.3750 +114 814784.5000 +115 812226.7500 +116 797503.3750 +117 772806.8125 +118 800034.1250 +119 880480.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,Cota-Parte do ICMS,Linear Regression,0.9003982543945312,"429959 1.010644e+06 +429968 8.302736e+05 +429977 9.456755e+05 +429986 1.093693e+06 +429995 1.113032e+06 +430004 9.963612e+05 +430013 1.117487e+06 +430022 1.188149e+06 +430031 1.179938e+06 +430040 1.398199e+06 +430049 1.066718e+06 +430058 8.657885e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Tapera - RS,Cota-Parte do IPVA,HWES,1.4360296726226807,"105 351864.531250 +106 193518.203125 +107 185514.656250 +108 228542.890625 +109 318091.781250 +110 212049.718750 +111 202424.890625 +112 115575.578125 +113 115575.578125 +114 57403.804688 +115 57403.804688 +116 304479.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,Cota-Parte do IPVA,Linear Regression,1.4360296726226807,"429960 716875.655835 +429969 190635.122268 +429978 259234.594757 +429987 298371.638863 +429996 474839.755791 +430005 153095.111000 +430014 133295.145327 +430023 68291.377986 +430032 59718.900272 +430041 33912.856305 +430050 34071.349650 +430059 508927.785000 +Name: y, dtype: float64" +Prefeitura Municipal de Tapera - RS,Cota-Parte do ITR,MLP,2.1485824584960938,"102 31061.126273 +103 38790.540908 +104 48477.573507 +105 61074.009027 +106 75501.374501 +107 94336.423985 +108 117871.032817 +109 147595.479045 +110 219248.395694 +111 312684.048476 +112 245915.828467 +113 307866.600401 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapera - RS,Transferencias LC 61_1989,HWES,1.131737470626831,"108 11046.549805 +109 11004.776367 +110 12215.760742 +111 12374.264648 +112 11981.029297 +113 12666.276367 +114 15087.746094 +115 12536.265625 +116 11466.281250 +117 11832.274414 +118 12681.959961 +119 12582.976562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,IPTU,AR,1.8949189186096191,"108 140202.593750 +109 283755.812500 +110 672867.437500 +111 179312.875000 +112 137779.343750 +113 157448.156250 +114 140202.593750 +115 157344.000000 +116 137779.343750 +117 137690.359375 +118 283800.625000 +119 174064.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,ISS,XGBoost,1.8849849700927734,"108 213171.453125 +109 185873.828125 +110 205818.453125 +111 205818.812500 +112 206945.140625 +113 206945.140625 +114 205818.031250 +115 206945.140625 +116 206945.140625 +117 205648.390625 +118 205648.390625 +119 206945.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,ITBI,SARIMAX,1.00370192527771,"108 99334.37500 +109 343189.90625 +110 307093.06250 +111 352111.34375 +112 307093.06250 +113 322602.40625 +114 308575.87500 +115 332095.78125 +116 285397.46875 +117 332095.78125 +118 284955.18750 +119 311002.87500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,IRRF,HWES,1.92397141456604,"108 560676.00000 +109 560687.87500 +110 560676.00000 +111 521513.34375 +112 521513.34375 +113 521513.34375 +114 521513.34375 +115 521513.34375 +116 533728.31250 +117 560687.87500 +118 533728.37500 +119 560676.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,Cota-Parte do FPM,SARIMAX,1.2847623825073242,"108 3651007.00 +109 3843138.75 +110 3764524.75 +111 3746160.75 +112 3843138.75 +113 3843573.00 +114 3843138.75 +115 3764524.75 +116 3764524.75 +117 3635535.25 +118 3843138.75 +119 3843138.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,Cota-Parte do ICMS,HWES,0.9042887687683105,"108 2148351.25 +109 2570538.75 +110 2503911.75 +111 2562846.50 +112 2626052.25 +113 2565822.50 +114 2562846.50 +115 2621646.50 +116 2621646.50 +117 2592583.00 +118 2569379.75 +119 2592583.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,Cota-Parte do IPVA,XGBoost,1.5302655696868896,"108 528245.625000 +109 179393.578125 +110 438087.312500 +111 528135.437500 +112 430937.468750 +113 176677.859375 +114 136331.593750 +115 62838.925781 +116 35266.878906 +117 35266.878906 +118 1506.304077 +119 451754.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Giruá - RS,Cota-Parte do ITR,SARIMAX,2.4929792881011963,"36 24049.441406 +37 24049.441406 +38 23983.437500 +39 27197.339844 +40 36044.582031 +41 35967.703125 +42 35967.703125 +43 35967.949219 +44 184322.000000 +45 718055.875000 +46 35990.125000 +47 35735.996094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,IPTU,SARIMAX,1.5743939876556396,"96 9223.386719 +97 13266.727539 +98 20740.496094 +99 120251.812500 +100 126160.257812 +101 18095.664062 +102 13061.555664 +103 13061.049805 +104 14028.641602 +105 21497.888672 +106 13061.555664 +107 22135.556641 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,ISS,MLP,1.8539807796478271,"108 14888.418967 +109 14308.341965 +110 14180.092068 +111 14004.331194 +112 13898.028527 +113 13997.904816 +114 13549.539832 +115 15847.230114 +116 13557.465097 +117 13443.585625 +118 13169.536197 +119 15055.678401 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,ISS,Linear Regression,1.8539807796478271,"400753 29255.522496 +400762 24409.503132 +400770 23458.059756 +400779 22044.040429 +400788 21204.665840 +400797 22193.098791 +400805 18277.456622 +400814 38968.448644 +400822 19080.859193 +400831 18069.916229 +400840 15577.575158 +400849 32463.426210 +Name: y, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,ITBI,XGBoost,2.107048511505127,"103 12336.001953 +104 5807.891602 +105 12336.323242 +106 8646.233398 +107 5905.789062 +108 5615.254883 +109 12336.323242 +110 988.863281 +111 6742.266602 +112 7528.596680 +113 2562.009521 +114 8801.807617 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,ITBI,Linear Regression,2.107048511505127,"351134 14104.132744 +400754 8151.359330 +400763 15230.963922 +400771 3652.339136 +400780 3936.072140 +400789 3896.493760 +400798 20571.554703 +400806 63197.709960 +400823 2883.240959 +400832 864.317740 +400841 5779.822840 +400850 915.144711 +Name: y, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,IRRF,XGBoost,1.5427966117858887,"98 42648.164062 +99 38589.445312 +100 42945.828125 +101 44783.101562 +102 45018.730469 +103 45548.867188 +104 42630.015625 +105 42554.367188 +106 42630.015625 +107 42630.015625 +108 42945.828125 +109 45548.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,IRRF,Linear Regression,1.5427966117858887,"400755 42815.956274 +400764 30560.552199 +400772 41393.346313 +400781 50850.202179 +400790 52500.106453 +400799 58582.025032 +400807 45137.128306 +400815 48568.782252 +400824 45643.849763 +400833 45989.819189 +400842 41122.045048 +400851 79463.010881 +Name: y, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do FPM,MLP,1.084327220916748,"108 1.260553e+06 +109 1.453939e+06 +110 1.155295e+06 +111 1.228849e+06 +112 1.292859e+06 +113 1.256580e+06 +114 1.396859e+06 +115 1.179061e+06 +116 1.195624e+06 +117 1.168852e+06 +118 1.310161e+06 +119 1.653939e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do ICMS,HWES,0.8914484977722168,"108 880103.1875 +109 798297.8750 +110 822693.7500 +111 892323.2500 +112 856438.5625 +113 892204.8750 +114 891859.0000 +115 844485.2500 +116 891894.6250 +117 891894.6250 +118 892323.6250 +119 858505.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do IPVA,XGBoost,2.0424468517303467,"108 151402.390625 +109 28025.890625 +110 31126.728516 +111 47988.218750 +112 52915.445312 +113 12635.137695 +114 12635.137695 +115 7360.049316 +116 8262.698242 +117 7857.453613 +118 9509.836914 +119 151377.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do ITR,XGBoost,1.1555907726287842,"81 430.359924 +82 1059.566162 +83 1182.421021 +84 295.715149 +85 274.497650 +86 238.422974 +87 1038.323486 +88 1068.061035 +89 159.553696 +90 127.989426 +91 628.730164 +92 1068.061035 +Name: Valor, dtype: float64" +Prefeitura Municipal de Poço das Antas - RS,Transferencias LC 61_1989,XGBoost,1.5605416297912598,"108 7372.554199 +109 7294.683594 +110 7350.406738 +111 8372.741211 +112 8294.042969 +113 7557.708496 +114 9311.941406 +115 7537.220703 +116 6783.754395 +117 7336.143066 +118 7976.155273 +119 8459.634766 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,IPTU,XGBoost,1.6558642387390137,"83 8.017923e+04 +84 8.422464e+04 +85 1.076015e+05 +86 8.078996e+04 +87 1.236613e+05 +88 1.307836e+06 +89 1.055225e+05 +90 1.055225e+05 +91 2.981482e+05 +92 7.222627e+04 +93 6.565987e+04 +94 2.918060e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,IPTU,Linear Regression,1.6558642387390137,"429846 4.555586e+04 +429855 8.125603e+04 +429864 1.416830e+05 +429873 9.293083e+04 +429882 2.540243e+05 +429891 1.095236e+06 +429900 1.621200e+05 +429909 1.639410e+05 +429918 1.357178e+05 +429927 1.349582e+05 +429936 1.010539e+05 +429945 6.696315e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,ISS,SARIMAX,1.0482268333435059,"92 399035.37500 +93 401436.06250 +94 401435.93750 +95 401786.37500 +96 401345.37500 +97 401435.93750 +98 401436.06250 +99 401306.53125 +100 401435.93750 +101 401345.37500 +102 401306.53125 +103 401306.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,ITBI,XGBoost,1.083066463470459,"92 64083.988281 +93 64083.988281 +94 107118.312500 +95 107118.312500 +96 107118.312500 +97 107118.312500 +98 54049.925781 +99 54131.546875 +100 55237.554688 +101 55545.796875 +102 55546.242188 +103 55546.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,ITBI,Linear Regression,1.083066463470459,"429848 31637.487240 +429857 31826.316269 +429866 54758.466862 +429875 68642.092067 +429884 70838.141108 +429893 242275.057683 +429902 38499.570285 +429911 36318.801333 +429920 44943.665263 +429929 50257.583489 +429938 62013.874738 +429947 64720.353664 +Name: y, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,IRRF,XGBoost,0.8970432281494141,"92 523159.34375 +93 513139.68750 +94 510666.34375 +95 510623.93750 +96 510623.93750 +97 510666.34375 +98 510666.34375 +99 515709.25000 +100 510666.34375 +101 510666.34375 +102 510666.34375 +103 513644.71875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,Cota-Parte do FPM,MLP,0.925865888595581,"92 3.019795e+06 +93 3.519429e+06 +94 2.757719e+06 +95 2.949211e+06 +96 3.116923e+06 +97 3.027857e+06 +98 3.391890e+06 +99 2.838038e+06 +100 2.884237e+06 +101 2.819493e+06 +102 3.186174e+06 +103 4.073912e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ICMS,XGBoost,1.0797829627990723,"92 1.125464e+06 +93 1.043633e+06 +94 1.095695e+06 +95 9.614754e+05 +96 1.012223e+06 +97 1.078706e+06 +98 9.606808e+05 +99 1.103113e+06 +100 1.147382e+06 +101 1.206488e+06 +102 1.035142e+06 +103 1.206488e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,Cota-Parte do IPVA,SARIMAX,1.3852763175964355,"92 671612.750000 +93 215872.375000 +94 441675.656250 +95 666631.062500 +96 672777.562500 +97 232565.125000 +98 169588.625000 +99 100243.039062 +100 90095.125000 +101 71663.625000 +102 61761.691406 +103 665082.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ITR,AR,1.7125942707061768,"89 331.772308 +90 307.893188 +91 336.289642 +92 331.772308 +93 312.871429 +94 331.772308 +95 306.491028 +96 273.509430 +97 346.485199 +98 7996.405273 +99 448.288696 +100 122.675552 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ITR,Linear Regression,1.7125942707061768,"429853 131.339117 +429862 145.651245 +429871 186.509711 +429880 115.853145 +429889 95.423912 +429898 128.772703 +429907 102.889842 +429916 126.796857 +429925 3141.435686 +429934 5860.936987 +429943 418.004565 +429952 223.890396 +Name: y, dtype: float64" +Prefeitura Municipal de Três Coroas - RS,Transferencias LC 61_1989,SES,0.7718729972839355,"92 11258.156250 +93 10147.543945 +94 13020.562500 +95 11058.817383 +96 11058.817383 +97 11058.817383 +98 11058.817383 +99 11067.047852 +100 11058.817383 +101 8027.062500 +102 13020.562500 +103 11624.868164 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,IPTU,HWES,1.6892156600952148,"102 42426.539062 +103 32681.716797 +104 42631.402344 +105 32681.716797 +106 17268.478516 +107 17282.509766 +108 6666.421387 +109 1210.733398 +110 691.548523 +111 489.459930 +112 1463.543823 +113 -3920.060303 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,IPTU,Linear Regression,1.6892156600952148,"389764 584.862097 +389773 1355.060805 +389782 3561.090886 +389791 1367.618982 +389800 59681.819132 +389809 263779.065194 +389818 21277.691778 +389827 21149.211968 +389836 24283.009405 +389845 24602.562764 +389854 16621.348461 +389863 12219.786305 +Name: y, dtype: float64" +Prefeitura Municipal de Alpestre - RS,ISS,XGBoost,2.1476893424987793,"108 92227.101562 +109 89228.187500 +110 92227.101562 +111 89680.320312 +112 89680.320312 +113 93271.414062 +114 89778.031250 +115 93271.414062 +116 89760.609375 +117 89411.679688 +118 88331.125000 +119 89411.679688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,ITBI,MLP,3.2780590057373047,"108 37745.266250 +109 37041.409480 +110 39908.761092 +111 41949.432446 +112 46071.878418 +113 48095.909764 +114 52123.378588 +115 51167.610028 +116 48456.142380 +117 52777.712335 +118 48353.736718 +119 55365.667964 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,IRRF,SARIMAX,1.1059770584106445,"108 181287.140625 +109 171913.109375 +110 171913.109375 +111 181288.843750 +112 181288.843750 +113 181288.843750 +114 181287.031250 +115 181287.031250 +116 181287.031250 +117 181287.031250 +118 182914.453125 +119 361377.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,IRRF,Linear Regression,1.1059770584106445,"108 50823.605013 +109 46807.261245 +110 47678.782769 +111 52970.712929 +112 53446.617394 +113 53707.579640 +114 52657.666382 +115 54516.462087 +116 53350.053397 +117 52645.781157 +118 80742.975478 +119 95691.797999 +Name: y, dtype: float64" +Prefeitura Municipal de Alpestre - RS,Cota-Parte do FPM,HWES,1.0462546348571777,"108 1.222780e+06 +109 1.893837e+06 +110 1.100339e+06 +111 1.145798e+06 +112 1.241221e+06 +113 1.237398e+06 +114 1.241221e+06 +115 1.100339e+06 +116 1.107796e+06 +117 9.580593e+05 +118 1.241221e+06 +119 1.893837e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,Cota-Parte do ICMS,HWES,2.2607498168945312,"108 4171515.25 +109 3964684.00 +110 4179631.00 +111 4293430.50 +112 4328042.00 +113 4224047.00 +114 4306539.50 +115 4328042.00 +116 4306539.50 +117 4276404.50 +118 4309660.50 +119 4241045.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,Cota-Parte do IPVA,XGBoost,0.942906379699707,"108 179592.718750 +109 90727.859375 +110 153454.578125 +111 207361.703125 +112 135709.625000 +113 52164.082031 +114 25314.832031 +115 27679.677734 +116 27679.677734 +117 10602.311523 +118 13913.280273 +119 207360.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,Cota-Parte do ITR,XGBoost,1.4741325378417969,"101 1088.924316 +102 1083.612427 +103 1089.258301 +104 1146.446411 +105 1089.258301 +106 1080.622192 +107 1147.007690 +108 1579.098999 +109 8529.205078 +110 8529.205078 +111 1087.166260 +112 1579.098999 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alpestre - RS,Transferencias LC 61_1989,AR,0.6703426837921143,"48 27074.591797 +49 29399.015625 +50 26494.462891 +51 28205.869141 +52 28200.193359 +53 27047.199219 +54 28189.578125 +55 27328.171875 +56 25576.587891 +57 25066.089844 +58 26495.658203 +59 28491.554688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,IPTU,XGBoost,1.8753612041473389,"108 1.492344e+04 +109 1.452734e+04 +110 1.736757e+04 +111 3.917132e+04 +112 1.087472e+06 +113 4.069411e+04 +114 4.523549e+04 +115 3.484207e+04 +116 4.076396e+04 +117 2.564718e+04 +118 3.921402e+04 +119 2.556551e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,IPTU,Linear Regression,1.8753612041473389,"402427 1.427541e+04 +402435 9.664635e+03 +402442 1.630893e+04 +402449 2.824805e+04 +402456 1.145476e+06 +402463 7.161853e+04 +402471 6.138113e+04 +402479 9.456887e+04 +402487 6.812093e+04 +402495 2.426015e+04 +402503 2.768791e+04 +402511 2.532964e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Gaurama - RS,ISS,XGBoost,0.8999767303466797,"108 105020.531250 +109 109278.734375 +110 105426.617188 +111 105426.617188 +112 105229.492188 +113 105426.617188 +114 111056.742188 +115 105431.109375 +116 105431.109375 +117 105431.109375 +118 111566.359375 +119 106894.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,ISS,Linear Regression,0.8999767303466797,"402428 92790.138182 +402436 71215.800882 +402443 107141.164717 +402450 112953.029972 +402457 81173.738520 +402464 121481.525694 +402472 86194.322305 +402480 95627.654153 +402488 96138.296422 +402496 132391.986718 +402504 115273.721142 +402512 96854.569903 +Name: y, dtype: float64" +Prefeitura Municipal de Gaurama - RS,ITBI,HWES,1.0054900646209717,"96 125848.492188 +97 128592.070312 +98 128823.093750 +99 123429.695312 +100 127448.585938 +101 129405.328125 +102 128823.093750 +103 128731.929688 +104 122835.523438 +105 120036.367188 +106 127448.585938 +107 119869.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,IRRF,Prophet,2.7664952278137207,"96 95836.976562 +97 95864.929688 +98 95866.585938 +99 95866.585938 +100 95866.585938 +101 95866.585938 +102 95864.929688 +103 95866.585938 +104 95866.585938 +105 95866.585938 +106 95866.585938 +107 95866.585938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,Cota-Parte do FPM,HWES,1.1121807098388672,"108 1405577.250 +109 1570180.500 +110 1115045.750 +111 1188032.250 +112 1446422.875 +113 1316378.750 +114 1446423.125 +115 1160164.875 +116 1163148.875 +117 988035.375 +118 1570180.500 +119 1570180.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,Cota-Parte do ICMS,SARIMAX,0.922386884689331,"108 1151701.625 +109 1044648.625 +110 1052623.625 +111 1151699.625 +112 1133924.625 +113 1145140.000 +114 1151701.625 +115 1151699.625 +116 1151699.625 +117 1133924.625 +118 1145140.000 +119 1133924.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,Cota-Parte do IPVA,AR,1.5881142616271973,"108 281570.906250 +109 91461.195312 +110 91464.984375 +111 141185.000000 +112 91463.492188 +113 44016.457031 +114 110802.531250 +115 15114.642578 +116 20862.857422 +117 13861.312500 +118 13861.312500 +119 414919.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,Cota-Parte do ITR,XGBoost,2.0544116497039795,"91 46.628616 +92 44.777134 +93 8844.329102 +94 7377.986816 +95 8573.350586 +96 9082.402344 +97 10273.680664 +98 1031.473267 +99 52.423096 +100 43.102856 +101 1030.757568 +102 9075.201172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,Transferencias LC 61_1989,XGBoost,1.0155248641967773,"108 2902.003418 +109 2902.003418 +110 2902.003418 +111 2902.003418 +112 2902.003418 +113 2902.003418 +114 2902.003418 +115 2902.003418 +116 2902.003418 +117 3083.937744 +118 2902.003418 +119 2902.003418 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gaurama - RS,Transferencias LC 61_1989,Linear Regression,1.0155248641967773,"402434 7452.995069 +402441 4046.321339 +402448 5095.633178 +402455 6028.414206 +402462 6916.717404 +402470 6305.787765 +402478 6504.214556 +402486 5425.779231 +402494 5775.887774 +402502 9575.323053 +402510 5110.213354 +402518 6733.294738 +Name: y, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,IPTU,XGBoost,1.667571783065796,"89 2171.830566 +90 4959.837891 +91 4737.761719 +92 5607.699219 +93 9800.143555 +94 11452.259766 +95 4422.471680 +96 113884.070312 +97 153704.046875 +98 3108.566895 +99 24445.466797 +100 8865.791016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,ISS,SARIMAX,1.5482449531555176,"108 32462.080078 +109 33117.613281 +110 31430.187500 +111 30672.710938 +112 33127.058594 +113 30672.710938 +114 41416.875000 +115 31966.044922 +116 31674.572266 +117 41417.386719 +118 41420.574219 +119 31303.472656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,ITBI,SARIMAX,1.4404242038726807,"108 23474.958984 +109 19671.367188 +110 14643.425781 +111 20796.996094 +112 14544.302734 +113 27555.958984 +114 19548.212891 +115 19080.644531 +116 27861.105469 +117 26096.224609 +118 27923.630859 +119 13033.291992 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,ITBI,Linear Regression,1.4404242038726807,"108 8958.031055 +109 8947.454010 +110 11391.663590 +111 11412.801460 +112 13307.762578 +113 15726.098659 +114 12247.481477 +115 11479.993301 +116 15820.868364 +117 14135.672426 +118 11449.164094 +119 10310.955716 +Name: y, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,IRRF,XGBoost,1.5724637508392334,"108 63445.90625 +109 63445.90625 +110 63445.90625 +111 63445.90625 +112 63445.90625 +113 63445.90625 +114 63445.90625 +115 63445.90625 +116 63445.90625 +117 63445.90625 +118 63445.90625 +119 63445.90625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do FPM,HWES,2.5056190490722656,"108 1244912.500 +109 1893770.250 +110 1053679.875 +111 1165657.750 +112 1246072.000 +113 1277275.750 +114 1246072.000 +115 1053679.875 +116 1053681.625 +117 956073.625 +118 1246072.000 +119 1893770.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do ICMS,HWES,0.8043673038482666,"108 524312.12500 +109 441993.12500 +110 456199.28125 +111 537868.06250 +112 559445.62500 +113 538006.25000 +114 536285.81250 +115 562623.06250 +116 562624.68750 +117 567325.68750 +118 529211.43750 +119 567325.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do IPVA,AR,1.5282979011535645,"108 128032.562500 +109 94751.273438 +110 213555.015625 +111 214288.218750 +112 69075.312500 +113 24595.484375 +114 25389.695312 +115 17342.759766 +116 22565.464844 +117 14236.105469 +118 12890.296875 +119 149742.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do IPVA,Linear Regression,1.5282979011535645,"407781 248048.034208 +407790 55076.454883 +407799 289597.083299 +407807 217618.097413 +407816 80751.882395 +407824 24961.297065 +407832 21783.504381 +407841 10371.831641 +407850 15703.489979 +407859 14480.247330 +407868 2417.222347 +407877 126568.902281 +Name: y, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do ITR,XGBoost,2.0812010765075684,"97 168.851944 +98 5824.172363 +99 11990.903320 +100 11666.065430 +101 17339.267578 +102 17338.554688 +103 400.864471 +104 7035.130859 +105 7035.372070 +106 7035.372070 +107 540.054932 +108 7658.707520 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maximiliano de Almeida - RS,Transferencias LC 61_1989,HWES,1.0774776935577393,"108 4666.234375 +109 4293.880859 +110 4630.534668 +111 4665.305176 +112 4692.615723 +113 4458.895020 +114 4552.837402 +115 4484.619141 +116 4615.217773 +117 4665.665039 +118 4517.041504 +119 4550.303711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,IPTU,MLP,1.7595844268798828,"108 2.966905e+07 +109 4.270790e+06 +110 1.991315e+06 +111 1.671718e+06 +112 1.706722e+06 +113 2.474481e+06 +114 2.086149e+06 +115 2.374213e+06 +116 2.535623e+06 +117 3.760798e+06 +118 1.760177e+06 +119 1.826381e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,ISS,SARIMAX,2.4151692390441895,"108 1301071.000 +109 1300675.000 +110 1300675.000 +111 1295736.250 +112 1300675.000 +113 1293509.625 +114 1298411.125 +115 1298808.250 +116 1298800.500 +117 1298411.125 +118 1293481.500 +119 1298411.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,ISS,Linear Regression,2.4151692390441895,"108 321272.438988 +109 352351.550237 +110 351626.629813 +111 315332.275199 +112 605376.230563 +113 306584.512111 +114 349068.050062 +115 326994.304242 +116 325815.886009 +117 451546.247313 +118 318195.200633 +119 360484.289203 +Name: y, dtype: float64" +Prefeitura Municipal de Torres - RS,ITBI,HWES,1.1800107955932617,"108 1807088.500 +109 2183787.750 +110 2098759.750 +111 2003845.500 +112 2192189.250 +113 2192189.250 +114 2003845.500 +115 2003845.500 +116 1826535.125 +117 1968905.625 +118 1968905.625 +119 1945271.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,IRRF,MLP,1.43513822555542,"107 1.069140e+06 +108 1.157391e+06 +109 1.300139e+06 +110 1.116840e+06 +111 1.733719e+06 +112 1.342742e+06 +113 1.359581e+06 +114 1.351417e+06 +115 1.268985e+06 +116 1.398678e+06 +117 1.037322e+06 +118 2.290300e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,Cota-Parte do FPM,HWES,1.7944433689117432,"108 3997151.50 +109 4988233.00 +110 4451745.50 +111 3676198.75 +112 3463918.00 +113 3888241.75 +114 3933969.50 +115 4004540.75 +116 4004540.75 +117 4102536.25 +118 3933969.50 +119 5204168.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,Cota-Parte do ICMS,XGBoost,0.9021751880645752,"108 1748347.625 +109 1721300.750 +110 1244817.750 +111 1764878.000 +112 1850667.125 +113 2095688.875 +114 1721969.625 +115 1972851.750 +116 1972851.750 +117 1985569.875 +118 2180700.250 +119 1978551.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,Cota-Parte do IPVA,SES,1.3484272956848145,"104 3.923173e+05 +105 1.086343e+06 +106 1.086343e+06 +107 1.087362e+06 +108 9.640656e+05 +109 1.524007e+06 +110 1.513909e+06 +111 1.613815e+06 +112 1.600186e+06 +113 1.573825e+06 +114 1.608231e+06 +115 1.107568e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,Cota-Parte do ITR,XGBoost,1.9158740043640137,"103 361.968140 +104 760.610901 +105 347.282379 +106 239.554382 +107 727.208313 +108 403.688446 +109 767.281860 +110 780.379761 +111 10651.501953 +112 12298.078125 +113 581.840576 +114 551.433411 +Name: Valor, dtype: float64" +Prefeitura Municipal de Torres - RS,Transferencias LC 61_1989,SES,0.8664424419403076,"96 15561.004883 +97 13996.667969 +98 14243.098633 +99 15656.833008 +100 15767.197266 +101 15680.663086 +102 15590.254883 +103 15549.628906 +104 14790.777344 +105 13876.951172 +106 14243.098633 +107 15466.580078 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,IPTU,AR,2.106109619140625,"96 36453.468750 +97 161076.140625 +98 673887.000000 +99 34742.820312 +100 37166.988281 +101 31207.218750 +102 43668.597656 +103 44182.664062 +104 43388.902344 +105 32458.568359 +106 32458.568359 +107 37166.988281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,IPTU,Linear Regression,2.106109619140625,"351420 38155.717083 +351429 183165.501950 +351438 755156.442885 +351447 47622.043699 +351456 49695.843988 +351465 45455.528383 +351474 79380.034409 +351483 52509.349911 +351492 31931.700605 +351501 34528.823236 +351510 34116.135631 +351519 52960.214291 +Name: y, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,ISS,XGBoost,1.0312354564666748,"96 137444.218750 +97 119999.703125 +98 119999.703125 +99 120454.375000 +100 137444.218750 +101 120454.375000 +102 119999.703125 +103 119999.703125 +104 119999.703125 +105 119999.703125 +106 120283.843750 +107 119999.703125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,ITBI,SARIMAX,1.0888113975524902,"96 42900.019531 +97 43247.566406 +98 43348.019531 +99 43348.019531 +100 43005.660156 +101 43348.019531 +102 43348.019531 +103 43348.019531 +104 40883.863281 +105 45751.250000 +106 46133.289062 +107 45685.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,ITBI,Linear Regression,1.0888113975524902,"96 12732.345675 +97 10153.350532 +98 13345.154793 +99 10998.613845 +100 11221.799166 +101 12784.370609 +102 13213.980295 +103 13218.465498 +104 15657.197888 +105 11367.824857 +106 14487.077266 +107 12448.829257 +Name: y, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,IRRF,Prophet,1.1939074993133545,"96 195692.109375 +97 195484.562500 +98 195732.125000 +99 195732.015625 +100 195839.625000 +101 195839.625000 +102 195839.625000 +103 195839.625000 +104 195839.625000 +105 195839.625000 +106 195839.625000 +107 195839.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do FPM,SARIMAX,0.797992467880249,"96 1809094.000 +97 2415341.750 +98 1401194.250 +99 1809094.000 +100 2370275.000 +101 1809094.000 +102 2415341.750 +103 1809094.000 +104 1749795.750 +105 1355557.125 +106 2415515.500 +107 2415341.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do ICMS,HWES,0.8566792011260986,"96 1267917.375 +97 1445208.375 +98 1447227.125 +99 1423046.125 +100 1432237.000 +101 1431303.000 +102 1423046.125 +103 1452730.375 +104 1436933.875 +105 1410175.375 +106 1410175.250 +107 1499358.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do IPVA,MLP,1.5092685222625732,"96 5.281152e+05 +97 2.097776e+05 +98 2.589673e+05 +99 4.916355e+05 +100 3.370661e+05 +101 1.527637e+05 +102 1.373956e+05 +103 1.244773e+05 +104 1.331135e+05 +105 1.213559e+05 +106 1.079824e+05 +107 1.518170e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do ITR,MLP,1.9193685054779053,"96 1340.326856 +97 244.703302 +98 496.966275 +99 827.676546 +100 284.331029 +101 692.894369 +102 537.054663 +103 1980.568296 +104 5643.661138 +105 15171.090550 +106 294.118173 +107 253.831614 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,Transferencias LC 61_1989,AR,0.8255672454833984,"96 12616.833008 +97 14000.770508 +98 15017.958008 +99 14305.735352 +100 13568.811523 +101 12790.952148 +102 12576.334961 +103 12283.435547 +104 12006.480469 +105 11836.216797 +106 12368.052734 +107 11050.758789 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzeiro do Sul - RS,Transferencias LC 61_1989,Linear Regression,0.8255672454833984,"351428 15656.217408 +351437 19632.091452 +351446 17748.707830 +351455 16137.684232 +351464 12359.459843 +351473 11472.247816 +351482 13941.779457 +351491 9719.060043 +351500 14701.318209 +351509 15772.177947 +351518 10968.766826 +351527 14169.322150 +Name: y, dtype: float64" +Prefeitura Municipal de Vanini - RS,IPTU,AR,2.1372125148773193,"107 2393.819824 +108 1745.589844 +109 4834.282227 +110 30418.607422 +111 33156.863281 +112 5659.392090 +113 5636.003418 +114 2423.021973 +115 4037.388428 +116 3821.515137 +117 1783.009033 +118 2431.463135 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vanini - RS,IPTU,Linear Regression,2.1372125148773193,"401175 3002.247065 +401183 705.943260 +401191 9175.965601 +401199 33291.981189 +401207 92094.948933 +401216 8006.887298 +401224 7216.790873 +401232 2371.333587 +401241 2421.529406 +401250 2199.997606 +401259 1390.242873 +401266 4368.344532 +Name: y, dtype: float64" +Prefeitura Municipal de Vanini - RS,ISS,XGBoost,1.8207955360412598,"108 23677.923828 +109 21699.183594 +110 22459.068359 +111 20753.250000 +112 21924.015625 +113 22451.277344 +114 21924.015625 +115 23779.287109 +116 21924.015625 +117 23777.001953 +118 21622.660156 +119 21622.660156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vanini - RS,ITBI,XGBoost,1.389817476272583,"103 3219.137451 +104 3411.586182 +105 6323.974121 +106 4401.874512 +107 6863.388184 +108 2317.205566 +109 4736.376953 +110 6183.431152 +111 3966.824707 +112 3899.936523 +113 3878.714355 +114 2848.245850 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vanini - RS,ITBI,Linear Regression,1.389817476272583,"344959 3693.374405 +401177 11656.096842 +401185 2015.800116 +401193 7530.473271 +401201 3356.439515 +401209 7417.516172 +401218 5637.097134 +401226 9251.724304 +401234 11713.930876 +401243 9651.872138 +401252 3275.712842 +401268 1824.579884 +Name: y, dtype: float64" +Prefeitura Municipal de Vanini - RS,IRRF,MLP,1.6972665786743164,"108 24059.833999 +109 32492.904446 +110 30039.201507 +111 30784.903329 +112 32980.721882 +113 28958.932103 +114 31835.412589 +115 37549.913620 +116 34381.771669 +117 32998.188849 +118 31993.825566 +119 63043.913369 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vanini - RS,Cota-Parte do FPM,HWES,0.9142627716064453,"108 1400124.125 +109 1893779.250 +110 1370640.000 +111 1152342.250 +112 1404454.125 +113 1400494.625 +114 1404356.000 +115 1370640.000 +116 1117289.625 +117 1002528.375 +118 1404454.125 +119 1893774.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vanini - RS,Cota-Parte do ICMS,HWES,0.8389065265655518,"108 529843.68750 +109 515849.68750 +110 506729.93750 +111 534336.68750 +112 523598.50000 +113 511851.84375 +114 529843.68750 +115 541391.25000 +116 541391.25000 +117 523598.50000 +118 529843.68750 +119 523598.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vanini - RS,Cota-Parte do IPVA,XGBoost,2.1344106197357178,"108 90994.101562 +109 33665.378906 +110 34092.710938 +111 95094.523438 +112 33565.746094 +113 33134.296875 +114 7536.269531 +115 9980.052734 +116 9480.769531 +117 3303.446045 +118 10350.509766 +119 93220.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vanini - RS,Cota-Parte do IPVA,Linear Regression,2.1344106197357178,"401181 141277.429347 +401189 30949.276105 +401197 37999.507143 +401205 78550.039718 +401213 49284.844277 +401222 13946.484860 +401230 13353.700436 +401238 4554.596954 +401247 5587.653855 +401256 629.209807 +401264 6268.509285 +401272 93895.052935 +Name: y, dtype: float64" +Prefeitura Municipal de Vanini - RS,Cota-Parte do ITR,XGBoost,1.1097614765167236,"64 87.436150 +65 87.436150 +66 85.348831 +67 127.129997 +68 107.880989 +69 338.604675 +70 735.161743 +71 107.745544 +72 125.200775 +73 108.013603 +74 -45.790134 +75 44.149185 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vanini - RS,Cota-Parte do ITR,Linear Regression,1.1097614765167236,"344910 10.475337 +344919 8.514327 +344928 71.460523 +344937 543.027963 +344946 1017.946845 +344955 72.202826 +344964 18.297218 +401214 17.172684 +401239 145.757309 +401248 990.315443 +401257 721.247184 +401273 46.853729 +Name: y, dtype: float64" +Prefeitura Municipal de Vanini - RS,Transferencias LC 61_1989,HWES,1.1259608268737793,"108 4360.362793 +109 4363.918945 +110 4870.641602 +111 5187.780762 +112 4942.441406 +113 4868.953125 +114 5090.103027 +115 4996.436035 +116 5129.782715 +117 4968.058594 +118 4973.126465 +119 5782.373047 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,IPTU,AR,0.8607356548309326,"92 2094.217041 +93 1574.623291 +94 1119.898193 +95 1813.099609 +96 13004.978516 +97 10344.443359 +98 14980.853516 +99 4462.498047 +100 18840.533203 +101 -36.752670 +102 -328.719116 +103 -668.005432 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,IPTU,Linear Regression,0.8607356548309326,"413954 1536.948256 +413963 853.854510 +413972 2481.752674 +413981 2175.980022 +413990 52376.185091 +413999 33349.887698 +414008 12461.873450 +414017 7579.028011 +414025 13373.159335 +414034 1554.651617 +414043 4006.218603 +414052 2288.916566 +Name: y, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,ISS,XGBoost,1.4882946014404297,"108 30593.974609 +109 30434.384766 +110 30595.388672 +111 27062.875000 +112 30434.384766 +113 30559.677734 +114 30434.189453 +115 30595.388672 +116 30434.384766 +117 27062.875000 +118 35129.558594 +119 33225.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,ITBI,HWES,2.0286996364593506,"104 26206.992188 +105 25831.064453 +106 21305.412109 +107 35536.035156 +108 38856.128906 +109 36379.941406 +110 41797.261719 +111 35175.710938 +112 41797.261719 +113 35634.832031 +114 38934.066406 +115 36799.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,IRRF,XGBoost,1.289093017578125,"98 54802.332031 +99 90371.085938 +100 90632.796875 +101 90632.796875 +102 90501.882812 +103 90537.710938 +104 84676.796875 +105 90537.710938 +106 90537.710938 +107 90537.710938 +108 90537.710938 +109 85064.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,Cota-Parte do FPM,HWES,2.030426263809204,"108 1312043.000 +109 1893768.625 +110 1084667.875 +111 1153183.250 +112 1329767.625 +113 1320090.000 +114 1329767.625 +115 1057666.125 +116 1064651.625 +117 1056621.125 +118 1329767.625 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,Cota-Parte do ICMS,HWES,0.8847122192382812,"108 524798.25000 +109 460362.40625 +110 515682.50000 +111 506032.65625 +112 570600.75000 +113 539527.00000 +114 519282.34375 +115 575962.25000 +116 575962.25000 +117 597429.93750 +118 526862.43750 +119 597574.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,Cota-Parte do IPVA,MLP,0.7775895595550537,"96 63661.099183 +97 41261.828089 +98 51625.148244 +99 59216.240396 +100 49399.922307 +101 39786.980607 +102 39254.095157 +103 37437.650886 +104 38018.721801 +105 37621.609022 +106 37815.425813 +107 56818.640947 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,Cota-Parte do IPVA,Linear Regression,0.7775895595550537,"413960 136662.337207 +413969 23380.368091 +413978 76628.181572 +413987 117433.522906 +413996 69051.242319 +414005 19921.123667 +414014 16273.149387 +414022 5788.228314 +414031 7395.619672 +414040 3952.637224 +414049 3447.693681 +414058 100962.714571 +Name: y, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,Cota-Parte do ITR,SARIMAX,1.2816812992095947,"72 1184.909546 +73 1346.328247 +74 1184.909546 +75 2459.729492 +76 2470.599121 +77 2409.187744 +78 4585.211426 +79 3279.127197 +80 4983.317383 +81 968.292542 +82 198.720596 +83 3920.143311 +Name: Valor, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,Cota-Parte do ITR,Linear Regression,1.2816812992095947,"72 511.195763 +73 984.845254 +74 702.630003 +75 425.497284 +76 642.526446 +77 512.166977 +78 392.930018 +79 1001.765200 +80 2007.553427 +81 2446.622622 +82 413.605152 +83 639.210259 +Name: y, dtype: float64" +Prefeitura Municipal de Passa Sete - RS,Transferencias LC 61_1989,HWES,1.1447277069091797,"108 4422.731934 +109 5380.192383 +110 4099.642578 +111 4124.450195 +112 4119.967285 +113 4227.437988 +114 4238.225098 +115 4181.759766 +116 4119.967285 +117 4022.160645 +118 5679.431641 +119 4538.409668 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,IPTU,AR,1.4978771209716797,"108 4.096846e+05 +109 7.110679e+05 +110 2.873292e+06 +111 2.987774e+05 +112 6.962941e+05 +113 3.861805e+05 +114 4.180922e+05 +115 2.691584e+05 +116 3.860494e+05 +117 4.180922e+05 +118 4.180922e+05 +119 3.443917e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,ISS,XGBoost,0.9945247173309326,"108 767127.9375 +109 676054.8125 +110 769140.3125 +111 759076.8125 +112 769140.3125 +113 769140.3125 +114 712463.7500 +115 721923.0625 +116 712463.7500 +117 712463.7500 +118 712463.7500 +119 712463.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,ITBI,XGBoost,1.0026729106903076,"108 172820.140625 +109 181879.468750 +110 172921.343750 +111 176965.000000 +112 164199.640625 +113 164199.640625 +114 182776.171875 +115 164199.515625 +116 180325.953125 +117 177591.234375 +118 176669.906250 +119 163741.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,ITBI,Linear Regression,1.0026729106903076,"405156 260104.631850 +405164 190505.187188 +405173 247591.488499 +405182 302333.726033 +405191 211954.108794 +405200 208633.000904 +405209 218711.095861 +405218 193935.851687 +405227 332072.882782 +405236 289015.441420 +405245 307323.421616 +405254 207100.273086 +Name: y, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,IRRF,XGBoost,2.468881607055664,"108 445820.65625 +109 445820.65625 +110 445820.65625 +111 445820.65625 +112 445820.65625 +113 445820.65625 +114 445820.65625 +115 445820.65625 +116 445820.65625 +117 445820.65625 +118 445820.65625 +119 757938.06250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,Cota-Parte do FPM,HWES,0.997509241104126,"108 4293032.50 +109 4418794.50 +110 4098452.00 +111 4293032.50 +112 4293032.50 +113 4293032.50 +114 4418794.50 +115 3580303.75 +116 4418794.50 +117 4095483.75 +118 4293032.50 +119 4418794.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,Cota-Parte do ICMS,HWES,1.033972978591919,"108 2364057.00 +109 2268238.50 +110 2257373.50 +111 2548210.75 +112 2544750.75 +113 2548210.75 +114 2548210.75 +115 2544750.75 +116 2544750.75 +117 2548210.75 +118 2562865.00 +119 2553502.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,Cota-Parte do IPVA,AR,1.391892433166504,"108 1.222738e+06 +109 2.841442e+05 +110 3.894795e+05 +111 9.190765e+05 +112 9.453026e+05 +113 7.049677e+04 +114 2.409486e+05 +115 1.223174e+05 +116 5.422939e+04 +117 4.690465e+04 +118 6.968853e+04 +119 1.223001e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,Cota-Parte do IPVA,Linear Regression,1.391892433166504,"405160 1.834209e+06 +405168 2.889006e+05 +405177 4.515964e+05 +405186 7.933339e+05 +405195 7.726865e+05 +405204 9.326044e+04 +405213 1.752779e+05 +405222 1.347604e+05 +405231 7.725124e+04 +405240 4.570810e+04 +405249 6.083346e+04 +405258 1.250789e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Três de Maio - RS,Cota-Parte do ITR,XGBoost,2.219062566757202,"95 132950.250000 +96 70190.343750 +97 70835.289062 +98 70291.382812 +99 70195.726562 +100 70233.328125 +101 70195.726562 +102 70835.250000 +103 133479.640625 +104 133479.875000 +105 70835.429688 +106 70835.429688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,IPTU,XGBoost,1.6058595180511475,"108 382907.593750 +109 119261.789062 +110 105442.281250 +111 119547.593750 +112 171508.671875 +113 119618.000000 +114 51771.535156 +115 54091.378906 +116 54743.675781 +117 52408.953125 +118 50339.046875 +119 386298.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,ISS,SARIMAX,2.1492912769317627,"108 106495.617188 +109 95898.515625 +110 106495.585938 +111 111918.046875 +112 111918.210938 +113 111009.437500 +114 110234.132812 +115 112326.929688 +116 95837.882812 +117 95802.515625 +118 96279.570312 +119 106495.617188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,ITBI,MLP,1.5267665386199951,"108 17648.525085 +109 17050.132353 +110 15800.477346 +111 15727.771877 +112 15900.825307 +113 16094.991236 +114 16341.921948 +115 16720.560320 +116 16647.907372 +117 16458.089649 +118 15734.214228 +119 16221.665676 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,ITBI,Linear Regression,1.5267665386199951,"389494 23391.276512 +389503 33924.118539 +389512 43460.278085 +389521 13333.396753 +389530 17589.600091 +389539 16063.814564 +389547 15741.972256 +389556 13441.235337 +389565 24397.704333 +389574 23280.534014 +389583 34699.316025 +389592 4093.239600 +Name: y, dtype: float64" +Prefeitura Municipal de Barão - RS,IRRF,SARIMAX,1.0872230529785156,"108 116305.007812 +109 132668.953125 +110 132668.953125 +111 132668.953125 +112 132668.953125 +113 132668.953125 +114 132668.953125 +115 132668.953125 +116 132668.953125 +117 132668.953125 +118 132668.953125 +119 132668.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,Cota-Parte do FPM,HWES,1.0038607120513916,"108 1.221167e+06 +109 1.893795e+06 +110 1.014376e+06 +111 1.120609e+06 +112 1.221197e+06 +113 1.246112e+06 +114 1.221268e+06 +115 1.014376e+06 +116 1.011642e+06 +117 9.329384e+05 +118 1.221197e+06 +119 1.893795e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,Cota-Parte do ICMS,HWES,0.8701279163360596,"108 1.033718e+06 +109 8.214309e+05 +110 8.182637e+05 +111 1.028422e+06 +112 1.136715e+06 +113 9.940648e+05 +114 1.046868e+06 +115 1.100755e+06 +116 1.100755e+06 +117 1.130603e+06 +118 1.045301e+06 +119 1.130603e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,Cota-Parte do IPVA,AR,1.8121325969696045,"108 278014.406250 +109 127976.875000 +110 123996.148438 +111 204970.046875 +112 123996.148438 +113 45478.050781 +114 36629.136719 +115 45818.675781 +116 33012.125000 +117 29231.650391 +118 6959.136230 +119 253707.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,Cota-Parte do IPVA,Linear Regression,1.8121325969696045,"389498 291345.505553 +389507 99234.351560 +389516 128254.859759 +389525 208234.453659 +389534 128795.008069 +389543 46036.495167 +389551 34223.808501 +389560 35798.966637 +389569 13637.113750 +389578 19474.149545 +389587 6983.072310 +389596 360271.880491 +Name: y, dtype: float64" +Prefeitura Municipal de Barão - RS,Cota-Parte do ITR,SARIMAX,1.4448509216308594,"94 210.066238 +95 272.569855 +96 1265.794556 +97 2567.645996 +98 290.457977 +99 293.354767 +100 294.042969 +101 3719.647949 +102 311.591309 +103 7034.910645 +104 341.728607 +105 317.901245 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão - RS,Transferencias LC 61_1989,AR,1.2510786056518555,"60 8673.855469 +61 7682.509277 +62 8659.794922 +63 9568.606445 +64 8405.564453 +65 9426.947266 +66 9422.149414 +67 8524.857422 +68 8553.633789 +69 8319.588867 +70 8659.805664 +71 9823.996094 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,IPTU,HWES,2.1434144973754883,"105 219711.75000 +106 341940.46875 +107 467439.21875 +108 349359.18750 +109 468865.00000 +110 948072.50000 +111 333042.75000 +112 322801.40625 +113 325242.84375 +114 332966.46875 +115 322789.62500 +116 345615.40625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,IPTU,Linear Regression,2.1434144973754883,"424199 7.103198e+04 +424208 2.112769e+05 +424217 4.296366e+05 +424226 3.365953e+05 +424235 7.090262e+05 +424244 2.998160e+06 +424253 5.168409e+05 +424262 4.407142e+05 +424271 3.836556e+05 +424280 4.481367e+05 +424289 3.960288e+05 +424298 4.670422e+05 +Name: y, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,ISS,XGBoost,1.0659265518188477,"108 573565.1875 +109 540387.6250 +110 563906.8125 +111 563906.8125 +112 563906.8125 +113 563887.1250 +114 580696.5000 +115 563906.8125 +116 540427.8750 +117 580696.5000 +118 540427.8750 +119 563906.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,ITBI,MLP,0.959613561630249,"108 324384.471268 +109 252367.766822 +110 297680.628160 +111 297336.626620 +112 326591.922140 +113 350790.506303 +114 297188.176939 +115 405127.869310 +116 291924.530925 +117 280620.893261 +118 271255.409569 +119 294309.530493 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,ITBI,Linear Regression,0.959613561630249,"424201 400386.541819 +424210 154413.385554 +424219 303377.011588 +424228 300941.931666 +424237 400808.832704 +424246 487688.323615 +424255 309329.592586 +424264 682073.929666 +424273 306418.076931 +424282 266667.204725 +424291 231802.356253 +424300 307500.141227 +Name: y, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,IRRF,SARIMAX,0.9609355926513672,"60 670352.0625 +61 678109.5000 +62 678488.0000 +63 678488.0000 +64 678022.6250 +65 678488.0000 +66 678020.8125 +67 678488.0000 +68 678488.0000 +69 678488.0000 +70 678488.0000 +71 678488.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do FPM,HWES,0.9688670635223389,"108 2454116.25 +109 3787537.50 +110 2300661.00 +111 2287830.25 +112 2454116.25 +113 2423450.75 +114 2454116.25 +115 2300661.00 +116 2300661.00 +117 2069585.00 +118 2454116.25 +119 3787537.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do ICMS,HWES,0.9643003940582275,"108 3096053.75 +109 3057703.25 +110 3074314.25 +111 3240867.25 +112 3274455.25 +113 3093285.00 +114 2962558.25 +115 3229947.75 +116 3229947.75 +117 3219253.50 +118 3096053.75 +119 3219253.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do IPVA,AR,1.5088160037994385,"108 607412.000000 +109 654677.437500 +110 652909.250000 +111 607279.812500 +112 606093.187500 +113 204831.015625 +114 201202.765625 +115 103977.671875 +116 53958.078125 +117 54003.996094 +118 53958.078125 +119 605961.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do ITR,AR,1.9004888534545898,"84 5.490791e+04 +85 9.951287e+04 +86 5.374656e+04 +87 2.956159e+04 +88 3.527341e+04 +89 3.527341e+04 +90 2.947866e+04 +91 3.527341e+04 +92 2.517183e+05 +93 1.146274e+06 +94 9.877288e+04 +95 2.132398e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Paula - RS,Transferencias LC 61_1989,AR,0.687434196472168,"60 26808.658203 +61 25421.318359 +62 25957.572266 +63 27425.308594 +64 28622.316406 +65 27356.853516 +66 24359.447266 +67 28404.275391 +68 27229.572266 +69 25695.802734 +70 26286.607422 +71 24172.402344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,IPTU,Prophet,1.3515374660491943,"95 4698.127441 +96 8415.841797 +97 140738.562500 +98 44067.261719 +99 44120.199219 +100 82675.781250 +101 112428.109375 +102 14855.345703 +103 -5943.843262 +104 11342.953125 +105 -5351.652832 +106 8965.652344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,IPTU,Linear Regression,1.3515374660491943,"418184 23824.978847 +418192 29672.273022 +418200 52301.736738 +418208 67250.592943 +418217 112704.108293 +418226 217581.919610 +418235 266932.613345 +418243 37371.590227 +418252 7058.217290 +418261 11911.246844 +418270 9200.719858 +418279 9402.017705 +Name: y, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,ISS,XGBoost,1.2598209381103516,"108 72085.500000 +109 67276.539062 +110 73085.023438 +111 72129.812500 +112 75429.570312 +113 75429.570312 +114 74190.375000 +115 75844.296875 +116 72129.812500 +117 75844.296875 +118 74647.429688 +119 74647.492188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,ISS,Linear Regression,1.2598209381103516,"418185 82712.509594 +418193 84751.256411 +418201 76532.293319 +418209 83765.806831 +418218 87034.721226 +418227 86668.923519 +418236 90788.056346 +418244 96402.056580 +418253 82179.498489 +418262 97067.774216 +418271 96915.912298 +418280 95558.993115 +Name: y, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,ITBI,SES,1.928049087524414,"108 35958.621094 +109 40367.562500 +110 32454.251953 +111 28265.871094 +112 35744.746094 +113 32850.921875 +114 27430.728516 +115 31067.189453 +116 52645.078125 +117 21581.968750 +118 28842.246094 +119 32469.146484 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,IRRF,SARIMAX,0.7871148586273193,"108 94439.632812 +109 94814.203125 +110 131188.406250 +111 131188.406250 +112 131188.406250 +113 71332.890625 +114 131157.531250 +115 131157.531250 +116 71332.890625 +117 131188.406250 +118 131157.531250 +119 131188.406250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do FPM,HWES,1.0440008640289307,"108 1.304430e+06 +109 1.893769e+06 +110 1.105227e+06 +111 1.179475e+06 +112 1.306918e+06 +113 1.263863e+06 +114 1.306918e+06 +115 1.105227e+06 +116 1.105252e+06 +117 9.590923e+05 +118 1.306918e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do ICMS,SARIMAX,2.653296709060669,"108 1683954.250 +109 1599543.750 +110 1661267.125 +111 1677836.750 +112 1677836.750 +113 1683954.250 +114 1684415.250 +115 1677836.750 +116 1677836.750 +117 1677836.750 +118 1683954.250 +119 1673237.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do IPVA,AR,1.4654347896575928,"108 481308.718750 +109 152912.750000 +110 160761.328125 +111 183210.828125 +112 183210.828125 +113 71194.906250 +114 107247.843750 +115 107247.843750 +116 107269.304688 +117 107150.585938 +118 100974.937500 +119 481308.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do ITR,XGBoost,1.184495210647583,"77 583.951233 +78 508.673889 +79 999.867004 +80 2084.273438 +81 378.213928 +82 321.615021 +83 384.827423 +84 322.440308 +85 533.048767 +86 525.940979 +87 627.952515 +88 524.795776 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do ITR,Linear Regression,1.184495210647583,"343918 424.328849 +343927 1297.881940 +343936 13.739389 +343945 54.224718 +418215 10.243911 +418224 20.841061 +418233 5.794163 +418250 27.879466 +418259 764.212651 +418268 1306.581093 +418277 24.341811 +418286 307.844559 +Name: y, dtype: float64" +Prefeitura Municipal de Rodeio Bonito - RS,Transferencias LC 61_1989,SARIMAX,0.7890079021453857,"48 10978.269531 +49 14205.469727 +50 14207.176758 +51 10978.280273 +52 10977.335938 +53 10978.269531 +54 10978.269531 +55 14250.774414 +56 10977.335938 +57 10977.987305 +58 14214.019531 +59 10984.780273 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,IPTU,HWES,0.8939871788024902,"105 32285.398438 +106 29836.949219 +107 156862.093750 +108 231899.796875 +109 140639.156250 +110 150022.140625 +111 135518.015625 +112 90507.234375 +113 -8202.925781 +114 2403.074463 +115 -1627.775757 +116 -2383.186035 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,IPTU,Linear Regression,0.8939871788024902,"400122 19866.219269 +400131 12665.920360 +400140 159520.623970 +400149 953198.026827 +400158 167650.315912 +400166 133293.117145 +400175 111276.438754 +400184 105474.293919 +400193 22495.600752 +400202 38067.398535 +400211 33504.923650 +400220 43188.227018 +Name: y, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,ISS,XGBoost,1.0218021869659424,"108 293769.718750 +109 208982.703125 +110 210099.625000 +111 208982.609375 +112 208982.609375 +113 263854.156250 +114 263854.156250 +115 263854.156250 +116 263854.156250 +117 263854.156250 +118 293769.718750 +119 263854.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,ITBI,HWES,1.0021591186523438,"108 77690.062500 +109 70980.164062 +110 78091.773438 +111 72076.656250 +112 74705.343750 +113 74528.945312 +114 79507.945312 +115 73270.796875 +116 73175.343750 +117 79515.453125 +118 69661.023438 +119 70026.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,ITBI,Linear Regression,1.0021591186523438,"400124 40201.391192 +400133 60043.247989 +400142 112996.069909 +400151 130910.740876 +400160 99008.579520 +400168 114413.799375 +400177 108659.129018 +400186 63547.533799 +400195 87568.099797 +400204 36022.085463 +400213 62211.333402 +400222 77849.708828 +Name: y, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,IRRF,MLP,1.1872289180755615,"108 124555.126431 +109 111748.868030 +110 123553.076290 +111 122377.623469 +112 120248.571846 +113 119754.021892 +114 120400.989174 +115 118644.324908 +116 120548.822801 +117 119869.368214 +118 121458.631421 +119 139440.111756 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,IRRF,Linear Regression,1.1872289180755615,"400125 141022.207704 +400134 83255.353100 +400143 135810.714568 +400152 131040.111283 +400161 121726.055834 +400169 119526.783643 +400178 122464.306969 +400187 114520.564040 +400196 123014.135011 +400205 120019.244234 +400214 127286.201153 +400223 209832.366627 +Name: y, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,Cota-Parte do FPM,AR,2.306387424468994,"108 1664296.625 +109 2604998.250 +110 1662190.000 +111 1821594.250 +112 2329681.000 +113 2295291.000 +114 2786975.500 +115 1671722.000 +116 1665018.625 +117 1585052.375 +118 2329681.000 +119 3156281.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,Cota-Parte do ICMS,HWES,0.9269416332244873,"108 1600758.000 +109 1313923.375 +110 1561824.500 +111 1593838.125 +112 1492563.125 +113 1588736.875 +114 1593838.125 +115 1719525.750 +116 1719525.750 +117 1719525.750 +118 1719525.625 +119 1492563.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,Cota-Parte do IPVA,HWES,1.5435335636138916,"108 397425.093750 +109 181052.359375 +110 183916.078125 +111 330192.187500 +112 183916.078125 +113 78798.085938 +114 57465.433594 +115 22211.011719 +116 22211.011719 +117 6928.007812 +118 8423.373047 +119 397425.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,Cota-Parte do IPVA,Linear Regression,1.5435335636138916,"400128 539173.788052 +400137 146090.117063 +400146 193293.796615 +400155 364755.229113 +400164 202751.555049 +400172 73003.780415 +400181 57292.049021 +400190 25298.995488 +400199 24006.162308 +400208 7369.609917 +400217 10159.400482 +400226 426313.596477 +Name: y, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,Cota-Parte do ITR,AR,1.5844593048095703,"101 257.426056 +102 6719.685547 +103 6720.229980 +104 6721.939453 +105 6736.956543 +106 6707.783203 +107 6719.904785 +108 6713.507812 +109 372.105621 +110 5718.664551 +111 6740.588379 +112 6700.062988 +Name: Valor, dtype: float64" +Prefeitura Municipal de Crissiumal - RS,Transferencias LC 61_1989,AR,0.8248398303985596,"84 13940.743164 +85 12877.064453 +86 12943.503906 +87 13763.975586 +88 13561.416016 +89 15296.586914 +90 15216.619141 +91 14424.460938 +92 13737.353516 +93 14238.308594 +94 15522.723633 +95 13919.758789 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,IPTU,MLP,1.418128490447998,"91 8071.165243 +92 9364.002497 +93 11386.232232 +94 14519.665768 +95 37169.796707 +96 14145.855530 +97 14192.686936 +98 16384.065310 +99 17822.885057 +100 21652.216484 +101 26531.538938 +102 32586.263520 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,ISS,XGBoost,2.7021450996398926,"108 21887.236328 +109 26883.009766 +110 26031.935547 +111 26031.935547 +112 27407.570312 +113 22348.423828 +114 23837.878906 +115 22348.423828 +116 22144.246094 +117 23632.207031 +118 22443.929688 +119 23714.669922 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,ITBI,XGBoost,1.263932228088379,"105 9675.338867 +106 6788.041992 +107 4303.062500 +108 4152.258301 +109 9737.827148 +110 3581.208008 +111 3882.205322 +112 4850.992188 +113 8852.501953 +114 4925.550781 +115 6519.248047 +116 4576.142090 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,ITBI,Linear Regression,1.263932228088379,"406421 12564.150725 +406429 4239.947195 +406437 6164.063499 +406446 22306.093665 +406455 12914.285565 +406464 3340.032536 +406472 847.989439 +406480 8017.217220 +406489 25167.436163 +406498 9061.827143 +406507 22822.943228 +406516 13533.346121 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,IRRF,HWES,0.9441232681274414,"108 93711.093750 +109 97644.539062 +110 97644.539062 +111 93711.093750 +112 97644.539062 +113 97644.539062 +114 93711.093750 +115 97644.539062 +116 93711.093750 +117 97644.539062 +118 97644.539062 +119 97644.539062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do FPM,HWES,1.0404267311096191,"108 1245520.500 +109 1893768.750 +110 1068607.000 +111 1146678.750 +112 1245920.000 +113 1284435.375 +114 1245910.375 +115 1068607.000 +116 1068607.625 +117 939589.000 +118 1245920.000 +119 1893768.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do ICMS,HWES,0.8619167804718018,"108 580220.4375 +109 555783.3750 +110 559055.3750 +111 529427.1875 +112 709000.3125 +113 564998.5625 +114 564371.1875 +115 529427.1875 +116 529427.1875 +117 672765.5625 +118 564997.6250 +119 672765.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do IPVA,XGBoost,1.4945144653320312,"107 121139.687500 +108 14074.096680 +109 29604.107422 +110 40813.371094 +111 29604.107422 +112 14133.930664 +113 5087.947266 +114 14133.930664 +115 4414.579590 +116 14133.930664 +117 4366.457031 +118 119957.703125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do ITR,XGBoost,0.9548854827880859,"58 3276.834717 +59 -107.066544 +60 -143.012039 +61 -143.012039 +62 -93.222343 +63 51.246559 +64 -167.358566 +65 104.024376 +66 3848.749756 +67 124.858925 +68 1399.228516 +69 -117.816132 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do ITR,Linear Regression,0.9548854827880859,"364521 5194.092347 +364530 33.953436 +364539 5.920020 +406426 3.948821 +406442 37.029021 +406451 2694.443993 +406460 12.559176 +406485 507.516543 +406494 5278.725524 +406503 4390.780251 +406512 187.000731 +406521 34.518470 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Boa Vista - RS,Transferencias LC 61_1989,AR,1.0717408657073975,"72 5418.289062 +73 5646.130371 +74 6338.908203 +75 6015.325195 +76 6052.573242 +77 6112.848633 +78 6099.249512 +79 6810.441895 +80 7021.105469 +81 6604.105957 +82 6872.032715 +83 6674.412109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,IPTU,MLP,2.6140637397766113,"86 25299.574756 +87 29322.337789 +88 36153.417776 +89 42640.393072 +90 141271.329710 +91 106018.805607 +92 35484.005014 +93 44398.165789 +94 48749.339836 +95 57044.959713 +96 68292.977485 +97 79210.606566 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,ISS,HWES,1.004126787185669,"96 23461.818359 +97 23165.320312 +98 23064.470703 +99 23064.470703 +100 23164.888672 +101 22890.833984 +102 23164.111328 +103 22890.833984 +104 23165.320312 +105 23064.908203 +106 23165.337891 +107 23064.908203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,ITBI,SARIMAX,1.4105463027954102,"92 39981.425781 +93 29382.929688 +94 29502.789062 +95 33563.558594 +96 34260.101562 +97 29250.396484 +98 29382.929688 +99 34519.984375 +100 32892.757812 +101 32898.984375 +102 11330.987305 +103 7275.115234 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,IRRF,MLP,3.3237011432647705,"96 27496.406383 +97 27700.396209 +98 27772.321623 +99 27898.561845 +100 28859.622457 +101 28872.718362 +102 29306.680783 +103 28696.534319 +104 30035.265556 +105 29932.104971 +106 33534.138968 +107 32436.570457 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,IRRF,Linear Regression,3.3237011432647705,"381508 25297.255768 +381515 26382.466088 +381523 26873.074126 +381531 27647.757601 +381539 32500.080256 +381547 32959.784584 +381555 35480.794315 +381563 33050.007166 +381571 39966.072986 +381579 40183.236938 +381587 58365.850868 +381595 54530.235733 +Name: y, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do FPM,SARIMAX,1.4220821857452393,"96 1.154051e+06 +97 1.811506e+06 +98 1.048272e+06 +99 1.154051e+06 +100 1.789213e+06 +101 1.154051e+06 +102 1.811506e+06 +103 1.154051e+06 +104 1.144219e+06 +105 1.045650e+06 +106 1.811579e+06 +107 1.811506e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ICMS,HWES,1.0633516311645508,"96 514724.62500 +97 614480.43750 +98 614457.93750 +99 542275.00000 +100 629091.06250 +101 542304.56250 +102 542304.56250 +103 545627.12500 +104 542440.43750 +105 542440.06250 +106 513588.34375 +107 614487.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ICMS,Linear Regression,1.0633516311645508,"381510 510355.338368 +381517 641297.072704 +381525 688201.161884 +381533 618897.149316 +381541 767626.473192 +381549 610201.891458 +381557 615621.594496 +381565 639183.785714 +381573 598904.127627 +381581 583323.921675 +381589 564694.045357 +381597 686645.098209 +Name: y, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do IPVA,MLP,2.6427602767944336,"95 67902.627296 +96 43679.801841 +97 48060.899150 +98 58668.546552 +99 57898.028776 +100 63680.087568 +101 71217.297258 +102 83593.121130 +103 100067.345125 +104 120656.058470 +105 144145.739705 +106 209634.562821 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ITR,SES,2.060023307800293,"61 4436.435059 +62 1118.387329 +63 1224.399292 +64 2985.636475 +65 963.374634 +66 26.587732 +67 730.925842 +68 2985.636475 +69 8683.299805 +70 -1773.941162 +71 -575.349854 +72 -571.166443 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ITR,Linear Regression,2.060023307800293,"381512 4032.223251 +381519 223.087609 +381527 64.764352 +381535 1663.412548 +381543 909.277401 +381551 383.303634 +381559 711.170019 +381567 1676.007016 +381575 120353.908294 +381583 178375.384032 +381591 3478.419309 +381599 2196.691106 +Name: y, dtype: float64" +Prefeitura Municipal de Jari - RS,IPTU,XGBoost,1.5865702629089355,"100 9565.714844 +101 9880.595703 +102 13656.508789 +103 23985.765625 +104 10136.819336 +105 14184.439453 +106 58562.703125 +107 58562.703125 +108 13655.165039 +109 11130.686523 +110 13655.165039 +111 13677.929688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,ISS,XGBoost,1.382854700088501,"108 18220.843750 +109 19218.884766 +110 18754.882812 +111 19218.884766 +112 16552.669922 +113 17201.027344 +114 23622.806641 +115 23744.796875 +116 23744.796875 +117 24269.968750 +118 23480.089844 +119 24165.396484 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,ISS,Linear Regression,1.382854700088501,"432755 16400.138561 +432764 29551.309809 +432773 9949.127486 +432782 23858.253612 +432791 13221.354377 +432799 27481.362448 +432808 10841.301785 +432817 15815.346552 +432826 16991.306566 +432835 44730.957487 +432844 7377.201916 +432852 12392.933291 +Name: y, dtype: float64" +Prefeitura Municipal de Jari - RS,ITBI,XGBoost,1.939812421798706,"108 18055.728516 +109 25551.933594 +110 62918.074219 +111 12723.605469 +112 74454.765625 +113 16329.952148 +114 14679.805664 +115 62870.394531 +116 10129.259766 +117 62918.074219 +118 62918.074219 +119 108335.015625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,IRRF,SARIMAX,0.9528214931488037,"108 143372.171875 +109 145998.093750 +110 145938.500000 +111 145998.093750 +112 145938.500000 +113 145998.093750 +114 145998.093750 +115 145998.093750 +116 145366.703125 +117 145938.500000 +118 145998.093750 +119 145938.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,Cota-Parte do FPM,SARIMAX,1.0945472717285156,"108 1891533.500 +109 1893775.125 +110 1318599.250 +111 1240592.625 +112 1891533.500 +113 1891549.125 +114 1893768.875 +115 1318599.250 +116 1318599.250 +117 1060277.250 +118 1891533.500 +119 1893775.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,Cota-Parte do ICMS,HWES,0.8326570987701416,"108 9.180255e+05 +109 7.964464e+05 +110 8.969865e+05 +111 1.004997e+06 +112 9.844514e+05 +113 9.208141e+05 +114 9.736506e+05 +115 9.754976e+05 +116 9.754976e+05 +117 9.806670e+05 +118 9.208149e+05 +119 9.757720e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,Cota-Parte do IPVA,SARIMAX,2.8140549659729004,"106 91806.421875 +107 91806.421875 +108 41205.582031 +109 55178.843750 +110 91806.421875 +111 55191.781250 +112 43730.574219 +113 49017.019531 +114 73695.976562 +115 73695.976562 +116 71920.609375 +117 93644.367188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,Cota-Parte do ITR,AR,1.935880184173584,"105 32620.263672 +106 14121.639648 +107 8580.601562 +108 7299.742188 +109 8177.980469 +110 7726.089355 +111 7642.578613 +112 5807.630859 +113 23157.962891 +114 39280.378906 +115 17842.318359 +116 21266.457031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jari - RS,Cota-Parte do ITR,Linear Regression,1.935880184173584,"385338 25576.648192 +432761 17562.382327 +432770 206.142896 +432779 105.606479 +432788 662.480934 +432805 198.554018 +432814 1430.784555 +432823 2861.201558 +432832 42533.790480 +432841 274595.255543 +432849 42092.976129 +432858 35099.392722 +Name: y, dtype: float64" +Prefeitura Municipal de Jari - RS,Transferencias LC 61_1989,SARIMAX,0.8412125110626221,"60 8237.074219 +61 7088.619629 +62 6940.006836 +63 6873.459473 +64 6834.577637 +65 6875.104980 +66 6999.501953 +67 6942.458008 +68 6945.146973 +69 11577.476562 +70 7050.576172 +71 7435.965332 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,IPTU,HWES,1.3667566776275635,"100 61068.113281 +101 166833.000000 +102 174514.734375 +103 174808.250000 +104 174808.250000 +105 174554.375000 +106 70218.101562 +107 74239.968750 +108 174514.734375 +109 174554.375000 +110 174498.937500 +111 174511.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,ISS,SARIMAX,0.8480629920959473,"108 255333.375000 +109 260524.703125 +110 255333.375000 +111 263419.843750 +112 255411.046875 +113 255558.390625 +114 258193.593750 +115 260524.703125 +116 258193.593750 +117 256981.062500 +118 256650.921875 +119 258193.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,ITBI,HWES,0.8859798908233643,"102 24620.894531 +103 26894.882812 +104 24096.074219 +105 26957.035156 +106 71542.273438 +107 73899.601562 +108 73880.078125 +109 73859.000000 +110 75120.460938 +111 73685.796875 +112 75118.101562 +113 73880.078125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,IRRF,XGBoost,0.937535285949707,"108 94543.87500 +109 73406.28125 +110 73406.28125 +111 73406.28125 +112 73406.28125 +113 73406.28125 +114 73406.28125 +115 73406.28125 +116 73406.28125 +117 78077.78125 +118 73406.28125 +119 73406.28125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,Cota-Parte do FPM,HWES,1.0193021297454834,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,Cota-Parte do ICMS,SES,0.7883009910583496,"108 506884.28125 +109 480242.06250 +110 453405.00000 +111 469716.21875 +112 508629.71875 +113 493330.56250 +114 474638.21875 +115 499599.15625 +116 499581.43750 +117 508590.78125 +118 487211.50000 +119 530602.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,Cota-Parte do IPVA,AR,1.392280101776123,"108 137404.500000 +109 16574.386719 +110 95490.828125 +111 95169.156250 +112 30048.119141 +113 14989.142578 +114 14475.397461 +115 15685.978516 +116 -25137.960938 +117 3074.071777 +118 -25592.394531 +119 211002.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,Cota-Parte do IPVA,Linear Regression,1.392280101776123,"422635 144181.792943 +422643 10358.575878 +422650 108887.263055 +422657 85628.257219 +422663 48804.933851 +422671 19849.484550 +422679 13479.914187 +422687 12473.699087 +422695 4498.753832 +422703 5835.474323 +422712 5221.248128 +422720 222111.003780 +Name: y, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,Cota-Parte do ITR,SARIMAX,2.242830753326416,"56 1297.004761 +57 1289.253296 +58 1290.057495 +59 1291.785645 +60 1258.215820 +61 1290.575806 +62 1290.057495 +63 1289.253296 +64 1278.598633 +65 1290.057495 +66 1290.709961 +67 1278.598633 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Vendelino - RS,Transferencias LC 61_1989,MLP,2.940549612045288,"84 6866.427563 +85 6609.476251 +86 6721.170397 +87 6819.686756 +88 6803.284380 +89 6885.094156 +90 6920.796061 +91 6854.074430 +92 6905.587203 +93 7230.863434 +94 6882.597731 +95 7021.742399 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,IPTU,SARIMAX,2.03104567527771,"92 18909.585938 +93 19761.462891 +94 22003.171875 +95 16072.530273 +96 16684.103516 +97 31253.398438 +98 189033.171875 +99 16516.289062 +100 75864.289062 +101 15779.663086 +102 17203.210938 +103 14684.888672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,ISS,XGBoost,1.1431801319122314,"96 168479.703125 +97 159511.687500 +98 159511.687500 +99 159511.687500 +100 152199.140625 +101 168479.703125 +102 159511.687500 +103 159511.687500 +104 159511.687500 +105 159511.687500 +106 150194.390625 +107 150194.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,ITBI,XGBoost,1.3010671138763428,"90 43055.539062 +91 17059.570312 +92 27921.652344 +93 63429.351562 +94 23601.007812 +95 23601.556641 +96 23601.427734 +97 27016.347656 +98 22110.076172 +99 21242.402344 +100 21668.183594 +101 23092.539062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,ITBI,Linear Regression,1.3010671138763428,"307745 32148.014246 +307754 23132.519745 +307763 15389.210770 +307772 48339.524486 +307781 21205.437728 +307790 17268.417896 +351234 15799.908094 +351243 6533.093237 +351251 19675.126687 +351259 11855.528296 +351268 29475.159824 +351277 30638.497917 +Name: y, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,IRRF,MLP,2.7106189727783203,"96 42802.945006 +97 43225.448893 +98 42082.011233 +99 43068.118530 +100 43218.401115 +101 42173.961112 +102 42494.497276 +103 43174.421497 +104 43836.680173 +105 43688.202685 +106 43517.662325 +107 53920.807450 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,IRRF,Linear Regression,2.7106189727783203,"351235 47918.667682 +351244 50429.792326 +351252 45565.436195 +351260 50683.845114 +351269 52019.149893 +351278 47706.062401 +351286 49746.691080 +351291 53590.883204 +351296 57510.878193 +351301 57722.572637 +351306 57845.641754 +351311 108496.740950 +Name: y, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do FPM,SARIMAX,1.2360100746154785,"96 1596812.000 +97 1963930.500 +98 1414396.000 +99 1596412.375 +100 1963930.500 +101 1596412.375 +102 1963930.500 +103 1596412.375 +104 1414396.000 +105 1414396.000 +106 1963930.500 +107 1963930.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ICMS,XGBoost,0.887958288192749,"90 813051.6250 +91 686000.5000 +92 634735.8750 +93 693841.3125 +94 753932.3750 +95 753867.4375 +96 525524.6875 +97 522570.8125 +98 658756.7500 +99 468075.7500 +100 657514.8750 +101 516512.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ICMS,Linear Regression,0.887958288192749,"307748 831537.550814 +307757 602753.900782 +307766 483013.162257 +307775 556342.473857 +307784 659412.345544 +307793 666372.625099 +351237 411054.448066 +351246 516482.444676 +351254 554257.656249 +351262 498442.179495 +351271 618224.557617 +351280 491439.269115 +Name: y, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do IPVA,MLP,1.6143643856048584,"90 36552.029920 +91 29730.838085 +92 28625.115950 +93 26748.940848 +94 31872.981467 +95 248219.845313 +96 207274.331082 +97 97717.156952 +98 137790.990292 +99 261084.130385 +100 175904.077379 +101 70296.186184 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ITR,XGBoost,2.7430291175842285,"93 7985.446289 +94 6281.617188 +95 6281.617188 +96 6661.342773 +97 6812.195801 +98 6869.531738 +99 7552.228516 +100 5950.161133 +101 11996.897461 +102 17056.740234 +103 8836.733398 +104 9122.978516 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ITR,Linear Regression,2.7430291175842285,"307786 6878.012431 +307795 5806.781315 +351239 6097.380037 +351264 397.672277 +351273 189.182897 +351282 1028.478095 +351288 258.686240 +351293 2808.670155 +351298 11676.644243 +351303 67816.286805 +351308 8999.196235 +351313 10871.656771 +Name: y, dtype: float64" +Prefeitura Municipal de Fontoura Xavier - RS,Transferencias LC 61_1989,XGBoost,1.5250916481018066,"54 5556.125488 +55 5610.650391 +56 5844.544434 +57 5846.389160 +58 5845.129883 +59 5560.391113 +60 5605.905762 +61 5845.129883 +62 5845.140137 +63 5572.707520 +64 6265.340332 +65 6265.340332 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,IPTU,XGBoost,1.5298211574554443,"85 5968.041504 +86 6548.528809 +87 6114.262207 +88 7076.134277 +89 18518.750000 +90 19213.859375 +91 18999.056641 +92 34796.738281 +93 86959.578125 +94 34426.832031 +95 32184.714844 +96 77498.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,ISS,MLP,1.912306547164917,"108 17899.268631 +109 18135.495597 +110 18200.450082 +111 18035.430571 +112 17800.110996 +113 17788.182103 +114 17929.534744 +115 18050.863457 +116 18217.435975 +117 18039.532796 +118 18155.610160 +119 18030.790236 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,ISS,Linear Regression,1.912306547164917,"402628 13741.879011 +402636 15842.781478 +402645 20257.454889 +402654 22741.253496 +402663 21033.758563 +402672 13699.588746 +402681 19693.927934 +402690 10626.428196 +402698 24629.022408 +402707 15815.050157 +402716 17837.458712 +402725 25052.445019 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,ITBI,SARIMAX,1.1949281692504883,"105 16523.703125 +106 9621.728516 +107 4251.820312 +108 17370.117188 +109 9621.728516 +110 22888.656250 +111 21249.882812 +112 17360.201172 +113 18224.810547 +114 9508.182617 +115 7541.591797 +116 21585.001953 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,IRRF,MLP,1.584254503250122,"108 15926.042180 +109 41798.408239 +110 53842.969622 +111 55608.666624 +112 55347.332683 +113 51685.110205 +114 52200.793663 +115 53438.583572 +116 52204.682354 +117 61695.674914 +118 60133.454085 +119 169519.664056 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do FPM,HWES,0.8392138481140137,"108 1329179.625 +109 1887522.750 +110 1181243.000 +111 1228198.750 +112 1587422.500 +113 1323205.250 +114 1593672.000 +115 1181243.000 +116 1175936.125 +117 1123953.500 +118 1587422.500 +119 1887522.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do ICMS,HWES,1.6906390190124512,"108 723453.8125 +109 541877.3750 +110 690627.3750 +111 738030.6250 +112 770437.9375 +113 736738.5625 +114 731700.1250 +115 766203.1875 +116 766203.1875 +117 764616.0000 +118 736890.7500 +119 751130.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do IPVA,MLP,0.7917675971984863,"101 60059.434776 +102 29290.220055 +103 45085.639042 +104 41868.643611 +105 33863.112672 +106 27927.759070 +107 26060.503218 +108 26836.870325 +109 28148.472005 +110 30612.806767 +111 34252.146112 +112 55333.063740 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do ITR,XGBoost,1.2445414066314697,"94 217.441422 +95 231.457977 +96 133.200989 +97 136.614807 +98 1244.120605 +99 1311.832886 +100 714.788086 +101 714.788086 +102 385.980499 +103 2214.948975 +104 21.878536 +105 137.246841 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Palma - RS,Transferencias LC 61_1989,SARIMAX,1.1278791427612305,"108 6054.526367 +109 5322.815430 +110 5660.074707 +111 6193.174316 +112 5988.993652 +113 6453.122559 +114 5276.495605 +115 5973.935059 +116 5243.720215 +117 5678.389160 +118 5660.074707 +119 6494.778809 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,IPTU,SARIMAX,1.401526927947998,"107 14060.575195 +108 149873.578125 +109 222625.406250 +110 222773.265625 +111 144429.562500 +112 144429.562500 +113 145469.890625 +114 149484.937500 +115 145363.625000 +116 144429.750000 +117 145363.625000 +118 144047.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,ISS,SES,0.9225726127624512,"108 132713.812500 +109 174495.796875 +110 168480.890625 +111 168735.656250 +112 170675.656250 +113 170675.656250 +114 170684.109375 +115 148350.265625 +116 172359.843750 +117 147457.359375 +118 164845.703125 +119 147494.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,ISS,Linear Regression,0.9225726127624512,"392309 92406.584767 +392316 125514.442943 +392323 156040.397719 +392330 197914.296020 +392337 226366.931440 +392344 276556.162935 +392351 251597.053279 +392358 158949.252823 +392365 204286.639399 +392372 180862.738475 +392379 233420.564783 +392386 165901.630139 +Name: y, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,ITBI,XGBoost,1.2410690784454346,"106 31413.896484 +107 31882.115234 +108 40348.687500 +109 31882.115234 +110 40348.687500 +111 32061.208984 +112 33200.511719 +113 47529.371094 +114 32061.208984 +115 30535.888672 +116 36368.621094 +117 28228.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,ITBI,Linear Regression,1.2410690784454346,"392310 111582.252333 +392317 64446.873239 +392324 47301.132769 +392331 64443.592356 +392338 49784.243357 +392345 115472.775498 +392352 76025.818220 +392359 37617.864864 +392366 162655.451114 +392373 69906.746471 +392380 41986.689004 +392387 52141.039941 +Name: y, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,IRRF,SARIMAX,1.2924025058746338,"92 74578.539062 +93 68691.882812 +94 64227.511719 +95 53403.480469 +96 57445.902344 +97 54139.113281 +98 51276.441406 +99 51276.441406 +100 51500.457031 +101 51500.457031 +102 53440.414062 +103 53440.414062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,IRRF,Linear Regression,1.2924025058746338,"92 13977.427419 +93 34887.727336 +94 21588.063680 +95 50487.772956 +96 13753.762496 +97 14461.507853 +98 12508.186823 +99 13023.847517 +100 12682.818195 +101 16194.067678 +102 13847.316222 +103 12467.865165 +Name: y, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do FPM,HWES,1.502959966659546,"108 1606578.125 +109 3145042.500 +110 1606490.625 +111 1742851.625 +112 2209682.750 +113 2276170.250 +114 3156281.000 +115 1606490.625 +116 1609030.250 +117 1578231.750 +118 2209682.750 +119 3156281.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do ICMS,HWES,0.8663525581359863,"108 1712024.375 +109 1738119.000 +110 1731328.375 +111 1609711.000 +112 1763568.000 +113 1711839.750 +114 1688144.625 +115 1767478.625 +116 1767478.625 +117 1770770.875 +118 1603843.625 +119 1778678.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do IPVA,AR,1.469700813293457,"108 183263.593750 +109 133706.453125 +110 206991.359375 +111 197181.203125 +112 189723.671875 +113 136357.765625 +114 69516.937500 +115 31563.472656 +116 26884.376953 +117 17948.265625 +118 17948.265625 +119 192950.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do ITR,AR,1.9279217720031738,"92 30240.371094 +93 141695.015625 +94 2314.559082 +95 2877.932617 +96 1942.696777 +97 2980.413818 +98 3122.991943 +99 2494.054199 +100 3095.560547 +101 3099.133545 +102 3733.427979 +103 3145.859619 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do ITR,Linear Regression,1.9279217720031738,"333272 23079.245835 +333281 96275.161967 +333290 4404.201102 +333299 2894.914185 +350414 4146.149691 +350423 3153.663014 +350432 798.780535 +350441 1674.520802 +350450 1465.011034 +350459 1399.406350 +350468 2011.942438 +350477 3030.314832 +Name: y, dtype: float64" +Prefeitura Municipal de Dom Feliciano - RS,Transferencias LC 61_1989,XGBoost,0.7560713291168213,"84 11471.952148 +85 11476.785156 +86 11567.506836 +87 11222.932617 +88 11222.750000 +89 11591.770508 +90 12178.041992 +91 11143.332031 +92 11223.386719 +93 8651.462891 +94 11567.506836 +95 12160.256836 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,IPTU,XGBoost,1.4065594673156738,"101 46734.625000 +102 515267.187500 +103 659812.687500 +104 64008.515625 +105 64008.515625 +106 64074.488281 +107 499102.781250 +108 63627.574219 +109 64836.925781 +110 497266.375000 +111 63862.773438 +112 495847.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,ISS,XGBoost,1.0782136917114258,"108 64930.128906 +109 59145.988281 +110 59773.328125 +111 60998.328125 +112 62170.238281 +113 62170.238281 +114 57354.746094 +115 57117.398438 +116 59477.214844 +117 54960.203125 +118 59047.695312 +119 61781.183594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,ITBI,AR,3.1713247299194336,"108 18114.632812 +109 15803.586914 +110 16427.455078 +111 27436.410156 +112 15100.712891 +113 26129.583984 +114 19660.945312 +115 19659.029297 +116 15931.405273 +117 13885.544922 +118 17506.250000 +119 17286.236328 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,ITBI,Linear Regression,3.1713247299194336,"399284 10005.465883 +399293 7567.585871 +399302 60206.519645 +399311 15998.587580 +399320 55024.907257 +399329 55160.717490 +399338 36060.308513 +399347 35349.514122 +399356 16476.500943 +399365 64152.291931 +399374 66827.928731 +399383 26629.306200 +Name: y, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,IRRF,HWES,0.8772792816162109,"108 88639.140625 +109 87220.265625 +110 87220.265625 +111 88375.460938 +112 88375.460938 +113 87220.265625 +114 88375.546875 +115 88375.546875 +116 87220.265625 +117 87240.054688 +118 86685.671875 +119 91053.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,IRRF,Linear Regression,0.8772792816162109,"399285 89625.425033 +399294 87029.553772 +399303 87996.863682 +399312 91802.559581 +399321 92936.526193 +399330 85382.812247 +399339 89615.910845 +399348 90124.066624 +399357 84841.310821 +399366 80178.694126 +399375 87719.092295 +399384 166808.161447 +Name: y, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do FPM,HWES,1.0085768699645996,"108 1243665.625 +109 1893925.750 +110 1075495.375 +111 1148330.500 +112 1244511.125 +113 1288781.250 +114 1244511.125 +115 1075495.375 +116 1075495.375 +117 952186.375 +118 1244511.125 +119 1893925.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do ICMS,HWES,0.8972773551940918,"108 1163355.750 +109 1090864.250 +110 1139696.750 +111 1167193.625 +112 1150804.250 +113 1162193.000 +114 1167193.625 +115 1172398.500 +116 1167193.625 +117 1150804.250 +118 1163355.750 +119 1150804.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do IPVA,XGBoost,1.5128874778747559,"108 308610.281250 +109 62290.839844 +110 319646.468750 +111 268890.062500 +112 260645.093750 +113 39985.699219 +114 12692.178711 +115 15541.930664 +116 15214.167969 +117 5438.818359 +118 8821.794922 +119 328944.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do ITR,SARIMAX,1.3644390106201172,"102 100.090393 +103 103.735092 +104 62.479183 +105 67.942917 +106 98.068344 +107 112.384613 +108 16.051529 +109 116.203613 +110 3248.442627 +111 4062.891357 +112 45.397480 +113 39.813747 +Name: Valor, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do ITR,Linear Regression,1.3644390106201172,"102 35.277028 +103 111.549426 +104 45.115224 +105 31.765321 +106 41.621733 +107 161.491740 +108 71.341221 +109 90.449500 +110 1073.535920 +111 1806.791481 +112 109.167633 +113 96.871554 +Name: y, dtype: float64" +Prefeitura Municipal de Anta Gorda - RS,Transferencias LC 61_1989,HWES,1.440281867980957,"108 10245.043945 +109 8909.159180 +110 10253.868164 +111 10540.738281 +112 11349.751953 +113 11082.979492 +114 11267.214844 +115 11351.558594 +116 10348.890625 +117 11127.832031 +118 10890.706055 +119 11777.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,IPTU,HWES,1.7888097763061523,"101 7686.441895 +102 5028.884277 +103 7031.236816 +104 27311.662109 +105 5721.025879 +106 12190.177734 +107 11710.259766 +108 6358.563965 +109 4531.419922 +110 4695.308105 +111 11056.886719 +112 10919.821289 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,ISS,MLP,1.5512452125549316,"108 18968.596313 +109 20182.644839 +110 20855.773713 +111 21613.391554 +112 22485.273617 +113 23738.934419 +114 24404.927498 +115 25993.560016 +116 26383.074155 +117 27506.062598 +118 27960.563214 +119 28894.900234 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,ITBI,SARIMAX,1.1015117168426514,"80 7433.598633 +81 9315.410156 +82 8835.098633 +83 9286.250000 +84 8861.199219 +85 7968.800781 +86 9429.029297 +87 9338.040039 +88 8848.357422 +89 9719.457031 +90 7875.643555 +91 8099.569824 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,IRRF,MLP,1.6952462196350098,"108 36537.811323 +109 36547.382979 +110 41399.519061 +111 38471.319773 +112 36203.685394 +113 37027.147757 +114 36515.265544 +115 40089.243599 +116 36381.591945 +117 38700.855436 +118 37242.956873 +119 45222.073320 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,IRRF,Linear Regression,1.6952462196350098,"392395 38000.938423 +392404 38218.121174 +392413 63954.206703 +392421 49698.497827 +392429 38383.190967 +392437 42920.006970 +392446 40599.255754 +392455 59715.125329 +392464 41212.468795 +392473 53753.703632 +392482 46883.702608 +392489 89467.273206 +Name: y, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do FPM,HWES,0.985349178314209,"108 1.371945e+06 +109 1.490298e+06 +110 1.132955e+06 +111 1.237149e+06 +112 1.371945e+06 +113 1.237146e+06 +114 1.371945e+06 +115 1.132955e+06 +116 1.132955e+06 +117 9.720139e+05 +118 1.371945e+06 +119 1.893730e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do ICMS,HWES,1.1341438293457031,"108 518148.71875 +109 474923.96875 +110 516357.00000 +111 535261.56250 +112 523190.71875 +113 559197.25000 +114 546267.37500 +115 538154.43750 +116 535261.56250 +117 538154.43750 +118 523184.87500 +119 538154.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do IPVA,SARIMAX,2.105438232421875,"107 71361.867188 +108 29572.589844 +109 62039.128906 +110 67432.585938 +111 67432.585938 +112 31794.488281 +113 6403.942871 +114 10503.906250 +115 4296.008789 +116 2428.976562 +117 2428.976562 +118 69290.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do ITR,XGBoost,1.3311443328857422,"97 241.662491 +98 3408.128662 +99 6874.557129 +100 6872.165527 +101 6857.619629 +102 6921.539062 +103 6873.089355 +104 6852.358398 +105 139.409042 +106 134.311508 +107 6861.143066 +108 6921.539062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado Xavier - RS,Transferencias LC 61_1989,XGBoost,0.9520926475524902,"48 3267.222900 +49 3033.461426 +50 3350.302979 +51 3396.140137 +52 3350.093506 +53 3361.833984 +54 3574.350342 +55 3350.093506 +56 3350.345947 +57 3059.361572 +58 3350.345947 +59 3574.350342 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,IPTU,SARIMAX,3.2613940238952637,"108 1.826890e+05 +109 5.201522e+05 +110 3.380567e+06 +111 6.167402e+05 +112 6.176495e+05 +113 6.571235e+05 +114 6.176495e+05 +115 5.617649e+05 +116 6.176495e+05 +117 5.507819e+05 +118 5.210615e+05 +119 5.210615e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,IPTU,Linear Regression,3.2613940238952637,"108 72862.536585 +109 183381.175592 +110 980191.062908 +111 226428.748747 +112 214457.652856 +113 212426.697826 +114 221114.539039 +115 201212.056617 +116 207405.286685 +117 186177.838224 +118 183077.272317 +119 190880.020175 +Name: y, dtype: float64" +Prefeitura Municipal de São Borja - RS,ISS,SARIMAX,1.0706920623779297,"108 1401146.750 +109 1340692.750 +110 1401146.750 +111 1309186.875 +112 1309186.875 +113 1340848.250 +114 1340848.250 +115 1401146.750 +116 1401146.750 +117 1340848.250 +118 1401146.750 +119 1401146.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,ITBI,XGBoost,0.9065945148468018,"108 287117.937500 +109 222235.390625 +110 363098.625000 +111 183482.515625 +112 245718.515625 +113 241796.515625 +114 519451.281250 +115 204776.703125 +116 521847.625000 +117 252838.609375 +118 415842.312500 +119 198398.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,ITBI,Linear Regression,0.9065945148468018,"388878 3.700048e+05 +388887 4.070057e+05 +388896 5.076008e+05 +388905 2.008565e+05 +388914 4.435230e+05 +388923 4.551411e+05 +388932 6.889617e+05 +388941 4.296618e+05 +388950 3.235304e+05 +388959 2.834590e+05 +388968 1.030499e+06 +388977 5.425729e+05 +Name: y, dtype: float64" +Prefeitura Municipal de São Borja - RS,IRRF,Prophet,1.8604505062103271,"108 8.724671e+05 +109 9.523135e+05 +110 9.523518e+05 +111 9.523135e+05 +112 1.787476e+06 +113 9.494626e+05 +114 9.523135e+05 +115 9.523518e+05 +116 1.787476e+06 +117 1.100081e+06 +118 1.100081e+06 +119 1.787476e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,Cota-Parte do FPM,AR,0.9619166851043701,"108 5068441.5 +109 7575075.0 +110 4491065.5 +111 4539070.5 +112 5061164.5 +113 5068441.5 +114 6398749.0 +115 4491065.5 +116 4491248.0 +117 3815289.5 +118 5061164.5 +119 7575075.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,Cota-Parte do ICMS,HWES,0.8509352207183838,"108 6225603.0 +109 5458101.0 +110 5354599.0 +111 6193227.0 +112 6652440.5 +113 6212303.0 +114 6193227.0 +115 6484865.0 +116 6484865.0 +117 6652444.0 +118 6099215.5 +119 6652444.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,Cota-Parte do IPVA,AR,1.6432569026947021,"108 1.772647e+06 +109 1.059179e+06 +110 2.356029e+06 +111 1.737580e+06 +112 1.738536e+06 +113 9.607493e+05 +114 6.917648e+05 +115 3.847646e+05 +116 3.486807e+05 +117 1.920972e+05 +118 1.440374e+05 +119 1.735726e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,Cota-Parte do ITR,MLP,2.99527907371521,"107 4.536230e+05 +108 1.316682e+05 +109 1.426360e+05 +110 1.594879e+05 +111 1.680204e+05 +112 1.660720e+05 +113 1.688879e+05 +114 1.763196e+05 +115 3.295937e+05 +116 3.666248e+06 +117 6.339523e+05 +118 6.529642e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Borja - RS,Transferencias LC 61_1989,AR,1.0319929122924805,"88 54290.957031 +89 51055.273438 +90 49676.324219 +91 52713.171875 +92 50434.574219 +93 53933.347656 +94 61380.421875 +95 49460.796875 +96 54517.136719 +97 56731.773438 +98 49208.988281 +99 61434.085938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,IPTU,AR,1.5127499103546143,"108 5416545.500 +109 5532746.500 +110 1465826.625 +111 1677616.625 +112 1478012.500 +113 2064095.750 +114 1333989.000 +115 1246512.500 +116 1246512.500 +117 1677616.625 +118 1186715.500 +119 1343174.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,ISS,SARIMAX,0.9484682083129883,"108 3064138.75 +109 3029987.75 +110 3064135.50 +111 3029987.75 +112 3064138.75 +113 3064138.75 +114 3064138.75 +115 3064138.75 +116 3064135.50 +117 3064135.50 +118 3064135.50 +119 3064138.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,ITBI,MLP,0.8456356525421143,"108 429589.251144 +109 402913.408352 +110 480172.213137 +111 442428.894326 +112 453441.590609 +113 480040.131555 +114 457321.209261 +115 500084.596186 +116 463949.089250 +117 505440.477700 +118 478508.381518 +119 478901.549171 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,IRRF,XGBoost,2.697751998901367,"108 3374563.75 +109 4715743.00 +110 4697713.50 +111 4707800.00 +112 4708808.50 +113 4708808.50 +114 4706957.50 +115 4706957.50 +116 4714446.50 +117 4708808.50 +118 4714446.50 +119 4707800.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do FPM,HWES,0.8591649532318115,"108 7734632.0 +109 10691186.0 +110 6915856.5 +111 7110655.0 +112 7739910.5 +113 7894114.0 +114 6626124.0 +115 6915856.5 +116 6028944.5 +117 6530477.0 +118 7739910.5 +119 10691186.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ICMS,HWES,0.8428933620452881,"108 10612448.0 +109 9519525.0 +110 10116719.0 +111 10625713.0 +112 10719554.0 +113 10055606.0 +114 10552525.0 +115 10713732.0 +116 10713732.0 +117 10547686.0 +118 10404802.0 +119 10547681.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do IPVA,AR,1.501448631286621,"108 2.921146e+06 +109 1.808710e+06 +110 2.589584e+06 +111 2.697289e+06 +112 3.301540e+06 +113 1.787640e+06 +114 1.143781e+06 +115 8.387041e+05 +116 5.410184e+05 +117 2.729002e+05 +118 2.728772e+05 +119 2.925233e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ITR,AR,1.2668170928955078,"79 717.799622 +80 449.868896 +81 564.645569 +82 258.623688 +83 2183.013672 +84 1608.233276 +85 2236.217041 +86 540.177551 +87 2140.244141 +88 698.171326 +89 552.253906 +90 1943.662964 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ITR,Linear Regression,1.2668170928955078,"372777 14.835606 +372786 982.592445 +372795 3815.874675 +372804 1082.484709 +372813 7.956834 +424538 174.731832 +424555 55.128181 +424564 627.395451 +424581 1195.497480 +424590 4268.642425 +424599 784.229000 +424608 805.434973 +Name: y, dtype: float64" +Prefeitura Municipal de Sapucaia do Sul - RS,Transferencias LC 61_1989,HWES,0.8222429752349854,"96 57178.046875 +97 55679.429688 +98 63011.648438 +99 63317.242188 +100 62818.269531 +101 68666.242188 +102 69408.578125 +103 64372.417969 +104 64569.742188 +105 63048.292969 +106 63373.042969 +107 68755.476562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,IPTU,SARIMAX,1.546450138092041,"104 2259.910400 +105 64810.929688 +106 95796.335938 +107 8422.977539 +108 8422.977539 +109 7337.460449 +110 5703.200195 +111 5461.623535 +112 1946.857178 +113 1461.448975 +114 2193.581543 +115 7560.631836 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,ISS,MLP,1.6221578121185303,"108 16191.374963 +109 18584.299732 +110 19243.276525 +111 19601.466539 +112 17752.559296 +113 18999.005801 +114 19920.776513 +115 19309.565567 +116 18843.054698 +117 17994.174589 +118 16331.321233 +119 20048.533465 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,ISS,Linear Regression,1.6221578121185303,"390086 6548.074910 +390095 18620.405224 +390104 22181.439594 +390113 24325.786494 +390122 15115.502006 +390130 21588.626843 +390139 26636.389471 +390148 23939.606177 +390157 21889.245351 +390166 17777.845169 +390175 9285.009135 +390184 28347.091293 +Name: y, dtype: float64" +Prefeitura Municipal de Ibarama - RS,ITBI,XGBoost,1.1263988018035889,"105 14127.148438 +106 18359.980469 +107 17730.302734 +108 10105.725586 +109 13182.383789 +110 9277.148438 +111 17391.373047 +112 18664.509766 +113 11854.720703 +114 10679.893555 +115 10786.375000 +116 12043.943359 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,IRRF,XGBoost,1.6649925708770752,"108 83698.414062 +109 82814.187500 +110 83489.718750 +111 83489.718750 +112 83489.718750 +113 83489.718750 +114 83489.718750 +115 83489.718750 +116 83486.562500 +117 83486.562500 +118 82697.132812 +119 83489.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,Cota-Parte do FPM,MLP,1.5278935432434082,"108 1.254476e+06 +109 1.310984e+06 +110 1.289033e+06 +111 1.222956e+06 +112 1.285700e+06 +113 1.249896e+06 +114 1.392038e+06 +115 1.173125e+06 +116 1.189357e+06 +117 1.163035e+06 +118 1.301771e+06 +119 1.639055e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,Cota-Parte do ICMS,HWES,1.2146577835083008,"108 409452.21875 +109 379736.37500 +110 394026.65625 +111 398163.71875 +112 398235.81250 +113 394925.00000 +114 383740.75000 +115 444771.90625 +116 363686.78125 +117 407906.12500 +118 384244.81250 +119 412819.71875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,Cota-Parte do IPVA,AR,1.5000693798065186,"108 100691.781250 +109 776.210632 +110 81473.968750 +111 80984.031250 +112 103653.984375 +113 7970.967773 +114 1458.551392 +115 37349.488281 +116 4592.650391 +117 3091.074463 +118 4592.650391 +119 105558.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,Cota-Parte do ITR,XGBoost,1.6818265914916992,"66 97.994339 +67 176.312241 +68 109.518150 +69 156.415924 +70 154.557602 +71 154.460739 +72 147.849945 +73 408.226074 +74 2319.153076 +75 8422.664062 +76 8480.304688 +77 804.170044 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibarama - RS,Transferencias LC 61_1989,HWES,0.9211547374725342,"84 3785.555908 +85 3464.171387 +86 3884.787598 +87 4009.392090 +88 4007.140381 +89 3658.079834 +90 3640.349609 +91 3983.420654 +92 3623.798584 +93 3644.404053 +94 3885.072754 +95 4893.544434 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,IPTU,SARIMAX,1.6768181324005127,"84 17244.091797 +85 15732.837891 +86 9947.090820 +87 11046.415039 +88 11411.623047 +89 11105.586914 +90 11046.415039 +91 9325.289062 +92 9458.748047 +93 8945.830078 +94 6212.766113 +95 7913.025391 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,IPTU,Linear Regression,1.6768181324005127,"84 4259.241857 +85 5607.030219 +86 16729.000473 +87 4905.519166 +88 4998.302076 +89 3760.140811 +90 4383.680785 +91 3575.850870 +92 3918.110024 +93 2620.598233 +94 5540.084271 +95 3870.857185 +Name: y, dtype: float64" +Prefeitura Municipal de Colinas - RS,ISS,XGBoost,1.0005109310150146,"88 30905.708984 +89 31680.955078 +90 31786.501953 +91 31786.501953 +92 31786.501953 +93 31786.501953 +94 31786.501953 +95 31786.501953 +96 31786.501953 +97 31786.501953 +98 31552.958984 +99 31739.009766 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,ISS,Linear Regression,1.0005109310150146,"365917 32230.500281 +365926 17986.030356 +365935 29087.836041 +365944 28409.249042 +365953 27379.964786 +365961 26192.811252 +365969 25151.795418 +365978 29014.063472 +365987 29673.497052 +365996 28934.224050 +366005 38852.635203 +366014 27787.318048 +Name: y, dtype: float64" +Prefeitura Municipal de Colinas - RS,ITBI,Prophet,1.7170436382293701,"84 10841.930664 +85 6936.847168 +86 17590.412109 +87 13034.930664 +88 11325.939453 +89 8803.695312 +90 19592.464844 +91 10504.739258 +92 11328.162109 +93 11325.939453 +94 20924.916016 +95 11328.162109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,IRRF,SARIMAX,1.1000630855560303,"88 69473.093750 +89 69473.093750 +90 69700.335938 +91 69452.648438 +92 69452.648438 +93 69700.335938 +94 69452.492188 +95 69700.335938 +96 69700.335938 +97 69700.335938 +98 69700.335938 +99 69700.335938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,Cota-Parte do FPM,SARIMAX,0.80655837059021,"88 1760702.875 +89 1811506.375 +90 1177917.625 +91 1760702.875 +92 1771227.875 +93 1760702.875 +94 1811506.375 +95 1760702.875 +96 1177917.625 +97 1241753.875 +98 1806869.625 +99 1811506.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,Cota-Parte do ICMS,XGBoost,0.8686087131500244,"88 701357.7500 +89 691176.8750 +90 697878.6250 +91 689431.3125 +92 698029.4375 +93 689345.1875 +94 689345.1875 +95 691176.8750 +96 689143.1875 +97 689171.4375 +98 693076.0000 +99 714754.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,Cota-Parte do IPVA,MLP,1.6402075290679932,"88 106405.508907 +89 37593.381562 +90 57048.287745 +91 71974.187623 +92 61409.670325 +93 35608.354351 +94 35434.796253 +95 33232.612076 +96 31320.844645 +97 29049.118031 +98 30156.012497 +99 177146.375065 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,Cota-Parte do ITR,XGBoost,1.1009588241577148,"71 239.645905 +72 857.110718 +73 882.510620 +74 955.417725 +75 958.919434 +76 962.353760 +77 789.176758 +78 1340.390015 +79 359.116760 +80 352.498016 +81 964.520813 +82 958.740417 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,Transferencias LC 61_1989,AR,0.9464261531829834,"88 6348.948730 +89 6870.456055 +90 6131.682617 +91 6482.617188 +92 5440.788574 +93 7226.258301 +94 6094.322754 +95 6426.561523 +96 5863.138672 +97 6351.188477 +98 6390.135254 +99 5736.747070 +Name: Valor, dtype: float64" +Prefeitura Municipal de Colinas - RS,Transferencias LC 61_1989,Linear Regression,0.9464261531829834,"365924 6703.335277 +365933 8293.541512 +365942 7497.897379 +365951 6817.347199 +365959 5221.246741 +365967 4846.446313 +365976 5889.685765 +365985 4105.814925 +365994 5398.244269 +366003 6662.920462 +366012 4633.741754 +366021 5985.825188 +Name: y, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,IPTU,XGBoost,1.7566144466400146,"104 104439.429688 +105 105459.578125 +106 139355.046875 +107 138494.390625 +108 86134.710938 +109 32295.703125 +110 32295.703125 +111 42028.898438 +112 87871.140625 +113 55453.789062 +114 54861.640625 +115 50444.199219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,ISS,SARIMAX,1.0183625221252441,"108 69192.218750 +109 54436.832031 +110 54071.988281 +111 62702.316406 +112 62479.511719 +113 53650.320312 +114 62479.511719 +115 68968.789062 +116 59017.882812 +117 59022.488281 +118 59022.488281 +119 68316.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,ITBI,HWES,0.9454691410064697,"108 49152.183594 +109 70012.468750 +110 58488.621094 +111 41215.300781 +112 89628.054688 +113 43257.976562 +114 49940.734375 +115 43333.312500 +116 40814.804688 +117 51502.312500 +118 23816.822266 +119 77184.117188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,ITBI,Linear Regression,0.9454691410064697,"423988 21495.068095 +423997 138891.399861 +424005 51006.466672 +424014 1388.778023 +424023 436296.889697 +424032 72275.987659 +424041 40119.796507 +424050 83494.940205 +424059 66274.357597 +424067 143204.409700 +424076 33496.400691 +424085 117696.095293 +Name: y, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,IRRF,XGBoost,2.2647864818573,"107 202057.046875 +108 202057.046875 +109 202057.046875 +110 202057.046875 +111 186873.015625 +112 186873.015625 +113 186873.015625 +114 202057.046875 +115 202057.046875 +116 202057.046875 +117 202057.046875 +118 202057.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,Cota-Parte do FPM,MLP,1.009643316268921,"108 1.104906e+06 +109 1.259353e+06 +110 1.039391e+06 +111 1.130940e+06 +112 1.258114e+06 +113 1.221422e+06 +114 1.357569e+06 +115 1.142961e+06 +116 1.158052e+06 +117 1.130671e+06 +118 1.267826e+06 +119 1.602904e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,Cota-Parte do ICMS,HWES,1.0527396202087402,"108 1329849.750 +109 1361021.000 +110 1536218.375 +111 1530263.125 +112 1689031.125 +113 1518132.500 +114 1556584.500 +115 1706500.500 +116 1706500.500 +117 1709930.875 +118 1552409.375 +119 1710672.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,Cota-Parte do IPVA,SARIMAX,0.902686595916748,"105 209998.093750 +106 209998.093750 +107 83790.289062 +108 86064.718750 +109 83790.289062 +110 185757.312500 +111 68050.078125 +112 86155.242188 +113 140083.031250 +114 41918.902344 +115 139661.000000 +116 169905.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bossoroca - RS,Cota-Parte do ITR,MLP,1.5122668743133545,"36 67670.561691 +37 4278.276534 +38 13290.777177 +39 12303.428061 +40 5841.788596 +41 3692.666885 +42 9831.887668 +43 4996.569588 +44 31771.609104 +45 911108.329307 +46 191678.453992 +47 137701.842136 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,IPTU,XGBoost,2.038161277770996,"107 36353.160156 +108 68682.070312 +109 115316.210938 +110 384299.875000 +111 42542.417969 +112 28679.662109 +113 29142.503906 +114 11123.029297 +115 29957.730469 +116 16470.882812 +117 18283.652344 +118 17955.060547 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,ISS,SARIMAX,0.9854147434234619,"108 71134.289062 +109 65066.285156 +110 71134.289062 +111 71108.828125 +112 66148.500000 +113 72090.312500 +114 71134.289062 +115 72090.312500 +116 72090.312500 +117 72932.265625 +118 72932.265625 +119 71976.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,ISS,Linear Regression,0.9854147434234619,"108 20699.449123 +109 18484.095165 +110 21494.291664 +111 20346.814811 +112 19450.021298 +113 23381.316586 +114 20946.295277 +115 21163.713793 +116 24862.102869 +117 22205.807375 +118 22685.978907 +119 22269.054046 +Name: y, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,ITBI,MLP,1.762596607208252,"108 38366.463298 +109 40568.743449 +110 42459.743177 +111 42197.173094 +112 40688.851616 +113 42481.980817 +114 40296.899684 +115 41960.699003 +116 40025.023131 +117 39650.239724 +118 40066.602480 +119 43311.208075 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,IRRF,XGBoost,0.9236299991607666,"93 129582.929688 +94 74427.742188 +95 82390.546875 +96 82390.468750 +97 82390.546875 +98 82390.546875 +99 82390.546875 +100 82390.546875 +101 82390.546875 +102 82390.546875 +103 82390.546875 +104 82390.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Cota-Parte do FPM,HWES,1.1313207149505615,"108 1275847.625 +109 1893768.625 +110 1181024.625 +111 1171441.875 +112 1277317.125 +113 1281293.125 +114 1279642.250 +115 1181024.625 +116 1141837.375 +117 1275847.625 +118 1277317.125 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Cota-Parte do ICMS,HWES,0.993464469909668,"108 1.177666e+06 +109 1.000191e+06 +110 1.142730e+06 +111 1.086739e+06 +112 1.340199e+06 +113 1.294345e+06 +114 1.242033e+06 +115 1.285587e+06 +116 1.285587e+06 +117 1.242033e+06 +118 1.270212e+06 +119 1.264898e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Cota-Parte do IPVA,AR,2.1077616214752197,"107 242201.625000 +108 83548.757812 +109 228785.796875 +110 225888.828125 +111 227166.015625 +112 83568.734375 +113 56860.472656 +114 56860.472656 +115 35048.863281 +116 19359.474609 +117 13254.299805 +118 225888.828125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Cota-Parte do IPVA,Linear Regression,2.1077616214752197,"393990 403145.841239 +393999 80019.725079 +394008 148274.130483 +394016 238602.417655 +394025 223429.040932 +394034 80261.775113 +394043 50556.976863 +394052 49496.564734 +394061 30522.757942 +394070 12858.739095 +394079 10579.750168 +394088 249903.685141 +Name: y, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Cota-Parte do ITR,XGBoost,1.3847143650054932,"95 23.611452 +96 272.216949 +97 101.580032 +98 42.629204 +99 126.042557 +100 89.706085 +101 114.875366 +102 146.442429 +103 2714.920654 +104 -120.100395 +105 25.052635 +106 63.535126 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Cota-Parte do ITR,Linear Regression,1.3847143650054932,"340354 223.647068 +393991 55.779017 +394000 11.416476 +394017 115.443981 +394026 35.625197 +394035 46.860650 +394044 35.009721 +394053 47.801966 +394062 5144.280815 +394071 2333.945177 +394080 223.828090 +394089 28.794620 +Name: y, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Transferencias LC 61_1989,HWES,1.1465814113616943,"108 10077.410156 +109 8222.033203 +110 8451.466797 +111 10635.471680 +112 8634.419922 +113 10752.617188 +114 10719.705078 +115 8619.240234 +116 8300.939453 +117 10257.293945 +118 9607.118164 +119 10632.945312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmitinho - RS,Transferencias LC 61_1989,Linear Regression,1.1465814113616943,"393992 13712.796445 +394001 7444.851947 +394009 9375.504791 +394018 11091.728660 +394027 10236.225889 +394036 11601.924953 +394045 11967.114655 +394054 9982.927367 +394063 10627.099545 +394072 17617.712438 +394081 9402.272013 +394090 12388.622685 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,IPTU,SES,1.5330743789672852,"108 48012724.0 +109 142788912.0 +110 46392840.0 +111 45795676.0 +112 45703964.0 +113 45919148.0 +114 46077948.0 +115 45919000.0 +116 46027316.0 +117 45917872.0 +118 45918064.0 +119 45917872.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,IPTU,Linear Regression,1.5330743789672852,"399066 1.624439e+08 +399075 3.693750e+08 +399084 6.085244e+07 +399093 5.439961e+07 +399102 5.519012e+07 +399111 5.009709e+07 +399120 5.595047e+07 +399129 5.280907e+07 +399138 4.880911e+07 +399147 4.810519e+07 +399156 4.670773e+07 +399165 4.707320e+07 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,ISS,MLP,0.9510090351104736,"108 1.514946e+08 +109 1.312715e+08 +110 1.368869e+08 +111 1.383393e+08 +112 1.385869e+08 +113 1.415564e+08 +114 1.440809e+08 +115 1.448673e+08 +116 1.480363e+08 +117 1.534048e+08 +118 1.501510e+08 +119 1.511401e+08 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,ITBI,XGBoost,2.0469672679901123,"108 25785014.0 +109 24038402.0 +110 30652516.0 +111 25750296.0 +112 30596794.0 +113 25963998.0 +114 25737000.0 +115 33089954.0 +116 25986088.0 +117 25993720.0 +118 25993760.0 +119 30682214.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,ITBI,Linear Regression,2.0469672679901123,"399068 2.706534e+07 +399077 2.243323e+07 +399086 3.293096e+07 +399095 2.685577e+07 +399104 3.383942e+07 +399113 3.067836e+07 +399122 2.720708e+07 +399131 3.553344e+07 +399140 3.042804e+07 +399149 3.091714e+07 +399158 3.065717e+07 +399167 3.416445e+07 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,IRRF,XGBoost,1.524747371673584,"108 31949246.0 +109 42893008.0 +110 67293528.0 +111 42667352.0 +112 42667352.0 +113 39800456.0 +114 42667352.0 +115 39408644.0 +116 39408644.0 +117 39408644.0 +118 39408128.0 +119 67480912.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do FPM,HWES,1.0025460720062256,"108 48371104.0 +109 57623832.0 +110 32029714.0 +111 48493556.0 +112 41012176.0 +113 48494284.0 +114 41008112.0 +115 33257618.0 +116 33257618.0 +117 33137428.0 +118 37977356.0 +119 54025636.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do ICMS,XGBoost,0.9206051826477051,"108 67715736.0 +109 68530808.0 +110 59873140.0 +111 70706560.0 +112 69901680.0 +113 60509452.0 +114 69112096.0 +115 69651032.0 +116 69490760.0 +117 71095232.0 +118 61130628.0 +119 68535736.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do IPVA,AR,1.4568746089935303,"108 64508224.0 +109 28761818.0 +110 28761818.0 +111 56819492.0 +112 51407200.0 +113 20709564.0 +114 17303300.0 +115 12081932.0 +116 8797207.0 +117 8056111.0 +118 4685043.0 +119 58286404.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do IPVA,Linear Regression,1.4568746089935303,"399072 8.894335e+07 +399081 2.768899e+07 +399090 2.920069e+07 +399099 4.859331e+07 +399108 4.312442e+07 +399117 2.062710e+07 +399126 1.742512e+07 +399135 1.050651e+07 +399144 7.379656e+06 +399153 6.264135e+06 +399162 4.157916e+06 +399171 6.357933e+07 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do ITR,SARIMAX,1.7549984455108643,"108 23793.888672 +109 22930.277344 +110 22877.304688 +111 54088.050781 +112 21650.001953 +113 21386.154297 +114 21644.449219 +115 17925.908203 +116 28456.738281 +117 27816.132812 +118 28473.248047 +119 28473.248047 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do ITR,Linear Regression,1.7549984455108643,"108 5136.323348 +109 7393.295581 +110 7156.382618 +111 16671.797341 +112 4783.042448 +113 4659.665731 +114 5686.082191 +115 8686.437573 +116 6471.148853 +117 11238.553980 +118 5696.979530 +119 5969.953429 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Alegre - RS,Transferencias LC 61_1989,SES,0.83915114402771,"108 588947.2500 +109 579426.1875 +110 570598.6250 +111 554998.5000 +112 570821.4375 +113 555018.6875 +114 566260.8750 +115 570306.3750 +116 570841.6250 +117 606601.3125 +118 570598.6250 +119 590407.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,IPTU,XGBoost,1.873845100402832,"102 2310.676514 +103 2765.547119 +104 2822.047119 +105 2305.111328 +106 2258.006592 +107 1669.698608 +108 1505.442261 +109 1438.056519 +110 1332.826660 +111 1010.221802 +112 1525.051025 +113 1518.505493 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,IPTU,Linear Regression,1.873845100402832,"359558 6246.248448 +359566 2756.408893 +359574 3773.793877 +359582 5561.207680 +359590 3489.762317 +359598 4686.662353 +389712 6689.120900 +389720 1857.031401 +389728 4704.980741 +389737 5096.940175 +389746 3328.449795 +389755 3565.481753 +Name: y, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,ISS,Prophet,1.4564306735992432,"102 9537.883789 +103 9537.883789 +104 9559.514648 +105 9542.198242 +106 9531.613281 +107 9600.716797 +108 9542.198242 +109 9600.716797 +110 9626.082031 +111 9600.775391 +112 9600.775391 +113 9600.716797 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,ITBI,HWES,1.5324289798736572,"96 11277.635742 +97 8036.139648 +98 10861.052734 +99 8335.235352 +100 11071.649414 +101 14679.672852 +102 8333.148438 +103 8262.354492 +104 8036.139648 +105 8370.887695 +106 11091.197266 +107 8262.354492 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,ITBI,Linear Regression,1.5324289798736572,"359560 3261.149616 +359568 18353.674312 +359576 4018.079081 +359584 7604.048365 +359592 2152.179398 +359600 726.631562 +389714 8483.827419 +389722 11906.310779 +389730 19158.860422 +389739 8929.806816 +389748 3519.618390 +389757 11752.613286 +Name: y, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,IRRF,MLP,3.4194371700286865,"108 20552.054614 +109 19919.215576 +110 20952.268157 +111 21801.587657 +112 16417.283012 +113 26902.385981 +114 21553.874557 +115 16929.756451 +116 27388.748542 +117 24149.652480 +118 23184.266567 +119 32905.756080 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do FPM,SES,0.895916223526001,"102 1840964.000 +103 1872140.625 +104 1861156.375 +105 1840964.000 +106 1847480.000 +107 1847480.000 +108 1847441.250 +109 1823951.000 +110 1847480.000 +111 1840964.000 +112 1847480.000 +113 1847441.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do ICMS,SES,0.9073035717010498,"102 326370.78125 +103 288721.81250 +104 282183.93750 +105 302031.78125 +106 302088.56250 +107 312189.18750 +108 312209.90625 +109 312189.18750 +110 312189.18750 +111 308773.62500 +112 300449.15625 +113 308773.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do IPVA,XGBoost,1.602656364440918,"100 6177.701660 +101 6979.259277 +102 6529.623047 +103 9174.642578 +104 8059.353027 +105 15888.303711 +106 10724.935547 +107 7119.950195 +108 8230.992188 +109 7851.558594 +110 7220.341309 +111 14250.074219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do ITR,XGBoost,1.5178000926971436,"82 1915.118530 +83 1916.559937 +84 551.918701 +85 1929.345459 +86 1906.951904 +87 1906.951904 +88 535.833191 +89 534.131653 +90 1915.630127 +91 1911.017212 +92 535.833191 +93 1915.630127 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado do Bugre - RS,Transferencias LC 61_1989,SES,1.0134334564208984,"54 2832.652588 +55 2337.988281 +56 2907.254639 +57 2254.263672 +58 2949.542236 +59 2807.992188 +60 3336.429688 +61 3083.619141 +62 3202.102295 +63 2861.139893 +64 3102.900146 +65 2927.672607 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,IPTU,SES,1.631117582321167,"108 12012.490234 +109 10740.249023 +110 15873.382812 +111 11502.537109 +112 23194.757812 +113 14240.742188 +114 5015.182617 +115 140431.375000 +116 140101.703125 +117 139465.109375 +118 13380.680664 +119 16411.162109 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,IPTU,Linear Regression,1.631117582321167,"393341 4565.705362 +393350 2978.652869 +393359 8701.460782 +393368 4921.679848 +393377 26304.621170 +393386 380786.243998 +393395 145699.228001 +393404 23418.013321 +393413 10509.636776 +393422 16332.650485 +393431 13733.245051 +393440 15134.429004 +Name: y, dtype: float64" +Prefeitura Municipal de São Martinho - RS,ISS,XGBoost,0.9677407741546631,"108 67324.039062 +109 67423.125000 +110 67335.382812 +111 67324.039062 +112 67335.382812 +113 67324.039062 +114 67324.039062 +115 67335.382812 +116 67423.125000 +117 67335.382812 +118 67335.382812 +119 67335.382812 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,ITBI,XGBoost,1.8528997898101807,"108 21120.755859 +109 19440.228516 +110 16903.183594 +111 15748.563477 +112 13497.557617 +113 41082.242188 +114 41492.468750 +115 40114.257812 +116 11949.666016 +117 42450.511719 +118 12087.533203 +119 14425.249023 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,ITBI,Linear Regression,1.8528997898101807,"393343 43108.790048 +393352 7941.165194 +393361 33131.188889 +393370 47808.713588 +393379 55348.353568 +393388 70327.455205 +393397 54621.448407 +393406 37153.152965 +393415 31380.186038 +393424 20977.554364 +393433 36933.526576 +393442 21637.867937 +Name: y, dtype: float64" +Prefeitura Municipal de São Martinho - RS,IRRF,XGBoost,1.9439446926116943,"108 75083.117188 +109 128729.289062 +110 128729.289062 +111 74979.148438 +112 74979.148438 +113 74979.148438 +114 75083.117188 +115 128729.289062 +116 74979.148438 +117 128734.531250 +118 128734.531250 +119 128729.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,Cota-Parte do FPM,SARIMAX,0.960968017578125,"108 1.585856e+06 +109 1.879896e+06 +110 1.283376e+06 +111 1.314781e+06 +112 1.585856e+06 +113 1.586391e+06 +114 1.893769e+06 +115 1.283376e+06 +116 1.283376e+06 +117 9.990729e+05 +118 1.585856e+06 +119 1.879896e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,Cota-Parte do ICMS,HWES,1.0591692924499512,"108 1.096464e+06 +109 8.833187e+05 +110 8.996515e+05 +111 1.094741e+06 +112 1.058594e+06 +113 1.096464e+06 +114 1.094741e+06 +115 1.142943e+06 +116 1.096259e+06 +117 1.142943e+06 +118 1.093991e+06 +119 1.058594e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,Cota-Parte do IPVA,XGBoost,1.7825353145599365,"108 206663.609375 +109 74769.882812 +110 106461.445312 +111 315582.218750 +112 212031.062500 +113 26630.287109 +114 55553.519531 +115 37005.941406 +116 16080.323242 +117 19000.601562 +118 58244.640625 +119 206612.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,Cota-Parte do ITR,XGBoost,2.2558155059814453,"105 872.758545 +106 988.058289 +107 891.016479 +108 827.606140 +109 1643.716309 +110 961.665771 +111 1643.716309 +112 969.103638 +113 197.938980 +114 326.532013 +115 211.782303 +116 211.278336 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Martinho - RS,Cota-Parte do ITR,Linear Regression,2.2558155059814453,"393348 206.103592 +393357 48.425664 +393366 515.444995 +393375 86.709131 +393384 11.355716 +393393 252.757693 +393402 13.587885 +393411 4335.066821 +393420 49154.200982 +393429 55067.092314 +393438 1040.571580 +393447 789.709459 +Name: y, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,IPTU,SARIMAX,2.1617002487182617,"108 2008777.50 +109 6579568.00 +110 1112106.25 +111 1112108.25 +112 1112108.25 +113 1112108.25 +114 1112108.25 +115 1112108.25 +116 1112108.25 +117 1112108.25 +118 1112108.25 +119 1112108.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,ISS,Prophet,1.1587955951690674,"108 1694728.125 +109 1659280.125 +110 1826163.250 +111 1823997.875 +112 1694757.750 +113 1694728.125 +114 1695163.250 +115 1694719.875 +116 1826131.750 +117 1694728.125 +118 1694728.125 +119 1694728.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,ITBI,MLP,1.825989007949829,"108 525902.269871 +109 379151.360083 +110 384947.946313 +111 399323.307668 +112 414058.607862 +113 478089.429554 +114 385842.064067 +115 415875.140489 +116 391327.990952 +117 410255.329952 +118 439424.365830 +119 391817.475345 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,IRRF,MLP,2.7682785987854004,"108 1.236088e+06 +109 1.519956e+06 +110 1.458547e+06 +111 1.994559e+06 +112 1.835120e+06 +113 1.919903e+06 +114 1.863067e+06 +115 2.555590e+06 +116 2.244631e+06 +117 2.460515e+06 +118 2.607801e+06 +119 3.456549e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do FPM,MLP,1.82773756980896,"106 4.993171e+06 +107 5.985763e+06 +108 4.669315e+06 +109 4.998162e+06 +110 5.285795e+06 +111 5.130194e+06 +112 5.884245e+06 +113 4.793996e+06 +114 4.871701e+06 +115 4.757921e+06 +116 5.388582e+06 +117 6.917942e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do ICMS,SARIMAX,1.2369513511657715,"108 8684030.0 +109 8688583.0 +110 8882653.0 +111 8882540.0 +112 8883324.0 +113 8882663.0 +114 8882641.0 +115 8883324.0 +116 8883324.0 +117 8883302.0 +118 8882641.0 +119 8879671.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do IPVA,XGBoost,3.0977165699005127,"108 1.866963e+06 +109 1.447356e+06 +110 1.869968e+06 +111 1.866971e+06 +112 1.912664e+06 +113 9.257585e+05 +114 8.786551e+05 +115 4.141384e+05 +116 3.835958e+05 +117 3.256723e+05 +118 1.544528e+05 +119 1.877741e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do IPVA,Linear Regression,3.0977165699005127,"423160 2.228303e+06 +423169 1.123058e+06 +423178 1.439837e+06 +423187 2.885333e+06 +423196 1.965858e+06 +423205 8.160092e+05 +423214 6.932125e+05 +423223 4.078303e+05 +423232 2.993103e+05 +423241 2.407374e+05 +423250 1.559313e+05 +423259 1.884114e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do ITR,XGBoost,1.9725778102874756,"72 1.906134e+05 +73 4.903789e+04 +74 2.722996e+04 +75 1.351793e+05 +76 1.351793e+05 +77 4.868880e+04 +78 4.868880e+04 +79 7.540884e+04 +80 4.260699e+05 +81 2.402540e+06 +82 4.192188e+05 +83 3.122078e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruz Alta - RS,Transferencias LC 61_1989,AR,0.8352134227752686,"107 82147.015625 +108 63339.503906 +109 82454.375000 +110 82146.804688 +111 71533.960938 +112 81593.296875 +113 83905.390625 +114 60713.582031 +115 80817.710938 +116 84092.296875 +117 63408.839844 +118 82454.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,IPTU,AR,1.582991123199463,"108 4.075915e+05 +109 5.676197e+05 +110 2.850334e+06 +111 2.850334e+06 +112 6.641051e+05 +113 6.641051e+05 +114 5.676197e+05 +115 6.641051e+05 +116 5.676197e+05 +117 5.676197e+05 +118 5.676197e+05 +119 4.184542e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,IPTU,Linear Regression,1.582991123199463,"407259 3.171806e+05 +407268 6.643667e+05 +407277 3.145070e+06 +407286 2.788387e+06 +407295 8.040187e+05 +407304 7.731620e+05 +407313 6.760441e+05 +407322 7.441139e+05 +407331 6.468584e+05 +407340 6.672470e+05 +407349 6.552469e+05 +407358 4.526011e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Portão - RS,ISS,MLP,1.121051549911499,"108 8.185399e+05 +109 8.024369e+05 +110 8.305171e+05 +111 8.570287e+05 +112 8.092833e+05 +113 9.019765e+05 +114 9.090491e+05 +115 9.016574e+05 +116 9.216367e+05 +117 9.055845e+05 +118 8.893422e+05 +119 1.069025e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,ITBI,SARIMAX,1.0239179134368896,"108 248310.06250 +109 291220.56250 +110 296398.81250 +111 720963.50000 +112 290719.56250 +113 290719.56250 +114 278249.40625 +115 284199.65625 +116 284200.25000 +117 282115.15625 +118 276897.46875 +119 284003.78125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,ITBI,Linear Regression,1.0239179134368896,"108 59847.273361 +109 73987.914449 +110 85175.712053 +111 139157.009322 +112 97258.568710 +113 93256.523646 +114 94352.468366 +115 89696.734940 +116 94396.914203 +117 72819.627665 +118 88540.985280 +119 94452.081037 +Name: y, dtype: float64" +Prefeitura Municipal de Portão - RS,IRRF,XGBoost,0.9647464752197266,"108 691915.8125 +109 680917.8750 +110 670717.8750 +111 691915.8125 +112 691915.8125 +113 670717.8750 +114 667064.0625 +115 807522.5000 +116 667064.0625 +117 670717.8750 +118 802895.5000 +119 803672.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,Cota-Parte do FPM,MLP,1.2727651596069336,"107 3.743329e+06 +108 4.520720e+06 +109 3.536301e+06 +110 3.783736e+06 +111 4.000395e+06 +112 3.885245e+06 +113 4.483176e+06 +114 3.635318e+06 +115 3.694901e+06 +116 3.611153e+06 +117 4.084869e+06 +118 5.231675e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,Cota-Parte do ICMS,HWES,1.2480978965759277,"108 2539666.75 +109 2165093.00 +110 2316178.25 +111 2403524.25 +112 2571388.50 +113 2404099.75 +114 2321178.00 +115 2495946.00 +116 2403524.25 +117 2401002.75 +118 2571388.50 +119 2444299.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,Cota-Parte do IPVA,HWES,1.6840405464172363,"108 2.388032e+06 +109 7.712311e+05 +110 2.587166e+06 +111 2.734190e+06 +112 2.734190e+06 +113 6.393123e+05 +114 4.534643e+05 +115 2.332927e+05 +116 2.260138e+05 +117 9.901077e+04 +118 7.861098e+04 +119 2.381046e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,Cota-Parte do ITR,XGBoost,1.490349292755127,"55 551.731689 +56 551.998596 +57 612.008728 +58 1229.445190 +59 782.505920 +60 723.248230 +61 782.508240 +62 4496.495605 +63 2600.750977 +64 2287.780029 +65 31381.308594 +66 623.141785 +Name: Valor, dtype: float64" +Prefeitura Municipal de Portão - RS,Cota-Parte do ITR,Linear Regression,1.490349292755127,"407266 453.501363 +407275 292.953547 +407284 130.860214 +407293 489.742737 +407302 148.829284 +407311 219.570879 +407320 106.171084 +407329 3764.485844 +407338 7015.654941 +407347 31475.774593 +407356 68329.876592 +407365 278.408089 +Name: y, dtype: float64" +Prefeitura Municipal de Portão - RS,Transferencias LC 61_1989,XGBoost,1.8182094097137451,"108 24321.929688 +109 19582.779297 +110 25791.296875 +111 23330.449219 +112 21912.199219 +113 20426.929688 +114 21156.048828 +115 9814.818359 +116 21242.535156 +117 25220.880859 +118 22739.205078 +119 20666.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,IPTU,SES,1.6095552444458008,"108 1.531128e+06 +109 1.577822e+06 +110 1.350302e+07 +111 1.801356e+06 +112 1.801779e+06 +113 1.801377e+06 +114 1.801779e+06 +115 1.705199e+06 +116 1.761977e+06 +117 1.807526e+06 +118 1.766265e+06 +119 1.697912e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,IPTU,Linear Regression,1.6095552444458008,"416071 2.554054e+06 +416080 6.883392e+06 +416089 2.112191e+07 +416098 1.783284e+06 +416107 2.106130e+06 +416116 1.787954e+06 +416125 1.929582e+06 +416134 1.676161e+06 +416143 1.213600e+06 +416152 1.735001e+06 +416161 1.349826e+06 +416170 1.597064e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Lajeado - RS,ISS,XGBoost,1.234464168548584,"108 4777118.0 +109 4776307.5 +110 4778440.0 +111 4778440.0 +112 4778488.0 +113 4778440.0 +114 4778440.0 +115 4778440.0 +116 4778176.0 +117 4778488.0 +118 4778176.0 +119 4778440.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,ITBI,HWES,1.1033320426940918,"108 1855118.875 +109 1856782.375 +110 1939098.125 +111 2016966.000 +112 1906097.375 +113 2017580.125 +114 2017580.125 +115 2017580.125 +116 1939619.500 +117 1939619.500 +118 1939098.125 +119 1939098.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,IRRF,MLP,1.6754834651947021,"108 1.272012e+06 +109 1.516298e+06 +110 1.765871e+06 +111 1.770267e+06 +112 1.883206e+06 +113 1.860557e+06 +114 1.912309e+06 +115 1.954768e+06 +116 1.934716e+06 +117 2.037363e+06 +118 2.035133e+06 +119 3.338509e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,Cota-Parte do FPM,AR,2.578021764755249,"108 6187569.0 +109 9468845.0 +110 5140952.0 +111 5413504.0 +112 6187569.0 +113 5795574.0 +114 7820813.0 +115 5242817.5 +116 5192150.5 +117 5140464.5 +118 6187569.0 +119 9468845.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,Cota-Parte do ICMS,HWES,1.081531286239624,"108 7864888.0 +109 6506364.0 +110 6495295.5 +111 8205179.5 +112 8573666.0 +113 8122344.5 +114 7768680.5 +115 8549916.0 +116 8549916.0 +117 8205179.5 +118 8573666.0 +119 8449128.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,Cota-Parte do IPVA,AR,1.6082746982574463,"108 6.897934e+06 +109 2.630995e+06 +110 2.495000e+06 +111 4.773246e+06 +112 3.364759e+06 +113 1.292884e+06 +114 1.250403e+06 +115 6.932375e+05 +116 5.496145e+05 +117 6.327461e+05 +118 4.130105e+05 +119 6.717198e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,Cota-Parte do ITR,Prophet,1.316016435623169,"104 244.655273 +105 319.534576 +106 296.873993 +107 359.505005 +108 416.957977 +109 375.807007 +110 4010.342285 +111 258.671936 +112 3982.733398 +113 4019.760254 +114 332.765808 +115 262.986633 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lajeado - RS,Cota-Parte do ITR,Linear Regression,1.316016435623169,"416078 107.739201 +416087 37.058220 +416096 58.052118 +416105 5.879918 +416114 10.103091 +416123 22.299982 +416132 51002.203071 +416141 151.022917 +416150 1285.181291 +416159 2059.948117 +416168 236.401152 +416177 165.491479 +Name: y, dtype: float64" +Prefeitura Municipal de Lajeado - RS,Transferencias LC 61_1989,SES,0.957305908203125,"108 68940.953125 +109 66947.664062 +110 66036.664062 +111 67960.148438 +112 67963.531250 +113 71292.265625 +114 71268.726562 +115 71705.773438 +116 70020.507812 +117 69257.609375 +118 69675.273438 +119 68179.070312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,IPTU,XGBoost,1.715043306350708,"103 6341.323730 +104 7857.189453 +105 38926.175781 +106 160804.640625 +107 209549.750000 +108 35081.105469 +109 9221.526367 +110 8526.915039 +111 9149.641602 +112 7142.567871 +113 8741.752930 +114 12994.436523 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,ISS,SARIMAX,1.2104947566986084,"108 38021.937500 +109 37136.179688 +110 46295.664062 +111 46707.816406 +112 46295.664062 +113 46707.816406 +114 46518.226562 +115 46225.437500 +116 46518.226562 +117 46707.816406 +118 46518.226562 +119 46707.816406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,ITBI,AR,1.9943504333496094,"105 11806.463867 +106 11092.230469 +107 13034.189453 +108 10755.369141 +109 6431.943359 +110 5769.230957 +111 2168.723633 +112 10808.880859 +113 18115.029297 +114 10573.483398 +115 10133.883789 +116 8649.779297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,ITBI,Linear Regression,1.9943504333496094,"394611 6766.622495 +394620 15993.834989 +394629 29281.020980 +394637 13287.185991 +394646 58069.923961 +394655 3949.246947 +394664 22022.280485 +394673 75309.629484 +394682 31741.610979 +394691 49408.647167 +394700 19783.143587 +394709 14517.480990 +Name: y, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,IRRF,MLP,2.9796056747436523,"108 37279.342845 +109 37271.174280 +110 40486.731990 +111 36869.869437 +112 35450.427425 +113 35528.995652 +114 34832.084869 +115 34757.971755 +116 34909.139543 +117 35371.491976 +118 36216.106447 +119 41799.098182 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,IRRF,Linear Regression,2.9796056747436523,"394612 47932.070517 +394621 48493.793131 +394630 66356.055146 +394638 48304.247814 +394647 41339.174057 +394656 42136.390380 +394665 38812.443372 +394674 38700.171917 +394683 39793.022353 +394692 42598.103811 +394701 47562.591108 +394710 78112.885840 +Name: y, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do FPM,HWES,1.6321494579315186,"108 1282345.250 +109 1893816.625 +110 1097992.000 +111 1162892.000 +112 1293180.000 +113 1271620.250 +114 1293180.000 +115 1097992.000 +116 1098278.375 +117 949432.125 +118 1293180.000 +119 1893816.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do ICMS,SARIMAX,1.0829622745513916,"108 1.005649e+06 +109 1.006854e+06 +110 9.293540e+05 +111 1.005649e+06 +112 1.004979e+06 +113 1.005649e+06 +114 1.005649e+06 +115 1.005649e+06 +116 1.005649e+06 +117 1.004979e+06 +118 1.005649e+06 +119 1.004979e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do IPVA,SARIMAX,1.496089220046997,"107 125268.921875 +108 50918.363281 +109 50916.582031 +110 136730.859375 +111 50946.117188 +112 25896.679688 +113 14729.083984 +114 14729.083984 +115 7271.735840 +116 3735.785156 +117 5782.756348 +118 102290.476562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do IPVA,Linear Regression,1.496089220046997,"107 78282.524335 +108 18374.297108 +109 20763.525568 +110 42946.853120 +111 20631.896669 +112 7815.359093 +113 5421.718981 +114 5092.418185 +115 3242.939239 +116 2799.218799 +117 1669.455085 +118 50414.319594 +Name: y, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do ITR,SARIMAX,1.2481276988983154,"91 74.856407 +92 95.904625 +93 32.844986 +94 18.375629 +95 95.904625 +96 108.715004 +97 32.844986 +98 95.904625 +99 1753.868774 +100 189.951889 +101 -34.486797 +102 -61.991512 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do ITR,Linear Regression,1.2481276988983154,"91 140.231192 +92 206.530796 +93 61.996544 +94 62.310918 +95 145.081659 +96 146.339525 +97 70.654053 +98 139.808612 +99 410.361035 +100 771.225556 +101 540.807231 +102 138.903069 +Name: y, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,Transferencias LC 61_1989,AR,1.2224483489990234,"83 8673.214844 +84 8533.274414 +85 8674.978516 +86 8663.070312 +87 8561.596680 +88 8663.070312 +89 8663.070312 +90 8966.950195 +91 8976.103516 +92 8636.675781 +93 8863.692383 +94 8640.618164 +Name: Valor, dtype: float64" +Prefeitura Municipal de Severiano de Almeida - RS,Transferencias LC 61_1989,Linear Regression,1.2224483489990234,"394617 6978.721907 +394626 3788.840348 +394634 78641.515354 +394643 5644.806818 +394652 4239.296957 +394661 5904.511750 +394670 6090.305956 +394679 5080.513336 +394688 5408.342810 +394697 8966.016986 +394706 4785.011018 +394715 6304.823902 +Name: y, dtype: float64" +Prefeitura Municipal de Canoas - RS,IPTU,MLP,1.576908826828003,"108 3.607243e+07 +109 9.054906e+06 +110 8.554926e+06 +111 8.281412e+06 +112 8.390316e+06 +113 1.602154e+07 +114 8.261602e+06 +115 1.477691e+07 +116 8.157499e+06 +117 5.336016e+06 +118 5.593110e+06 +119 3.860606e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canoas - RS,ISS,SARIMAX,1.1913726329803467,"108 13883759.0 +109 13880436.0 +110 13883759.0 +111 13883759.0 +112 13883759.0 +113 13883759.0 +114 13883759.0 +115 13883759.0 +116 13883759.0 +117 13883759.0 +118 13883759.0 +119 13883759.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canoas - RS,ITBI,MLP,1.5839142799377441,"108 3.679524e+06 +109 3.754459e+06 +110 3.777008e+06 +111 3.624362e+06 +112 3.776537e+06 +113 3.721412e+06 +114 3.678688e+06 +115 3.834413e+06 +116 3.844722e+06 +117 3.829578e+06 +118 3.925565e+06 +119 3.963339e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canoas - RS,IRRF,XGBoost,0.9312283992767334,"108 12535061.0 +109 12533606.0 +110 9411215.0 +111 13870873.0 +112 11935173.0 +113 11935173.0 +114 11935173.0 +115 12038539.0 +116 11935173.0 +117 13082164.0 +118 12038539.0 +119 13870873.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canoas - RS,Cota-Parte do FPM,HWES,1.038862705230713,"108 11188352.0 +109 16457506.0 +110 8771189.0 +111 9857331.0 +112 11188352.0 +113 11066674.0 +114 11191678.0 +115 9132562.0 +116 9615251.0 +117 8771189.0 +118 11188352.0 +119 16457506.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canoas - RS,Cota-Parte do ICMS,HWES,1.467057228088379,"108 68740856.0 +109 59289668.0 +110 58828984.0 +111 66396148.0 +112 66566456.0 +113 68750120.0 +114 70237632.0 +115 69722760.0 +116 61993204.0 +117 67635824.0 +118 60999192.0 +119 74865520.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canoas - RS,Cota-Parte do IPVA,XGBoost,2.6626229286193848,"108 1.119443e+07 +109 5.955800e+06 +110 1.056449e+07 +111 1.120011e+07 +112 1.294638e+07 +113 5.310647e+06 +114 4.764472e+06 +115 2.288793e+06 +116 1.719950e+06 +117 1.159002e+06 +118 8.912994e+05 +119 1.293681e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canoas - RS,Cota-Parte do ITR,XGBoost,1.530418872833252,"96 844.869263 +97 840.463013 +98 -3915.892090 +99 85.109238 +100 283.484985 +101 698.266174 +102 1472.102905 +103 119.094368 +104 -19.527161 +105 -376.057678 +106 361.419159 +107 117.117805 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canoas - RS,Cota-Parte do ITR,Linear Regression,1.530418872833252,"368880 910.933837 +368889 17627.900646 +368898 11.096775 +416415 940.430779 +416424 315.765408 +416433 37.180316 +416450 107.580113 +416459 21.317659 +416468 1300.982592 +416477 17279.817410 +416486 95.040693 +416495 945.634606 +Name: y, dtype: float64" +Prefeitura Municipal de Canoas - RS,Transferencias LC 61_1989,MLP,1.7029743194580078,"108 515474.413190 +109 510448.330541 +110 517261.235287 +111 517577.400792 +112 522729.967822 +113 528727.808989 +114 529169.857160 +115 524178.748769 +116 529686.235105 +117 545431.356371 +118 513007.522055 +119 523880.749343 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,IPTU,HWES,1.8007221221923828,"108 19223804.0 +109 19022462.0 +110 9769534.0 +111 4897082.0 +112 5033926.0 +113 4896102.5 +114 5034057.5 +115 5033926.0 +116 5023769.5 +117 5033926.0 +118 4891064.0 +119 4951122.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,ISS,SARIMAX,1.4886646270751953,"108 1296472.875 +109 1296472.875 +110 1313289.375 +111 1313289.375 +112 1304460.750 +113 1297187.000 +114 1313289.375 +115 1313289.375 +116 1304460.750 +117 1313289.375 +118 1313289.375 +119 1313289.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,ITBI,SES,1.6651232242584229,"108 2558215.500 +109 2602258.250 +110 1986628.000 +111 2139615.750 +112 1783597.625 +113 2356451.000 +114 1994025.750 +115 2263828.250 +116 2139615.750 +117 2412504.750 +118 2353299.250 +119 2297994.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,IRRF,MLP,1.4747097492218018,"108 1.508804e+06 +109 1.435181e+06 +110 1.500351e+06 +111 1.537862e+06 +112 1.540114e+06 +113 1.609385e+06 +114 1.582253e+06 +115 1.625178e+06 +116 1.573857e+06 +117 1.653403e+06 +118 1.773394e+06 +119 2.187406e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do FPM,AR,0.9271948337554932,"108 2141339.250 +109 3787537.250 +110 2041696.500 +111 1845173.375 +112 3744593.000 +113 1950410.125 +114 3787537.250 +115 2041696.500 +116 2131956.250 +117 1956391.750 +118 3744593.000 +119 3787537.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ICMS,HWES,0.8295783996582031,"108 805887.6250 +109 602396.1250 +110 662589.3750 +111 814341.0000 +112 864845.3125 +113 719515.8125 +114 781209.5000 +115 814214.4375 +116 814214.4375 +117 804741.2500 +118 798294.9375 +119 804741.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do IPVA,AR,2.326101541519165,"108 896059.562500 +109 615330.875000 +110 608696.000000 +111 896057.062500 +112 896057.062500 +113 365741.531250 +114 327541.156250 +115 221516.500000 +116 129659.031250 +117 128788.914062 +118 82670.531250 +119 615025.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ITR,HWES,1.326169490814209,"80 3492.921387 +81 148.271301 +82 608.412415 +83 148.271301 +84 148.271301 +85 963.737366 +86 531.166382 +87 461.250824 +88 558.576782 +89 886.115723 +90 41.863091 +91 41.046940 +Name: Valor, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ITR,Linear Regression,1.326169490814209,"382644 321.001626 +382653 764.436654 +429326 72.942465 +429335 564.791721 +429344 1149.058692 +429353 278.887104 +429362 204.461800 +429379 36.967086 +429396 2026.842818 +429405 12483.220250 +429414 319.367669 +429423 386.463781 +Name: y, dtype: float64" +Prefeitura Municipal de Xangri-lá - RS,Transferencias LC 61_1989,SARIMAX,1.2893579006195068,"105 6552.423828 +106 6625.932617 +107 6722.017578 +108 6867.451660 +109 6277.086914 +110 6882.325684 +111 6620.178223 +112 6277.086914 +113 6514.094238 +114 7138.790527 +115 7127.258301 +116 6297.500977 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,IPTU,SARIMAX,1.5617074966430664,"92 71396.007812 +93 68664.312500 +94 70041.593750 +95 228202.984375 +96 300493.968750 +97 68935.984375 +98 72234.304688 +99 68935.984375 +100 68426.804688 +101 71303.281250 +102 68604.812500 +103 110482.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,ISS,SARIMAX,0.8953204154968262,"95 117330.250000 +96 117086.023438 +97 116037.601562 +98 112365.164062 +99 116747.281250 +100 117086.023438 +101 112524.289062 +102 117755.281250 +103 118749.968750 +104 116789.882812 +105 117086.023438 +106 117086.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,ITBI,HWES,1.7164363861083984,"95 14449.540039 +96 17261.115234 +97 24878.089844 +98 24482.257812 +99 14165.678711 +100 11868.753906 +101 11945.113281 +102 8585.647461 +103 14935.593750 +104 10498.326172 +105 8139.545898 +106 8676.457031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,ITBI,Linear Regression,1.7164363861083984,"326792 42460.241054 +367567 32653.728937 +367575 53663.753182 +367582 21950.300016 +367590 61168.241603 +367598 19380.700380 +367606 12105.295506 +367614 15492.332733 +367622 117294.835497 +367630 43774.704960 +367638 24740.326079 +367646 17607.702554 +Name: y, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,IRRF,Prophet,1.0179502964019775,"84 49061.542969 +85 46067.960938 +86 50624.089844 +87 49062.496094 +88 49571.769531 +89 49582.984375 +90 49582.984375 +91 48230.199219 +92 48230.199219 +93 49059.769531 +94 49062.496094 +95 86895.742188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do FPM,HWES,0.8448035717010498,"96 -1.202374e+05 +97 1.562293e+06 +98 -1.205076e+05 +99 -2.044809e+05 +100 9.011865e+05 +101 9.447598e+05 +102 1.058876e+06 +103 -2.073856e+05 +104 -2.002708e+05 +105 -1.973035e+05 +106 8.354968e+05 +107 9.106243e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do FPM,Linear Regression,0.8448035717010498,"367561 -2.162846e+05 +367568 1.207661e+06 +367576 7.321329e+05 +367583 8.678368e+05 +367591 9.653817e+05 +367599 9.032989e+05 +367607 1.326056e+06 +367615 8.833324e+05 +367623 8.338780e+05 +367631 7.740523e+05 +367639 9.728429e+05 +367647 1.629210e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do ICMS,AR,0.8126735687255859,"96 350270.56250 +97 406070.00000 +98 419368.31250 +99 406070.00000 +100 428593.18750 +101 402644.90625 +102 402644.90625 +103 406070.00000 +104 403021.81250 +105 361544.46875 +106 360559.75000 +107 419368.31250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do IPVA,XGBoost,1.5710625648498535,"96 5811.950195 +97 26906.074219 +98 44477.003906 +99 7636.990723 +100 49896.085938 +101 36543.078125 +102 28614.943359 +103 25464.037109 +104 21687.853516 +105 4920.305664 +106 5399.186035 +107 60008.320312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do IPVA,Linear Regression,1.5710625648498535,"367563 -39797.423487 +367570 34531.027776 +367578 65448.519654 +367585 94471.556121 +367593 67869.623579 +367601 27631.316548 +367609 15028.375437 +367617 22638.579299 +367625 10758.151203 +367633 5332.910187 +367641 2454.367549 +367649 209266.011848 +Name: y, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do ITR,XGBoost,2.4951705932617188,"87 2770.541748 +88 2770.541748 +89 4311.217285 +90 4487.700684 +91 2928.792969 +92 3532.355469 +93 2966.582275 +94 3532.355469 +95 2787.797852 +96 2800.177734 +97 2800.224854 +98 2800.224854 +Name: Valor, dtype: float64" +Prefeitura Municipal de Marcelino Ramos - RS,Transferencias LC 61_1989,XGBoost,1.3474106788635254,"96 3639.021240 +97 4058.479492 +98 4469.652344 +99 4145.772949 +100 3919.677246 +101 4090.977295 +102 4535.822266 +103 4182.401367 +104 3642.058350 +105 4224.050781 +106 4270.950684 +107 4204.520996 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,IPTU,SARIMAX,1.562997579574585,"104 8196.560547 +105 9884.009766 +106 373239.406250 +107 373590.187500 +108 15713.769531 +109 15713.769531 +110 12592.416016 +111 21037.390625 +112 18305.246094 +113 14507.036133 +114 15047.400391 +115 15047.299805 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,ISS,MLP,2.7665786743164062,"108 30728.891748 +109 30770.858635 +110 34501.906857 +111 37101.598425 +112 35143.668756 +113 32869.399900 +114 32342.728163 +115 34013.276623 +116 33947.571769 +117 36883.507663 +118 33990.986770 +119 35591.034098 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,ITBI,XGBoost,1.6147100925445557,"104 19243.732422 +105 4585.016602 +106 19205.699219 +107 14794.385742 +108 19205.699219 +109 3869.555908 +110 2644.318848 +111 13859.000000 +112 3017.933594 +113 3212.590332 +114 6399.141113 +115 14652.698242 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,ITBI,Linear Regression,1.6147100925445557,"340137 35445.608797 +398224 6952.774400 +398233 27899.111758 +398249 3623.957226 +398257 29376.303784 +398266 14194.721789 +398275 18436.384653 +398284 1790.118512 +398293 10442.357986 +398302 7321.125709 +398311 16506.958201 +398320 5261.341908 +Name: y, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,IRRF,XGBoost,1.7558238506317139,"108 90325.523438 +109 64329.785156 +110 64329.785156 +111 63184.214844 +112 63184.214844 +113 63184.214844 +114 64329.785156 +115 64329.785156 +116 64329.785156 +117 63184.214844 +118 64329.785156 +119 63184.214844 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do FPM,HWES,0.9664309024810791,"108 1251977.500 +109 1893869.000 +110 1062328.500 +111 1163106.875 +112 1239782.875 +113 1274775.250 +114 1239759.875 +115 1062328.500 +116 1062328.500 +117 958590.750 +118 1239782.875 +119 1893869.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do ICMS,HWES,0.8348422050476074,"108 628959.3750 +109 630414.3750 +110 652746.9375 +111 720246.8125 +112 688108.5000 +113 661231.7500 +114 633918.6875 +115 718985.6875 +116 707210.3750 +117 688684.0625 +118 661225.0625 +119 688071.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do IPVA,AR,1.3932063579559326,"108 261546.734375 +109 26302.892578 +110 35598.753906 +111 92591.882812 +112 35863.808594 +113 31347.126953 +114 30968.494141 +115 7120.212402 +116 6514.032715 +117 6925.497070 +118 -5136.589355 +119 201508.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do ITR,XGBoost,1.2897388935089111,"87 95.856583 +88 104.594749 +89 16.503792 +90 3.613640 +91 0.858305 +92 41.560867 +93 3.407611 +94 38.009968 +95 169.336166 +96 69.233238 +97 3.769419 +98 -3.384374 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do ITR,Linear Regression,1.2897388935089111,"340133 157.914916 +340142 10.561693 +398229 23.658193 +398245 67.753262 +398262 31.368229 +398271 47.633236 +398280 35.082424 +398289 125.420106 +398298 1123.975386 +398307 5146.660268 +398316 178.351792 +398325 39.412718 +Name: y, dtype: float64" +Prefeitura Municipal de São Pedro da Serra - RS,Transferencias LC 61_1989,HWES,1.564849853515625,"84 5179.784668 +85 5900.101562 +86 5720.052734 +87 5863.260742 +88 5678.498047 +89 6429.134277 +90 6414.010254 +91 5663.410156 +92 5878.609375 +93 5153.838867 +94 5720.052734 +95 5199.414062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,IPTU,MLP,1.7926158905029297,"90 10750.743819 +91 12345.662011 +92 22853.905904 +93 7064.318570 +94 7382.951679 +95 7560.508105 +96 8962.997514 +97 8193.994982 +98 8635.034748 +99 10185.462648 +100 11735.064391 +101 11797.225284 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,ISS,SES,1.7244610786437988,"104 54991.281250 +105 54991.281250 +106 55061.937500 +107 54553.164062 +108 54553.164062 +109 52801.187500 +110 53509.449219 +111 54100.394531 +112 54100.394531 +113 50792.019531 +114 53910.914062 +115 54090.738281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,ITBI,SES,1.3366703987121582,"102 4151.544922 +103 4133.100586 +104 8636.941406 +105 8636.941406 +106 7295.101074 +107 8520.936523 +108 22149.283203 +109 2592.506592 +110 3563.021484 +111 5852.339844 +112 2425.525391 +113 6353.780762 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,ITBI,Linear Regression,1.3366703987121582,"387428 10304.576528 +398013 11034.265718 +398030 7316.389937 +398039 7316.480067 +398048 8602.379008 +398057 832.737359 +398066 197685.283564 +398075 10615.623770 +398084 23477.277014 +398093 14631.337801 +398102 2643.080377 +398111 2964.262191 +Name: y, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,IRRF,SARIMAX,1.524834156036377,"104 78360.867188 +105 45841.136719 +106 47401.039062 +107 45841.136719 +108 45841.136719 +109 45841.136719 +110 45841.136719 +111 47401.039062 +112 47401.039062 +113 78360.867188 +114 78360.867188 +115 78360.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do FPM,MLP,1.0058119297027588,"104 1.265882e+06 +105 1.457974e+06 +106 1.161795e+06 +107 1.235178e+06 +108 1.299027e+06 +109 1.263340e+06 +110 1.402840e+06 +111 1.187008e+06 +112 1.203927e+06 +113 1.177874e+06 +114 1.318607e+06 +115 1.660012e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do ICMS,SES,1.1293299198150635,"104 755196.0000 +105 746880.6875 +106 742195.5625 +107 710835.6250 +108 773580.4375 +109 755196.0000 +110 710835.6250 +111 777544.8750 +112 710835.6250 +113 801465.6875 +114 755314.3750 +115 801465.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do IPVA,MLP,1.919687032699585,"102 43311.551199 +103 22665.845764 +104 43100.989759 +105 49643.260553 +106 33343.104663 +107 14954.045552 +108 17230.926644 +109 11412.021895 +110 11725.581511 +111 12122.537091 +112 14120.374889 +113 41364.854485 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do ITR,XGBoost,1.9217865467071533,"99 4080.214600 +100 4628.157227 +101 4628.157227 +102 4018.238770 +103 4534.591797 +104 4278.527344 +105 4183.954590 +106 4019.250244 +107 5716.586426 +108 146093.468750 +109 4780.313965 +110 982.986328 +Name: Valor, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do ITR,Linear Regression,1.9217865467071533,"398018 1096.624934 +398026 64.165718 +398035 85.486728 +398044 553.535530 +398053 259.710956 +398062 2835.187686 +398071 780.512694 +398080 1147.881111 +398089 31747.125007 +398098 114805.721381 +398107 5901.983132 +398116 3266.222902 +Name: y, dtype: float64" +Prefeitura Municipal de Monte Alegre dos Campos - RS,Transferencias LC 61_1989,SARIMAX,1.4580035209655762,"62 6016.773438 +63 6780.311523 +64 6368.049805 +65 6527.946289 +66 6638.503418 +67 6521.720703 +68 7584.934570 +69 6347.474609 +70 6527.938477 +71 5722.958496 +72 6347.474609 +73 6942.414062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,IPTU,XGBoost,1.6425395011901855,"105 1.937619e+05 +106 8.528143e+04 +107 1.293475e+05 +108 1.285722e+05 +109 1.542680e+05 +110 1.860251e+05 +111 1.303089e+06 +112 1.257336e+05 +113 9.320911e+04 +114 4.223385e+05 +115 1.074174e+05 +116 1.983368e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,ISS,XGBoost,0.9575622081756592,"108 188764.90625 +109 188764.96875 +110 188764.90625 +111 188764.90625 +112 188764.96875 +113 188764.96875 +114 188764.90625 +115 188764.96875 +116 188764.90625 +117 188764.96875 +118 188764.90625 +119 188764.90625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,ITBI,SARIMAX,1.9533679485321045,"108 3678.041016 +109 11919.323242 +110 59120.480469 +111 70886.765625 +112 50790.128906 +113 70551.273438 +114 59081.000000 +115 76234.218750 +116 58699.816406 +117 58552.074219 +118 76415.664062 +119 41277.105469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,ITBI,Linear Regression,1.9533679485321045,"108 22346.658906 +109 14212.535038 +110 29314.063218 +111 20497.824766 +112 62323.599432 +113 48561.241620 +114 24633.469598 +115 32809.514454 +116 27831.131360 +117 20874.906780 +118 23352.903029 +119 49363.779314 +Name: y, dtype: float64" +Prefeitura Municipal de Nonoai - RS,IRRF,XGBoost,1.5489757061004639,"108 166771.734375 +109 166771.734375 +110 155973.718750 +111 160306.828125 +112 160930.718750 +113 156265.984375 +114 150305.218750 +115 152522.609375 +116 152522.609375 +117 150387.453125 +118 152522.609375 +119 336908.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,IRRF,Linear Regression,1.5489757061004639,"431010 129648.811149 +431018 146833.336766 +431026 171884.335007 +431034 160588.848310 +431042 153329.132824 +431050 167645.915039 +431058 176864.559954 +431066 156652.108762 +431074 156226.690095 +431082 162545.476468 +431090 153816.617379 +431098 288182.803802 +Name: y, dtype: float64" +Prefeitura Municipal de Nonoai - RS,Cota-Parte do FPM,AR,1.0522217750549316,"108 1459485.500 +109 3362197.000 +110 1611958.625 +111 1607251.750 +112 1463757.750 +113 1518194.375 +114 3362197.000 +115 1463757.750 +116 1463757.750 +117 1518194.375 +118 1607251.750 +119 3362197.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,Cota-Parte do ICMS,HWES,0.8554599285125732,"108 1740235.750 +109 1385404.875 +110 1501088.250 +111 1594067.750 +112 1593148.875 +113 1588999.250 +114 1588308.000 +115 1594552.000 +116 1594552.000 +117 1581298.750 +118 1588993.125 +119 1581298.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,Cota-Parte do IPVA,XGBoost,0.9069318771362305,"108 215387.734375 +109 176803.984375 +110 225683.640625 +111 218512.984375 +112 227530.062500 +113 193099.734375 +114 150598.796875 +115 84689.789062 +116 71212.257812 +117 52313.890625 +118 37379.109375 +119 227022.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,Cota-Parte do IPVA,Linear Regression,0.9069318771362305,"431013 379792.467582 +431021 149831.462274 +431029 183371.422477 +431037 382914.124347 +431045 278427.875376 +431053 171818.378344 +431061 109372.033261 +431069 71591.070820 +431077 48628.710271 +431085 32506.926786 +431093 16591.994610 +431101 225915.764685 +Name: y, dtype: float64" +Prefeitura Municipal de Nonoai - RS,Cota-Parte do ITR,MLP,1.8793137073516846,"106 30071.458623 +107 25556.541523 +108 29606.906739 +109 61111.180972 +110 27686.832681 +111 60940.835589 +112 112724.026778 +113 41863.865634 +114 72637.084123 +115 482012.915079 +116 79758.956252 +117 68261.799742 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nonoai - RS,Transferencias LC 61_1989,MLP,0.9135925769805908,"60 13586.892135 +61 14083.842745 +62 13812.475485 +63 13586.699764 +64 12912.347385 +65 13151.544404 +66 13326.854713 +67 12772.181487 +68 13465.243354 +69 13612.416860 +70 12971.523603 +71 13421.135316 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,IPTU,SARIMAX,1.4444348812103271,"108 46341068.0 +109 21662194.0 +110 21662194.0 +111 21664262.0 +112 21840044.0 +113 21662194.0 +114 21662194.0 +115 21662194.0 +116 21840044.0 +117 21840044.0 +118 21840044.0 +119 46342496.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,ISS,AR,1.0557141304016113,"108 11556410.0 +109 6511646.5 +110 8588955.0 +111 11556410.0 +112 11556410.0 +113 11556410.0 +114 11556410.0 +115 11556410.0 +116 11556410.0 +117 11556410.0 +118 11556410.0 +119 11556410.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,ITBI,HWES,0.9234216213226318,"108 2178577.250 +109 2088030.875 +110 2495018.500 +111 2091101.125 +112 2320069.250 +113 2145008.750 +114 2209776.500 +115 2202202.250 +116 2205566.500 +117 2315298.500 +118 2548900.250 +119 2320069.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,IRRF,XGBoost,1.0502455234527588,"108 10266813.0 +109 5502501.0 +110 5493602.0 +111 5502501.0 +112 5502501.0 +113 5502501.0 +114 5502501.0 +115 10266813.0 +116 5502501.0 +117 5502501.0 +118 5502501.0 +119 9832011.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do FPM,HWES,0.8828680515289307,"108 11367756.0 +109 16457504.0 +110 9610696.0 +111 9966536.0 +112 11367756.0 +113 11216104.0 +114 11575732.0 +115 9579987.0 +116 9835115.0 +117 9610696.0 +118 11367756.0 +119 16457504.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do ICMS,HWES,0.8816025257110596,"108 20205670.0 +109 18039958.0 +110 18800694.0 +111 19401996.0 +112 20539906.0 +113 20319778.0 +114 19397494.0 +115 20589098.0 +116 20086938.0 +117 20922860.0 +118 19224670.0 +119 20751772.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do IPVA,XGBoost,1.4744930267333984,"108 9.794242e+06 +109 5.451048e+06 +110 9.342743e+06 +111 1.004050e+07 +112 8.076828e+06 +113 3.630207e+06 +114 2.808668e+06 +115 1.777388e+06 +116 1.179184e+06 +117 1.314482e+06 +118 9.909265e+05 +119 8.081488e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do ITR,HWES,3.2006423473358154,"108 4571.189453 +109 1840.438110 +110 2503.166992 +111 27730.642578 +112 4786.665527 +113 4862.885742 +114 4116.639160 +115 4710.153320 +116 6237.634277 +117 7224.875977 +118 9605.115234 +119 8723.930664 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Hamburgo - RS,Transferencias LC 61_1989,HWES,0.8999764919281006,"84 118542.507812 +85 95593.710938 +86 119959.421875 +87 129241.484375 +88 123698.132812 +89 129658.835938 +90 128297.679688 +91 124135.195312 +92 129659.882812 +93 138276.093750 +94 125527.250000 +95 121063.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,IPTU,AR,1.6699113845825195,"94 2293.245605 +95 4601.448730 +96 49834.718750 +97 50366.593750 +98 19587.427734 +99 14196.491211 +100 4279.296387 +101 4556.741211 +102 19587.427734 +103 4556.741211 +104 4601.854980 +105 15440.469727 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,ISS,Prophet,2.309800624847412,"108 57854.011719 +109 72072.984375 +110 57754.980469 +111 72072.984375 +112 72072.984375 +113 72358.031250 +114 57854.011719 +115 72358.031250 +116 57754.980469 +117 72358.031250 +118 57888.800781 +119 72205.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,ITBI,XGBoost,1.53587007522583,"93 6529.934570 +94 6465.319336 +95 5884.436035 +96 3526.308838 +97 13747.515625 +98 8964.739258 +99 14558.997070 +100 5996.022461 +101 5725.492188 +102 4953.488281 +103 -1168.225220 +104 166.793793 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,ITBI,Linear Regression,1.53587007522583,"405051 24528.426927 +405059 7895.293558 +405067 22390.736720 +405076 1639.510343 +405084 4894.753036 +405093 2421.223358 +405102 4337.503216 +405111 48442.705286 +405120 42651.507461 +405129 3350.999445 +405138 2283.832091 +405147 5613.356338 +Name: y, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,IRRF,SARIMAX,1.0297820568084717,"108 23152.535156 +109 105893.046875 +110 105893.046875 +111 105893.046875 +112 105893.046875 +113 39040.808594 +114 105893.046875 +115 35483.777344 +116 105893.046875 +117 105893.046875 +118 105893.046875 +119 105893.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do FPM,HWES,0.9943766593933105,"108 1243646.000 +109 1893929.750 +110 1075379.625 +111 1148365.000 +112 1244557.125 +113 1288867.125 +114 1244557.125 +115 1075379.625 +116 1075379.625 +117 952182.875 +118 1244557.125 +119 1893929.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do ICMS,HWES,1.181417465209961,"108 584119.3125 +109 480069.4375 +110 646474.0000 +111 577047.4375 +112 637910.6875 +113 625858.6875 +114 610759.1250 +115 638092.3125 +116 638092.3125 +117 637877.9375 +118 613283.0000 +119 637877.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do IPVA,SARIMAX,1.352529525756836,"108 94033.968750 +109 27859.982422 +110 94108.054688 +111 80178.804688 +112 27509.919922 +113 17429.470703 +114 13255.962891 +115 45077.050781 +116 4901.401367 +117 4891.247070 +118 4636.282715 +119 88383.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do ITR,XGBoost,1.384763479232788,"83 429.850189 +84 1438.246216 +85 2450.771240 +86 773.320557 +87 113.953453 +88 90.235001 +89 142.510025 +90 257.473022 +91 425.638641 +92 318.245392 +93 1244.128052 +94 1339.001099 +Name: Valor, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do ITR,Linear Regression,1.384763479232788,"364625 3253.452737 +364634 48.308447 +364643 3.836795 +405072 17.132041 +405089 43.930982 +405098 36.869715 +405107 69.954748 +405116 9.595246 +405125 1585.032974 +405134 4037.943872 +405143 233.412658 +405152 291.466174 +Name: y, dtype: float64" +Prefeitura Municipal de Protásio Alves - RS,Transferencias LC 61_1989,AR,1.6857833862304688,"108 5600.832031 +109 4483.322754 +110 6351.940918 +111 4457.536621 +112 3911.343018 +113 2208.479980 +114 5922.208008 +115 4832.013672 +116 5721.896484 +117 5778.634766 +118 6436.803223 +119 6127.541504 +Name: Valor, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,IPTU,HWES,1.8998889923095703,"108 3.934752e+05 +109 4.308405e+05 +110 1.606825e+06 +111 2.081873e+05 +112 9.958565e+04 +113 1.402105e+05 +114 2.094303e+05 +115 1.170118e+05 +116 1.401826e+05 +117 1.102266e+05 +118 9.075920e+04 +119 8.396491e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,IPTU,Linear Regression,1.8998889923095703,"417970 3.715488e+05 +417979 6.071410e+05 +417988 1.740125e+06 +417997 1.796435e+05 +418006 1.649381e+05 +418015 1.947800e+05 +418024 1.718644e+05 +418033 2.207425e+05 +418042 2.016181e+05 +418051 1.647025e+05 +418060 1.023335e+05 +418069 1.077922e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,ISS,AR,0.9904806613922119,"108 578543.7500 +109 680033.3125 +110 578543.7500 +111 623182.9375 +112 619363.3125 +113 540118.1875 +114 540118.1875 +115 536778.1250 +116 680033.3125 +117 632576.8125 +118 565282.1250 +119 565282.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,ITBI,Prophet,1.228032112121582,"108 152205.125000 +109 199266.234375 +110 316477.187500 +111 311610.468750 +112 346068.531250 +113 388891.937500 +114 310738.062500 +115 388891.937500 +116 310739.750000 +117 322398.625000 +118 310860.781250 +119 310815.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,IRRF,AR,2.3148276805877686,"72 413226.68750 +73 470112.96875 +74 647453.56250 +75 412921.28125 +76 412921.28125 +77 470112.96875 +78 647453.56250 +79 450479.03125 +80 413226.68750 +81 470112.96875 +82 412921.28125 +83 996359.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do FPM,HWES,1.311417579650879,"108 2495426.00 +109 3787545.75 +110 2264984.75 +111 2347400.50 +112 2495438.00 +113 2595479.75 +114 2495438.00 +115 2006822.25 +116 2264994.75 +117 2266454.75 +118 2495438.00 +119 3787545.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do ICMS,SARIMAX,0.9468014240264893,"108 3919172.00 +109 3905464.25 +110 3924595.00 +111 3927353.00 +112 3917141.75 +113 3921217.25 +114 3924289.00 +115 3916276.00 +116 3919917.50 +117 3927353.00 +118 3921217.25 +119 3921217.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do IPVA,XGBoost,1.5832879543304443,"108 1.034980e+06 +109 3.823302e+05 +110 3.940864e+05 +111 7.849258e+05 +112 3.940815e+05 +113 1.950989e+05 +114 1.445133e+05 +115 1.041135e+05 +116 4.970294e+04 +117 4.965145e+04 +118 3.192028e+04 +119 1.035533e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do IPVA,Linear Regression,1.5832879543304443,"417976 1.268609e+06 +417985 3.934906e+05 +417994 5.112935e+05 +418003 7.861442e+05 +418012 5.013489e+05 +418021 1.964538e+05 +418030 1.592692e+05 +418039 9.841827e+04 +418048 5.996263e+04 +418057 5.207227e+04 +418066 2.626593e+04 +418075 1.147286e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do ITR,XGBoost,3.5383124351501465,"101 4089.625000 +102 43101.066406 +103 42742.648438 +104 42971.468750 +105 41695.851562 +106 41315.718750 +107 42445.609375 +108 42742.648438 +109 587881.125000 +110 588693.187500 +111 44154.421875 +112 42532.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,IPTU,MLP,1.7026903629302979,"81 12679.783901 +82 13795.550624 +83 11754.449961 +84 12487.214144 +85 14326.513536 +86 16754.408601 +87 20845.621381 +88 22231.528619 +89 26352.562772 +90 32650.568586 +91 39876.519464 +92 117253.492586 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,ISS,XGBoost,1.8881652355194092,"108 196074.781250 +109 196249.468750 +110 196249.468750 +111 194917.562500 +112 196248.796875 +113 196248.796875 +114 196249.359375 +115 195533.703125 +116 196249.359375 +117 196249.359375 +118 194912.046875 +119 196249.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,ITBI,XGBoost,1.0290179252624512,"103 207497.093750 +104 149800.625000 +105 199535.875000 +106 201958.890625 +107 193136.203125 +108 151911.484375 +109 156297.046875 +110 208486.890625 +111 202131.968750 +112 201958.890625 +113 156586.484375 +114 201958.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,IRRF,XGBoost,1.0298850536346436,"108 19509.542969 +109 29359.087891 +110 35370.425781 +111 35370.425781 +112 34088.582031 +113 32263.648438 +114 32263.648438 +115 32277.451172 +116 32773.714844 +117 33033.097656 +118 50784.917969 +119 207025.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,IRRF,Linear Regression,1.0298850536346436,"395948 1969.100206 +395956 55968.665170 +395963 73476.301449 +395970 79048.968331 +395977 81707.629567 +395984 74599.372258 +395991 71112.086348 +395998 75685.666751 +396005 74482.876365 +396013 72258.913222 +396020 68773.542959 +396028 212498.609320 +Name: y, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do FPM,SARIMAX,0.9510996341705322,"108 1890097.875 +109 1893768.875 +110 1744751.750 +111 1753981.250 +112 1893777.500 +113 1888730.625 +114 1893768.875 +115 1744751.750 +116 1744751.750 +117 1011126.625 +118 1893777.500 +119 1893768.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do ICMS,HWES,0.9691016674041748,"108 981246.1875 +109 818532.9375 +110 877308.5625 +111 994219.1250 +112 999386.3125 +113 985351.2500 +114 983239.1250 +115 999386.3125 +116 994219.1250 +117 992675.6875 +118 993563.7500 +119 992675.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do IPVA,XGBoost,1.4536755084991455,"108 57786.648438 +109 17780.457031 +110 40079.625000 +111 56681.257812 +112 47027.269531 +113 17031.583984 +114 16356.301758 +115 3574.353516 +116 6791.744141 +117 7786.195801 +118 3803.974365 +119 56403.417969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do ITR,SARIMAX,1.569594383239746,"71 30878.220703 +72 59955.609375 +73 51471.714844 +74 52343.953125 +75 59419.238281 +76 52343.953125 +77 51980.195312 +78 59905.464844 +79 36389.828125 +80 618836.687500 +81 36439.351562 +82 54725.722656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,Transferencias LC 61_1989,XGBoost,1.2028892040252686,"84 7702.918945 +85 5577.829102 +86 6306.744141 +87 6370.013184 +88 4801.058594 +89 5116.568848 +90 6050.612793 +91 4845.235352 +92 5388.410645 +93 8177.166992 +94 6301.835449 +95 7645.047363 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão Bonito do Sul - RS,Transferencias LC 61_1989,Linear Regression,1.2028892040252686,"395952 4129.377361 +395960 2241.899206 +395967 2823.266583 +395974 3340.087865 +395981 3082.463552 +395988 3493.755600 +395995 3603.702608 +396002 3006.200949 +396009 3200.161827 +396017 5305.280306 +396024 2831.335965 +396032 3730.626234 +Name: y, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,IPTU,AR,1.5721402168273926,"107 22175.869141 +108 79341.953125 +109 179216.328125 +110 83644.328125 +111 30521.210938 +112 34291.468750 +113 55307.281250 +114 49887.359375 +115 50694.121094 +116 57417.085938 +117 63355.453125 +118 57417.085938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,ISS,Prophet,0.8486301898956299,"108 507406.21875 +109 518619.25000 +110 518619.18750 +111 518875.96875 +112 504394.50000 +113 518619.25000 +114 518875.96875 +115 511732.71875 +116 518619.25000 +117 519225.18750 +118 518619.18750 +119 525306.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,ITBI,MLP,1.2920901775360107,"108 28653.738957 +109 27185.337548 +110 27287.957399 +111 27538.991459 +112 28443.819889 +113 28759.568738 +114 27376.577300 +115 28338.152144 +116 29330.723351 +117 29504.661447 +118 29490.257007 +119 30272.903537 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,IRRF,Prophet,0.8138608932495117,"86 54864.355469 +87 66530.171875 +88 244653.468750 +89 55703.558594 +90 244654.656250 +91 59256.589844 +92 55701.683594 +93 52562.937500 +94 129530.343750 +95 59260.066406 +96 129530.343750 +97 244654.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do FPM,SARIMAX,1.9601428508758545,"108 8.756316e+05 +109 2.218698e+06 +110 8.233774e+05 +111 1.140272e+06 +112 1.151888e+06 +113 1.149623e+06 +114 2.218698e+06 +115 8.233774e+05 +116 8.032356e+05 +117 7.948053e+05 +118 1.151888e+06 +119 2.218698e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do ICMS,HWES,0.8783688545227051,"108 1488194.625 +109 1417954.500 +110 1462986.500 +111 1540299.375 +112 1516438.625 +113 1449532.375 +114 1468262.500 +115 1530297.750 +116 1488857.375 +117 1530297.750 +118 1471857.375 +119 1531015.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do IPVA,HWES,1.6178526878356934,"107 76786.046875 +108 63387.972656 +109 60542.296875 +110 76774.734375 +111 81406.984375 +112 39288.484375 +113 18837.273438 +114 17679.373047 +115 15331.130859 +116 10000.424805 +117 6888.778320 +118 81406.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do IPVA,Linear Regression,1.6178526878356934,"413852 160551.968834 +413861 65828.213888 +413870 67290.556804 +413879 120409.944173 +413888 82089.047407 +413897 37473.964633 +413906 24805.803091 +413915 17056.775366 +413924 10297.247185 +413933 5939.787891 +413942 4507.349304 +413951 85712.393925 +Name: y, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do ITR,SARIMAX,1.3892412185668945,"36 14758.086914 +37 14793.644531 +38 14738.450195 +39 14758.086914 +40 14749.341797 +41 14749.341797 +42 14793.644531 +43 14771.256836 +44 38590.671875 +45 121513.921875 +46 14752.996094 +47 14752.996094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santana da Boa Vista - RS,Transferencias LC 61_1989,XGBoost,1.047412395477295,"108 6881.875488 +109 7061.283691 +110 7344.862793 +111 7487.441895 +112 7344.113770 +113 7344.862793 +114 7255.579102 +115 6785.311035 +116 6635.575195 +117 8043.043457 +118 6815.770996 +119 8648.208008 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,IPTU,SARIMAX,0.8639404773712158,"99 4259.281250 +100 7080.869629 +101 9362.967773 +102 12414.038086 +103 15711.814453 +104 11502.758789 +105 9239.868164 +106 9437.867188 +107 5806.051758 +108 5799.914551 +109 6711.196289 +110 6609.144043 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,IPTU,Linear Regression,0.8639404773712158,"99 1895.152848 +100 2094.765537 +101 2542.680203 +102 2801.941802 +103 6370.475730 +104 8771.991033 +105 4726.466515 +106 6009.862337 +107 3225.808958 +108 3108.452458 +109 2443.864512 +110 2137.355856 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,ISS,SARIMAX,1.0363309383392334,"108 68447.515625 +109 67673.945312 +110 68447.515625 +111 67393.109375 +112 68447.515625 +113 68580.203125 +114 67888.203125 +115 67673.945312 +116 67673.945312 +117 67870.789062 +118 68440.890625 +119 68447.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,ITBI,XGBoost,1.8374910354614258,"108 19781.542969 +109 7431.634277 +110 17355.054688 +111 13186.755859 +112 13046.352539 +113 15346.081055 +114 15456.315430 +115 8621.254883 +116 17079.064453 +117 22063.226562 +118 8450.509766 +119 8292.044922 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,IRRF,HWES,0.8575851917266846,"60 79203.523438 +61 79491.820312 +62 79491.820312 +63 79491.820312 +64 79491.820312 +65 79491.820312 +66 79495.070312 +67 79495.070312 +68 79491.820312 +69 79491.820312 +70 79491.820312 +71 79395.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,Cota-Parte do FPM,HWES,1.1330547332763672,"108 1.241585e+06 +109 1.894981e+06 +110 1.133394e+06 +111 1.157993e+06 +112 1.244246e+06 +113 1.259995e+06 +114 1.245980e+06 +115 1.133394e+06 +116 1.133614e+06 +117 9.460652e+05 +118 1.244246e+06 +119 1.894981e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,Cota-Parte do ICMS,HWES,0.8101980686187744,"108 621406.0625 +109 659903.6875 +110 671143.6875 +111 646498.9375 +112 723630.5000 +113 684950.0625 +114 649800.5000 +115 714770.1875 +116 714770.1875 +117 722939.8125 +118 673049.8125 +119 722985.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.8640403747558594,"108 144688.765625 +109 28074.628906 +110 128663.804688 +111 35769.679688 +112 38442.062500 +113 27854.703125 +114 17282.478516 +115 11163.970703 +116 13528.695312 +117 9309.119141 +118 9603.215820 +119 37028.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,Cota-Parte do IPVA,Linear Regression,2.8640403747558594,"108 40906.703204 +109 9631.510653 +110 38035.078959 +111 24297.817134 +112 19980.051498 +113 7497.597391 +114 5389.374816 +115 4249.598092 +116 4388.233996 +117 3869.427964 +118 22375.138549 +119 56700.847149 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,Cota-Parte do ITR,XGBoost,1.2018194198608398,"94 28.725451 +95 51.471119 +96 23.077126 +97 35.589844 +98 30.731300 +99 43.885372 +100 7.980792 +101 52.304485 +102 136.374054 +103 221.254684 +104 217.818771 +105 212.554703 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,Cota-Parte do ITR,Linear Regression,1.2018194198608398,"358328 455.071365 +358337 37.523021 +410117 33.071137 +410126 20.634128 +410143 54.977232 +410152 8.399019 +410161 27.084817 +410170 38.239764 +410179 1032.978382 +410188 2939.343692 +410197 46.527738 +410206 6.198314 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Sul - RS,Transferencias LC 61_1989,HWES,1.1538312435150146,"108 5861.802246 +109 5290.126953 +110 5373.062988 +111 6128.206055 +112 5132.100586 +113 6780.588379 +114 5911.196289 +115 5136.138672 +116 5425.437988 +117 6378.977539 +118 4953.055664 +119 5881.737793 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,IPTU,AR,3.572766065597534,"97 402.767578 +98 6775.990234 +99 53116.906250 +100 53116.906250 +101 5668.373535 +102 3699.072021 +103 3696.976807 +104 3221.571289 +105 -168.142456 +106 92.242088 +107 -762.771423 +108 4972.139160 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,IPTU,Linear Regression,3.572766065597534,"400022 917.006252 +400031 10585.884299 +400040 51596.171784 +400048 55783.655333 +400055 8758.844590 +400064 4480.262299 +400071 4550.875380 +400080 5946.850750 +400088 787.030977 +400097 696.305953 +400106 1174.881683 +400115 94.816255 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,ISS,SARIMAX,1.0342297554016113,"108 63268.664062 +109 60902.527344 +110 60950.496094 +111 62681.031250 +112 59236.000000 +113 59236.000000 +114 62681.031250 +115 62696.355469 +116 62215.347656 +117 60950.496094 +118 62696.355469 +119 62215.347656 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,ITBI,SES,1.273669958114624,"93 994.038696 +94 16207.449219 +95 4503.948730 +96 6511.888672 +97 6297.902832 +98 5173.979004 +99 17201.224609 +100 4678.698730 +101 5586.804199 +102 3796.009521 +103 19469.546875 +104 6190.335938 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,IRRF,MLP,1.0236966609954834,"108 46128.687941 +109 49601.157799 +110 51357.192398 +111 51841.616022 +112 49749.730535 +113 49075.191194 +114 51257.542469 +115 48321.039757 +116 48504.206998 +117 48163.340945 +118 48937.646915 +119 59941.607233 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,IRRF,Linear Regression,1.0236966609954834,"400025 36799.512128 +400034 54490.351139 +400043 63980.631408 +400050 67253.802228 +400058 57283.655958 +400066 54278.960178 +400074 65997.895681 +400083 51604.944991 +400091 52840.820044 +400100 51407.479517 +400109 55711.817905 +400117 113335.109935 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,Cota-Parte do FPM,HWES,1.8409383296966553,"108 1.234019e+06 +109 1.893279e+06 +110 1.083380e+06 +111 1.088267e+06 +112 1.233683e+06 +113 1.100240e+06 +114 1.233683e+06 +115 1.083380e+06 +116 1.083383e+06 +117 9.557189e+05 +118 1.233683e+06 +119 1.893279e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,Cota-Parte do ICMS,HWES,0.9598562717437744,"108 436260.59375 +109 375832.53125 +110 434964.56250 +111 428185.96875 +112 447072.96875 +113 438790.53125 +114 450703.43750 +115 439326.28125 +116 439326.28125 +117 446859.40625 +118 451017.84375 +119 446829.71875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,Cota-Parte do IPVA,AR,1.4049863815307617,"108 48582.230469 +109 55431.871094 +110 18909.720703 +111 46835.156250 +112 47885.656250 +113 23998.306641 +114 4129.238281 +115 21813.113281 +116 -1350.585449 +117 4146.895020 +118 3403.255615 +119 25322.160156 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,Cota-Parte do ITR,XGBoost,1.358508586883545,"81 499.644501 +82 6162.160645 +83 687.250427 +84 593.495239 +85 480.590668 +86 23.298531 +87 3075.539795 +88 3062.904053 +89 3062.904053 +90 3138.361084 +91 5726.091309 +92 3044.861084 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,Cota-Parte do ITR,Linear Regression,1.358508586883545,"351809 29.575558 +351818 285.316652 +351827 2524.428994 +351836 29.419186 +351845 10992.860522 +400029 2.599167 +400038 62.494110 +400062 125.131913 +400078 163.193856 +400095 251.303492 +400104 2567.448372 +400113 201.188178 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Herval - RS,Transferencias LC 61_1989,HWES,1.1915903091430664,"108 2786.501709 +109 2489.094238 +110 2731.421387 +111 2925.222412 +112 2904.104980 +113 2541.310303 +114 3030.103516 +115 2352.163086 +116 2555.302979 +117 2470.365967 +118 2731.421387 +119 2939.562744 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,IPTU,HWES,1.8901424407958984,"108 20527.751953 +109 44034.125000 +110 404349.656250 +111 26133.179688 +112 20545.687500 +113 401740.531250 +114 12111.664062 +115 9871.549805 +116 11417.987305 +117 12119.050781 +118 11166.291992 +119 6431.195312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,ISS,HWES,2.946678876876831,"108 37766.394531 +109 24269.548828 +110 50363.843750 +111 50364.148438 +112 48393.230469 +113 50866.402344 +114 48393.230469 +115 52156.785156 +116 38102.640625 +117 48501.261719 +118 25395.763672 +119 50363.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,ITBI,XGBoost,1.9224998950958252,"107 16129.001953 +108 17806.460938 +109 14597.366211 +110 21303.074219 +111 3923.737793 +112 16401.267578 +113 12212.579102 +114 8914.337891 +115 9186.729492 +116 10038.121094 +117 7794.793457 +118 11589.380859 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,ITBI,Linear Regression,1.9224998950958252,"426916 11523.351075 +426925 1703.028617 +426933 21453.817455 +426942 36678.996124 +426951 18474.006759 +426960 32346.672878 +426968 12915.197012 +426976 21639.222040 +426985 24290.989161 +426994 55846.048276 +427002 7344.576808 +427010 21464.818797 +Name: y, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,IRRF,XGBoost,1.387922763824463,"108 60034.566406 +109 94598.054688 +110 94598.054688 +111 94591.234375 +112 94598.054688 +113 94667.218750 +114 94591.234375 +115 94598.054688 +116 94598.054688 +117 94591.234375 +118 94200.195312 +119 94598.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,Cota-Parte do FPM,SARIMAX,0.9938359260559082,"108 1254082.875 +109 1893768.875 +110 1252959.250 +111 1198454.000 +112 1893768.875 +113 1178665.500 +114 1893768.875 +115 1252959.250 +116 1020573.625 +117 1178235.250 +118 1893769.375 +119 1893768.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ICMS,HWES,1.0260684490203857,"108 918837.3125 +109 887201.5000 +110 920669.8125 +111 908249.5625 +112 914651.1250 +113 921688.2500 +114 854472.3750 +115 930700.8750 +116 908306.8750 +117 914651.1250 +118 848625.3125 +119 914651.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,Cota-Parte do IPVA,SES,0.8399357795715332,"102 113362.820312 +103 57094.394531 +104 58117.925781 +105 36957.039062 +106 95253.851562 +107 95253.851562 +108 99782.375000 +109 99782.000000 +110 103463.234375 +111 102788.273438 +112 102703.656250 +113 53782.105469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ITR,SES,1.3959968090057373,"71 155.245911 +72 198.753510 +73 69.073692 +74 49.611160 +75 57.478954 +76 554.018311 +77 101.282410 +78 130.553619 +79 97.037521 +80 58.116615 +81 -48.921383 +82 73.862068 +Name: Valor, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ITR,Linear Regression,1.3959968090057373,"387920 4535.114997 +387928 3.953992 +387936 6.940390 +426921 139.626079 +426938 28.233412 +426947 57.547900 +426956 39.796747 +426964 21.048137 +426981 204.197988 +426990 1498.963032 +426998 3135.706548 +427015 109.087167 +Name: y, dtype: float64" +Prefeitura Municipal de Miraguaí - RS,Transferencias LC 61_1989,XGBoost,0.9847886562347412,"48 5818.699707 +49 5921.886719 +50 5818.699707 +51 7596.291504 +52 7596.291504 +53 7596.291504 +54 7613.671387 +55 7596.291504 +56 7596.291504 +57 7613.671387 +58 7595.633301 +59 7613.671387 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,IPTU,SARIMAX,1.170750379562378,"79 9471.152344 +80 9483.798828 +81 9331.758789 +82 9346.665039 +83 9346.665039 +84 41492.480469 +85 288048.156250 +86 33854.781250 +87 58653.277344 +88 1044.700928 +89 1303.956299 +90 1044.700928 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,IPTU,Linear Regression,1.170750379562378,"79 2603.819897 +80 2576.368479 +81 4255.626489 +82 2980.925021 +83 3040.384076 +84 16597.843724 +85 70204.476452 +86 11166.445264 +87 52627.773414 +88 4347.836903 +89 3453.339854 +90 4879.189870 +Name: y, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,ISS,XGBoost,0.956233024597168,"96 80595.203125 +97 80595.203125 +98 80671.742188 +99 81048.328125 +100 80595.281250 +101 80595.203125 +102 81010.484375 +103 81010.484375 +104 81010.484375 +105 81010.484375 +106 81048.328125 +107 81048.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,ITBI,AR,1.411980152130127,"94 47320.582031 +95 42138.117188 +96 44148.097656 +97 41041.234375 +98 40667.953125 +99 40908.781250 +100 44695.625000 +101 43829.878906 +102 40667.953125 +103 42268.031250 +104 42302.664062 +105 40296.160156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,IRRF,AR,3.764864683151245,"96 85785.757812 +97 85736.031250 +98 85782.671875 +99 85782.671875 +100 85785.757812 +101 85785.757812 +102 85785.757812 +103 85785.757812 +104 85785.757812 +105 85750.179688 +106 85785.757812 +107 85750.179688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,Cota-Parte do FPM,SARIMAX,1.0381226539611816,"96 1168560.500 +97 1811506.375 +98 1104461.125 +99 1168560.500 +100 1770811.875 +101 1168560.500 +102 1811506.375 +103 1168560.500 +104 1170191.875 +105 1167009.625 +106 1808931.750 +107 1811506.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,Cota-Parte do ICMS,SES,0.7976164817810059,"96 453375.53125 +97 415750.12500 +98 415789.93750 +99 453375.53125 +100 415793.37500 +101 453637.06250 +102 498809.03125 +103 412733.00000 +104 402368.53125 +105 401574.68750 +106 395750.78125 +107 412530.03125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,Cota-Parte do IPVA,MLP,1.548856496810913,"96 201460.475382 +97 91057.040663 +98 108036.915063 +99 204147.489418 +100 119789.684840 +101 96078.043280 +102 330911.333386 +103 88232.822154 +104 82801.118323 +105 88632.699004 +106 93908.647187 +107 336300.486006 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,Cota-Parte do ITR,HWES,1.9813361167907715,"82 223.420074 +83 416.251221 +84 1070.288940 +85 1009.510498 +86 181.626190 +87 262.697174 +88 303.712860 +89 3060.826416 +90 2983.039307 +91 2984.387939 +92 2980.604492 +93 2980.604492 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ilópolis - RS,Transferencias LC 61_1989,AR,1.3766543865203857,"96 4217.117676 +97 4620.906250 +98 4282.274902 +99 4034.005371 +100 3693.874512 +101 4521.844727 +102 3715.240967 +103 3932.491943 +104 4145.617188 +105 4217.583496 +106 3922.090088 +107 4089.793945 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,IPTU,AR,1.6178619861602783,"91 239.659409 +92 1037.597778 +93 466.068848 +94 1043.720825 +95 69467.632812 +96 1485.982788 +97 1241.494385 +98 1093.130859 +99 635.934753 +100 638.379456 +101 641.306274 +102 579.325195 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,IPTU,Linear Regression,1.6178619861602783,"407880 654.247695 +407889 1663.553737 +407896 518.969974 +407904 1861.370915 +407913 74080.267934 +407922 6367.197358 +407930 4185.988949 +407939 1819.709260 +407948 585.288313 +407957 416.887959 +407965 497.455399 +407973 322.843898 +Name: y, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,ISS,XGBoost,1.440526008605957,"108 22736.091797 +109 25158.572266 +110 25262.164062 +111 26771.955078 +112 27151.658203 +113 27151.658203 +114 24426.898438 +115 23902.152344 +116 23568.580078 +117 24204.167969 +118 23722.324219 +119 24287.537109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,ITBI,AR,1.7333893775939941,"85 137513.890625 +86 3399.436035 +87 137136.062500 +88 136851.984375 +89 137345.828125 +90 10272.686523 +91 4384.889160 +92 6945.442871 +93 138637.640625 +94 10096.291992 +95 137389.140625 +96 1543.781128 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,IRRF,MLP,1.5604195594787598,"107 43581.566793 +108 44610.398004 +109 44988.034636 +110 46616.695645 +111 47797.336348 +112 49374.179306 +113 51393.863518 +114 53479.310320 +115 55335.100001 +116 57639.554031 +117 57899.025152 +118 60860.025059 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do FPM,HWES,1.2132608890533447,"108 1.243665e+06 +109 1.893926e+06 +110 1.075496e+06 +111 1.148330e+06 +112 1.244511e+06 +113 1.288780e+06 +114 1.244511e+06 +115 1.075496e+06 +116 1.075496e+06 +117 9.522373e+05 +118 1.244511e+06 +119 1.893926e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do ICMS,HWES,0.9391193389892578,"108 651518.3750 +109 619994.5000 +110 619437.2500 +111 657145.1250 +112 647431.0000 +113 658953.6875 +114 658953.6875 +115 657145.1250 +116 657145.1250 +117 647431.0000 +118 653026.8125 +119 647431.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do IPVA,SES,2.0503220558166504,"101 28327.283203 +102 28327.283203 +103 39995.375000 +104 39995.375000 +105 36742.109375 +106 28327.283203 +107 13764.751953 +108 13948.941406 +109 13989.945312 +110 14202.395508 +111 19718.828125 +112 32909.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do ITR,MLP,2.178954601287842,"86 19366.221523 +87 10019.277192 +88 11727.968661 +89 14347.684880 +90 18230.262521 +91 23116.885795 +92 29479.997206 +93 37583.067500 +94 47224.408717 +95 50355.753860 +96 46418.292786 +97 56549.287160 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quatro Irmãos - RS,Transferencias LC 61_1989,HWES,1.1030216217041016,"108 5684.375977 +109 5154.765137 +110 5776.809082 +111 6361.974121 +112 5745.417969 +113 6227.549805 +114 6117.115723 +115 6265.550781 +116 6261.916992 +117 5912.410645 +118 6036.131348 +119 6238.073730 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,IPTU,HWES,1.665863275527954,"108 418079.281250 +109 233831.218750 +110 223394.687500 +111 44634.035156 +112 308403.656250 +113 85550.625000 +114 304965.625000 +115 75875.750000 +116 352468.468750 +117 54953.105469 +118 35891.886719 +119 91960.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,IPTU,Linear Regression,1.665863275527954,"403477 7.245388e+04 +403486 5.656875e+05 +403495 2.103009e+06 +403504 2.549813e+05 +403513 2.976960e+05 +403522 1.961819e+05 +403531 2.166304e+05 +403540 2.317408e+05 +403549 1.500289e+05 +403558 3.708099e+05 +403567 3.569982e+05 +403576 2.957907e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Soledade - RS,ISS,MLP,1.0082142353057861,"108 617460.851091 +109 567298.662846 +110 646890.672066 +111 575191.125554 +112 686784.788100 +113 638632.683037 +114 624658.264405 +115 636717.524229 +116 586365.568800 +117 734124.960054 +118 601481.984275 +119 747100.804983 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,ITBI,HWES,0.9835889339447021,"108 126918.335938 +109 147102.546875 +110 187058.437500 +111 207957.093750 +112 157346.125000 +113 223043.859375 +114 222760.734375 +115 210966.734375 +116 206852.531250 +117 223976.375000 +118 210792.546875 +119 139667.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,ITBI,Linear Regression,0.9835889339447021,"403479 166932.819275 +403488 196117.668543 +403497 374178.751999 +403506 409801.951316 +403515 154252.278861 +403524 236147.878632 +403533 225172.927174 +403542 260257.215257 +403551 555110.798988 +403560 271195.557963 +403569 352733.600997 +403578 163555.776550 +Name: y, dtype: float64" +Prefeitura Municipal de Soledade - RS,IRRF,SARIMAX,0.8475420475006104,"108 514139.18750 +109 514139.18750 +110 521306.87500 +111 521306.87500 +112 521306.87500 +113 521306.87500 +114 514129.78125 +115 514130.12500 +116 514129.78125 +117 521306.87500 +118 514129.75000 +119 521306.87500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,Cota-Parte do FPM,AR,0.9635045528411865,"108 3054606.50 +109 5050050.00 +110 2653534.25 +111 3054606.50 +112 3370913.00 +113 3292132.25 +114 5050050.00 +115 2653534.25 +116 2653534.25 +117 2506798.25 +118 3370913.00 +119 5050050.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,Cota-Parte do ICMS,HWES,2.8450217247009277,"108 2913637.50 +109 2731625.50 +110 2797255.00 +111 2906995.25 +112 2955305.50 +113 2760489.75 +114 2908875.00 +115 2910615.75 +116 2910615.75 +117 2918518.25 +118 2924732.75 +119 2918518.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,Cota-Parte do IPVA,AR,1.539048671722412,"108 8.991389e+05 +109 3.860930e+05 +110 7.935973e+05 +111 1.070201e+06 +112 7.617838e+05 +113 4.182141e+05 +114 3.469528e+05 +115 2.954602e+05 +116 1.379701e+05 +117 8.236739e+04 +118 7.708680e+04 +119 7.617838e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,Cota-Parte do IPVA,Linear Regression,1.539048671722412,"403483 1.425730e+06 +403492 3.911235e+05 +403501 5.888995e+05 +403510 1.083202e+06 +403519 8.925539e+05 +403528 3.487857e+05 +403537 2.823346e+05 +403546 2.003534e+05 +403555 1.191111e+05 +403564 8.861673e+04 +403573 6.514027e+04 +403582 8.937890e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Soledade - RS,Cota-Parte do ITR,XGBoost,1.906540870666504,"72 2.492810e+04 +73 2.363589e+04 +74 1.847664e+04 +75 2.490095e+04 +76 1.796141e+04 +77 1.654313e+04 +78 1.847664e+04 +79 2.491430e+04 +80 2.369432e+05 +81 1.028320e+06 +82 4.863105e+04 +83 2.394646e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,Transferencias LC 61_1989,HWES,1.049717664718628,"108 25484.568359 +109 23858.986328 +110 19438.777344 +111 20420.888672 +112 18937.507812 +113 21872.314453 +114 25362.451172 +115 21765.470703 +116 20250.767578 +117 18230.482422 +118 24327.847656 +119 25348.419922 +Name: Valor, dtype: float64" +Prefeitura Municipal de Soledade - RS,Transferencias LC 61_1989,Linear Regression,1.049717664718628,"403485 29270.458401 +403494 15891.351401 +403503 20012.314646 +403512 23675.657244 +403521 21849.608215 +403530 24764.931890 +403539 25544.274889 +403548 21308.960027 +403557 22683.920950 +403566 37605.671737 +403575 20069.479746 +403584 26443.934464 +Name: y, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,IPTU,HWES,1.6232447624206543,"93 1584.425415 +94 3017.532959 +95 62505.441406 +96 63972.335938 +97 3805.636719 +98 16179.018555 +99 5320.689453 +100 32803.468750 +101 7839.354004 +102 7699.165527 +103 4965.588867 +104 7695.061523 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,ISS,XGBoost,1.243250846862793,"96 14807.715820 +97 12496.235352 +98 12661.033203 +99 12763.711914 +100 14807.938477 +101 14805.289062 +102 14479.840820 +103 14479.840820 +104 12610.098633 +105 14807.938477 +106 14231.558594 +107 14807.938477 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,ITBI,SARIMAX,2.1289126873016357,"95 7573.638184 +96 4342.874512 +97 7730.068359 +98 7538.422852 +99 7373.294434 +100 6955.289062 +101 14934.101562 +102 10472.799805 +103 7841.908691 +104 14398.985352 +105 6656.673340 +106 4693.341309 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,ITBI,Linear Regression,2.1289126873016357,"95 2764.831809 +96 2257.121763 +97 2878.362473 +98 2758.804043 +99 4247.958840 +100 3250.143976 +101 4551.169344 +102 5295.068925 +103 4352.887158 +104 4608.800677 +105 4114.159863 +106 3220.568501 +Name: y, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,IRRF,SARIMAX,0.9884207248687744,"96 81818.539062 +97 81716.234375 +98 81716.234375 +99 81716.234375 +100 81818.539062 +101 81805.156250 +102 81818.539062 +103 81811.921875 +104 81716.234375 +105 65653.968750 +106 65653.968750 +107 81811.921875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,Cota-Parte do FPM,HWES,1.1229593753814697,"96 1257583.625 +97 1893771.125 +98 1056053.875 +99 1208860.250 +100 1586765.625 +101 1208862.000 +102 1584368.250 +103 1056053.875 +104 1120596.000 +105 1053758.875 +106 1586765.625 +107 1893771.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,Cota-Parte do ICMS,SARIMAX,1.1107218265533447,"96 984584.0625 +97 989424.5625 +98 982673.2500 +99 985933.7500 +100 980338.3750 +101 985308.5625 +102 985933.7500 +103 969155.0000 +104 969155.0000 +105 965981.9375 +106 985877.7500 +107 965981.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,Cota-Parte do IPVA,MLP,1.7296769618988037,"96 84484.848245 +97 28304.683066 +98 58544.235687 +99 57561.685987 +100 41304.045924 +101 21890.337830 +102 19574.888341 +103 14467.851166 +104 14589.113395 +105 12027.733455 +106 15606.315887 +107 85634.782559 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,Cota-Parte do ITR,XGBoost,2.035637140274048,"82 60.417561 +83 2970.290039 +84 5013.622070 +85 9779.335938 +86 15266.862305 +87 9309.275391 +88 17505.869141 +89 13593.014648 +90 4725.340332 +91 4733.402344 +92 13626.897461 +93 17530.339844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Derrubadas - RS,Transferencias LC 61_1989,HWES,1.210618495941162,"96 6042.679199 +97 6094.319336 +98 6604.725098 +99 6830.860840 +100 6346.077148 +101 6637.195312 +102 6613.274902 +103 6607.671387 +104 6542.415039 +105 6599.406250 +106 6600.746094 +107 6613.488770 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,IPTU,HWES,1.4251394271850586,"98 5935.932129 +99 6520.194336 +100 4084.265137 +101 13890.438477 +102 51819.859375 +103 50663.253906 +104 5014.974609 +105 11688.322266 +106 39.659382 +107 2151.593506 +108 39.659382 +109 6255.282227 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,IPTU,Linear Regression,1.4251394271850586,"409353 839.915138 +409362 1739.594401 +409371 3678.060979 +409380 23007.898905 +409389 106866.805543 +409397 51859.283597 +409406 9968.808079 +409415 9739.392731 +409424 2532.284421 +409433 963.994011 +409442 2823.193791 +409451 5527.465348 +Name: y, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,ISS,SARIMAX,2.5115408897399902,"108 42941.812500 +109 42748.718750 +110 42748.718750 +111 38224.023438 +112 42546.949219 +113 42743.242188 +114 42755.187500 +115 41895.390625 +116 42748.718750 +117 42755.187500 +118 41952.722656 +119 42865.660156 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,ITBI,XGBoost,2.4142367839813232,"103 9270.980469 +104 5675.429199 +105 8011.680664 +106 9502.352539 +107 9487.285156 +108 8234.023438 +109 8011.680664 +110 7698.514160 +111 8297.989258 +112 8665.080078 +113 3569.780518 +114 6236.376953 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,ITBI,Linear Regression,2.4142367839813232,"409355 4930.767491 +409364 20286.586249 +409373 17525.356454 +409382 13947.028046 +409391 13653.295183 +409399 3381.097708 +409408 17770.767796 +409417 18173.400181 +409426 3972.789807 +409435 11228.061972 +409444 25682.254675 +409453 11073.094994 +Name: y, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,IRRF,MLP,1.660679817199707,"108 23686.264316 +109 48491.973302 +110 59574.010187 +111 56107.538946 +112 55837.464519 +113 56736.407167 +114 53794.762812 +115 56002.891653 +116 55838.244371 +117 53947.002232 +118 64074.066027 +119 126391.933159 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do FPM,HWES,1.061323881149292,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do ICMS,HWES,0.8592238426208496,"108 530670.43750 +109 457008.84375 +110 463139.71875 +111 538336.68750 +112 548216.25000 +113 528629.18750 +114 537301.75000 +115 538336.87500 +116 537301.75000 +117 548096.50000 +118 536807.56250 +119 548096.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do IPVA,MLP,1.6182277202606201,"107 88670.450458 +108 34262.503983 +109 35978.728319 +110 48566.070577 +111 42763.872887 +112 26994.380884 +113 27550.039416 +114 25361.455379 +115 44489.998794 +116 28250.724002 +117 28076.619270 +118 81710.390333 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do ITR,XGBoost,1.4054558277130127,"87 1195.505615 +88 1397.329102 +89 1767.083008 +90 1858.797485 +91 1855.866211 +92 1858.281494 +93 354.890961 +94 1943.245605 +95 379.421539 +96 353.151550 +97 354.890961 +98 354.890961 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim do Sul - RS,Transferencias LC 61_1989,HWES,1.2233290672302246,"108 4482.500977 +109 4692.057129 +110 4248.617676 +111 3847.612549 +112 3875.827881 +113 3953.818848 +114 3894.250000 +115 4473.342773 +116 3778.530029 +117 4482.667480 +118 4322.112793 +119 4330.912598 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,IPTU,HWES,2.842775344848633,"100 1.869584e+06 +101 1.833211e+07 +102 2.475596e+07 +103 3.186287e+06 +104 3.132527e+06 +105 3.132527e+06 +106 3.132527e+06 +107 1.530235e+07 +108 3.132527e+06 +109 3.132527e+06 +110 3.132527e+06 +111 3.132527e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,ISS,XGBoost,1.437283992767334,"100 7795767.5 +101 7632202.5 +102 5031670.5 +103 4642762.0 +104 5100035.0 +105 7140947.0 +106 7796023.0 +107 7796023.0 +108 7597997.5 +109 5621622.0 +110 7140684.5 +111 7796023.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,ITBI,SARIMAX,1.5790228843688965,"100 4224930.0 +101 4473043.5 +102 4542530.5 +103 4616479.0 +104 4506522.5 +105 4561413.0 +106 4506522.5 +107 4506636.0 +108 4616490.0 +109 4509744.5 +110 4507578.5 +111 4506522.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,IRRF,MLP,1.6192986965179443,"100 1.444475e+06 +101 1.431304e+06 +102 1.742663e+06 +103 1.814339e+06 +104 1.801212e+06 +105 1.876239e+06 +106 1.888229e+06 +107 1.941140e+06 +108 2.010506e+06 +109 1.980968e+06 +110 2.003214e+06 +111 2.905166e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,Cota-Parte do FPM,SARIMAX,2.3364622592926025,"100 5681307.00 +101 5662971.50 +102 3687086.50 +103 3165950.25 +104 5681307.00 +105 4772663.00 +106 5681353.00 +107 3165950.25 +108 4772663.00 +109 3687247.00 +110 5681307.00 +111 5662971.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,Cota-Parte do ICMS,XGBoost,1.0644030570983887,"100 2738455.00 +101 2498919.25 +102 2738478.50 +103 2891946.50 +104 3028900.00 +105 2715849.25 +106 2892150.00 +107 2951302.25 +108 2800758.75 +109 3020026.75 +110 2610533.00 +111 3020365.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,Cota-Parte do IPVA,SARIMAX,1.9566998481750488,"100 2.325180e+06 +101 1.306920e+06 +102 1.970380e+06 +103 2.036058e+06 +104 1.859072e+06 +105 1.040526e+06 +106 7.084806e+05 +107 4.361636e+05 +108 1.936772e+05 +109 1.605686e+05 +110 1.600905e+05 +111 2.333303e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,Cota-Parte do ITR,XGBoost,1.8195874691009521,"100 19849.619141 +101 37861.878906 +102 7672.225098 +103 7677.071777 +104 10095.631836 +105 11587.809570 +106 7869.195801 +107 7985.293945 +108 20131.080078 +109 87072.000000 +110 10377.029297 +111 16242.305664 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gramado - RS,Transferencias LC 61_1989,SES,0.8864955902099609,"64 24445.376953 +65 23882.205078 +66 24084.433594 +67 23505.189453 +68 24084.675781 +69 23514.025391 +70 23863.906250 +71 23875.117188 +72 23871.462891 +73 26014.832031 +74 24287.486328 +75 23076.638672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacequi - RS,IPTU,SES,2.558579444885254,"76 137482.562500 +77 135157.921875 +78 168802.593750 +79 265445.437500 +80 252643.687500 +81 166457.859375 +82 250404.734375 +83 164428.906250 +84 164428.953125 +85 137986.640625 +86 137986.640625 +87 154152.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacequi - RS,ISS,XGBoost,0.8589370250701904,"76 74357.062500 +77 72683.476562 +78 72629.328125 +79 81550.140625 +80 73515.179688 +81 84902.296875 +82 75019.546875 +83 70876.000000 +84 69751.273438 +85 77477.250000 +86 70718.992188 +87 70136.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacequi - RS,ISS,Linear Regression,0.8589370250701904,"375230 37273.981499 +375239 36593.939398 +375248 34520.313890 +375257 51102.453501 +375266 35421.050183 +375275 38347.454072 +375284 73326.622025 +375293 54910.734262 +375302 60063.603441 +375311 39291.314076 +375320 56374.498642 +375329 39491.886796 +Name: y, dtype: float64" +Prefeitura Municipal de Cacequi - RS,ITBI,XGBoost,0.8281257152557373,"76 126522.156250 +77 145846.765625 +78 252385.484375 +79 229258.609375 +80 223375.796875 +81 223375.796875 +82 218066.390625 +83 227784.031250 +84 232260.031250 +85 271499.718750 +86 229257.359375 +87 229257.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacequi - RS,IRRF,SARIMAX,0.892380952835083,"76 121261.515625 +77 241719.187500 +78 241719.187500 +79 241719.187500 +80 241719.187500 +81 242703.062500 +82 242711.765625 +83 242703.062500 +84 242710.187500 +85 242710.187500 +86 242711.765625 +87 242711.765625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacequi - RS,Cota-Parte do ICMS,XGBoost,1.0144689083099365,"76 1406239.250 +77 1672927.125 +78 1676467.875 +79 1440718.875 +80 1676467.875 +81 1473980.750 +82 1473980.750 +83 1672927.125 +84 1568582.875 +85 1410018.125 +86 1405294.625 +87 1676467.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacequi - RS,Cota-Parte do IPVA,MLP,0.8106346130371094,"74 164326.392091 +75 95973.107839 +76 101207.632311 +77 126436.058703 +78 122866.645302 +79 95478.006858 +80 90467.250577 +81 88303.767568 +82 82359.638923 +83 83481.334059 +84 82356.004279 +85 132005.140098 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacequi - RS,Cota-Parte do IPVA,Linear Regression,0.8106346130371094,"375235 208632.094811 +375244 43696.797097 +375253 56251.377295 +375262 119065.286789 +375271 112380.044670 +375280 46132.128333 +375289 33285.709849 +375298 27068.867418 +375307 11201.006651 +375316 12358.165430 +375325 7940.923863 +375334 129854.061366 +Name: y, dtype: float64" +Prefeitura Municipal de Cacequi - RS,Cota-Parte do ITR,XGBoost,1.5447282791137695,"75 75587.773438 +76 623136.000000 +77 623609.625000 +78 623609.625000 +79 619598.812500 +80 623799.562500 +81 619627.937500 +82 619627.937500 +83 629023.687500 +84 15508.441406 +85 626886.437500 +86 626886.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cacequi - RS,Transferencias LC 61_1989,MLP,0.9528465270996094,"52 18495.061661 +53 19102.824832 +54 18794.898033 +55 18541.539360 +56 17954.127070 +57 17848.231669 +58 18280.397728 +59 17636.335837 +60 18478.166746 +61 18669.756549 +62 17923.204260 +63 18475.430040 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,IPTU,HWES,3.0526013374328613,"108 215748.734375 +109 152580.875000 +110 152626.062500 +111 16760.894531 +112 17258.867188 +113 16184.322266 +114 16803.251953 +115 16054.306641 +116 14248.411133 +117 16602.978516 +118 52008.441406 +119 17692.419922 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,ISS,SARIMAX,1.2875852584838867,"108 784724.0000 +109 806248.1875 +110 752638.1250 +111 785259.6875 +112 815053.8125 +113 815053.8125 +114 752638.1250 +115 815053.8125 +116 752613.8750 +117 815053.8125 +118 752638.1250 +119 752638.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,ITBI,AR,2.033024549484253,"103 7217.624512 +104 5206.757324 +105 9639.141602 +106 59399.164062 +107 26783.328125 +108 5440.555176 +109 10169.821289 +110 7890.655762 +111 12068.496094 +112 30306.708984 +113 11736.360352 +114 5547.940430 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,ITBI,Linear Regression,2.033024549484253,"379916 6240.332219 +420510 4584.761945 +420527 934.145246 +420536 25079.284612 +420545 28303.925984 +420554 414865.684169 +420563 39907.754699 +420572 16855.367873 +420581 1354.542446 +420590 4056.240776 +420599 1572.917204 +420608 7108.928105 +Name: y, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,IRRF,XGBoost,2.019000768661499,"108 181451.171875 +109 181767.375000 +110 181766.281250 +111 181766.281250 +112 181766.281250 +113 181766.281250 +114 181766.281250 +115 181766.281250 +116 181766.281250 +117 181766.281250 +118 181766.281250 +119 181766.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do FPM,HWES,1.0206665992736816,"108 1.021771e+06 +109 1.893746e+06 +110 1.084928e+06 +111 1.123731e+06 +112 1.194494e+06 +113 1.229337e+06 +114 1.195735e+06 +115 9.580259e+05 +116 1.084929e+06 +117 9.518118e+05 +118 1.194494e+06 +119 1.796788e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do ICMS,HWES,0.9731452465057373,"108 516881.18750 +109 514635.00000 +110 501853.65625 +111 509785.62500 +112 610477.37500 +113 488262.21875 +114 509785.62500 +115 490204.12500 +116 509785.62500 +117 631050.06250 +118 518372.62500 +119 631050.06250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do IPVA,XGBoost,1.002793550491333,"108 146626.250000 +109 103177.085938 +110 106995.468750 +111 145459.953125 +112 145772.296875 +113 94355.796875 +114 56315.085938 +115 12677.119141 +116 50863.125000 +117 19125.324219 +118 10993.479492 +119 146626.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do ITR,AR,1.659620761871338,"92 18778.078125 +93 10302.372070 +94 12484.928711 +95 15727.951172 +96 11858.794922 +97 10637.964844 +98 26502.730469 +99 16864.470703 +100 17308.445312 +101 333803.687500 +102 29661.042969 +103 33865.351562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Minas do Leão - RS,Transferencias LC 61_1989,HWES,1.171537160873413,"108 3244.848877 +109 4862.191406 +110 6524.738770 +111 5590.867188 +112 5655.675781 +113 5524.062988 +114 5058.998535 +115 5328.170410 +116 5457.647949 +117 4817.598145 +118 5530.645020 +119 4515.150391 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,IPTU,SARIMAX,1.276550531387329,"106 280206.968750 +107 358055.937500 +108 146213.390625 +109 152457.296875 +110 113502.328125 +111 141303.890625 +112 113434.046875 +113 113819.937500 +114 141305.265625 +115 113434.046875 +116 115156.304688 +117 140213.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,IPTU,Linear Regression,1.276550531387329,"106 35359.144806 +107 175902.494201 +108 91943.626677 +109 107354.389712 +110 48986.145587 +111 70992.881590 +112 51327.663605 +113 38945.267302 +114 67222.919028 +115 37303.505083 +116 36605.775286 +117 81554.764903 +Name: y, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,ISS,HWES,1.3998422622680664,"108 1180454.375 +109 1398003.000 +110 1574628.000 +111 1574392.750 +112 1383620.250 +113 760132.625 +114 1409434.250 +115 1383620.250 +116 1409434.250 +117 1398014.000 +118 1418567.500 +119 1409434.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,ITBI,SARIMAX,1.4791145324707031,"105 28295.957031 +106 35635.957031 +107 28835.369141 +108 39927.304688 +109 34462.816406 +110 65284.160156 +111 34147.699219 +112 29429.851562 +113 42055.425781 +114 34152.582031 +115 37587.878906 +116 29429.876953 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,IRRF,XGBoost,1.0721678733825684,"108 376206.43750 +109 376206.43750 +110 376206.43750 +111 376206.43750 +112 376206.43750 +113 376206.43750 +114 376206.43750 +115 376206.43750 +116 376206.43750 +117 376206.43750 +118 376206.43750 +119 376212.40625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,Cota-Parte do FPM,HWES,1.1075146198272705,"108 3115216.25 +109 4419823.00 +110 2394151.75 +111 2797443.50 +112 3113742.00 +113 3130718.50 +114 3074495.75 +115 2512170.50 +116 2606694.25 +117 2306695.25 +118 3113742.00 +119 4419823.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,Cota-Parte do ICMS,MLP,1.6211485862731934,"108 2.141763e+06 +109 2.289906e+06 +110 2.316707e+06 +111 2.236868e+06 +112 2.139531e+06 +113 2.265756e+06 +114 2.227898e+06 +115 2.186363e+06 +116 2.176541e+06 +117 2.026642e+06 +118 2.259022e+06 +119 2.107680e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,Cota-Parte do IPVA,MLP,0.9680421352386475,"106 549202.758807 +107 285888.660923 +108 371013.802503 +109 440367.778634 +110 385557.846921 +111 232661.318648 +112 207721.441747 +113 188770.742636 +114 175093.514014 +115 168731.720399 +116 171598.463721 +117 474314.467014 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,Cota-Parte do ITR,XGBoost,1.6606016159057617,"93 83943.796875 +94 79405.171875 +95 85252.328125 +96 85037.632812 +97 79405.171875 +98 84361.687500 +99 85741.328125 +100 85037.632812 +101 32159.677734 +102 284629.812500 +103 68591.804688 +104 68591.804688 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,Transferencias LC 61_1989,XGBoost,2.925642490386963,"108 10013.477539 +109 21013.451172 +110 17545.107422 +111 16399.699219 +112 16016.740234 +113 16027.916016 +114 16027.916016 +115 16135.305664 +116 15984.890625 +117 16494.154297 +118 19786.185547 +119 21220.919922 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Norte - RS,Transferencias LC 61_1989,Linear Regression,2.925642490386963,"408929 31422.475400 +408938 17059.680851 +408947 21483.617986 +408956 25416.326854 +408965 23456.016480 +408974 26585.676871 +408983 27422.349218 +408992 22875.605017 +409001 24351.639611 +409010 40370.470313 +409019 21545.003350 +409028 12814.061660 +Name: y, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,IPTU,XGBoost,1.6376588344573975,"98 12816.806641 +99 283813.750000 +100 283799.781250 +101 628823.500000 +102 634763.375000 +103 635246.312500 +104 630184.062500 +105 429037.343750 +106 630184.062500 +107 630064.375000 +108 629854.312500 +109 636267.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,ISS,SARIMAX,1.4643900394439697,"108 35057.125000 +109 35005.136719 +110 35073.882812 +111 34987.519531 +112 35057.125000 +113 35110.535156 +114 35042.683594 +115 35073.882812 +116 35110.535156 +117 35110.535156 +118 35110.535156 +119 35073.882812 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,ITBI,XGBoost,0.8375182151794434,"108 21237.255859 +109 11798.380859 +110 8571.611328 +111 9174.540039 +112 9091.973633 +113 10667.447266 +114 20452.304688 +115 21016.322266 +116 34718.031250 +117 21729.230469 +118 39289.234375 +119 49476.476562 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,ITBI,Linear Regression,0.8375182151794434,"403896 17020.436296 +403905 4445.612078 +403913 33963.980595 +403922 34992.151298 +403931 38103.073383 +403940 39892.274746 +403949 36835.885174 +403958 43100.071898 +403967 17076.421599 +403976 61615.081973 +403985 33469.031653 +403994 8246.849585 +Name: y, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,IRRF,SARIMAX,1.5764198303222656,"108 2812.961426 +109 122030.507812 +110 114517.179688 +111 114517.179688 +112 119337.125000 +113 115581.789062 +114 114517.179688 +115 126118.335938 +116 114517.179688 +117 114517.179688 +118 126118.335938 +119 126118.414062 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,Cota-Parte do FPM,HWES,1.0639476776123047,"108 1272901.500 +109 1893971.000 +110 1094091.875 +111 1187110.625 +112 1273107.250 +113 1312215.750 +114 1273107.250 +115 1094091.875 +116 1094089.125 +117 997755.000 +118 1273107.250 +119 1893971.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,Cota-Parte do ICMS,HWES,1.038482666015625,"108 771531.5000 +109 689365.8750 +110 691890.3750 +111 734640.1250 +112 742248.3750 +113 722440.6875 +114 734640.1250 +115 719798.0625 +116 727843.4375 +117 742248.3750 +118 722440.6875 +119 724157.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,Cota-Parte do IPVA,AR,1.624920129776001,"108 260770.203125 +109 40498.882812 +110 85479.218750 +111 180496.421875 +112 232939.218750 +113 64917.414062 +114 41317.710938 +115 38598.039062 +116 23613.744141 +117 31469.169922 +118 23613.744141 +119 265691.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,Cota-Parte do ITR,AR,1.6779632568359375,"83 508.110748 +84 823.131958 +85 7315.887695 +86 7605.479980 +87 7622.177246 +88 7608.576660 +89 7601.450684 +90 7611.542480 +91 7780.571289 +92 7780.571289 +93 7611.542480 +94 7614.868652 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,Transferencias LC 61_1989,MLP,2.140641212463379,"108 1501.914414 +109 1048.910409 +110 1154.890943 +111 1240.207646 +112 1150.725724 +113 1209.725002 +114 1198.240970 +115 1031.469648 +116 1042.699953 +117 1468.813372 +118 872.828624 +119 1039.427909 +Name: Valor, dtype: float64" +Prefeitura Municipal de David Canabarro - RS,Transferencias LC 61_1989,Linear Regression,2.140641212463379,"403902 14161.133420 +403910 7688.275478 +403919 9682.026284 +403928 11454.365928 +403937 10570.899800 +403946 11981.333439 +403955 12358.411254 +403964 10316.596935 +403973 10974.528282 +403982 18193.703085 +403991 9709.666208 +404000 12793.628221 +Name: y, dtype: float64" +Prefeitura Municipal de Jaguari - RS,IPTU,XGBoost,1.958139419555664,"88 5.595660e+04 +89 7.186551e+04 +90 1.082739e+06 +91 1.062904e+05 +92 7.447948e+04 +93 6.829074e+04 +94 7.416297e+04 +95 1.725723e+05 +96 7.172032e+04 +97 7.716898e+04 +98 8.577835e+04 +99 7.447872e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguari - RS,ISS,MLP,0.9029757976531982,"96 120505.748612 +97 120151.405993 +98 129338.934372 +99 125443.086094 +100 125125.982545 +101 127988.481006 +102 134446.127055 +103 124795.218935 +104 132681.706995 +105 135912.860494 +106 129637.979537 +107 128462.485168 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguari - RS,ITBI,MLP,1.0310156345367432,"96 36183.890475 +97 35999.949987 +98 37549.842951 +99 40398.195718 +100 39760.460795 +101 38018.013198 +102 36201.821824 +103 35210.425791 +104 38834.852069 +105 42788.295918 +106 39079.884355 +107 38969.030725 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguari - RS,ITBI,Linear Regression,1.0310156345367432,"383088 27681.402601 +383096 25955.820362 +383104 35608.152767 +383112 54234.126100 +383120 50604.398259 +383128 39530.330178 +383136 27512.268708 +383144 20442.605933 +383152 43566.906611 +383160 69820.158149 +383168 46551.903712 +383176 46091.314476 +Name: y, dtype: float64" +Prefeitura Municipal de Jaguari - RS,IRRF,SARIMAX,1.026904821395874,"96 237703.921875 +97 278804.781250 +98 272374.593750 +99 340053.718750 +100 237151.875000 +101 274638.718750 +102 274815.781250 +103 340053.718750 +104 237061.546875 +105 307730.593750 +106 307730.593750 +107 340053.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguari - RS,Cota-Parte do FPM,SARIMAX,0.9778549671173096,"96 1619998.750 +97 1921726.000 +98 1411200.125 +99 1619998.750 +100 1921726.000 +101 1663655.375 +102 1613051.250 +103 1663655.375 +104 1613051.250 +105 1613051.250 +106 1921726.000 +107 1921726.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguari - RS,Cota-Parte do ICMS,XGBoost,0.8970324993133545,"96 770881.7500 +97 956086.5000 +98 880355.3125 +99 752013.4375 +100 960896.5000 +101 752407.5000 +102 751964.8750 +103 956037.9375 +104 716026.1875 +105 754021.6250 +106 770657.6875 +107 952300.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguari - RS,Cota-Parte do ICMS,Linear Regression,0.8970324993133545,"383091 8.091767e+05 +383099 1.016820e+06 +383107 1.091190e+06 +383115 9.813034e+05 +383123 1.217124e+06 +383131 9.675164e+05 +383139 9.761097e+05 +383147 1.013469e+06 +383155 9.496031e+05 +383163 9.241377e+05 +383171 8.953606e+05 +383179 1.088575e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Jaguari - RS,Cota-Parte do IPVA,MLP,1.8596320152282715,"92 456772.656467 +93 155057.658661 +94 218579.196952 +95 299587.805962 +96 219853.781224 +97 140627.140380 +98 119556.206644 +99 111636.438200 +100 91100.505321 +101 87145.236471 +102 92601.333787 +103 802273.649402 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguari - RS,Cota-Parte do ITR,SARIMAX,1.945089340209961,"91 1591.085205 +92 1662.833008 +93 1767.803345 +94 1621.479370 +95 21364.707031 +96 5620.417969 +97 5650.811523 +98 5620.417969 +99 16861.087891 +100 60274.562500 +101 1092.413208 +102 1092.016357 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaguari - RS,Transferencias LC 61_1989,SES,1.449052333831787,"36 9886.204102 +37 9904.726562 +38 7744.044922 +39 8048.263184 +40 9915.351562 +41 9904.724609 +42 9904.724609 +43 9885.714844 +44 9891.716797 +45 9885.717773 +46 9891.716797 +47 9885.714844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,IPTU,SES,2.0848655700683594,"100 17972.667969 +101 24720.371094 +102 28379.556641 +103 23215.263672 +104 84869.992188 +105 134012.578125 +106 94805.476562 +107 80581.320312 +108 94406.195312 +109 80581.320312 +110 80581.320312 +111 94265.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,ISS,MLP,2.7295846939086914,"108 15257.903476 +109 15085.773548 +110 20608.679935 +111 14854.667775 +112 25971.435385 +113 18959.061605 +114 16487.067143 +115 15934.173882 +116 14755.524450 +117 15977.889085 +118 15075.950720 +119 16543.499789 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,ISS,Linear Regression,2.7295846939086914,"422832 14286.469946 +422841 13198.584181 +422850 47347.503125 +422859 12991.905240 +422868 81794.856675 +422877 41020.078962 +422886 26773.598657 +422894 23857.985078 +422903 16953.874288 +422912 24652.741868 +422921 19498.199511 +422930 28821.033580 +Name: y, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,ITBI,HWES,1.6491954326629639,"108 30888.429688 +109 34671.531250 +110 26521.937500 +111 12451.809570 +112 20499.003906 +113 18248.003906 +114 -96.928764 +115 -451.528503 +116 23534.248047 +117 -4183.598145 +118 2837.550537 +119 -4285.381836 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,ITBI,Linear Regression,1.6491954326629639,"422833 3708.466220 +422842 2110.163063 +422851 47055.918219 +422860 44946.056363 +422869 133425.939852 +422878 35633.010929 +422887 50639.130329 +422895 23023.490835 +422904 34706.099195 +422913 5262.829233 +422922 97940.122984 +422931 17930.626946 +Name: y, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,IRRF,XGBoost,0.9077012538909912,"104 130876.828125 +105 140049.046875 +106 140049.046875 +107 140049.015625 +108 140421.859375 +109 140049.015625 +110 140049.015625 +111 140049.015625 +112 140049.015625 +113 140049.046875 +114 140049.046875 +115 143750.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do FPM,HWES,1.003612756729126,"108 1165516.625 +109 1859933.375 +110 1369308.750 +111 1166901.750 +112 1856709.125 +113 1593624.250 +114 1567049.375 +115 1369338.750 +116 1360986.125 +117 1364057.375 +118 1653193.875 +119 1856709.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do ICMS,HWES,1.1035571098327637,"108 661094.0000 +109 606838.8750 +110 598613.0000 +111 664001.6250 +112 668407.8750 +113 654459.3125 +114 659241.9375 +115 659241.9375 +116 659241.9375 +117 666557.7500 +118 657597.5000 +119 666557.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do IPVA,XGBoost,0.8511044979095459,"107 67321.140625 +108 51575.640625 +109 83264.093750 +110 20062.552734 +111 44624.894531 +112 49643.695312 +113 44438.492188 +114 52852.199219 +115 34114.910156 +116 12878.745117 +117 12878.745117 +118 52446.406250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do IPVA,Linear Regression,0.8511044979095459,"422837 134484.793364 +422846 20219.682488 +422855 78207.646773 +422864 44017.769862 +422873 134795.658122 +422882 28305.218077 +422891 15872.903944 +422899 25960.891975 +422908 10182.709102 +422917 6428.804851 +422926 6193.625087 +422935 68714.778577 +Name: y, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do ITR,XGBoost,1.7725424766540527,"101 5918.713867 +102 5702.081055 +103 5702.081055 +104 5562.837891 +105 5749.552246 +106 5641.467773 +107 5563.162598 +108 5492.729980 +109 5477.145508 +110 1729.021729 +111 7326.343262 +112 7351.929199 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do ITR,Linear Regression,1.7725424766540527,"373443 352.543687 +422838 246.671875 +422847 254.027330 +422856 81.804034 +422865 660.385717 +422874 376.215247 +422883 12.252318 +422900 205.871453 +422909 550.907294 +422918 100809.014541 +422927 6004.631450 +422936 6059.208110 +Name: y, dtype: float64" +Prefeitura Municipal de Ibirapuitã - RS,Transferencias LC 61_1989,SES,1.377734661102295,"108 5815.987793 +109 5652.102539 +110 5233.871582 +111 5348.020996 +112 4948.601074 +113 4757.420410 +114 4835.004395 +115 5294.115234 +116 5405.056152 +117 5658.415039 +118 5254.450195 +119 4764.178711 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,IPTU,MLP,2.9278147220611572,"108 1.296278e+06 +109 3.163352e+06 +110 5.202012e+05 +111 4.307501e+05 +112 4.676909e+05 +113 4.547113e+05 +114 3.856398e+05 +115 2.627739e+05 +116 3.334249e+05 +117 4.976532e+05 +118 8.137205e+05 +119 4.290876e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,ISS,XGBoost,1.2388920783996582,"108 7.606483e+05 +109 1.158034e+06 +110 1.160377e+06 +111 7.606528e+05 +112 1.158034e+06 +113 1.158034e+06 +114 1.160377e+06 +115 1.158034e+06 +116 8.094772e+05 +117 7.606528e+05 +118 1.158034e+06 +119 1.158034e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,ITBI,XGBoost,1.1437556743621826,"108 341732.50000 +109 242566.75000 +110 293725.59375 +111 432622.43750 +112 272895.62500 +113 265722.93750 +114 210424.09375 +115 381184.96875 +116 408833.43750 +117 407930.03125 +118 377052.56250 +119 414869.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,ITBI,Linear Regression,1.1437556743621826,"404835 3.712173e+05 +404844 2.221977e+05 +404853 3.059489e+05 +404862 2.711772e+05 +404871 3.405996e+05 +404880 3.648079e+05 +404889 2.671929e+05 +404898 7.076401e+05 +404907 3.999739e+05 +404916 1.157097e+06 +404925 7.994890e+05 +404934 4.032045e+05 +Name: y, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,IRRF,MLP,1.7384593486785889,"108 1.039705e+06 +109 1.397598e+06 +110 1.197459e+06 +111 1.288554e+06 +112 1.238444e+06 +113 1.255869e+06 +114 1.269684e+06 +115 1.302056e+06 +116 1.343069e+06 +117 1.324030e+06 +118 1.448425e+06 +119 1.924826e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,Cota-Parte do FPM,HWES,1.0142745971679688,"108 5067165.00 +109 7575074.50 +110 4302286.50 +111 4715512.00 +112 5955008.50 +113 5067165.00 +114 6423432.50 +115 4302286.50 +116 4300577.50 +117 3953028.75 +118 5955008.50 +119 7575074.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,Cota-Parte do ICMS,HWES,1.193354606628418,"108 6510067.5 +109 5696091.0 +110 5900283.0 +111 6736072.0 +112 6895317.5 +113 6635609.0 +114 6708000.0 +115 6736153.0 +116 6736153.0 +117 6585484.0 +118 6635496.5 +119 6585484.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,Cota-Parte do IPVA,HWES,2.6950533390045166,"108 1.523383e+06 +109 7.558080e+05 +110 1.558733e+06 +111 1.543875e+06 +112 1.567042e+06 +113 8.049844e+05 +114 7.241042e+05 +115 6.374594e+05 +116 1.541312e+05 +117 1.367548e+05 +118 1.367548e+05 +119 1.446590e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,Cota-Parte do ITR,SARIMAX,2.031996011734009,"108 8.155404e+05 +109 7.614408e+04 +110 1.148683e+05 +111 7.353532e+04 +112 7.840658e+04 +113 7.840658e+04 +114 8.308229e+04 +115 7.353532e+04 +116 6.305434e+05 +117 3.639122e+06 +118 8.951022e+05 +119 8.951022e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Gabriel - RS,Transferencias LC 61_1989,XGBoost,1.2127642631530762,"108 63733.230469 +109 53450.859375 +110 51719.425781 +111 51874.480469 +112 53161.132812 +113 55479.984375 +114 55088.914062 +115 52425.000000 +116 53702.359375 +117 60390.835938 +118 51719.464844 +119 54836.800781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jóia - RS,IPTU,HWES,1.0559391975402832,"93 17386.812500 +94 16690.224609 +95 27045.248047 +96 21407.101562 +97 20025.042969 +98 64895.152344 +99 94319.390625 +100 101270.179688 +101 51175.386719 +102 44224.457031 +103 44685.093750 +104 39202.058594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jóia - RS,IPTU,Linear Regression,1.0559391975402832,"411769 13380.210117 +411777 12782.816308 +411785 23112.381881 +411793 107841.078598 +411801 159312.459446 +411809 41526.900430 +411817 60100.254350 +411825 47600.888621 +411833 46741.223802 +411841 53477.899976 +411849 38581.481184 +411857 19819.346397 +Name: y, dtype: float64" +Prefeitura Municipal de Jóia - RS,ISS,HWES,1.4519624710083008,"96 51593.996094 +97 64247.519531 +98 63885.863281 +99 49267.464844 +100 49283.359375 +101 49267.464844 +102 49968.039062 +103 49267.464844 +104 47128.613281 +105 48916.718750 +106 47817.648438 +107 49252.757812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jóia - RS,ITBI,MLP,0.981818437576294,"96 95333.849949 +97 83761.777327 +98 101350.136334 +99 102578.723973 +100 90824.122653 +101 100915.804002 +102 81757.898364 +103 84115.356208 +104 91735.403767 +105 85000.595565 +106 84652.794610 +107 80876.624756 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jóia - RS,IRRF,Prophet,1.3569939136505127,"96 397617.25000 +97 355738.18750 +98 355738.18750 +99 349443.90625 +100 355738.18750 +101 355738.18750 +102 355738.18750 +103 355738.18750 +104 355738.18750 +105 355854.96875 +106 355738.18750 +107 429265.40625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jóia - RS,Cota-Parte do FPM,HWES,1.0508551597595215,"96 1.228844e+06 +97 1.893770e+06 +98 1.035621e+06 +99 1.153364e+06 +100 1.228845e+06 +101 1.247852e+06 +102 1.246980e+06 +103 1.035621e+06 +104 1.041719e+06 +105 9.658540e+05 +106 1.228845e+06 +107 1.893770e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jóia - RS,Cota-Parte do ICMS,SES,0.9272487163543701,"96 1838675.875 +97 1502992.500 +98 1728015.500 +99 1885921.125 +100 1902603.875 +101 1833916.000 +102 1899430.250 +103 1860367.250 +104 1856117.750 +105 1923495.125 +106 1824311.000 +107 1899914.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jóia - RS,Cota-Parte do IPVA,AR,1.4904003143310547,"96 227698.968750 +97 167577.359375 +98 195774.140625 +99 244843.203125 +100 202381.375000 +101 70863.015625 +102 34195.394531 +103 34195.394531 +104 30765.230469 +105 22001.962891 +106 21077.648438 +107 195774.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jóia - RS,Cota-Parte do IPVA,Linear Regression,1.4904003143310547,"411775 288505.043619 +411783 128148.831333 +411791 209969.819689 +411799 268168.603624 +411807 221218.011931 +411815 70212.092466 +411823 34817.138139 +411831 35221.670150 +411839 25837.755026 +411847 20542.928683 +411855 11089.252255 +411863 180467.969750 +Name: y, dtype: float64" +Prefeitura Municipal de Jóia - RS,Transferencias LC 61_1989,HWES,0.9298748970031738,"96 17240.962891 +97 17117.619141 +98 17368.113281 +99 17216.781250 +100 17103.876953 +101 19108.542969 +102 17921.244141 +103 16946.259766 +104 18279.412109 +105 18411.652344 +106 16426.457031 +107 17256.761719 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,IPTU,AR,2.202651262283325,"102 5968.167480 +103 7257.206543 +104 35363.257812 +105 51785.273438 +106 51765.601562 +107 36274.722656 +108 34846.718750 +109 34885.917969 +110 34846.718750 +111 34278.531250 +112 33171.339844 +113 34970.417969 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,ISS,MLP,1.6108226776123047,"104 2069.955484 +105 2013.095050 +106 2515.499249 +107 2004.134177 +108 2525.769037 +109 2349.288967 +110 2780.092494 +111 3081.723360 +112 2564.176903 +113 2345.429981 +114 2047.391109 +115 1756.303821 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,ISS,Linear Regression,1.6108226776123047,"431621 3545.101982 +431629 3347.159504 +431638 6011.260530 +431647 3581.572721 +431656 6355.645103 +431665 5659.905364 +431674 8053.405731 +431683 9881.408349 +431692 7581.791060 +431701 6725.392198 +431709 5429.644683 +431718 4119.195553 +Name: y, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,ITBI,XGBoost,3.061673164367676,"90 19783.406250 +91 16776.125000 +92 18678.210938 +93 20486.060547 +94 19206.972656 +95 17869.326172 +96 16781.632812 +97 19156.691406 +98 18240.792969 +99 16450.857422 +100 18240.792969 +101 16790.132812 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,IRRF,SARIMAX,1.5782756805419922,"104 64920.757812 +105 65344.117188 +106 65276.671875 +107 65132.500000 +108 65132.500000 +109 65132.500000 +110 65132.500000 +111 65276.781250 +112 65132.500000 +113 65132.500000 +114 65276.781250 +115 65344.117188 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do FPM,HWES,1.0454366207122803,"104 1375110.125 +105 1893768.625 +106 1112115.000 +107 1167892.000 +108 1231883.125 +109 1374240.625 +110 1233963.375 +111 1112115.000 +112 1112104.375 +113 983039.500 +114 1231883.125 +115 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do ICMS,SARIMAX,2.0575602054595947,"104 473105.28125 +105 463770.46875 +106 466069.53125 +107 469284.06250 +108 472756.84375 +109 458534.18750 +110 469284.06250 +111 474330.18750 +112 474330.18750 +113 471020.43750 +114 469283.96875 +115 471020.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do IPVA,XGBoost,1.7986607551574707,"100 28977.021484 +101 11601.805664 +102 34159.664062 +103 37653.070312 +104 37813.402344 +105 9074.219727 +106 5568.291016 +107 7323.587402 +108 5192.854980 +109 2636.293457 +110 3504.797363 +111 36322.457031 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do ITR,HWES,1.761498212814331,"68 4656.086914 +69 6457.361816 +70 6486.916992 +71 3621.552490 +72 3621.552490 +73 3208.181885 +74 6494.964355 +75 1339.407837 +76 6683.770508 +77 30032.576172 +78 3208.181885 +79 3208.181885 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro das Missões - RS,Transferencias LC 61_1989,XGBoost,0.9464359283447266,"44 3108.355957 +45 2931.653564 +46 2348.921875 +47 2614.188721 +48 2348.944824 +49 2618.279785 +50 2559.759521 +51 2928.678467 +52 2594.627686 +53 2880.291748 +54 2950.126953 +55 3065.807373 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,IPTU,SARIMAX,3.585120916366577,"103 -1587.471558 +104 2701.682129 +105 101473.742188 +106 949883.437500 +107 159897.968750 +108 159957.921875 +109 129781.367188 +110 46142.921875 +111 65205.906250 +112 104967.687500 +113 60712.824219 +114 67077.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,ISS,XGBoost,0.9568443298339844,"108 400168.31250 +109 400982.25000 +110 462737.68750 +111 482982.53125 +112 460492.75000 +113 461545.03125 +114 385086.96875 +115 458865.81250 +116 385086.96875 +117 460492.75000 +118 461545.03125 +119 461894.59375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,ISS,Linear Regression,0.9568443298339844,"391567 585056.407529 +391576 627351.187747 +391585 362187.917377 +391594 323383.782245 +391603 435866.379139 +391612 395488.825285 +391621 547170.461548 +391630 476563.131756 +391639 546893.836825 +391648 448712.863030 +391657 395270.967457 +391666 372380.448395 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,ITBI,XGBoost,1.4484264850616455,"108 29572.390625 +109 33838.824219 +110 25117.539062 +111 38655.730469 +112 21634.234375 +113 33929.285156 +114 24033.658203 +115 27953.941406 +116 28940.802734 +117 29627.880859 +118 17973.972656 +119 13515.301758 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,ITBI,Linear Regression,1.4484264850616455,"391568 12040.343988 +391577 111267.594150 +391586 197985.506833 +391595 123838.652200 +391604 184778.713097 +391613 80531.744111 +391622 28704.829031 +391631 120592.233028 +391640 165894.013477 +391649 169084.801288 +391658 140240.431297 +391667 51938.039722 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,IRRF,SARIMAX,2.1276087760925293,"107 129116.523438 +108 129113.937500 +109 127470.554688 +110 130119.882812 +111 127470.554688 +112 130119.882812 +113 127470.554688 +114 191871.828125 +115 127470.554688 +116 199263.531250 +117 130119.882812 +118 199263.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do FPM,SARIMAX,1.0085411071777344,"108 1.252828e+06 +109 1.888764e+06 +110 1.070596e+06 +111 1.194990e+06 +112 1.309542e+06 +113 1.270702e+06 +114 1.300753e+06 +115 1.070596e+06 +116 1.104565e+06 +117 9.689487e+05 +118 1.309542e+06 +119 1.888764e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do ICMS,HWES,0.8503623008728027,"108 1997366.375 +109 1868034.000 +110 1872049.625 +111 1997084.500 +112 2015238.625 +113 1997366.375 +114 2027289.625 +115 2012350.875 +116 2012350.875 +117 1959442.500 +118 2014706.125 +119 1976231.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do IPVA,AR,1.8165066242218018,"108 481563.437500 +109 221507.296875 +110 235799.140625 +111 429584.437500 +112 460151.375000 +113 187708.078125 +114 184099.734375 +115 81740.414062 +116 31181.775391 +117 17465.683594 +118 25884.136719 +119 417214.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do ITR,XGBoost,1.7246367931365967,"104 135.357101 +105 67.825935 +106 127.438698 +107 128.695938 +108 146.185822 +109 127.510269 +110 128.695938 +111 87.497467 +112 9413.917969 +113 9365.265625 +114 213.676666 +115 116.138733 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do ITR,Linear Regression,1.7246367931365967,"391573 128.352890 +391582 376.586428 +391591 272.740637 +391600 200.509744 +391609 31.720669 +391618 302.208388 +391627 203.058821 +391636 351.994713 +391645 11050.311252 +391654 10045.858658 +391663 3349.582067 +391672 226.518789 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Bassano - RS,Transferencias LC 61_1989,SES,0.928408145904541,"108 11675.143555 +109 10404.646484 +110 13195.133789 +111 13350.897461 +112 13711.312500 +113 13429.856445 +114 14108.613281 +115 11195.974609 +116 13104.501953 +117 10558.156250 +118 13193.351562 +119 11787.164062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,IPTU,HWES,1.8687388896942139,"98 21020.123047 +99 21237.355469 +100 30559.607422 +101 31274.052734 +102 5772.935547 +103 4760.587891 +104 5922.098145 +105 5922.104980 +106 4763.441895 +107 4762.408203 +108 5638.239258 +109 19075.015625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,ISS,SARIMAX,1.9866793155670166,"100 17154.570312 +101 15171.858398 +102 19258.203125 +103 19683.140625 +104 26332.023438 +105 26313.705078 +106 27587.503906 +107 27915.080078 +108 18531.013672 +109 21332.947266 +110 27559.294922 +111 16473.939453 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,ITBI,HWES,1.647860050201416,"98 1.544715e+05 +99 1.620263e+05 +100 1.593750e+05 +101 1.538760e+05 +102 1.527481e+05 +103 1.527481e+05 +104 1.623541e+05 +105 1.593750e+05 +106 1.286754e+06 +107 7.594883e+04 +108 7.615223e+04 +109 7.600298e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,IRRF,XGBoost,1.8184866905212402,"100 53364.539062 +101 53350.210938 +102 37371.226562 +103 37371.226562 +104 59853.761719 +105 53341.769531 +106 53350.210938 +107 59853.761719 +108 37371.226562 +109 53364.539062 +110 53350.210938 +111 59853.761719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,Cota-Parte do FPM,SARIMAX,1.0773754119873047,"100 1893569.125 +101 1893768.625 +102 1577337.875 +103 1584258.125 +104 1893569.125 +105 1590458.875 +106 1893768.625 +107 1577337.875 +108 1578978.625 +109 1323784.875 +110 1893768.625 +111 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,Cota-Parte do ICMS,SARIMAX,1.0183484554290771,"100 707524.7500 +101 622861.2500 +102 677721.3750 +103 708653.7500 +104 705733.2500 +105 709063.8750 +106 718394.5625 +107 718394.6250 +108 718394.6250 +109 691435.9375 +110 708687.1250 +111 691435.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,Cota-Parte do IPVA,AR,2.66622257232666,"99 45755.261719 +100 23593.845703 +101 26137.300781 +102 38479.410156 +103 38807.171875 +104 26297.361328 +105 11411.411133 +106 13002.319336 +107 12998.991211 +108 12752.088867 +109 12733.945312 +110 55943.148438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,Cota-Parte do ITR,XGBoost,2.0135555267333984,"87 22562.255859 +88 9118.176758 +89 10177.211914 +90 10925.705078 +91 10925.705078 +92 10430.238281 +93 10339.239258 +94 11455.931641 +95 61901.078125 +96 200521.843750 +97 48270.324219 +98 49419.554688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Unistalda - RS,Transferencias LC 61_1989,XGBoost,1.0524966716766357,"40 7383.273438 +41 7383.273438 +42 7383.530273 +43 7383.427246 +44 7383.273438 +45 7383.292969 +46 7383.881836 +47 7380.867676 +48 7382.996094 +49 7383.530273 +50 7383.292969 +51 7383.292969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,IPTU,MLP,1.4174442291259766,"108 7.308727e+06 +109 7.381440e+06 +110 4.269576e+06 +111 3.176708e+06 +112 3.306222e+06 +113 3.835651e+06 +114 4.764362e+06 +115 3.141532e+06 +116 2.824454e+06 +117 2.716561e+06 +118 3.290613e+06 +119 2.832297e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,ISS,MLP,1.152703046798706,"108 2.570368e+06 +109 2.467292e+06 +110 2.382030e+06 +111 2.453715e+06 +112 2.462848e+06 +113 2.460817e+06 +114 2.715419e+06 +115 3.279472e+06 +116 2.662811e+06 +117 2.685998e+06 +118 2.643536e+06 +119 2.891309e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,ITBI,MLP,1.1644341945648193,"108 1.474521e+06 +109 1.129267e+06 +110 1.390865e+06 +111 1.561125e+06 +112 1.276618e+06 +113 1.270343e+06 +114 1.342403e+06 +115 1.581634e+06 +116 1.563049e+06 +117 1.226146e+06 +118 1.609823e+06 +119 1.828467e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,IRRF,SARIMAX,1.0833921432495117,"108 6.604827e+05 +109 6.783661e+05 +110 6.783299e+05 +111 6.783661e+05 +112 7.696739e+05 +113 6.783299e+05 +114 6.783299e+05 +115 6.783299e+05 +116 6.783299e+05 +117 6.783299e+05 +118 6.783299e+05 +119 1.641231e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,IRRF,Linear Regression,1.0833921432495117,"108 157558.006527 +109 184279.740125 +110 195841.274444 +111 188233.738802 +112 226547.199824 +113 201777.092651 +114 197040.598002 +115 212149.871989 +116 196623.185013 +117 212531.169813 +118 209608.675329 +119 374421.867939 +Name: y, dtype: float64" +Prefeitura Municipal de Canela - RS,Cota-Parte do FPM,HWES,1.061098337173462,"108 4146774.75 +109 6312562.00 +110 3664227.75 +111 3983403.50 +112 4160463.75 +113 4230893.00 +114 4160467.50 +115 3664227.75 +116 3844694.00 +117 3452703.25 +118 4160463.75 +119 6317312.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,Cota-Parte do ICMS,HWES,0.9541342258453369,"108 2165084.500 +109 2041234.375 +110 2042162.250 +111 2221263.500 +112 2239056.750 +113 2213549.750 +114 2221263.500 +115 2215377.250 +116 2215377.250 +117 2210481.250 +118 2174457.750 +119 2210481.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,Cota-Parte do IPVA,AR,1.558877944946289,"108 1.527414e+06 +109 9.439195e+05 +110 1.730508e+06 +111 1.843917e+06 +112 2.032254e+06 +113 1.123303e+06 +114 6.423122e+05 +115 5.112896e+05 +116 3.085834e+05 +117 2.381875e+05 +118 1.467543e+05 +119 1.989307e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,Cota-Parte do ITR,MLP,2.1555542945861816,"106 3325.852083 +107 1934.790443 +108 1590.707884 +109 1784.365072 +110 1507.692940 +111 1454.780422 +112 2095.187959 +113 1739.483206 +114 7735.607638 +115 28391.761744 +116 5270.539185 +117 6632.609488 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canela - RS,Transferencias LC 61_1989,HWES,0.9430084228515625,"108 17506.359375 +109 18579.001953 +110 18332.964844 +111 18669.447266 +112 16984.345703 +113 17156.083984 +114 17167.769531 +115 16500.046875 +116 16515.566406 +117 16476.136719 +118 17845.097656 +119 18358.617188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,IPTU,AR,1.67751145362854,"92 4372.140137 +93 4347.303223 +94 3543.170654 +95 2963.586914 +96 3543.170654 +97 69773.148438 +98 30442.000000 +99 3468.750977 +100 24231.820312 +101 5429.170898 +102 -2055.951172 +103 -1334.433472 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,IPTU,Linear Regression,1.67751145362854,"425767 1513.316176 +425776 2024.481143 +425785 8536.428475 +425794 1097.307857 +425803 8122.306740 +425811 221226.575591 +425820 83453.329625 +425829 31769.434490 +425838 79591.117089 +425847 18140.497998 +425856 7327.745966 +425865 11198.972182 +Name: y, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,ISS,MLP,1.9672796726226807,"108 250896.053461 +109 290541.659461 +110 259758.460120 +111 288703.618864 +112 305644.284894 +113 322076.781859 +114 340142.483321 +115 365282.736183 +116 383240.309490 +117 400912.164252 +118 424242.083624 +119 451996.347892 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,ITBI,SARIMAX,3.311525344848633,"106 32656.546875 +107 24571.685547 +108 19515.994141 +109 17645.300781 +110 44784.312500 +111 18383.197266 +112 31556.042969 +113 39185.140625 +114 18327.414062 +115 39701.394531 +116 35639.222656 +117 43385.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,IRRF,SARIMAX,0.9269115924835205,"108 126402.046875 +109 131303.218750 +110 134984.312500 +111 134984.312500 +112 235291.500000 +113 215951.671875 +114 131296.656250 +115 127733.859375 +116 235291.500000 +117 123388.960938 +118 216055.046875 +119 235291.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do FPM,HWES,1.1078777313232422,"108 1250755.500 +109 1894371.000 +110 1080416.375 +111 1147688.125 +112 1251372.250 +113 1282951.125 +114 1251939.375 +115 1080416.375 +116 1080412.250 +117 944979.500 +118 1251372.250 +119 1894371.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do ICMS,HWES,1.0479896068572998,"108 732361.1250 +109 591988.9375 +110 617533.1250 +111 745526.5625 +112 752130.0625 +113 672900.2500 +114 729884.7500 +115 745579.3125 +116 700114.2500 +117 715378.9375 +118 695291.7500 +119 715378.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do IPVA,XGBoost,1.6321930885314941,"108 82961.750000 +109 67140.117188 +110 47105.250000 +111 109922.796875 +112 110163.828125 +113 48295.960938 +114 51291.417969 +115 40036.941406 +116 142700.984375 +117 39149.000000 +118 17286.650391 +119 86686.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do ITR,XGBoost,1.9195573329925537,"87 184.898056 +88 -176.971161 +89 2600.177734 +90 183.859406 +91 -202.366425 +92 66.122879 +93 66.122879 +94 175.717667 +95 -2507.100586 +96 -1932.706787 +97 -2423.496094 +98 -2443.795166 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do ITR,Linear Regression,1.9195573329925537,"379002 151.405271 +425774 20.408760 +425783 173.469085 +425792 126.128070 +425801 30.199376 +425818 53.789280 +425827 51.779571 +425836 617.883533 +425845 8685.190101 +425854 31546.268254 +425863 1507.249785 +425872 73.639190 +Name: y, dtype: float64" +Prefeitura Municipal de Coronel Barros - RS,Transferencias LC 61_1989,AR,2.0079545974731445,"108 6113.960449 +109 6143.518555 +110 6310.259277 +111 6748.134766 +112 6193.180664 +113 6290.520996 +114 6322.274902 +115 6399.707520 +116 6843.379883 +117 6241.164062 +118 6321.112305 +119 6226.180176 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,IPTU,HWES,2.388950824737549,"108 -459.184235 +109 33587.898438 +110 45719.742188 +111 131350.031250 +112 165759.453125 +113 24050.234375 +114 11966.428711 +115 -27833.572266 +116 -33618.656250 +117 41.646240 +118 58.867088 +119 -46332.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,IPTU,Linear Regression,2.388950824737549,"395745 -98863.172604 +395753 26252.160456 +395760 273019.051654 +395767 148939.491275 +395775 45864.760082 +395782 22535.243511 +395790 12491.540690 +395797 8264.306111 +395805 7909.018056 +395813 11246.239156 +395821 12624.935569 +395829 11091.358544 +Name: y, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,ISS,SES,0.9854412078857422,"108 45959.757812 +109 39270.753906 +110 40525.535156 +111 49657.875000 +112 46847.734375 +113 46847.730469 +114 46847.734375 +115 46847.734375 +116 49552.082031 +117 46212.046875 +118 45959.757812 +119 46847.730469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,ITBI,SARIMAX,1.63175630569458,"95 29844.062500 +96 22810.992188 +97 37867.707031 +98 37898.488281 +99 22810.992188 +100 28324.849609 +101 42916.835938 +102 34451.085938 +103 34120.695312 +104 27272.566406 +105 27828.394531 +106 24372.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,ITBI,Linear Regression,1.63175630569458,"95 6910.874008 +96 7334.877860 +97 8906.025149 +98 8640.213093 +99 7456.497747 +100 40133.219526 +101 8258.719960 +102 10743.201374 +103 11293.500467 +104 12769.937545 +105 6153.933616 +106 17342.900048 +Name: y, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,IRRF,MLP,2.752892255783081,"108 61025.313894 +109 59117.439881 +110 60836.341280 +111 61587.817551 +112 62851.647123 +113 65656.699809 +114 65441.881310 +115 70024.420363 +116 68602.610225 +117 73469.865510 +118 72763.068134 +119 49624.894118 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,Cota-Parte do FPM,HWES,1.4703311920166016,"108 1203554.750 +109 1894464.875 +110 1082102.125 +111 1136733.375 +112 1204811.875 +113 1253457.500 +114 1204811.875 +115 1082102.125 +116 1082102.125 +117 931872.000 +118 1204811.875 +119 1894464.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,Cota-Parte do ICMS,SARIMAX,1.3646185398101807,"108 800850.6250 +109 692481.4375 +110 765247.7500 +111 806091.3125 +112 805713.3125 +113 793451.8125 +114 806091.3125 +115 805146.3750 +116 806091.3125 +117 805713.3125 +118 800850.6250 +119 805713.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,Cota-Parte do IPVA,AR,1.4432082176208496,"108 207491.125000 +109 38164.257812 +110 44405.589844 +111 128603.031250 +112 106405.679688 +113 19246.128906 +114 19246.128906 +115 21961.244141 +116 19194.781250 +117 18928.148438 +118 19012.871094 +119 200747.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,Cota-Parte do ITR,HWES,2.669522285461426,"87 -276.832520 +88 -102.966087 +89 2618.066406 +90 2212.524170 +91 1929.160278 +92 1862.442871 +93 1560.296509 +94 2139.684082 +95 108.416580 +96 1263.792114 +97 -291.301758 +98 -291.301758 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,Cota-Parte do ITR,Linear Regression,2.669522285461426,"345356 4211.510212 +345365 17001.784000 +345374 2423.192912 +345383 130.977943 +395751 124.684270 +395773 149.382167 +395788 19.554137 +395803 119.461981 +395811 4381.231823 +395819 21159.640935 +395827 377.053805 +395835 350.201924 +Name: y, dtype: float64" +Prefeitura Municipal de Jacutinga - RS,Transferencias LC 61_1989,XGBoost,1.213545560836792,"108 7135.891602 +109 6751.274902 +110 6799.968262 +111 7645.511719 +112 7492.471191 +113 7601.962891 +114 7460.140625 +115 7889.417480 +116 7601.056641 +117 7340.463379 +118 7312.476562 +119 7414.990234 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,IPTU,SARIMAX,1.7383179664611816,"105 3238.738037 +106 5911.616211 +107 125362.078125 +108 164174.671875 +109 10140.991211 +110 14160.585938 +111 3239.089600 +112 1810.404297 +113 3239.525391 +114 2691.900391 +115 12821.364258 +116 4240.570312 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,ISS,XGBoost,1.6809916496276855,"108 21830.480469 +109 25970.466797 +110 21830.480469 +111 25326.232422 +112 25326.232422 +113 25328.927734 +114 25326.232422 +115 25325.445312 +116 24732.496094 +117 25325.445312 +118 25325.445312 +119 26455.962891 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,ISS,Linear Regression,1.6809916496276855,"416925 23723.954759 +416934 16089.245852 +416942 30757.377407 +416951 23724.938064 +416960 31145.194638 +416969 22324.785618 +416978 25135.428993 +416987 28880.018896 +416996 20627.721088 +417005 24950.126592 +417014 27647.809388 +417023 20061.686763 +Name: y, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,ITBI,XGBoost,1.3872876167297363,"107 2376.277100 +108 3974.182617 +109 9829.085938 +110 4044.879395 +111 6605.709473 +112 5534.413574 +113 5049.758789 +114 6369.254395 +115 4780.909180 +116 8056.359375 +117 5020.763672 +118 10029.583984 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,ITBI,Linear Regression,1.3872876167297363,"416926 8003.063687 +416935 8195.959546 +416943 12921.322990 +416952 6516.911684 +416961 24724.837130 +416970 8471.707124 +416979 31319.363647 +416988 16706.201815 +416997 12415.233495 +417006 4409.632467 +417015 10184.620960 +417024 2924.998234 +Name: y, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,IRRF,XGBoost,1.7919728755950928,"108 69837.671875 +109 69837.671875 +110 69837.671875 +111 69837.671875 +112 69837.671875 +113 69837.671875 +114 69837.671875 +115 54773.593750 +116 53110.468750 +117 54773.593750 +118 69837.671875 +119 69837.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do FPM,HWES,1.0894129276275635,"108 1.243666e+06 +109 1.893924e+06 +110 1.075494e+06 +111 1.148330e+06 +112 1.244509e+06 +113 1.288780e+06 +114 1.244509e+06 +115 1.075494e+06 +116 1.075494e+06 +117 9.522887e+05 +118 1.244509e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do ICMS,HWES,0.9021923542022705,"108 552778.81250 +109 515722.25000 +110 516495.15625 +111 570390.00000 +112 585568.06250 +113 543781.31250 +114 563790.93750 +115 570390.00000 +116 570390.00000 +117 557707.56250 +118 562235.50000 +119 557707.56250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do IPVA,AR,1.7485766410827637,"108 152453.031250 +109 36399.832031 +110 32595.722656 +111 37932.144531 +112 61329.542969 +113 29522.142578 +114 21656.523438 +115 29522.142578 +116 6834.066895 +117 19323.613281 +118 -3820.815674 +119 83464.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.7485766410827637,"416930 200502.405748 +416939 33521.664222 +416947 54231.866146 +416956 66482.709113 +416965 72970.704176 +416974 23613.684960 +416983 18886.938993 +416992 25706.376515 +417001 10063.478253 +417010 12835.362790 +417019 -7969.058692 +417028 164649.876666 +Name: y, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do ITR,AR,1.414876937866211,"85 708.466919 +86 1921.874756 +87 2995.797607 +88 982.173523 +89 508.626343 +90 980.452026 +91 508.470581 +92 7493.393066 +93 9258.298828 +94 4577.877441 +95 980.452026 +96 1094.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Domingos do Sul - RS,Transferencias LC 61_1989,HWES,1.130709171295166,"108 5303.469238 +109 4701.820312 +110 4682.960449 +111 5587.478027 +112 4545.792480 +113 5468.549316 +114 4513.791504 +115 5028.469727 +116 5008.792969 +117 5236.902832 +118 5026.723633 +119 5350.646973 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Palmeiras - RS,IPTU,HWES,2.001267910003662,"103 6951.285645 +104 5050.142090 +105 4865.565918 +106 103887.250000 +107 132092.281250 +108 43451.007812 +109 43446.699219 +110 27258.761719 +111 10781.347656 +112 8729.706055 +113 7365.392090 +114 8642.787109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Palmeiras - RS,ISS,XGBoost,0.9976212978363037,"108 55695.234375 +109 38858.386719 +110 40670.140625 +111 54752.925781 +112 46300.257812 +113 37160.820312 +114 46298.230469 +115 54752.925781 +116 54752.925781 +117 51897.835938 +118 54752.925781 +119 46300.257812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Palmeiras - RS,ITBI,MLP,1.5408830642700195,"108 30825.530978 +109 32511.466841 +110 28946.987159 +111 31906.661545 +112 32253.216277 +113 31450.286562 +114 37769.457045 +115 30483.830978 +116 32447.873762 +117 32404.580868 +118 26560.940551 +119 28768.802171 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Palmeiras - RS,IRRF,XGBoost,1.776484727859497,"108 145000.187500 +109 161356.968750 +110 161358.343750 +111 161351.187500 +112 161356.968750 +113 161356.968750 +114 161356.968750 +115 161356.968750 +116 161356.968750 +117 161356.968750 +118 161356.968750 +119 161357.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do FPM,HWES,1.224543809890747,"108 1.260853e+06 +109 1.893769e+06 +110 1.114993e+06 +111 1.178540e+06 +112 1.317410e+06 +113 1.261960e+06 +114 1.520266e+06 +115 1.114993e+06 +116 1.115336e+06 +117 9.498938e+05 +118 1.317410e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do ICMS,SARIMAX,1.3654255867004395,"108 848922.6875 +109 819136.8750 +110 820483.8750 +111 849177.3750 +112 835093.6250 +113 848922.6875 +114 849140.6875 +115 835093.6250 +116 835093.6250 +117 835093.6250 +118 849177.3750 +119 834834.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do IPVA,SARIMAX,1.1989789009094238,"100 156989.171875 +101 156989.171875 +102 116234.445312 +103 117140.109375 +104 156989.171875 +105 156746.921875 +106 45429.460938 +107 38721.886719 +108 37808.941406 +109 36838.105469 +110 81980.578125 +111 117140.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do ITR,HWES,2.003828763961792,"93 22620.259766 +94 10307.317383 +95 10243.174805 +96 36346.792969 +97 11692.434570 +98 11692.434570 +99 11692.434570 +100 17863.953125 +101 36345.960938 +102 62377.097656 +103 26180.994141 +104 26180.994141 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caibaté - RS,IPTU,HWES,2.113276481628418,"108 14279.537109 +109 23319.716797 +110 53524.621094 +111 37585.753906 +112 44202.320312 +113 40198.222656 +114 23044.011719 +115 18339.189453 +116 8735.472656 +117 9213.274414 +118 8945.857422 +119 15395.362305 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caibaté - RS,IPTU,Linear Regression,2.113276481628418,"408090 5854.298869 +408098 8624.222076 +408107 89328.236074 +408116 279346.120646 +408125 50150.934809 +408134 44141.109651 +408143 38387.541181 +408152 31733.222316 +408161 11585.768138 +408170 9308.658310 +408179 8433.853075 +408188 18847.423190 +Name: y, dtype: float64" +Prefeitura Municipal de Caibaté - RS,ISS,XGBoost,2.464585542678833,"108 65274.441406 +109 65274.660156 +110 62303.437500 +111 62303.437500 +112 64876.613281 +113 65275.500000 +114 64769.949219 +115 73722.296875 +116 64879.601562 +117 64769.949219 +118 64879.601562 +119 73722.296875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caibaté - RS,ITBI,SES,0.9971435070037842,"107 21496.060547 +108 60869.265625 +109 54157.394531 +110 9620.840820 +111 51022.957031 +112 57383.265625 +113 60518.140625 +114 52226.886719 +115 9620.840820 +116 57383.265625 +117 59487.921875 +118 9620.840820 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caibaté - RS,IRRF,AR,2.219141960144043,"108 218865.578125 +109 218898.078125 +110 218939.218750 +111 218939.218750 +112 218858.203125 +113 218827.781250 +114 218827.781250 +115 218827.781250 +116 218827.781250 +117 218827.781250 +118 218827.781250 +119 239296.750000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caibaté - RS,Cota-Parte do FPM,SARIMAX,1.1653504371643066,"108 1.888300e+06 +109 1.893769e+06 +110 1.129884e+06 +111 1.827754e+06 +112 1.888300e+06 +113 1.888306e+06 +114 1.129884e+06 +115 1.893769e+06 +116 1.129884e+06 +117 9.671871e+05 +118 1.888300e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caibaté - RS,Cota-Parte do ICMS,MLP,0.8624892234802246,"108 587822.282889 +109 551376.446294 +110 564436.969434 +111 611118.509002 +112 630337.266575 +113 590860.236096 +114 607416.678125 +115 622614.598984 +116 620761.916965 +117 664863.259224 +118 595160.349683 +119 665133.975899 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caibaté - RS,Cota-Parte do IPVA,Prophet,1.104743242263794,"106 352932.75000 +107 353582.53125 +108 353582.53125 +109 352932.75000 +110 353738.46875 +111 357306.50000 +112 353582.53125 +113 355810.71875 +114 357526.03125 +115 357439.06250 +116 357439.06250 +117 352932.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caibaté - RS,Cota-Parte do ITR,MLP,1.9870266914367676,"93 20501.649936 +94 19221.875291 +95 23043.074165 +96 23367.772805 +97 25013.716916 +98 27642.329546 +99 39202.070241 +100 36669.952270 +101 60229.720046 +102 125838.995723 +103 41969.765552 +104 48542.143337 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,IPTU,AR,1.6024770736694336,"108 218338.531250 +109 218345.171875 +110 376551.875000 +111 160433.484375 +112 247324.437500 +113 38837.339844 +114 19654.271484 +115 19800.550781 +116 42089.570312 +117 17517.109375 +118 14722.894531 +119 15199.529297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,IPTU,Linear Regression,1.6024770736694336,"416713 232589.960207 +416721 209270.151331 +416730 866107.371416 +416739 104050.734191 +416748 103520.220861 +416757 40000.784117 +416765 22170.622995 +416773 25399.971482 +416782 24023.842812 +416791 9351.065483 +416800 8867.654521 +416809 19089.296417 +Name: y, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,ISS,XGBoost,1.0020701885223389,"108 177679.078125 +109 177787.093750 +110 177855.625000 +111 176940.656250 +112 177855.625000 +113 177787.093750 +114 176940.656250 +115 177855.625000 +116 177855.625000 +117 177855.625000 +118 177855.625000 +119 177855.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,ITBI,SARIMAX,2.2161667346954346,"108 43103.765625 +109 46317.773438 +110 20444.009766 +111 50608.089844 +112 37660.355469 +113 50220.378906 +114 37719.777344 +115 37660.355469 +116 57764.765625 +117 44191.554688 +118 35072.703125 +119 36447.058594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,ITBI,Linear Regression,2.2161667346954346,"108 17489.081223 +109 17056.789733 +110 12759.840194 +111 17199.687493 +112 17069.082788 +113 18752.592548 +114 15081.186613 +115 18338.720532 +116 16033.216401 +117 20485.405586 +118 18862.927859 +119 19081.928955 +Name: y, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,IRRF,XGBoost,2.083678722381592,"108 135136.218750 +109 135745.109375 +110 135745.109375 +111 135745.109375 +112 135745.109375 +113 135628.687500 +114 135628.687500 +115 136665.796875 +116 136672.890625 +117 135745.109375 +118 136665.796875 +119 135745.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do FPM,AR,1.0101611614227295,"108 1.215189e+06 +109 1.312060e+06 +110 1.048468e+06 +111 1.211378e+06 +112 1.215190e+06 +113 1.215189e+06 +114 1.215190e+06 +115 1.048468e+06 +116 1.019904e+06 +117 1.022787e+06 +118 1.215190e+06 +119 1.229347e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do ICMS,HWES,1.2911808490753174,"108 1281854.125 +109 1163605.125 +110 1219426.125 +111 1293541.625 +112 1287569.875 +113 1273967.375 +114 1269995.000 +115 1293523.875 +116 1293460.750 +117 1213538.000 +118 1272180.500 +119 1213538.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.5680122375488281,"108 506911.000000 +109 146820.828125 +110 147853.000000 +111 388406.093750 +112 146702.875000 +113 63649.136719 +114 68091.460938 +115 31720.695312 +116 39275.511719 +117 32023.890625 +118 32023.890625 +119 347086.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do ITR,XGBoost,2.7198500633239746,"93 -110.563057 +94 957.127625 +95 -1232.048096 +96 957.127625 +97 117.475517 +98 117.709984 +99 -328.081635 +100 693.812927 +101 1875.600952 +102 784.431458 +103 -9.172528 +104 -0.936258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do ITR,Linear Regression,2.7198500633239746,"370361 5983.701149 +370370 75.624831 +370379 77.845374 +416728 83.724697 +416737 28.054664 +416746 15.946988 +416755 16.181680 +416780 453.592524 +416789 2022.764133 +416798 5745.332790 +416807 112.272815 +416816 25.310578 +Name: y, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,Transferencias LC 61_1989,HWES,1.2577300071716309,"108 9542.877930 +109 9993.678711 +110 9607.041992 +111 10771.145508 +112 9230.486328 +113 10785.959961 +114 10511.976562 +115 9225.917969 +116 10747.327148 +117 9195.125000 +118 9806.026367 +119 9946.496094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salvador do Sul - RS,Transferencias LC 61_1989,Linear Regression,1.2577300071716309,"416720 12305.640146 +416729 6680.900264 +416738 8413.408351 +416747 9953.541939 +416756 9185.831580 +416764 10411.472474 +416772 10739.108389 +416781 8958.537148 +416790 9536.595096 +416799 15809.862529 +416808 8437.450085 +416817 11117.346721 +Name: y, dtype: float64" +Prefeitura Municipal de Aceguá - RS,IPTU,HWES,1.684288501739502,"107 29999.763672 +108 30015.193359 +109 43831.363281 +110 71225.859375 +111 71225.859375 +112 3061.165283 +113 70886.601562 +114 7532.494629 +115 6076.297852 +116 71034.820312 +117 51228.324219 +118 5610.698242 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aceguá - RS,IPTU,Linear Regression,1.684288501739502,"411665 503.890691 +411673 1901.176377 +411681 262176.149477 +411690 37691.349729 +411699 38730.854980 +411708 14463.961628 +411716 45697.453431 +411725 13573.191490 +411733 27360.103832 +411742 37268.532287 +411751 53632.029755 +411760 21289.884101 +Name: y, dtype: float64" +Prefeitura Municipal de Aceguá - RS,ISS,Prophet,1.41841459274292,"108 260649.125000 +109 260666.343750 +110 99636.593750 +111 99638.742188 +112 99636.593750 +113 260666.343750 +114 99638.742188 +115 99636.593750 +116 99649.195312 +117 99427.148438 +118 99638.742188 +119 100108.695312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aceguá - RS,ITBI,MLP,1.9100220203399658,"99 74339.941858 +100 77720.058571 +101 78981.211763 +102 67743.759682 +103 51428.084339 +104 52123.817644 +105 52976.159982 +106 53993.573867 +107 54762.995493 +108 55505.628948 +109 54565.244576 +110 56806.398316 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aceguá - RS,ITBI,Linear Regression,1.9100220203399658,"341057 26769.490770 +341066 39187.162450 +341075 131094.589184 +341084 580918.456171 +411683 44709.339223 +411692 62414.398226 +411701 28022.057556 +411718 79662.571328 +411735 9696.906262 +411744 128899.607428 +411753 15176.901493 +411762 47603.865742 +Name: y, dtype: float64" +Prefeitura Municipal de Aceguá - RS,IRRF,XGBoost,1.0548534393310547,"108 183346.937500 +109 130344.476562 +110 130344.476562 +111 147391.718750 +112 237030.812500 +113 183346.937500 +114 183346.937500 +115 183346.937500 +116 183346.937500 +117 183346.937500 +118 137550.296875 +119 183346.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aceguá - RS,Cota-Parte do FPM,HWES,1.53851318359375,"108 1.254475e+06 +109 1.515022e+06 +110 1.108062e+06 +111 1.135918e+06 +112 1.253404e+06 +113 1.297297e+06 +114 1.253404e+06 +115 1.098570e+06 +116 1.097459e+06 +117 9.412567e+05 +118 1.253404e+06 +119 1.892698e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aceguá - RS,Cota-Parte do ICMS,HWES,1.0176656246185303,"108 1855960.250 +109 1669417.125 +110 1772024.875 +111 1875363.500 +112 1862814.625 +113 1855960.250 +114 1875363.500 +115 1862814.625 +116 1862814.625 +117 1862814.625 +118 1855960.250 +119 1862814.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aceguá - RS,Cota-Parte do IPVA,SARIMAX,1.5597739219665527,"108 204288.265625 +109 89060.242188 +110 88452.500000 +111 181260.703125 +112 180516.984375 +113 100262.250000 +114 68429.289062 +115 68429.289062 +116 112760.554688 +117 113921.695312 +118 114236.414062 +119 299351.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aceguá - RS,Cota-Parte do IPVA,Linear Regression,1.5597739219665527,"108 85603.990337 +109 30735.231826 +110 40245.550363 +111 65411.168386 +112 50061.913846 +113 22771.512261 +114 34261.756904 +115 30885.983781 +116 16236.499503 +117 15913.995218 +118 16156.387255 +119 69681.454187 +Name: y, dtype: float64" +Prefeitura Municipal de Aceguá - RS,Cota-Parte do ITR,XGBoost,1.8584575653076172,"106 1.809204e+05 +107 1.350820e+05 +108 1.350820e+05 +109 9.644683e+05 +110 9.362975e+05 +111 9.581676e+05 +112 9.581676e+05 +113 9.554888e+05 +114 9.626688e+05 +115 1.208264e+06 +116 4.393296e+05 +117 4.393296e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aceguá - RS,Transferencias LC 61_1989,AR,0.9785268306732178,"98 14808.050781 +99 12704.560547 +100 15516.158203 +101 17354.529297 +102 16903.298828 +103 16675.833984 +104 16468.431641 +105 17052.185547 +106 16176.464844 +107 15476.484375 +108 17311.507812 +109 16420.654297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,IPTU,Prophet,1.823739767074585,"75 15329.250000 +76 15563.527344 +77 18249.439453 +78 16552.681641 +79 15921.175781 +80 15970.315430 +81 15970.315430 +82 15921.175781 +83 16531.554688 +84 16951.230469 +85 16458.623047 +86 16575.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,ISS,MLP,1.6401338577270508,"96 17704.221923 +97 18541.829117 +98 18621.740393 +99 19152.514000 +100 20067.302536 +101 17697.977858 +102 20272.298806 +103 20067.759085 +104 16075.149136 +105 17397.548643 +106 16077.951345 +107 17955.929740 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,ISS,Linear Regression,1.6401338577270508,"347579 20231.280659 +347588 15494.928981 +347597 16450.571269 +347605 14864.137735 +347614 12099.673414 +347623 26954.109250 +347631 11272.033260 +347640 15709.199352 +347649 37407.868623 +347658 23797.688212 +347667 28467.500595 +347676 15151.974721 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,ITBI,AR,1.7257628440856934,"84 5952.511719 +85 6093.250977 +86 1916.999268 +87 6093.265137 +88 4523.388184 +89 1588.888794 +90 2026.675781 +91 10516.996094 +92 3635.523193 +93 4379.659668 +94 9283.001953 +95 11893.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,ITBI,Linear Regression,1.7257628440856934,"312888 8488.795461 +347580 5026.651832 +347589 820.920654 +347606 4835.579575 +347615 16103.393707 +347624 804.264293 +347632 40157.867948 +347641 6618.381288 +347650 18446.301254 +347659 17492.141608 +347668 -28375.764873 +347677 5926.261895 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,IRRF,XGBoost,3.1831867694854736,"94 75095.679688 +95 75373.312500 +96 75876.289062 +97 75876.289062 +98 75876.289062 +99 75876.289062 +100 75876.289062 +101 75876.289062 +102 75876.289062 +103 75876.289062 +104 75876.289062 +105 75876.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do FPM,SARIMAX,0.8450326919555664,"96 1.356826e+06 +97 1.811506e+06 +98 1.050884e+06 +99 1.356826e+06 +100 1.777706e+06 +101 1.356826e+06 +102 1.811506e+06 +103 1.356826e+06 +104 1.312351e+06 +105 1.016674e+06 +106 1.811636e+06 +107 1.811506e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do ICMS,XGBoost,0.9889888763427734,"96 431602.12500 +97 433238.00000 +98 465015.25000 +99 457416.75000 +100 502967.62500 +101 467576.93750 +102 457416.75000 +103 458220.96875 +104 442240.59375 +105 409409.90625 +106 409549.50000 +107 496429.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do ICMS,Linear Regression,0.9889888763427734,"347583 388534.150585 +347592 488262.345314 +347600 523973.554216 +347609 471207.794157 +347618 584445.388890 +347627 464587.502799 +347635 468713.885902 +347644 486653.362102 +347653 455985.768899 +347662 443757.653728 +347671 429939.329785 +347680 522717.857552 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do IPVA,MLP,3.14167857170105,"96 88143.226409 +97 20659.973975 +98 43314.124378 +99 39341.506085 +100 22863.801599 +101 13970.610016 +102 7935.305543 +103 9966.900693 +104 8660.456541 +105 7830.589442 +106 7457.906171 +107 113771.644472 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do ITR,XGBoost,1.4764304161071777,"72 181.708206 +73 810.556824 +74 892.291931 +75 1097.413330 +76 1139.929688 +77 3992.546143 +78 3989.419189 +79 3991.054443 +80 4015.031494 +81 4003.533936 +82 3992.545898 +83 3992.544189 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,Transferencias LC 61_1989,SES,1.1339704990386963,"96 4234.869629 +97 4910.664062 +98 4609.653809 +99 4429.395020 +100 3679.481934 +101 3701.399658 +102 3754.581543 +103 3701.399658 +104 4248.952637 +105 4234.752441 +106 3701.399658 +107 3754.635010 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Alegre do Prata - RS,Transferencias LC 61_1989,Linear Regression,1.1339704990386963,"347586 5349.619221 +347595 6604.069095 +347603 5970.506053 +347612 5428.560378 +347621 4157.603452 +347629 3859.163697 +347638 4689.896698 +347647 3269.397071 +347656 4945.400899 +347665 5305.607589 +347674 3689.778099 +347683 4766.416677 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,IPTU,AR,1.7282891273498535,"99 11712.368164 +100 12255.248047 +101 12255.248047 +102 27258.033203 +103 13007.192383 +104 24186.000000 +105 105808.101562 +106 34977.542969 +107 23688.320312 +108 23688.320312 +109 23688.320312 +110 23688.320312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,ISS,Prophet,1.9573493003845215,"108 43103.648438 +109 56570.492188 +110 57688.277344 +111 43021.410156 +112 41971.968750 +113 43511.132812 +114 43333.847656 +115 43891.117188 +116 43891.117188 +117 43511.132812 +118 43520.234375 +119 43524.394531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,ISS,Linear Regression,1.9573493003845215,"414481 20877.601623 +414490 7003.360557 +414498 7993.360302 +414507 12200.509497 +414516 358430.392502 +414525 14763.020588 +414533 15942.642234 +414542 32151.861173 +414550 34271.177268 +414559 14408.673606 +414568 26827.822267 +414577 23459.713382 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,ITBI,Prophet,1.3456840515136719,"105 49905.335938 +106 13374.594727 +107 49389.507812 +108 676431.750000 +109 47522.957031 +110 32552.746094 +111 44991.808594 +112 32704.171875 +113 68122.125000 +114 47522.957031 +115 29522.097656 +116 105377.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,ITBI,Linear Regression,1.3456840515136719,"371103 4380.393598 +414482 8815.549390 +414499 102292.681910 +414508 9143.487827 +414517 50836.981288 +414526 139300.922443 +414534 16153.692042 +414543 30377.845449 +414551 4588.802002 +414560 45890.223903 +414569 675227.834171 +414578 14822.817366 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,IRRF,AR,2.943848133087158,"98 60094.320312 +99 60163.125000 +100 60167.722656 +101 125478.492188 +102 60163.125000 +103 60837.890625 +104 58642.929688 +105 125478.492188 +106 125478.492188 +107 60837.890625 +108 125478.492188 +109 125478.492188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do FPM,HWES,1.0018818378448486,"108 1.234528e+06 +109 1.893833e+06 +110 1.127322e+06 +111 1.144938e+06 +112 1.237524e+06 +113 1.259645e+06 +114 1.237524e+06 +115 1.127322e+06 +116 1.127570e+06 +117 9.502224e+05 +118 1.237524e+06 +119 1.893833e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do ICMS,MLP,1.01381516456604,"108 8.461472e+05 +109 7.871798e+05 +110 8.087482e+05 +111 8.857767e+05 +112 9.425372e+05 +113 8.526327e+05 +114 8.802574e+05 +115 9.057764e+05 +116 9.033440e+05 +117 9.616828e+05 +118 8.633490e+05 +119 1.005919e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do IPVA,XGBoost,1.695878028869629,"108 56388.406250 +109 40225.824219 +110 98311.968750 +111 99749.554688 +112 102281.210938 +113 32455.541016 +114 31579.390625 +115 7900.005371 +116 22385.648438 +117 46275.046875 +118 24208.484375 +119 83709.304688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do ITR,XGBoost,2.2083897590637207,"99 111518.078125 +100 118244.242188 +101 113691.335938 +102 113468.984375 +103 667101.437500 +104 673672.000000 +105 674453.250000 +106 675344.562500 +107 672517.062500 +108 671948.562500 +109 672552.062500 +110 673619.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Incra - RS,Transferencias LC 61_1989,XGBoost,2.4590957164764404,"108 7383.523926 +109 10857.895508 +110 8991.411133 +111 8976.649414 +112 10451.807617 +113 9119.387695 +114 9152.785156 +115 9322.367188 +116 10893.785156 +117 9623.175781 +118 11887.323242 +119 9647.638672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,IPTU,SARIMAX,1.696578025817871,"108 29636.941406 +109 24054.523438 +110 182309.671875 +111 155010.843750 +112 121270.601562 +113 82925.312500 +114 32438.853516 +115 24054.523438 +116 25977.376953 +117 32438.388672 +118 32438.388672 +119 31224.349609 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,ISS,SARIMAX,1.0538766384124756,"108 43389.910156 +109 69782.156250 +110 43614.511719 +111 65081.617188 +112 69787.781250 +113 70205.804688 +114 65081.617188 +115 69782.156250 +116 65081.617188 +117 70804.054688 +118 70804.054688 +119 69787.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,ITBI,MLP,1.946655035018921,"105 16253.848107 +106 21768.321442 +107 20153.428161 +108 13809.066466 +109 15403.139308 +110 14838.722507 +111 14242.054643 +112 13670.802181 +113 18766.989125 +114 19143.374349 +115 17353.602841 +116 14935.725733 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,ITBI,Linear Regression,1.946655035018921,"372914 24620.676762 +431942 2505.632267 +431951 14475.001730 +431960 37910.235106 +431977 23743.007588 +431986 22498.850527 +431995 21613.467426 +432003 20752.028047 +432012 565.064212 +432021 5379.862293 +432030 16055.879321 +432039 24528.271942 +Name: y, dtype: float64" +Prefeitura Municipal de Ernestina - RS,IRRF,SARIMAX,1.1311554908752441,"108 69882.820312 +109 69142.921875 +110 140413.093750 +111 140413.093750 +112 140413.093750 +113 68277.703125 +114 68277.703125 +115 68277.703125 +116 140413.093750 +117 140413.093750 +118 140413.093750 +119 140413.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,Cota-Parte do FPM,HWES,1.1243445873260498,"108 1328066.625 +109 1893818.125 +110 1121200.625 +111 1223503.000 +112 1336804.750 +113 1338353.375 +114 1336804.750 +115 1121200.625 +116 1121200.625 +117 985134.375 +118 1336804.750 +119 1893818.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,Cota-Parte do ICMS,MLP,1.1268908977508545,"108 534615.828723 +109 503104.082333 +110 515004.896503 +111 556320.476577 +112 586718.615608 +113 539121.287568 +114 554129.372659 +115 567968.746309 +116 566918.220673 +117 562343.791990 +118 591309.692718 +119 612533.848186 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,Cota-Parte do IPVA,SARIMAX,2.479898452758789,"108 113248.546875 +109 68513.593750 +110 69428.718750 +111 113370.351562 +112 66851.078125 +113 37732.324219 +114 15209.159180 +115 11785.354492 +116 10617.531250 +117 11795.830078 +118 10305.901367 +119 74646.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,Cota-Parte do IPVA,Linear Regression,2.479898452758789,"108 55172.318713 +109 17070.040210 +110 38674.605526 +111 66560.262695 +112 39422.140926 +113 12958.464522 +114 7256.276950 +115 6849.735204 +116 4288.249267 +117 4878.618314 +118 4091.201223 +119 37703.105028 +Name: y, dtype: float64" +Prefeitura Municipal de Ernestina - RS,Cota-Parte do ITR,XGBoost,2.131174087524414,"95 1176.581421 +96 5175.155273 +97 1358.248413 +98 1358.248413 +99 2141.394287 +100 569.619812 +101 1531.402344 +102 1375.969971 +103 594.411560 +104 814.835510 +105 256.142273 +106 -3230.443115 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ernestina - RS,Cota-Parte do ITR,Linear Regression,2.131174087524414,"372919 2184.712484 +431947 940.431814 +431956 464.846278 +431965 585.843269 +431973 62.931847 +431982 11.724790 +431991 181.531047 +432008 302.416276 +432017 8255.664621 +432026 86424.485868 +432035 7901.868566 +432044 1322.391750 +Name: y, dtype: float64" +Prefeitura Municipal de Ernestina - RS,Transferencias LC 61_1989,AR,0.9393324851989746,"48 5677.325195 +49 5160.940430 +50 5460.705566 +51 5549.816406 +52 5460.705566 +53 5717.610352 +54 5717.579590 +55 5460.674805 +56 5595.270020 +57 5637.541992 +58 5717.579590 +59 5677.549316 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,IPTU,XGBoost,1.573211431503296,"95 4.508099e+05 +96 1.664781e+06 +97 2.935698e+06 +98 3.872347e+06 +99 1.664781e+06 +100 3.259906e+05 +101 3.261182e+05 +102 1.664781e+06 +103 4.488416e+05 +104 1.664781e+06 +105 4.361411e+05 +106 4.353146e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,ISS,SARIMAX,1.0619373321533203,"96 848896.8125 +97 848896.8125 +98 848896.8125 +99 848992.3750 +100 848896.8125 +101 848992.3750 +102 848992.3750 +103 848992.3750 +104 848837.7500 +105 848992.3750 +106 848992.3750 +107 848992.3750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,ITBI,XGBoost,1.0635442733764648,"96 420255.15625 +97 403625.90625 +98 418987.81250 +99 419514.87500 +100 417637.40625 +101 359442.78125 +102 402732.34375 +103 419355.34375 +104 417121.18750 +105 359458.84375 +106 438493.96875 +107 359442.78125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,IRRF,SARIMAX,0.8968408107757568,"96 457281.09375 +97 463568.28125 +98 463568.28125 +99 463568.28125 +100 463568.03125 +101 463568.03125 +102 463568.03125 +103 463568.03125 +104 463568.28125 +105 463568.28125 +106 463568.03125 +107 463568.03125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do FPM,HWES,1.0614104270935059,"96 2801620.750 +97 3128965.500 +98 2306702.250 +99 2394922.000 +100 2981778.500 +101 2765177.000 +102 2981778.500 +103 2314701.750 +104 2344315.000 +105 1926845.625 +106 3153453.250 +107 3153453.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do ICMS,HWES,1.2042603492736816,"96 2644915.00 +97 2432013.00 +98 2643897.50 +99 2687509.00 +100 2746531.00 +101 2687501.25 +102 2725813.50 +103 2746531.00 +104 2728047.00 +105 2725813.50 +106 2760824.25 +107 2742264.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do IPVA,SARIMAX,1.390946388244629,"96 1.266880e+06 +97 4.521989e+05 +98 5.261168e+05 +99 1.108821e+06 +100 5.202288e+05 +101 2.418721e+05 +102 2.418721e+05 +103 1.333760e+05 +104 1.229083e+05 +105 8.660479e+04 +106 4.627294e+04 +107 1.245906e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do ITR,XGBoost,2.070183038711548,"96 2943.693604 +97 2986.273193 +98 2184.037109 +99 2157.024414 +100 2414.294922 +101 2414.294922 +102 2414.294922 +103 2840.812012 +104 21859.900391 +105 51163.187500 +106 3026.183838 +107 2865.384766 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Petrópolis - RS,Transferencias LC 61_1989,HWES,0.9734551906585693,"96 16998.925781 +97 17277.167969 +98 18025.761719 +99 18387.111328 +100 18023.304688 +101 18039.265625 +102 18095.279297 +103 17886.566406 +104 18561.474609 +105 17702.164062 +106 16145.719727 +107 16697.818359 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,IPTU,AR,1.8004536628723145,"102 3488.179199 +103 7598.663574 +104 2508.652588 +105 4432.495117 +106 43475.746094 +107 47354.093750 +108 17782.833984 +109 16836.814453 +110 15517.380859 +111 18771.115234 +112 19222.132812 +113 19223.044922 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,ISS,MLP,1.924448013305664,"108 22682.985318 +109 21152.803161 +110 22136.642032 +111 23322.956224 +112 24741.778510 +113 23652.611863 +114 23584.514324 +115 23899.118861 +116 24902.899916 +117 26366.424765 +118 29000.142470 +119 24654.926983 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,ITBI,HWES,2.308417320251465,"108 10173.666992 +109 17551.109375 +110 22062.470703 +111 17867.378906 +112 19588.285156 +113 18519.011719 +114 24372.443359 +115 18644.453125 +116 17092.414062 +117 17741.625000 +118 17117.117188 +119 18087.642578 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,IRRF,HWES,2.3092880249023438,"108 91577.359375 +109 82488.421875 +110 121595.476562 +111 121597.820312 +112 91577.359375 +113 121597.820312 +114 121597.820312 +115 121595.156250 +116 121597.820312 +117 121597.820312 +118 121595.476562 +119 121597.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,Cota-Parte do FPM,HWES,0.9610025882720947,"108 1.315998e+06 +109 1.895928e+06 +110 1.081080e+06 +111 1.231300e+06 +112 1.353187e+06 +113 1.379191e+06 +114 1.353187e+06 +115 1.081080e+06 +116 1.094156e+06 +117 1.044243e+06 +118 1.353187e+06 +119 1.893829e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,Cota-Parte do ICMS,HWES,0.9615347385406494,"108 6.288678e+05 +109 5.556354e+05 +110 6.310882e+05 +111 7.472481e+05 +112 7.531128e+05 +113 1.248705e+06 +114 1.253522e+06 +115 1.263977e+06 +116 1.263977e+06 +117 1.262862e+06 +118 1.253849e+06 +119 1.262862e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,Cota-Parte do IPVA,XGBoost,1.6503560543060303,"108 12088.641602 +109 28109.011719 +110 41780.855469 +111 24267.746094 +112 41636.742188 +113 42368.753906 +114 41636.742188 +115 21808.304688 +116 10888.259766 +117 10888.259766 +118 21635.261719 +119 11095.827148 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,Cota-Parte do IPVA,Linear Regression,1.6503560543060303,"421050 145181.414674 +421058 31538.913014 +421067 49765.823417 +421076 60317.493414 +421085 47439.468252 +421094 40856.023744 +421103 44448.956158 +421112 18253.210525 +421121 7931.994711 +421130 8056.230993 +421139 81067.485929 +421148 12299.076557 +Name: y, dtype: float64" +Prefeitura Municipal de Maratá - RS,Cota-Parte do ITR,XGBoost,1.2940247058868408,"94 52.108807 +95 29.272154 +96 34.613045 +97 61.551361 +98 68.762268 +99 50.624962 +100 46.464211 +101 61.425465 +102 69.708328 +103 42.624035 +104 17.506577 +105 14.903323 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maratá - RS,Cota-Parte do ITR,Linear Regression,1.2940247058868408,"367060 99.038805 +421059 24.762164 +421068 35.498344 +421077 15.670884 +421086 126.352043 +421095 8.037361 +421104 30.120404 +421113 105.687357 +421122 1302.032785 +421131 2103.473905 +421140 36.788656 +421149 66.278679 +Name: y, dtype: float64" +Prefeitura Municipal de Maratá - RS,Transferencias LC 61_1989,SARIMAX,0.9231016635894775,"48 6291.812012 +49 6221.936523 +50 6233.020508 +51 6265.309082 +52 6273.279297 +53 6270.985840 +54 6266.504883 +55 6233.004883 +56 6266.750488 +57 6591.668945 +58 6233.004883 +59 6266.224609 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,IPTU,SES,3.339954376220703,"105 94618.984375 +106 94618.984375 +107 94618.984375 +108 88901.718750 +109 136729.437500 +110 149542.546875 +111 -109946.156250 +112 -119978.921875 +113 808024.125000 +114 -115058.914062 +115 -7939.364258 +116 -81201.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,IPTU,Linear Regression,3.339954376220703,"426592 6.386464e+04 +426601 5.920345e+04 +426610 6.083264e+04 +426619 2.367585e+04 +426628 2.105996e+05 +426637 1.948621e+06 +426646 2.291019e+05 +426655 2.533832e+05 +426664 2.011979e+05 +426673 1.703362e+05 +426682 7.243066e+04 +426691 1.442936e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,ISS,XGBoost,0.8938424587249756,"108 353158.43750 +109 353158.43750 +110 353158.43750 +111 378387.31250 +112 353158.43750 +113 412135.75000 +114 412135.75000 +115 378387.31250 +116 412135.75000 +117 496665.40625 +118 353158.43750 +119 412135.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,ITBI,SARIMAX,1.0170934200286865,"108 78476.125000 +109 70335.328125 +110 92309.132812 +111 84354.664062 +112 95489.625000 +113 97544.906250 +114 100926.914062 +115 88624.585938 +116 92043.539062 +117 94113.468750 +118 81093.367188 +119 93826.835938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,ITBI,Linear Regression,1.0170934200286865,"108 24080.664709 +109 24528.246146 +110 34552.132509 +111 33568.215223 +112 36535.317894 +113 30928.876604 +114 39259.532397 +115 39505.421792 +116 33755.157102 +117 38931.324359 +118 39364.076084 +119 41879.118212 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,IRRF,SARIMAX,1.2039260864257812,"108 290802.15625 +109 292322.56250 +110 292322.56250 +111 292322.56250 +112 292322.56250 +113 292322.56250 +114 292322.56250 +115 292322.56250 +116 292322.56250 +117 292322.56250 +118 291166.68750 +119 292322.56250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do FPM,AR,1.2534568309783936,"108 2187343.25 +109 3156281.00 +110 1813780.75 +111 2027713.50 +112 2189370.75 +113 2174618.25 +114 2189370.75 +115 1813780.75 +116 1814434.00 +117 1642083.00 +118 2189370.75 +119 3156281.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ICMS,HWES,0.9281971454620361,"108 2217039.25 +109 2151509.00 +110 2151509.00 +111 2321395.75 +112 2364857.00 +113 2209645.00 +114 2321405.00 +115 2313831.75 +116 2313831.75 +117 2364857.00 +118 2134142.25 +119 2364857.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do IPVA,AR,2.4941635131835938,"108 799482.812500 +109 281592.000000 +110 415110.062500 +111 942324.750000 +112 521696.500000 +113 172034.218750 +114 105937.828125 +115 42501.808594 +116 37332.347656 +117 37332.347656 +118 20272.644531 +119 797145.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do IPVA,Linear Regression,2.4941635131835938,"426598 1.055097e+06 +426607 2.614214e+05 +426616 4.534459e+05 +426625 7.061877e+05 +426634 4.633514e+05 +426643 1.958603e+05 +426652 1.326582e+05 +426661 6.740765e+04 +426670 4.595702e+04 +426679 4.467480e+04 +426688 2.443746e+04 +426697 1.001267e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ITR,XGBoost,1.2414345741271973,"106 119.616409 +107 122.834541 +108 139.886993 +109 86.431000 +110 382.467743 +111 180.310822 +112 382.720703 +113 93.833015 +114 3317.805420 +115 1257.251343 +116 -65.409714 +117 -88.456383 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ITR,Linear Regression,1.2414345741271973,"426599 80.958872 +426608 84.868101 +426617 122.095852 +426626 152.288791 +426635 22.176318 +426644 28.841823 +426653 19.600190 +426662 194.011254 +426671 3297.263556 +426680 5261.317874 +426689 294.813517 +426698 84.228573 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Princípio - RS,Transferencias LC 61_1989,MLP,1.7056505680084229,"96 18358.429835 +97 17594.213283 +98 18164.677785 +99 18533.082955 +100 18521.622512 +101 18787.124760 +102 18831.782019 +103 18649.304487 +104 18896.330022 +105 19592.378754 +106 18304.506866 +107 18781.402096 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,IPTU,HWES,1.793050765991211,"108 4500.066895 +109 55769.910156 +110 55597.000000 +111 52899.277344 +112 16389.287109 +113 10254.778320 +114 11119.522461 +115 10099.071289 +116 9570.926758 +117 15551.968750 +118 15501.092773 +119 4054.493652 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,ISS,MLP,2.055936574935913,"108 19458.212182 +109 20199.321954 +110 19864.825147 +111 19684.045517 +112 19426.703414 +113 19632.471582 +114 19722.622176 +115 18910.891187 +116 19423.944506 +117 19880.525892 +118 19921.518819 +119 19732.089080 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,ITBI,SARIMAX,3.0713987350463867,"106 20569.527344 +107 33204.714844 +108 18915.250000 +109 33207.292969 +110 31087.972656 +111 21272.585938 +112 31498.669922 +113 31092.580078 +114 34329.605469 +115 31092.580078 +116 31088.056641 +117 45778.597656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,ITBI,Linear Regression,3.0713987350463867,"106 5159.606658 +107 7110.257206 +108 5696.374372 +109 6852.431572 +110 9280.079008 +111 8834.769297 +112 7954.039655 +113 13216.781350 +114 7966.106141 +115 9442.896682 +116 30670.788622 +117 7220.821825 +Name: y, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,IRRF,SARIMAX,0.9364769458770752,"108 130258.054688 +109 87078.851562 +110 87078.851562 +111 130258.054688 +112 87078.851562 +113 87078.851562 +114 130258.054688 +115 87078.851562 +116 130258.054688 +117 130258.054688 +118 87078.851562 +119 130258.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,Cota-Parte do FPM,HWES,1.1365008354187012,"107 1.295652e+06 +108 1.897251e+06 +109 1.031747e+06 +110 1.157248e+06 +111 1.299418e+06 +112 1.293479e+06 +113 1.301580e+06 +114 1.031747e+06 +115 1.016726e+06 +116 9.742190e+05 +117 1.299418e+06 +118 1.897251e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,Cota-Parte do ICMS,HWES,1.0417265892028809,"108 519832.31250 +109 518157.06250 +110 505578.84375 +111 587168.06250 +112 590982.62500 +113 550914.25000 +114 587168.06250 +115 590572.18750 +116 585017.68750 +117 590982.62500 +118 559820.18750 +119 578406.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,Cota-Parte do IPVA,SARIMAX,1.545198917388916,"107 102009.953125 +108 53583.691406 +109 48745.464844 +110 102129.875000 +111 49588.179688 +112 22644.435547 +113 26837.925781 +114 4543.081543 +115 4510.501953 +116 4510.501953 +117 1890.746704 +118 43797.195312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,Cota-Parte do ITR,MLP,1.9038817882537842,"99 11594.029842 +100 14085.188910 +101 17285.419021 +102 22533.479589 +103 29376.748170 +104 38328.503696 +105 50196.957588 +106 64049.252587 +107 83657.783786 +108 111644.460956 +109 117578.185428 +110 151147.003242 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Verde - RS,Transferencias LC 61_1989,MLP,1.9372971057891846,"84 4434.831332 +85 4383.084317 +86 4508.042240 +87 4584.574957 +88 4618.155675 +89 4677.799634 +90 4701.892854 +91 4719.664028 +92 4796.092306 +93 4851.386627 +94 4716.757452 +95 4807.788427 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,IPTU,MLP,1.5520339012145996,"107 5.641915e+05 +108 1.470651e+06 +109 2.917860e+05 +110 2.715514e+05 +111 2.572319e+05 +112 2.457408e+05 +113 2.615622e+05 +114 2.795055e+05 +115 2.067676e+05 +116 2.709733e+05 +117 2.134562e+05 +118 2.764854e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,ISS,SARIMAX,0.8719384670257568,"108 347632.81250 +109 357171.68750 +110 361631.59375 +111 369833.59375 +112 357261.65625 +113 381517.12500 +114 381517.12500 +115 357171.68750 +116 361631.59375 +117 381517.12500 +118 357171.68750 +119 361353.06250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,ITBI,XGBoost,2.122196912765503,"108 105231.640625 +109 108985.039062 +110 111304.992188 +111 171308.437500 +112 130008.039062 +113 69819.335938 +114 95470.218750 +115 207054.125000 +116 78294.656250 +117 183301.562500 +118 183862.234375 +119 168064.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,ITBI,Linear Regression,2.122196912765503,"425130 123750.535937 +425139 115736.570344 +425148 135368.434532 +425157 293909.677354 +425166 894616.172274 +425175 177967.929800 +425184 560055.445480 +425193 314466.818068 +425202 593505.915548 +425211 321874.067960 +425220 402643.217060 +425229 127642.030088 +Name: y, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,IRRF,HWES,1.2351620197296143,"108 223007.984375 +109 544347.937500 +110 540052.437500 +111 643367.437500 +112 222199.109375 +113 545647.187500 +114 588794.437500 +115 544347.937500 +116 544347.937500 +117 540052.437500 +118 544347.937500 +119 935415.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do FPM,HWES,1.0359385013580322,"108 3972173.750 +109 5681306.500 +110 2184703.750 +111 3972173.750 +112 3644106.000 +113 3809163.750 +114 5681306.500 +115 3890994.250 +116 4829290.000 +117 2088337.375 +118 3644106.000 +119 5681306.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do ICMS,MLP,0.9697060585021973,"108 2.774641e+06 +109 2.557042e+06 +110 2.639465e+06 +111 2.926835e+06 +112 3.149154e+06 +113 2.811566e+06 +114 2.917248e+06 +115 3.015443e+06 +116 3.010757e+06 +117 3.285523e+06 +118 3.201565e+06 +119 3.105129e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do IPVA,AR,1.5615313053131104,"108 888444.250000 +109 398067.125000 +110 424926.937500 +111 899361.312500 +112 612194.312500 +113 323139.343750 +114 272024.625000 +115 133510.859375 +116 107194.515625 +117 105640.054688 +118 32418.636719 +119 899361.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do ITR,XGBoost,2.2286837100982666,"36 14403.672852 +37 14403.672852 +38 51841.132812 +39 51841.132812 +40 14406.274414 +41 14406.274414 +42 14403.672852 +43 14406.222656 +44 29513.875000 +45 50480.125000 +46 14403.672852 +47 14403.672852 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do ITR,Linear Regression,2.2286837100982666,"425135 54792.145001 +425144 6792.649851 +425153 1210.232503 +425162 1463.948191 +425171 4067.702639 +425180 4297.170032 +425189 43853.007473 +425198 3193.731346 +425207 80705.866326 +425216 649781.133392 +425225 56438.369447 +425234 34457.587135 +Name: y, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,IPTU,HWES,2.260434150695801,"96 261507.109375 +97 539194.562500 +98 426755.437500 +99 403536.875000 +100 425561.812500 +101 425561.812500 +102 406472.750000 +103 420392.687500 +104 420392.687500 +105 404441.218750 +106 402911.812500 +107 539411.750000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,ISS,SARIMAX,1.0721166133880615,"96 660800.6250 +97 660912.3750 +98 660906.1250 +99 643183.3750 +100 647858.1875 +101 660800.6250 +102 647858.1875 +103 660800.6250 +104 662106.1250 +105 662106.1250 +106 643183.3750 +107 655980.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,ITBI,SES,1.514404296875,"94 66491.195312 +95 176832.468750 +96 196230.531250 +97 193559.843750 +98 201837.140625 +99 200827.515625 +100 200884.703125 +101 198048.343750 +102 197779.156250 +103 197775.031250 +104 197775.031250 +105 197553.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,IRRF,SARIMAX,1.1693575382232666,"96 498807.03125 +97 498807.03125 +98 498807.03125 +99 498807.03125 +100 500020.31250 +101 500020.31250 +102 499148.62500 +103 499148.62500 +104 500036.84375 +105 500020.31250 +106 500020.31250 +107 499148.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do FPM,HWES,1.5459222793579102,"96 4369869.50 +97 4513786.50 +98 4392381.00 +99 3251004.00 +100 4513786.50 +101 4369869.50 +102 4392382.50 +103 4369869.50 +104 4392381.00 +105 4392382.50 +106 3515386.75 +107 4513786.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do ICMS,XGBoost,0.9764735698699951,"96 1163624.750 +97 1356170.125 +98 1432065.250 +99 1365204.500 +100 1490569.125 +101 1350929.500 +102 1441532.375 +103 1344495.625 +104 1338434.250 +105 1394774.500 +106 1350929.500 +107 1441532.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do ICMS,Linear Regression,0.9764735698699951,"385557 1.281518e+06 +385565 1.609885e+06 +385573 1.727659e+06 +385581 1.553295e+06 +385589 2.344858e+06 +385596 1.398099e+06 +385604 1.677945e+06 +385612 1.591954e+06 +385620 1.492349e+06 +385628 1.461681e+06 +385635 1.404570e+06 +385643 1.682658e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do IPVA,SARIMAX,0.8367540836334229,"94 501801.62500 +95 501801.62500 +96 388538.62500 +97 470697.06250 +98 501801.62500 +99 501801.62500 +100 413439.75000 +101 413775.81250 +102 441507.50000 +103 441896.56250 +104 443146.96875 +105 501801.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do ITR,AR,2.5875918865203857,"91 60891.210938 +92 222322.734375 +93 52884.738281 +94 47547.191406 +95 55018.878906 +96 47547.191406 +97 54964.105469 +98 21139.298828 +99 22425.080078 +100 291205.906250 +101 54030.398438 +102 51742.832031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão do Leão - RS,Transferencias LC 61_1989,MLP,1.3652911186218262,"62 16416.895386 +63 16733.582663 +64 16371.957195 +65 16476.556023 +66 16677.684693 +67 16142.448215 +68 16706.415413 +69 16828.243099 +70 16660.888360 +71 16446.573287 +72 15585.337539 +73 16025.015203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,IPTU,SES,1.860299825668335,"79 6968.802246 +80 7193.703125 +81 7897.972168 +82 7909.140625 +83 7905.153320 +84 5130.979980 +85 46025.550781 +86 185766.921875 +87 7193.703125 +88 7172.967773 +89 26482.220703 +90 1071.657959 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,ISS,MLP,1.2511353492736816,"108 31336.202201 +109 31554.898211 +110 31606.295710 +111 31839.660678 +112 32137.269388 +113 32032.495066 +114 31960.443984 +115 32240.972697 +116 32638.675111 +117 33239.658939 +118 33688.261179 +119 33688.787269 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,ITBI,AR,1.6726982593536377,"105 17311.673828 +106 16808.183594 +107 49454.707031 +108 21755.441406 +109 17735.275391 +110 21481.523438 +111 24855.734375 +112 41803.828125 +113 47342.359375 +114 19014.503906 +115 26570.716797 +116 47342.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,ITBI,Linear Regression,1.6726982593536377,"432660 18172.119463 +432668 54758.577165 +432676 26819.424978 +432684 21695.606267 +432692 23273.956359 +432700 37215.376186 +432708 80798.701145 +432716 131090.121874 +432724 24857.916129 +432732 17459.119271 +432740 43857.983410 +432748 26324.428031 +Name: y, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,IRRF,XGBoost,1.521148443222046,"98 24191.164062 +99 26805.294922 +100 26805.294922 +101 26775.689453 +102 26878.386719 +103 24967.548828 +104 24586.744141 +105 24099.503906 +106 24099.560547 +107 23620.302734 +108 23620.302734 +109 70403.554688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,IRRF,Linear Regression,1.521148443222046,"432661 16548.098226 +432669 24398.718872 +432677 24483.212919 +432685 25906.428374 +432693 26259.063904 +432701 27809.190439 +432709 25871.205778 +432717 24410.673535 +432725 25432.731590 +432733 25182.000487 +432741 27440.744152 +432749 55370.346723 +Name: y, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,Cota-Parte do FPM,HWES,1.5960679054260254,"108 1310388.000 +109 1894076.875 +110 1079701.375 +111 1222812.250 +112 1310698.625 +113 1407024.375 +114 1310698.625 +115 1079701.375 +116 1079701.375 +117 1009853.750 +118 1310698.625 +119 1894076.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,Cota-Parte do ICMS,SARIMAX,1.0341439247131348,"108 740484.1250 +109 625732.3125 +110 713453.3125 +111 784239.5000 +112 770562.6250 +113 765859.0000 +114 784239.5000 +115 784239.5000 +116 770621.9375 +117 770562.6250 +118 773254.3750 +119 770562.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,Cota-Parte do IPVA,SARIMAX,1.6764795780181885,"107 117926.562500 +108 23459.003906 +109 49328.835938 +110 113420.085938 +111 38442.453125 +112 6316.266113 +113 6473.056641 +114 6316.266113 +115 145.936432 +116 6387.788086 +117 6260.040039 +118 114633.898438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,Cota-Parte do IPVA,Linear Regression,1.6764795780181885,"107 68328.061310 +108 11813.046945 +109 24605.860498 +110 44639.703464 +111 28991.077637 +112 8113.914460 +113 3680.660715 +114 6737.501559 +115 2747.755837 +116 3493.234040 +117 2987.744450 +118 44636.326212 +Name: y, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,Cota-Parte do ITR,XGBoost,1.577829122543335,"99 1425.770386 +100 352.473755 +101 1536.827759 +102 317.567780 +103 1424.933716 +104 1424.819824 +105 3907.499023 +106 352.467285 +107 6531.046387 +108 8695.463867 +109 1425.219116 +110 316.985443 +Name: Valor, dtype: float64" +Prefeitura Municipal de Paim Filho - RS,Transferencias LC 61_1989,XGBoost,1.0579314231872559,"60 4855.618652 +61 4937.936035 +62 4938.335938 +63 4855.618652 +64 3966.428223 +65 3960.241455 +66 3978.115234 +67 3960.241455 +68 4183.504395 +69 4147.058594 +70 3960.241455 +71 3976.722900 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,IPTU,SES,1.5774726867675781,"108 1.067841e+06 +109 6.377328e+05 +110 2.574875e+06 +111 6.748579e+05 +112 1.026395e+06 +113 1.026549e+06 +114 1.027563e+06 +115 1.029131e+06 +116 1.128207e+06 +117 1.182563e+06 +118 4.248416e+06 +119 1.213946e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,IPTU,Linear Regression,1.5774726867675781,"407667 6.014323e+05 +407676 2.358551e+06 +407685 1.007147e+07 +407694 2.831076e+06 +407703 2.203334e+06 +407712 2.136765e+06 +407721 2.078306e+06 +407730 1.999679e+06 +407739 1.959795e+06 +407748 1.166756e+06 +407757 1.422124e+06 +407766 1.079417e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,ISS,MLP,0.9881386756896973,"108 1.470933e+07 +109 1.229523e+07 +110 1.329016e+07 +111 1.366855e+07 +112 1.344354e+07 +113 1.353041e+07 +114 1.348683e+07 +115 1.332014e+07 +116 1.410587e+07 +117 1.368258e+07 +118 1.490988e+07 +119 1.437436e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,ITBI,XGBoost,1.5831453800201416,"108 756000.7500 +109 822736.8125 +110 765483.6250 +111 689300.6250 +112 627637.3125 +113 725693.8750 +114 839808.1875 +115 725742.9375 +116 640867.1875 +117 725742.9375 +118 634064.3750 +119 765146.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,ITBI,Linear Regression,1.5831453800201416,"407669 1.029459e+06 +407678 6.808563e+05 +407687 1.504428e+06 +407696 9.953687e+05 +407705 1.450997e+06 +407714 8.335725e+05 +407723 7.130872e+05 +407732 7.840298e+05 +407741 1.188180e+06 +407750 7.857856e+05 +407759 1.554940e+06 +407768 7.632108e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,IRRF,MLP,1.164358377456665,"108 4.358376e+06 +109 4.312590e+06 +110 4.344018e+06 +111 4.283712e+06 +112 4.270301e+06 +113 4.258580e+06 +114 4.617755e+06 +115 4.846089e+06 +116 4.665415e+06 +117 4.987138e+06 +118 4.958786e+06 +119 6.713160e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,Cota-Parte do FPM,MLP,1.0470399856567383,"108 1.138028e+07 +109 1.341014e+07 +110 1.021989e+07 +111 1.101752e+07 +112 1.171905e+07 +113 9.521566e+06 +114 1.494211e+07 +115 1.066036e+07 +116 1.084818e+07 +117 1.056237e+07 +118 1.211654e+07 +119 1.591154e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,Cota-Parte do ICMS,SES,1.4007294178009033,"108 21287926.0 +109 18410552.0 +110 18864540.0 +111 19446458.0 +112 20232288.0 +113 20888154.0 +114 20924190.0 +115 21090832.0 +116 20996834.0 +117 21226772.0 +118 22155430.0 +119 21226772.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,Cota-Parte do IPVA,AR,1.4150111675262451,"108 5.309709e+06 +109 4.576053e+06 +110 4.751676e+06 +111 5.510300e+06 +112 5.526751e+06 +113 2.984906e+06 +114 3.299930e+06 +115 1.343162e+06 +116 7.069564e+05 +117 6.171203e+05 +118 5.611866e+05 +119 5.376118e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,Cota-Parte do ITR,XGBoost,1.9847943782806396,"108 63534.382812 +109 3736.567871 +110 3736.567871 +111 3964.660889 +112 3843.700195 +113 3994.668945 +114 3726.595703 +115 4566.084473 +116 108743.148438 +117 514341.093750 +118 47509.773438 +119 51744.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio Grande - RS,Transferencias LC 61_1989,SES,0.9060015678405762,"108 142852.078125 +109 131062.054688 +110 230847.890625 +111 186050.453125 +112 193894.781250 +113 177517.968750 +114 191211.625000 +115 178274.312500 +116 170369.562500 +117 156529.421875 +118 179796.437500 +119 192124.203125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,IPTU,MLP,1.897789716720581,"108 13911.219433 +109 27413.452511 +110 138830.718258 +111 95241.000516 +112 27609.230980 +113 5503.649027 +114 15498.641528 +115 20408.310785 +116 7496.918278 +117 15569.994215 +118 21660.650564 +119 16639.846108 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,ISS,XGBoost,1.0435407161712646,"108 41366.437500 +109 40344.074219 +110 44703.550781 +111 47319.730469 +112 44688.863281 +113 44688.863281 +114 44688.863281 +115 47319.730469 +116 47292.968750 +117 47319.730469 +118 47391.738281 +119 47292.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,ITBI,MLP,2.23930025100708,"108 28108.026321 +109 28923.888917 +110 25909.796418 +111 28257.736120 +112 26966.090848 +113 27448.924949 +114 29576.293507 +115 32048.512602 +116 26254.449067 +117 27343.047258 +118 33423.029885 +119 28574.350897 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,IRRF,HWES,1.540928602218628,"108 132937.109375 +109 133086.484375 +110 133324.390625 +111 133080.125000 +112 132930.250000 +113 132930.250000 +114 133086.484375 +115 136102.203125 +116 134822.453125 +117 135672.031250 +118 135672.031250 +119 136102.203125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do FPM,HWES,1.1935937404632568,"108 1259273.750 +109 1894391.500 +110 1133616.375 +111 1153273.375 +112 1259904.250 +113 1264716.750 +114 1259904.250 +115 1133616.375 +116 1133617.000 +117 972566.875 +118 1259904.250 +119 1894391.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do ICMS,HWES,2.2741081714630127,"108 884887.4375 +109 755049.8750 +110 756152.6875 +111 903792.6250 +112 897329.5625 +113 900096.9375 +114 904271.1250 +115 952566.5000 +116 910971.6875 +117 897329.5625 +118 884887.4375 +119 897329.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do IPVA,HWES,1.5735375881195068,"108 252799.187500 +109 42145.753906 +110 73056.671875 +111 108501.703125 +112 75717.484375 +113 42123.289062 +114 42123.445312 +115 17979.158203 +116 9173.994141 +117 5894.739746 +118 8191.758789 +119 252799.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do IPVA,Linear Regression,1.5735375881195068,"411976 307248.859825 +411985 47598.383035 +411994 80656.317401 +412003 116363.499072 +412012 96879.188012 +412021 44222.684051 +412030 41724.675848 +412039 13793.805213 +412048 10525.224952 +412057 4841.815842 +412066 8019.990786 +412075 272238.019855 +Name: y, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do ITR,HWES,1.429255723953247,"79 32.761787 +80 46.726524 +81 -6.114699 +82 40.030384 +83 40.030384 +84 40.030384 +85 -7.012513 +86 674.610046 +87 6341.336426 +88 6463.671875 +89 32.761787 +90 -7.204834 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do ITR,Linear Regression,1.429255723953247,"411977 433.352906 +411986 90.470386 +411995 32.237797 +412004 166.081930 +412013 318.295062 +412022 288.732839 +412031 59.811750 +412040 873.807946 +412049 5438.197269 +412058 3338.747551 +412067 221.238019 +412076 26.772100 +Name: y, dtype: float64" +Prefeitura Municipal de Campina das Missões - RS,Transferencias LC 61_1989,HWES,1.2036056518554688,"108 7062.576660 +109 7276.040527 +110 7912.060547 +111 8395.512695 +112 8065.215820 +113 8183.503418 +114 8449.277344 +115 7683.986816 +116 8660.031250 +117 7233.477539 +118 8688.500977 +119 9268.478516 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,IPTU,SARIMAX,0.8825199604034424,"108 6.802929e+05 +109 1.232375e+06 +110 1.222179e+06 +111 1.275070e+06 +112 1.186266e+06 +113 1.383372e+06 +114 1.406466e+06 +115 1.109309e+06 +116 1.061007e+06 +117 1.060163e+06 +118 9.066731e+05 +119 8.941501e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,ISS,MLP,1.7221977710723877,"108 1.053968e+06 +109 1.059710e+06 +110 1.062649e+06 +111 1.058123e+06 +112 1.078269e+06 +113 1.082102e+06 +114 1.085640e+06 +115 1.091491e+06 +116 1.081396e+06 +117 1.075337e+06 +118 1.090140e+06 +119 1.091491e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,ITBI,MLP,1.5931613445281982,"108 449215.321013 +109 401986.153084 +110 453449.729446 +111 521158.267881 +112 454474.437053 +113 496608.227016 +114 479004.938367 +115 470479.001185 +116 434192.293257 +117 640974.384519 +118 659457.835447 +119 422912.008759 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,ITBI,Linear Regression,1.5931613445281982,"429113 4.435610e+05 +429121 2.787023e+05 +429129 4.388591e+05 +429137 6.617976e+05 +429145 4.417363e+05 +429153 5.783546e+05 +429162 5.199062e+05 +429171 4.891669e+05 +429180 3.629560e+05 +429189 1.051838e+06 +429198 1.139324e+06 +429207 3.698556e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,IRRF,MLP,1.6579194068908691,"108 1.291585e+06 +109 1.304187e+06 +110 1.389568e+06 +111 1.414613e+06 +112 1.457053e+06 +113 1.492605e+06 +114 1.523562e+06 +115 1.562253e+06 +116 1.606963e+06 +117 1.653134e+06 +118 1.746050e+06 +119 1.797738e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do FPM,AR,1.4558730125427246,"108 4016339.25 +109 8838121.00 +110 2505579.00 +111 4050542.50 +112 4789133.50 +113 4293450.50 +114 6968007.50 +115 2456617.50 +116 2467434.00 +117 3292772.50 +118 4786346.50 +119 10376087.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do FPM,Linear Regression,1.4558730125427246,"429115 2.393184e+06 +429123 1.032322e+07 +429131 4.447238e+06 +429139 5.084581e+06 +429147 5.652328e+06 +429155 5.279232e+06 +429164 6.582540e+06 +429173 4.503417e+06 +429182 4.590777e+06 +429191 4.263742e+06 +429200 5.517022e+06 +429209 8.785289e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do ICMS,HWES,1.1072921752929688,"108 6586077.0 +109 5845142.0 +110 6071994.0 +111 6594062.5 +112 6839805.5 +113 6216868.5 +114 6594062.5 +115 6615641.5 +116 6615641.5 +117 6560147.5 +118 6219527.0 +119 6560147.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do IPVA,AR,2.666255474090576,"108 2.337519e+06 +109 1.781836e+06 +110 3.089906e+06 +111 2.484812e+06 +112 2.484812e+06 +113 1.351226e+06 +114 1.128276e+06 +115 8.266700e+05 +116 5.457394e+05 +117 3.253791e+05 +118 2.565970e+05 +119 2.492656e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do ITR,XGBoost,2.1362297534942627,"108 1.076983e+06 +109 9.350002e+04 +110 6.513812e+04 +111 9.122930e+04 +112 5.966054e+04 +113 5.573382e+04 +114 7.192395e+04 +115 6.513812e+04 +116 5.424606e+05 +117 3.621539e+06 +118 8.889976e+05 +119 8.889976e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sant'Ana do Livramento - RS,Transferencias LC 61_1989,XGBoost,0.8410918712615967,"61 53220.667969 +62 59391.351562 +63 54147.605469 +64 56336.097656 +65 52911.976562 +66 54989.414062 +67 55234.312500 +68 59728.996094 +69 59184.652344 +70 56835.808594 +71 55721.722656 +72 53630.050781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,IPTU,MLP,1.616178035736084,"108 6.697213e+05 +109 6.948540e+05 +110 3.301906e+06 +111 5.303454e+06 +112 2.045142e+06 +113 1.784400e+06 +114 1.398849e+06 +115 9.954224e+05 +116 7.626476e+05 +117 8.713172e+05 +118 9.096626e+05 +119 1.053804e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,ISS,SARIMAX,0.9326961040496826,"108 1.238835e+06 +109 9.386729e+05 +110 1.341692e+06 +111 1.176611e+06 +112 1.176611e+06 +113 1.331088e+06 +114 1.238835e+06 +115 1.238835e+06 +116 1.331088e+06 +117 1.331088e+06 +118 1.331088e+06 +119 1.238835e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,ITBI,XGBoost,0.9181578159332275,"108 3.651742e+05 +109 3.191974e+05 +110 4.628409e+05 +111 3.531964e+05 +112 4.540679e+05 +113 4.443612e+05 +114 4.541084e+05 +115 5.940356e+05 +116 5.426438e+05 +117 1.090590e+06 +118 1.105940e+06 +119 1.083611e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,IRRF,SARIMAX,1.7304863929748535,"107 7.308027e+05 +108 7.378802e+05 +109 1.511948e+06 +110 7.254864e+05 +111 1.503012e+06 +112 7.372066e+05 +113 1.305329e+06 +114 1.513369e+06 +115 1.305735e+06 +116 1.305072e+06 +117 1.305329e+06 +118 1.513369e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,Cota-Parte do FPM,SARIMAX,2.792858362197876,"108 5825375.0 +109 7575074.5 +110 5665787.0 +111 5661419.5 +112 5928259.5 +113 6168463.5 +114 5928259.5 +115 5665787.0 +116 5662463.5 +117 5205453.0 +118 5928259.5 +119 7580667.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,Cota-Parte do ICMS,HWES,0.9954102039337158,"108 6377442.5 +109 5217753.0 +110 5539348.0 +111 6260412.5 +112 6273157.5 +113 6515024.5 +114 6260412.5 +115 6260423.5 +116 6260412.5 +117 6225109.0 +118 5349006.0 +119 6225109.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,Cota-Parte do IPVA,AR,1.4553403854370117,"108 1.596786e+06 +109 9.899594e+05 +110 1.030166e+06 +111 2.151933e+06 +112 2.169600e+06 +113 9.674229e+05 +114 5.810033e+05 +115 3.682667e+05 +116 3.415608e+05 +117 2.733304e+05 +118 2.799113e+05 +119 1.526259e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,Cota-Parte do ITR,XGBoost,2.3999736309051514,"84 1.652601e+05 +85 9.843125e+03 +86 5.277974e+03 +87 5.082145e+04 +88 9.843125e+03 +89 9.843125e+03 +90 5.441560e+03 +91 5.446330e+03 +92 2.280307e+05 +93 2.009674e+06 +94 3.308115e+05 +95 4.372056e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Camaquã - RS,Transferencias LC 61_1989,HWES,0.8709657192230225,"108 50126.707031 +109 55456.566406 +110 50817.757812 +111 47687.320312 +112 41702.265625 +113 46736.785156 +114 49810.687500 +115 44526.847656 +116 47103.730469 +117 45096.757812 +118 50469.000000 +119 45470.566406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,IPTU,SARIMAX,1.642911672592163,"108 6.510491e+06 +109 2.774706e+05 +110 4.603568e+05 +111 3.374675e+05 +112 3.683483e+05 +113 3.329332e+05 +114 3.319071e+05 +115 4.544076e+05 +116 2.823031e+05 +117 3.898756e+05 +118 3.201362e+05 +119 8.367286e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,IPTU,Linear Regression,1.642911672592163,"108 8.321788e+06 +109 9.700318e+05 +110 -1.048125e+05 +111 -2.480595e+05 +112 -1.725611e+05 +113 -1.846079e+05 +114 -2.078374e+05 +115 -1.245025e+05 +116 -2.435709e+05 +117 -2.070350e+05 +118 -2.804772e+05 +119 -4.302040e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,ISS,MLP,1.1502771377563477,"108 1.399052e+06 +109 1.384856e+06 +110 1.393546e+06 +111 1.435260e+06 +112 1.525945e+06 +113 1.446609e+06 +114 1.455071e+06 +115 1.494491e+06 +116 1.405662e+06 +117 1.405060e+06 +118 1.453670e+06 +119 1.513725e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,ITBI,XGBoost,2.579915761947632,"108 436733.34375 +109 312375.25000 +110 364263.75000 +111 385291.28125 +112 424681.75000 +113 525885.43750 +114 525283.68750 +115 306377.90625 +116 517773.31250 +117 519474.43750 +118 404269.40625 +119 325174.06250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,ITBI,Linear Regression,2.579915761947632,"431728 652743.195308 +431737 269884.350764 +431746 641132.295404 +431755 303668.447095 +431764 981883.934508 +431773 547376.224763 +431782 318976.381826 +431791 829944.003661 +431800 432392.357258 +431809 394297.323855 +431818 784986.941976 +431827 510250.129694 +Name: y, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,IRRF,SARIMAX,1.5716509819030762,"106 1720601.750 +107 1720601.750 +108 1720601.750 +109 1720601.750 +110 1945260.750 +111 1720601.750 +112 1720601.750 +113 1720601.750 +114 1720601.750 +115 1720601.750 +116 1720601.750 +117 2000378.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do FPM,AR,1.0103731155395508,"108 5807825.0 +109 8837589.0 +110 4996829.5 +111 5271717.5 +112 5703912.5 +113 5807825.0 +114 7589760.5 +115 4996829.5 +116 5017860.0 +117 4785006.0 +118 5703912.5 +119 8837589.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do ICMS,HWES,1.0405981540679932,"108 8809456.0 +109 8540442.0 +110 8620140.0 +111 8837061.0 +112 8969539.0 +113 8798544.0 +114 8837061.0 +115 8969897.0 +116 8969897.0 +117 8790017.0 +118 8810724.0 +119 8790017.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do IPVA,AR,1.97222900390625,"108 2.493354e+06 +109 1.440704e+06 +110 1.525108e+06 +111 2.284258e+06 +112 2.585737e+06 +113 8.233259e+05 +114 8.264969e+05 +115 4.455321e+05 +116 3.422185e+05 +117 3.424035e+05 +118 2.291104e+05 +119 1.951019e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do ITR,XGBoost,1.7617442607879639,"84 3.550897e+05 +85 1.240853e+05 +86 1.213912e+05 +87 1.290191e+05 +88 1.213912e+05 +89 1.240853e+05 +90 1.269916e+05 +91 1.366812e+05 +92 4.408535e+05 +93 2.340980e+06 +94 4.543688e+05 +95 4.543688e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeira do Sul - RS,Transferencias LC 61_1989,HWES,0.9402210712432861,"108 52586.542969 +109 59491.894531 +110 59029.304688 +111 49582.406250 +112 51502.500000 +113 49494.187500 +114 49559.921875 +115 66865.492188 +116 59681.859375 +117 57288.128906 +118 53756.539062 +119 59955.058594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,IPTU,SARIMAX,1.8647897243499756,"104 2.345540e+05 +105 2.232602e+05 +106 6.941907e+05 +107 3.393754e+06 +108 3.386378e+06 +109 3.435813e+06 +110 4.946732e+06 +111 3.368659e+06 +112 3.299771e+06 +113 3.299771e+06 +114 3.299771e+06 +115 3.299709e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,ISS,XGBoost,1.0640976428985596,"108 796446.3750 +109 755980.9375 +110 796586.6250 +111 796586.6250 +112 796586.6250 +113 796586.6250 +114 796586.6250 +115 796586.6250 +116 796586.6250 +117 796586.6250 +118 796586.6250 +119 796523.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,ITBI,SES,1.140634298324585,"108 389795.34375 +109 421729.90625 +110 440127.46875 +111 438205.53125 +112 389795.34375 +113 389795.34375 +114 438914.65625 +115 437987.96875 +116 440127.53125 +117 440127.46875 +118 389795.34375 +119 440127.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,IRRF,XGBoost,0.9724740982055664,"108 432502.65625 +109 435027.34375 +110 435027.34375 +111 515302.62500 +112 515302.62500 +113 515302.62500 +114 515302.62500 +115 515302.62500 +116 515302.62500 +117 515302.62500 +118 515302.62500 +119 515302.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,Cota-Parte do FPM,HWES,1.7379519939422607,"108 2443453.25 +109 3472168.50 +110 2450903.50 +111 2698470.00 +112 3059602.75 +113 2828385.00 +114 3058066.25 +115 2424475.75 +116 2424666.50 +117 2204563.00 +118 3057434.50 +119 3373600.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,Cota-Parte do ICMS,XGBoost,0.9305052757263184,"108 1454645.125 +109 1372043.250 +110 1240880.125 +111 1381802.875 +112 1443433.250 +113 1321772.500 +114 1381802.875 +115 1377211.750 +116 1377071.750 +117 1488171.625 +118 1321772.500 +119 1488159.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,Cota-Parte do IPVA,AR,1.6938481330871582,"108 1.779852e+06 +109 6.771805e+05 +110 5.967692e+05 +111 1.142252e+06 +112 6.606078e+05 +113 2.599044e+05 +114 1.781618e+05 +115 1.010272e+05 +116 9.717217e+04 +117 7.929980e+04 +118 6.548316e+04 +119 1.167916e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,Cota-Parte do ITR,XGBoost,1.5352866649627686,"100 345.449036 +101 164.387314 +102 167.506378 +103 130.539032 +104 207.361786 +105 1391.462891 +106 2169.936035 +107 2348.671143 +108 6488.502930 +109 6589.749023 +110 2525.554443 +111 2525.559082 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivoti - RS,Transferencias LC 61_1989,SES,0.9082756042480469,"108 14621.974609 +109 11701.139648 +110 14525.760742 +111 14859.269531 +112 14285.402344 +113 15016.778320 +114 15051.405273 +115 13452.708984 +116 14503.764648 +117 12645.950195 +118 14633.025391 +119 14222.485352 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,IPTU,XGBoost,1.3996281623840332,"94 10238.710938 +95 45869.902344 +96 13323.723633 +97 46267.203125 +98 13432.255859 +99 46308.070312 +100 46293.582031 +101 13373.344727 +102 13321.970703 +103 13252.783203 +104 13473.928711 +105 46303.957031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,ISS,SARIMAX,2.363987445831299,"108 16667.505859 +109 16739.515625 +110 16039.597656 +111 16541.396484 +112 18777.511719 +113 16834.531250 +114 16778.173828 +115 15595.545898 +116 15816.789062 +117 16391.927734 +118 14965.612305 +119 16786.755859 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,ITBI,SARIMAX,1.1321160793304443,"105 5811.897461 +106 9892.128906 +107 2776.247314 +108 5861.832520 +109 5816.136230 +110 10269.200195 +111 4347.021973 +112 9087.206055 +113 119941.898438 +114 118197.210938 +115 116480.101562 +116 119941.898438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,IRRF,AR,1.636256456375122,"108 23498.160156 +109 35907.519531 +110 31357.136719 +111 35907.531250 +112 35907.519531 +113 35907.519531 +114 35907.519531 +115 31357.136719 +116 35907.519531 +117 35907.519531 +118 31357.136719 +119 111194.539062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,IRRF,Linear Regression,1.636256456375122,"395644 11152.282713 +395652 31444.570473 +395660 38165.780603 +395668 33828.025557 +395677 27781.174750 +395685 31897.600908 +395694 31828.777405 +395703 38896.088594 +395712 32950.061854 +395721 27851.654239 +395730 44840.222780 +395739 104001.866789 +Name: y, dtype: float64" +Prefeitura Municipal de Itapuca - RS,Cota-Parte do FPM,HWES,1.2220463752746582,"108 1268495.000 +109 1894134.625 +110 1107008.625 +111 1180600.000 +112 1275064.625 +113 1278225.125 +114 1275064.625 +115 1107008.625 +116 1107008.750 +117 950717.375 +118 1275064.625 +119 1894134.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,Cota-Parte do ICMS,HWES,1.4266595840454102,"108 422031.00000 +109 408916.15625 +110 414187.12500 +111 460880.75000 +112 463492.71875 +113 444980.81250 +114 460880.75000 +115 460813.59375 +116 460880.75000 +117 463492.71875 +118 444286.53125 +119 460308.81250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,Cota-Parte do IPVA,MLP,1.5253732204437256,"106 33505.365342 +107 19076.674082 +108 23276.981328 +109 25258.152180 +110 22094.242114 +111 14149.489774 +112 14054.490427 +113 14751.836224 +114 15719.111676 +115 17027.771069 +116 18880.132851 +117 35330.678828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,Cota-Parte do ITR,XGBoost,1.4711763858795166,"85 125.590004 +86 3265.291504 +87 3230.503174 +88 5391.249512 +89 3285.098389 +90 3281.846680 +91 3289.545898 +92 305.238556 +93 315.687927 +94 285.238007 +95 315.687927 +96 305.238556 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itapuca - RS,Transferencias LC 61_1989,HWES,1.1473791599273682,"108 3742.265381 +109 3621.564941 +110 3652.808594 +111 3593.725586 +112 3730.729492 +113 4117.530273 +114 4038.225342 +115 3568.114014 +116 3606.998779 +117 3957.156494 +118 3569.838379 +119 3533.150879 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,IPTU,XGBoost,1.5786852836608887,"90 16948.855469 +91 15868.782227 +92 10467.164062 +93 10065.210938 +94 10065.398438 +95 12071.259766 +96 503.983551 +97 648.009460 +98 328.435852 +99 191.635605 +100 138.353729 +101 -1745.333496 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,IPTU,Linear Regression,1.5786852836608887,"413644 516.716486 +413652 1549.282533 +413661 10731.988660 +413670 23111.720476 +413679 34412.441050 +413688 119692.095112 +413697 8421.875854 +413706 737.941492 +413715 7766.441594 +413724 328.793311 +413733 297.803276 +413742 9671.541546 +Name: y, dtype: float64" +Prefeitura Municipal de Charrua - RS,ISS,AR,1.1819119453430176,"108 15385.963867 +109 14494.395508 +110 13803.317383 +111 13535.485352 +112 13041.223633 +113 11589.840820 +114 15147.782227 +115 13529.339844 +116 12370.861328 +117 15258.431641 +118 13667.441406 +119 13542.469727 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,ITBI,SES,2.3844892978668213,"103 10700.007812 +104 4671.104004 +105 3037.980225 +106 7729.810547 +107 7729.810547 +108 8342.682617 +109 4373.359375 +110 5254.938965 +111 2272.722412 +112 3999.138916 +113 1952.475464 +114 3888.836914 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,ITBI,Linear Regression,2.3844892978668213,"413646 15471.755175 +413654 13327.718818 +413663 12698.008886 +413672 5022.898412 +413681 4976.917871 +413690 18800.288338 +413699 40363.923132 +413708 624.985752 +413717 9144.905697 +413726 4425.461156 +413735 10172.719050 +413744 11128.386323 +Name: y, dtype: float64" +Prefeitura Municipal de Charrua - RS,IRRF,MLP,1.6950480937957764,"108 56061.730044 +109 50823.571503 +110 57353.786360 +111 59390.709247 +112 62923.051718 +113 59820.514862 +114 61679.000335 +115 62921.886055 +116 62508.823590 +117 66822.971137 +118 84946.182222 +119 87133.905697 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,Cota-Parte do FPM,HWES,1.056246042251587,"108 1245512.375 +109 1893774.375 +110 1068795.875 +111 1146583.250 +112 1245888.000 +113 1284387.375 +114 1245888.000 +115 1068795.875 +116 1068795.875 +117 939697.250 +118 1245888.000 +119 1893774.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,Cota-Parte do ICMS,HWES,1.0412023067474365,"108 530081.25000 +109 449169.84375 +110 477835.53125 +111 535818.75000 +112 574531.00000 +113 534939.00000 +114 546128.25000 +115 533602.12500 +116 546128.25000 +117 549822.50000 +118 535578.75000 +119 526491.12500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,Cota-Parte do IPVA,SARIMAX,1.6120567321777344,"107 80376.031250 +108 19241.390625 +109 19580.263672 +110 68485.265625 +111 30445.068359 +112 5582.544922 +113 2679.787354 +114 844.332214 +115 1937.998413 +116 2051.879883 +117 1633.580200 +118 71710.492188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,Cota-Parte do IPVA,Linear Regression,1.6120567321777344,"107 33821.633998 +108 9946.947708 +109 6313.708837 +110 19972.806767 +111 16333.396256 +112 5626.111132 +113 4386.330108 +114 2601.714190 +115 4746.098064 +116 2122.233796 +117 316.816706 +118 30802.115336 +Name: y, dtype: float64" +Prefeitura Municipal de Charrua - RS,Cota-Parte do ITR,AR,1.1905925273895264,"70 1.776407 +71 16.935738 +72 70.826866 +73 149.515564 +74 -14.222588 +75 19.054670 +76 70.826866 +77 59.997524 +78 292.029663 +79 153.135452 +80 50.519100 +81 129.068466 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charrua - RS,Cota-Parte do ITR,Linear Regression,1.1905925273895264,"361208 0.638082 +413659 0.071113 +413668 2.246182 +413677 0.898564 +413686 0.599345 +413695 0.311941 +413704 2.550512 +413713 9.923164 +413722 89.185104 +413731 96.664425 +413740 1.519379 +413749 0.853579 +Name: y, dtype: float64" +Prefeitura Municipal de Charrua - RS,Transferencias LC 61_1989,HWES,1.1986827850341797,"72 4672.569336 +73 4575.036133 +74 4630.693359 +75 4556.663574 +76 4780.771973 +77 5086.613281 +78 4964.988770 +79 4614.637695 +80 4592.185547 +81 4220.942383 +82 4614.649414 +83 4737.737793 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,IPTU,SARIMAX,1.4096391201019287,"97 -321.642609 +98 462.322845 +99 2079.005127 +100 42813.597656 +101 87387.953125 +102 272214.718750 +103 79779.898438 +104 81051.648438 +105 19753.248047 +106 80681.515625 +107 80681.515625 +108 7618.372070 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,ISS,SARIMAX,1.2253010272979736,"108 57216.605469 +109 57195.531250 +110 57550.378906 +111 57219.851562 +112 57558.773438 +113 57550.378906 +114 57558.773438 +115 57558.773438 +116 25206.359375 +117 57195.531250 +118 57195.531250 +119 57219.851562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,ITBI,XGBoost,1.483872890472412,"105 84616.679688 +106 67508.476562 +107 80229.695312 +108 110393.125000 +109 111136.625000 +110 109984.242188 +111 80229.695312 +112 117761.648438 +113 80203.476562 +114 78152.367188 +115 80203.476562 +116 81252.585938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,IRRF,SARIMAX,0.9979491233825684,"108 89520.601562 +109 69512.703125 +110 89520.601562 +111 73803.101562 +112 89520.601562 +113 71273.687500 +114 89520.601562 +115 89520.601562 +116 69512.703125 +117 69449.953125 +118 69512.703125 +119 91541.585938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do FPM,HWES,1.029045820236206,"108 1.367560e+06 +109 1.893769e+06 +110 1.047341e+06 +111 1.093116e+06 +112 1.367560e+06 +113 9.289664e+05 +114 1.367560e+06 +115 1.492757e+06 +116 1.047341e+06 +117 9.324886e+05 +118 1.367560e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do ICMS,HWES,0.9135403633117676,"108 720458.5000 +109 622933.3125 +110 707571.3750 +111 802658.4375 +112 770638.5000 +113 718202.1875 +114 734674.2500 +115 770645.9375 +116 768333.5000 +117 776269.4375 +118 724547.6875 +119 771254.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do IPVA,HWES,1.5615673065185547,"108 87041.281250 +109 32996.695312 +110 64329.968750 +111 82822.070312 +112 113227.085938 +113 88752.726562 +114 88118.742188 +115 -149705.734375 +116 -145231.640625 +117 -150671.062500 +118 -150068.734375 +119 65587.835938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do IPVA,Linear Regression,1.5615673065185547,"413231 217094.699457 +413240 40931.879463 +413249 84988.313908 +413258 117783.449141 +413267 95312.748939 +413275 126085.039314 +413284 555029.641118 +413292 -594515.742800 +413301 7977.480788 +413310 8479.167345 +413319 6937.849398 +413328 97764.741428 +Name: y, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do ITR,XGBoost,3.3288886547088623,"89 25764.527344 +90 38229.746094 +91 88084.101562 +92 21226.832031 +93 21226.832031 +94 19426.099609 +95 19407.052734 +96 19410.751953 +97 17470.990234 +98 17493.275391 +99 36222.609375 +100 13629.708008 +Name: Valor, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do ITR,Linear Regression,3.3288886547088623,"367956 8042.014366 +367965 3906.897862 +413232 2755.233630 +413241 313.081086 +413250 393.611531 +413259 2046.610448 +413276 3318.475875 +413293 4526.632667 +413302 112358.616965 +413311 327146.015026 +413320 19133.273237 +413329 29694.957028 +Name: y, dtype: float64" +Prefeitura Municipal de Saldanha Marinho - RS,Transferencias LC 61_1989,AR,0.9451689720153809,"48 6823.437012 +49 6511.600098 +50 6823.936523 +51 6836.216309 +52 6825.640625 +53 6854.938477 +54 6825.348633 +55 6824.736328 +56 6824.594238 +57 6821.458496 +58 6821.799316 +59 6823.356934 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,IPTU,XGBoost,1.6186809539794922,"108 10256271.00 +109 3519485.50 +110 2601593.00 +111 3003093.00 +112 2544040.25 +113 2544084.75 +114 3003093.00 +115 2837224.50 +116 3308448.00 +117 2696847.25 +118 2174834.50 +119 7609085.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,ISS,MLP,0.9261324405670166,"108 4.573131e+06 +109 3.929920e+06 +110 4.135303e+06 +111 4.264870e+06 +112 4.153468e+06 +113 4.264225e+06 +114 4.255867e+06 +115 4.300519e+06 +116 4.356917e+06 +117 4.548804e+06 +118 4.396701e+06 +119 4.412540e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,ITBI,MLP,1.5405657291412354,"108 1.511478e+06 +109 1.541057e+06 +110 1.572193e+06 +111 1.563768e+06 +112 1.582826e+06 +113 1.615397e+06 +114 1.626130e+06 +115 1.625206e+06 +116 1.628241e+06 +117 1.634325e+06 +118 1.634759e+06 +119 1.596811e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,IRRF,MLP,2.281018018722534,"108 2.399351e+06 +109 2.563354e+06 +110 2.483437e+06 +111 2.546798e+06 +112 2.622387e+06 +113 2.732521e+06 +114 2.756858e+06 +115 2.891283e+06 +116 2.916809e+06 +117 2.965989e+06 +118 3.076247e+06 +119 3.433665e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do FPM,AR,2.6276721954345703,"108 8473680.0 +109 11362612.0 +110 6535919.5 +111 7059906.5 +112 8473680.0 +113 8482542.0 +114 8473680.0 +115 6535919.5 +116 6535858.5 +117 6068644.5 +118 8473680.0 +119 11362612.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do ICMS,HWES,1.0436036586761475,"108 14910715.0 +109 15434219.0 +110 15152186.0 +111 15273727.0 +112 15319240.0 +113 14795054.0 +114 15304666.0 +115 15271231.0 +116 15271231.0 +117 15318555.0 +118 14951724.0 +119 15117640.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do IPVA,AR,1.4577021598815918,"108 3.924091e+06 +109 2.431432e+06 +110 3.167836e+06 +111 4.041252e+06 +112 4.146560e+06 +113 2.129497e+06 +114 1.799894e+06 +115 1.450018e+06 +116 7.012227e+05 +117 6.227206e+05 +118 4.975503e+05 +119 3.094565e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do ITR,SES,2.46482253074646,"30 381.009521 +31 17.165007 +32 233.429703 +33 212.400803 +34 258.185638 +35 212.400803 +36 381.009521 +37 233.429703 +38 17.165007 +39 212.400803 +40 233.429703 +41 233.429703 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do ITR,Linear Regression,2.46482253074646,"286103 2.168985 +286112 10.436224 +328226 93.893751 +328235 6244.296514 +379392 68.833907 +379401 6261.691415 +425604 2.298049 +425613 121.516941 +425630 29.361963 +425639 6024.196512 +425648 183.628786 +425657 76.147509 +Name: y, dtype: float64" +Prefeitura Municipal de Cachoeirinha - RS,Transferencias LC 61_1989,HWES,0.9147391319274902,"72 88016.289062 +73 71037.078125 +74 84991.460938 +75 85154.695312 +76 85154.695312 +77 97579.281250 +78 109621.296875 +79 84707.867188 +80 85160.242188 +81 74541.703125 +82 71211.953125 +83 93674.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,IPTU,Prophet,1.5245091915130615,"95 161585.359375 +96 212891.015625 +97 105849.867188 +98 212500.484375 +99 403705.718750 +100 248483.078125 +101 638985.625000 +102 217956.000000 +103 36138.652344 +104 206161.953125 +105 69131.906250 +106 267674.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,IPTU,Linear Regression,1.5245091915130615,"424307 3.080563e+04 +424315 2.666241e+04 +424323 3.671992e+04 +424331 2.175266e+04 +424339 4.130734e+05 +424347 1.973415e+06 +424355 1.589070e+05 +424363 1.105673e+05 +424371 6.672650e+04 +424379 1.274669e+05 +424387 1.436128e+05 +424395 5.436874e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Sananduva - RS,ISS,SARIMAX,1.0948131084442139,"107 348940.90625 +108 312120.12500 +109 351869.65625 +110 348940.90625 +111 335500.18750 +112 299149.31250 +113 335500.18750 +114 351366.00000 +115 335500.18750 +116 335500.18750 +117 351869.65625 +118 332971.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,ITBI,AR,0.929851770401001,"87 213164.843750 +88 201442.421875 +89 240079.968750 +90 209523.812500 +91 301369.906250 +92 333850.500000 +93 302439.343750 +94 187608.484375 +95 140550.734375 +96 140550.734375 +97 232002.859375 +98 189857.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,IRRF,SARIMAX,2.386796712875366,"107 380572.50000 +108 218688.78125 +109 217193.50000 +110 217193.50000 +111 217193.50000 +112 217193.50000 +113 217193.50000 +114 380572.50000 +115 217193.50000 +116 217193.50000 +117 217193.50000 +118 380572.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,Cota-Parte do FPM,MLP,1.0216925144195557,"108 2.247221e+06 +109 2.223247e+06 +110 2.185046e+06 +111 2.067109e+06 +112 2.181228e+06 +113 2.117962e+06 +114 2.244668e+06 +115 1.987409e+06 +116 2.017600e+06 +117 1.971119e+06 +118 2.222336e+06 +119 2.832829e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,Cota-Parte do ICMS,HWES,0.957709789276123,"108 2950135.50 +109 2935895.75 +110 2914759.00 +111 2950542.75 +112 2972531.00 +113 2922038.25 +114 2946817.75 +115 2952942.25 +116 2952942.25 +117 2951476.50 +118 2946817.75 +119 2951476.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,Cota-Parte do IPVA,SARIMAX,1.6019432544708252,"106 1.069389e+06 +107 3.063243e+05 +108 3.370491e+05 +109 6.221906e+05 +110 7.212389e+05 +111 2.264254e+05 +112 1.320901e+05 +113 6.735774e+04 +114 6.735774e+04 +115 3.246157e+04 +116 2.381879e+04 +117 1.215454e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,Cota-Parte do ITR,MLP,1.8779432773590088,"101 80343.312025 +102 97832.284153 +103 118483.161887 +104 143625.408261 +105 173992.276085 +106 213550.487463 +107 266899.536053 +108 348024.851642 +109 464947.822694 +110 700709.052889 +111 567439.431827 +112 681074.400642 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sananduva - RS,Transferencias LC 61_1989,Prophet,1.315960168838501,"61 16281.882812 +62 17749.365234 +63 16638.255859 +64 15978.281250 +65 14894.166992 +66 14812.826172 +67 15863.125000 +68 14812.826172 +69 15868.015625 +70 16281.882812 +71 14812.826172 +72 15863.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaqui - RS,IPTU,XGBoost,2.913910150527954,"107 308777.06250 +108 879422.81250 +109 879422.81250 +110 305605.25000 +111 308777.37500 +112 366388.93750 +113 317755.78125 +114 329861.90625 +115 311173.06250 +116 919776.50000 +117 307133.00000 +118 366388.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaqui - RS,ISS,SARIMAX,1.051389455795288,"108 2769668.00 +109 2780492.75 +110 2745975.75 +111 2730239.75 +112 2760425.25 +113 2737906.75 +114 2745928.50 +115 2745928.50 +116 2746000.25 +117 2745975.75 +118 2745928.50 +119 2730239.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaqui - RS,ITBI,AR,1.6497106552124023,"107 154718.343750 +108 193196.796875 +109 241597.453125 +110 247329.718750 +111 237406.125000 +112 147197.484375 +113 129972.062500 +114 103504.125000 +115 232197.140625 +116 253439.656250 +117 148651.765625 +118 130037.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaqui - RS,ITBI,Linear Regression,1.6497106552124023,"428173 653242.221096 +428181 71492.089741 +428190 178731.387178 +428199 134360.306854 +428208 52943.798563 +428217 293900.529241 +428226 134619.199544 +428235 290188.183587 +428244 86088.960303 +428252 77487.827376 +428261 254010.064518 +428270 148782.018110 +Name: y, dtype: float64" +Prefeitura Municipal de Itaqui - RS,IRRF,MLP,3.2329580783843994,"106 6.210495e+05 +107 4.643401e+05 +108 9.294192e+05 +109 7.373381e+05 +110 7.400453e+05 +111 6.584813e+05 +112 8.568329e+05 +113 7.792694e+05 +114 6.912702e+05 +115 9.057916e+05 +116 8.225440e+05 +117 1.146327e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaqui - RS,Cota-Parte do FPM,HWES,1.045032024383545,"108 3780204.50 +109 5681307.00 +110 2877268.25 +111 3318040.50 +112 3547028.75 +113 3781370.00 +114 5681307.00 +115 2877268.25 +116 2929630.25 +117 2877268.25 +118 3547028.75 +119 5681307.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaqui - RS,Cota-Parte do ICMS,HWES,0.9347536563873291,"108 5562562.0 +109 5582375.0 +110 5375078.5 +111 5810701.5 +112 5849820.0 +113 5806547.0 +114 5810701.5 +115 5764922.0 +116 5582375.0 +117 5849820.0 +118 5806844.5 +119 5849820.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaqui - RS,Cota-Parte do IPVA,XGBoost,1.4378151893615723,"77 1.006932e+06 +78 1.471378e+06 +79 1.522356e+06 +80 1.143410e+06 +81 1.198512e+06 +82 1.167572e+06 +83 1.149942e+06 +84 1.146128e+06 +85 1.052712e+06 +86 1.052712e+06 +87 1.006938e+06 +88 1.471378e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaqui - RS,Cota-Parte do ITR,MLP,1.8823268413543701,"106 4.713789e+05 +107 1.632606e+05 +108 1.283618e+05 +109 1.746124e+05 +110 2.237975e+05 +111 1.810032e+05 +112 2.247570e+05 +113 2.077005e+05 +114 3.407010e+05 +115 3.352005e+06 +116 7.375120e+05 +117 6.059807e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,IPTU,XGBoost,1.4786124229431152,"88 1.310630e+06 +89 6.418198e+05 +90 6.514504e+05 +91 2.482552e+05 +92 3.645098e+05 +93 3.067309e+05 +94 3.566020e+05 +95 2.450551e+05 +96 2.485298e+05 +97 3.566020e+05 +98 3.055326e+05 +99 3.643979e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,ISS,MLP,1.192958116531372,"88 703162.499358 +89 580815.332214 +90 591226.459943 +91 614850.834859 +92 625194.465160 +93 658286.569189 +94 695887.872623 +95 678106.137097 +96 631197.520707 +97 628010.965724 +98 634521.479703 +99 683236.014415 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,ITBI,MLP,1.4630322456359863,"86 68524.611772 +87 70459.151142 +88 79299.675020 +89 70930.481226 +90 70218.197918 +91 78742.580465 +92 77235.673553 +93 80779.458885 +94 70008.382165 +95 89949.763094 +96 72631.735527 +97 74608.911232 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,IRRF,SARIMAX,1.7102320194244385,"88 395186.06250 +89 395635.31250 +90 395186.06250 +91 395253.59375 +92 395186.06250 +93 395186.06250 +94 395186.06250 +95 395186.06250 +96 395186.06250 +97 395186.06250 +98 395186.06250 +99 395165.96875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,Cota-Parte do FPM,SARIMAX,0.9863195419311523,"88 3320147.00 +89 4413271.50 +90 3358395.75 +91 3544602.00 +92 3669357.75 +93 3669392.00 +94 3669357.75 +95 3358395.75 +96 3364346.25 +97 3290908.50 +98 3669357.75 +99 4413271.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,Cota-Parte do ICMS,MLP,1.7996788024902344,"86 1.888829e+06 +87 1.752755e+06 +88 1.803822e+06 +89 1.992416e+06 +90 2.143771e+06 +91 1.919324e+06 +92 1.960116e+06 +93 2.094114e+06 +94 2.091619e+06 +95 2.278009e+06 +96 2.000768e+06 +97 2.447121e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,Cota-Parte do IPVA,XGBoost,2.169583559036255,"88 739238.375000 +89 260565.093750 +90 463570.812500 +91 739080.625000 +92 383477.187500 +93 504981.812500 +94 371531.937500 +95 201006.546875 +96 71919.609375 +97 74754.195312 +98 74754.195312 +99 737410.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,Cota-Parte do ITR,HWES,2.0112733840942383,"86 2901.197510 +87 2901.052734 +88 2888.524414 +89 2796.867920 +90 18043.619141 +91 18384.304688 +92 18097.744141 +93 18175.058594 +94 64491.796875 +95 15496.149414 +96 18043.619141 +97 18175.058594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Taquari - RS,Transferencias LC 61_1989,MLP,1.0464470386505127,"34 2.342791e+05 +35 3.827315e+05 +36 6.337370e+05 +37 1.053446e+06 +38 1.758244e+06 +39 2.941723e+06 +40 4.928926e+06 +41 8.268158e+06 +42 1.387800e+07 +43 2.329696e+07 +44 3.912117e+07 +45 6.558478e+07 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Xingu - RS,IPTU,XGBoost,1.3968164920806885,"89 8820.758789 +90 6811.250488 +91 6707.529785 +92 84614.617188 +93 76596.062500 +94 75712.820312 +95 68673.156250 +96 68673.156250 +97 68480.023438 +98 68504.093750 +99 68242.304688 +100 68675.648438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Xingu - RS,ISS,SARIMAX,1.468348741531372,"96 12042.833984 +97 12304.664062 +98 12611.555664 +99 12804.904297 +100 12044.563477 +101 11879.940430 +102 12304.664062 +103 12804.904297 +104 12900.871094 +105 13040.891602 +106 12804.904297 +107 12900.871094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Xingu - RS,ITBI,HWES,1.4497911930084229,"91 44580.703125 +92 45069.878906 +93 44880.015625 +94 44858.234375 +95 43076.625000 +96 43170.378906 +97 45087.988281 +98 43107.320312 +99 43129.800781 +100 45070.046875 +101 43107.320312 +102 44303.019531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Xingu - RS,IRRF,SARIMAX,1.3883140087127686,"96 23209.302734 +97 49227.972656 +98 49227.972656 +99 49228.035156 +100 49227.972656 +101 49228.035156 +102 49227.972656 +103 49227.972656 +104 49918.019531 +105 49227.972656 +106 49227.972656 +107 49918.019531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do FPM,SARIMAX,0.9157686233520508,"96 1.247742e+06 +97 1.260982e+06 +98 8.405178e+05 +99 1.247742e+06 +100 1.260982e+06 +101 1.246976e+06 +102 1.260982e+06 +103 8.407697e+05 +104 8.174331e+05 +105 8.174331e+05 +106 1.260769e+06 +107 1.260982e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do ICMS,HWES,1.0252015590667725,"96 308096.71875 +97 367198.56250 +98 367850.84375 +99 363807.06250 +100 388894.53125 +101 309545.65625 +102 363807.06250 +103 367198.56250 +104 307910.46875 +105 303571.31250 +106 312892.28125 +107 389587.87500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do IPVA,MLP,1.5405328273773193,"94 41306.796237 +95 20715.270985 +96 19637.129445 +97 30447.526311 +98 23034.094493 +99 20802.902108 +100 15597.996524 +101 14928.761676 +102 13768.268514 +103 15688.424527 +104 15591.776323 +105 67375.634024 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Xingu - RS,Transferencias LC 61_1989,XGBoost,1.1066765785217285,"48 5705.986328 +49 5552.644043 +50 5705.997559 +51 5552.644043 +52 5596.947266 +53 5594.458984 +54 5566.520508 +55 5609.224121 +56 5863.207031 +57 5863.199707 +58 5863.207031 +59 5863.199707 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,IPTU,SARIMAX,0.9250290393829346,"96 263742.68750 +97 265394.68750 +98 265085.90625 +99 381496.56250 +100 382173.28125 +101 264874.15625 +102 265395.68750 +103 263744.03125 +104 399695.15625 +105 382141.50000 +106 264979.15625 +107 382141.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,ISS,XGBoost,0.9994826316833496,"100 485587.46875 +101 484462.53125 +102 485472.43750 +103 485472.43750 +104 485472.43750 +105 484548.09375 +106 485472.43750 +107 485472.43750 +108 485472.43750 +109 485472.43750 +110 485472.43750 +111 485472.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,ITBI,MLP,1.7185516357421875,"97 95633.017526 +98 83918.534349 +99 83103.487369 +100 83593.146883 +101 86747.797679 +102 89324.154917 +103 81907.916856 +104 81307.931520 +105 85975.889702 +106 91049.449396 +107 92732.941222 +108 92537.987956 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,ITBI,Linear Regression,1.7185516357421875,"377001 82134.193478 +417129 616795.578157 +417146 37142.514375 +417154 180077.192495 +417163 42785.947331 +417172 115594.405418 +417181 442064.556467 +417190 81922.981396 +417199 17118.392455 +417208 36132.122468 +417217 159318.641483 +417226 187836.782531 +Name: y, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,IRRF,XGBoost,1.0803108215332031,"100 59953.589844 +101 167095.453125 +102 46831.339844 +103 95672.078125 +104 254552.968750 +105 134350.984375 +106 17838.544922 +107 132793.546875 +108 132793.546875 +109 10794.298828 +110 132351.156250 +111 246508.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,IRRF,Linear Regression,1.0803108215332031,"417130 1452.156183 +417138 174368.207489 +417147 111860.584518 +417155 118547.172017 +417164 272790.235590 +417173 139116.571847 +417182 20884.135650 +417191 177961.235104 +417200 248376.594375 +417209 24403.395724 +417218 175780.207035 +417227 290079.218634 +Name: y, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do FPM,SARIMAX,1.0684609413146973,"100 1576562.875 +101 2525024.750 +102 1412904.625 +103 1424367.000 +104 1576562.875 +105 1408830.375 +106 2525024.750 +107 1576562.875 +108 1576562.875 +109 1576562.875 +110 2525024.750 +111 2525024.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do ICMS,XGBoost,1.0115938186645508,"100 1.007012e+06 +101 9.447150e+05 +102 1.077414e+06 +103 9.562860e+05 +104 9.252427e+05 +105 9.520122e+05 +106 1.014666e+06 +107 9.374892e+05 +108 9.446982e+05 +109 1.306937e+06 +110 9.724078e+05 +111 1.282821e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do ICMS,Linear Regression,1.0115938186645508,"417132 1.003483e+06 +417140 9.088098e+05 +417149 9.278940e+05 +417157 1.182088e+06 +417166 1.357285e+06 +417175 1.180981e+06 +417184 1.156196e+06 +417193 1.231679e+06 +417202 1.221824e+06 +417211 1.517137e+06 +417220 1.097401e+06 +417229 1.454757e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do IPVA,SARIMAX,1.2142469882965088,"98 262027.031250 +99 227552.328125 +100 127654.125000 +101 227546.640625 +102 231237.843750 +103 247871.421875 +104 128435.031250 +105 127328.578125 +106 126266.343750 +107 126689.500000 +108 134611.046875 +109 253454.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pantano Grande - RS,Transferencias LC 61_1989,XGBoost,1.2198901176452637,"100 11715.361328 +101 10951.387695 +102 10351.151367 +103 11735.370117 +104 10900.502930 +105 11258.648438 +106 11775.257812 +107 11766.885742 +108 11770.153320 +109 10533.561523 +110 13377.510742 +111 11773.765625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,IPTU,XGBoost,1.9536755084991455,"108 5.191588e+04 +109 4.828713e+04 +110 1.699262e+05 +111 5.211840e+05 +112 5.484014e+06 +113 3.013452e+05 +114 3.550097e+05 +115 3.520440e+05 +116 3.777560e+05 +117 3.720442e+05 +118 1.794268e+05 +119 1.775857e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,ISS,SARIMAX,1.2930705547332764,"108 678524.9375 +109 649080.0625 +110 678524.9375 +111 678524.9375 +112 678524.9375 +113 682290.6875 +114 678524.9375 +115 678524.9375 +116 682290.6875 +117 678524.9375 +118 682290.6875 +119 678524.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,ITBI,MLP,1.1817443370819092,"108 219876.005674 +109 199866.850202 +110 236663.228303 +111 192964.144330 +112 228975.284245 +113 221173.927418 +114 235404.934927 +115 266569.617819 +116 207852.661068 +117 216669.472043 +118 209403.588476 +119 213275.398418 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,IRRF,XGBoost,1.218904972076416,"108 512729.65625 +109 329933.84375 +110 465685.09375 +111 465685.09375 +112 465773.53125 +113 465773.53125 +114 426621.03125 +115 465773.53125 +116 426621.03125 +117 465685.09375 +118 426621.03125 +119 465685.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,Cota-Parte do FPM,HWES,1.1127431392669678,"108 2894143.75 +109 4405940.00 +110 2438429.00 +111 2684469.75 +112 2901593.75 +113 2938530.25 +114 2901593.75 +115 2438429.00 +116 2438429.00 +117 2304891.75 +118 2894863.50 +119 4405940.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,Cota-Parte do ICMS,HWES,1.2826385498046875,"108 2913432.25 +109 2324688.50 +110 2846689.50 +111 2908206.00 +112 3087478.25 +113 2863039.25 +114 2881149.00 +115 2920124.00 +116 3083091.00 +117 3279907.50 +118 3080340.50 +119 3289692.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,Cota-Parte do IPVA,AR,1.7264888286590576,"108 1.512315e+06 +109 4.924017e+05 +110 4.782260e+05 +111 8.502376e+05 +112 6.565869e+05 +113 2.985954e+05 +114 1.465749e+05 +115 1.670459e+05 +116 1.310125e+05 +117 1.194643e+05 +118 4.587187e+04 +119 1.512315e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,Cota-Parte do ITR,SARIMAX,3.685340166091919,"107 201.347778 +108 86.718498 +109 190.041763 +110 86.718498 +111 543.525879 +112 506.791260 +113 1032.590576 +114 7761.487305 +115 14758.267578 +116 25402.146484 +117 2300.844727 +118 2368.946777 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tapejara - RS,Cota-Parte do ITR,Linear Regression,3.685340166091919,"107 311.600119 +108 795.702194 +109 352.020331 +110 841.337460 +111 304.468820 +112 170.188336 +113 1183.723345 +114 1511.689927 +115 4539.932625 +116 9554.939606 +117 474.087819 +118 204.315131 +Name: y, dtype: float64" +Prefeitura Municipal de Tapejara - RS,Transferencias LC 61_1989,HWES,0.9375793933868408,"108 25531.792969 +109 27770.632812 +110 26194.972656 +111 26383.435547 +112 25972.169922 +113 27218.656250 +114 26712.755859 +115 25730.302734 +116 25573.107422 +117 28528.234375 +118 26086.818359 +119 28709.035156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,IPTU,AR,1.1148200035095215,"107 221669.671875 +108 225405.328125 +109 480941.250000 +110 421725.062500 +111 236141.328125 +112 228754.546875 +113 228105.125000 +114 229499.656250 +115 228754.546875 +116 221294.000000 +117 229499.656250 +118 480941.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,ISS,SARIMAX,0.9287099838256836,"108 436349.59375 +109 747220.00000 +110 747220.00000 +111 747976.50000 +112 748693.43750 +113 746771.81250 +114 747573.87500 +115 750281.87500 +116 747447.81250 +117 748693.43750 +118 747447.81250 +119 746771.81250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,ITBI,XGBoost,1.175828456878662,"108 163393.203125 +109 161913.156250 +110 163088.546875 +111 155390.453125 +112 161882.500000 +113 156774.421875 +114 162867.578125 +115 164770.062500 +116 163247.000000 +117 161913.156250 +118 163088.546875 +119 162867.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,IRRF,SARIMAX,0.9291751384735107,"108 199821.375000 +109 199168.968750 +110 199520.234375 +111 199520.234375 +112 199066.421875 +113 199520.234375 +114 199520.234375 +115 199520.234375 +116 199520.234375 +117 199520.234375 +118 199520.234375 +119 199520.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,Cota-Parte do FPM,HWES,1.2275822162628174,"108 1313591.375 +109 1893768.750 +110 1209094.000 +111 1563364.625 +112 1524924.500 +113 1563364.625 +114 1388661.375 +115 1209094.000 +116 1207159.250 +117 984092.250 +118 1524924.500 +119 1896950.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,Cota-Parte do ICMS,XGBoost,1.0109686851501465,"108 9.465202e+05 +109 9.866553e+05 +110 9.816289e+05 +111 1.019432e+06 +112 9.603826e+05 +113 1.000687e+06 +114 1.018141e+06 +115 9.938038e+05 +116 9.943338e+05 +117 9.374813e+05 +118 9.935631e+05 +119 9.374813e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,Cota-Parte do IPVA,SARIMAX,1.5782065391540527,"108 257820.859375 +109 230994.015625 +110 229109.843750 +111 240998.671875 +112 226172.593750 +113 71066.242188 +114 70918.585938 +115 53403.656250 +116 48190.031250 +117 38216.496094 +118 30031.669922 +119 227912.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,Cota-Parte do ITR,MLP,1.8064305782318115,"108 22509.371335 +109 12144.014187 +110 9164.578835 +111 10352.087658 +112 9582.918167 +113 11241.730301 +114 27777.681855 +115 13288.758714 +116 30581.872398 +117 467944.339487 +118 106694.241725 +119 17678.858891 +Name: Valor, dtype: float64" +Prefeitura Municipal de Glorinha - RS,Transferencias LC 61_1989,XGBoost,1.5316858291625977,"108 7295.353027 +109 8626.324219 +110 8224.695312 +111 8304.894531 +112 8224.832031 +113 8694.489258 +114 8529.791016 +115 7837.636230 +116 7880.983398 +117 7808.267090 +118 7837.636230 +119 7650.272949 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,IPTU,HWES,1.561959981918335,"108 3.024884e+04 +109 5.682220e+05 +110 3.282669e+06 +111 3.248323e+06 +112 6.524894e+05 +113 6.387520e+05 +114 6.260462e+05 +115 6.238294e+05 +116 3.185262e+05 +117 6.416561e+05 +118 3.978924e+05 +119 2.383873e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,ISS,SARIMAX,0.9553928375244141,"108 205680.62500 +109 526650.87500 +110 817514.62500 +111 521878.31250 +112 522022.65625 +113 496488.43750 +114 495101.43750 +115 518631.78125 +116 490528.87500 +117 517012.71875 +118 517012.71875 +119 517012.71875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,ITBI,SARIMAX,1.0626680850982666,"108 16386.701172 +109 209741.046875 +110 163691.812500 +111 209741.046875 +112 159966.687500 +113 209741.046875 +114 156534.656250 +115 209741.046875 +116 209741.046875 +117 209741.046875 +118 209794.812500 +119 209741.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,IRRF,MLP,1.021867275238037,"108 480166.614256 +109 558073.551548 +110 515761.158482 +111 508406.361873 +112 513386.180155 +113 502079.326229 +114 516593.764808 +115 502701.208593 +116 511898.943333 +117 488218.852816 +118 516037.107291 +119 646720.115005 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,IRRF,Linear Regression,1.021867275238037,"426810 405187.865948 +426819 600143.716279 +426828 496354.612326 +426837 477520.492339 +426846 489376.030973 +426855 460134.483725 +426864 495562.499664 +426872 459930.630777 +426881 481731.198520 +426890 420482.030728 +426899 488083.979457 +426908 821049.046765 +Name: y, dtype: float64" +Prefeitura Municipal de Parobé - RS,Cota-Parte do FPM,HWES,1.1908769607543945,"108 4562709.00 +109 6943819.00 +110 4007537.00 +111 4181594.75 +112 4566484.00 +113 4590156.00 +114 4566484.00 +115 4007537.00 +116 4007557.75 +117 3485124.50 +118 4566484.00 +119 6943819.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,Cota-Parte do ICMS,HWES,0.8962652683258057,"108 1715600.500 +109 1665969.125 +110 1624106.125 +111 1839320.250 +112 1710653.875 +113 1712589.125 +114 1851290.500 +115 1828085.500 +116 1864534.250 +117 1802699.125 +118 1743818.750 +119 1779260.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,Cota-Parte do IPVA,AR,1.440751314163208,"108 1.134360e+06 +109 8.239954e+05 +110 1.263768e+06 +111 1.153248e+06 +112 1.266995e+06 +113 6.606465e+05 +114 4.848225e+05 +115 3.912971e+05 +116 1.967926e+05 +117 1.281084e+05 +118 1.064946e+05 +119 1.270477e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,Cota-Parte do ITR,XGBoost,1.6902105808258057,"105 2907.500244 +106 7319.626465 +107 22508.109375 +108 22583.875000 +109 22580.632812 +110 22656.625000 +111 23427.466797 +112 22459.699219 +113 23548.371094 +114 5391.594238 +115 23961.757812 +116 23951.070312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,Transferencias LC 61_1989,MLP,2.766765832901001,"108 15550.847958 +109 15093.571346 +110 15521.282456 +111 15739.984379 +112 15719.724835 +113 15844.764653 +114 15796.301893 +115 15653.190668 +116 15786.557651 +117 15993.803884 +118 15064.171751 +119 15266.296711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Parobé - RS,Transferencias LC 61_1989,Linear Regression,2.766765832901001,"426815 515.337889 +426824 277.840362 +426833 352.876958 +426842 417.472431 +426851 385.273785 +426860 436.679537 +426868 450.422258 +426877 375.871191 +426886 396.856100 +426895 663.100123 +426904 353.885059 +426913 466.285696 +Name: y, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,IPTU,HWES,1.592348575592041,"108 4.586916e+06 +109 5.471512e+06 +110 1.232828e+06 +111 9.873842e+05 +112 1.232828e+06 +113 1.328970e+06 +114 1.238591e+06 +115 1.183738e+06 +116 3.491464e+06 +117 1.232828e+06 +118 1.329302e+06 +119 1.334038e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,ISS,MLP,0.9937405586242676,"108 2.455378e+06 +109 2.308840e+06 +110 2.381967e+06 +111 2.392337e+06 +112 2.503704e+06 +113 2.453603e+06 +114 2.377794e+06 +115 2.409658e+06 +116 2.482698e+06 +117 2.415859e+06 +118 2.534912e+06 +119 2.629832e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,ITBI,SES,1.0744471549987793,"108 629968.3750 +109 647721.6875 +110 645421.8125 +111 645421.8125 +112 643501.6875 +113 662381.5000 +114 634189.2500 +115 601097.0625 +116 605981.4375 +117 673433.5625 +118 672311.6875 +119 718631.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,ITBI,Linear Regression,1.0744471549987793,"429740 1.116604e+06 +429749 1.086865e+06 +429758 5.613601e+05 +429767 5.906001e+05 +429776 1.716560e+06 +429785 7.560809e+05 +429794 1.128535e+06 +429803 5.942468e+05 +429812 6.668183e+05 +429821 1.073497e+06 +429830 1.059923e+06 +429839 8.342736e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,IRRF,MLP,0.9681065082550049,"108 1.744327e+06 +109 1.638221e+06 +110 1.741788e+06 +111 1.733095e+06 +112 1.738157e+06 +113 1.797080e+06 +114 1.723719e+06 +115 1.752481e+06 +116 1.812550e+06 +117 1.922465e+06 +118 2.409686e+06 +119 1.926757e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do FPM,HWES,1.0415503978729248,"108 7196304.5 +109 11362786.0 +110 6596922.0 +111 7196304.5 +112 8979378.0 +113 8270169.0 +114 11362786.0 +115 6596922.0 +116 6610495.5 +117 5676006.0 +118 8979378.0 +119 11362786.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do ICMS,XGBoost,0.9470069408416748,"108 6724991.5 +109 7053005.0 +110 7113609.0 +111 7170394.0 +112 7529350.5 +113 7040965.0 +114 7044447.0 +115 7191027.0 +116 7191027.0 +117 7703367.5 +118 7182694.5 +119 7251223.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do IPVA,AR,2.2568745613098145,"108 2.263368e+06 +109 1.978345e+06 +110 2.050689e+06 +111 2.414476e+06 +112 2.414476e+06 +113 1.978704e+06 +114 1.394888e+06 +115 1.087676e+06 +116 6.092768e+05 +117 4.790968e+05 +118 3.109731e+05 +119 2.358939e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do IPVA,Linear Regression,2.2568745613098145,"429744 3.732017e+06 +429753 1.544535e+06 +429762 1.876395e+06 +429771 3.273556e+06 +429780 3.259976e+06 +429789 1.565322e+06 +429798 1.184474e+06 +429807 7.519764e+05 +429816 4.188052e+05 +429825 3.805460e+05 +429834 2.524050e+05 +429843 2.198051e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do ITR,AR,2.0906457901000977,"108 8.484326e+05 +109 8.084299e+04 +110 8.496698e+04 +111 7.760232e+04 +112 4.874444e+04 +113 5.883832e+04 +114 5.604291e+04 +115 4.874444e+04 +116 2.394715e+05 +117 5.316868e+06 +118 1.028005e+06 +119 1.028005e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,Transferencias LC 61_1989,SES,0.9362025260925293,"108 63634.503906 +109 65177.375000 +110 67644.578125 +111 66899.414062 +112 62467.152344 +113 68277.046875 +114 77521.796875 +115 64943.406250 +116 54439.660156 +117 58765.906250 +118 67826.820312 +119 65232.800781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Uruguaiana - RS,Transferencias LC 61_1989,Linear Regression,0.9362025260925293,"429746 84467.609682 +429755 45858.635514 +429764 57750.805287 +429773 68322.416834 +429782 63052.784677 +429791 71465.755441 +429800 73714.760058 +429809 61492.599598 +429818 65460.409829 +429827 108521.062891 +429836 57915.784680 +429845 76310.971064 +Name: y, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,IPTU,Prophet,1.7191953659057617,"98 101266.093750 +99 95657.117188 +100 95666.953125 +101 104667.265625 +102 105000.140625 +103 342894.687500 +104 116270.570312 +105 104480.359375 +106 104480.359375 +107 105000.140625 +108 72698.351562 +109 72920.929688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,ISS,SES,0.9828076362609863,"108 17009.414062 +109 16744.123047 +110 24503.828125 +111 24365.501953 +112 16895.431641 +113 30830.714844 +114 16442.287109 +115 16559.671875 +116 17734.779297 +117 20550.779297 +118 24581.882812 +119 20587.802734 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,ISS,Linear Regression,0.9828076362609863,"407368 45629.033347 +407377 35191.781933 +407386 23662.452360 +407395 21640.314273 +407404 49773.562270 +407413 28991.103640 +407422 39384.338629 +407431 44232.386929 +407440 35715.967679 +407449 32323.512493 +407458 29077.789048 +407467 25692.783510 +Name: y, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,ITBI,XGBoost,1.163268804550171,"108 26726.568359 +109 56552.171875 +110 3355.291260 +111 29786.894531 +112 24215.466797 +113 24905.742188 +114 19274.753906 +115 19260.064453 +116 22609.849609 +117 10803.754883 +118 6979.753906 +119 57058.226562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,ITBI,Linear Regression,1.163268804550171,"407369 175452.286305 +407378 45284.291567 +407387 25092.633583 +407396 9351.382710 +407405 49511.822403 +407414 23946.075599 +407423 40571.751565 +407432 44432.772191 +407441 93503.562049 +407450 8228.961981 +407459 73562.025890 +407468 28838.052492 +Name: y, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,IRRF,Prophet,1.3792972564697266,"104 15760.160156 +105 7493.657715 +106 12530.083984 +107 4709.907227 +108 27132.671875 +109 7586.132324 +110 43523.445312 +111 12530.083984 +112 7049.979004 +113 34158.945312 +114 36412.312500 +115 86322.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,IRRF,Linear Regression,1.3792972564697266,"407370 11323.675411 +407379 38027.552813 +407388 28111.217096 +407397 40210.337081 +407406 35305.502113 +407415 35507.829883 +407424 25575.407979 +407433 26184.279037 +407442 47044.481894 +407451 62027.547065 +407460 170801.957360 +407469 272966.493656 +Name: y, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,Cota-Parte do FPM,AR,1.0733110904693604,"108 1231139.000 +109 1893789.750 +110 1123745.375 +111 1150625.250 +112 1242278.500 +113 1242357.625 +114 1244748.375 +115 1123745.375 +116 1123747.000 +117 975237.625 +118 1242278.500 +119 1893789.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,Cota-Parte do ICMS,HWES,1.146695852279663,"108 1330989.375 +109 1326164.625 +110 1327002.500 +111 1388977.000 +112 1404420.875 +113 1366283.625 +114 1388976.750 +115 1404171.000 +116 1404171.000 +117 1389294.375 +118 1348358.875 +119 1389287.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,Cota-Parte do IPVA,AR,1.4968957901000977,"108 111629.257812 +109 84522.406250 +110 44736.730469 +111 122653.695312 +112 120540.929688 +113 30728.552734 +114 21734.912109 +115 15399.522461 +116 16623.039062 +117 25774.732422 +118 26873.619141 +119 159633.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,Cota-Parte do ITR,MLP,1.9742236137390137,"108 12344.945486 +109 14461.140514 +110 14331.691232 +111 16242.960730 +112 16635.843603 +113 18970.130753 +114 20025.009858 +115 22022.978124 +116 55444.107694 +117 289850.848266 +118 31582.727622 +119 50671.738896 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esmeralda - RS,Transferencias LC 61_1989,HWES,1.2668168544769287,"108 9518.809570 +109 7618.251465 +110 8134.473145 +111 8371.899414 +112 8407.142578 +113 9473.278320 +114 9363.212891 +115 8365.844727 +116 8240.672852 +117 9440.839844 +118 8179.275391 +119 9071.752930 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,IPTU,HWES,2.801980495452881,"97 4530.262695 +98 14678.168945 +99 17197.115234 +100 147115.671875 +101 143270.828125 +102 24677.619141 +103 24248.310547 +104 24677.619141 +105 24263.308594 +106 16943.388672 +107 17413.271484 +108 16605.884766 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,ISS,AR,0.893651008605957,"108 59244.320312 +109 45116.093750 +110 52872.343750 +111 43801.316406 +112 46755.308594 +113 46742.550781 +114 54694.210938 +115 44420.980469 +116 54694.210938 +117 54703.781250 +118 46778.265625 +119 54128.835938 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,ITBI,MLP,1.6103649139404297,"106 12520.715557 +107 14855.337862 +108 12558.444424 +109 15528.820427 +110 16698.841009 +111 15874.007867 +112 13361.728872 +113 17722.274710 +114 15817.872389 +115 13954.939145 +116 17180.593446 +117 18288.810255 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,ITBI,Linear Regression,1.6103649139404297,"419244 3287.101120 +419252 24491.469430 +419260 3034.929808 +419267 30195.259126 +419274 41520.206194 +419282 34562.230276 +419289 11486.247967 +419297 52044.683130 +419305 35372.387927 +419313 18436.873203 +419321 48623.021623 +419329 60120.657972 +Name: y, dtype: float64" +Prefeitura Municipal de São Valentim - RS,IRRF,XGBoost,1.6581459045410156,"107 59007.750000 +108 83582.882812 +109 83582.882812 +110 83582.882812 +111 83582.882812 +112 83582.882812 +113 83582.882812 +114 83582.882812 +115 83582.882812 +116 83582.882812 +117 83582.882812 +118 83582.882812 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,Cota-Parte do FPM,HWES,1.2624390125274658,"108 1.312919e+06 +109 1.893769e+06 +110 1.107887e+06 +111 1.187426e+06 +112 1.312917e+06 +113 1.323369e+06 +114 1.312917e+06 +115 1.107887e+06 +116 1.110172e+06 +117 9.508064e+05 +118 1.312917e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,Cota-Parte do ICMS,HWES,0.9616479873657227,"108 562539.25000 +109 513506.06250 +110 514775.40625 +111 565093.00000 +112 570410.31250 +113 570634.68750 +114 565161.00000 +115 566108.81250 +116 566108.81250 +117 562706.62500 +118 567204.50000 +119 562627.56250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,Cota-Parte do IPVA,SARIMAX,1.8215279579162598,"108 130930.085938 +109 44681.523438 +110 44681.523438 +111 59353.214844 +112 59361.136719 +113 14069.430664 +114 14069.430664 +115 10273.957031 +116 7455.274414 +117 7383.374023 +118 7105.577148 +119 133632.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,Cota-Parte do ITR,XGBoost,1.4287843704223633,"98 30.247364 +99 2704.217773 +100 4301.001465 +101 4709.219238 +102 4743.229492 +103 4733.726074 +104 4743.229492 +105 4732.484863 +106 1944.088745 +107 1352.053833 +108 4732.418457 +109 4711.473633 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Valentim - RS,Transferencias LC 61_1989,XGBoost,1.0765516757965088,"60 3968.807617 +61 4367.445312 +62 3938.700195 +63 3968.833496 +64 3338.870605 +65 3338.870605 +66 3340.236572 +67 3338.870605 +68 3340.236572 +69 3979.029297 +70 3338.870605 +71 3340.236572 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,IPTU,HWES,1.8462140560150146,"99 -1198.089966 +100 2384.484131 +101 3546.698975 +102 14816.497070 +103 71274.132812 +104 8909.969727 +105 5603.136719 +106 8154.458008 +107 8430.424805 +108 1622.176147 +109 13368.812500 +110 1622.176147 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,IPTU,Linear Regression,1.8462140560150146,"390620 2704.582041 +390629 4929.617126 +390637 5493.962020 +390646 25576.249148 +390655 87992.816041 +390663 20601.476761 +390671 13310.675686 +390680 17416.329133 +390689 7804.094639 +390698 6127.382001 +390707 10852.614047 +390716 5682.504410 +Name: y, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,ISS,XGBoost,2.47641921043396,"108 42618.281250 +109 44173.093750 +110 37200.742188 +111 44173.093750 +112 43987.203125 +113 44043.097656 +114 44172.351562 +115 38023.171875 +116 44173.093750 +117 44117.199219 +118 38023.171875 +119 44043.097656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,ITBI,XGBoost,1.223893404006958,"104 6247.599609 +105 13211.123047 +106 12467.561523 +107 10917.294922 +108 8720.770508 +109 13816.696289 +110 12467.561523 +111 11026.468750 +112 21048.619141 +113 18071.839844 +114 17017.058594 +115 14053.383789 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,ITBI,Linear Regression,1.223893404006958,"390622 12916.420694 +390631 14592.091886 +390639 11394.929750 +390648 4424.538551 +390657 5422.631590 +390665 13916.179249 +390673 11238.789615 +390682 26516.810472 +390691 35915.608368 +390700 8647.247619 +390709 852.124169 +390718 5528.434426 +Name: y, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,IRRF,XGBoost,1.0388679504394531,"108 49076.574219 +109 113534.484375 +110 49076.574219 +111 49076.574219 +112 50813.648438 +113 49076.574219 +114 49076.574219 +115 49076.574219 +116 49076.574219 +117 64566.625000 +118 64566.625000 +119 113534.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do FPM,HWES,1.0207898616790771,"108 1.277074e+06 +109 1.893795e+06 +110 1.124800e+06 +111 1.150933e+06 +112 1.280239e+06 +113 1.265474e+06 +114 1.280239e+06 +115 1.124800e+06 +116 1.130215e+06 +117 9.471672e+05 +118 1.280239e+06 +119 1.893795e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do ICMS,HWES,0.9120886325836182,"108 653254.0000 +109 547016.1250 +110 556885.8750 +111 645493.8125 +112 657358.1875 +113 664351.0625 +114 645493.8125 +115 654970.6875 +116 654970.6875 +117 648841.0625 +118 664351.0625 +119 648841.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do IPVA,XGBoost,1.6295907497406006,"108 82857.320312 +109 37721.972656 +110 37721.972656 +111 82857.320312 +112 82857.351562 +113 35251.832031 +114 8995.282227 +115 8713.679688 +116 5176.065918 +117 7739.550781 +118 5110.630371 +119 82652.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do ITR,MLP,1.874950885772705,"81 1552.810562 +82 1848.002519 +83 2122.292145 +84 2415.618069 +85 2758.549323 +86 3186.540954 +87 3534.535384 +88 4088.052914 +89 3603.776335 +90 1285.418225 +91 1404.364451 +92 1588.724372 +Name: Valor, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do ITR,Linear Regression,1.874950885772705,"355505 12596.924329 +355514 183.314493 +355523 87.781631 +390627 190.024723 +390644 180.289966 +390653 48.723026 +390678 679.540959 +390687 54.518864 +390696 4864.917085 +390705 12553.729858 +390714 755.892691 +390723 189.096264 +Name: y, dtype: float64" +Prefeitura Municipal de Senador Salgado Filho - RS,Transferencias LC 61_1989,HWES,2.4788260459899902,"108 5324.368164 +109 5299.268555 +110 5246.835938 +111 5606.416016 +112 5388.998047 +113 5232.178223 +114 5360.096191 +115 5317.140137 +116 6097.813965 +117 5950.752930 +118 5761.297852 +119 6024.884277 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,IPTU,XGBoost,1.6743249893188477,"79 6155.580566 +80 27124.634766 +81 34902.984375 +82 50608.468750 +83 36498.746094 +84 39739.308594 +85 41394.722656 +86 37160.921875 +87 41394.722656 +88 41394.722656 +89 20413.437500 +90 20850.041016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,ISS,XGBoost,1.2976043224334717,"80 34941.140625 +81 34889.015625 +82 34932.613281 +83 34918.691406 +84 34918.691406 +85 34932.613281 +86 34918.691406 +87 21242.798828 +88 34932.613281 +89 34932.613281 +90 23632.160156 +91 34918.691406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,ITBI,MLP,1.453897476196289,"69 40419.792501 +70 21080.824320 +71 18061.531432 +72 19782.398623 +73 21492.681545 +74 19590.989031 +75 14504.756971 +76 14219.681471 +77 9572.258241 +78 7729.236631 +79 8249.130685 +80 8575.935568 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,ITBI,Linear Regression,1.453897476196289,"275231 5462.686491 +275247 87771.495702 +388265 211.009747 +388273 1538.081590 +388288 2027.866729 +388296 15979.198183 +388304 23675.158648 +388312 1976.747909 +388320 22917.199667 +388328 5727.189605 +388336 159.441013 +388344 2379.160429 +Name: y, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,IRRF,AR,0.9542930126190186,"80 67916.828125 +81 68947.789062 +82 67113.867188 +83 68631.500000 +84 68347.750000 +85 68947.789062 +86 68624.445312 +87 68631.500000 +88 105911.523438 +89 70490.492188 +90 68631.500000 +91 105911.523438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do FPM,XGBoost,0.9746880531311035,"80 1247735.375 +81 1246586.250 +82 1247736.125 +83 1247735.375 +84 1247741.375 +85 1247735.375 +86 1247736.125 +87 1247735.375 +88 1247736.125 +89 1247736.125 +90 1247741.375 +91 1246586.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do ICMS,XGBoost,0.8625428676605225,"80 894136.3750 +81 897347.5625 +82 897347.5625 +83 897347.5625 +84 895224.1250 +85 897347.5625 +86 897347.5625 +87 897347.5625 +88 897347.5625 +89 897347.5625 +90 897347.5625 +91 897347.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do IPVA,XGBoost,3.0986037254333496,"80 52147.035156 +81 48121.011719 +82 41687.058594 +83 42582.628906 +84 42582.449219 +85 48559.414062 +86 51231.781250 +87 50563.398438 +88 49366.292969 +89 49366.292969 +90 50143.441406 +91 52147.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do ITR,XGBoost,0.9921488761901855,"75 112043.328125 +76 241874.937500 +77 877071.937500 +78 747292.000000 +79 742232.625000 +80 739531.500000 +81 740889.312500 +82 740081.375000 +83 742986.312500 +84 747805.937500 +85 749689.562500 +86 742487.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Quaraí - RS,Transferencias LC 61_1989,MLP,1.0169885158538818,"38 10890.053287 +39 11497.584834 +40 11359.822705 +41 11333.687897 +42 11334.490873 +43 11600.542753 +44 11414.173977 +45 12092.917266 +46 11510.544930 +47 11876.426314 +48 11892.626023 +49 12318.534693 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,IPTU,SARIMAX,1.6605305671691895,"107 109221.203125 +108 157835.343750 +109 162260.843750 +110 618098.687500 +111 603756.375000 +112 167645.984375 +113 158485.437500 +114 154252.687500 +115 154093.281250 +116 164515.109375 +117 156264.015625 +118 158485.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,ISS,SARIMAX,1.051567792892456,"108 308475.65625 +109 308110.84375 +110 308481.65625 +111 308395.37500 +112 308110.84375 +113 308556.53125 +114 308110.84375 +115 308556.53125 +116 308556.53125 +117 308556.53125 +118 308556.53125 +119 308556.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,ITBI,HWES,2.2350149154663086,"108 7.642041e+04 +109 9.056909e+05 +110 3.755065e+05 +111 3.934199e+05 +112 3.868682e+05 +113 3.874005e+05 +114 3.748360e+05 +115 3.757926e+05 +116 3.711245e+05 +117 1.263079e+06 +118 3.733070e+05 +119 3.731211e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,IRRF,HWES,1.0027494430541992,"108 206507.156250 +109 194902.578125 +110 193630.593750 +111 198156.031250 +112 191833.218750 +113 185585.890625 +114 197713.453125 +115 199936.531250 +116 209402.484375 +117 194902.578125 +118 187087.109375 +119 378273.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do FPM,AR,1.4965147972106934,"108 2677542.500 +109 3787537.750 +110 2042680.625 +111 2301458.250 +112 2677542.750 +113 2522045.750 +114 2677542.750 +115 2042680.625 +116 2042680.625 +117 1907404.250 +118 2677542.750 +119 3787537.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do ICMS,HWES,0.8798174858093262,"108 2534280.00 +109 2383074.00 +110 2381916.75 +111 2584048.00 +112 2596022.25 +113 2477970.75 +114 2584048.00 +115 2591951.00 +116 2591951.00 +117 2582777.75 +118 2475241.75 +119 2582777.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do IPVA,XGBoost,1.6935453414916992,"108 455731.750000 +109 172023.000000 +110 219396.015625 +111 455731.750000 +112 411100.843750 +113 181398.781250 +114 114402.578125 +115 84227.335938 +116 37653.382812 +117 53160.582031 +118 23519.931641 +119 361552.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do ITR,MLP,1.7034237384796143,"36 32660.058912 +37 2649.992331 +38 -4.672256 +39 2692.786066 +40 1872.881169 +41 3209.334823 +42 -30.774801 +43 4918.437604 +44 86572.092416 +45 397072.521081 +46 47087.812647 +47 48975.246120 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Francisco de Assis - RS,Transferencias LC 61_1989,AR,0.8904452323913574,"60 21898.740234 +61 22185.308594 +62 22899.921875 +63 23261.748047 +64 22933.515625 +65 17589.605469 +66 23428.578125 +67 17317.201172 +68 23131.126953 +69 19965.457031 +70 22898.298828 +71 21914.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,IPTU,MLP,1.626554012298584,"98 47235.862574 +99 54908.804883 +100 69913.884824 +101 94696.826791 +102 167310.640655 +103 102336.149579 +104 72347.894230 +105 82347.230014 +106 97478.676574 +107 118058.509305 +108 142382.283464 +109 170358.467447 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,ISS,XGBoost,2.4138433933258057,"108 86549.460938 +109 86553.656250 +110 86441.578125 +111 86425.117188 +112 86425.117188 +113 86549.460938 +114 115604.101562 +115 86549.460938 +116 86549.460938 +117 116334.789062 +118 86549.460938 +119 86549.460938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,ITBI,MLP,2.016857624053955,"106 19643.695167 +107 21149.663886 +108 22514.321392 +109 22775.592161 +110 25250.237125 +111 28143.406786 +112 24824.363851 +113 26893.748024 +114 27233.830621 +115 25329.372417 +116 24899.114380 +117 27699.706361 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,IRRF,XGBoost,1.3917691707611084,"108 73933.015625 +109 73930.703125 +110 126961.515625 +111 73930.703125 +112 73930.703125 +113 73930.703125 +114 126961.515625 +115 136158.687500 +116 73930.703125 +117 73930.703125 +118 73930.703125 +119 136158.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do FPM,HWES,1.0876047611236572,"108 1.243666e+06 +109 1.893921e+06 +110 1.075491e+06 +111 1.148330e+06 +112 1.244504e+06 +113 1.288770e+06 +114 1.244504e+06 +115 1.075491e+06 +116 1.075491e+06 +117 9.522844e+05 +118 1.244504e+06 +119 1.893921e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do ICMS,HWES,1.0299813747406006,"108 715444.5625 +109 532640.5000 +110 597845.6250 +111 633586.8750 +112 808612.8750 +113 712761.0625 +114 633586.8750 +115 808275.5000 +116 808275.5000 +117 790875.0000 +118 709585.3750 +119 790875.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do IPVA,AR,0.9165687561035156,"108 146171.375000 +109 37431.187500 +110 47218.308594 +111 88644.367188 +112 53707.699219 +113 23976.871094 +114 23989.148438 +115 23352.144531 +116 2174.315186 +117 11255.279297 +118 8518.452148 +119 145093.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do IPVA,Linear Regression,0.9165687561035156,"421890 237953.810463 +421899 40300.290119 +421908 65199.110037 +421917 107900.917463 +421926 78708.562693 +421935 25186.274837 +421944 19388.772531 +421953 19885.688734 +421962 7076.358437 +421971 10106.186296 +421980 3758.037211 +421989 181957.753679 +Name: y, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do ITR,SARIMAX,1.382565975189209,"95 89.700211 +96 109.380440 +97 1005.763733 +98 -240.478256 +99 -24.274483 +100 927.629211 +101 210.497803 +102 205.739105 +103 357.948334 +104 2286.242432 +105 90.505859 +106 122.211227 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do ITR,Linear Regression,1.382565975189209,"95 297.737999 +96 227.013381 +97 65.094527 +98 157.495366 +99 170.135999 +100 224.858785 +101 171.384671 +102 285.585638 +103 776.276283 +104 1170.773810 +105 180.355415 +106 150.940680 +Name: y, dtype: float64" +Prefeitura Municipal de Dois Lajeados - RS,Transferencias LC 61_1989,HWES,2.241420269012451,"108 6651.046387 +109 6828.647949 +110 6718.511230 +111 5566.788086 +112 5793.056152 +113 5757.380859 +114 8387.251953 +115 7450.408203 +116 7481.322266 +117 7351.020020 +118 7208.694336 +119 7102.683594 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,IPTU,Prophet,1.567887544631958,"91 11874.312500 +92 15285.766602 +93 58441.558594 +94 27276.015625 +95 62464.558594 +96 271354.375000 +97 25832.757812 +98 61185.601562 +99 28544.246094 +100 33012.656250 +101 60622.035156 +102 25722.291016 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,ISS,SARIMAX,1.0846951007843018,"108 129977.187500 +109 130987.523438 +110 133920.531250 +111 133920.531250 +112 132652.000000 +113 133920.531250 +114 132652.000000 +115 132652.000000 +116 132652.000000 +117 127427.695312 +118 132652.000000 +119 132651.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,ITBI,MLP,0.9743893146514893,"108 34318.781220 +109 36543.634662 +110 35010.674877 +111 38108.947092 +112 36119.119959 +113 40848.643983 +114 42010.894429 +115 36192.153346 +116 35114.490217 +117 41151.224473 +118 34788.519533 +119 37849.063638 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,IRRF,XGBoost,1.901242971420288,"106 68377.343750 +107 68388.992188 +108 68322.648438 +109 68377.343750 +110 68322.648438 +111 68322.648438 +112 68322.648438 +113 68322.648438 +114 68322.648438 +115 68322.648438 +116 68322.648438 +117 86713.320312 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do FPM,HWES,1.1318583488464355,"108 1313687.500 +109 1893794.500 +110 1100282.375 +111 1174231.250 +112 1313884.875 +113 1338522.750 +114 1313884.875 +115 1100282.375 +116 1091305.875 +117 948535.000 +118 1313884.875 +119 1893794.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do ICMS,HWES,1.0206191539764404,"108 1.065067e+06 +109 9.008390e+05 +110 1.012257e+06 +111 1.104249e+06 +112 1.150327e+06 +113 1.088617e+06 +114 1.104249e+06 +115 1.112687e+06 +116 1.096750e+06 +117 1.150327e+06 +118 1.098915e+06 +119 1.105858e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do IPVA,AR,3.151236057281494,"108 431016.906250 +109 237769.187500 +110 260983.484375 +111 404873.937500 +112 418957.750000 +113 455111.625000 +114 168074.562500 +115 122111.921875 +116 97941.320312 +117 54796.148438 +118 43746.500000 +119 421773.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do ITR,XGBoost,1.8227579593658447,"106 24962.609375 +107 1777.814941 +108 4882.388184 +109 31595.109375 +110 25767.460938 +111 8737.988281 +112 8737.989258 +113 71299.976562 +114 71299.976562 +115 277730.218750 +116 8738.011719 +117 8764.520508 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José do Ouro - RS,Transferencias LC 61_1989,XGBoost,1.1487557888031006,"60 7611.759277 +61 8088.990234 +62 7669.445312 +63 7611.759277 +64 7016.875488 +65 7016.875488 +66 7035.230957 +67 7016.875488 +68 7035.105469 +69 7611.759277 +70 7016.875488 +71 7035.230957 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,IPTU,SARIMAX,1.0843322277069092,"104 3899.464844 +105 17880.419922 +106 24194.980469 +107 854234.187500 +108 24093.835938 +109 24608.253906 +110 24505.798828 +111 24407.103516 +112 66682.320312 +113 20418.351562 +114 19611.976562 +115 3039.335449 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,IPTU,Linear Regression,1.0843322277069092,"104 15954.126811 +105 11291.184858 +106 34060.022253 +107 214635.932401 +108 35837.516616 +109 42238.384063 +110 36761.788887 +111 24525.413887 +112 19436.457043 +113 21521.597133 +114 18882.946051 +115 14541.481055 +Name: y, dtype: float64" +Prefeitura Municipal de Muçum - RS,ISS,SARIMAX,1.2272391319274902,"108 84552.289062 +109 85831.320312 +110 83857.906250 +111 83857.906250 +112 83857.906250 +113 91719.718750 +114 83857.906250 +115 84552.289062 +116 90903.320312 +117 83306.406250 +118 84416.773438 +119 83857.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,ITBI,MLP,1.0675992965698242,"107 9739.857675 +108 7139.106523 +109 7305.304851 +110 7672.177475 +111 9358.149640 +112 9930.877456 +113 8217.497564 +114 6814.903433 +115 6608.756284 +116 8183.300787 +117 8176.015578 +118 7895.541715 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,ITBI,Linear Regression,1.0675992965698242,"402322 29547.073457 +402331 4933.918940 +402340 6287.691240 +402349 9662.064604 +402358 26085.083425 +402367 32353.381309 +402376 16550.129473 +402385 3088.409759 +402394 728.488605 +402402 15674.472025 +402411 15814.568163 +402420 13291.027054 +Name: y, dtype: float64" +Prefeitura Municipal de Muçum - RS,IRRF,SARIMAX,1.2752079963684082,"108 3211.048584 +109 132122.171875 +110 129806.585938 +111 129806.585938 +112 129806.585938 +113 129806.585938 +114 129807.890625 +115 129806.585938 +116 129806.585938 +117 131221.031250 +118 132122.171875 +119 132122.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,Cota-Parte do FPM,HWES,1.1476109027862549,"108 1357533.250 +109 1893926.000 +110 1062241.125 +111 1358197.625 +112 1363243.750 +113 1358191.250 +114 1363243.750 +115 1062241.125 +116 1055916.125 +117 1117119.750 +118 1363243.750 +119 1893926.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,Cota-Parte do ICMS,HWES,0.9592876434326172,"108 621341.2500 +109 635930.1250 +110 607770.3750 +111 614413.6250 +112 674426.7500 +113 664731.0625 +114 665225.6875 +115 664526.0000 +116 664526.0000 +117 701915.8125 +118 664823.5000 +119 661810.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,Cota-Parte do IPVA,AR,1.6149163246154785,"107 238442.125000 +108 62686.722656 +109 74806.859375 +110 106593.312500 +111 74878.507812 +112 34515.410156 +113 13087.016602 +114 11366.220703 +115 11070.431641 +116 13117.483398 +117 12336.604492 +118 249350.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,Cota-Parte do ITR,XGBoost,1.507396936416626,"96 129.199890 +97 41.929993 +98 41.951481 +99 79.877457 +100 53.245590 +101 41.929993 +102 80.098137 +103 41.929993 +104 58.615532 +105 283.981445 +106 138.788605 +107 76.455765 +Name: Valor, dtype: float64" +Prefeitura Municipal de Muçum - RS,Cota-Parte do ITR,Linear Regression,1.507396936416626,"363914 265.691998 +402327 27.500674 +402336 31.381818 +402345 115.205988 +402354 16.514053 +402363 25.120808 +402372 124.461023 +402381 24.011910 +402390 70.560043 +402407 2446.886138 +402416 250.892472 +402425 138.936409 +Name: y, dtype: float64" +Prefeitura Municipal de Muçum - RS,Transferencias LC 61_1989,HWES,2.0453882217407227,"96 5799.772461 +97 5509.908691 +98 5585.995117 +99 5131.591797 +100 4995.924316 +101 5477.288086 +102 5354.585449 +103 5241.206055 +104 4852.576172 +105 4848.992676 +106 5564.568848 +107 6147.447266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,IPTU,AR,2.086472988128662,"108 1.045626e+07 +109 2.137391e+06 +110 1.004736e+06 +111 1.031200e+06 +112 1.449615e+06 +113 9.884832e+05 +114 1.404405e+06 +115 1.161510e+06 +116 1.160446e+06 +117 9.716075e+05 +118 9.716075e+05 +119 2.918078e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,ISS,SARIMAX,0.9794785976409912,"108 144886.531250 +109 149015.031250 +110 147604.265625 +111 148972.578125 +112 144431.171875 +113 133910.500000 +114 144630.875000 +115 146765.937500 +116 144342.343750 +117 144342.343750 +118 144530.843750 +119 144543.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,ITBI,MLP,1.2553634643554688,"108 344430.516632 +109 357076.864458 +110 382811.191709 +111 329691.753527 +112 374852.068795 +113 336154.041820 +114 301596.646737 +115 332404.044387 +116 301916.457735 +117 297291.232388 +118 320989.497249 +119 311496.884096 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,ITBI,Linear Regression,1.2553634643554688,"426187 416703.122601 +426195 463466.236915 +426204 559395.322190 +426213 376048.171151 +426222 538202.537502 +426230 405937.777959 +426238 282855.850497 +426247 389429.967121 +426256 280190.495259 +426265 259137.523233 +426274 338922.939455 +426283 302758.405838 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,IRRF,XGBoost,2.32188081741333,"108 419264.87500 +109 419438.78125 +110 419264.81250 +111 419438.78125 +112 419438.78125 +113 419438.78125 +114 419438.78125 +115 441940.84375 +116 419438.78125 +117 419438.78125 +118 419438.78125 +119 419592.34375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do FPM,AR,1.3044469356536865,"107 1726704.750 +108 2525024.750 +109 1545044.250 +110 1681007.625 +111 1726182.500 +112 1729999.750 +113 1726182.500 +114 1545044.250 +115 1545044.250 +116 1533360.250 +117 1726704.750 +118 2525024.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do ICMS,HWES,1.278620719909668,"108 482173.06250 +109 456387.00000 +110 472042.62500 +111 511172.78125 +112 565490.25000 +113 484835.65625 +114 511113.43750 +115 511171.90625 +116 511171.90625 +117 532378.06250 +118 484795.96875 +119 532378.06250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do IPVA,AR,1.0720162391662598,"108 220314.984375 +109 159600.937500 +110 244687.671875 +111 253979.796875 +112 261491.312500 +113 136157.218750 +114 113837.132812 +115 65579.296875 +116 53113.937500 +117 33879.433594 +118 32949.921875 +119 254413.078125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do ITR,XGBoost,1.5895111560821533,"94 8587.519531 +95 1999.650024 +96 260.935120 +97 253.794769 +98 230.422150 +99 253.794769 +100 226.107025 +101 259.108643 +102 2050.215088 +103 8587.520508 +104 262.983307 +105 274.146454 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do ITR,Linear Regression,1.5895111560821533,"376273 6082.779944 +376282 941.862459 +376291 110.865438 +426200 231.037372 +426209 24.663154 +426218 224.405947 +426243 38.307265 +426252 487.419167 +426261 721.237863 +426270 7162.096046 +426279 320.333489 +426288 12.431579 +Name: y, dtype: float64" +Prefeitura Municipal de Áurea - RS,IPTU,XGBoost,2.3479838371276855,"107 25369.576172 +108 242200.437500 +109 247310.312500 +110 36918.402344 +111 52869.929688 +112 38843.312500 +113 38900.953125 +114 52184.554688 +115 32164.914062 +116 38931.792969 +117 38935.746094 +118 52568.230469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Áurea - RS,ISS,SARIMAX,1.4167330265045166,"107 48730.156250 +108 47450.007812 +109 48729.503906 +110 47428.230469 +111 47451.339844 +112 47428.230469 +113 47428.230469 +114 48729.503906 +115 47428.230469 +116 48760.621094 +117 48730.156250 +118 48760.621094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Áurea - RS,ITBI,AR,1.6731336116790771,"107 53643.074219 +108 54990.421875 +109 47933.710938 +110 50047.460938 +111 54424.535156 +112 36012.703125 +113 36417.265625 +114 37325.261719 +115 37370.074219 +116 29422.550781 +117 29693.601562 +118 29273.480469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Áurea - RS,IRRF,Prophet,2.95308780670166,"102 101474.070312 +103 101547.632812 +104 101397.984375 +105 101397.984375 +106 101610.500000 +107 101610.500000 +108 101610.500000 +109 101610.500000 +110 101610.500000 +111 101344.757812 +112 101610.500000 +113 101344.757812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Áurea - RS,Cota-Parte do FPM,AR,1.4052698612213135,"108 1273260.250 +109 1319939.500 +110 1076687.750 +111 1100201.500 +112 1224758.125 +113 1266657.750 +114 965536.125 +115 1132256.625 +116 982419.500 +117 1034139.750 +118 1259098.500 +119 1259098.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Áurea - RS,Cota-Parte do ICMS,SARIMAX,0.9211351871490479,"108 585633.5625 +109 487010.9375 +110 529405.1875 +111 596750.9375 +112 633872.0000 +113 636381.3750 +114 596750.9375 +115 633872.0000 +116 633872.0000 +117 802575.3125 +118 596756.0625 +119 802575.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Áurea - RS,Cota-Parte do IPVA,AR,1.0569672584533691,"73 140578.703125 +74 37339.019531 +75 45424.109375 +76 48661.566406 +77 79011.828125 +78 42794.011719 +79 50799.535156 +80 55013.855469 +81 55957.417969 +82 48811.386719 +83 48862.445312 +84 32447.244141 +Name: Valor, dtype: float64" +Prefeitura Municipal de Áurea - RS,Cota-Parte do ITR,XGBoost,1.7911648750305176,"89 300.123138 +90 289.296143 +91 636.835449 +92 1369.366333 +93 747.002563 +94 991.563721 +95 321.779053 +96 203.322067 +97 1367.043213 +98 540.850281 +99 393.090515 +100 465.186340 +Name: Valor, dtype: float64" +Prefeitura Municipal de Áurea - RS,Cota-Parte do ITR,Linear Regression,1.7911648750305176,"375539 32.323640 +392101 26.833348 +392110 376.248626 +392119 72.852419 +392136 18.179775 +392145 55.799790 +392154 26.712150 +392163 426.000611 +392172 4456.917313 +392181 5003.134716 +392189 118.956329 +392198 673.257673 +Name: y, dtype: float64" +Prefeitura Municipal de Áurea - RS,Transferencias LC 61_1989,XGBoost,1.6589686870574951,"106 5154.253906 +107 6030.963867 +108 5388.833984 +109 4138.160156 +110 5830.861816 +111 6219.973633 +112 6318.143555 +113 5986.757324 +114 6282.377441 +115 6689.511719 +116 5912.315918 +117 6280.395020 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,IPTU,SARIMAX,1.5766348838806152,"104 16099.408203 +105 19745.812500 +106 132189.546875 +107 19013.246094 +108 22748.783203 +109 25475.091797 +110 19631.134766 +111 20709.980469 +112 23060.519531 +113 20435.226562 +114 19356.720703 +115 16148.094727 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,IPTU,Linear Regression,1.5766348838806152,"104 4252.939507 +105 10920.010018 +106 37159.480593 +107 16120.948995 +108 10553.037691 +109 7506.555976 +110 6051.473981 +111 4760.329161 +112 5353.454280 +113 3562.914798 +114 4779.334200 +115 7753.977015 +Name: y, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,ISS,XGBoost,1.799008846282959,"108 37296.140625 +109 33169.851562 +110 36299.925781 +111 34393.488281 +112 36295.386719 +113 35029.875000 +114 36295.886719 +115 36897.832031 +116 35351.003906 +117 34394.222656 +118 35027.707031 +119 36242.160156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,ITBI,Prophet,1.5384857654571533,"107 4807.727051 +108 21305.812500 +109 3685.024170 +110 17816.052734 +111 16947.986328 +112 16439.250000 +113 16111.995117 +114 18447.310547 +115 18034.576172 +116 17648.318359 +117 18937.888672 +118 20598.207031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,ITBI,Linear Regression,1.5384857654571533,"402843 7335.496586 +402852 2611.356859 +402860 26019.724202 +402868 17619.616647 +402877 34884.513247 +402885 13174.804266 +402893 14596.494072 +402901 6281.697405 +402910 15479.824435 +402919 23204.585658 +402928 4272.548308 +402937 3661.992203 +Name: y, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,IRRF,Prophet,1.2024824619293213,"107 68181.531250 +108 112085.843750 +109 113833.125000 +110 63725.109375 +111 113833.125000 +112 112085.843750 +113 112085.843750 +114 63977.011719 +115 112085.843750 +116 112085.843750 +117 112085.843750 +118 113833.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do FPM,SARIMAX,1.0586411952972412,"108 1437480.000 +109 1893774.125 +110 1369815.500 +111 1392196.750 +112 1637894.500 +113 1369354.250 +114 1663561.000 +115 1369815.500 +116 1366289.500 +117 1363561.875 +118 1637894.500 +119 1893774.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do ICMS,HWES,0.9989364147186279,"108 606300.87500 +109 442082.59375 +110 622320.81250 +111 624800.25000 +112 613142.93750 +113 620165.75000 +114 624800.25000 +115 621580.37500 +116 625970.56250 +117 609267.00000 +118 620210.37500 +119 609267.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do IPVA,XGBoost,1.6692399978637695,"105 64352.171875 +106 84405.289062 +107 87819.953125 +108 64352.171875 +109 81624.578125 +110 84405.289062 +111 -102072.789062 +112 -97178.679688 +113 14217.919922 +114 15092.814453 +115 29918.972656 +116 23591.310547 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do IPVA,Linear Regression,1.6692399978637695,"402847 119573.237470 +402856 41471.382401 +402864 68937.771201 +402872 126054.622225 +402881 88307.853354 +402889 41463.730447 +402897 26869.216733 +402905 30902.795382 +402914 8140.739925 +402923 9710.639160 +402932 3108.990863 +402941 64284.494171 +Name: y, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do ITR,XGBoost,1.6240065097808838,"84 229.137894 +85 11934.136719 +86 810.299622 +87 446.771179 +88 10651.152344 +89 367.128113 +90 140.908524 +91 247.025848 +92 602.252563 +93 810.299622 +94 11497.500000 +95 714.719971 +Name: Valor, dtype: float64" +Prefeitura Municipal de Novo Barreiro - RS,Transferencias LC 61_1989,XGBoost,1.2428202629089355,"72 4566.958008 +73 4813.706055 +74 5196.062012 +75 4299.365234 +76 4491.845703 +77 5580.620605 +78 5338.375977 +79 5665.333984 +80 5503.612305 +81 5174.881348 +82 5656.853516 +83 5297.195801 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,IPTU,SARIMAX,1.6852529048919678,"107 2.506285e+05 +108 6.418230e+05 +109 1.836045e+06 +110 3.411286e+05 +111 6.588000e+05 +112 3.439281e+05 +113 6.825412e+05 +114 6.824831e+05 +115 2.967085e+05 +116 2.966994e+05 +117 3.038174e+05 +118 3.038174e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,ISS,SARIMAX,0.9545519351959229,"108 383043.28125 +109 383043.28125 +110 383043.28125 +111 383043.28125 +112 382978.53125 +113 382978.53125 +114 382971.34375 +115 384047.31250 +116 479092.59375 +117 382971.34375 +118 382971.34375 +119 382971.34375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,ISS,Linear Regression,0.9545519351959229,"108 107144.615507 +109 102974.126494 +110 107265.658867 +111 126544.106294 +112 109889.298232 +113 113289.292731 +114 122175.478739 +115 107717.981469 +116 105659.939654 +117 111038.549202 +118 113230.328789 +119 120486.468912 +Name: y, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,ITBI,MLP,1.4811038970947266,"108 250802.251691 +109 263524.573949 +110 260771.482780 +111 270495.723494 +112 278325.532270 +113 258637.767041 +114 270010.482459 +115 282194.205171 +116 279494.401489 +117 292980.319035 +118 290516.125134 +119 275212.475355 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,IRRF,MLP,1.0150630474090576,"105 316448.522485 +106 340508.028668 +107 350509.285977 +108 348201.075608 +109 348497.715494 +110 349534.552814 +111 338568.857851 +112 374046.955842 +113 351269.051936 +114 345773.549591 +115 371210.863869 +116 461653.899363 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,IRRF,Linear Regression,1.0150630474090576,"427430 248906.809571 +427439 317308.439063 +427448 346239.502393 +427457 339325.678641 +427466 339958.896860 +427475 342842.104693 +427484 309705.090444 +427493 414982.154666 +427502 349347.483527 +427511 332988.155502 +427520 409067.502929 +427529 684144.418657 +Name: y, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do FPM,HWES,1.089693307876587,"108 2741761.25 +109 4400959.50 +110 2627573.75 +111 2745570.50 +112 3329990.25 +113 3350369.00 +114 3329990.25 +115 2627573.75 +116 2623491.75 +117 2745570.50 +118 3333653.75 +119 4400959.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do ICMS,MLP,1.1186187267303467,"108 3.559253e+06 +109 3.273378e+06 +110 3.379913e+06 +111 3.756084e+06 +112 3.905401e+06 +113 3.605694e+06 +114 3.817356e+06 +115 3.943040e+06 +116 3.856004e+06 +117 4.064805e+06 +118 3.672155e+06 +119 4.006122e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do IPVA,XGBoost,1.491431474685669,"108 643385.812500 +109 281170.125000 +110 902316.812500 +111 643385.812500 +112 799735.812500 +113 276876.750000 +114 278131.937500 +115 117170.992188 +116 135816.671875 +117 272075.437500 +118 67997.093750 +119 704223.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do ITR,XGBoost,4.01305365562439,"108 2.562912e+04 +109 5.950694e+04 +110 8.236826e+04 +111 8.165861e+04 +112 7.919190e+04 +113 8.235237e+04 +114 8.165861e+04 +115 8.154836e+04 +116 3.530142e+05 +117 2.760909e+06 +118 3.530142e+05 +119 3.529875e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupanciretã - RS,Transferencias LC 61_1989,XGBoost,0.9657199382781982,"108 37245.433594 +109 39269.707031 +110 37822.953125 +111 35702.210938 +112 35586.855469 +113 35619.164062 +114 34436.519531 +115 35748.320312 +116 35434.703125 +117 37567.707031 +118 35442.343750 +119 34395.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,IPTU,AR,1.3106021881103516,"84 56658.472656 +85 81601.281250 +86 289898.531250 +87 331773.531250 +88 52750.117188 +89 282200.218750 +90 126224.367188 +91 129044.375000 +92 146013.187500 +93 127003.023438 +94 125958.531250 +95 129044.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,IPTU,Linear Regression,1.3106021881103516,"424704 6.507753e+04 +424713 7.187740e+04 +424722 3.475046e+05 +424731 1.045935e+06 +424740 1.751983e+05 +424749 1.592028e+05 +424758 1.504927e+05 +424767 1.649150e+05 +424776 1.411471e+05 +424785 1.593732e+05 +424794 1.449572e+05 +424803 1.633221e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Arambaré - RS,ISS,MLP,0.945420503616333,"84 37681.690177 +85 34768.947732 +86 35265.006979 +87 33153.097909 +88 33891.956247 +89 33326.463590 +90 32557.870629 +91 34298.385797 +92 32421.928516 +93 34786.671954 +94 32999.203460 +95 33650.719903 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,ITBI,Prophet,1.0111041069030762,"84 783947.8125 +85 783947.8125 +86 795913.7500 +87 797011.4375 +88 783924.2500 +89 795913.7500 +90 797011.4375 +91 790522.4375 +92 797131.4375 +93 800748.1875 +94 793113.3125 +95 800440.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,IRRF,XGBoost,0.9812479019165039,"84 81518.171875 +85 88794.718750 +86 81518.171875 +87 81518.171875 +88 88794.718750 +89 81518.171875 +90 81518.171875 +91 81518.171875 +92 81518.171875 +93 88794.718750 +94 88794.718750 +95 118532.320312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,Cota-Parte do FPM,HWES,1.1336607933044434,"83 1.633024e+06 +84 1.893768e+06 +85 2.154179e+06 +86 1.194126e+06 +87 1.524151e+06 +88 1.521640e+06 +89 1.524151e+06 +90 2.142969e+06 +91 1.042802e+06 +92 9.944661e+05 +93 1.524151e+06 +94 1.796612e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,Cota-Parte do ICMS,Prophet,1.3110442161560059,"84 658004.4375 +85 599884.0625 +86 609830.0000 +87 814748.8750 +88 814838.6250 +89 816663.3125 +90 820438.7500 +91 815328.8125 +92 815328.8125 +93 814838.6250 +94 816663.3125 +95 814838.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,Cota-Parte do IPVA,AR,0.9702744483947754,"73 70152.726562 +74 39305.843750 +75 38588.320312 +76 32425.695312 +77 40083.035156 +78 42381.234375 +79 42348.046875 +80 41757.828125 +81 42132.156250 +82 29618.542969 +83 18796.216797 +84 23107.826172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,Cota-Parte do ITR,SARIMAX,1.8327181339263916,"77 30896.160156 +78 27878.890625 +79 29537.875000 +80 45019.175781 +81 43240.113281 +82 25574.607422 +83 22245.580078 +84 582225.125000 +85 582251.750000 +86 822823.000000 +87 583077.312500 +88 583077.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arambaré - RS,Transferencias LC 61_1989,XGBoost,3.0617659091949463,"84 7107.793945 +85 6395.702637 +86 6408.385742 +87 6976.009766 +88 7053.517090 +89 6981.810059 +90 6975.428223 +91 6986.763672 +92 7128.238281 +93 7074.100586 +94 6408.385742 +95 6975.428223 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,IPTU,XGBoost,1.914672613143921,"102 32009.375000 +103 31613.125000 +104 31613.125000 +105 31600.728516 +106 31945.777344 +107 105988.203125 +108 720720.312500 +109 79599.554688 +110 79599.554688 +111 79693.054688 +112 79693.054688 +113 79693.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,ISS,SARIMAX,1.0656068325042725,"108 135618.578125 +109 127538.875000 +110 127538.875000 +111 135030.062500 +112 130471.921875 +113 128742.148438 +114 135030.062500 +115 127395.906250 +116 135030.062500 +117 128742.148438 +118 135030.062500 +119 128742.148438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,ITBI,MLP,1.7781822681427002,"107 13019.638293 +108 12044.197713 +109 13474.477402 +110 15602.714617 +111 13057.669489 +112 14898.009952 +113 14768.260791 +114 14034.778117 +115 13369.428752 +116 14712.126236 +117 17555.386062 +118 17562.450533 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,ITBI,Linear Regression,1.7781822681427002,"427229 12150.919358 +427238 4149.413419 +427246 15216.050984 +427254 32355.983717 +427263 12517.769413 +427272 27231.538738 +427280 26660.326618 +427289 21201.844648 +427298 16073.819016 +427307 26927.436472 +427316 50319.547382 +427325 51801.143569 +Name: y, dtype: float64" +Prefeitura Municipal de Tupandi - RS,IRRF,SARIMAX,1.2973339557647705,"108 204878.859375 +109 204917.718750 +110 204878.859375 +111 204878.859375 +112 204917.718750 +113 105531.632812 +114 105531.632812 +115 204878.859375 +116 204917.718750 +117 204894.250000 +118 204878.859375 +119 204894.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,Cota-Parte do FPM,HWES,1.1230659484863281,"108 1.290662e+06 +109 1.895261e+06 +110 9.917232e+05 +111 1.150227e+06 +112 1.292203e+06 +113 1.338897e+06 +114 1.292044e+06 +115 9.917232e+05 +116 1.022379e+06 +117 9.917232e+05 +118 1.292203e+06 +119 1.895261e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,Cota-Parte do ICMS,HWES,0.9926671981811523,"108 2298419.00 +109 2082772.75 +110 2199675.00 +111 2345853.75 +112 2381003.25 +113 2373240.25 +114 2345853.75 +115 2375216.25 +116 2375216.25 +117 2343491.75 +118 2348908.00 +119 2343491.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,Cota-Parte do IPVA,AR,1.8727281093597412,"108 295976.500000 +109 155499.968750 +110 132734.359375 +111 285650.062500 +112 148035.703125 +113 36910.375000 +114 22864.855469 +115 43514.453125 +116 22231.687500 +117 23740.072266 +118 17530.791016 +119 337531.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,Cota-Parte do IPVA,Linear Regression,1.8727281093597412,"427233 291004.180878 +427242 117265.941498 +427250 209574.373241 +427258 279027.012493 +427267 261804.554743 +427276 46887.928956 +427284 20477.695177 +427293 35873.051454 +427302 30780.177705 +427311 13204.797498 +427320 8920.359219 +427329 352675.572972 +Name: y, dtype: float64" +Prefeitura Municipal de Tupandi - RS,Cota-Parte do ITR,XGBoost,1.643139123916626,"87 160.600296 +88 1701.950684 +89 2871.128906 +90 1812.803833 +91 3257.700439 +92 426.839630 +93 476.645264 +94 666.145813 +95 65.282494 +96 667.351685 +97 2458.841309 +98 2714.711914 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tupandi - RS,Transferencias LC 61_1989,HWES,0.972548246383667,"108 16075.380859 +109 17648.125000 +110 19990.968750 +111 19029.537109 +112 19587.375000 +113 18663.607422 +114 19655.935547 +115 21421.628906 +116 20530.027344 +117 20132.226562 +118 22551.986328 +119 20501.660156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,IPTU,AR,3.5164663791656494,"96 193389.687500 +97 313203.125000 +98 39943.328125 +99 38384.527344 +100 39100.503906 +101 30441.376953 +102 31504.666016 +103 33882.480469 +104 38603.265625 +105 38572.296875 +106 38790.292969 +107 38399.808594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,ISS,XGBoost,1.7320425510406494,"96 47310.027344 +97 47043.777344 +98 46960.046875 +99 23640.341797 +100 47043.777344 +101 47043.777344 +102 47301.375000 +103 47301.375000 +104 47310.027344 +105 46681.765625 +106 47292.683594 +107 47351.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,ITBI,MLP,2.0761892795562744,"94 7587.888102 +95 7238.490729 +96 7477.300704 +97 7445.510731 +98 7913.705028 +99 8322.971892 +100 8117.450984 +101 8032.442054 +102 7576.945716 +103 8096.928705 +104 7774.306848 +105 6776.304572 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,ITBI,Linear Regression,2.0761892795562744,"387635 40550.213980 +387643 9272.958695 +387651 27219.635436 +387660 10113.695646 +387668 2409.737101 +387677 34819.713989 +387686 17303.712430 +387694 49793.384840 +387703 348.395725 +387712 24845.144369 +387721 54671.476623 +387730 42820.041165 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,IRRF,XGBoost,2.203239679336548,"96 79010.71875 +97 79010.71875 +98 79010.71875 +99 79010.71875 +100 79010.71875 +101 79010.71875 +102 79010.71875 +103 79010.71875 +104 79010.71875 +105 79010.71875 +106 79010.71875 +107 79010.71875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do FPM,SARIMAX,1.0927951335906982,"96 1239045.500 +97 1811506.375 +98 1107430.500 +99 1239045.500 +100 1811506.375 +101 1811506.375 +102 1811506.375 +103 1811506.375 +104 1219994.375 +105 1107442.125 +106 1811506.375 +107 1811506.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do ICMS,XGBoost,1.046748161315918,"96 437500.12500 +97 481854.87500 +98 480967.12500 +99 481341.18750 +100 485642.25000 +101 483458.31250 +102 482944.62500 +103 483457.96875 +104 476487.03125 +105 472386.43750 +106 425650.09375 +107 480358.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do IPVA,MLP,1.5059030055999756,"96 133265.493071 +97 59783.046322 +98 66436.927133 +99 94837.850389 +100 111846.680281 +101 28136.478726 +102 34513.772714 +103 38149.753337 +104 16843.425438 +105 17675.100585 +106 19474.526553 +107 237405.736203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do ITR,SES,1.546879529953003,"75 39.995819 +76 -17.100792 +77 1215.726562 +78 3730.522217 +79 3785.167725 +80 2294.590576 +81 2355.754883 +82 3370.070801 +83 6880.656250 +84 3961.315186 +85 -85.187546 +86 -239.293411 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do ITR,Linear Regression,1.546879529953003,"323680 2173.162515 +323688 5487.741662 +323696 84.972762 +323704 14.587626 +387656 35.297355 +387673 21.617884 +387682 43.159558 +387699 58.541026 +387708 2840.319362 +387717 7303.624831 +387726 75.383160 +387735 82.216545 +Name: y, dtype: float64" +Prefeitura Municipal de Nova Esperança do Sul - RS,Transferencias LC 61_1989,XGBoost,1.0744669437408447,"48 4247.365723 +49 4266.440430 +50 4266.448730 +51 4259.234863 +52 4280.517090 +53 5802.580566 +54 4263.653809 +55 5831.044922 +56 4251.426270 +57 4251.418457 +58 5595.822266 +59 4275.856934 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,IPTU,SARIMAX,1.8866615295410156,"105 29062.447266 +106 30089.132812 +107 93639.101562 +108 102249.414062 +109 102249.414062 +110 105498.289062 +111 24745.761719 +112 56156.253906 +113 48449.593750 +114 93639.101562 +115 93639.101562 +116 48449.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,ISS,MLP,1.4911887645721436,"108 43080.030766 +109 45333.346736 +110 43322.263682 +111 44304.887040 +112 50948.611267 +113 42102.672042 +114 48763.903360 +115 56425.689402 +116 57682.263919 +117 60088.039108 +118 58281.439773 +119 65518.519356 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,ISS,Linear Regression,1.4911887645721436,"433156 14776.920108 +433165 22809.384200 +433174 14547.047187 +433183 17603.318973 +433192 42860.347760 +433201 8781.020446 +433209 33728.143910 +433218 63631.235597 +433227 69830.035935 +433236 80786.618011 +433245 75796.745709 +433254 105881.602443 +Name: y, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,ITBI,XGBoost,2.103121757507324,"108 17355.902344 +109 57758.562500 +110 57740.988281 +111 220648.656250 +112 218373.875000 +113 223219.125000 +114 220656.109375 +115 108679.539062 +116 219966.609375 +117 108679.539062 +118 219966.640625 +119 221576.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,IRRF,XGBoost,1.2130193710327148,"108 197148.2500 +109 197148.2500 +110 197148.2500 +111 197148.2500 +112 197179.5625 +113 197148.2500 +114 197148.2500 +115 197148.2500 +116 197148.2500 +117 197148.2500 +118 197179.5625 +119 197148.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do FPM,HWES,2.605358600616455,"108 1.211850e+06 +109 1.894150e+06 +110 1.071031e+06 +111 1.132975e+06 +112 1.212230e+06 +113 1.250449e+06 +114 1.212230e+06 +115 1.071031e+06 +116 1.071032e+06 +117 9.297321e+05 +118 1.212230e+06 +119 1.894150e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do ICMS,HWES,1.1230216026306152,"108 648709.0625 +109 616872.8750 +110 639221.4375 +111 647858.5000 +112 691032.8750 +113 642912.6875 +114 679809.1875 +115 682504.4375 +116 682504.4375 +117 691032.8750 +118 642324.1250 +119 675355.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do IPVA,XGBoost,1.8324644565582275,"108 90914.500000 +109 59217.515625 +110 57383.281250 +111 90837.617188 +112 90854.023438 +113 28961.519531 +114 28961.519531 +115 25346.546875 +116 13915.416016 +117 6861.552246 +118 5950.717285 +119 90854.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do ITR,XGBoost,1.6208207607269287,"33 30106.046875 +34 30078.685547 +35 30027.232422 +36 119745.554688 +37 119761.218750 +38 119761.828125 +39 119762.703125 +40 119762.015625 +41 119764.562500 +42 119762.414062 +43 119764.562500 +44 119764.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vila Nova do Sul - RS,Transferencias LC 61_1989,HWES,1.239774227142334,"108 5755.211914 +109 5541.873047 +110 5620.019043 +111 5948.894531 +112 5644.342285 +113 5436.915527 +114 5698.691406 +115 5694.752441 +116 5992.698242 +117 5747.538086 +118 5650.570312 +119 5768.799805 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,IPTU,SARIMAX,1.9331622123718262,"108 1.627457e+06 +109 7.192354e+06 +110 1.250428e+06 +111 1.324600e+06 +112 7.943372e+05 +113 1.328228e+06 +114 8.068580e+05 +115 8.068580e+05 +116 8.412518e+05 +117 8.066457e+05 +118 1.332252e+06 +119 8.066457e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,ISS,SARIMAX,1.2377660274505615,"108 1423570.750 +109 1608828.250 +110 1423570.750 +111 1608828.250 +112 1530949.875 +113 1701798.875 +114 1423570.750 +115 1701798.875 +116 1423570.750 +117 1701798.875 +118 1701798.875 +119 1701798.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,ITBI,SARIMAX,0.9933662414550781,"108 284635.09375 +109 280745.93750 +110 368467.78125 +111 306640.68750 +112 367567.34375 +113 282974.93750 +114 290472.59375 +115 282974.93750 +116 282974.93750 +117 281720.81250 +118 288780.40625 +119 175576.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,ITBI,Linear Regression,0.9933662414550781,"108 73992.557355 +109 76572.785185 +110 79995.663926 +111 75744.806750 +112 179632.392824 +113 85938.714512 +114 76793.997216 +115 97897.120427 +116 82874.729131 +117 80105.993732 +118 102827.350052 +119 125411.045429 +Name: y, dtype: float64" +Prefeitura Municipal de Panambi - RS,IRRF,XGBoost,1.0580520629882812,"107 8.496170e+05 +108 1.094514e+06 +109 1.095180e+06 +110 8.482872e+05 +111 1.095180e+06 +112 1.095180e+06 +113 8.482872e+05 +114 1.095180e+06 +115 1.095180e+06 +116 1.095180e+06 +117 1.095180e+06 +118 1.094514e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,Cota-Parte do FPM,HWES,1.0800986289978027,"108 3650122.0 +109 6311506.0 +110 3257944.0 +111 3648784.5 +112 3988404.0 +113 3257944.0 +114 6303026.5 +115 3257944.0 +116 3691818.5 +117 3257944.0 +118 3988404.0 +119 6303026.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,Cota-Parte do ICMS,SES,0.9951555728912354,"108 3593002.25 +109 3129701.75 +110 3574518.25 +111 3718769.50 +112 3696301.50 +113 3590838.25 +114 3718668.50 +115 3696301.50 +116 3696301.50 +117 3657162.50 +118 4367560.00 +119 3717285.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,Cota-Parte do IPVA,XGBoost,1.8987293243408203,"108 1.823995e+06 +109 9.636895e+05 +110 9.636895e+05 +111 1.492982e+06 +112 1.617474e+06 +113 6.133673e+05 +114 5.437864e+05 +115 3.196529e+05 +116 2.857337e+05 +117 1.776881e+05 +118 1.076135e+05 +119 1.823995e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,Cota-Parte do ITR,MLP,2.5259904861450195,"48 1.259777e+05 +49 1.170278e+05 +50 1.431894e+05 +51 1.709334e+05 +52 2.049482e+05 +53 2.569551e+05 +54 3.035631e+05 +55 3.871813e+05 +56 5.895360e+05 +57 1.298762e+06 +58 7.400200e+05 +59 8.928385e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Panambi - RS,Transferencias LC 61_1989,SES,1.1360819339752197,"108 40304.246094 +109 38006.890625 +110 38311.675781 +111 39135.253906 +112 38792.875000 +113 33373.921875 +114 35921.207031 +115 35857.933594 +116 32409.585938 +117 31598.029297 +118 38312.757812 +119 37079.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,IPTU,SES,1.9201111793518066,"97 9730.688477 +98 18339.589844 +99 18265.880859 +100 12299.932617 +101 12299.932617 +102 12089.674805 +103 1035.403442 +104 3522.842285 +105 5408.176270 +106 12089.674805 +107 3798.286377 +108 12089.674805 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,IPTU,Linear Regression,1.9201111793518066,"399494 589.001558 +399503 11026.835412 +399511 80674.383278 +399519 15778.937829 +399527 23891.791510 +399535 8445.133358 +399543 5585.440109 +399551 4253.863230 +399560 5485.215219 +399569 8857.944115 +399578 3022.549205 +399587 9960.598234 +Name: y, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,ISS,XGBoost,2.065167188644409,"108 12508.199219 +109 18462.390625 +110 18280.193359 +111 15656.456055 +112 15711.981445 +113 16632.878906 +114 16919.761719 +115 14844.974609 +116 14871.646484 +117 11583.978516 +118 7019.817871 +119 7509.981445 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,ISS,Linear Regression,2.065167188644409,"399495 196246.410777 +399504 9690.655384 +399512 16016.878444 +399520 31940.260942 +399528 33876.100243 +399536 15419.361680 +399544 18640.271573 +399552 26502.196323 +399561 31890.043475 +399570 61684.449369 +399579 39903.946884 +399588 13271.278517 +Name: y, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,ITBI,XGBoost,2.007254123687744,"98 4887.072266 +99 4042.570557 +100 6714.310059 +101 7554.371094 +102 4386.767090 +103 6331.888672 +104 6358.115234 +105 6276.819824 +106 6126.217773 +107 6380.803223 +108 6489.591797 +109 7395.440918 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,ITBI,Linear Regression,2.007254123687744,"399496 42624.493333 +399505 43991.713047 +399513 12907.313447 +399521 7071.803440 +399529 28099.497755 +399537 9052.896891 +399545 9257.007192 +399553 15085.782390 +399562 22461.940128 +399571 2817.350015 +399580 5708.273113 +399589 1271.067583 +Name: y, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,IRRF,XGBoost,1.8023641109466553,"108 93005.335938 +109 76084.671875 +110 76042.289062 +111 76042.289062 +112 85200.601562 +113 86252.007812 +114 86102.625000 +115 86102.625000 +116 86252.007812 +117 76042.289062 +118 86252.007812 +119 76042.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do FPM,HWES,1.8262908458709717,"108 1226270.750 +109 1894410.125 +110 1073051.625 +111 1152255.375 +112 1227139.750 +113 1268655.250 +114 1227139.750 +115 1073051.625 +116 1073150.875 +117 957488.125 +118 1227139.750 +119 1894410.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do ICMS,HWES,0.9631195068359375,"108 401544.03125 +109 407488.12500 +110 416345.25000 +111 429255.90625 +112 429220.59375 +113 531153.31250 +114 437241.06250 +115 429255.90625 +116 429255.90625 +117 429906.43750 +118 398130.40625 +119 429255.90625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do IPVA,HWES,1.7561581134796143,"108 178474.234375 +109 173834.921875 +110 174197.921875 +111 179982.703125 +112 176098.656250 +113 178474.234375 +114 173607.281250 +115 174056.375000 +116 174345.750000 +117 174345.750000 +118 171555.953125 +119 178474.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do ITR,XGBoost,1.3506348133087158,"80 38.142628 +81 1341.742432 +82 -112.053497 +83 -120.113861 +84 25.457130 +85 1453.916992 +86 1381.595947 +87 1327.261719 +88 -120.113861 +89 -38.969261 +90 1298.780762 +91 1385.320801 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do ITR,Linear Regression,1.3506348133087158,"363053 23.245528 +363062 9.411856 +363071 126.770777 +363080 1053.549310 +363089 760.671156 +363105 68.770603 +399501 34.325896 +399558 51.749711 +399567 1137.636132 +399576 1074.837047 +399585 33.297927 +399594 33.489057 +Name: y, dtype: float64" +Prefeitura Municipal de Barra do Rio Azul - RS,Transferencias LC 61_1989,XGBoost,1.4060626029968262,"84 4048.866455 +85 3942.372803 +86 4841.616699 +87 5184.759277 +88 5236.764160 +89 7526.953613 +90 7526.953613 +91 7468.559082 +92 7512.578613 +93 7337.230469 +94 7517.919922 +95 7520.768555 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,IPTU,HWES,1.4853053092956543,"83 2.602449e+05 +84 2.820928e+05 +85 6.766211e+05 +86 3.785832e+05 +87 2.083267e+05 +88 1.851125e+05 +89 1.419134e+06 +90 1.589318e+06 +91 2.654180e+05 +92 1.342776e+06 +93 1.589175e+06 +94 3.066981e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,IPTU,Linear Regression,1.4853053092956543,"375337 1.628726e+05 +375346 1.993419e+05 +375355 1.622236e+06 +375364 3.707705e+06 +375373 1.796103e+05 +375382 2.107505e+06 +375391 1.051581e+06 +375400 4.779026e+05 +375409 2.873057e+05 +375418 7.233223e+05 +375427 5.016993e+05 +375436 2.809606e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Guaporé - RS,ISS,SARIMAX,2.999088764190674,"84 768543.1250 +85 766425.0000 +86 789281.9375 +87 768543.1250 +88 814892.8125 +89 790618.3125 +90 790618.3125 +91 814892.8125 +92 814892.8125 +93 814892.8125 +94 814892.8125 +95 814892.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,ITBI,SES,0.9480764865875244,"84 144321.703125 +85 164914.468750 +86 200082.421875 +87 156379.484375 +88 174969.953125 +89 174969.953125 +90 209635.656250 +91 167334.375000 +92 174969.953125 +93 165340.937500 +94 212390.031250 +95 174854.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,IRRF,Prophet,2.3576786518096924,"84 686016.1875 +85 686176.7500 +86 686176.7500 +87 686176.7500 +88 686176.7500 +89 686246.8125 +90 686246.8125 +91 686265.1250 +92 686265.1250 +93 686265.1250 +94 686265.1250 +95 686246.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,Cota-Parte do FPM,SARIMAX,1.0252246856689453,"84 2256603.00 +85 4226848.00 +86 2234933.50 +87 2256603.00 +88 4226848.00 +89 4069092.25 +90 4226848.00 +91 4069092.25 +92 4069238.00 +93 2256603.00 +94 4226848.00 +95 4226848.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,Cota-Parte do ICMS,XGBoost,2.2167017459869385,"84 1707859.250 +85 1942787.125 +86 1911402.625 +87 1825873.625 +88 1918954.000 +89 1851291.625 +90 1825848.000 +91 1913663.125 +92 1825848.125 +93 1844505.375 +94 1626455.750 +95 1930058.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,Cota-Parte do IPVA,MLP,1.7140300273895264,"84 1.497695e+06 +85 4.882854e+05 +86 5.444360e+05 +87 1.041259e+06 +88 8.043435e+05 +89 3.598309e+05 +90 3.087545e+05 +91 2.572563e+05 +92 2.185551e+05 +93 2.023244e+05 +94 1.923250e+05 +95 2.661362e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,Cota-Parte do ITR,AR,2.004265546798706,"81 378.281677 +82 387.682098 +83 390.030487 +84 435.731293 +85 520.199463 +86 496.516357 +87 488.356293 +88 499.387787 +89 4093.281006 +90 8999.191406 +91 510.909302 +92 379.984985 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,Transferencias LC 61_1989,XGBoost,0.8823914527893066,"84 14774.887695 +85 18477.207031 +86 16957.943359 +87 16071.500977 +88 14694.365234 +89 14556.998047 +90 14688.082031 +91 14861.591797 +92 14204.799805 +93 16056.833008 +94 16942.144531 +95 14019.337891 +Name: Valor, dtype: float64" +Prefeitura Municipal de Guaporé - RS,Transferencias LC 61_1989,Linear Regression,0.8823914527893066,"375345 21441.694718 +375354 29168.311913 +375363 25319.930336 +375372 23021.673225 +375381 17631.782306 +375390 16366.085853 +375399 19889.097068 +375408 13865.004118 +375417 20972.633471 +375426 22500.276567 +375435 15647.807248 +375444 20213.682106 +Name: y, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,IPTU,AR,1.155104160308838,"106 189625.781250 +107 184505.156250 +108 108796.945312 +109 815572.187500 +110 115901.250000 +111 273253.187500 +112 273376.312500 +113 273080.687500 +114 276310.781250 +115 226562.156250 +116 238126.953125 +117 153916.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,IPTU,Linear Regression,1.155104160308838,"396973 143001.574166 +396981 139939.955920 +396989 231020.561812 +396997 848845.699412 +397005 189303.371734 +397013 444567.106705 +397021 407435.959270 +397029 397172.492343 +397037 363990.914938 +397045 343269.670651 +397053 321922.903843 +397061 199663.366706 +Name: y, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,ISS,MLP,0.9591033458709717,"108 338740.919853 +109 331480.763940 +110 363687.337237 +111 341036.443575 +112 371922.346620 +113 355341.937202 +114 375276.631925 +115 352925.239188 +116 378291.178926 +117 352116.751816 +118 372241.272615 +119 367770.544408 +Name: Valor, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,ITBI,MLP,1.31353759765625,"108 274920.721884 +109 179324.098973 +110 240782.895261 +111 248897.110550 +112 214872.441308 +113 232628.037954 +114 224707.598565 +115 264030.742090 +116 201917.032777 +117 301256.254574 +118 217997.485743 +119 256798.273147 +Name: Valor, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,ITBI,Linear Regression,1.31353759765625,"396975 439035.076765 +396983 35013.592839 +396991 288160.787400 +396999 323725.550438 +397007 179377.758656 +397015 251130.577272 +397023 215668.804708 +397031 382122.634118 +397039 119448.420430 +397047 539917.767236 +397055 193906.703039 +397063 357152.695434 +Name: y, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,IRRF,MLP,1.3836159706115723,"108 384084.416033 +109 377112.734336 +110 388461.289387 +111 379630.542464 +112 367802.137713 +113 370049.545400 +114 374142.442309 +115 364322.038076 +116 374370.559609 +117 368478.974396 +118 370484.445389 +119 478982.946273 +Name: Valor, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,IRRF,Linear Regression,1.3836159706115723,"396976 378980.799466 +396984 360985.670166 +396992 393059.142573 +397000 370545.530211 +397008 338808.823992 +397016 344782.600118 +397024 356121.897901 +397032 329359.055211 +397040 356569.435331 +397048 340716.731035 +397056 346101.077842 +397064 647015.350321 +Name: y, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do FPM,HWES,1.9936857223510742,"108 2530237.00 +109 3792206.00 +110 2296780.75 +111 2334626.50 +112 2534969.00 +113 2623089.75 +114 2560086.00 +115 2296780.75 +116 2329208.75 +117 2200725.50 +118 2534969.00 +119 3792206.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do ICMS,HWES,0.9998788833618164,"108 3519336.00 +109 3470934.50 +110 3594703.25 +111 3726566.75 +112 3714299.50 +113 3542742.25 +114 3726566.75 +115 3723771.00 +116 3723771.00 +117 3714951.25 +118 3569234.25 +119 3714951.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do IPVA,HWES,1.5450494289398193,"108 599025.125000 +109 336388.312500 +110 343749.187500 +111 598854.375000 +112 598854.375000 +113 256126.015625 +114 284253.531250 +115 85045.445312 +116 148999.656250 +117 61196.664062 +118 2698.232666 +119 345387.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do IPVA,Linear Regression,1.5450494289398193,"396979 901826.938845 +396987 349918.516266 +396995 400711.157409 +397003 737712.168674 +397011 728793.557141 +397019 259024.997237 +397027 220897.026013 +397035 107280.422621 +397043 142404.968925 +397051 67348.192347 +397059 44831.566110 +397067 663980.237021 +Name: y, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do ITR,XGBoost,1.639775037765503,"60 1.968383e+05 +61 7.039877e+04 +62 6.176854e+04 +63 5.036504e+04 +64 7.208088e+04 +65 5.990327e+04 +66 6.020557e+04 +67 6.176854e+04 +68 1.982881e+05 +69 2.133692e+06 +70 2.984114e+05 +71 2.984135e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Júlio de Castilhos - RS,Transferencias LC 61_1989,SES,0.967170238494873,"108 26319.101562 +109 20985.744141 +110 24446.220703 +111 25916.591797 +112 26180.753906 +113 26235.246094 +114 26902.693359 +115 26181.785156 +116 26516.873047 +117 20178.951172 +118 24224.898438 +119 26791.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,IPTU,XGBoost,2.1752922534942627,"100 3183.486572 +101 8744.299805 +102 10311.694336 +103 12417.675781 +104 5036.242676 +105 5029.191895 +106 3882.102295 +107 5025.636230 +108 11881.164062 +109 410.918304 +110 -3222.562988 +111 -2154.134521 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,IPTU,Linear Regression,2.1752922534942627,"351623 3908.576169 +411142 117.736903 +411159 15283.909622 +411167 131424.888195 +411176 15252.034276 +411185 12009.461586 +411194 11135.588352 +411203 13937.526885 +411212 10102.784643 +411221 747.912492 +411230 1051.812040 +411239 2350.063005 +Name: y, dtype: float64" +Prefeitura Municipal de Ivorá - RS,ISS,XGBoost,2.3452978134155273,"108 37405.367188 +109 37140.019531 +110 25222.376953 +111 25222.376953 +112 44511.804688 +113 24958.921875 +114 32586.910156 +115 32631.207031 +116 44511.636719 +117 36675.992188 +118 24958.921875 +119 36675.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,ISS,Linear Regression,2.3452978134155273,"411143 14797.665255 +411151 19646.825237 +411160 39444.529737 +411168 49604.027825 +411177 19650.444825 +411186 44497.277757 +411195 28602.057145 +411204 20288.178419 +411213 20078.999340 +411222 16131.550546 +411231 31868.289971 +411240 19729.902278 +Name: y, dtype: float64" +Prefeitura Municipal de Ivorá - RS,ITBI,XGBoost,2.258514881134033,"93 1123.672241 +94 1182.482910 +95 1118.978516 +96 561.463501 +97 1667.632935 +98 2244.765625 +99 1088.876709 +100 1115.220459 +101 949.038025 +102 509.228851 +103 3055.301514 +104 1043.788940 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,ITBI,Linear Regression,2.258514881134033,"411144 3466.197908 +411152 1039.859372 +411161 8797.834206 +411169 2426.338536 +411178 5199.296862 +411187 3743.493741 +411196 8284.213000 +411205 2079.718745 +411214 2253.028640 +411223 4419.402333 +411232 38128.176989 +411241 1473.134111 +Name: y, dtype: float64" +Prefeitura Municipal de Ivorá - RS,IRRF,XGBoost,1.492861032485962,"107 88261.664062 +108 103567.429688 +109 102896.734375 +110 103567.429688 +111 103567.429688 +112 103567.429688 +113 103567.429688 +114 103567.429688 +115 103567.429688 +116 103567.429688 +117 103567.429688 +118 103567.429688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,Cota-Parte do FPM,MLP,1.0704362392425537,"108 1.252479e+06 +109 1.441189e+06 +110 1.148881e+06 +111 1.220723e+06 +112 1.283108e+06 +113 1.247405e+06 +114 1.384237e+06 +115 1.171009e+06 +116 1.187136e+06 +117 1.160914e+06 +118 1.298948e+06 +119 1.634486e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,Cota-Parte do ICMS,SES,1.0766277313232422,"108 176260.812500 +109 218808.562500 +110 179936.531250 +111 174934.171875 +112 218461.765625 +113 189615.500000 +114 175380.140625 +115 176068.625000 +116 227342.609375 +117 233390.906250 +118 176528.937500 +119 117401.507812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,Cota-Parte do ICMS,Linear Regression,1.0766277313232422,"411147 263254.006119 +411155 214080.018265 +411164 226994.475129 +411172 269230.793004 +411181 319301.856590 +411190 245276.153540 +411199 281386.253922 +411208 281496.951766 +411217 304212.186543 +411226 343877.565307 +411235 265628.383564 +411244 190880.722363 +Name: y, dtype: float64" +Prefeitura Municipal de Ivorá - RS,Cota-Parte do IPVA,SARIMAX,1.5888147354125977,"102 79558.046875 +103 37752.867188 +104 30741.677734 +105 27497.781250 +106 28422.001953 +107 11853.172852 +108 17687.812500 +109 28916.921875 +110 11860.404297 +111 5733.176758 +112 28036.251953 +113 112819.976562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,Cota-Parte do ITR,SES,1.352201223373413,"83 149.722260 +84 10.706565 +85 149.722260 +86 3.726684 +87 10.706565 +88 106.859146 +89 97.874718 +90 59.495415 +91 1.057785 +92 -8.075395 +93 8.525326 +94 78.094933 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ivorá - RS,Cota-Parte do ITR,Linear Regression,1.352201223373413,"351630 32.072724 +411149 6.429062 +411157 31.823857 +411174 91.188986 +411183 5.184727 +411192 46.289247 +411201 14.932015 +411210 458.464708 +411219 2289.026055 +411228 4105.713072 +411237 26.773932 +411246 11.084947 +Name: y, dtype: float64" +Prefeitura Municipal de Ivorá - RS,Transferencias LC 61_1989,XGBoost,1.0957977771759033,"48 2758.377930 +49 2238.398438 +50 2752.142578 +51 2769.586426 +52 2761.552734 +53 2769.888672 +54 2743.395752 +55 2738.109619 +56 2751.969971 +57 2754.311768 +58 2757.958740 +59 2743.467529 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,IPTU,XGBoost,1.811311960220337,"90 991.973022 +91 2737.340332 +92 73181.445312 +93 69597.250000 +94 69453.070312 +95 69736.000000 +96 69453.070312 +97 69453.070312 +98 69381.125000 +99 69748.921875 +100 69380.335938 +101 69431.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,ISS,XGBoost,0.962425947189331,"108 45862.226562 +109 47773.121094 +110 47562.308594 +111 56595.945312 +112 51044.636719 +113 45619.441406 +114 45744.152344 +115 46556.917969 +116 47477.847656 +117 47784.421875 +118 46738.347656 +119 49320.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,ISS,Linear Regression,0.962425947189331,"396337 44519.313487 +396346 51839.573691 +396355 46514.158570 +396364 54694.077895 +396373 59071.070223 +396382 68268.384953 +396391 62851.328407 +396400 60662.240069 +396409 41811.325442 +396418 45095.363120 +396427 44510.576333 +396436 47394.065865 +Name: y, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,ITBI,XGBoost,3.3445944786071777,"100 24091.376953 +101 6536.629883 +102 8637.832031 +103 6863.894043 +104 26676.609375 +105 14412.148438 +106 7417.968262 +107 10992.457031 +108 7417.968262 +109 18602.658203 +110 17233.119141 +111 5263.666992 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,ITBI,Linear Regression,3.3445944786071777,"396338 4181.348606 +396347 54024.094744 +396356 13845.444893 +396365 27927.944293 +396374 98529.254918 +396383 3682.510119 +396392 23367.212164 +396401 5240.495170 +396410 22803.235739 +396419 5807.035188 +396428 3625.856118 +396437 25494.300826 +Name: y, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,IRRF,XGBoost,1.6570487022399902,"108 34833.289062 +109 35175.253906 +110 35193.902344 +111 35175.253906 +112 35149.324219 +113 35171.187500 +114 35171.187500 +115 35149.324219 +116 50571.648438 +117 62571.441406 +118 62571.441406 +119 62995.480469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do FPM,HWES,1.081794261932373,"108 1253701.625 +109 1895813.750 +110 1054848.500 +111 1155163.375 +112 1256629.500 +113 1284603.750 +114 1256604.000 +115 1054848.500 +116 1054848.500 +117 957082.625 +118 1256629.500 +119 1895813.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do ICMS,HWES,1.036869764328003,"108 630502.1250 +109 461644.2500 +110 461685.5000 +111 631856.1250 +112 633595.7500 +113 630502.1250 +114 631856.1250 +115 633431.1875 +116 633431.1875 +117 633595.7500 +118 630502.1250 +119 633595.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do IPVA,AR,1.663703441619873,"108 194820.953125 +109 34943.515625 +110 45416.445312 +111 117777.875000 +112 47531.984375 +113 16776.826172 +114 38190.910156 +115 15507.623047 +116 16776.826172 +117 12645.291992 +118 12646.098633 +119 194993.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do ITR,SARIMAX,1.4211146831512451,"99 579.349915 +100 558.943359 +101 990.867615 +102 990.867615 +103 1003.567627 +104 992.007935 +105 990.867615 +106 992.126465 +107 3067.189209 +108 3067.189209 +109 964.380920 +110 964.380920 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinto Bandeira - RS,Transferencias LC 61_1989,SES,1.3884472846984863,"96 5658.759766 +97 4241.218750 +98 4819.756836 +99 5967.786621 +100 5267.471191 +101 7005.586426 +102 6489.056641 +103 5182.561035 +104 5423.325195 +105 5736.318848 +106 5049.322266 +107 6018.879395 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,IPTU,XGBoost,3.0136585235595703,"96 1841.983521 +97 1295.341431 +98 1734.112549 +99 1508.106445 +100 4601.897461 +101 1055.583862 +102 5001.332031 +103 53524.664062 +104 3524.893555 +105 2961.028564 +106 2980.142578 +107 806.910095 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,IPTU,Linear Regression,3.0136585235595703,"387503 8584.869611 +387512 2189.752915 +387521 1977.552019 +387530 1927.617144 +419143 654.838392 +419181 65664.648517 +419190 5194.308456 +419199 4087.268248 +419207 1750.994722 +419215 1326.473872 +419224 1449.847640 +419233 1511.212075 +Name: y, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,ISS,XGBoost,2.2939720153808594,"108 13274.382812 +109 12876.261719 +110 10008.290039 +111 16129.442383 +112 12879.758789 +113 10945.897461 +114 10003.263672 +115 12879.758789 +116 10776.370117 +117 10776.381836 +118 12879.758789 +119 10776.370117 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,ITBI,SARIMAX,1.633826732635498,"96 183545.171875 +97 183480.218750 +98 183387.406250 +99 180886.000000 +100 183395.078125 +101 184085.671875 +102 184659.046875 +103 184659.046875 +104 181798.578125 +105 183384.000000 +106 182572.265625 +107 184659.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,IRRF,SARIMAX,2.4435808658599854,"108 58648.960938 +109 58676.074219 +110 58650.140625 +111 58650.140625 +112 58676.074219 +113 58676.074219 +114 58650.140625 +115 58676.074219 +116 58676.074219 +117 58676.074219 +118 58650.140625 +119 58650.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,Cota-Parte do FPM,HWES,1.1111669540405273,"108 1191110.250 +109 1893768.750 +110 1112529.625 +111 1185525.875 +112 1191110.250 +113 1174173.125 +114 1191110.250 +115 1112529.625 +116 1112533.375 +117 1082468.625 +118 1191110.250 +119 1893768.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,Cota-Parte do ICMS,SARIMAX,1.0937652587890625,"108 588368.6875 +109 569988.6875 +110 588021.4375 +111 586697.5000 +112 587846.9375 +113 588368.6875 +114 587846.9375 +115 589958.5625 +116 587846.9375 +117 585597.0000 +118 586697.5625 +119 585597.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,Cota-Parte do IPVA,AR,1.7561850547790527,"101 22748.134766 +102 18439.830078 +103 22506.912109 +104 26294.503906 +105 35977.851562 +106 25372.048828 +107 18130.792969 +108 13581.633789 +109 13615.123047 +110 13455.196289 +111 9771.267578 +112 22216.501953 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,Cota-Parte do ITR,SARIMAX,1.4879989624023438,"35 165.108734 +36 165.108734 +37 165.108734 +38 199.788818 +39 165.141693 +40 165.141693 +41 165.141693 +42 165.141693 +43 211.681961 +44 43542.644531 +45 144.418610 +46 143.383575 +Name: Valor, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,Cota-Parte do ITR,Linear Regression,1.4879989624023438,"35 -48.346868 +36 -49.280502 +37 -32.860063 +38 -53.645251 +39 -31.150573 +40 -50.138882 +41 -13.884235 +42 5403.827307 +43 4183.530638 +44 480.184914 +45 3796.857681 +46 3527.824930 +Name: y, dtype: float64" +Prefeitura Municipal de Inhacorá - RS,Transferencias LC 61_1989,AR,1.2660062313079834,"70 3740.434082 +71 3677.324951 +72 3921.253174 +73 4327.375488 +74 4163.474609 +75 4266.955566 +76 4190.894043 +77 4186.022461 +78 4437.813477 +79 4188.125977 +80 4195.131836 +81 4191.191406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,IPTU,XGBoost,2.0263609886169434,"86 462.265869 +87 472.037567 +88 4332.891113 +89 4287.536621 +90 4378.352051 +91 5292.099121 +92 5292.128418 +93 5517.826172 +94 2902.851074 +95 882.506775 +96 2395.228027 +97 709.406250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,IPTU,Linear Regression,2.0263609886169434,"326657 1016.898444 +326666 508.375145 +326675 508.375145 +326684 995.668941 +376803 1615.917295 +376820 4077.589770 +376836 21725.860744 +376845 35268.540964 +376853 4504.419569 +376862 914.785927 +376870 1063.793337 +376878 259.285791 +Name: y, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,ISS,Prophet,1.6544229984283447,"96 19511.316406 +97 21779.046875 +98 35264.402344 +99 17802.083984 +100 18180.871094 +101 20654.119141 +102 31674.376953 +103 21005.546875 +104 22350.580078 +105 17844.132812 +106 21018.527344 +107 19558.720703 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,ISS,Linear Regression,1.6544229984283447,"376804 19624.654408 +376812 11159.383953 +376821 41950.773133 +376828 27032.857938 +376837 33065.331751 +376846 14601.381274 +376854 39658.043014 +376863 12453.987355 +376871 16795.247646 +376879 25236.651804 +376886 12077.606309 +376893 20344.901058 +Name: y, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,ITBI,MLP,2.8446953296661377,"82 7519.459936 +83 8218.818651 +84 6992.344330 +85 7764.311613 +86 7218.733048 +87 8398.105752 +88 5560.396316 +89 6149.678058 +90 6601.830486 +91 7516.663883 +92 7890.633145 +93 6801.354703 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,ITBI,Linear Regression,2.8446953296661377,"326659 8669.272622 +326668 4457.549397 +326677 10075.252370 +326686 4866.526586 +376805 7374.177012 +376813 1594.864653 +376829 15065.385068 +376838 8266.122508 +376855 4858.592147 +376872 990.036942 +376880 1131.435432 +376887 7390.463120 +Name: y, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,IRRF,XGBoost,2.276501417160034,"96 85199.53125 +97 85199.53125 +98 85199.53125 +99 85199.53125 +100 85199.53125 +101 85199.53125 +102 85199.53125 +103 85199.53125 +104 85199.53125 +105 85199.53125 +106 85199.53125 +107 85199.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,Cota-Parte do FPM,SARIMAX,0.9731686115264893,"96 1140307.125 +97 1738848.875 +98 1070132.125 +99 1140307.125 +100 1728490.000 +101 1140307.125 +102 1738848.875 +103 1140307.125 +104 1141102.125 +105 1136742.375 +106 1738848.875 +107 1738848.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ICMS,XGBoost,0.9318318367004395,"96 382471.84375 +97 406439.06250 +98 418244.03125 +99 400959.34375 +100 417642.78125 +101 400959.34375 +102 400959.34375 +103 414311.25000 +104 403660.46875 +105 418642.43750 +106 412311.00000 +107 403660.46875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ICMS,Linear Regression,0.9318318367004395,"376808 401202.205643 +376816 484974.705245 +376824 520445.469004 +376832 468034.951421 +376841 580510.086815 +376849 461459.274777 +376858 465557.864902 +376866 483376.552879 +376875 452915.775986 +376883 440769.704523 +376890 427044.401745 +376896 454598.069201 +Name: y, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,Cota-Parte do IPVA,HWES,1.6319756507873535,"96 124180.609375 +97 101152.500000 +98 123748.718750 +99 115457.250000 +100 114341.109375 +101 17450.394531 +102 17450.394531 +103 7424.462891 +104 7424.462891 +105 7679.001465 +106 7468.989258 +107 108837.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ITR,SARIMAX,1.6239261627197266,"73 122.219513 +74 138.683533 +75 30.635233 +76 43.692192 +77 36.164463 +78 21.120626 +79 86.945976 +80 67.768959 +81 488.381622 +82 2950.189453 +83 121.999809 +84 16.849604 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ITR,Linear Regression,1.6239261627197266,"73 -254.349487 +74 0.557284 +75 22.789998 +76 402.815356 +77 693.560237 +78 70.607008 +79 337.114966 +80 696.711630 +81 921.211745 +82 2282.873562 +83 957.349671 +84 784.536345 +Name: y, dtype: float64" +Prefeitura Municipal de Chuvisca - RS,Transferencias LC 61_1989,XGBoost,1.0484249591827393,"33 4226.574219 +34 4226.662598 +35 3948.410889 +36 3952.512939 +37 4226.574219 +38 3948.410889 +39 3952.512939 +40 3946.839111 +41 3946.839111 +42 3953.182861 +43 3946.839111 +44 3953.182861 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,IPTU,MLP,1.4746623039245605,"108 1.001482e+06 +109 3.063328e+05 +110 3.103398e+05 +111 2.838846e+05 +112 3.189253e+05 +113 2.887459e+05 +114 3.015849e+05 +115 3.059821e+05 +116 2.910787e+05 +117 3.005610e+05 +118 3.036072e+05 +119 7.267791e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,ISS,XGBoost,1.4379405975341797,"108 217456.796875 +109 215316.359375 +110 252356.531250 +111 252356.531250 +112 223934.812500 +113 223934.812500 +114 223934.812500 +115 220826.218750 +116 223934.812500 +117 220826.218750 +118 252356.531250 +119 249247.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,ITBI,MLP,1.8204951286315918,"108 63814.470531 +109 64970.281558 +110 67948.359258 +111 66247.709227 +112 68411.566123 +113 71785.403806 +114 75061.841387 +115 73111.883613 +116 71590.022073 +117 74481.492614 +118 75853.012955 +119 75365.889200 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,IRRF,XGBoost,2.652595281600952,"108 411914.37500 +109 401873.00000 +110 401873.00000 +111 401873.00000 +112 411914.37500 +113 400960.00000 +114 411914.37500 +115 396795.03125 +116 400960.00000 +117 400960.00000 +118 401873.00000 +119 411914.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do FPM,HWES,1.3022685050964355,"108 3076521.50 +109 3256076.75 +110 2224343.75 +111 2534195.00 +112 3251954.00 +113 3060445.25 +114 3251854.00 +115 2224343.75 +116 2224345.25 +117 1919269.25 +118 3251954.00 +119 3788472.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do ICMS,AR,0.9705073833465576,"108 1356707.375 +109 1242033.125 +110 1232110.250 +111 1258259.250 +112 1297950.625 +113 1298687.750 +114 1253132.875 +115 1328838.375 +116 1328829.500 +117 1343840.500 +118 1344651.125 +119 1343840.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do IPVA,XGBoost,1.5097119808197021,"108 679675.437500 +109 242464.875000 +110 330892.812500 +111 583595.125000 +112 518823.437500 +113 185050.671875 +114 157657.609375 +115 99747.304688 +116 46195.781250 +117 25716.814453 +118 23905.052734 +119 619913.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do ITR,XGBoost,1.3820455074310303,"98 68.369888 +99 579.604126 +100 632.240540 +101 -12.031274 +102 8.349902 +103 3667.902344 +104 858.179260 +105 507.705383 +106 3879.017090 +107 4533.173340 +108 474.503937 +109 511.239014 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nova Hartz - RS,Transferencias LC 61_1989,XGBoost,1.078054428100586,"108 9459.177734 +109 9626.958984 +110 10743.873047 +111 11282.333984 +112 10889.475586 +113 10632.261719 +114 12604.679688 +115 11108.741211 +116 11063.896484 +117 11826.461914 +118 10957.871094 +119 11333.842773 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,IPTU,AR,1.321138620376587,"103 196169.015625 +104 382361.656250 +105 50487.171875 +106 84401.679688 +107 84401.679688 +108 84401.679688 +109 47657.828125 +110 58921.566406 +111 39764.171875 +112 48892.398438 +113 61763.816406 +114 41089.394531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,IPTU,Linear Regression,1.321138620376587,"402519 245064.893268 +402528 612261.394297 +402537 134073.780677 +402546 102390.677072 +402555 108867.264514 +402564 109108.225153 +402573 115483.247567 +402582 45852.632683 +402591 26722.219349 +402600 13032.292763 +402609 21965.173666 +402618 32882.839825 +Name: y, dtype: float64" +Prefeitura Municipal de Seberi - RS,ISS,XGBoost,1.3351716995239258,"104 300336.00000 +105 301422.46875 +106 301422.46875 +107 287355.37500 +108 275621.00000 +109 275621.00000 +110 300336.00000 +111 275621.00000 +112 275621.00000 +113 275621.00000 +114 275621.00000 +115 275621.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,ISS,Linear Regression,1.3351716995239258,"402520 286390.100685 +402529 216392.790517 +402538 210948.957189 +402547 312012.243265 +402556 248858.596230 +402565 262738.776888 +402574 295894.282834 +402583 258806.084008 +402592 253814.098988 +402601 278576.345595 +402610 252368.166129 +402619 251822.640727 +Name: y, dtype: float64" +Prefeitura Municipal de Seberi - RS,ITBI,SES,2.271693229675293,"104 62267.902344 +105 68004.367188 +106 70524.195312 +107 51017.828125 +108 67683.000000 +109 65317.312500 +110 70383.890625 +111 51025.054688 +112 67514.476562 +113 72134.062500 +114 62231.476562 +115 72457.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,IRRF,XGBoost,1.0604162216186523,"104 225724.328125 +105 213381.140625 +106 214773.750000 +107 214773.750000 +108 214773.750000 +109 214773.750000 +110 192133.000000 +111 225519.421875 +112 358018.562500 +113 214773.750000 +114 213383.000000 +115 348715.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,Cota-Parte do FPM,MLP,1.0605413913726807,"104 1.688758e+06 +105 1.955071e+06 +106 1.544877e+06 +107 1.646264e+06 +108 1.734630e+06 +109 1.685149e+06 +110 1.878487e+06 +111 1.579499e+06 +112 1.602610e+06 +113 1.566153e+06 +114 1.760869e+06 +115 2.234268e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,Cota-Parte do ICMS,SARIMAX,1.1483659744262695,"104 1629181.500 +105 1553485.000 +106 1585346.500 +107 1652113.125 +108 1635380.875 +109 1629390.375 +110 1652113.125 +111 1652185.375 +112 1652113.125 +113 1635380.875 +114 1629181.500 +115 1635380.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,Cota-Parte do IPVA,SARIMAX,1.9422986507415771,"104 200551.171875 +105 113058.898438 +106 196256.031250 +107 196871.796875 +108 372748.093750 +109 168151.250000 +110 49781.503906 +111 97091.781250 +112 12155.208984 +113 12155.051758 +114 104763.757812 +115 410958.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,Cota-Parte do IPVA,Linear Regression,1.9422986507415771,"104 110896.850858 +105 40755.416401 +106 72292.811383 +107 138612.863451 +108 113072.765378 +109 48445.762523 +110 44729.640750 +111 48155.043258 +112 33639.415826 +113 28638.158495 +114 22450.250437 +115 137984.746661 +Name: y, dtype: float64" +Prefeitura Municipal de Seberi - RS,Cota-Parte do ITR,MLP,1.90281343460083,"103 4196.883044 +104 4532.303053 +105 4962.334182 +106 5536.999661 +107 5982.342996 +108 7185.585790 +109 7134.889979 +110 8080.046727 +111 11777.694607 +112 45158.763824 +113 8174.996629 +114 9101.219442 +Name: Valor, dtype: float64" +Prefeitura Municipal de Seberi - RS,Transferencias LC 61_1989,XGBoost,0.8940258026123047,"44 14071.174805 +45 11291.899414 +46 13803.372070 +47 14082.516602 +48 14081.047852 +49 14082.516602 +50 14080.165039 +51 14000.552734 +52 14086.742188 +53 14982.772461 +54 13803.372070 +55 14073.824219 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,IPTU,SARIMAX,1.2401094436645508,"108 7.839088e+04 +109 6.616016e+04 +110 2.727549e+05 +111 3.876679e+05 +112 2.132216e+06 +113 3.262063e+05 +114 3.194002e+05 +115 1.892093e+05 +116 1.892090e+05 +117 1.893912e+05 +118 1.653551e+05 +119 2.659244e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,IPTU,Linear Regression,1.2401094436645508,"108 119924.407605 +109 67053.470774 +110 122841.064527 +111 173188.177212 +112 646866.480235 +113 226141.731949 +114 177758.294875 +115 179718.540799 +116 169500.190451 +117 181118.460965 +118 138244.697319 +119 107824.364360 +Name: y, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,ISS,XGBoost,1.0371229648590088,"108 612359.9375 +109 670084.2500 +110 671144.8750 +111 670084.2500 +112 670084.2500 +113 670084.2500 +114 662835.2500 +115 666774.8750 +116 666774.8125 +117 662835.2500 +118 666774.8750 +119 666774.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,ITBI,XGBoost,1.1492254734039307,"108 134971.984375 +109 179765.031250 +110 117513.023438 +111 133706.656250 +112 179331.468750 +113 117269.367188 +114 117513.023438 +115 204840.109375 +116 156114.968750 +117 183947.015625 +118 80885.257812 +119 89695.851562 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,ITBI,Linear Regression,1.1492254734039307,"427861 99507.013600 +427870 231624.569009 +427879 154041.486494 +427888 66942.364261 +427897 223548.120363 +427906 141939.774831 +427915 156468.386410 +427924 260746.115902 +427933 165745.700398 +427942 226965.056143 +427951 140571.160576 +427960 98308.037013 +Name: y, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,IRRF,MLP,1.089341640472412,"108 333897.818735 +109 327464.076361 +110 329146.699773 +111 329134.648977 +112 323288.914156 +113 319739.131007 +114 337872.110039 +115 324529.212038 +116 328125.184447 +117 338540.731637 +118 331410.318858 +119 426658.524196 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,IRRF,Linear Regression,1.089341640472412,"427862 325178.311784 +427871 307600.133025 +427880 312679.793752 +427889 313097.938536 +427898 296722.133633 +427907 286262.093459 +427916 337866.301816 +427925 300942.643081 +427934 311285.600489 +427943 341744.674247 +427952 322944.934126 +427961 598582.149275 +Name: y, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do FPM,AR,1.1593780517578125,"108 2984665.500 +109 2778177.000 +110 1951315.625 +111 2095050.875 +112 2298106.750 +113 2298106.750 +114 4418795.000 +115 2328932.500 +116 2606932.500 +117 2328932.500 +118 2639377.750 +119 4025065.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do FPM,Linear Regression,1.1593780517578125,"427863 2.724454e+06 +427872 2.364208e+06 +427881 1.779629e+06 +427890 2.034672e+06 +427899 2.261864e+06 +427908 2.112565e+06 +427917 6.612305e+06 +427926 2.252638e+06 +427935 2.296336e+06 +427944 2.132751e+06 +427953 2.767169e+06 +427962 4.394458e+06 +Name: y, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do ICMS,HWES,1.0498967170715332,"108 2356240.75 +109 2301939.75 +110 2340076.00 +111 2456683.25 +112 2371377.00 +113 2428638.00 +114 2398973.25 +115 2478322.00 +116 2231707.75 +117 2386258.75 +118 2372346.75 +119 2398973.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do IPVA,SARIMAX,1.5389816761016846,"108 732358.375000 +109 276672.562500 +110 368301.187500 +111 735984.625000 +112 574722.812500 +113 94470.429688 +114 797845.500000 +115 128106.726562 +116 102939.093750 +117 99931.570312 +118 96856.937500 +119 756156.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do IPVA,Linear Regression,1.5389816761016846,"108 240474.664120 +109 105614.914097 +110 133231.185926 +111 255253.739749 +112 193962.211608 +113 110345.404664 +114 305748.638363 +115 47023.096753 +116 34461.478835 +117 31971.609162 +118 28068.819335 +119 274975.392382 +Name: y, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do ITR,MLP,1.7493839263916016,"103 3024.452767 +104 3155.170976 +105 3195.369076 +106 3917.496265 +107 3813.197895 +108 4238.786812 +109 4773.404676 +110 5602.486419 +111 14270.381550 +112 27756.820935 +113 5001.140567 +114 4780.202562 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sebastião do Caí - RS,Transferencias LC 61_1989,HWES,1.2617812156677246,"96 20639.626953 +97 20527.996094 +98 20096.441406 +99 19232.195312 +100 22216.078125 +101 21105.326172 +102 22549.796875 +103 20422.632812 +104 20053.875000 +105 22970.125000 +106 21839.509766 +107 25607.966797 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,IPTU,SES,1.6289870738983154,"92 41685.507812 +93 132678.781250 +94 40430.339844 +95 41354.656250 +96 81754.859375 +97 50023.605469 +98 136145.234375 +99 137501.343750 +100 135688.156250 +101 47340.351562 +102 47340.351562 +103 47267.039062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,IPTU,Linear Regression,1.6289870738983154,"377849 28492.484180 +377858 14810.829505 +377867 48696.237776 +377876 38961.982816 +377884 238349.080314 +377893 808112.851193 +377902 101258.811391 +377911 105463.149577 +377920 82605.971282 +377929 31778.992637 +377938 33226.349250 +377947 41135.917935 +Name: y, dtype: float64" +Prefeitura Municipal de Vale Real - RS,ISS,XGBoost,1.031702995300293,"92 48947.804688 +93 48041.402344 +94 46744.605469 +95 48555.812500 +96 47433.988281 +97 47433.988281 +98 47433.988281 +99 47460.593750 +100 46593.476562 +101 47434.019531 +102 48946.097656 +103 48946.523438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,ITBI,XGBoost,1.6375415325164795,"92 30874.542969 +93 27642.900391 +94 41812.679688 +95 41474.023438 +96 42907.527344 +97 40694.203125 +98 16399.763672 +99 16399.763672 +100 17500.003906 +101 18713.906250 +102 17843.117188 +103 18684.763672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,IRRF,Prophet,1.2258262634277344,"92 122098.046875 +93 111212.453125 +94 122170.148438 +95 122170.148438 +96 122170.148438 +97 122170.148438 +98 122170.148438 +99 122170.148438 +100 122715.562500 +101 122170.148438 +102 122715.562500 +103 122715.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,Cota-Parte do FPM,MLP,0.9709031581878662,"92 1.171501e+06 +93 1.372439e+06 +94 1.097488e+06 +95 1.183041e+06 +96 1.243998e+06 +97 1.211559e+06 +98 1.395095e+06 +99 1.202532e+06 +100 1.167701e+06 +101 1.151966e+06 +102 1.273794e+06 +103 1.586146e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,Cota-Parte do ICMS,XGBoost,1.1551048755645752,"92 498014.09375 +93 475002.78125 +94 474952.25000 +95 475002.78125 +96 474694.56250 +97 474930.71875 +98 474973.09375 +99 475138.34375 +100 474102.53125 +101 476399.12500 +102 473233.37500 +103 475452.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,Cota-Parte do IPVA,MLP,1.2271296977996826,"92 223726.739275 +93 98290.817744 +94 120539.036095 +95 203082.240159 +96 126473.028028 +97 77780.997424 +98 67913.272386 +99 64719.254971 +100 65315.336093 +101 58192.328473 +102 60083.311403 +103 495747.070105 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,Cota-Parte do ITR,XGBoost,1.3304533958435059,"72 109.304398 +73 133.151276 +74 398.227570 +75 -31.490356 +76 284.906586 +77 52.636177 +78 52.205715 +79 -31.667221 +80 31.794485 +81 -9.541542 +82 7.571665 +83 16.485071 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vale Real - RS,Cota-Parte do ITR,Linear Regression,1.3304533958435059,"328857 42.632713 +377856 12.725564 +377865 25.914002 +377874 13.713488 +377891 38.266504 +377900 22.141929 +377909 278.787962 +377918 21.243817 +377927 678.448059 +377936 976.034208 +377945 41.402990 +377954 4.248763 +Name: y, dtype: float64" +Prefeitura Municipal de Vale Real - RS,Transferencias LC 61_1989,SES,0.965350866317749,"44 4324.440430 +45 3760.478760 +46 3760.478760 +47 3786.333984 +48 4174.153809 +49 4174.153809 +50 4158.214355 +51 4174.153809 +52 3609.236572 +53 4324.440430 +54 4174.153809 +55 4158.214355 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,IPTU,HWES,2.180657386779785,"96 84831.312500 +97 84431.570312 +98 812581.000000 +99 309405.000000 +100 158924.921875 +101 104778.484375 +102 158976.093750 +103 104778.484375 +104 54842.265625 +105 54852.933594 +106 54846.226562 +107 54852.933594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,IPTU,Linear Regression,2.180657386779785,"359089 3.913094e+04 +359098 2.304686e+05 +359107 3.629371e+05 +359116 1.014026e+06 +359125 1.778865e+05 +359133 1.523541e+05 +359141 1.742621e+05 +359149 1.540521e+05 +359157 5.963036e+04 +359165 7.487544e+04 +359173 4.866922e+04 +359181 6.458924e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Constantina - RS,ISS,Prophet,1.0368537902832031,"96 138850.421875 +97 137902.593750 +98 140761.828125 +99 138032.437500 +100 140757.765625 +101 140639.828125 +102 139186.343750 +103 139186.343750 +104 139186.343750 +105 139186.343750 +106 135368.140625 +107 139186.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,ISS,Linear Regression,1.0368537902832031,"359090 321189.257010 +359099 92523.074972 +359108 116277.873632 +359117 109615.882056 +359126 125563.574124 +359134 135467.148552 +359142 127635.161748 +359150 128069.299380 +359158 142020.618534 +359166 132168.967578 +359174 175543.529282 +359182 142259.620275 +Name: y, dtype: float64" +Prefeitura Municipal de Constantina - RS,ITBI,MLP,2.2709732055664062,"88 60472.307585 +89 63220.030471 +90 58656.209312 +91 65441.204199 +92 64217.158690 +93 55243.690995 +94 58504.982255 +95 58985.977740 +96 56070.021783 +97 53868.496217 +98 59198.653740 +99 51183.286010 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,ITBI,Linear Regression,2.2709732055664062,"310242 53479.804695 +310251 65267.769531 +310260 47381.516527 +310269 75586.592197 +310278 71918.260009 +310287 36136.700181 +310296 49362.849434 +310305 51663.437841 +359091 40046.930199 +359100 30899.890794 +359109 52448.337303 +359118 19823.543074 +Name: y, dtype: float64" +Prefeitura Municipal de Constantina - RS,IRRF,Prophet,1.5334889888763428,"96 185629.453125 +97 185608.515625 +98 108870.929688 +99 199948.281250 +100 185608.515625 +101 193936.093750 +102 188848.015625 +103 185608.515625 +104 185608.515625 +105 185609.109375 +106 193936.093750 +107 199948.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,Cota-Parte do FPM,SARIMAX,1.0666120052337646,"96 1492669.500 +97 1811506.375 +98 1235205.125 +99 1492669.500 +100 1749958.625 +101 1492669.500 +102 1811506.375 +103 1492669.500 +104 1444901.375 +105 1140566.625 +106 1811506.375 +107 1811506.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,Cota-Parte do ICMS,XGBoost,1.1405830383300781,"96 9.219990e+05 +97 1.022152e+06 +98 1.039680e+06 +99 1.022152e+06 +100 1.043227e+06 +101 1.041666e+06 +102 1.022152e+06 +103 1.022152e+06 +104 1.025950e+06 +105 1.027580e+06 +106 9.192733e+05 +107 1.041310e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,Cota-Parte do IPVA,XGBoost,1.0227270126342773,"95 488199.437500 +96 373507.875000 +97 345683.843750 +98 431625.812500 +99 345683.843750 +100 55891.722656 +101 42185.105469 +102 62950.351562 +103 23425.486328 +104 16555.486328 +105 16555.486328 +106 488199.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,Cota-Parte do ITR,XGBoost,3.0682003498077393,"96 568.655579 +97 813.137817 +98 485.618225 +99 813.067139 +100 561.718018 +101 1088.656860 +102 665.482666 +103 1076.821289 +104 19299.841797 +105 27988.083984 +106 1105.161865 +107 1088.656860 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,Transferencias LC 61_1989,AR,1.3989176750183105,"96 9429.905273 +97 9228.530273 +98 9299.371094 +99 8508.244141 +100 9806.818359 +101 10044.934570 +102 8183.960938 +103 9710.654297 +104 9227.252930 +105 9418.611328 +106 9778.176758 +107 8243.510742 +Name: Valor, dtype: float64" +Prefeitura Municipal de Constantina - RS,Transferencias LC 61_1989,Linear Regression,1.3989176750183105,"359097 12500.231182 +359106 15468.883655 +359115 13984.888924 +359124 10851.431024 +359132 9738.497133 +359140 9039.435606 +359148 10985.276236 +359156 7658.018046 +359164 11583.749623 +359172 12427.489476 +359180 8642.694955 +359188 11164.549496 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,IPTU,HWES,1.4515471458435059,"103 29059.082031 +104 49986.324219 +105 261629.218750 +106 261629.218750 +107 86830.859375 +108 68980.093750 +109 69041.046875 +110 86830.875000 +111 50017.574219 +112 46012.097656 +113 50017.574219 +114 41237.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,ISS,XGBoost,1.1282844543457031,"104 182205.500000 +105 178232.203125 +106 184845.890625 +107 182488.078125 +108 184845.890625 +109 182649.031250 +110 181999.000000 +111 185332.281250 +112 183680.218750 +113 182266.125000 +114 185332.281250 +115 185332.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,ITBI,SARIMAX,1.062786340713501,"104 238135.203125 +105 239092.062500 +106 256574.203125 +107 251496.843750 +108 394130.656250 +109 396333.000000 +110 256574.296875 +111 394465.843750 +112 399025.218750 +113 396333.000000 +114 256090.937500 +115 399025.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,IRRF,XGBoost,1.8487989902496338,"104 216567.96875 +105 610359.25000 +106 217887.03125 +107 217887.03125 +108 217887.03125 +109 217887.03125 +110 217887.03125 +111 217887.03125 +112 217887.03125 +113 247043.21875 +114 217887.03125 +115 610359.25000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do FPM,MLP,1.3322622776031494,"104 1.457033e+06 +105 1.667788e+06 +106 1.353074e+06 +107 1.436317e+06 +108 1.555875e+06 +109 1.620914e+06 +110 1.813772e+06 +111 1.513293e+06 +112 1.533471e+06 +113 1.495860e+06 +114 1.682545e+06 +115 2.139069e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do ICMS,AR,1.042830228805542,"104 2132744.500 +105 1862554.625 +106 1898051.375 +107 2226476.750 +108 2285787.250 +109 2256597.000 +110 2284581.000 +111 2285787.250 +112 2285787.250 +113 2305809.500 +114 2284581.000 +115 2305809.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do IPVA,SES,1.2142455577850342,"100 184401.671875 +101 144161.328125 +102 74735.765625 +103 64713.824219 +104 70097.429688 +105 169510.328125 +106 59339.945312 +107 42507.480469 +108 35665.929688 +109 44303.027344 +110 105765.906250 +111 138128.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do IPVA,Linear Regression,1.2142455577850342,"356624 6647.390435 +356633 226343.023514 +408739 258759.856795 +408748 65157.855458 +408765 288253.363901 +408774 186246.716963 +408783 84973.084643 +408792 55703.572456 +408801 26775.285026 +408810 18689.750970 +408819 8845.996803 +408836 163444.953036 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do ITR,SARIMAX,2.0225491523742676,"103 1.022537e+05 +104 1.004185e+04 +105 1.004185e+04 +106 1.025856e+05 +107 9.443895e+04 +108 7.753652e+03 +109 8.799152e+03 +110 4.267817e+04 +111 6.366174e+04 +112 1.269233e+06 +113 1.386202e+05 +114 1.222452e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,IPTU,HWES,2.1978907585144043,"108 17747.773438 +109 21189.775391 +110 170250.953125 +111 18762.185547 +112 18762.185547 +113 18767.494141 +114 16608.498047 +115 17864.314453 +116 168896.468750 +117 58369.750000 +118 53681.398438 +119 54178.097656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,ISS,AR,1.9774794578552246,"108 74886.914062 +109 74885.875000 +110 50030.132812 +111 63466.734375 +112 49935.632812 +113 49218.210938 +114 74259.476562 +115 483426.468750 +116 75124.296875 +117 74885.875000 +118 47566.359375 +119 71548.945312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,ITBI,XGBoost,1.1705732345581055,"103 9714.885742 +104 14708.201172 +105 12398.638672 +106 15700.304688 +107 11716.843750 +108 13809.759766 +109 12521.355469 +110 7645.069824 +111 14825.041016 +112 26940.646484 +113 7770.623535 +114 15723.720703 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,IRRF,SARIMAX,1.13836669921875,"108 181752.578125 +109 177255.625000 +110 177255.625000 +111 177884.390625 +112 177889.187500 +113 177889.187500 +114 177871.359375 +115 177889.187500 +116 177889.187500 +117 177889.187500 +118 176808.546875 +119 177843.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do FPM,HWES,1.0263583660125732,"108 1.237295e+06 +109 1.893394e+06 +110 1.103997e+06 +111 1.097650e+06 +112 1.240145e+06 +113 1.103762e+06 +114 1.259036e+06 +115 1.103997e+06 +116 1.104430e+06 +117 9.634528e+05 +118 1.240145e+06 +119 1.893394e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do ICMS,XGBoost,0.9702115058898926,"108 717184.0625 +109 701203.6875 +110 681901.7500 +111 721849.3750 +112 668500.3750 +113 695266.3125 +114 660379.1250 +115 703067.3750 +116 694136.1875 +117 753207.5000 +118 740832.3750 +119 756467.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do ICMS,Linear Regression,0.9702115058898926,"397479 8.953843e+05 +397488 7.335251e+05 +397497 7.777753e+05 +397506 9.662496e+05 +397515 1.109457e+06 +397524 8.802592e+05 +397533 9.450851e+05 +397542 1.007471e+06 +397551 9.987306e+05 +397560 1.185267e+06 +397569 8.970258e+05 +397578 1.219870e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do IPVA,AR,1.8427236080169678,"108 73833.882812 +109 54980.628906 +110 48296.976562 +111 74490.921875 +112 74491.335938 +113 55329.308594 +114 36673.964844 +115 13373.633789 +116 8958.570312 +117 12808.595703 +118 8833.459961 +119 69263.226562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do IPVA,Linear Regression,1.8427236080169678,"397480 135764.438848 +397489 47924.534822 +397498 52130.022991 +397507 101032.855488 +397516 104141.217407 +397525 43696.727527 +397534 19105.182615 +397543 10834.312787 +397552 8188.815196 +397561 9647.400516 +397570 3069.450213 +397579 81782.072423 +Name: y, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do ITR,SARIMAX,1.54948091506958,"72 3731.155273 +73 2990.980957 +74 3445.204346 +75 -367.793854 +76 -559.915894 +77 475.367065 +78 -355.111206 +79 3255.698486 +80 10012.022461 +81 98835.984375 +82 13225.075195 +83 13400.037109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Hulha Negra - RS,Transferencias LC 61_1989,XGBoost,2.100555658340454,"108 7641.345215 +109 7196.591797 +110 7194.205078 +111 7145.709473 +112 7145.648438 +113 7130.236816 +114 7797.998047 +115 7145.648438 +116 6914.245605 +117 7081.902832 +118 7197.248535 +119 7764.030273 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,IPTU,HWES,2.089364767074585,"106 2.892081e+04 +107 4.665055e+04 +108 1.771230e+05 +109 1.333277e+06 +110 3.965365e+05 +111 1.961177e+05 +112 1.874472e+05 +113 1.840480e+05 +114 1.877074e+05 +115 1.875042e+05 +116 3.428125e+04 +117 4.115274e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,IPTU,Linear Regression,2.089364767074585,"411464 5.744495e+04 +411473 9.978017e+04 +411482 2.499266e+05 +411491 5.438374e+05 +411500 2.233561e+06 +411509 2.831576e+05 +411518 2.106908e+05 +411527 2.505476e+05 +411536 2.128905e+05 +411545 2.027274e+05 +411554 7.304186e+04 +411563 5.635469e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Feliz - RS,ISS,SARIMAX,2.718264102935791,"108 521304.87500 +109 521304.87500 +110 531160.56250 +111 531613.25000 +112 505891.59375 +113 521304.87500 +114 521304.87500 +115 531160.56250 +116 531160.56250 +117 531160.56250 +118 531160.56250 +119 531613.25000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,ITBI,XGBoost,1.1968867778778076,"108 146624.812500 +109 143713.343750 +110 97320.218750 +111 71272.484375 +112 140969.468750 +113 140969.468750 +114 135958.921875 +115 73456.406250 +116 144531.171875 +117 117229.656250 +118 96124.601562 +119 85024.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,IRRF,SARIMAX,2.636615514755249,"108 101971.640625 +109 130636.187500 +110 130632.351562 +111 130641.828125 +112 101971.640625 +113 130632.351562 +114 130642.382812 +115 130642.382812 +116 130632.351562 +117 130636.187500 +118 130632.351562 +119 244250.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,Cota-Parte do FPM,HWES,1.3212668895721436,"108 2100323.00 +109 3156283.75 +110 1815886.75 +111 1977051.25 +112 2100325.50 +113 2097518.25 +114 2100325.50 +115 1815886.75 +116 1815886.75 +117 1772141.50 +118 2100325.50 +119 3156283.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,Cota-Parte do ICMS,HWES,0.9766983985900879,"108 1357595.125 +109 1080074.125 +110 1213479.000 +111 1366677.500 +112 1469039.000 +113 1393790.375 +114 1364653.250 +115 1366677.500 +116 1366677.500 +117 1412528.750 +118 1387266.125 +119 1412528.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,Cota-Parte do IPVA,XGBoost,1.462756872177124,"108 1.040165e+06 +109 2.061717e+05 +110 2.927024e+05 +111 4.991730e+05 +112 2.624002e+05 +113 1.595365e+05 +114 1.466074e+05 +115 5.710346e+04 +116 3.975966e+04 +117 4.180331e+04 +118 2.357112e+04 +119 1.040165e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,Cota-Parte do IPVA,Linear Regression,1.462756872177124,"411470 1.159080e+06 +411479 2.160747e+05 +411488 2.962282e+05 +411497 5.193001e+05 +411506 3.402651e+05 +411515 1.537101e+05 +411524 1.112860e+05 +411533 6.739929e+04 +411542 2.937385e+04 +411551 3.821584e+04 +411560 2.150059e+04 +411569 1.092779e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Feliz - RS,Cota-Parte do ITR,XGBoost,2.810642957687378,"106 622.694763 +107 633.812927 +108 630.772827 +109 623.198425 +110 623.940796 +111 628.862549 +112 629.748230 +113 631.056274 +114 2598.390137 +115 2788.504395 +116 630.431641 +117 630.431641 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,Transferencias LC 61_1989,HWES,1.4076926708221436,"108 11426.490234 +109 9948.286133 +110 11029.200195 +111 10301.052734 +112 9869.746094 +113 9885.257812 +114 12213.841797 +115 8871.863281 +116 10941.893555 +117 8881.500000 +118 10335.431641 +119 13097.066406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Feliz - RS,Transferencias LC 61_1989,Linear Regression,1.4076926708221436,"411472 13025.600997 +411481 7085.486554 +411490 8948.177309 +411499 10556.315111 +411508 9742.103290 +411517 11041.962988 +411526 11389.469139 +411535 9501.047290 +411544 10114.108028 +411553 16767.298062 +411562 8948.419769 +411571 11790.609518 +Name: y, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,IPTU,XGBoost,1.6832165718078613,"106 7.592760e+04 +107 8.004164e+04 +108 1.440141e+05 +109 1.571758e+05 +110 2.499985e+05 +111 2.471992e+05 +112 1.652970e+06 +113 3.047576e+05 +114 2.136299e+05 +115 2.428729e+05 +116 2.244916e+05 +117 2.846858e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,IPTU,Linear Regression,1.6832165718078613,"432046 5.615649e+04 +432055 4.779153e+04 +432064 8.485213e+04 +432073 1.535071e+05 +432082 3.013071e+05 +432091 3.430388e+05 +432100 1.764810e+06 +432109 4.303143e+05 +432118 3.428861e+05 +432127 3.114111e+05 +432136 8.690714e+04 +432145 7.741100e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,ISS,MLP,1.5411863327026367,"108 138721.834528 +109 135648.188657 +110 142137.996490 +111 146666.481587 +112 138041.777571 +113 135322.127373 +114 140479.604784 +115 142606.486029 +116 141260.900738 +117 136550.083529 +118 134000.260151 +119 137693.299769 +Name: Valor, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,ISS,Linear Regression,1.5411863327026367,"432047 165958.165635 +432056 150408.042277 +432065 182654.549284 +432074 206294.308841 +432083 164299.763223 +432092 150495.579994 +432101 176018.758941 +432110 187241.222994 +432119 181345.856836 +432128 158172.706916 +432137 144992.930010 +432146 162885.467828 +Name: y, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,ITBI,MLP,1.3116161823272705,"108 36288.374175 +109 33953.535771 +110 38902.792193 +111 32718.461075 +112 33274.024858 +113 30842.791346 +114 31537.591407 +115 39747.552627 +116 29280.483605 +117 35370.175070 +118 37552.270928 +119 32252.963865 +Name: Valor, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,ITBI,Linear Regression,1.3116161823272705,"432048 65286.550159 +432057 45841.571675 +432066 88580.741003 +432075 36854.725194 +432084 41190.410992 +432093 19865.969946 +432102 24651.709981 +432111 94671.528047 +432120 6141.988897 +432129 57007.149126 +432138 76282.189945 +432147 31668.206424 +Name: y, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,IRRF,XGBoost,1.2961170673370361,"106 38906.742188 +107 42306.273438 +108 41915.023438 +109 58974.132812 +110 38760.234375 +111 37690.195312 +112 31698.056641 +113 34596.304688 +114 30960.875000 +115 88990.406250 +116 31600.365234 +117 29658.382812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,IRRF,Linear Regression,1.2961170673370361,"432049 13426.884282 +432058 40706.397814 +432067 25972.743965 +432076 103857.612294 +432085 21888.646407 +432094 108789.487731 +432103 67577.234645 +432112 60561.493624 +432121 69469.700148 +432130 16464.092149 +432139 116710.116570 +432148 33876.052871 +Name: y, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do FPM,XGBoost,1.1248526573181152,"108 1401635.500 +109 1631500.750 +110 1401636.000 +111 1247292.750 +112 1677888.500 +113 1605778.875 +114 1677893.125 +115 1401635.500 +116 1357422.875 +117 1245733.125 +118 1749422.000 +119 1677888.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do FPM,Linear Regression,1.1248526573181152,"432050 1.282747e+06 +432059 1.788638e+06 +432068 1.309215e+06 +432077 1.496842e+06 +432086 1.663980e+06 +432095 1.554145e+06 +432104 1.940579e+06 +432113 1.325754e+06 +432122 1.351472e+06 +432131 1.255196e+06 +432140 2.073305e+06 +432149 1.791858e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do ICMS,AR,1.240673542022705,"108 530947.25000 +109 554393.68750 +110 520799.40625 +111 552018.06250 +112 579093.56250 +113 590731.68750 +114 542846.56250 +115 556149.68750 +116 556149.68750 +117 590288.12500 +118 545089.81250 +119 576642.06250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do IPVA,AR,1.5409297943115234,"108 280662.187500 +109 225914.703125 +110 273529.468750 +111 360352.000000 +112 255855.703125 +113 139456.468750 +114 129182.375000 +115 61548.824219 +116 74951.125000 +117 34191.781250 +118 34191.781250 +119 309792.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do IPVA,Linear Regression,1.5409297943115234,"432052 314907.533845 +432061 171376.496106 +432070 245265.398473 +432079 463427.424573 +432088 426425.452386 +432097 115962.135546 +432106 103762.754741 +432115 57393.867628 +432124 47391.866025 +432133 31439.141196 +432142 29862.350144 +432151 250628.768782 +Name: y, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do ITR,AR,1.7643077373504639,"103 1117.144653 +104 808.150085 +105 1016.686096 +106 1304.536865 +107 2037.139526 +108 2051.135254 +109 2092.217041 +110 2092.217041 +111 2040.230835 +112 3234.852783 +113 2042.853027 +114 2101.338135 +Name: Valor, dtype: float64" +Prefeitura Municipal de Terra de Areia - RS,Transferencias LC 61_1989,HWES,1.2983379364013672,"96 5699.851074 +97 5401.708984 +98 5628.297363 +99 5748.500000 +100 5926.079102 +101 5734.430664 +102 5684.656738 +103 5584.783203 +104 5163.163086 +105 4333.701660 +106 5622.463867 +107 6913.190918 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,IPTU,MLP,1.4827845096588135,"75 23829.551967 +76 26642.497392 +77 32357.832945 +78 39407.793237 +79 48039.669635 +80 58556.918266 +81 71074.646695 +82 85066.147513 +83 101995.598214 +84 118506.859244 +85 123501.937937 +86 146699.661172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,ISS,XGBoost,1.793226718902588,"104 32593.855469 +105 32593.855469 +106 32593.855469 +107 32591.546875 +108 32235.632812 +109 32593.855469 +110 32220.001953 +111 32220.001953 +112 32218.482422 +113 32220.001953 +114 32593.855469 +115 32593.855469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,ITBI,AR,2.896712064743042,"94 48625.082031 +95 48033.164062 +96 48750.652344 +97 48659.367188 +98 47921.074219 +99 48766.890625 +100 48659.367188 +101 48766.890625 +102 48659.367188 +103 48648.238281 +104 48606.839844 +105 47447.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,IRRF,XGBoost,1.1447875499725342,"104 94190.671875 +105 94286.906250 +106 94479.750000 +107 102279.359375 +108 102361.796875 +109 94286.906250 +110 102361.796875 +111 94286.906250 +112 94286.906250 +113 94286.906250 +114 94286.906250 +115 102279.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do FPM,MLP,1.1448683738708496,"104 1.259368e+06 +105 1.451127e+06 +106 1.154839e+06 +107 1.227849e+06 +108 1.291346e+06 +109 1.255352e+06 +110 1.394463e+06 +111 1.178399e+06 +112 1.194895e+06 +113 1.168416e+06 +114 1.308637e+06 +115 1.649535e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do ICMS,XGBoost,1.070192813873291,"104 724655.5625 +105 720513.5625 +106 707586.9375 +107 742092.5625 +108 717934.9375 +109 724655.5625 +110 742092.6250 +111 742092.5625 +112 742092.5625 +113 717934.9375 +114 742580.1875 +115 717934.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do IPVA,XGBoost,1.8277735710144043,"100 64453.714844 +101 102494.156250 +102 102494.156250 +103 64773.792969 +104 88139.632812 +105 87814.359375 +106 88470.007812 +107 64164.058594 +108 64174.855469 +109 64033.246094 +110 64160.984375 +111 101800.617188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do ITR,SARIMAX,1.2720396518707275,"82 29.776474 +83 74.878654 +84 32.429279 +85 -11.420727 +86 45.844135 +87 60.921703 +88 46.818535 +89 46.483414 +90 0.128182 +91 107.670547 +92 301.057068 +93 -79.465584 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do ITR,Linear Regression,1.2720396518707275,"82 53.697731 +83 100.733265 +84 262.241381 +85 218.904553 +86 110.428007 +87 97.179649 +88 70.456433 +89 92.721929 +90 210.589783 +91 311.391742 +92 156.896673 +93 69.588126 +Name: y, dtype: float64" +Prefeitura Municipal de Vespasiano Corrêa - RS,Transferencias LC 61_1989,AR,1.6157732009887695,"104 5321.730957 +105 5821.745117 +106 6110.331543 +107 5747.073242 +108 5725.928223 +109 5996.905273 +110 5410.603027 +111 5721.834961 +112 7131.298828 +113 6426.524414 +114 5802.446289 +115 5373.229004 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,IPTU,XGBoost,1.1952040195465088,"84 19477.113281 +85 18633.984375 +86 517113.687500 +87 520477.093750 +88 53408.644531 +89 53891.000000 +90 53653.007812 +91 53602.964844 +92 37116.378906 +93 37278.730469 +94 37277.277344 +95 37828.960938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,ISS,XGBoost,1.3354368209838867,"96 53691.183594 +97 49996.675781 +98 55333.562500 +99 51698.558594 +100 63374.000000 +101 56737.941406 +102 57708.777344 +103 50211.886719 +104 50056.242188 +105 51698.558594 +106 61887.332031 +107 61731.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,ISS,Linear Regression,1.3354368209838867,"373235 49806.897478 +373244 37390.992251 +373253 70046.418284 +373262 75965.148487 +373271 60261.112360 +373280 39013.935456 +373289 28607.312696 +373298 44215.964496 +373306 55509.021227 +373315 73756.539336 +373324 44752.628654 +373333 50323.753563 +Name: y, dtype: float64" +Prefeitura Municipal de Herval - RS,ITBI,MLP,1.6424450874328613,"96 51365.219912 +97 51831.004229 +98 55489.138597 +99 53767.624596 +100 54217.881916 +101 61057.612545 +102 55772.861543 +103 53867.965879 +104 50784.935758 +105 56665.373555 +106 53969.274151 +107 60269.648647 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,ITBI,Linear Regression,1.6424450874328613,"373236 42259.501320 +373245 44470.411224 +373254 66531.781593 +373263 56262.246700 +373272 58985.944207 +373281 101376.648769 +373290 70592.701948 +373299 59388.319989 +373307 40403.142669 +373316 76061.591371 +373325 60200.687263 +373334 99332.155447 +Name: y, dtype: float64" +Prefeitura Municipal de Herval - RS,IRRF,MLP,1.635120153427124,"96 54434.443010 +97 59115.771822 +98 73480.775612 +99 66101.738375 +100 53787.497046 +101 88055.046307 +102 76049.447493 +103 77451.263191 +104 80735.660805 +105 86967.795849 +106 86488.809049 +107 103679.537405 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,Cota-Parte do FPM,SARIMAX,1.065617322921753,"96 1.232786e+06 +97 1.811506e+06 +98 1.046927e+06 +99 1.662093e+06 +100 1.777781e+06 +101 1.046927e+06 +102 1.811506e+06 +103 1.662093e+06 +104 1.232786e+06 +105 1.045430e+06 +106 1.811507e+06 +107 1.811506e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,Cota-Parte do ICMS,AR,0.9592113494873047,"96 651825.8750 +97 897252.6875 +98 955093.1875 +99 629530.4375 +100 965711.1250 +101 636265.6875 +102 744980.6250 +103 897386.8750 +104 745160.6875 +105 742311.4375 +106 741083.1875 +107 955226.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,Cota-Parte do ICMS,Linear Regression,0.9592113494873047,"373239 6.355431e+05 +373248 9.983424e+05 +373257 1.071361e+06 +373266 8.079804e+05 +373275 1.195006e+06 +373284 7.599479e+05 +373293 9.583720e+05 +373302 9.950526e+05 +373310 9.323470e+05 +373319 9.073444e+05 +373328 8.790903e+05 +373337 1.068793e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Herval - RS,Cota-Parte do IPVA,SARIMAX,1.4935643672943115,"95 104795.757812 +96 104795.757812 +97 172118.093750 +98 172117.984375 +99 106754.804688 +100 106754.804688 +101 202946.468750 +102 203736.031250 +103 203736.031250 +104 201799.781250 +105 202292.296875 +106 104795.757812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,Transferencias LC 61_1989,XGBoost,2.1052536964416504,"96 7145.738770 +97 8738.543945 +98 8731.597656 +99 7097.831055 +100 7037.616699 +101 8652.902344 +102 7148.795410 +103 8652.960938 +104 8491.228516 +105 8573.442383 +106 8650.279297 +107 7099.838379 +Name: Valor, dtype: float64" +Prefeitura Municipal de Herval - RS,Transferencias LC 61_1989,Linear Regression,2.1052536964416504,"373242 9051.714002 +373251 13968.399920 +373260 12628.374709 +373269 9353.553928 +373278 8793.856600 +373287 6530.092467 +373296 9919.724466 +373304 6915.189650 +373313 10460.119856 +373322 11222.040283 +373331 7804.385167 +373340 10081.601809 +Name: y, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,IPTU,SES,2.5156641006469727,"94 3213.501709 +95 6573.863281 +96 7328.545898 +97 3385.015625 +98 3376.489990 +99 3362.381348 +100 3510.367188 +101 3496.258545 +102 2066.330322 +103 1963.378662 +104 1982.809326 +105 3330.705566 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,IPTU,Linear Regression,2.5156641006469727,"385945 133.650019 +385954 35470.802508 +385963 169309.820755 +385972 8453.243784 +385981 6727.008324 +385990 9496.027350 +385999 6499.269203 +386008 9018.833779 +386017 2930.833946 +386026 552.690855 +386035 327.265051 +386044 3696.808356 +Name: y, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,ISS,SARIMAX,1.4472665786743164,"96 13657.096680 +97 13092.750000 +98 14108.735352 +99 13713.420898 +100 13218.127930 +101 13825.734375 +102 13267.017578 +103 13267.017578 +104 13221.462891 +105 13095.592773 +106 16974.222656 +107 17309.193359 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,ISS,Linear Regression,1.4472665786743164,"96 5565.128144 +97 4738.586461 +98 4981.631371 +99 4632.187468 +100 4751.677292 +101 4943.222225 +102 4492.002955 +103 6228.524406 +104 5103.003374 +105 4295.194601 +106 4949.221178 +107 5937.002615 +Name: y, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,ITBI,AR,1.8036634922027588,"95 17559.183594 +96 16599.248047 +97 17304.410156 +98 17491.632812 +99 17492.187500 +100 17304.410156 +101 18172.097656 +102 18172.097656 +103 17492.187500 +104 16885.332031 +105 16423.253906 +106 18172.951172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,IRRF,MLP,3.1014254093170166,"96 61190.048442 +97 56059.924691 +98 57074.624483 +99 58956.877199 +100 54245.835127 +101 60545.016517 +102 62379.022512 +103 63818.916093 +104 65038.767015 +105 69704.673869 +106 73448.632064 +107 61272.672581 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do FPM,SARIMAX,1.074023723602295,"96 1.285035e+06 +97 1.811507e+06 +98 9.062899e+05 +99 1.285035e+06 +100 1.773225e+06 +101 1.285035e+06 +102 1.811507e+06 +103 1.285035e+06 +104 1.030441e+06 +105 1.030443e+06 +106 1.773225e+06 +107 1.811507e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ICMS,SES,1.0743045806884766,"96 398123.65625 +97 394224.53125 +98 394638.90625 +99 393878.06250 +100 394639.28125 +101 393911.12500 +102 393911.12500 +103 394672.43750 +104 393911.12500 +105 393889.09375 +106 393417.34375 +107 394672.40625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ICMS,Linear Regression,1.0743045806884766,"385950 357281.079025 +385959 449086.562127 +385968 481932.487789 +385977 433400.370633 +385986 537552.333272 +385995 427311.281875 +386004 431106.576606 +386013 444106.485920 +386022 419399.755518 +386031 408152.745523 +386040 395443.088500 +386049 480777.528212 +Name: y, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do IPVA,MLP,1.7307441234588623,"92 68867.903095 +93 37520.430225 +94 40058.976598 +95 68994.422262 +96 45848.924978 +97 33178.302191 +98 35705.834849 +99 38224.519197 +100 39195.243545 +101 43189.542414 +102 47581.528718 +103 116738.576412 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ITR,XGBoost,3.7835094928741455,"91 256.080292 +92 -334548.343750 +93 -98.511566 +94 -101.882660 +95 -74.425446 +96 1670.539673 +97 -115.662407 +98 -103.338051 +99 124.842072 +100 177.363647 +101 -103.338051 +102 -103.338051 +Name: Valor, dtype: float64" +Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ITR,Linear Regression,3.7835094928741455,"385952 11.226786 +385961 40.634114 +385970 61.142651 +385979 86.669985 +385988 80.300749 +385997 1045.149319 +386006 9.684867 +386015 275.227592 +386024 7113.428950 +386033 6037.783889 +386042 255.192717 +386051 246.777666 +Name: y, dtype: float64" +Prefeitura Municipal de São Sepé - RS,IPTU,SARIMAX,1.9438087940216064,"92 1.649355e+05 +93 1.051902e+06 +94 1.060315e+06 +95 1.052187e+06 +96 1.200304e+06 +97 1.722915e+06 +98 1.123413e+06 +99 1.123413e+06 +100 1.123413e+06 +101 1.123413e+06 +102 1.123413e+06 +103 1.105343e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sepé - RS,ISS,XGBoost,0.9420874118804932,"96 316746.71875 +97 347109.31250 +98 322176.90625 +99 315313.81250 +100 315993.18750 +101 316746.71875 +102 352105.34375 +103 339834.40625 +104 350656.84375 +105 319046.56250 +106 319046.56250 +107 315162.65625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sepé - RS,ITBI,HWES,1.5567598342895508,"96 136014.812500 +97 218829.609375 +98 188919.984375 +99 142499.421875 +100 154165.218750 +101 139304.234375 +102 188919.984375 +103 154165.218750 +104 206322.390625 +105 99139.445312 +106 90931.093750 +107 141093.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sepé - RS,ITBI,Linear Regression,1.5567598342895508,"395839 49723.084054 +395848 59989.092506 +395857 150332.626003 +395866 105430.600599 +395875 194637.604423 +395884 271998.738784 +395893 149174.404769 +395902 235150.941721 +395911 544777.787187 +395920 208074.583224 +395929 427748.182269 +395938 111381.000573 +Name: y, dtype: float64" +Prefeitura Municipal de São Sepé - RS,IRRF,MLP,1.6265523433685303,"96 461936.894709 +97 379720.483259 +98 519196.251221 +99 542315.388518 +100 690670.784100 +101 440241.837196 +102 589224.928393 +103 601436.271570 +104 628481.550121 +105 784885.923414 +106 667769.900230 +107 816988.706032 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sepé - RS,Cota-Parte do FPM,HWES,1.0929503440856934,"96 2334820.00 +97 4360423.00 +98 2433677.75 +99 1322433.50 +100 4366638.00 +101 2232531.75 +102 4449374.50 +103 2375312.00 +104 2299039.00 +105 2171244.50 +106 4339735.00 +107 4427943.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sepé - RS,Cota-Parte do ICMS,SES,1.187692642211914,"96 2670840.25 +97 2771404.25 +98 2606447.00 +99 2787380.25 +100 2750617.75 +101 3027223.00 +102 2825558.25 +103 2831449.00 +104 2563465.25 +105 2849025.25 +106 3051092.50 +107 2831449.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sepé - RS,Cota-Parte do IPVA,AR,1.6596496105194092,"96 507192.34375 +97 508015.34375 +98 599324.56250 +99 536898.37500 +100 515650.59375 +101 687810.50000 +102 200068.06250 +103 -444379.03125 +104 -500410.71875 +105 -448291.65625 +106 -483316.03125 +107 530818.81250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sepé - RS,Cota-Parte do IPVA,Linear Regression,1.6596496105194092,"395843 8.057517e+05 +395852 1.080426e+06 +395861 3.891625e+05 +395870 5.223522e+05 +395879 5.568660e+05 +395888 2.174735e+05 +395897 1.506689e+05 +395906 7.796485e+04 +395915 -7.909033e+05 +395924 6.655302e+04 +395933 4.349595e+04 +395942 5.473248e+05 +Name: y, dtype: float64" +Prefeitura Municipal de São Sepé - RS,Cota-Parte do ITR,SARIMAX,3.510745048522949,"84 8.795998e+04 +85 1.679370e+05 +86 7.418442e+04 +87 7.418442e+04 +88 6.984582e+04 +89 8.559577e+04 +90 1.124833e+05 +91 7.606120e+04 +92 2.185618e+05 +93 1.303593e+06 +94 2.185618e+05 +95 1.700277e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Sepé - RS,Transferencias LC 61_1989,AR,1.0488688945770264,"96 29423.421875 +97 36263.707031 +98 27573.736328 +99 30169.503906 +100 25310.871094 +101 28075.755859 +102 29573.152344 +103 27370.021484 +104 28383.818359 +105 34016.136719 +106 29922.707031 +107 29318.126953 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegria - RS,IPTU,XGBoost,2.0728635787963867,"89 4661.606934 +90 6079.232422 +91 24432.988281 +92 50218.234375 +93 90895.187500 +94 8371.685547 +95 12235.876953 +96 8197.364258 +97 5683.264160 +98 5257.523438 +99 6570.107910 +100 9498.616211 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegria - RS,IPTU,Linear Regression,2.0728635787963867,"385755 2665.647573 +385763 8472.068294 +385771 37546.874189 +385779 60543.608672 +385786 128811.030831 +385794 22348.381472 +385802 11712.054089 +385809 15942.600091 +385817 8383.230500 +385825 4977.234558 +385833 10895.360349 +385840 8380.975097 +Name: y, dtype: float64" +Prefeitura Municipal de Alegria - RS,ISS,SES,1.3598763942718506,"96 15772.094727 +97 13149.391602 +98 13700.018555 +99 16366.750977 +100 14100.159180 +101 15869.058594 +102 14457.630859 +103 14006.095703 +104 14252.688477 +105 14642.283203 +106 14217.750977 +107 15888.894531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegria - RS,ITBI,XGBoost,1.8847053050994873,"94 9073.737305 +95 14480.622070 +96 14549.911133 +97 12361.632812 +98 13668.553711 +99 10166.648438 +100 11758.517578 +101 11696.306641 +102 12933.376953 +103 13074.708008 +104 14365.250000 +105 11926.788086 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegria - RS,ITBI,Linear Regression,1.8847053050994873,"309887 26070.071019 +385757 39169.292841 +385765 6398.263233 +385773 19452.151385 +385781 22832.579155 +385788 44988.954606 +385796 36243.408959 +385804 11668.013451 +385811 14375.897601 +385819 2813.564256 +385827 22387.012104 +385835 10906.382105 +Name: y, dtype: float64" +Prefeitura Municipal de Alegria - RS,IRRF,SARIMAX,1.0547349452972412,"96 56687.554688 +97 57384.769531 +98 57384.769531 +99 56879.667969 +100 57227.464844 +101 57224.406250 +102 57519.210938 +103 57227.464844 +104 56780.816406 +105 56559.449219 +106 59155.855469 +107 113748.226562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegria - RS,Cota-Parte do FPM,SARIMAX,1.0370872020721436,"96 1160057.375 +97 1412123.125 +98 1051456.750 +99 1160057.375 +100 1412123.125 +101 1271619.250 +102 1128576.000 +103 1271619.250 +104 1137866.125 +105 972996.500 +106 1412123.125 +107 1412123.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegria - RS,Cota-Parte do ICMS,XGBoost,1.0011858940124512,"96 447689.15625 +97 508352.71875 +98 499899.37500 +99 508493.62500 +100 506842.68750 +101 502904.59375 +102 508493.62500 +103 508493.62500 +104 500633.12500 +105 516994.03125 +106 435107.65625 +107 509113.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegria - RS,Cota-Parte do IPVA,SARIMAX,2.9804866313934326,"94 89021.742188 +95 89021.742188 +96 133323.406250 +97 73824.140625 +98 89080.078125 +99 73825.648438 +100 133067.718750 +101 137150.640625 +102 134866.093750 +103 136629.890625 +104 135801.640625 +105 89021.742188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alegria - RS,Cota-Parte do ITR,XGBoost,1.2416322231292725,"67 358.444519 +68 2953.165283 +69 4223.110840 +70 5165.470215 +71 11357.637695 +72 9118.883789 +73 11072.231445 +74 11377.893555 +75 9117.666992 +76 9077.375000 +77 11357.941406 +78 9118.790039 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,IPTU,HWES,1.8166944980621338,"108 421226.781250 +109 410352.656250 +110 50292.113281 +111 43620.476562 +112 51510.003906 +113 50292.113281 +114 50292.113281 +115 35822.558594 +116 35016.339844 +117 35822.558594 +118 36225.468750 +119 35764.097656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,ISS,SES,1.0803980827331543,"108 50833.656250 +109 40125.742188 +110 46604.769531 +111 47067.980469 +112 49857.671875 +113 49041.792969 +114 45677.417969 +115 40105.601562 +116 46594.851562 +117 45684.718750 +118 41612.312500 +119 42938.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,ISS,Linear Regression,1.0803980827331543,"421473 73378.242429 +421482 37889.243410 +421490 52262.994530 +421499 62571.382039 +421508 51403.953046 +421517 60818.865616 +421525 60384.456607 +421534 34697.099763 +421543 58184.606097 +421552 60531.886741 +421561 41461.719298 +421570 50611.632647 +Name: y, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,ITBI,XGBoost,1.1994621753692627,"108 53599.519531 +109 44764.753906 +110 26746.126953 +111 31629.199219 +112 33427.476562 +113 52285.894531 +114 31640.900391 +115 24830.244141 +116 44284.289062 +117 29188.646484 +118 28081.562500 +119 31831.326172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,ITBI,Linear Regression,1.1994621753692627,"421474 34148.294438 +421483 21969.045027 +421491 86709.341202 +421500 56187.357166 +421509 62169.039450 +421518 29835.005174 +421526 53080.943232 +421535 87502.605043 +421544 17621.010876 +421553 64410.612619 +421562 70755.336007 +421571 41029.476433 +Name: y, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,IRRF,SARIMAX,1.2491486072540283,"108 187085.562500 +109 127203.234375 +110 186707.281250 +111 186707.281250 +112 151320.390625 +113 186707.281250 +114 150824.250000 +115 151320.390625 +116 150824.250000 +117 150824.250000 +118 151320.390625 +119 186707.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do FPM,MLP,0.991255521774292,"108 1.254742e+06 +109 1.445091e+06 +110 1.150514e+06 +111 1.222956e+06 +112 1.285905e+06 +113 1.249983e+06 +114 1.388019e+06 +115 1.173151e+06 +116 1.189427e+06 +117 1.163006e+06 +118 1.302195e+06 +119 1.640628e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do ICMS,HWES,2.5017812252044678,"108 9.874561e+05 +109 8.861861e+05 +110 8.892577e+05 +111 1.007701e+06 +112 9.968582e+05 +113 1.008551e+06 +114 1.007701e+06 +115 1.009096e+06 +116 1.009096e+06 +117 1.007701e+06 +118 9.968582e+05 +119 9.941977e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do IPVA,XGBoost,1.5621201992034912,"108 184435.250000 +109 64228.992188 +110 179976.296875 +111 185947.734375 +112 234244.171875 +113 60739.738281 +114 26624.470703 +115 26245.314453 +116 12173.124023 +117 9583.001953 +118 10946.770508 +119 156686.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do ITR,XGBoost,2.5461533069610596,"99 8889.000977 +100 20903.607422 +101 19882.148438 +102 29167.681641 +103 29138.230469 +104 29061.263672 +105 28965.162109 +106 29187.019531 +107 11273.223633 +108 11258.680664 +109 29048.970703 +110 28976.226562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,IPTU,AR,1.690152883529663,"84 58262.800781 +85 58262.800781 +86 16810.113281 +87 16775.306641 +88 16831.593750 +89 57889.250000 +90 16831.593750 +91 16810.117188 +92 16566.468750 +93 13572.996094 +94 16650.054688 +95 16566.451172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,ISS,Prophet,0.9854879379272461,"84 78680.351562 +85 70049.351562 +86 71609.093750 +87 79608.171875 +88 77404.320312 +89 77397.539062 +90 79583.648438 +91 79501.109375 +92 80372.281250 +93 80372.281250 +94 80372.281250 +95 79631.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,ITBI,AR,3.213944911956787,"69 9352.762695 +70 8837.093750 +71 9287.827148 +72 8826.675781 +73 9352.762695 +74 9419.007812 +75 9343.616211 +76 9419.007812 +77 8826.675781 +78 9156.554688 +79 9352.762695 +80 9344.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,IRRF,MLP,1.6696488857269287,"84 66634.782735 +85 71124.003124 +86 83263.057027 +87 110111.860029 +88 96577.364000 +89 95859.645618 +90 101635.090536 +91 101663.608996 +92 109243.904607 +93 117829.273834 +94 129055.025647 +95 159922.046772 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,Cota-Parte do FPM,SARIMAX,1.2603933811187744,"84 1727734.250 +85 1811506.250 +86 1132582.375 +87 1727734.250 +88 1771318.000 +89 1727734.250 +90 1811506.250 +91 1727734.250 +92 1251746.000 +93 1173591.625 +94 1810766.125 +95 1811506.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,Cota-Parte do ICMS,XGBoost,1.0279850959777832,"84 391575.06250 +85 398067.31250 +86 417533.15625 +87 397954.40625 +88 422792.43750 +89 397933.56250 +90 397933.56250 +91 398046.46875 +92 390210.40625 +93 390009.75000 +94 389003.00000 +95 397729.78125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,Cota-Parte do ICMS,Linear Regression,1.0279850959777832,"377013 264980.687740 +377021 387543.901715 +377030 415888.614468 +377038 374007.352894 +377047 463886.368445 +377056 368752.714213 +377065 372027.882833 +377074 384332.089703 +377083 362128.250463 +377092 352219.598075 +377101 298547.125128 +377110 381359.632895 +Name: y, dtype: float64" +Prefeitura Municipal de Turuçu - RS,Cota-Parte do IPVA,MLP,1.7232646942138672,"84 151644.161220 +85 61984.401960 +86 84505.090354 +87 145487.949362 +88 108286.270374 +89 71493.317164 +90 47909.538164 +91 46430.641215 +92 46406.495714 +93 52866.386074 +94 103130.288496 +95 288529.886711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,Cota-Parte do ITR,SARIMAX,1.835146188735962,"77 5077.666992 +78 45654.863281 +79 45654.863281 +80 5414.599121 +81 5894.247070 +82 6525.918457 +83 6525.844727 +84 5363.761719 +85 5784.819824 +86 63462.023438 +87 5694.169434 +88 5717.503906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,Transferencias LC 61_1989,XGBoost,1.9893953800201416,"84 3967.151367 +85 3940.811768 +86 3570.295410 +87 4087.312500 +88 4259.796875 +89 4282.414551 +90 4055.765625 +91 4177.973145 +92 4238.192383 +93 3966.668213 +94 4177.973145 +95 4055.787354 +Name: Valor, dtype: float64" +Prefeitura Municipal de Turuçu - RS,Transferencias LC 61_1989,Linear Regression,1.9893953800201416,"377016 3976.768290 +377024 4903.071099 +377033 4432.692088 +377041 4030.345247 +377050 3086.755078 +377059 2865.163346 +377068 3481.921949 +377077 2427.297736 +377086 3671.615211 +377095 3939.058288 +377104 2739.422921 +377113 3538.764104 +Name: y, dtype: float64" +Prefeitura Municipal de Montenegro - RS,IPTU,HWES,1.2999916076660156,"94 4.525880e+05 +95 4.449324e+05 +96 5.239700e+05 +97 4.894986e+05 +98 2.597090e+06 +99 2.600643e+06 +100 7.083420e+05 +101 5.176621e+05 +102 4.850547e+05 +103 5.250959e+05 +104 4.850547e+05 +105 4.380970e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montenegro - RS,IPTU,Linear Regression,1.2999916076660156,"365705 5.080995e+05 +365714 2.667742e+05 +365723 6.643317e+05 +365732 5.273690e+06 +365741 8.483804e+05 +365750 7.685847e+05 +365759 7.103919e+05 +365768 8.189163e+05 +365777 6.351759e+05 +365786 6.595297e+05 +365795 6.180673e+05 +365804 6.515897e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Montenegro - RS,ISS,MLP,1.311133623123169,"96 2.383638e+06 +97 1.954503e+06 +98 2.309486e+06 +99 2.239305e+06 +100 2.227716e+06 +101 2.229166e+06 +102 2.328782e+06 +103 2.287963e+06 +104 2.387096e+06 +105 2.177964e+06 +106 2.656389e+06 +107 2.548708e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montenegro - RS,ITBI,XGBoost,1.0442018508911133,"96 375126.12500 +97 362074.78125 +98 355066.12500 +99 372071.75000 +100 362073.90625 +101 364063.96875 +102 612850.12500 +103 470208.87500 +104 362390.00000 +105 362390.00000 +106 362390.87500 +107 612230.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montenegro - RS,ITBI,Linear Regression,1.0442018508911133,"365707 276693.992215 +365716 466641.742202 +365725 408545.386260 +365734 351914.413251 +365743 453079.300468 +365752 536762.826935 +365761 734102.066064 +365770 826756.043669 +365779 454538.834390 +365788 440118.447645 +365797 467772.460557 +365806 721461.637773 +Name: y, dtype: float64" +Prefeitura Municipal de Montenegro - RS,IRRF,Prophet,1.4552602767944336,"74 3710126.00 +75 3603430.25 +76 3753973.75 +77 3753973.75 +78 3753973.75 +79 4025968.25 +80 3753973.75 +81 4025968.25 +82 3753973.75 +83 3753973.75 +84 3753973.75 +85 4025968.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montenegro - RS,Cota-Parte do FPM,SARIMAX,1.5056748390197754,"96 5631310.0 +97 7246025.5 +98 4210272.5 +99 5631310.0 +100 7243168.5 +101 5631310.0 +102 7246025.5 +103 5631310.0 +104 5549044.0 +105 4198778.0 +106 7243164.5 +107 7246025.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montenegro - RS,Cota-Parte do ICMS,XGBoost,0.9884412288665771,"96 6380494.5 +97 7042285.5 +98 6949425.0 +99 7042285.5 +100 6928536.0 +101 6309258.0 +102 7042285.5 +103 7042285.5 +104 6632560.5 +105 6463897.5 +106 6463876.5 +107 6949441.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montenegro - RS,Cota-Parte do IPVA,MLP,1.6415321826934814,"96 2.625167e+06 +97 1.188838e+06 +98 1.341777e+06 +99 2.382518e+06 +100 1.864279e+06 +101 9.821939e+05 +102 7.591377e+05 +103 6.233502e+05 +104 4.720480e+05 +105 4.322479e+05 +106 4.072316e+05 +107 3.826342e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Montenegro - RS,Cota-Parte do ITR,MLP,2.0114564895629883,"95 4516.274931 +96 6701.251962 +97 5540.320201 +98 7844.113251 +99 6459.392936 +100 7557.845531 +101 9435.850748 +102 12519.565302 +103 18475.963152 +104 53562.098922 +105 14217.061720 +106 16333.538514 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,IPTU,HWES,1.7469780445098877,"102 18257.361328 +103 18099.791016 +104 91046.054688 +105 45175.457031 +106 39126.515625 +107 18099.742188 +108 14442.523438 +109 12662.248047 +110 13155.781250 +111 15095.315430 +112 14146.793945 +113 14146.793945 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,ISS,MLP,3.139414072036743,"108 13495.782907 +109 14058.562741 +110 14801.131335 +111 14032.886119 +112 14296.526364 +113 14513.662599 +114 14205.893493 +115 13746.916663 +116 14022.432896 +117 13945.165720 +118 13754.734670 +119 14801.740602 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,ISS,Linear Regression,3.139414072036743,"405799 11178.695593 +405808 14884.465672 +405817 19973.853927 +405826 14983.511003 +405835 16814.569913 +405844 18407.410178 +405853 16491.636634 +405862 13464.203162 +405871 15314.122529 +405880 14838.650097 +405889 13571.688471 +405898 20685.473097 +Name: y, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,ITBI,XGBoost,2.8453264236450195,"107 17164.955078 +108 18914.234375 +109 22558.855469 +110 23375.587891 +111 21564.794922 +112 16681.394531 +113 15689.219727 +114 14063.326172 +115 23915.486328 +116 19946.718750 +117 14063.326172 +118 19049.675781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,ITBI,Linear Regression,2.8453264236450195,"405800 35608.889804 +405809 22899.951214 +405818 20888.132394 +405827 16997.136051 +405836 19831.919447 +405845 33251.418893 +405854 22706.416502 +405863 27475.682274 +405872 16110.606389 +405881 30158.929088 +405890 28139.417925 +405899 22154.155296 +Name: y, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,IRRF,XGBoost,1.0866241455078125,"108 81116.031250 +109 63979.335938 +110 81116.031250 +111 70220.773438 +112 107081.460938 +113 107081.460938 +114 96043.734375 +115 107081.460938 +116 96043.734375 +117 107081.460938 +118 96072.804688 +119 96043.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do FPM,HWES,1.148160457611084,"108 1.241194e+06 +109 1.893796e+06 +110 1.136986e+06 +111 1.151218e+06 +112 1.242687e+06 +113 1.251756e+06 +114 1.242710e+06 +115 1.136986e+06 +116 1.138522e+06 +117 9.615553e+05 +118 1.242687e+06 +119 1.893796e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do ICMS,HWES,1.199631929397583,"108 526529.4375 +109 396576.4375 +110 439331.5625 +111 526187.7500 +112 526444.1875 +113 523889.5000 +114 548527.8125 +115 551420.6250 +116 551420.6250 +117 561321.0000 +118 548498.5000 +119 555561.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do IPVA,AR,1.6347482204437256,"108 92784.687500 +109 38171.089844 +110 64255.859375 +111 69261.078125 +112 69444.679688 +113 10408.589844 +114 3930.199463 +115 2106.548828 +116 2143.416504 +117 2213.914307 +118 2182.376221 +119 92784.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do IPVA,Linear Regression,1.6347482204437256,"405804 147773.664866 +405813 38279.146568 +405822 59433.560454 +405831 73173.367559 +405840 64824.302585 +405849 14585.310251 +405858 11890.846256 +405867 5477.572041 +405876 5732.380924 +405885 3826.912215 +405894 4316.481146 +405903 96185.284300 +Name: y, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do ITR,XGBoost,1.3106510639190674,"96 473.170197 +97 45.528679 +98 55.927315 +99 91.370987 +100 624.565430 +101 597.683044 +102 12.479699 +103 585.801331 +104 202.499634 +105 5129.128418 +106 507.890564 +107 50.639927 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do ITR,Linear Regression,1.3106510639190674,"405805 24.891444 +405814 71.449567 +405823 329.384001 +405832 93.004081 +405841 17.983905 +405850 9.066730 +405859 114.680108 +405868 4.907251 +405877 1685.916291 +405886 5203.368026 +405895 694.801242 +405904 52.129021 +Name: y, dtype: float64" +Prefeitura Municipal de Vicente Dutra - RS,Transferencias LC 61_1989,HWES,2.3064844608306885,"108 4218.855957 +109 4049.324219 +110 4193.311035 +111 4228.288574 +112 4438.945312 +113 4403.754883 +114 4506.099121 +115 4325.129883 +116 4324.627441 +117 4807.862305 +118 4376.521973 +119 4828.552246 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,IPTU,AR,1.9382994174957275,"96 7773.299316 +97 30708.117188 +98 30708.117188 +99 15224.110352 +100 30008.251953 +101 15526.156250 +102 15525.745117 +103 15525.745117 +104 16368.336914 +105 15635.355469 +106 9840.785156 +107 7304.331543 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,IPTU,Linear Regression,1.9382994174957275,"380560 6719.314055 +380569 36319.219634 +380578 35063.665567 +380586 17999.700247 +380595 38878.583079 +380604 19593.346821 +380613 18453.774608 +380622 19064.429168 +380631 21502.596508 +380640 19397.154754 +380649 14027.157335 +380658 9759.093223 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,ISS,MLP,1.7064473628997803,"96 16964.505189 +97 17871.843257 +98 18518.301979 +99 18703.932949 +100 18816.190924 +101 19369.353110 +102 19645.289172 +103 19794.940719 +104 19858.268069 +105 19558.687410 +106 19754.105394 +107 19279.039169 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,ITBI,Prophet,1.7981016635894775,"88 2092.806396 +89 2714.029785 +90 3592.407715 +91 4003.710205 +92 3164.648682 +93 3077.735596 +94 3289.008789 +95 2407.603271 +96 3302.958008 +97 2957.334961 +98 1901.048828 +99 2254.016846 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,ITBI,Linear Regression,1.7981016635894775,"380562 3624.687285 +380571 3309.303955 +380580 6681.657924 +380588 1400.195376 +380597 14329.783631 +380606 12582.968649 +380615 12952.100405 +380624 9868.522074 +380633 16246.941147 +380642 6390.554668 +380651 13375.886760 +380660 2265.429553 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,IRRF,Prophet,1.2305166721343994,"96 107231.851562 +97 107231.851562 +98 107231.851562 +99 107231.851562 +100 107231.851562 +101 107548.804688 +102 107231.851562 +103 107548.804688 +104 107548.804688 +105 107285.804688 +106 107548.804688 +107 106694.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do FPM,SARIMAX,2.1362369060516357,"96 1.366894e+06 +97 1.811506e+06 +98 1.065476e+06 +99 1.366894e+06 +100 1.783287e+06 +101 1.366894e+06 +102 1.811506e+06 +103 1.366894e+06 +104 1.328199e+06 +105 1.041858e+06 +106 1.811576e+06 +107 1.811506e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do ICMS,XGBoost,0.979658842086792,"96 297969.12500 +97 303881.65625 +98 359987.03125 +99 292368.84375 +100 368614.25000 +101 293303.00000 +102 295093.84375 +103 303883.46875 +104 293585.59375 +105 291435.87500 +106 292068.71875 +107 359991.15625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do ICMS,Linear Regression,0.979658842086792,"380565 298506.555060 +380574 375029.392684 +380583 402458.866308 +380591 361930.002649 +380600 448906.662653 +380609 356845.000698 +380618 360014.454287 +380627 373793.586378 +380636 350238.099174 +380645 340845.840946 +380654 330232.098745 +380663 401494.345061 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do IPVA,MLP,1.7545945644378662,"96 94849.870891 +97 37733.224107 +98 64313.453148 +99 94612.249046 +100 67121.423140 +101 36280.616664 +102 26923.752409 +103 26695.483000 +104 25170.821681 +105 25711.487797 +106 27174.129282 +107 160048.980561 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do ITR,XGBoost,2.1406002044677734,"79 352.594299 +80 824.312378 +81 2933.112549 +82 1847.876221 +83 4286.618652 +84 1805.276123 +85 1892.722168 +86 7338.853516 +87 7320.248535 +88 7320.248535 +89 7334.808105 +90 7343.767578 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Branco - RS,Transferencias LC 61_1989,XGBoost,1.2372205257415771,"96 3223.925537 +97 3250.034912 +98 3186.678711 +99 3406.980225 +100 3790.230957 +101 3328.541748 +102 3257.062012 +103 3328.541748 +104 3174.263916 +105 3285.582275 +106 3294.434814 +107 3159.456055 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,IPTU,MLP,1.8643138408660889,"108 31520.667279 +109 53129.723523 +110 7342.443433 +111 5212.318719 +112 2098.526338 +113 3717.471500 +114 1846.544186 +115 3293.092622 +116 1436.651016 +117 2901.557059 +118 908.074550 +119 4897.304836 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,ISS,XGBoost,1.0401906967163086,"108 27586.675781 +109 35508.140625 +110 30762.126953 +111 21903.203125 +112 23913.222656 +113 34766.187500 +114 28659.181641 +115 32960.015625 +116 37356.132812 +117 37356.425781 +118 33742.640625 +119 39925.929688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,ISS,Linear Regression,1.0401906967163086,"415214 67767.991517 +415223 54408.361834 +415231 42968.559390 +415239 54029.823895 +415248 56364.019005 +415257 27819.108704 +415265 71198.305045 +415274 68547.400558 +415283 53694.852641 +415292 55186.684326 +415301 61517.206413 +415310 35779.755283 +Name: y, dtype: float64" +Prefeitura Municipal de Sério - RS,ITBI,XGBoost,1.376370906829834,"93 11212.553711 +94 10344.973633 +95 10605.462891 +96 10469.500000 +97 10622.379883 +98 10524.362305 +99 10525.618164 +100 9905.864258 +101 10529.463867 +102 10474.333008 +103 10834.891602 +104 10539.100586 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,IRRF,XGBoost,1.5451335906982422,"108 60900.667969 +109 33813.648438 +110 33463.851562 +111 33727.515625 +112 37556.453125 +113 37965.070312 +114 38169.187500 +115 38120.093750 +116 38120.093750 +117 38244.410156 +118 38120.093750 +119 33813.648438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,Cota-Parte do FPM,HWES,1.2826614379882812,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,Cota-Parte do ICMS,HWES,1.0668330192565918,"108 591722.8125 +109 568973.5000 +110 579320.2500 +111 605406.5000 +112 604656.6875 +113 599251.3125 +114 597031.5625 +115 606193.5625 +116 605367.0625 +117 605367.0625 +118 602846.5625 +119 587664.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,Cota-Parte do IPVA,XGBoost,1.5836563110351562,"106 77412.757812 +107 5640.858887 +108 24678.994141 +109 27516.414062 +110 21192.345703 +111 896.254517 +112 -19.331373 +113 1745.928223 +114 2111.188965 +115 1562.752319 +116 -305.177917 +117 77243.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,Cota-Parte do IPVA,Linear Regression,1.5836563110351562,"415219 90337.450693 +415228 11920.574103 +415236 29740.508987 +415244 25691.690338 +415253 20566.811398 +415261 4772.433422 +415270 5134.531823 +415279 445.548064 +415288 842.710918 +415297 1090.995355 +415306 1113.068499 +415315 85242.694456 +Name: y, dtype: float64" +Prefeitura Municipal de Sério - RS,Cota-Parte do ITR,AR,1.4151132106781006,"77 33.442680 +78 53.804550 +79 0.551228 +80 46.622692 +81 27.637230 +82 26.504681 +83 22.817293 +84 33.354492 +85 20.468838 +86 6.822170 +87 25.783833 +88 6.320211 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sério - RS,Cota-Parte do ITR,Linear Regression,1.4151132106781006,"344041 29.827435 +344049 33.365778 +415220 6.112587 +415245 130.073858 +415254 10.128010 +415262 7.265530 +415271 6.430640 +415280 31.387884 +415289 664.820837 +415298 1549.058690 +415307 36.745095 +415316 15.604490 +Name: y, dtype: float64" +Prefeitura Municipal de Sério - RS,Transferencias LC 61_1989,HWES,1.3774173259735107,"108 4099.142578 +109 3608.198975 +110 3911.166260 +111 4396.211914 +112 3972.049316 +113 4327.980957 +114 4306.782715 +115 4419.129883 +116 4481.292969 +117 4265.359863 +118 4205.394531 +119 4035.769043 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,IPTU,HWES,1.7162444591522217,"96 440211.781250 +97 216431.875000 +98 181507.140625 +99 71255.492188 +100 86044.429688 +101 108409.687500 +102 103022.375000 +103 99999.539062 +104 100383.156250 +105 103022.375000 +106 61525.343750 +107 86939.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,ISS,XGBoost,1.22696852684021,"96 241951.375000 +97 241951.375000 +98 262273.437500 +99 258865.625000 +100 260507.484375 +101 258865.625000 +102 247440.312500 +103 253101.218750 +104 260507.484375 +105 247440.312500 +106 258865.625000 +107 260507.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,ISS,Linear Regression,1.22696852684021,"361627 273979.674457 +361636 288449.876129 +361645 367911.477867 +361654 388629.734416 +361663 350606.350190 +361672 419394.372335 +361681 243238.151017 +361690 327784.872676 +361699 349120.769617 +361708 248712.244493 +361717 442891.178108 +361726 356506.180124 +Name: y, dtype: float64" +Prefeitura Municipal de Piratini - RS,ITBI,SES,1.08901047706604,"96 325226.125000 +97 253401.046875 +98 346243.031250 +99 340606.531250 +100 339353.312500 +101 252493.937500 +102 260291.140625 +103 325226.125000 +104 253401.046875 +105 253438.093750 +106 253401.046875 +107 339353.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,ITBI,Linear Regression,1.08901047706604,"361628 86256.111437 +361637 678138.753480 +361646 99444.611633 +361655 117570.166867 +361664 165062.589981 +361673 138227.976512 +361682 112669.853728 +361691 96216.576446 +361700 434898.772562 +361709 142678.081172 +361718 810485.851215 +361727 187446.063182 +Name: y, dtype: float64" +Prefeitura Municipal de Piratini - RS,IRRF,SARIMAX,1.1275887489318848,"96 444978.50000 +97 450621.71875 +98 450391.53125 +99 450391.53125 +100 450391.53125 +101 450391.53125 +102 450391.53125 +103 450391.53125 +104 450391.53125 +105 450391.53125 +106 450391.56250 +107 450391.56250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,Cota-Parte do FPM,SARIMAX,0.95660400390625,"96 3194751.50 +97 3486627.25 +98 2584946.25 +99 3214054.75 +100 3194754.25 +101 3194751.50 +102 3486627.25 +103 3194751.50 +104 1905711.75 +105 2569474.50 +106 3486627.25 +107 3486627.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,Cota-Parte do ICMS,SES,1.0299034118652344,"95 1389043.500 +96 2017551.125 +97 1442198.500 +98 1442198.500 +99 1563091.250 +100 2214878.750 +101 1898911.250 +102 1898911.250 +103 1323548.500 +104 1476744.000 +105 1301934.625 +106 1813196.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,Cota-Parte do ICMS,Linear Regression,1.0299034118652344,"361631 1.933757e+06 +361640 2.334094e+06 +361649 2.200633e+06 +361658 2.176934e+06 +361667 1.342958e+06 +361676 3.677484e+06 +361685 2.241201e+06 +361694 2.325273e+06 +361703 2.179786e+06 +361712 2.119403e+06 +361721 1.907641e+06 +361730 2.457760e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Piratini - RS,Cota-Parte do IPVA,MLP,1.00474214553833,"77 181777.910362 +78 135155.704189 +79 142314.244478 +80 168853.243743 +81 161200.382311 +82 134591.263414 +83 129568.830004 +84 124793.721227 +85 124428.104022 +86 125602.215494 +87 123560.037707 +88 240670.735707 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,Cota-Parte do ITR,SARIMAX,1.8642635345458984,"96 14872.482422 +97 19078.771484 +98 17648.048828 +99 9341.783203 +100 9731.341797 +101 9181.218750 +102 12037.966797 +103 30369.410156 +104 393104.500000 +105 841380.625000 +106 65890.601562 +107 65890.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,Cota-Parte do ITR,Linear Regression,1.8642635345458984,"96 13121.129225 +97 10304.876081 +98 7019.858730 +99 8408.531809 +100 8688.921439 +101 9484.477176 +102 8565.410636 +103 14351.317182 +104 86754.197369 +105 371929.546571 +106 24677.648870 +107 26280.622106 +Name: y, dtype: float64" +Prefeitura Municipal de Piratini - RS,Transferencias LC 61_1989,MLP,1.00419020652771,"95 14675.723752 +96 15316.932561 +97 14941.914220 +98 14626.173038 +99 13949.123762 +100 13793.894903 +101 14220.882564 +102 13482.312438 +103 14352.516635 +104 14517.432539 +105 13666.590860 +106 14222.215736 +Name: Valor, dtype: float64" +Prefeitura Municipal de Piratini - RS,Transferencias LC 61_1989,Linear Regression,1.00419020652771,"361634 23525.488052 +361643 29323.275674 +361652 26510.164667 +361661 24103.862131 +361670 18460.602423 +361679 17135.420117 +361688 20824.010361 +361697 14516.779102 +361706 21958.505989 +361715 23557.940192 +361724 16383.384271 +361733 21163.869519 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,IPTU,XGBoost,1.619530200958252,"96 1703.284424 +97 833.951111 +98 2905.845215 +99 2881.473145 +100 341.206970 +101 14272.126953 +102 17127.123047 +103 57.597496 +104 18.634447 +105 4.506699 +106 265.769470 +107 46.780605 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,IPTU,Linear Regression,1.619530200958252,"385500 4299.842890 +385509 1353.595676 +385526 128.098207 +385543 225.851290 +433499 67705.177201 +433506 16514.811418 +433514 1817.025393 +433522 1223.454454 +433530 457.727743 +433538 284.244588 +433546 1701.312245 +433554 1155.203895 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,ISS,Prophet,1.2290692329406738,"108 26285.316406 +109 25325.822266 +110 26285.316406 +111 26285.316406 +112 25691.976562 +113 26327.564453 +114 26285.316406 +115 25699.384766 +116 26285.316406 +117 25699.384766 +118 26285.316406 +119 26327.564453 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,ITBI,XGBoost,2.13224720954895,"101 29195.345703 +102 25867.449219 +103 8524.132812 +104 7213.810059 +105 47392.734375 +106 14897.847656 +107 13418.710938 +108 4520.100586 +109 5769.553711 +110 9257.234375 +111 13765.132812 +112 16140.583008 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,IRRF,MLP,3.492581605911255,"108 48693.056910 +109 48841.782697 +110 51494.051265 +111 52396.355628 +112 54103.127972 +113 54555.976227 +114 56892.707661 +115 56997.114506 +116 62396.001167 +117 64053.296899 +118 62990.190701 +119 77933.090040 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do FPM,HWES,1.2555296421051025,"108 1.380665e+06 +109 1.893769e+06 +110 1.062806e+06 +111 1.158760e+06 +112 1.380666e+06 +113 1.435047e+06 +114 1.380666e+06 +115 1.062805e+06 +116 1.062808e+06 +117 9.842766e+05 +118 1.380666e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do ICMS,HWES,1.1883172988891602,"108 709663.4375 +109 702503.0625 +110 710008.6875 +111 720170.6250 +112 713164.7500 +113 735833.2500 +114 748504.9375 +115 720171.1250 +116 720171.1250 +117 713164.7500 +118 709663.4375 +119 713164.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do IPVA,XGBoost,1.8991115093231201,"102 53567.902344 +103 24274.775391 +104 40685.218750 +105 43153.511719 +106 43154.265625 +107 13958.077148 +108 15343.777344 +109 6869.792480 +110 10527.306641 +111 6950.732910 +112 11865.920898 +113 56230.675781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do ITR,XGBoost,1.3689498901367188,"78 1304.314941 +79 1430.610596 +80 1470.424683 +81 1505.732910 +82 28232.267578 +83 8211.093750 +84 7716.807617 +85 7676.066895 +86 6453.466309 +87 6453.466309 +88 27210.503906 +89 7667.617188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Cecília do Sul - RS,Transferencias LC 61_1989,XGBoost,1.1827266216278076,"60 5161.781250 +61 5692.545410 +62 5631.083008 +63 7974.161621 +64 4669.814453 +65 4670.978027 +66 4042.871826 +67 4798.702148 +68 5180.863281 +69 5510.081543 +70 3985.341309 +71 4037.994629 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,IPTU,SARIMAX,3.410827159881592,"108 2.355264e+05 +109 4.865646e+05 +110 8.661438e+05 +111 1.540137e+06 +112 5.082482e+06 +113 5.456139e+05 +114 5.456491e+05 +115 5.780614e+05 +116 7.172779e+05 +117 1.187608e+06 +118 6.221676e+05 +119 5.456491e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,IPTU,Linear Regression,3.410827159881592,"108 1.027439e+05 +109 1.551558e+05 +110 2.455309e+05 +111 9.616740e+05 +112 1.574899e+06 +113 2.810803e+05 +114 2.547560e+05 +115 3.207536e+05 +116 2.068683e+05 +117 1.837373e+05 +118 3.078259e+05 +119 2.517901e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Vacaria - RS,ISS,XGBoost,2.42109751701355,"108 1974219.000 +109 1927836.750 +110 1973849.125 +111 1973849.125 +112 1973849.125 +113 1973849.125 +114 1973849.125 +115 1973849.125 +116 1973849.125 +117 1973849.125 +118 1973849.125 +119 1973849.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,ITBI,SARIMAX,1.0333223342895508,"108 433889.68750 +109 458427.56250 +110 556450.50000 +111 784514.87500 +112 427515.06250 +113 408430.34375 +114 556450.50000 +115 556450.50000 +116 512305.31250 +117 784514.87500 +118 556450.50000 +119 513772.28125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,IRRF,SARIMAX,1.3695921897888184,"108 8.309543e+05 +109 7.924024e+05 +110 8.247506e+05 +111 7.924024e+05 +112 7.952721e+05 +113 8.247506e+05 +114 7.924024e+05 +115 7.924024e+05 +116 1.319998e+06 +117 1.319998e+06 +118 1.319998e+06 +119 1.319998e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,Cota-Parte do FPM,HWES,1.186047077178955,"108 5390974.00 +109 7578132.00 +110 4169432.25 +111 4763299.00 +112 5658172.50 +113 5295468.00 +114 5658172.50 +115 4169432.25 +116 4169432.25 +117 3770902.75 +118 5658172.50 +119 7578132.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,Cota-Parte do ICMS,HWES,1.1933934688568115,"108 8107508.0 +109 7461024.5 +110 7689682.0 +111 7948967.0 +112 8233656.5 +113 7949358.5 +114 7948967.0 +115 8238912.0 +116 8238912.0 +117 8233656.5 +118 7949358.5 +119 8233656.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,Cota-Parte do IPVA,AR,3.0875306129455566,"108 3.254391e+06 +109 1.263275e+06 +110 1.930914e+06 +111 3.252828e+06 +112 2.252881e+06 +113 7.477036e+05 +114 5.187903e+05 +115 3.196324e+05 +116 2.839796e+05 +117 2.210515e+05 +118 1.640016e+05 +119 4.560628e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,Cota-Parte do ITR,MLP,2.1419689655303955,"84 1.755624e+05 +85 9.338409e+04 +86 1.044246e+05 +87 1.070850e+05 +88 1.064293e+05 +89 1.271570e+05 +90 1.231524e+05 +91 1.257703e+05 +92 3.149437e+05 +93 2.667850e+06 +94 5.656281e+05 +95 4.436556e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vacaria - RS,Transferencias LC 61_1989,HWES,0.9909076690673828,"108 73640.515625 +109 66875.359375 +110 69307.390625 +111 70805.609375 +112 77127.882812 +113 85114.710938 +114 86426.828125 +115 76006.046875 +116 79746.367188 +117 72846.203125 +118 78480.054688 +119 72100.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,IPTU,SARIMAX,1.6040749549865723,"102 4853.426758 +103 37705.550781 +104 94225.921875 +105 78796.835938 +106 198671.546875 +107 84956.460938 +108 83932.851562 +109 83932.851562 +110 80047.429688 +111 78489.929688 +112 77173.460938 +113 77298.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,ISS,HWES,1.5235364437103271,"108 33476.207031 +109 38330.171875 +110 31334.931641 +111 34803.898438 +112 37151.460938 +113 33774.050781 +114 37148.847656 +115 30076.943359 +116 33540.066406 +117 37424.335938 +118 35710.433594 +119 31220.884766 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,ISS,Linear Regression,1.5235364437103271,"426291 17679.456386 +426300 46421.410499 +426309 36419.287202 +426318 58041.683819 +426327 52186.652541 +426335 42095.082379 +426343 54946.727269 +426351 37575.326377 +426360 44139.670531 +426369 50857.429479 +426378 47546.669525 +426386 37309.205660 +Name: y, dtype: float64" +Prefeitura Municipal de Humaitá - RS,ITBI,XGBoost,1.0932412147521973,"107 19837.619141 +108 21721.611328 +109 19668.947266 +110 15850.241211 +111 8542.740234 +112 8938.710938 +113 7309.818359 +114 7504.867188 +115 14221.480469 +116 6113.583496 +117 5460.161133 +118 6702.039551 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,ITBI,Linear Regression,1.0932412147521973,"426292 50831.144882 +426301 29306.263288 +426310 50608.525622 +426319 64896.309461 +426328 17336.956983 +426336 32025.624502 +426344 11272.889815 +426352 29119.526595 +426361 42253.022855 +426370 19357.453199 +426379 16492.492402 +426387 21822.646230 +Name: y, dtype: float64" +Prefeitura Municipal de Humaitá - RS,IRRF,XGBoost,1.177037239074707,"108 95760.015625 +109 95760.015625 +110 122058.460938 +111 106631.390625 +112 95486.882812 +113 121949.546875 +114 83816.898438 +115 95486.882812 +116 121949.546875 +117 95486.882812 +118 95486.882812 +119 121949.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,Cota-Parte do FPM,SARIMAX,1.0551283359527588,"108 1893768.625 +109 1893670.000 +110 1379840.250 +111 1272844.750 +112 1893768.625 +113 1638580.750 +114 1893768.625 +115 1379922.875 +116 1379922.875 +117 1010527.000 +118 1893670.000 +119 1893670.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,Cota-Parte do ICMS,SARIMAX,1.1485331058502197,"108 8.828124e+05 +109 1.068123e+06 +110 8.827361e+05 +111 9.004778e+05 +112 1.085938e+06 +113 1.105245e+06 +114 1.089938e+06 +115 1.072702e+06 +116 1.098453e+06 +117 1.068123e+06 +118 1.105245e+06 +119 1.085938e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,Cota-Parte do IPVA,HWES,1.7262616157531738,"108 238980.906250 +109 -462722.375000 +110 -144654.421875 +111 111134.179688 +112 93623.140625 +113 -468995.125000 +114 -457185.187500 +115 -463832.562500 +116 -463731.250000 +117 -463635.343750 +118 -463832.562500 +119 179632.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,Cota-Parte do IPVA,Linear Regression,1.7262616157531738,"426296 903504.517019 +426305 -519141.975202 +426314 89026.464032 +426323 138571.660373 +426332 110372.894109 +426340 36664.138610 +426348 24132.730369 +426356 8362.628038 +426365 18108.461629 +426374 6278.408352 +426383 7820.958288 +426391 262749.387439 +Name: y, dtype: float64" +Prefeitura Municipal de Humaitá - RS,Cota-Parte do ITR,XGBoost,2.387516736984253,"62 1489.843018 +63 1559.882202 +64 1562.439209 +65 1480.306763 +66 1480.306763 +67 1466.586426 +68 1465.961060 +69 1539.968018 +70 1507.349243 +71 1562.251465 +72 1091.474609 +73 -30.503098 +Name: Valor, dtype: float64" +Prefeitura Municipal de Humaitá - RS,Cota-Parte do ITR,Linear Regression,2.387516736984253,"363377 42.863604 +363385 8634.062744 +363393 23298.275354 +363401 251.321499 +426297 332.699362 +426306 619.360353 +426315 6.345277 +426324 2431.373252 +426357 13.405516 +426366 9791.677953 +426375 25427.275500 +426392 642.766809 +Name: y, dtype: float64" +Prefeitura Municipal de Humaitá - RS,Transferencias LC 61_1989,SES,1.1187193393707275,"48 8793.128906 +49 8808.177734 +50 9820.708008 +51 -618063.812500 +52 8821.138672 +53 8814.473633 +54 8814.473633 +55 8819.659180 +56 8829.446289 +57 8901.363281 +58 8820.905273 +59 8822.739258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,IPTU,AR,1.0605175495147705,"84 60645.976562 +85 172897.500000 +86 345857.500000 +87 345749.500000 +88 115982.437500 +89 171507.593750 +90 43780.953125 +91 172015.203125 +92 31483.763672 +93 117442.703125 +94 25767.171875 +95 42482.378906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,ISS,XGBoost,1.0679430961608887,"84 153048.796875 +85 147732.062500 +86 147448.203125 +87 145060.906250 +88 150974.875000 +89 147758.687500 +90 146750.140625 +91 158926.718750 +92 152548.015625 +93 152548.015625 +94 162211.265625 +95 162211.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,ITBI,XGBoost,1.154616117477417,"84 232996.265625 +85 232038.937500 +86 233848.890625 +87 232115.421875 +88 233411.546875 +89 226393.656250 +90 230405.593750 +91 233411.546875 +92 232127.421875 +93 230379.171875 +94 233411.546875 +95 226393.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,IRRF,HWES,1.104933500289917,"84 333112.15625 +85 333112.15625 +86 333112.15625 +87 303505.84375 +88 333112.15625 +89 331919.18750 +90 331919.18750 +91 331919.18750 +92 331919.18750 +93 333112.15625 +94 331919.18750 +95 333112.15625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do FPM,AR,1.272087812423706,"84 1223611.000 +85 1893780.750 +86 1092745.250 +87 1149565.875 +88 1223622.875 +89 1232263.250 +90 1223622.875 +91 1092745.250 +92 1092745.500 +93 978461.250 +94 1223622.875 +95 1893780.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do ICMS,MLP,2.029245615005493,"84 1.132803e+06 +85 1.053049e+06 +86 1.084474e+06 +87 1.191725e+06 +88 1.271126e+06 +89 1.150203e+06 +90 1.190085e+06 +91 1.227116e+06 +92 1.225983e+06 +93 1.371173e+06 +94 1.173283e+06 +95 1.350155e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do IPVA,AR,2.569990396499634,"84 260306.718750 +85 141282.421875 +86 274292.750000 +87 351601.750000 +88 284610.687500 +89 89886.125000 +90 87670.546875 +91 52884.171875 +92 35537.417969 +93 34861.222656 +94 22037.566406 +95 284697.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do ITR,MLP,2.3575732707977295,"84 10029.676438 +85 1422.308413 +86 1304.891129 +87 2389.938714 +88 1353.118419 +89 1551.602342 +90 2826.853846 +91 1977.904483 +92 35549.947175 +93 157851.900173 +94 18210.276331 +95 18951.940773 +Name: Valor, dtype: float64" +Prefeitura Municipal de Entre-Ijuís - RS,Transferencias LC 61_1989,XGBoost,1.1885182857513428,"84 11008.529297 +85 10471.625000 +86 11196.500977 +87 11707.329102 +88 11450.905273 +89 12459.701172 +90 11887.656250 +91 11886.874023 +92 11734.800781 +93 11028.324219 +94 11113.917969 +95 10998.197266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,IPTU,AR,2.3884823322296143,"108 2.816002e+04 +109 7.964085e+04 +110 1.157490e+06 +111 5.548946e+04 +112 5.877447e+04 +113 5.544762e+04 +114 3.384736e+04 +115 5.544762e+04 +116 2.761542e+04 +117 4.562998e+04 +118 2.666419e+04 +119 5.544762e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,ISS,SARIMAX,1.1886649131774902,"108 171878.906250 +109 171878.906250 +110 171878.906250 +111 171878.906250 +112 159614.015625 +113 171878.906250 +114 160140.421875 +115 160140.421875 +116 160140.421875 +117 160140.421875 +118 171878.906250 +119 171878.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,ITBI,SARIMAX,1.6864709854125977,"108 144319.328125 +109 145622.234375 +110 145957.046875 +111 144171.625000 +112 144410.296875 +113 145957.046875 +114 147345.046875 +115 147345.046875 +116 144577.656250 +117 145229.656250 +118 145240.859375 +119 147345.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,IRRF,SARIMAX,2.424677848815918,"108 68737.367188 +109 68737.367188 +110 71228.875000 +111 68736.460938 +112 68737.367188 +113 68737.367188 +114 68737.367188 +115 68737.367188 +116 68737.367188 +117 148599.000000 +118 68736.460938 +119 148599.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do FPM,HWES,1.1701595783233643,"108 1.214466e+06 +109 1.893947e+06 +110 1.057468e+06 +111 1.150090e+06 +112 1.214667e+06 +113 1.254494e+06 +114 1.214668e+06 +115 1.057468e+06 +116 1.057467e+06 +117 9.469803e+05 +118 1.214667e+06 +119 1.893947e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do ICMS,HWES,1.0331885814666748,"108 595889.0625 +109 589297.9375 +110 598509.5000 +111 612479.5625 +112 658860.5625 +113 630667.0000 +114 612479.5625 +115 639637.6875 +116 628468.1875 +117 623901.0625 +118 621066.0625 +119 623901.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do IPVA,XGBoost,3.0951385498046875,"108 382134.156250 +109 110307.164062 +110 158478.953125 +111 208162.015625 +112 204514.515625 +113 107063.460938 +114 81457.921875 +115 54126.539062 +116 33088.945312 +117 24477.171875 +118 25043.552734 +119 381090.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do ITR,XGBoost,1.5755720138549805,"93 1573.515259 +94 4660.407715 +95 5671.834961 +96 4979.065918 +97 7902.097168 +98 8841.809570 +99 7036.849121 +100 6498.408203 +101 7042.366699 +102 7042.093262 +103 7036.791016 +104 7037.889648 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinal do Soturno - RS,Transferencias LC 61_1989,HWES,1.1536824703216553,"108 3858.483398 +109 4706.893066 +110 5257.268066 +111 5669.419434 +112 5659.056152 +113 4673.966309 +114 5068.787109 +115 5328.821777 +116 5124.093262 +117 5156.689453 +118 5439.526855 +119 5154.427246 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,IPTU,XGBoost,1.7771923542022705,"102 7460.477051 +103 6400.083496 +104 13214.210938 +105 29203.310547 +106 49035.074219 +107 8576.709961 +108 8576.709961 +109 5927.631836 +110 8142.619141 +111 7315.881348 +112 5960.962402 +113 8576.709961 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,ISS,XGBoost,1.4899096488952637,"108 13324.294922 +109 6162.234375 +110 6475.841309 +111 6647.708008 +112 6798.181641 +113 6476.362305 +114 7979.903320 +115 6797.660645 +116 6656.134766 +117 6475.841309 +118 10763.589844 +119 6111.169922 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,ITBI,MLP,2.1977953910827637,"104 23247.363010 +105 24925.626853 +106 25866.372298 +107 26318.975518 +108 27009.637161 +109 26511.500784 +110 26541.377750 +111 26526.196900 +112 25948.702773 +113 27109.561664 +114 28555.783713 +115 28189.681015 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,IRRF,MLP,2.830371856689453,"103 49783.046794 +104 52946.605768 +105 53308.094063 +106 54062.873195 +107 56774.403428 +108 55986.094239 +109 56773.846642 +110 58459.981381 +111 59363.641874 +112 62912.484757 +113 65831.939162 +114 73274.790801 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do FPM,AR,1.2527687549591064,"108 1.094264e+06 +109 2.218472e+06 +110 1.089375e+06 +111 1.220690e+06 +112 1.100590e+06 +113 1.307896e+06 +114 1.100590e+06 +115 1.089375e+06 +116 1.089472e+06 +117 1.000664e+06 +118 1.048398e+06 +119 2.221832e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do ICMS,HWES,1.0712320804595947,"108 767206.7500 +109 702187.3125 +110 738943.0625 +111 767273.0625 +112 759934.9375 +113 774120.1875 +114 767264.3125 +115 787386.8750 +116 787386.8750 +117 759934.9375 +118 767206.7500 +119 759934.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do IPVA,SARIMAX,1.9638359546661377,"96 78468.328125 +97 76253.335938 +98 75680.523438 +99 123104.664062 +100 94896.070312 +101 79598.171875 +102 94761.203125 +103 79598.171875 +104 80617.125000 +105 75807.171875 +106 78729.687500 +107 93908.257812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do ITR,MLP,2.310729503631592,"99 19508.981482 +100 17381.550911 +101 22585.415942 +102 29463.738498 +103 37435.156119 +104 47853.449009 +105 61458.644069 +106 79429.939544 +107 103964.661719 +108 199176.616911 +109 138320.675733 +110 178324.084497 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dois Irmãos das Missões - RS,Transferencias LC 61_1989,HWES,1.427232027053833,"108 6103.324219 +109 6888.935059 +110 6341.920898 +111 7081.718262 +112 7070.587891 +113 7318.721680 +114 7159.720215 +115 6868.751953 +116 7552.722656 +117 6871.811035 +118 7135.434082 +119 6533.376953 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,IPTU,HWES,2.081894874572754,"108 2.573852e+05 +109 3.823036e+06 +110 1.804060e+06 +111 1.915988e+05 +112 2.497343e+05 +113 3.082436e+05 +114 2.478964e+05 +115 2.478964e+05 +116 2.486866e+05 +117 2.314386e+05 +118 7.597731e+05 +119 2.335692e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,IPTU,Linear Regression,2.081894874572754,"412078 1.084447e+06 +412087 4.321811e+06 +412096 2.034399e+06 +412105 1.902777e+05 +412114 2.844446e+05 +412123 2.212607e+05 +412132 2.589701e+05 +412141 2.604275e+05 +412150 2.258375e+05 +412159 2.914599e+05 +412168 3.579025e+05 +412177 2.697789e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Canguçu - RS,ISS,XGBoost,1.3713152408599854,"108 731905.1250 +109 735999.6875 +110 731547.4375 +111 730506.6875 +112 730506.6875 +113 730506.6875 +114 730506.6875 +115 730506.6875 +116 730506.6875 +117 730506.6875 +118 730506.6875 +119 730506.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,ITBI,HWES,2.7979543209075928,"108 277526.09375 +109 406799.21875 +110 270914.81250 +111 299257.84375 +112 424248.15625 +113 281527.93750 +114 261805.68750 +115 282342.59375 +116 270734.46875 +117 275391.56250 +118 406799.21875 +119 283874.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,IRRF,HWES,1.50498628616333,"108 1330630.125 +109 1331916.375 +110 1330630.375 +111 1330630.125 +112 1330630.125 +113 1330630.375 +114 1330630.375 +115 1330630.125 +116 1330630.125 +117 1330630.125 +118 1330630.375 +119 1330964.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,Cota-Parte do FPM,SARIMAX,1.1885859966278076,"108 5333062.00 +109 6943818.50 +110 5415654.50 +111 5333109.50 +112 5081916.00 +113 4811717.00 +114 6499176.00 +115 5415654.50 +116 5167558.00 +117 3635188.25 +118 5081916.00 +119 6943865.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,Cota-Parte do ICMS,HWES,1.1318469047546387,"108 4699694.50 +109 4177278.50 +110 4138993.75 +111 4781383.50 +112 4967305.50 +113 4793516.00 +114 4907387.50 +115 4948625.00 +116 4948625.00 +117 4907387.50 +118 4949211.50 +119 4861730.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,Cota-Parte do IPVA,AR,3.1064772605895996,"108 1.563586e+06 +109 6.174100e+05 +110 6.061866e+05 +111 1.348699e+06 +112 1.251759e+06 +113 4.113109e+05 +114 2.083226e+05 +115 1.363282e+05 +116 1.485463e+05 +117 7.438906e+04 +118 5.992168e+04 +119 1.336910e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,Cota-Parte do ITR,XGBoost,2.3978896141052246,"108 23727.787109 +109 14898.000977 +110 26193.671875 +111 16870.501953 +112 23727.787109 +113 23727.787109 +114 32457.337891 +115 27183.562500 +116 276900.062500 +117 570958.375000 +118 27183.562500 +119 32457.337891 +Name: Valor, dtype: float64" +Prefeitura Municipal de Canguçu - RS,Transferencias LC 61_1989,XGBoost,1.0682728290557861,"108 36074.718750 +109 39884.011719 +110 40982.277344 +111 38715.457031 +112 38993.000000 +113 40830.550781 +114 32534.212891 +115 39659.031250 +116 39109.167969 +117 35704.437500 +118 43844.808594 +119 43354.695312 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,IPTU,SES,1.9523100852966309,"90 123805.648438 +91 99555.382812 +92 123805.648438 +93 929334.125000 +94 827306.500000 +95 825961.625000 +96 930577.437500 +97 359175.968750 +98 359175.968750 +99 358561.187500 +100 346319.906250 +101 330247.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,ISS,XGBoost,1.0329861640930176,"92 158259.843750 +93 196157.406250 +94 158887.843750 +95 158039.437500 +96 158259.843750 +97 158259.843750 +98 173639.546875 +99 173762.828125 +100 173639.546875 +101 173762.828125 +102 173975.890625 +103 173762.828125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,ISS,Linear Regression,1.0329861640930176,"388594 155282.028123 +388602 99982.238428 +388610 95500.599310 +388618 128389.853553 +388626 127132.287673 +388634 512043.322884 +388642 171464.554195 +388650 117339.996504 +388658 162248.841462 +388666 113689.439634 +388674 104083.408753 +388682 115720.673410 +Name: y, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,ITBI,SARIMAX,1.5313737392425537,"92 77493.648438 +93 63794.906250 +94 63203.960938 +95 61967.011719 +96 63541.941406 +97 63062.539062 +98 81372.742188 +99 64199.144531 +100 59039.550781 +101 62693.867188 +102 59239.714844 +103 77693.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,ITBI,Linear Regression,1.5313737392425537,"92 19737.148748 +93 21343.577649 +94 20877.006381 +95 20298.457451 +96 18250.707118 +97 19430.769477 +98 20448.744994 +99 23513.791097 +100 20271.932960 +101 21584.328455 +102 23166.249674 +103 21790.386313 +Name: y, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,IRRF,Prophet,1.1225147247314453,"92 119781.546875 +93 276354.218750 +94 276189.843750 +95 276191.875000 +96 276354.187500 +97 276354.187500 +98 276354.187500 +99 276354.187500 +100 276354.187500 +101 276354.187500 +102 275619.218750 +103 275619.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do FPM,XGBoost,0.9383969306945801,"92 2080272.000 +93 2075093.375 +94 2039798.500 +95 1977446.875 +96 1976744.125 +97 1977446.875 +98 1977492.375 +99 1977446.875 +100 1909930.875 +101 1977492.375 +102 1976744.125 +103 1976744.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9566390514373779,"92 1.030358e+06 +93 1.116768e+06 +94 1.164160e+06 +95 1.164160e+06 +96 1.194022e+06 +97 1.141260e+06 +98 1.166950e+06 +99 1.175340e+06 +100 1.129203e+06 +101 1.125636e+06 +102 1.118019e+06 +103 1.153782e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do IPVA,MLP,2.7254247665405273,"92 393113.127011 +93 178578.304275 +94 191794.716632 +95 307186.064245 +96 258634.771663 +97 168046.863448 +98 133684.876283 +99 132059.187193 +100 114980.074242 +101 109803.071035 +102 113332.882601 +103 572969.606264 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Pedro do Sul - RS,Transferencias LC 61_1989,SES,1.0585525035858154,"38 12536.345703 +39 12372.461914 +40 12372.452148 +41 11848.409180 +42 11848.409180 +43 12372.461914 +44 12372.452148 +45 12372.452148 +46 12372.452148 +47 12372.421875 +48 12372.421875 +49 12372.458008 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,IPTU,SARIMAX,2.128330945968628,"86 2861.279541 +87 63431.730469 +88 1922.813721 +89 1257.465820 +90 1416.820923 +91 1066.556641 +92 2086.303467 +93 1066.556641 +94 1545.317383 +95 1535.171143 +96 1545.317383 +97 1066.556641 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,IPTU,Linear Regression,2.128330945968628,"86 4335.387876 +87 1705.005996 +88 12565.744994 +89 1390.639624 +90 8743.577870 +91 4779.967537 +92 2096.440268 +93 3481.851722 +94 1271.233183 +95 2370.670492 +96 870.803074 +97 1956.843768 +Name: y, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,ISS,Prophet,2.148808002471924,"108 29650.259766 +109 69708.882812 +110 29517.083984 +111 30660.751953 +112 29589.046875 +113 30995.671875 +114 32528.550781 +115 28817.529297 +116 28627.253906 +117 29326.822266 +118 30839.921875 +119 29650.259766 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,ITBI,MLP,1.8922781944274902,"100 7999.687705 +101 8393.706370 +102 10769.689460 +103 8773.715542 +104 7461.818502 +105 7805.270489 +106 8163.466719 +107 7867.371736 +108 8751.329234 +109 7937.950721 +110 9790.801626 +111 8167.830286 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,IRRF,MLP,2.1213512420654297,"108 54445.730249 +109 49638.564379 +110 41877.351495 +111 50994.320488 +112 50041.509590 +113 49904.667568 +114 51735.978686 +115 51369.796489 +116 53705.355925 +117 56251.887808 +118 54830.757512 +119 71904.470683 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,Cota-Parte do FPM,HWES,1.108435869216919,"108 1.230457e+06 +109 1.893869e+06 +110 1.048906e+06 +111 1.135966e+06 +112 1.230544e+06 +113 1.244219e+06 +114 1.230514e+06 +115 1.048906e+06 +116 1.048906e+06 +117 9.493014e+05 +118 1.230544e+06 +119 1.893869e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,Cota-Parte do ICMS,HWES,1.0244355201721191,"108 403625.40625 +109 349967.43750 +110 362565.15625 +111 403846.96875 +112 402365.34375 +113 403625.40625 +114 403846.96875 +115 404400.93750 +116 403846.96875 +117 402364.93750 +118 403625.40625 +119 402364.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,Cota-Parte do IPVA,MLP,1.7417519092559814,"104 75694.396443 +105 15063.792856 +106 26850.723781 +107 33794.843123 +108 21155.515864 +109 13775.540866 +110 13330.335064 +111 17261.322103 +112 11218.451390 +113 12821.661809 +114 14480.263586 +115 84621.845615 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,Cota-Parte do ITR,HWES,1.4628353118896484,"77 52.018482 +78 12.608202 +79 80.785042 +80 21.019451 +81 21.019451 +82 309.514893 +83 80.785042 +84 12.608202 +85 57.625702 +86 -63.639240 +87 -71.854950 +88 -71.960571 +Name: Valor, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,Cota-Parte do ITR,Linear Regression,1.4628353118896484,"349233 1324.502000 +349242 49.413603 +349251 133.486742 +415124 3.705593 +415133 3.591750 +415142 7.246114 +415150 66.205462 +415175 62.203877 +415184 871.964244 +415193 1347.987834 +415202 70.884414 +415211 29.621978 +Name: y, dtype: float64" +Prefeitura Municipal de Linha Nova - RS,Transferencias LC 61_1989,HWES,2.2123425006866455,"107 3289.382324 +108 3304.720215 +109 3400.835449 +110 3469.560547 +111 3283.500488 +112 3418.091797 +113 3771.815918 +114 3235.193604 +115 3550.920410 +116 3467.717285 +117 3389.870117 +118 4237.357422 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,IPTU,XGBoost,1.7529346942901611,"92 3631.315186 +93 3124.838623 +94 569.588989 +95 818.185669 +96 37772.070312 +97 308.145691 +98 333.349854 +99 1991.498779 +100 2579.648193 +101 2412.486572 +102 3361.311523 +103 1101.088257 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,IPTU,Linear Regression,1.7529346942901611,"346838 45.718469 +419556 340.557133 +419564 8360.080202 +419572 33909.244027 +419580 80725.457691 +419588 21278.765051 +419596 2887.758961 +419604 5398.019986 +419612 990.384207 +419621 485.219602 +419630 6609.874156 +419638 1186.640236 +Name: y, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,ISS,XGBoost,0.9603626728057861,"108 13991.003906 +109 12741.624023 +110 12739.746094 +111 11891.059570 +112 11768.879883 +113 12380.631836 +114 12383.945312 +115 12470.956055 +116 11773.303711 +117 12495.428711 +118 12495.428711 +119 12470.956055 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,ITBI,XGBoost,1.9190583229064941,"91 6499.302246 +92 2470.657471 +93 2830.369629 +94 2358.110352 +95 2470.657471 +96 1298.469238 +97 1225.141113 +98 1726.009033 +99 4668.204102 +100 23258.591797 +101 1978.874878 +102 3829.083252 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,ITBI,Linear Regression,1.9190583229064941,"346814 20030.234648 +346831 2154.415266 +346840 3876.555346 +419558 749.610150 +419566 2222.058658 +419582 1338.589553 +419590 1839.043567 +419598 535.435821 +419606 11046.317634 +419614 1285.045971 +419623 7362.242542 +419640 3399.321398 +Name: y, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,IRRF,XGBoost,1.6960549354553223,"106 69291.328125 +107 69291.328125 +108 69291.328125 +109 69291.328125 +110 69291.328125 +111 69291.328125 +112 69187.921875 +113 69291.328125 +114 69291.328125 +115 69291.328125 +116 69291.328125 +117 69291.328125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do FPM,SARIMAX,1.2315056324005127,"108 1253272.500 +109 1893649.000 +110 1199712.875 +111 1261829.250 +112 1211985.250 +113 1314208.500 +114 1211985.250 +115 1362749.750 +116 1345574.625 +117 1207953.500 +118 1211985.250 +119 1828484.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ICMS,HWES,1.0042383670806885,"108 540107.62500 +109 523151.65625 +110 550971.12500 +111 527947.06250 +112 572597.81250 +113 531409.68750 +114 527949.93750 +115 534569.50000 +116 534569.50000 +117 554356.06250 +118 527947.06250 +119 554277.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do IPVA,SARIMAX,1.468010425567627,"103 66710.453125 +104 21832.998047 +105 24410.427734 +106 27864.494141 +107 23723.099609 +108 22361.582031 +109 17593.068359 +110 17713.511719 +111 36601.191406 +112 44164.156250 +113 1092.074219 +114 73994.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ITR,Prophet,1.266706943511963,"59 108.732986 +60 96.333267 +61 92.950920 +62 83.187096 +63 112.886734 +64 88.766777 +65 -23.733549 +66 -1826.621338 +67 2893.577881 +68 3231.763916 +69 17.030025 +70 -1088.021240 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ITR,Linear Regression,1.266706943511963,"346777 11.159396 +346801 117.058471 +346810 18.488274 +346819 3414.539353 +346827 10966.160802 +346836 9.145026 +346845 23.481340 +419578 86.371472 +419619 4812.994317 +419628 10413.366234 +419636 4.666267 +419645 47.428771 +Name: y, dtype: float64" +Prefeitura Municipal de Alto Alegre - RS,Transferencias LC 61_1989,SES,1.1123473644256592,"48 3736.043213 +49 3636.616943 +50 3678.696777 +51 3614.653076 +52 3661.067139 +53 3634.326416 +54 3654.083008 +55 3663.547363 +56 3630.282227 +57 3657.054443 +58 3623.090820 +59 3659.601807 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,IPTU,AR,1.8486273288726807,"108 3.085009e+05 +109 7.498123e+05 +110 3.440630e+06 +111 1.294577e+06 +112 6.438814e+05 +113 6.438814e+05 +114 6.320414e+05 +115 6.350657e+05 +116 6.438814e+05 +117 4.104157e+05 +118 4.650523e+05 +119 4.117232e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,ISS,SARIMAX,2.5259525775909424,"108 1735438.375 +109 1346573.375 +110 1735587.375 +111 1735438.375 +112 1735438.375 +113 1735438.375 +114 1735587.375 +115 1735438.375 +116 1735438.375 +117 1735438.375 +118 1735587.375 +119 1735586.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,ITBI,MLP,1.0333654880523682,"108 161615.878306 +109 173759.278459 +110 156864.530322 +111 162564.634277 +112 177061.716873 +113 158330.705841 +114 178247.120539 +115 173779.964897 +116 164022.424983 +117 171288.589394 +118 165186.950770 +119 173695.322291 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,IRRF,SARIMAX,1.0812017917633057,"108 71182.203125 +109 938454.687500 +110 688222.750000 +111 726929.750000 +112 73722.789062 +113 688222.750000 +114 658103.625000 +115 688222.750000 +116 726929.750000 +117 627147.187500 +118 676279.250000 +119 938454.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,Cota-Parte do FPM,HWES,1.0743060111999512,"108 3430572.00 +109 5681305.50 +110 2848783.00 +111 3430572.00 +112 3575463.50 +113 3430572.00 +114 5681305.50 +115 2848783.00 +116 3478466.75 +117 2848783.00 +118 3575463.50 +119 5681305.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,Cota-Parte do ICMS,XGBoost,1.259685754776001,"108 2797810.50 +109 2633438.75 +110 2783735.50 +111 2669335.00 +112 2481734.75 +113 2642037.00 +114 2669011.00 +115 2681240.50 +116 2681240.50 +117 2530687.75 +118 2692143.00 +119 2533320.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,Cota-Parte do IPVA,AR,1.598478078842163,"108 1.166366e+06 +109 4.564048e+05 +110 6.360804e+05 +111 1.166366e+06 +112 1.156804e+06 +113 4.628674e+05 +114 4.337669e+05 +115 1.592814e+05 +116 7.042206e+04 +117 6.731559e+04 +118 7.341410e+04 +119 1.160746e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,Cota-Parte do ITR,XGBoost,2.0200889110565186,"101 292.868073 +102 246.665527 +103 404.123657 +104 159.366577 +105 1647.629639 +106 291.568390 +107 289.655518 +108 283.478241 +109 10297.291016 +110 8826.341797 +111 123.113739 +112 217.503082 +Name: Valor, dtype: float64" +Prefeitura Municipal de Igrejinha - RS,Transferencias LC 61_1989,SES,2.339568614959717,"108 27645.638672 +109 26533.812500 +110 25755.609375 +111 27609.013672 +112 26621.683594 +113 26873.732422 +114 26873.732422 +115 26621.683594 +116 27609.013672 +117 23885.089844 +118 26788.988281 +119 27648.689453 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,IPTU,Prophet,2.114014148712158,"93 27646.992188 +94 28614.164062 +95 27648.628906 +96 27646.992188 +97 28691.544922 +98 28614.164062 +99 26889.287109 +100 5098.639160 +101 5123.596191 +102 25008.166016 +103 10616.622070 +104 13907.566406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,IPTU,Linear Regression,2.114014148712158,"370588 2621.871685 +424092 742.839293 +424101 5221.990710 +424110 2945.312059 +424119 1170.578093 +424136 754.763780 +424145 8635.180084 +424154 99074.847624 +424163 167114.638049 +424172 21363.345141 +424181 33780.820133 +424190 25967.186403 +Name: y, dtype: float64" +Prefeitura Municipal de Putinga - RS,ISS,MLP,1.6849956512451172,"96 38496.101105 +97 38336.101478 +98 41538.238846 +99 43878.392323 +100 44872.786926 +101 44347.334068 +102 42405.231002 +103 47294.824487 +104 45486.190565 +105 45371.780094 +106 46712.528574 +107 48278.784671 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,ITBI,SARIMAX,1.5838220119476318,"94 27313.962891 +95 16843.156250 +96 20212.664062 +97 27313.962891 +98 20051.068359 +99 27927.843750 +100 16852.042969 +101 20113.494141 +102 17747.382812 +103 20045.281250 +104 17778.806641 +105 15738.541992 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,IRRF,XGBoost,2.208885669708252,"96 95791.789062 +97 106152.992188 +98 106152.992188 +99 103380.531250 +100 102830.968750 +101 102830.968750 +102 100378.210938 +103 103380.531250 +104 106152.992188 +105 102830.968750 +106 106152.992188 +107 103380.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,Cota-Parte do FPM,HWES,1.259040355682373,"108 1.285395e+06 +109 1.894191e+06 +110 1.048932e+06 +111 1.165728e+06 +112 1.287188e+06 +113 1.337762e+06 +114 1.287188e+06 +115 1.048932e+06 +116 1.048932e+06 +117 9.737887e+05 +118 1.287188e+06 +119 1.894191e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,Cota-Parte do ICMS,HWES,0.9924013614654541,"108 601540.1250 +109 587592.8125 +110 616946.5625 +111 680886.1250 +112 671026.8125 +113 604616.2500 +114 616703.2500 +115 639662.2500 +116 687220.5625 +117 669187.0625 +118 606269.4375 +119 669150.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,Cota-Parte do IPVA,SARIMAX,1.492847204208374,"108 181022.312500 +109 32427.554688 +110 64024.656250 +111 182295.890625 +112 63586.398438 +113 21948.564453 +114 9505.148438 +115 7710.079102 +116 10323.656250 +117 6959.292480 +118 6299.641113 +119 100790.648438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,Cota-Parte do ITR,XGBoost,3.4634451866149902,"100 59.194721 +101 22.974390 +102 124.015549 +103 18.631540 +104 25.957634 +105 80.638863 +106 25.327227 +107 80.638863 +108 1528.566040 +109 3363.638916 +110 67.234207 +111 30.084444 +Name: Valor, dtype: float64" +Prefeitura Municipal de Putinga - RS,Cota-Parte do ITR,Linear Regression,3.4634451866149902,"424099 138.912919 +424108 48.538658 +424117 159.011911 +424126 80.406138 +424134 58.242321 +424143 104.166889 +424152 36.963429 +424161 103.281964 +424170 1656.854677 +424179 4225.680754 +424188 197.216269 +424197 21.421294 +Name: y, dtype: float64" +Prefeitura Municipal de Putinga - RS,Transferencias LC 61_1989,HWES,1.168893575668335,"96 5659.196289 +97 5025.344727 +98 5322.416504 +99 5333.610352 +100 5258.981445 +101 5506.921387 +102 5794.917480 +103 4880.930664 +104 4916.130371 +105 5071.569824 +106 5322.416504 +107 5247.838867 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,IPTU,XGBoost,1.4206063747406006,"100 2353.864258 +101 5710.417969 +102 4795.043945 +103 4781.697266 +104 4029.542725 +105 -91.712631 +106 499.331421 +107 697.436951 +108 -556.766724 +109 622.760132 +110 -249.257858 +111 759.783997 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,IPTU,Linear Regression,1.4206063747406006,"433262 1689.850948 +433271 15335.053197 +433279 20877.575998 +433288 7250.859300 +433296 5368.843804 +433305 3940.944385 +433314 3384.674348 +433323 4575.403926 +433332 1442.862816 +433341 2304.765991 +433350 332.267984 +433359 2599.982302 +Name: y, dtype: float64" +Prefeitura Municipal de Mampituba - RS,ISS,HWES,1.7422873973846436,"108 17029.326172 +109 13880.800781 +110 13972.120117 +111 12423.197266 +112 13779.555664 +113 13787.765625 +114 12357.556641 +115 12800.421875 +116 14042.452148 +117 14039.264648 +118 12424.660156 +119 12968.901367 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,ITBI,AR,1.547273874282837,"93 4078.693115 +94 4072.454834 +95 3326.823486 +96 2508.308105 +97 1787.984863 +98 3381.565186 +99 4814.598633 +100 2961.869629 +101 2306.421143 +102 3168.903809 +103 3002.874023 +104 2743.857178 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,IRRF,SARIMAX,1.3531301021575928,"108 30465.968750 +109 30429.642578 +110 66025.507812 +111 66025.507812 +112 66025.507812 +113 30468.525391 +114 30468.525391 +115 30388.505859 +116 66025.507812 +117 66025.507812 +118 31964.697266 +119 66025.507812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,Cota-Parte do FPM,XGBoost,1.1183083057403564,"108 1604774.375 +109 1893737.875 +110 1231039.000 +111 1234283.625 +112 1604774.375 +113 1604774.375 +114 1893768.625 +115 1231039.000 +116 1231039.000 +117 964819.125 +118 1604774.375 +119 1893737.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,Cota-Parte do ICMS,HWES,1.0125892162322998,"108 391488.93750 +109 371634.53125 +110 390478.93750 +111 396071.43750 +112 380739.84375 +113 415921.25000 +114 416684.12500 +115 400490.09375 +116 415814.15625 +117 418636.75000 +118 411538.50000 +119 418636.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,Cota-Parte do IPVA,AR,3.288182258605957,"108 16207.141602 +109 7271.144043 +110 141400.500000 +111 141795.859375 +112 141794.671875 +113 60780.894531 +114 23585.453125 +115 141794.671875 +116 8966.186523 +117 8895.756836 +118 8913.621094 +119 60459.746094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,Cota-Parte do ITR,XGBoost,1.6577808856964111,"99 84.426414 +100 62.604897 +101 57.852264 +102 63.259361 +103 183.653503 +104 81.455925 +105 46.581894 +106 62.641441 +107 1088.097290 +108 123.965096 +109 -0.627676 +110 -38.538425 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mampituba - RS,Cota-Parte do ITR,Linear Regression,1.6577808856964111,"433269 13.892386 +433277 155.518447 +433286 23.884007 +433294 498.763884 +433303 6.984329 +433312 150.647940 +433321 33.799357 +433330 191.497002 +433339 1423.103296 +433348 4844.596300 +433357 194.395335 +433365 83.463274 +Name: y, dtype: float64" +Prefeitura Municipal de Mampituba - RS,Transferencias LC 61_1989,HWES,1.0412359237670898,"48 3345.594971 +49 2773.052002 +50 2962.056396 +51 3005.826904 +52 2991.616699 +53 3476.864502 +54 3655.970459 +55 3516.876221 +56 3511.052490 +57 4508.258301 +58 3522.723145 +59 3705.358154 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,IPTU,SARIMAX,1.5472705364227295,"108 3.441376e+06 +109 3.441376e+06 +110 7.927757e+05 +111 6.773644e+05 +112 6.773644e+05 +113 6.773644e+05 +114 6.732376e+05 +115 6.773644e+05 +116 6.771416e+05 +117 6.773644e+05 +118 6.771416e+05 +119 3.432714e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,ISS,SARIMAX,1.3711237907409668,"108 122583.476562 +109 103268.335938 +110 104699.085938 +111 100201.640625 +112 103756.460938 +113 111144.757812 +114 120933.171875 +115 120933.171875 +116 120933.171875 +117 109386.656250 +118 136844.031250 +119 109386.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,ISS,Linear Regression,1.3711237907409668,"108 30475.450587 +109 30025.721270 +110 30793.363810 +111 29919.143197 +112 31061.342830 +113 31853.304481 +114 30195.918687 +115 31886.573252 +116 31195.651181 +117 28267.107859 +118 31933.107907 +119 34480.796322 +Name: y, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,ITBI,SARIMAX,1.1660518646240234,"108 69396.593750 +109 74687.593750 +110 76506.039062 +111 71895.984375 +112 76506.039062 +113 68907.101562 +114 80028.070312 +115 69396.593750 +116 85110.000000 +117 72597.906250 +118 39265.972656 +119 47619.925781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,ITBI,Linear Regression,1.1660518646240234,"108 41591.680121 +109 25125.945581 +110 51735.713151 +111 28463.422573 +112 33960.013536 +113 47467.324923 +114 29368.856069 +115 33793.307526 +116 36402.636559 +117 39323.963154 +118 34404.568559 +119 32963.509044 +Name: y, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,IRRF,SARIMAX,0.9205889701843262,"108 321975.843750 +109 321211.125000 +110 312128.156250 +111 172405.140625 +112 310612.031250 +113 325634.906250 +114 312128.156250 +115 321973.937500 +116 321973.937500 +117 325634.906250 +118 321976.000000 +119 325634.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do FPM,HWES,1.0022947788238525,"108 2153612.500 +109 3156281.500 +110 1782372.875 +111 1999489.750 +112 2153651.750 +113 2345798.250 +114 2153651.750 +115 1782372.875 +116 1782372.875 +117 1648245.875 +118 2153651.750 +119 3156281.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do ICMS,SES,0.9844338893890381,"108 -490296.96875 +109 -494321.68750 +110 -521433.93750 +111 -504541.21875 +112 -501003.09375 +113 -508610.00000 +114 -515196.75000 +115 -501003.09375 +116 -504118.87500 +117 -495628.46875 +118 -505439.28125 +119 -519546.40625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do ICMS,Linear Regression,0.9844338893890381,"428484 4.790008e+05 +428493 4.950333e+05 +428502 4.153651e+05 +428511 5.160183e+05 +428520 5.559592e+05 +428529 4.700958e+05 +428538 1.737453e+06 +428547 5.641857e+05 +428556 5.333645e+05 +428565 6.329827e+05 +428574 4.790499e+05 +428583 -5.552057e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do IPVA,XGBoost,1.0332820415496826,"99 87155.757812 +100 31053.332031 +101 34494.250000 +102 103923.437500 +103 67242.281250 +104 39590.160156 +105 40633.894531 +106 20539.843750 +107 13365.976562 +108 9590.987305 +109 16116.987305 +110 43695.359375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do IPVA,Linear Regression,1.0332820415496826,"428485 208315.680604 +428494 2495.450598 +428503 103988.473400 +428512 145188.291525 +428521 150174.146464 +428530 66037.144499 +428539 65877.414616 +428548 28139.737868 +428557 23093.532567 +428566 12847.298149 +428575 13751.161500 +428584 89236.842933 +Name: y, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do ITR,XGBoost,1.1687202453613281,"43 0.389296 +44 0.389296 +45 -10.000343 +46 188.481537 +47 0.389296 +48 0.389296 +49 0.389296 +50 0.389296 +51 212.227203 +52 2168.017090 +53 166.390366 +54 27.993044 +Name: Valor, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do ITR,Linear Regression,1.1687202453613281,"428486 0.467808 +428495 0.483402 +428504 135.118554 +428513 0.467808 +428522 39.327062 +428531 0.467808 +428540 0.483402 +428549 0.483402 +428558 827.100199 +428567 6436.336844 +428576 1856.121939 +428585 0.498995 +Name: y, dtype: float64" +Prefeitura Municipal de Balneário Pinhal - RS,Transferencias LC 61_1989,HWES,1.4460575580596924,"72 5122.832520 +73 5760.953613 +74 4816.625000 +75 4886.130859 +76 4927.740234 +77 4197.557129 +78 4315.710938 +79 4921.560059 +80 4286.505371 +81 4125.741211 +82 4816.590332 +83 4903.480469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,IPTU,Prophet,1.895054817199707,"98 7147.030273 +99 7262.000000 +100 8733.916016 +101 12106.707031 +102 90874.265625 +103 190454.234375 +104 226498.703125 +105 226467.265625 +106 140409.109375 +107 324420.468750 +108 324375.156250 +109 324345.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,ISS,MLP,1.2212660312652588,"108 81448.818240 +109 86419.665100 +110 86300.576906 +111 76173.002713 +112 80405.493097 +113 79000.859113 +114 79031.589109 +115 82166.786904 +116 82140.969480 +117 79444.882063 +118 78264.485408 +119 79226.629140 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,ISS,Linear Regression,1.2212660312652588,"414898 94655.714294 +414907 123249.652221 +414915 124033.320929 +414924 67817.977382 +414933 91110.620532 +414941 83240.649118 +414950 83223.814907 +414958 100898.550629 +414967 101295.153213 +414976 86494.425442 +414985 79717.668090 +414994 84868.727965 +Name: y, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,ITBI,AR,1.3080143928527832,"108 72407.757812 +109 76659.859375 +110 89815.460938 +111 84527.929688 +112 127060.750000 +113 121765.257812 +114 111697.843750 +115 129164.000000 +116 158261.078125 +117 135094.734375 +118 121550.406250 +119 135734.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,IRRF,XGBoost,1.1551406383514404,"108 95162.937500 +109 132268.187500 +110 132268.187500 +111 95042.007812 +112 95042.007812 +113 95042.007812 +114 95042.007812 +115 132268.187500 +116 95042.007812 +117 132268.187500 +118 132268.187500 +119 132268.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do FPM,HWES,1.2298226356506348,"108 1.241639e+06 +109 1.896721e+06 +110 1.048836e+06 +111 1.048208e+06 +112 1.244450e+06 +113 1.292972e+06 +114 1.244256e+06 +115 1.048836e+06 +116 1.048702e+06 +117 9.968966e+05 +118 1.244450e+06 +119 1.896721e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do ICMS,HWES,1.019216775894165,"108 1.194071e+06 +109 7.033054e+05 +110 1.032843e+06 +111 1.186056e+06 +112 1.166747e+06 +113 1.194069e+06 +114 1.194067e+06 +115 1.186056e+06 +116 1.186056e+06 +117 1.166747e+06 +118 1.194071e+06 +119 1.166747e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do IPVA,MLP,2.9213778972625732,"108 281999.118025 +109 102728.450849 +110 97921.760876 +111 155562.566555 +112 109276.619350 +113 63423.643669 +114 58882.159405 +115 54670.760539 +116 56834.428482 +117 60889.158749 +118 57692.208349 +119 275588.652850 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do ITR,SES,2.2177393436431885,"84 1765.484497 +85 714.590759 +86 1168.470093 +87 2467.223389 +88 4066.309814 +89 9088.823242 +90 -745.132629 +91 2467.215088 +92 443.413483 +93 1909.928101 +94 535.127197 +95 535.127197 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do ITR,Linear Regression,2.2177393436431885,"352459 95582.413437 +352468 474.563513 +352477 752.983799 +414904 579.856073 +414921 196.520090 +414930 141.444396 +414947 10.094519 +414964 558.792178 +414973 15742.186573 +414982 84138.674820 +414991 1060.085977 +415000 679.024625 +Name: y, dtype: float64" +Prefeitura Municipal de Campinas do Sul - RS,Transferencias LC 61_1989,HWES,1.5464837551116943,"108 9379.061523 +109 8694.030273 +110 10076.356445 +111 11954.654297 +112 10118.666016 +113 10579.688477 +114 10580.543945 +115 10118.859375 +116 10653.328125 +117 9371.929688 +118 10076.356445 +119 10509.563477 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,IPTU,HWES,1.533567190170288,"96 1.056442e+05 +97 1.947730e+05 +98 1.945835e+06 +99 1.950904e+06 +100 1.958475e+06 +101 2.793287e+05 +102 2.377168e+05 +103 2.377168e+05 +104 2.377129e+05 +105 2.377144e+05 +106 2.377129e+05 +107 2.377129e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,ISS,MLP,0.9976463317871094,"96 486088.302589 +97 479827.875499 +98 487019.194087 +99 518066.206649 +100 498456.041848 +101 525826.772752 +102 520105.455306 +103 493334.086565 +104 522585.099724 +105 496738.171664 +106 509804.461662 +107 523187.412781 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,ITBI,XGBoost,1.4168322086334229,"96 775703.2500 +97 646198.3750 +98 760417.6875 +99 717755.6875 +100 698442.3125 +101 713516.3750 +102 703225.6250 +103 691709.8125 +104 705556.2500 +105 699718.7500 +106 761773.1875 +107 702649.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,IRRF,MLP,1.358691692352295,"96 433596.273955 +97 469421.991290 +98 430773.902768 +99 453223.694363 +100 477952.357420 +101 489708.147922 +102 524026.764156 +103 478528.871786 +104 486806.627858 +105 582367.257282 +106 532970.325894 +107 472492.225243 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do FPM,MLP,1.8431825637817383,"96 2.822296e+06 +97 3.358603e+06 +98 2.635592e+06 +99 2.865125e+06 +100 3.030735e+06 +101 2.949621e+06 +102 3.441124e+06 +103 2.937814e+06 +104 2.850414e+06 +105 2.813341e+06 +106 3.141106e+06 +107 3.976186e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do ICMS,XGBoost,1.5081360340118408,"96 2188681.25 +97 2556579.00 +98 2553906.75 +99 2134509.25 +100 2556718.25 +101 2134487.00 +102 2134487.00 +103 2556556.75 +104 2200730.25 +105 2205509.25 +106 2199564.50 +107 2553884.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do ICMS,Linear Regression,1.5081360340118408,"386368 2.294169e+06 +386377 2.781229e+06 +386386 2.984659e+06 +386395 2.684095e+06 +386404 3.329119e+06 +386413 2.646384e+06 +386422 2.669889e+06 +386431 2.772076e+06 +386440 2.597387e+06 +386449 2.527733e+06 +386458 2.449021e+06 +386467 2.908841e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do IPVA,XGBoost,1.6001253128051758,"96 1.513886e+06 +97 6.448466e+05 +98 6.050896e+05 +99 1.307592e+06 +100 1.307592e+06 +101 5.740292e+05 +102 3.539868e+05 +103 2.354702e+05 +104 1.022092e+05 +105 1.022092e+05 +106 1.022092e+05 +107 1.365171e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoa Vermelha - RS,Transferencias LC 61_1989,MLP,1.753234624862671,"84 24894.550251 +85 25843.652237 +86 25305.775027 +87 24857.577057 +88 23861.423246 +89 23655.853760 +90 24333.070005 +91 23243.808408 +92 24593.091392 +93 24874.294596 +94 23615.847154 +95 24489.080418 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,IPTU,XGBoost,2.00028920173645,"108 245390.343750 +109 209978.187500 +110 203069.843750 +111 209978.187500 +112 203069.843750 +113 203069.843750 +114 693943.250000 +115 174360.718750 +116 176874.296875 +117 190486.515625 +118 285781.125000 +119 369650.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,IPTU,Linear Regression,2.00028920173645,"429632 3.957237e+05 +429641 2.395580e+05 +429650 2.994597e+05 +429658 2.401158e+05 +429667 2.837588e+05 +429676 3.050401e+05 +429685 4.254273e+06 +429694 3.030277e+05 +429702 2.736721e+05 +429711 2.165344e+05 +429720 5.540566e+05 +429729 7.731231e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,ISS,SARIMAX,1.0814106464385986,"108 1171862.375 +109 1188209.000 +110 1152495.750 +111 1156048.625 +112 1181252.125 +113 1152495.750 +114 1156048.625 +115 1156048.625 +116 1177059.375 +117 1181252.125 +118 1108226.625 +119 1156048.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,ITBI,SARIMAX,0.995776891708374,"108 82497.179688 +109 97702.343750 +110 95103.617188 +111 90037.078125 +112 96089.296875 +113 96595.625000 +114 79404.039062 +115 85320.476562 +116 97487.867188 +117 81661.898438 +118 90036.921875 +119 97688.617188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,IRRF,XGBoost,1.0044193267822266,"82 804315.1875 +83 538348.1875 +84 535586.8750 +85 535349.1875 +86 535566.0625 +87 535566.0625 +88 535409.2500 +89 537305.9375 +90 537943.8125 +91 537775.1875 +92 537775.1875 +93 538380.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,IRRF,Linear Regression,1.0044193267822266,"429635 5.281500e+05 +429644 7.349521e+05 +429653 5.839156e+05 +429661 7.111332e+05 +429670 6.270254e+05 +429679 5.768007e+05 +429688 1.567913e+06 +429697 6.367279e+05 +429705 6.049685e+05 +429714 6.830400e+05 +429723 6.219283e+05 +429732 5.253009e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,Cota-Parte do FPM,AR,1.3863208293914795,"108 3286143.75 +109 3577491.00 +110 2988771.25 +111 3303560.50 +112 3567677.00 +113 3584163.75 +114 3713152.75 +115 3713156.00 +116 2988713.00 +117 2965459.50 +118 2884968.00 +119 3567595.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,Cota-Parte do FPM,Linear Regression,1.3863208293914795,"429636 3.311604e+06 +429645 4.740939e+06 +429654 2.900250e+06 +429662 3.315891e+06 +429671 3.686145e+06 +429680 3.442832e+06 +429689 5.729294e+06 +429698 4.533195e+06 +429706 2.936887e+06 +429715 2.993858e+06 +429724 2.780584e+06 +429733 3.607708e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,Cota-Parte do ICMS,MLP,1.5080201625823975,"108 2.577365e+06 +109 2.607062e+06 +110 2.658188e+06 +111 2.696680e+06 +112 2.704662e+06 +113 2.706638e+06 +114 2.720829e+06 +115 2.703047e+06 +116 2.711534e+06 +117 2.712625e+06 +118 2.704053e+06 +119 2.685055e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,Cota-Parte do IPVA,AR,1.7828078269958496,"107 51624.539062 +108 277654.125000 +109 278798.343750 +110 77716.859375 +111 75839.031250 +112 280328.437500 +113 148509.328125 +114 324474.343750 +115 252186.843750 +116 145432.312500 +117 145432.312500 +118 87591.890625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,Cota-Parte do IPVA,Linear Regression,1.7828078269958496,"429638 881592.428753 +429647 339857.872253 +429656 395061.598424 +429664 802677.245787 +429673 678520.826616 +429682 310846.265785 +429691 711191.713311 +429700 275632.808794 +429708 126098.554485 +429717 70783.313853 +429726 73607.332311 +429735 49881.961573 +Name: y, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,Cota-Parte do ITR,SARIMAX,1.7057538032531738,"93 23478.121094 +94 23478.121094 +95 19648.013672 +96 5094.432617 +97 9109.311523 +98 6127.027344 +99 9478.359375 +100 -28.771688 +101 8200.416016 +102 4894.647949 +103 15856.044922 +104 18884.072266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Charqueadas - RS,Cota-Parte do ITR,Linear Regression,1.7057538032531738,"93 18041.085254 +94 -3035.684381 +95 756.998183 +96 -3237.578748 +97 -3427.318703 +98 336.221008 +99 -2897.475283 +100 658.195727 +101 178.855033 +102 53703.953612 +103 26968.681520 +104 14179.303600 +Name: y, dtype: float64" +Prefeitura Municipal de Gravataí - RS,IPTU,MLP,1.9196124076843262,"108 1.842111e+07 +109 3.220421e+06 +110 3.473925e+06 +111 3.471706e+06 +112 3.505416e+06 +113 3.562151e+06 +114 3.664580e+06 +115 3.639182e+06 +116 3.184564e+06 +117 3.569649e+06 +118 3.245619e+06 +119 4.767452e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,ISS,MLP,1.3092148303985596,"108 7.817694e+06 +109 7.367563e+06 +110 7.901039e+06 +111 8.034665e+06 +112 8.124312e+06 +113 8.046330e+06 +114 8.095378e+06 +115 8.304122e+06 +116 8.254384e+06 +117 8.756178e+06 +118 8.519301e+06 +119 9.094128e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,ITBI,SARIMAX,1.7224175930023193,"108 2830387.50 +109 3321299.50 +110 3814929.50 +111 3457056.25 +112 3114196.75 +113 3115901.75 +114 3093248.00 +115 3090383.00 +116 3114196.75 +117 3340671.00 +118 3090383.00 +119 3814929.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,IRRF,MLP,1.1458075046539307,"108 4.590873e+06 +109 3.841727e+06 +110 4.315639e+06 +111 4.545969e+06 +112 4.639483e+06 +113 4.576413e+06 +114 4.659550e+06 +115 4.674744e+06 +116 4.641391e+06 +117 4.668208e+06 +118 4.861634e+06 +119 6.178613e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,Cota-Parte do FPM,HWES,1.0933270454406738,"108 11341834.0 +109 16457505.0 +110 8646109.0 +111 9719655.0 +112 11341834.0 +113 10731891.0 +114 11341834.0 +115 8956533.0 +116 9586999.0 +117 8646109.0 +118 11341834.0 +119 16457505.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,Cota-Parte do ICMS,XGBoost,1.1059603691101074,"108 16722917.0 +109 16626565.0 +110 17077994.0 +111 16788658.0 +112 16961178.0 +113 17534090.0 +114 16487020.0 +115 16590958.0 +116 16319616.0 +117 15714716.0 +118 16709021.0 +119 15954843.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,Cota-Parte do IPVA,AR,1.665243148803711,"108 6.657046e+06 +109 4.489848e+06 +110 5.725904e+06 +111 8.946498e+06 +112 8.739351e+06 +113 4.488699e+06 +114 2.606418e+06 +115 2.497489e+06 +116 9.994144e+05 +117 6.832958e+05 +118 6.087794e+05 +119 5.702706e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,Cota-Parte do ITR,SARIMAX,3.2875640392303467,"107 11086.431641 +108 10619.975586 +109 10735.153320 +110 11263.138672 +111 11749.735352 +112 11541.341797 +113 11261.827148 +114 9412.221680 +115 12208.923828 +116 80099.726562 +117 14077.655273 +118 72139.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gravataí - RS,Transferencias LC 61_1989,SES,1.197906494140625,"108 160255.296875 +109 154557.765625 +110 154217.328125 +111 154897.265625 +112 154572.312500 +113 145432.750000 +114 158929.718750 +115 145421.671875 +116 145421.671875 +117 154861.750000 +118 155054.062500 +119 158929.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,IPTU,MLP,1.3572049140930176,"67 5488.357359 +68 5458.262587 +69 5530.097581 +70 5548.921075 +71 6303.934180 +72 5595.500417 +73 5686.782138 +74 5635.017951 +75 5736.442194 +76 5715.069092 +77 5991.411057 +78 7056.900014 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,ISS,MLP,3.1652653217315674,"108 12134.800321 +109 12303.509319 +110 12566.714876 +111 12679.323187 +112 12848.830117 +113 12802.675112 +114 12763.956931 +115 13084.101640 +116 13496.761983 +117 13751.589641 +118 13418.945803 +119 13220.725917 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,ITBI,AR,1.720604658126831,"86 3956.008789 +87 3956.008789 +88 4214.827148 +89 1897.366455 +90 2983.745361 +91 4442.604492 +92 1725.821289 +93 5870.853027 +94 4442.604492 +95 4185.635254 +96 4127.179199 +97 1899.471558 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,ITBI,Linear Regression,1.720604658126831,"360088 3859.394116 +394931 3792.468207 +394947 1407.228791 +394955 6424.887315 +394964 11511.256440 +394973 3346.295477 +394982 5577.159128 +394990 1115.431826 +394999 3346.295477 +395008 4350.184120 +395017 223.086365 +395026 5577.159128 +Name: y, dtype: float64" +Prefeitura Municipal de Itati - RS,IRRF,MLP,1.7394161224365234,"108 25223.711172 +109 55055.124004 +110 58312.649960 +111 63506.204749 +112 74196.850719 +113 69439.287543 +114 64104.776419 +115 75062.937735 +116 74467.336575 +117 83050.273071 +118 81148.510414 +119 172063.785858 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,Cota-Parte do FPM,HWES,1.225745439529419,"108 1.262005e+06 +109 1.893877e+06 +110 1.124165e+06 +111 1.139656e+06 +112 1.264319e+06 +113 1.280468e+06 +114 1.264319e+06 +115 1.124165e+06 +116 1.127356e+06 +117 9.629106e+05 +118 1.264319e+06 +119 1.893877e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,Cota-Parte do ICMS,SES,1.0710654258728027,"108 378278.93750 +109 340137.75000 +110 341563.84375 +111 382374.00000 +112 385457.18750 +113 379492.31250 +114 375218.81250 +115 392471.50000 +116 392471.50000 +117 384241.78125 +118 379563.21875 +119 384241.87500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,Cota-Parte do IPVA,AR,1.8462128639221191,"108 74795.210938 +109 38721.859375 +110 55643.261719 +111 75595.773438 +112 68301.203125 +113 21515.205078 +114 21033.761719 +115 8421.362305 +116 8421.362305 +117 8502.182617 +118 5276.239746 +119 75499.835938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,Cota-Parte do IPVA,Linear Regression,1.8462128639221191,"394935 149092.712082 +394943 36817.142778 +394951 44617.761795 +394959 62392.231383 +394968 55402.819942 +394977 16948.244987 +394986 7713.946861 +394994 8883.872057 +395003 9250.833187 +395012 5914.930343 +395021 2605.794889 +395030 71861.901919 +Name: y, dtype: float64" +Prefeitura Municipal de Itati - RS,Cota-Parte do ITR,XGBoost,1.3716611862182617,"95 1811.111084 +96 1541.814819 +97 -25.821440 +98 1483.329956 +99 190.581024 +100 -26.045530 +101 1483.329956 +102 1503.629517 +103 1769.925049 +104 1773.070435 +105 -26.045530 +106 204.518509 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itati - RS,Transferencias LC 61_1989,HWES,2.3570148944854736,"108 3289.732910 +109 2923.321289 +110 3537.924072 +111 3229.126465 +112 3451.597656 +113 3009.050293 +114 3092.329346 +115 3091.282715 +116 2760.913086 +117 3361.746338 +118 3339.051025 +119 3300.444092 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,IPTU,AR,2.228919744491577,"108 442604.875000 +109 89621.851562 +110 89810.757812 +111 82446.953125 +112 83405.617188 +113 82763.750000 +114 89810.757812 +115 102155.039062 +116 82446.953125 +117 105881.781250 +118 80216.976562 +119 99608.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,ISS,XGBoost,1.048309326171875,"108 111529.179688 +109 95493.351562 +110 111529.179688 +111 100646.507812 +112 100646.507812 +113 101616.976562 +114 101616.976562 +115 101616.976562 +116 101616.976562 +117 101616.976562 +118 101616.976562 +119 101616.976562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,ISS,Linear Regression,1.048309326171875,"422524 90413.096182 +422533 70538.598689 +422542 111207.090638 +422551 88798.048554 +422560 102931.947852 +422569 90935.053714 +422578 80099.848099 +422586 62540.378659 +422595 78279.405753 +422604 93086.848298 +422613 74315.627776 +422622 87597.089119 +Name: y, dtype: float64" +Prefeitura Municipal de Araricá - RS,ITBI,XGBoost,2.0681893825531006,"105 82953.648438 +106 83124.132812 +107 81420.656250 +108 86243.851562 +109 81420.656250 +110 83939.289062 +111 81822.484375 +112 84536.250000 +113 81420.656250 +114 81420.656250 +115 81420.656250 +116 81420.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,IRRF,XGBoost,1.14052414894104,"108 143970.250000 +109 132503.765625 +110 143970.250000 +111 133965.421875 +112 132503.765625 +113 143970.250000 +114 132503.765625 +115 128888.296875 +116 143970.250000 +117 143970.250000 +118 128888.296875 +119 143970.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,Cota-Parte do FPM,HWES,1.1989972591400146,"108 1256626.500 +109 1893768.625 +110 1096804.250 +111 1148959.375 +112 1258788.500 +113 1230129.250 +114 1258788.500 +115 1096804.250 +116 1096804.250 +117 945366.000 +118 1258788.500 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,Cota-Parte do ICMS,HWES,2.7409555912017822,"108 518301.62500 +109 504906.93750 +110 487197.46875 +111 548358.25000 +112 545503.43750 +113 390854.90625 +114 548358.25000 +115 542027.87500 +116 542027.87500 +117 545503.43750 +118 507164.00000 +119 545503.43750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,Cota-Parte do IPVA,SARIMAX,1.1773791313171387,"108 194625.812500 +109 120567.453125 +110 174519.875000 +111 188856.703125 +112 192011.109375 +113 188856.703125 +114 84180.039062 +115 59693.519531 +116 27185.164062 +117 45252.964844 +118 27456.988281 +119 200846.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,Cota-Parte do IPVA,Linear Regression,1.1773791313171387,"108 54568.297385 +109 26378.512014 +110 41673.433588 +111 58875.008245 +112 45107.925815 +113 68346.848929 +114 21885.253014 +115 15604.271215 +116 10771.230026 +117 12738.848551 +118 10436.934356 +119 59066.874060 +Name: y, dtype: float64" +Prefeitura Municipal de Araricá - RS,Cota-Parte do ITR,XGBoost,1.6704223155975342,"89 26.748463 +90 26.842501 +91 62.865772 +92 113.322830 +93 33.799324 +94 13.223392 +95 46.262051 +96 357.689148 +97 148.346771 +98 438.897522 +99 -181.909668 +100 223.457077 +Name: Valor, dtype: float64" +Prefeitura Municipal de Araricá - RS,Cota-Parte do ITR,Linear Regression,1.6704223155975342,"343000 36.110577 +422530 36.710058 +422539 13.646376 +422548 7.379071 +422557 45.037399 +422566 83.295210 +422575 55.435676 +422592 182.024339 +422601 602.642258 +422610 3927.747348 +422619 91.371858 +422628 153.347331 +Name: y, dtype: float64" +Prefeitura Municipal de Araricá - RS,Transferencias LC 61_1989,XGBoost,1.7297677993774414,"108 4470.537598 +109 3856.651611 +110 4495.849121 +111 4929.254883 +112 4727.039062 +113 5007.549316 +114 5103.729980 +115 5369.394531 +116 5215.368164 +117 4920.843262 +118 4647.543457 +119 4973.578613 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,IPTU,HWES,1.9036340713500977,"86 2126.821777 +87 1454.249268 +88 292373.375000 +89 182968.015625 +90 105574.789062 +91 109437.062500 +92 107618.906250 +93 107618.062500 +94 108113.359375 +95 126192.195312 +96 127759.695312 +97 114343.945312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,ISS,MLP,1.090261459350586,"96 35408.141396 +97 40210.850518 +98 39747.582226 +99 37191.942584 +100 36886.934763 +101 38298.265506 +102 38321.320487 +103 37127.449681 +104 38225.141452 +105 37570.504203 +106 38210.422030 +107 40306.023900 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,ITBI,AR,1.1192917823791504,"96 714.188965 +97 16606.341797 +98 48350.562500 +99 411.001160 +100 7963.200684 +101 9681.711914 +102 7257.839355 +103 4871.227539 +104 16945.519531 +105 7511.800781 +106 16190.703125 +107 6339.787109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,ITBI,Linear Regression,1.1192917823791504,"422204 24584.181701 +422213 13924.313293 +422221 53892.971600 +422230 28397.835237 +422239 23541.063640 +422248 34772.357546 +422257 11936.007707 +422266 43511.695813 +422275 82076.589386 +422284 9821.648994 +422293 74502.306181 +422302 5915.050291 +Name: y, dtype: float64" +Prefeitura Municipal de Viadutos - RS,IRRF,SARIMAX,1.242666244506836,"96 128817.929688 +97 128817.929688 +98 128817.929688 +99 128817.929688 +100 128817.929688 +101 128817.929688 +102 128817.929688 +103 128817.929688 +104 128817.929688 +105 128817.929688 +106 128817.929688 +107 128817.929688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,Cota-Parte do FPM,AR,1.205399751663208,"96 1302056.750 +97 1894279.500 +98 1111444.875 +99 1157436.000 +100 1303223.750 +101 1275279.750 +102 1303223.750 +103 1111444.875 +104 1112114.500 +105 953918.750 +106 1303223.750 +107 1894279.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,Cota-Parte do ICMS,HWES,1.034144639968872,"96 652957.6250 +97 621561.0000 +98 659507.0625 +99 712876.5625 +100 756698.2500 +101 677920.0625 +102 712876.5625 +103 729294.5000 +104 729294.5000 +105 745350.6250 +106 676474.3750 +107 745350.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,Cota-Parte do IPVA,SARIMAX,1.551764965057373,"96 173380.656250 +97 35525.062500 +98 46818.132812 +99 157037.578125 +100 83033.085938 +101 17937.628906 +102 13645.940430 +103 8657.389648 +104 6358.888672 +105 4116.642090 +106 1258.244141 +107 173380.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,Cota-Parte do IPVA,Linear Regression,1.551764965057373,"96 74024.186250 +97 9024.139936 +98 25318.454122 +99 61678.688912 +100 33659.916237 +101 4187.505200 +102 1108.219787 +103 -711.641066 +104 -2526.561496 +105 -3030.507714 +106 -5345.658573 +107 96605.138492 +Name: y, dtype: float64" +Prefeitura Municipal de Viadutos - RS,Cota-Parte do ITR,AR,2.088200330734253,"88 1440.720337 +89 1524.736206 +90 1397.546021 +91 1439.059937 +92 1466.304565 +93 1438.796265 +94 1431.050781 +95 1333.542480 +96 10657.005859 +97 9979.166992 +98 1749.844482 +99 1683.259155 +Name: Valor, dtype: float64" +Prefeitura Municipal de Viadutos - RS,Transferencias LC 61_1989,HWES,1.262507677078247,"96 5953.374512 +97 5543.223633 +98 6026.457520 +99 5582.243652 +100 5606.091309 +101 5124.642090 +102 5583.926758 +103 5596.586914 +104 5075.271484 +105 6722.088379 +106 6026.457520 +107 5489.760254 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,IPTU,SARIMAX,1.1655831336975098,"108 102319.953125 +109 102325.046875 +110 113825.929688 +111 151036.703125 +112 606577.187500 +113 188275.656250 +114 150289.875000 +115 153001.625000 +116 107079.085938 +117 122091.460938 +118 109686.523438 +119 151031.406250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,ISS,HWES,1.1438465118408203,"108 283285.43750 +109 261149.31250 +110 283285.34375 +111 283285.34375 +112 289246.84375 +113 289246.84375 +114 289246.84375 +115 289246.84375 +116 289246.84375 +117 289246.84375 +118 289246.84375 +119 289246.84375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,ITBI,MLP,1.1812870502471924,"108 58524.036888 +109 50189.147833 +110 65649.972989 +111 65901.974487 +112 57988.822615 +113 62190.207104 +114 57199.165425 +115 63588.951712 +116 54676.736121 +117 66800.032856 +118 54103.370316 +119 53152.825674 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,ITBI,Linear Regression,1.1812870502471924,"429427 71659.634056 +429436 15370.014611 +429443 117119.903415 +429452 120676.952253 +429461 69342.312114 +429470 97506.351689 +429478 64894.616817 +429485 107633.138737 +429494 49021.969776 +429503 129751.559585 +429511 46579.391908 +429520 39050.256150 +Name: y, dtype: float64" +Prefeitura Municipal de Itaara - RS,IRRF,SARIMAX,1.4008100032806396,"108 84324.140625 +109 84366.109375 +110 98672.273438 +111 128159.070312 +112 125264.289062 +113 125263.171875 +114 124784.046875 +115 124784.046875 +116 125264.289062 +117 125264.289062 +118 125263.171875 +119 125264.289062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,Cota-Parte do FPM,SARIMAX,1.0480456352233887,"106 1894698.750 +107 1920512.750 +108 1916792.750 +109 1920512.750 +110 1915853.375 +111 1916705.000 +112 1916640.500 +113 1920512.750 +114 1858328.375 +115 1915851.500 +116 1878929.250 +117 1920512.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,Cota-Parte do ICMS,MLP,1.0878572463989258,"106 340148.995860 +107 325475.497835 +108 334038.107265 +109 364725.543788 +110 349550.916223 +111 355932.708499 +112 370433.108346 +113 375308.722910 +114 432760.261767 +115 400664.053600 +116 324056.514431 +117 396484.051692 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,Cota-Parte do IPVA,SES,2.1656970977783203,"105 83270.796875 +106 83046.140625 +107 79171.140625 +108 79171.140625 +109 82243.343750 +110 83132.398438 +111 41550.062500 +112 22029.150391 +113 46776.722656 +114 48230.769531 +115 45569.636719 +116 82243.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,Cota-Parte do IPVA,Linear Regression,2.1656970977783203,"386566 172837.108243 +429431 195262.569289 +429440 70910.137966 +429447 73671.033294 +429456 113228.229361 +429465 117985.886824 +429473 6404.572305 +429481 38721.154977 +429489 19583.178549 +429498 12451.666204 +429515 5576.656305 +429524 116053.759183 +Name: y, dtype: float64" +Prefeitura Municipal de Itaara - RS,Cota-Parte do ITR,XGBoost,1.756014108657837,"98 13590.298828 +99 33901.359375 +100 13110.061523 +101 12862.495117 +102 13081.796875 +103 43926.199219 +104 43926.199219 +105 13525.163086 +106 13077.399414 +107 13590.298828 +108 13304.781250 +109 13370.049805 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itaara - RS,Transferencias LC 61_1989,SES,2.456852912902832,"105 3278.326416 +106 5244.810547 +107 4738.165039 +108 4605.461426 +109 3280.321777 +110 3328.507324 +111 3207.783203 +112 4640.848633 +113 4578.684570 +114 18896.699219 +115 4738.165039 +116 4578.684570 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,IPTU,SARIMAX,1.5899052619934082,"91 972.940186 +92 972.947876 +93 9266.308594 +94 31603.042969 +95 122327.562500 +96 8347.119141 +97 3397.016357 +98 5369.997559 +99 5369.997559 +100 -188.292969 +101 557.204590 +102 557.204590 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,IPTU,Linear Regression,1.5899052619934082,"91 1296.825639 +92 1325.536023 +93 5348.749933 +94 11625.077887 +95 37258.095831 +96 4802.467201 +97 6887.870011 +98 3889.343311 +99 4268.160265 +100 3472.654268 +101 2050.068480 +102 2493.042394 +Name: y, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,ISS,SARIMAX,1.1576905250549316,"96 272977.40625 +97 272831.93750 +98 272831.93750 +99 272977.40625 +100 273554.65625 +101 273554.65625 +102 273554.65625 +103 271284.37500 +104 272831.93750 +105 273554.65625 +106 273554.65625 +107 273554.65625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,ITBI,XGBoost,2.0885250568389893,"89 102947.015625 +90 97366.304688 +91 92277.320312 +92 76441.953125 +93 94849.507812 +94 97773.023438 +95 97773.562500 +96 97366.304688 +97 93459.656250 +98 97366.304688 +99 102903.531250 +100 97366.304688 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,IRRF,SES,1.100689172744751,"96 6153.079590 +97 10370.215820 +98 9065.937500 +99 8833.464844 +100 10595.193359 +101 10964.873047 +102 11576.883789 +103 11074.713867 +104 11074.713867 +105 11074.713867 +106 11074.713867 +107 11074.713867 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,IRRF,Linear Regression,1.100689172744751,"388691 47398.608304 +388695 50227.530376 +388699 66512.414734 +388703 66570.000898 +388707 111132.007092 +388711 68492.480889 +388716 77492.510792 +388725 7553.698123 +388729 11769.530508 +388738 7748.677900 +388747 8067.441812 +388756 11150.595716 +Name: y, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do FPM,XGBoost,1.3425624370574951,"89 1798528.625 +90 1804103.375 +91 1811506.125 +92 1774541.375 +93 1804110.875 +94 1811506.125 +95 1804287.000 +96 1798952.875 +97 1811506.125 +98 1811506.125 +99 1798952.875 +100 1798952.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do ICMS,XGBoost,1.08026123046875,"89 828082.7500 +90 837152.6875 +91 837152.6875 +92 828082.7500 +93 828082.7500 +94 837152.6875 +95 837152.6875 +96 828082.7500 +97 828082.7500 +98 828082.7500 +99 828082.7500 +100 837152.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do IPVA,XGBoost,1.7360775470733643,"89 27758.611328 +90 21866.957031 +91 25620.802734 +92 28590.519531 +93 24422.070312 +94 22046.402344 +95 40761.093750 +96 74893.164062 +97 25136.001953 +98 21605.324219 +99 21739.880859 +100 40859.468750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do IPVA,Linear Regression,1.7360775470733643,"337211 26558.818906 +337219 120731.635051 +337227 5071.019040 +337235 7528.434468 +337243 2707.036167 +337251 2435.931090 +337259 65056.254814 +388719 32361.440219 +388732 9318.834140 +388741 7522.169394 +388750 8374.600807 +388759 75176.408048 +Name: y, dtype: float64" +Prefeitura Municipal de São José dos Ausentes - RS,Transferencias LC 61_1989,MLP,1.1532564163208008,"59 6447.217155 +60 5645.794937 +61 5732.999743 +62 5729.402207 +63 5731.101675 +64 5701.704470 +65 5662.008326 +66 6615.333240 +67 6667.924623 +68 6741.406551 +69 6375.148255 +70 6617.687835 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,IPTU,AR,1.5134398937225342,"98 2490.924561 +99 4079.833740 +100 2921.532227 +101 12165.236328 +102 32250.314453 +103 13406.085938 +104 2902.297852 +105 7445.279785 +106 2902.297852 +107 3014.611328 +108 3185.996826 +109 13383.799805 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,ISS,XGBoost,1.8445930480957031,"108 10756.206055 +109 9814.278320 +110 15105.491211 +111 12583.654297 +112 10635.982422 +113 15093.903320 +114 15041.387695 +115 15093.903320 +116 12034.650391 +117 15111.280273 +118 15111.280273 +119 15092.951172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,ITBI,XGBoost,2.2955875396728516,"102 4389.962402 +103 4598.734863 +104 1978.829224 +105 6787.937500 +106 4304.602051 +107 5602.634277 +108 2170.210693 +109 5466.485840 +110 3445.009277 +111 4327.137207 +112 4359.734375 +113 7967.661133 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,ITBI,Linear Regression,2.2955875396728516,"365892 3515.004229 +365901 3777.995587 +365910 14798.863716 +429216 10145.468124 +429225 1961.129434 +429234 895.901258 +429251 6234.078812 +429260 13318.222842 +429269 2122.038930 +429278 5529.149269 +429287 1768.365775 +429312 2320.980080 +Name: y, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,IRRF,XGBoost,2.0240347385406494,"107 57231.125000 +108 57231.125000 +109 59375.910156 +110 59375.910156 +111 59375.910156 +112 59375.910156 +113 57231.125000 +114 59375.910156 +115 59375.910156 +116 59375.910156 +117 59375.910156 +118 111023.367188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,Cota-Parte do FPM,HWES,1.2725975513458252,"108 1.536683e+06 +109 1.893900e+06 +110 1.104701e+06 +111 1.124398e+06 +112 1.536259e+06 +113 1.342639e+06 +114 1.536259e+06 +115 1.104701e+06 +116 1.106326e+06 +117 8.298867e+05 +118 1.893900e+06 +119 1.893900e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,Cota-Parte do ICMS,HWES,1.2509801387786865,"108 467857.81250 +109 419184.93750 +110 419199.09375 +111 457536.34375 +112 466988.31250 +113 446582.75000 +114 447710.40625 +115 457536.34375 +116 457536.34375 +117 465927.71875 +118 445982.00000 +119 465927.71875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,Cota-Parte do IPVA,HWES,1.9582452774047852,"107 34885.445312 +108 21935.197266 +109 33226.464844 +110 34725.226562 +111 24675.390625 +112 18667.398438 +113 17907.992188 +114 17907.992188 +115 1894.575562 +116 5877.510254 +117 5539.778809 +118 58014.144531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,Cota-Parte do ITR,SARIMAX,1.533585548400879,"87 17.531582 +88 17.531582 +89 31.334948 +90 83.852669 +91 87.353607 +92 87.353607 +93 1184.291260 +94 2196.531494 +95 2466.700684 +96 2496.367188 +97 2318.500000 +98 1129.485596 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ubiretama - RS,Transferencias LC 61_1989,SES,1.3666131496429443,"107 3735.438232 +108 3855.283936 +109 3855.629639 +110 3946.865723 +111 4012.978027 +112 3773.555908 +113 3861.181885 +114 3939.238770 +115 3937.490234 +116 3891.937988 +117 4118.405762 +118 3881.553467 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,IPTU,SARIMAX,1.3863348960876465,"96 3637.431641 +97 3596.483643 +98 3569.284912 +99 3219.658936 +100 4704.050293 +101 33720.621094 +102 4737.929688 +103 4390.347168 +104 4433.960938 +105 3219.658936 +106 4433.434570 +107 4661.036621 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,ISS,MLP,1.523946762084961,"108 10196.437015 +109 9954.077488 +110 10368.767351 +111 10693.745746 +112 12349.340086 +113 11461.900588 +114 10936.230131 +115 10996.922870 +116 10866.804834 +117 10897.446895 +118 11050.423037 +119 12642.306145 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,ITBI,MLP,1.616081714630127,"87 4030.306966 +88 3535.621967 +89 2491.683733 +90 3394.327871 +91 1918.814693 +92 2412.995079 +93 4151.750069 +94 2764.288572 +95 5443.655670 +96 5369.198698 +97 3322.459936 +98 4025.801235 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,ITBI,Linear Regression,1.616081714630127,"360275 11501.887088 +360283 9562.057518 +398120 4948.682697 +398129 9371.021476 +398138 2710.297242 +398146 5114.303115 +398155 13504.607153 +398163 7426.523592 +398180 20364.454218 +398189 20775.934650 +398198 11872.251230 +398215 15642.438078 +Name: y, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,IRRF,Prophet,1.1587584018707275,"97 69556.718750 +98 70529.804688 +99 70063.046875 +100 70071.382812 +101 70071.382812 +102 70071.382812 +103 70071.382812 +104 70071.382812 +105 70063.046875 +106 70071.382812 +107 70071.382812 +108 70071.382812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do FPM,HWES,1.361114501953125,"108 1233033.250 +109 1893770.625 +110 1045960.500 +111 1164516.750 +112 1217733.750 +113 1278838.375 +114 1263792.000 +115 1043131.875 +116 1043134.000 +117 982443.625 +118 1217733.750 +119 1893770.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do ICMS,HWES,1.1697168350219727,"108 415523.15625 +109 400269.40625 +110 409743.87500 +111 411043.31250 +112 431488.34375 +113 413487.62500 +114 423676.34375 +115 425237.12500 +116 424229.50000 +117 419771.12500 +118 431488.34375 +119 419771.12500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do IPVA,AR,1.877227783203125,"107 36838.585938 +108 30635.724609 +109 37936.429688 +110 48992.066406 +111 21199.011719 +112 2512.009766 +113 2435.815186 +114 2659.413086 +115 2702.614014 +116 2648.976562 +117 2743.670166 +118 29403.964844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do ITR,AR,1.731003999710083,"69 586.042603 +70 530.328918 +71 102.348557 +72 190.171173 +73 584.070862 +74 237.485764 +75 436.870117 +76 467.913483 +77 560.611816 +78 585.492676 +79 412.593079 +80 24.800488 +Name: Valor, dtype: float64" +Prefeitura Municipal de Carlos Gomes - RS,Transferencias LC 61_1989,HWES,1.5443012714385986,"108 2747.094971 +109 2357.774902 +110 2636.303467 +111 2766.776611 +112 2707.952148 +113 2835.659668 +114 2438.018066 +115 2814.711182 +116 2746.887939 +117 3098.635498 +118 2656.729980 +119 2826.401123 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,IPTU,AR,3.164114236831665,"108 4788307.000 +109 1093498.875 +110 1143883.875 +111 866583.000 +112 1131830.500 +113 897010.250 +114 1050214.500 +115 1050212.000 +116 836381.000 +117 1050212.000 +118 859198.250 +119 897271.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,ISS,XGBoost,1.1756281852722168,"108 167008.875000 +109 179819.296875 +110 174701.093750 +111 177819.265625 +112 172244.734375 +113 166065.109375 +114 176017.453125 +115 167008.875000 +116 173329.468750 +117 174701.093750 +118 174701.093750 +119 167008.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,ITBI,SES,1.0950696468353271,"108 159395.468750 +109 159056.640625 +110 159625.265625 +111 159213.125000 +112 159614.203125 +113 159882.734375 +114 193221.234375 +115 160415.234375 +116 159549.718750 +117 190273.437500 +118 183446.078125 +119 201442.078125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,ITBI,Linear Regression,1.0950696468353271,"432862 212838.565464 +432870 222121.986586 +432878 197868.979038 +432887 238882.527517 +432896 193126.863333 +432905 397411.416946 +432914 161954.284890 +432923 260284.289345 +432932 330220.753452 +432941 178203.699507 +432950 230234.177587 +432959 190641.003002 +Name: y, dtype: float64" +Prefeitura Municipal de Cidreira - RS,IRRF,XGBoost,1.2116639614105225,"107 379812.21875 +108 369953.87500 +109 400419.81250 +110 400419.53125 +111 400419.53125 +112 400436.68750 +113 382429.87500 +114 399567.93750 +115 382429.87500 +116 400436.68750 +117 400436.68750 +118 400436.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,Cota-Parte do FPM,SARIMAX,1.1231000423431396,"108 2380632.75 +109 3787538.00 +110 2029340.25 +111 2057469.50 +112 2513486.75 +113 2341100.25 +114 3787538.00 +115 2380633.00 +116 2513486.75 +117 2114992.00 +118 2802405.50 +119 3787538.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,Cota-Parte do ICMS,HWES,1.0977280139923096,"108 859437.1250 +109 843792.0000 +110 848414.6250 +111 848264.0625 +112 877689.6250 +113 852097.6250 +114 859824.5625 +115 869129.5000 +116 869129.5000 +117 869129.5000 +118 865393.1250 +119 865393.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,Cota-Parte do IPVA,XGBoost,1.2259788513183594,"99 184383.437500 +100 191836.250000 +101 184383.437500 +102 184357.593750 +103 184363.734375 +104 188886.250000 +105 192014.171875 +106 192224.859375 +107 192144.359375 +108 194054.421875 +109 193805.734375 +110 180804.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,Cota-Parte do ITR,XGBoost,1.9170722961425781,"77 4583.079102 +78 6229.329102 +79 3617.288330 +80 4760.909180 +81 3606.429443 +82 4709.227539 +83 4705.216309 +84 4709.227539 +85 3341.409668 +86 33739.839844 +87 940.281067 +88 940.281067 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cidreira - RS,Cota-Parte do ITR,Linear Regression,1.9170722961425781,"432866 4173.054232 +432874 33.873677 +432883 1026.699689 +432892 40.153433 +432901 897.484739 +432910 206.121727 +432919 132.187137 +432928 224.903171 +432937 1471.267119 +432946 124035.342247 +432955 5400.336047 +432964 5300.345672 +Name: y, dtype: float64" +Prefeitura Municipal de Cidreira - RS,Transferencias LC 61_1989,MLP,2.9555599689483643,"95 5536.872756 +96 5521.148067 +97 5633.602009 +98 5692.675431 +99 5723.924676 +100 5764.314551 +101 5772.273360 +102 5790.957235 +103 5850.937014 +104 5855.650773 +105 5785.627544 +106 5789.310407 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,IPTU,XGBoost,1.7838795185089111,"67 73081.671875 +68 76533.656250 +69 557220.375000 +70 556034.500000 +71 555284.000000 +72 552459.750000 +73 554495.937500 +74 555284.000000 +75 558425.187500 +76 560790.875000 +77 558441.937500 +78 553506.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,ISS,SARIMAX,1.155444860458374,"92 72195.320312 +93 72386.640625 +94 72607.843750 +95 72565.281250 +96 72579.671875 +97 72607.843750 +98 72579.664062 +99 72579.664062 +100 72607.843750 +101 72579.664062 +102 72579.671875 +103 72195.320312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,ITBI,MLP,1.9339725971221924,"90 2.449875e+05 +91 3.157381e+05 +92 4.133305e+05 +93 5.372523e+05 +94 7.267684e+05 +95 9.774505e+05 +96 1.279720e+06 +97 1.709692e+06 +98 2.293203e+06 +99 3.073313e+06 +100 3.683589e+06 +101 5.201077e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,IRRF,XGBoost,1.5551812648773193,"92 155643.140625 +93 155382.609375 +94 155693.796875 +95 155693.796875 +96 155693.796875 +97 155693.796875 +98 155693.796875 +99 155682.328125 +100 155693.796875 +101 155643.140625 +102 155693.796875 +103 155643.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do FPM,HWES,1.3118116855621338,"92 1.293660e+06 +93 1.893774e+06 +94 1.091215e+06 +95 1.135675e+06 +96 1.389025e+06 +97 1.293532e+06 +98 1.389037e+06 +99 1.091215e+06 +100 1.091477e+06 +101 9.833518e+05 +102 1.389025e+06 +103 1.893774e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do ICMS,SARIMAX,1.0749764442443848,"92 772236.187500 +93 768346.125000 +94 765656.375000 +95 785126.812500 +96 785570.250000 +97 777323.875000 +98 777332.875000 +99 785126.812500 +100 785126.812500 +101 372208.500000 +102 777414.687500 +103 185063.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do IPVA,XGBoost,1.0785810947418213,"92 168448.296875 +93 79015.781250 +94 91660.578125 +95 168448.296875 +96 170643.250000 +97 38119.453125 +98 14835.020508 +99 22942.115234 +100 21759.927734 +101 11896.290039 +102 11896.290039 +103 174275.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do ITR,XGBoost,1.4505751132965088,"67 157.240540 +68 70.065842 +69 7.049415 +70 41.651478 +71 7.049415 +72 191.550827 +73 4.564500 +74 141.533249 +75 19.504595 +76 24.409210 +77 41.695522 +78 702.533508 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do ITR,Linear Regression,1.4505751132965088,"345693 82.857548 +345702 91.322253 +391467 7.357534 +391476 20.418283 +391485 4.061771 +391494 22.954476 +391519 8.728623 +391528 55.815553 +391537 959.305277 +391546 1554.119737 +391555 102.471202 +391564 21.757187 +Name: y, dtype: float64" +Prefeitura Municipal de Lindolfo Collor - RS,Transferencias LC 61_1989,Prophet,1.6417350769042969,"92 11526.166016 +93 12195.308594 +94 11949.079102 +95 12069.224609 +96 11981.591797 +97 12277.546875 +98 12275.858398 +99 11985.792969 +100 11999.200195 +101 11983.025391 +102 11949.079102 +103 11863.736328 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,IPTU,HWES,1.2870066165924072,"108 74908.87500 +109 314084.50000 +110 361674.50000 +111 361723.75000 +112 361674.50000 +113 325911.43750 +114 313697.00000 +115 325920.62500 +116 325920.62500 +117 303373.28125 +118 303549.81250 +119 303577.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,ISS,SARIMAX,1.1189632415771484,"108 83713.710938 +109 88648.742188 +110 85119.078125 +111 88648.742188 +112 85119.078125 +113 88648.742188 +114 84053.000000 +115 88648.742188 +116 88648.742188 +117 83601.632812 +118 88648.742188 +119 88648.742188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,ITBI,XGBoost,1.6368927955627441,"108 18625.037109 +109 25779.738281 +110 26757.832031 +111 23831.060547 +112 21701.464844 +113 30510.931641 +114 21535.099609 +115 26306.765625 +116 30596.312500 +117 21701.464844 +118 25391.935547 +119 13988.955078 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,ITBI,Linear Regression,1.6368927955627441,"409139 24707.020886 +409148 30553.452375 +409157 60874.216113 +409166 14071.685926 +409175 46066.761945 +409184 36457.219300 +409193 20179.234706 +409202 31601.636987 +409211 17805.920183 +409220 46263.790251 +409229 33770.083908 +409238 21959.890475 +Name: y, dtype: float64" +Prefeitura Municipal de Iraí - RS,IRRF,XGBoost,1.7576892375946045,"106 112055.679688 +107 112055.679688 +108 112055.679688 +109 112055.679688 +110 112055.679688 +111 112055.679688 +112 112055.679688 +113 112055.679688 +114 112055.679688 +115 112055.679688 +116 112055.679688 +117 112055.679688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,Cota-Parte do FPM,HWES,1.1596438884735107,"108 1269296.000 +109 1893768.625 +110 1065762.750 +111 1181084.375 +112 1269296.250 +113 1271303.875 +114 1269296.250 +115 1065762.750 +116 1065762.750 +117 1020923.625 +118 1269296.250 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,Cota-Parte do ICMS,HWES,1.0450406074523926,"108 684701.2500 +109 622036.5000 +110 624530.8750 +111 678190.8125 +112 721850.1875 +113 678082.3125 +114 677869.3750 +115 678190.8125 +116 678190.8125 +117 678190.8125 +118 721850.1875 +119 697835.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,Cota-Parte do IPVA,AR,1.5314505100250244,"108 157294.859375 +109 133614.078125 +110 178806.781250 +111 157307.937500 +112 178806.781250 +113 81083.281250 +114 56101.816406 +115 56101.816406 +116 22065.414062 +117 17233.769531 +118 17233.769531 +119 154323.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,Cota-Parte do ITR,AR,1.6832458972930908,"88 460.991058 +89 462.938354 +90 562.663513 +91 1119.109253 +92 1000.162903 +93 1131.045288 +94 1099.515015 +95 1099.515015 +96 1691.017090 +97 1681.235107 +98 1008.090881 +99 1012.446594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Iraí - RS,Transferencias LC 61_1989,SARIMAX,1.1877849102020264,"48 6097.973145 +49 5919.136230 +50 5933.036621 +51 5672.008301 +52 5486.943359 +53 5653.142578 +54 5653.747070 +55 5512.488281 +56 5698.193359 +57 6023.082031 +58 5653.142578 +59 6035.036133 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,IPTU,XGBoost,1.7936413288116455,"101 985.755066 +102 1055.656982 +103 1211.644043 +104 1708.893066 +105 133154.812500 +106 75659.304688 +107 2977.228516 +108 2086.391357 +109 1097.416870 +110 1097.416870 +111 313.178040 +112 743.739197 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,IPTU,Linear Regression,1.7936413288116455,"430386 501.993915 +430392 932.820325 +430398 1007.044932 +430405 2252.172818 +430412 149825.885801 +430420 92421.065297 +430428 7084.909513 +430435 6376.471386 +430443 2031.061268 +430451 2032.151484 +430459 886.671592 +430467 1980.259447 +Name: y, dtype: float64" +Prefeitura Municipal de Centenário - RS,ISS,SES,1.295276165008545,"108 21550.425781 +109 25195.548828 +110 23187.355469 +111 25189.810547 +112 23314.068359 +113 23611.029297 +114 24579.453125 +115 23187.355469 +116 24866.650391 +117 23611.029297 +118 24160.546875 +119 25425.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,ITBI,MLP,2.113129138946533,"102 20654.222390 +103 16150.590578 +104 14790.647058 +105 15267.786330 +106 15993.183722 +107 20640.026900 +108 14796.732947 +109 15047.861256 +110 15619.437666 +111 16994.294063 +112 16411.969474 +113 18222.484673 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,IRRF,Prophet,3.444230079650879,"104 45211.468750 +105 48641.070312 +106 48641.070312 +107 44084.187500 +108 48453.441406 +109 48641.070312 +110 44330.656250 +111 44330.656250 +112 44330.656250 +113 48641.070312 +114 45060.441406 +115 48641.070312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,Cota-Parte do FPM,HWES,1.143005132675171,"108 1.290920e+06 +109 1.893770e+06 +110 9.807313e+05 +111 1.206690e+06 +112 1.074782e+06 +113 1.491783e+06 +114 1.291216e+06 +115 9.807313e+05 +116 1.038196e+06 +117 9.811678e+05 +118 1.291216e+06 +119 1.893770e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,Cota-Parte do ICMS,HWES,1.1512107849121094,"108 524026.34375 +109 515429.03125 +110 486681.78125 +111 502904.78125 +112 504744.37500 +113 495241.00000 +114 823254.87500 +115 825094.43750 +116 825094.43750 +117 817201.68750 +118 818134.75000 +119 817201.68750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,Cota-Parte do IPVA,MLP,1.7984366416931152,"107 169810.617474 +108 42182.315678 +109 55521.968346 +110 78496.759504 +111 66593.102019 +112 35665.826896 +113 36204.051748 +114 32050.233967 +115 32101.539690 +116 33671.400465 +117 34790.177344 +118 369282.068735 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,Cota-Parte do ITR,AR,1.5205225944519043,"74 17.954084 +75 110.096497 +76 128.606583 +77 86.713821 +78 -36.765717 +79 697.782715 +80 413.202484 +81 -30.325830 +82 -31.777758 +83 -44.163746 +84 132.344528 +85 -112.413773 +Name: Valor, dtype: float64" +Prefeitura Municipal de Centenário - RS,Cota-Parte do ITR,Linear Regression,1.5205225944519043,"365559 6.161013 +365567 149.636134 +365576 515.602442 +365585 1489.586383 +365594 160.525616 +430419 4.071438 +430427 3.452106 +430442 122.250864 +430450 620.926678 +430458 1239.338326 +430466 703.712593 +430474 4.916962 +Name: y, dtype: float64" +Prefeitura Municipal de Centenário - RS,Transferencias LC 61_1989,XGBoost,0.998222827911377,"48 3867.589600 +49 4037.794189 +50 3955.177734 +51 3871.624268 +52 4194.562988 +53 4194.562988 +54 4194.562988 +55 4194.562988 +56 3804.378174 +57 3803.043701 +58 4194.562988 +59 4211.907715 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,IPTU,MLP,2.6539695262908936,"69 -9629.464309 +70 -11983.526270 +71 -14582.403346 +72 -17174.151978 +73 -20441.571243 +74 -24778.589073 +75 -29376.919894 +76 -34815.302110 +77 -41284.299145 +78 -48934.762563 +79 -58001.193250 +80 -68735.563274 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,IPTU,Linear Regression,2.6539695262908936,"336692 11533.428945 +336701 6161.348282 +336709 633.369191 +336718 5197.700479 +336727 8698.745418 +384033 323.405233 +384041 272.542225 +384050 534.799838 +384058 274.578782 +384067 225.955986 +384076 99.231234 +384085 147.854030 +Name: y, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,ISS,HWES,2.6516273021698,"88 50413.953125 +89 50413.953125 +90 42158.281250 +91 44156.429688 +92 50630.375000 +93 44436.726562 +94 50630.375000 +95 50630.375000 +96 52348.882812 +97 50630.375000 +98 44436.726562 +99 50630.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,ITBI,SARIMAX,1.4443387985229492,"76 16870.380859 +77 15342.297852 +78 15975.080078 +79 16767.287109 +80 16032.375977 +81 16659.675781 +82 19190.539062 +83 16032.390625 +84 16032.375977 +85 16032.375977 +86 16032.390625 +87 15101.357422 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,IRRF,Prophet,3.2424323558807373,"88 52742.187500 +89 52742.187500 +90 52742.187500 +91 52742.187500 +92 52742.187500 +93 52731.324219 +94 52752.738281 +95 52731.324219 +96 52752.738281 +97 52731.324219 +98 52731.324219 +99 52560.851562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do FPM,SARIMAX,1.2188689708709717,"88 1725216.875 +89 1811506.375 +90 1133103.000 +91 1725216.875 +92 1730920.375 +93 1725216.875 +94 1811506.375 +95 1725216.875 +96 1230295.125 +97 1207239.875 +98 1811376.625 +99 1811506.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do ICMS,XGBoost,1.3598213195800781,"88 373653.00000 +89 414122.84375 +90 415342.34375 +91 406132.15625 +92 416092.62500 +93 419505.84375 +94 406132.15625 +95 414122.84375 +96 406132.15625 +97 359543.09375 +98 359543.09375 +99 415447.15625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do IPVA,MLP,1.6568169593811035,"87 81080.934366 +88 20223.467719 +89 30739.106130 +90 52479.216680 +91 51487.344484 +92 21013.199407 +93 17262.677728 +94 19218.867578 +95 16198.190061 +96 19719.959829 +97 17467.998260 +98 114163.140684 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do ITR,SARIMAX,1.3393378257751465,"66 599.548767 +67 599.548767 +68 20.575905 +69 724.206055 +70 599.548767 +71 1199.872925 +72 1093.074219 +73 699.513672 +74 585.472534 +75 585.472534 +76 9.217650 +77 1093.074219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ponte Preta - RS,Transferencias LC 61_1989,XGBoost,1.3345041275024414,"88 4191.911133 +89 4423.644043 +90 4281.045898 +91 4195.439941 +92 3907.899414 +93 3989.481201 +94 4316.894531 +95 3839.891846 +96 4240.762695 +97 4168.149414 +98 3904.353516 +99 4098.636230 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,IPTU,AR,1.6418390274047852,"88 26493.019531 +89 19590.943359 +90 19522.232422 +91 18853.669922 +92 19957.216797 +93 26035.482422 +94 26445.093750 +95 26388.611328 +96 25579.595703 +97 24746.291016 +98 26421.205078 +99 26421.208984 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,ISS,MLP,2.91898512840271,"108 35926.005635 +109 40248.308719 +110 39327.823406 +111 41579.540500 +112 41524.137920 +113 47947.064207 +114 44905.156826 +115 42217.283554 +116 43338.467044 +117 44230.524743 +118 49289.191488 +119 48829.766160 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,ITBI,SES,2.128826856613159,"97 16581.671875 +98 16008.898438 +99 16035.999023 +100 15853.353516 +101 16674.671875 +102 15853.353516 +103 15995.919922 +104 15714.710938 +105 15995.938477 +106 15882.422852 +107 16008.898438 +108 15853.353516 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,IRRF,Prophet,1.0743129253387451,"108 54140.035156 +109 51309.550781 +110 106942.429688 +111 51309.550781 +112 51293.593750 +113 51293.593750 +114 51389.117188 +115 51293.593750 +116 51389.148438 +117 51309.550781 +118 51309.550781 +119 110301.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do FPM,HWES,1.2580151557922363,"108 1.241512e+06 +109 1.894164e+06 +110 1.137478e+06 +111 1.150455e+06 +112 1.243494e+06 +113 1.251032e+06 +114 1.243494e+06 +115 1.137478e+06 +116 1.137498e+06 +117 9.632147e+05 +118 1.243494e+06 +119 1.894164e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do ICMS,HWES,1.0820093154907227,"108 358588.53125 +109 283792.40625 +110 304861.53125 +111 343899.31250 +112 393456.06250 +113 386459.81250 +114 380544.40625 +115 380337.93750 +116 380337.93750 +117 376213.87500 +118 368969.31250 +119 376213.87500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do IPVA,AR,1.5412442684173584,"108 82850.007812 +109 90508.796875 +110 60208.273438 +111 82763.046875 +112 66251.265625 +113 51939.054688 +114 32476.095703 +115 28786.359375 +116 30707.056641 +117 28417.208984 +118 27954.349609 +119 78322.570312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do ITR,AR,1.4753143787384033,"94 5807.546875 +95 5930.050293 +96 5902.193848 +97 5866.557129 +98 5895.991699 +99 5836.682129 +100 5850.344727 +101 5874.660156 +102 5937.728516 +103 5835.013184 +104 5854.779785 +105 5897.139160 +Name: Valor, dtype: float64" +Prefeitura Municipal de Três Forquilhas - RS,Transferencias LC 61_1989,HWES,2.8475394248962402,"108 3470.951416 +109 3098.611572 +110 3220.879150 +111 3423.496582 +112 3563.889648 +113 3771.984375 +114 3739.004150 +115 3337.993896 +116 3722.779053 +117 3042.016602 +118 3284.059326 +119 3616.155029 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,IPTU,HWES,1.5287160873413086,"88 200.840424 +89 10.433063 +90 130.196182 +91 1408.260620 +92 321.541992 +93 92.150978 +94 183.850754 +95 78.036789 +96 75.865654 +97 52.074375 +98 71.303093 +99 267.248627 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,IPTU,Linear Regression,1.5287160873413086,"337926 719.098409 +395247 29.958545 +395254 590.626130 +395261 14655.857093 +395269 3825.205331 +395276 578.617824 +395283 1732.213649 +395290 249.861939 +395297 214.396995 +395305 44.020084 +395313 64.822037 +395327 136.851131 +Name: y, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,ISS,XGBoost,1.333160400390625,"107 9316.208008 +108 10259.401367 +109 10029.363281 +110 9575.482422 +111 10125.376953 +112 10054.061523 +113 9768.491211 +114 9483.628906 +115 10008.567383 +116 10008.567383 +117 9883.612305 +118 10170.118164 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,ITBI,XGBoost,1.6257052421569824,"94 11591.339844 +95 12366.646484 +96 9038.220703 +97 8430.298828 +98 13046.688477 +99 8424.121094 +100 8632.005859 +101 2632.363770 +102 3379.906250 +103 7371.528809 +104 12471.355469 +105 8839.380859 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,IRRF,XGBoost,2.054901123046875,"101 58015.773438 +102 58119.804688 +103 58642.679688 +104 58642.679688 +105 58642.679688 +106 58119.804688 +107 58409.488281 +108 58119.804688 +109 58402.156250 +110 58642.679688 +111 58107.515625 +112 58642.679688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do FPM,HWES,1.1616723537445068,"108 1.308332e+06 +109 1.893976e+06 +110 1.069927e+06 +111 1.208923e+06 +112 1.308540e+06 +113 1.399645e+06 +114 1.308540e+06 +115 1.069927e+06 +116 1.069927e+06 +117 9.987733e+05 +118 1.308540e+06 +119 1.893976e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do ICMS,HWES,2.1687285900115967,"108 298019.93750 +109 241651.46875 +110 281976.28125 +111 295616.87500 +112 316329.81250 +113 298831.50000 +114 276249.50000 +115 341328.28125 +116 341285.15625 +117 320666.93750 +118 297676.03125 +119 320742.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.0735819339752197,"107 59524.593750 +108 20440.373047 +109 32711.113281 +110 22441.310547 +111 22809.660156 +112 22809.660156 +113 44335.980469 +114 44335.980469 +115 44150.304688 +116 44133.597656 +117 44349.597656 +118 20383.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do ITR,XGBoost,1.4539337158203125,"60 41.658195 +61 485.748169 +62 16.599279 +63 22.647011 +64 64.114464 +65 155.437988 +66 582.684265 +67 37.450230 +68 69.542503 +69 410.098938 +70 40.109562 +71 240.518417 +Name: Valor, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do ITR,Linear Regression,1.4539337158203125,"337848 3.324270 +337857 42.635814 +337898 164.879684 +337906 304.242518 +337915 1161.719476 +337924 17.508848 +395268 40.173392 +395304 7.695069 +395312 420.750997 +395319 1430.308173 +395326 19.776328 +395334 6.679320 +Name: y, dtype: float64" +Prefeitura Municipal de Benjamin Constant do Sul - RS,Transferencias LC 61_1989,XGBoost,2.179401159286499,"60 17578.779297 +61 17578.658203 +62 17579.478516 +63 17576.250000 +64 17548.578125 +65 17548.578125 +66 17600.957031 +67 17548.578125 +68 17605.343750 +69 17576.425781 +70 17548.578125 +71 17575.691406 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,IPTU,SARIMAX,1.8201642036437988,"104 1.218190e+06 +105 8.206109e+05 +106 4.968188e+06 +107 8.206109e+05 +108 8.206109e+05 +109 8.206109e+05 +110 8.206109e+05 +111 8.206109e+05 +112 8.206109e+05 +113 8.206109e+05 +114 8.206109e+05 +115 7.161582e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,ISS,HWES,1.189046859741211,"104 642235.1250 +105 644276.5000 +106 647932.5625 +107 647932.5625 +108 647932.5625 +109 641530.3125 +110 641584.2500 +111 647932.5625 +112 640770.8125 +113 647932.5625 +114 647932.5625 +115 647932.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,ISS,Linear Regression,1.189046859741211,"417863 869841.225480 +417872 498909.401883 +417881 667332.861494 +417890 607550.295686 +417899 616179.186034 +417908 523575.922411 +417917 539006.139052 +417926 649055.513783 +417935 587496.112621 +417944 632088.870117 +417953 638140.059644 +417962 604203.963738 +Name: y, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,ITBI,XGBoost,1.6491577625274658,"104 268526.593750 +105 255293.984375 +106 209914.234375 +107 205856.015625 +108 213125.796875 +109 258806.531250 +110 247572.390625 +111 234431.765625 +112 222671.687500 +113 197581.500000 +114 222671.687500 +115 222671.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,ITBI,Linear Regression,1.6491577625274658,"417864 202535.737168 +417873 280000.621839 +417882 337884.255701 +417891 600413.082038 +417900 366529.360773 +417909 241099.367396 +417918 311602.026878 +417927 582749.675314 +417936 293606.465535 +417945 373260.218781 +417954 271858.794511 +417963 279890.846288 +Name: y, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,IRRF,XGBoost,1.2662272453308105,"104 1172597.875 +105 1172597.875 +106 1172373.750 +107 1172597.875 +108 1172597.875 +109 1172597.875 +110 1172597.875 +111 1172597.875 +112 1172597.875 +113 1172597.875 +114 1172597.875 +115 1169513.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do FPM,MLP,1.140235424041748,"104 4.183147e+06 +105 5.055123e+06 +106 3.932958e+06 +107 4.214450e+06 +108 4.461351e+06 +109 4.329980e+06 +110 4.997702e+06 +111 4.046144e+06 +112 4.113216e+06 +113 4.016698e+06 +114 4.556195e+06 +115 5.865168e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do ICMS,SES,1.1570239067077637,"104 3902398.75 +105 3802625.00 +106 3820171.75 +107 3793415.50 +108 3813207.75 +109 3847969.25 +110 3793388.00 +111 3813269.50 +112 3802659.75 +113 3829112.75 +114 3802944.50 +115 3829112.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do IPVA,MLP,1.762401819229126,"104 1.571195e+06 +105 5.610847e+05 +106 7.072249e+05 +107 1.254061e+06 +108 1.096167e+06 +109 4.759657e+05 +110 4.020993e+05 +111 3.105584e+05 +112 2.928435e+05 +113 2.778445e+05 +114 2.654152e+05 +115 1.396076e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do ITR,MLP,2.23614239692688,"99 121776.366390 +100 88565.643580 +101 101822.024864 +102 105508.974700 +103 106578.624013 +104 118708.306644 +105 133100.825702 +106 152626.116797 +107 259102.177707 +108 764630.196439 +109 232881.954735 +110 273551.518772 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Lourenço do Sul - RS,Transferencias LC 61_1989,XGBoost,2.107861042022705,"104 27030.912109 +105 39155.328125 +106 35067.855469 +107 33965.425781 +108 35788.003906 +109 32142.683594 +110 32819.925781 +111 33774.527344 +112 31778.869141 +113 32764.158203 +114 35174.171875 +115 33087.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,IPTU,SES,2.153831720352173,"76 3906.353027 +77 5220.980469 +78 32200.871094 +79 2743.405029 +80 4842.645020 +81 4947.684082 +82 2780.328857 +83 -578.183350 +84 713.646301 +85 1090.283325 +86 643.062683 +87 -657.004211 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,IPTU,Linear Regression,2.153831720352173,"337058 4379.073530 +337067 14708.075061 +337076 141170.719075 +337084 23683.764959 +337093 11164.840284 +337102 9914.791400 +337111 17230.262711 +337120 2443.918153 +337129 5533.035290 +337138 576.853927 +337147 123.431771 +337156 4439.448126 +Name: y, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,ISS,XGBoost,1.4128429889678955,"92 17926.347656 +93 17149.003906 +94 20854.951172 +95 21180.755859 +96 16587.691406 +97 21173.119141 +98 21175.019531 +99 20854.951172 +100 21173.119141 +101 21213.187500 +102 17336.433594 +103 21213.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,ISS,Linear Regression,1.4128429889678955,"386977 8356.575541 +386979 13940.171713 +386981 14876.052250 +386983 15262.409229 +386987 12068.470313 +386991 18962.147493 +386995 16695.112395 +386999 14844.041252 +387003 39137.635434 +387007 18176.859309 +387011 12689.125634 +387015 18052.378724 +Name: y, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,ITBI,XGBoost,1.7717716693878174,"78 28200.580078 +79 34741.500000 +80 34018.996094 +81 36484.828125 +82 34696.304688 +83 31694.091797 +84 34741.500000 +85 34741.078125 +86 31658.980469 +87 29890.560547 +88 30949.000000 +89 30126.927734 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,IRRF,Prophet,1.1180312633514404,"80 42359.054688 +81 48437.703125 +82 48445.234375 +83 48418.828125 +84 48532.347656 +85 48445.234375 +86 48445.234375 +87 48418.828125 +88 48418.828125 +89 49265.195312 +90 49265.195312 +91 50606.363281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do FPM,SARIMAX,1.0392580032348633,"92 1434851.625 +93 1781506.625 +94 1511620.875 +95 1434851.625 +96 1734490.875 +97 1434851.625 +98 1778238.375 +99 1778201.750 +100 1440875.500 +101 1440319.500 +102 1778238.375 +103 1781506.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ICMS,SES,1.2872059345245361,"89 538467.5625 +90 529395.0625 +91 529247.7500 +92 563442.7500 +93 529247.7500 +94 563442.7500 +95 563442.7500 +96 528338.6250 +97 563166.0000 +98 563166.0000 +99 563165.9375 +100 528485.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ICMS,Linear Regression,1.2872059345245361,"337143 469820.529153 +337152 556861.082548 +337161 562738.896895 +386985 432495.297150 +386989 529836.027612 +386993 421177.432201 +386997 424918.244991 +387001 441181.496271 +387005 413379.406968 +387009 402293.888586 +387013 389766.697365 +387017 473876.204190 +Name: y, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do IPVA,SES,1.6955559253692627,"89 166139.609375 +90 157733.750000 +91 49145.230469 +92 83658.007812 +93 50812.707031 +94 162009.437500 +95 164601.937500 +96 164456.546875 +97 167118.843750 +98 167091.343750 +99 157733.125000 +100 49158.074219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ITR,XGBoost,2.810818672180176,"72 638.030518 +73 359.103973 +74 345.526031 +75 960.914917 +76 359.103973 +77 345.707977 +78 987.171570 +79 9663.630859 +80 9058.363281 +81 9059.984375 +82 534.852356 +83 320.889496 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ITR,Linear Regression,2.810818672180176,"285511 211.750414 +337065 135.257618 +337074 411.812647 +337091 28.889780 +337100 132.659495 +337109 586.730447 +337118 21.959202 +337127 1063.610896 +337136 10627.565524 +337145 17385.918273 +337154 2043.933386 +337163 424.135174 +Name: y, dtype: float64" +Prefeitura Municipal de Ipiranga do Sul - RS,Transferencias LC 61_1989,XGBoost,1.4468140602111816,"80 6515.826172 +81 5966.520508 +82 5940.441406 +83 6515.660156 +84 6558.830078 +85 6634.284668 +86 6594.014648 +87 5352.841797 +88 6599.146484 +89 6599.146484 +90 6594.014648 +91 6717.604980 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,IPTU,AR,1.648362636566162,"105 5808.905762 +106 87595.546875 +107 939.422913 +108 5134.090820 +109 6909.630859 +110 7275.142090 +111 7348.871094 +112 6739.630859 +113 6730.577637 +114 4519.035645 +115 8096.082520 +116 7348.871094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,IPTU,Linear Regression,1.648362636566162,"394716 30716.917866 +394725 181147.623422 +394733 62093.503367 +394742 33220.107799 +394751 35482.577831 +394760 14561.763050 +394769 3109.925900 +394778 5272.760583 +394787 4327.379254 +394796 7065.198390 +394805 1683.741295 +394814 3363.089300 +Name: y, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,ISS,MLP,1.1474311351776123,"108 43300.399629 +109 43013.749370 +110 44850.874437 +111 45208.800347 +112 47485.946736 +113 44991.456932 +114 46372.958509 +115 44833.203842 +116 43485.290316 +117 43245.545782 +118 46051.630319 +119 43930.510740 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,ITBI,SARIMAX,1.4390032291412354,"105 10347.922852 +106 12446.209961 +107 9449.431641 +108 14178.898438 +109 29774.064453 +110 10575.579102 +111 10577.757812 +112 29774.064453 +113 10412.315430 +114 10382.066406 +115 26993.291016 +116 27114.708984 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,ITBI,Linear Regression,1.4390032291412354,"105 1910.699726 +106 3358.052983 +107 2152.523366 +108 4764.991593 +109 9133.693021 +110 3614.807985 +111 3525.108959 +112 11462.380573 +113 3725.637745 +114 2947.450327 +115 4032.434563 +116 2887.095258 +Name: y, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,IRRF,HWES,1.7457501888275146,"108 53373.800781 +109 74033.937500 +110 73576.109375 +111 75994.304688 +112 67510.898438 +113 76606.164062 +114 75936.859375 +115 75994.742188 +116 69218.382812 +117 75936.859375 +118 75994.742188 +119 67512.132812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do FPM,MLP,1.2441985607147217,"108 1.254806e+06 +109 1.445607e+06 +110 1.150351e+06 +111 1.222951e+06 +112 1.286044e+06 +113 1.250038e+06 +114 1.392994e+06 +115 1.174493e+06 +116 1.188410e+06 +117 1.162604e+06 +118 1.302099e+06 +119 1.641331e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do ICMS,HWES,1.1105504035949707,"108 825186.9375 +109 778046.8750 +110 861301.5000 +111 860875.8125 +112 873474.3125 +113 866676.7500 +114 862640.6250 +115 866444.0625 +116 866444.0625 +117 878959.1250 +118 863951.8125 +119 793598.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do IPVA,AR,1.6731617450714111,"108 171607.046875 +109 35118.542969 +110 184468.937500 +111 115806.718750 +112 33591.519531 +113 35118.542969 +114 2079.077148 +115 9718.110352 +116 1394.620972 +117 9718.110352 +118 2504.165771 +119 178085.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do IPVA,Linear Regression,1.6731617450714111,"394722 246089.811015 +394731 40198.412738 +394739 109676.022643 +394748 157712.013486 +394757 103299.366809 +394766 41000.721891 +394775 8104.320410 +394784 13774.967923 +394793 6889.749610 +394802 13838.977877 +394811 5880.651517 +394820 185143.434359 +Name: y, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do ITR,XGBoost,1.585181713104248,"97 424.877411 +98 338.055939 +99 763.636963 +100 793.838806 +101 777.482666 +102 68.155510 +103 -97.084572 +104 -74.603546 +105 2663.775146 +106 4341.078125 +107 1225.028931 +108 233.033691 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boqueirão do Leão - RS,Transferencias LC 61_1989,MLP,1.446075439453125,"48 4692.390815 +49 4660.976501 +50 4746.119173 +51 4740.757026 +52 4736.037943 +53 4754.178226 +54 4738.590048 +55 4711.054505 +56 4733.441641 +57 4746.493707 +58 4573.812430 +59 4604.746407 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,IPTU,HWES,1.655550479888916,"108 1.326863e+07 +109 2.464998e+06 +110 2.341444e+06 +111 2.318584e+06 +112 2.013670e+06 +113 2.483639e+06 +114 2.032311e+06 +115 2.337238e+06 +116 1.909960e+06 +117 2.214885e+06 +118 1.906160e+06 +119 2.214873e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,ISS,SARIMAX,1.0381832122802734,"108 942272.6250 +109 937484.2500 +110 942042.7500 +111 938606.7500 +112 937873.2500 +113 938606.7500 +114 938606.3750 +115 944373.4375 +116 937873.2500 +117 942042.7500 +118 937873.2500 +119 942042.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,ITBI,HWES,1.1892876625061035,"108 1196266.875 +109 1156371.875 +110 1101204.250 +111 1219002.000 +112 1160091.375 +113 1162885.750 +114 1049642.250 +115 1160091.375 +116 1088251.000 +117 1110896.125 +118 1130546.875 +119 1136804.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,IRRF,SES,1.7040836811065674,"76 1401758.250 +77 1283381.750 +78 1293817.250 +79 1283383.375 +80 1282484.250 +81 1283383.375 +82 1277636.875 +83 1282484.250 +84 1283383.375 +85 1283383.375 +86 1283383.375 +87 1277636.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,Cota-Parte do FPM,HWES,1.0524823665618896,"108 4337481.00 +109 6943819.50 +110 3763143.25 +111 4331265.50 +112 4331265.50 +113 4536294.50 +114 4331242.50 +115 3763143.75 +116 3782139.50 +117 3607332.75 +118 4263992.50 +119 6488889.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ICMS,SES,1.0692768096923828,"106 1777198.875 +107 1595570.375 +108 1707128.250 +109 1858143.500 +110 1932703.375 +111 1851219.250 +112 1870995.500 +113 1870995.500 +114 1860875.625 +115 1872179.250 +116 1857700.000 +117 1933111.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,Cota-Parte do IPVA,AR,1.7181086540222168,"107 1.445417e+06 +108 1.047678e+06 +109 1.064000e+06 +110 1.476735e+06 +111 1.484146e+06 +112 7.713792e+05 +113 5.529115e+05 +114 4.199072e+05 +115 3.581612e+05 +116 2.050511e+05 +117 2.050511e+05 +118 1.056143e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ITR,HWES,2.2415897846221924,"73 88.887718 +74 -306.507843 +75 -330.227631 +76 833.090454 +77 -309.309174 +78 -330.227631 +79 1.638742 +80 -143.810043 +81 7024.955078 +82 3021.768555 +83 -234.776642 +84 -287.017944 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ITR,Linear Regression,2.2415897846221924,"420943 347.314363 +420952 29.699506 +420961 29.899334 +420970 64.444680 +420979 39.291272 +420988 30.423884 +420997 42.020180 +421006 41.889042 +421015 3251.902291 +421024 8104.867717 +421033 387.567309 +421042 55.489867 +Name: y, dtype: float64" +Prefeitura Municipal de Tramandaí - RS,Transferencias LC 61_1989,XGBoost,1.5957567691802979,"40 15015.039062 +41 14020.357422 +42 12617.207031 +43 12617.207031 +44 14378.989258 +45 14961.006836 +46 13249.198242 +47 12484.919922 +48 14390.092773 +49 14960.961914 +50 13692.604492 +51 15021.368164 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,IPTU,SES,1.7456912994384766,"88 15548.707031 +89 6816.975586 +90 8211.716797 +91 15344.750977 +92 15344.451172 +93 15797.835938 +94 13276.198242 +95 15761.534180 +96 14169.696289 +97 16701.546875 +98 14356.100586 +99 15893.773438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,IPTU,Linear Regression,1.7456912994384766,"387737 7562.566803 +387746 38532.281761 +387755 43136.759786 +387764 5821.719176 +387773 6962.229932 +387782 2491.662065 +387790 4266.688250 +387799 2300.252793 +387808 3910.835559 +387817 2117.660778 +387826 3133.382409 +387835 12292.044259 +Name: y, dtype: float64" +Prefeitura Municipal de Toropi - RS,ISS,XGBoost,1.95379638671875,"88 11885.180664 +89 13209.157227 +90 12432.442383 +91 12244.708984 +92 12294.740234 +93 12432.442383 +94 12429.464844 +95 12301.504883 +96 11988.737305 +97 12432.663086 +98 11988.737305 +99 11989.290039 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,ITBI,SARIMAX,1.4032490253448486,"88 6029.320312 +89 6294.050293 +90 7598.752441 +91 12754.831055 +92 7554.111816 +93 13130.360352 +94 7554.111816 +95 13339.773438 +96 13190.926758 +97 7554.467773 +98 7554.111816 +99 13302.965820 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,ITBI,Linear Regression,1.4032490253448486,"88 1649.101254 +89 2434.391766 +90 2273.738006 +91 2164.724862 +92 2345.389668 +93 1896.205902 +94 1721.277791 +95 1709.624242 +96 3441.441520 +97 1737.813403 +98 1975.369199 +99 1885.638758 +Name: y, dtype: float64" +Prefeitura Municipal de Toropi - RS,IRRF,MLP,3.1778757572174072,"88 26855.623669 +89 27617.834096 +90 28651.168688 +91 27735.829711 +92 28131.557167 +93 27353.837409 +94 28127.684106 +95 28449.363048 +96 27855.661775 +97 29043.670665 +98 28424.660904 +99 33145.218421 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,IRRF,Linear Regression,3.1778757572174072,"387740 22265.297412 +387749 25816.696590 +387758 30755.662941 +387767 26937.117776 +387776 28995.050663 +387785 25744.096055 +387793 29496.872376 +387802 31322.440952 +387811 29016.831612 +387820 34810.990139 +387829 32534.032885 +387838 54709.311314 +Name: y, dtype: float64" +Prefeitura Municipal de Toropi - RS,Cota-Parte do FPM,XGBoost,1.3108115196228027,"88 1789747.500 +89 1811506.375 +90 1790394.750 +91 1789747.500 +92 1789747.500 +93 1789747.500 +94 1811506.375 +95 1789747.500 +96 1789751.125 +97 1789751.125 +98 1789747.500 +99 1811506.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,Cota-Parte do ICMS,XGBoost,1.1017606258392334,"88 283762.21875 +89 349536.56250 +90 349537.62500 +91 358969.62500 +92 349900.06250 +93 358969.62500 +94 358365.00000 +95 349508.00000 +96 378127.65625 +97 370964.28125 +98 275331.78125 +99 346067.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,Cota-Parte do IPVA,MLP,1.5643086433410645,"88 64084.630702 +89 28555.746571 +90 44864.494048 +91 60647.040263 +92 34148.585283 +93 22884.617379 +94 19791.262159 +95 20790.309854 +96 14688.806137 +97 13427.538774 +98 13957.868254 +99 124043.252255 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,Cota-Parte do ITR,HWES,1.5238640308380127,"73 2552.707275 +74 1775.808960 +75 67.990601 +76 727.372864 +77 3843.988770 +78 3941.147217 +79 3296.877686 +80 246.083954 +81 237.800522 +82 237.425095 +83 -28.981718 +84 3046.895264 +Name: Valor, dtype: float64" +Prefeitura Municipal de Toropi - RS,Transferencias LC 61_1989,AR,1.2693283557891846,"52 3071.095215 +53 2482.477783 +54 3251.192627 +55 3259.758301 +56 3499.560547 +57 3511.250732 +58 3112.718506 +59 3903.070312 +60 3227.132080 +61 3227.132080 +62 4035.788330 +63 3231.489258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,IPTU,XGBoost,1.4564793109893799,"82 4103.035156 +83 8925.778320 +84 21089.445312 +85 17526.720703 +86 18406.169922 +87 251.413315 +88 406.134247 +89 2956.100342 +90 34048.722656 +91 26098.593750 +92 26093.417969 +93 26093.417969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,ISS,XGBoost,1.6639857292175293,"108 53184.132812 +109 64277.531250 +110 39688.210938 +111 39684.441406 +112 38290.851562 +113 26509.843750 +114 41835.226562 +115 44472.835938 +116 41835.226562 +117 42033.113281 +118 53153.933594 +119 34948.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,ITBI,Prophet,1.8480503559112549,"101 1789.409180 +102 1909.616821 +103 4282.423828 +104 3059.271240 +105 2404.437012 +106 3652.578125 +107 4475.646973 +108 3722.679932 +109 645.583740 +110 856.641052 +111 497.729340 +112 169.728958 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,ITBI,Linear Regression,1.8480503559112549,"424405 3705.465936 +424414 5533.870088 +424423 1646.873749 +424432 21043.865057 +424441 8890.376577 +424450 3742.894885 +424459 11228.684655 +424467 13208.395333 +424475 1871.447443 +424483 4023.612002 +424492 5801.477715 +424500 280.717116 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,IRRF,SARIMAX,2.0369081497192383,"103 82683.367188 +104 82683.367188 +105 89775.843750 +106 89775.843750 +107 81695.765625 +108 81695.765625 +109 89775.843750 +110 89775.843750 +111 81695.765625 +112 89775.843750 +113 89775.843750 +114 157175.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do FPM,HWES,1.440816879272461,"108 1243682.875 +109 1893923.125 +110 1075501.875 +111 1148327.500 +112 1244512.375 +113 1288779.875 +114 1244512.375 +115 1075501.875 +116 1075501.875 +117 952237.500 +118 1244512.375 +119 1893923.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.1410746574401855,"108 1328660.250 +109 1256340.250 +110 1279220.500 +111 1327153.750 +112 1333662.500 +113 1328085.500 +114 1327153.750 +115 1333551.625 +116 1335060.250 +117 1333662.500 +118 1327153.750 +119 1332021.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do IPVA,AR,1.8551478385925293,"108 178297.640625 +109 48598.535156 +110 117908.953125 +111 122313.804688 +112 48582.691406 +113 24745.714844 +114 24729.880859 +115 23313.365234 +116 24491.132812 +117 23313.365234 +118 23859.060547 +119 186145.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.8551478385925293,"424409 336876.743809 +424418 50819.652700 +424427 99703.697096 +424436 129541.527587 +424445 86501.289017 +424454 19162.399038 +424463 23580.834249 +424471 10937.055907 +424479 7253.175589 +424487 11288.653571 +424496 9716.022486 +424504 187691.633674 +Name: y, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do ITR,AR,1.3075535297393799,"91 137.238449 +92 100.161118 +93 104.726273 +94 1663.784058 +95 3501.616211 +96 2650.503174 +97 2700.551270 +98 3492.521729 +99 3609.697510 +100 3587.455566 +101 3489.618896 +102 2698.195557 +Name: Valor, dtype: float64" +Prefeitura Municipal de Boa Vista do Sul - RS,Transferencias LC 61_1989,HWES,2.2523252964019775,"108 10086.659180 +109 10432.575195 +110 12609.242188 +111 13495.162109 +112 11706.518555 +113 11981.440430 +114 13264.491211 +115 12372.761719 +116 12516.798828 +117 13594.297852 +118 12606.168945 +119 14047.922852 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,IPTU,SARIMAX,1.393601417541504,"105 17691.933594 +106 25443.593750 +107 40744.476562 +108 68724.171875 +109 941390.375000 +110 220702.500000 +111 20975.412109 +112 6248.310547 +113 7719.273438 +114 3694.301025 +115 3525.646240 +116 -8316.790039 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,IPTU,Linear Regression,1.393601417541504,"105 22618.085910 +106 19959.553879 +107 28905.388972 +108 54007.574196 +109 267734.751217 +110 92552.704095 +111 60488.906065 +112 33064.354929 +113 40011.091798 +114 43457.130155 +115 38070.107866 +116 38172.985539 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,ISS,SARIMAX,1.2085762023925781,"108 223510.625000 +109 238233.140625 +110 223510.625000 +111 223529.187500 +112 224543.281250 +113 223530.000000 +114 224543.281250 +115 223511.437500 +116 223511.437500 +117 223511.437500 +118 223530.000000 +119 223511.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,ISS,Linear Regression,1.2085762023925781,"108 66731.938467 +109 63478.687320 +110 70763.974420 +111 69813.640016 +112 74144.311143 +113 69233.281590 +114 74576.413352 +115 74489.653131 +116 68520.050270 +117 73036.681554 +118 72885.927615 +119 71061.928218 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,ITBI,MLP,1.3446862697601318,"108 62657.537105 +109 67589.095350 +110 69742.612669 +111 71429.197186 +112 67304.481577 +113 68644.285842 +114 68642.599928 +115 67481.525902 +116 60257.852228 +117 63168.392344 +118 65785.403808 +119 68872.009965 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,IRRF,XGBoost,1.110123872756958,"108 175205.500000 +109 278452.625000 +110 240636.953125 +111 278503.968750 +112 278503.968750 +113 240636.953125 +114 278503.968750 +115 278452.625000 +116 240636.953125 +117 240636.953125 +118 240636.953125 +119 278452.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do FPM,AR,1.1706774234771729,"108 2139768.750 +109 3156703.250 +110 1746080.500 +111 1965767.500 +112 2140190.500 +113 2120243.500 +114 2140190.500 +115 1712058.625 +116 1712058.625 +117 1663776.000 +118 2140190.500 +119 3156703.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do ICMS,HWES,1.141848087310791,"108 1893977.500 +109 1676404.750 +110 1722748.500 +111 1881416.250 +112 1920358.500 +113 1807709.000 +114 1857997.750 +115 1881416.250 +116 1881416.250 +117 1855559.625 +118 1857997.625 +119 1855559.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do IPVA,HWES,3.1946308612823486,"108 511491.593750 +109 230738.390625 +110 324130.187500 +111 592996.812500 +112 607433.062500 +113 173721.546875 +114 114907.992188 +115 90611.953125 +116 196792.546875 +117 81250.023438 +118 72367.437500 +119 489683.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do ITR,MLP,2.0569193363189697,"105 5.991186e+04 +106 9.104071e+03 +107 9.611852e+03 +108 3.131679e+04 +109 1.986612e+04 +110 2.242964e+04 +111 1.400616e+04 +112 1.351097e+04 +113 1.530909e+05 +114 1.081296e+06 +115 1.216097e+05 +116 1.006841e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Augusto - RS,Transferencias LC 61_1989,HWES,1.12646484375,"96 14234.219727 +97 15936.202148 +98 15066.530273 +99 16239.798828 +100 15385.403320 +101 17807.607422 +102 16465.751953 +103 17364.000000 +104 18037.427734 +105 16131.664062 +106 15727.901367 +107 17709.244141 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,IPTU,SARIMAX,1.9017839431762695,"108 7681.614746 +109 13162.227539 +110 8788.328125 +111 5616.096680 +112 12560.634766 +113 7175.258301 +114 6765.334473 +115 7243.926758 +116 7269.135742 +117 6487.186035 +118 7532.687012 +119 7326.104492 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,IPTU,Linear Regression,1.9017839431762695,"108 3254.849679 +109 4575.114320 +110 4317.239735 +111 1902.294845 +112 4506.211385 +113 13482.615193 +114 20002.103225 +115 6195.662188 +116 4020.065861 +117 4412.717564 +118 3523.466146 +119 3007.158912 +Name: y, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,ISS,MLP,2.171170473098755,"108 19751.161216 +109 23477.466624 +110 23706.738078 +111 21880.084003 +112 24968.092617 +113 27694.213130 +114 27381.490754 +115 28803.018871 +116 26623.579555 +117 28064.920760 +118 27224.412875 +119 31771.127231 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,ITBI,XGBoost,1.1921019554138184,"108 27784.953125 +109 23309.839844 +110 26309.216797 +111 19388.425781 +112 -689.992737 +113 9161.900391 +114 19009.923828 +115 -5000.112793 +116 19388.425781 +117 -689.992737 +118 54130.472656 +119 7927.388184 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,ITBI,Linear Regression,1.1921019554138184,"420617 18831.805821 +420626 10022.954063 +420635 212050.839459 +420644 6277.348998 +420653 29814.869078 +420662 19342.774972 +420671 7163.088095 +420680 14113.449026 +420689 6343.722310 +420698 30368.741613 +420707 9150.377928 +420716 10205.014193 +Name: y, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,IRRF,XGBoost,3.063701868057251,"108 71821.945312 +109 73577.296875 +110 76556.226562 +111 74871.156250 +112 72780.710938 +113 72780.710938 +114 72780.710938 +115 75832.757812 +116 74872.132812 +117 72780.710938 +118 74872.132812 +119 74872.132812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,Cota-Parte do FPM,HWES,1.1898300647735596,"108 6.559353e+05 +109 1.565733e+06 +110 5.889494e+05 +111 5.393116e+05 +112 5.165048e+05 +113 5.171292e+05 +114 5.106592e+05 +115 6.555102e+05 +116 6.555102e+05 +117 6.713902e+05 +118 6.156761e+05 +119 1.352882e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,Cota-Parte do FPM,Linear Regression,1.1898300647735596,"420619 5.110285e+05 +420628 2.204369e+06 +420637 9.496407e+05 +420646 1.085736e+06 +420655 1.206970e+06 +420664 1.127301e+06 +420673 1.415120e+06 +420682 9.541179e+05 +420691 9.802914e+05 +420700 9.104579e+05 +420709 1.181287e+06 +420718 1.551005e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,Cota-Parte do ICMS,SARIMAX,1.111443281173706,"108 896504.1250 +109 901892.2500 +110 897513.1875 +111 897527.8125 +112 900851.7500 +113 896504.1250 +114 900852.1875 +115 900851.7500 +116 900852.1875 +117 900851.7500 +118 896504.1250 +119 900851.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,Cota-Parte do IPVA,XGBoost,2.4722604751586914,"108 28815.974609 +109 12013.185547 +110 20943.982422 +111 28792.435547 +112 31427.029297 +113 30535.035156 +114 8425.478516 +115 18164.521484 +116 10647.464844 +117 10448.172852 +118 13422.859375 +119 22361.160156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,Cota-Parte do IPVA,Linear Regression,2.4722604751586914,"420621 56718.118119 +420630 18854.915224 +420639 28739.182882 +420648 64375.230426 +420657 34957.701267 +420666 47455.957030 +420675 11997.528427 +420684 16117.126382 +420693 5044.497436 +420702 1605.510022 +420711 2337.118919 +420720 30180.198309 +Name: y, dtype: float64" +Prefeitura Municipal de Itacurubi - RS,Cota-Parte do ITR,MLP,1.1364178657531738,"47 76891.522547 +48 72839.445831 +49 70371.930949 +50 84971.410321 +51 102740.739430 +52 127862.295878 +53 150053.383973 +54 183342.163873 +55 224398.544824 +56 450131.818581 +57 310106.787587 +58 369645.931802 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,IPTU,HWES,2.1958272457122803,"107 1.054457e+05 +108 1.050084e+05 +109 6.572352e+04 +110 1.144271e+05 +111 4.584089e+05 +112 2.392609e+06 +113 4.590164e+05 +114 6.754196e+05 +115 3.746962e+05 +116 6.926140e+05 +117 6.916726e+05 +118 1.595401e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,ISS,XGBoost,1.1969661712646484,"108 471853.56250 +109 499479.62500 +110 499479.62500 +111 457519.84375 +112 469578.03125 +113 457519.84375 +114 456038.62500 +115 468279.93750 +116 454576.81250 +117 456058.78125 +118 472421.75000 +119 460994.56250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,ITBI,XGBoost,1.1105670928955078,"108 157490.656250 +109 121703.773438 +110 151055.546875 +111 161428.375000 +112 165367.078125 +113 173646.562500 +114 123986.679688 +115 144752.671875 +116 123739.359375 +117 212170.359375 +118 156338.390625 +119 215000.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,ITBI,Linear Regression,1.1105670928955078,"430064 433505.706172 +430073 67607.291244 +430082 91313.214278 +430091 139138.287543 +430100 236589.304523 +430109 260397.259996 +430118 97865.894580 +430127 141480.207770 +430136 112356.558628 +430145 162647.990331 +430154 214802.328792 +430163 173155.096143 +Name: y, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,IRRF,XGBoost,1.10481595993042,"108 199286.203125 +109 198602.765625 +110 202339.218750 +111 202339.218750 +112 202339.218750 +113 202339.218750 +114 242466.515625 +115 242466.515625 +116 202339.218750 +117 202339.218750 +118 202339.218750 +119 350914.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do FPM,HWES,1.3150241374969482,"108 2528917.25 +109 3154163.50 +110 2438937.75 +111 2386793.50 +112 2518788.25 +113 2381065.25 +114 2707906.25 +115 2438937.75 +116 2451099.00 +117 1687699.75 +118 2518788.25 +119 3154163.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do ICMS,HWES,1.0921971797943115,"108 1307413.000 +109 1298260.250 +110 1315489.875 +111 1441054.750 +112 1678378.375 +113 1406508.500 +114 1544405.625 +115 1645167.375 +116 1645167.375 +117 1570183.375 +118 1407632.500 +119 1570183.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do IPVA,SES,1.8908872604370117,"107 1.187914e+06 +108 6.724716e+05 +109 1.077804e+06 +110 1.160764e+06 +111 1.161081e+06 +112 1.527568e+06 +113 1.526012e+06 +114 1.521715e+06 +115 1.525146e+06 +116 1.529623e+06 +117 1.530141e+06 +118 1.185343e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do ITR,HWES,2.0087523460388184,"103 2879.716797 +104 1600.769531 +105 2832.679199 +106 1916.284424 +107 1623.409912 +108 2944.014404 +109 1819.874390 +110 1977.375610 +111 34763.832031 +112 35022.132812 +113 2030.104492 +114 1971.316895 +Name: Valor, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do ITR,Linear Regression,2.0087523460388184,"430069 403.955830 +430078 184.538148 +430087 372.379457 +430096 1038.901957 +430105 33.089360 +430114 382.046401 +430123 51.152801 +430132 1138.597369 +430141 39923.958587 +430150 65197.819609 +430159 1161.881191 +430168 2479.969569 +Name: y, dtype: float64" +Prefeitura Municipal de Getúlio Vargas - RS,Transferencias LC 61_1989,HWES,1.3035914897918701,"96 10975.928711 +97 13074.387695 +98 13421.777344 +99 11706.308594 +100 13616.613281 +101 15119.605469 +102 12268.710938 +103 13586.951172 +104 13052.445312 +105 14201.246094 +106 12237.924805 +107 10993.254883 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,IPTU,SARIMAX,3.19268798828125,"96 4.987845e+04 +97 4.802432e+05 +98 4.327765e+05 +99 4.148960e+05 +100 4.169456e+05 +101 2.950285e+05 +102 5.164089e+05 +103 5.176669e+05 +104 1.068517e+06 +105 1.003398e+06 +106 1.006897e+06 +107 1.009996e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,ISS,XGBoost,1.579972743988037,"96 6.449666e+05 +97 5.712690e+05 +98 6.338722e+05 +99 6.342877e+05 +100 6.342877e+05 +101 6.342877e+05 +102 6.147791e+05 +103 6.147791e+05 +104 6.147791e+05 +105 6.134435e+05 +106 1.034827e+06 +107 6.338722e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,ISS,Linear Regression,1.579972743988037,"399916 3.884232e+05 +399925 1.131930e+06 +399934 6.189108e+05 +399943 6.963800e+05 +399952 6.795021e+05 +399961 6.748531e+05 +399970 6.804485e+05 +399979 7.377787e+05 +399988 7.285979e+05 +399997 6.513362e+05 +400005 5.610027e+05 +400014 5.970445e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,ITBI,XGBoost,1.7834947109222412,"96 157914.890625 +97 135916.343750 +98 144363.140625 +99 135916.343750 +100 137715.125000 +101 133413.359375 +102 125463.937500 +103 144363.140625 +104 131916.765625 +105 123874.062500 +106 114013.828125 +107 135409.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,ITBI,Linear Regression,1.7834947109222412,"399917 165854.464865 +399926 220829.365187 +399935 307226.023249 +399944 211518.564556 +399953 337414.022597 +399962 487786.491605 +399971 719502.543395 +399980 310141.486460 +399989 642956.745107 +399998 626255.504338 +400006 243177.194294 +400015 258567.359068 +Name: y, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,IRRF,XGBoost,1.6166918277740479,"94 369073.56250 +95 365678.68750 +96 487075.68750 +97 417052.28125 +98 435119.00000 +99 435119.00000 +100 435119.00000 +101 435119.00000 +102 487075.68750 +103 435119.00000 +104 416869.43750 +105 444746.46875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do FPM,HWES,1.2338669300079346,"94 2833332.50 +95 2833332.50 +96 2807392.25 +97 2747431.00 +98 2833332.50 +99 2825998.50 +100 4418794.00 +101 2434530.75 +102 2439667.75 +103 2235316.25 +104 2833332.50 +105 4418794.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.1892056465148926,"94 4112839.50 +95 3880017.75 +96 3898877.75 +97 4090523.25 +98 4116355.50 +99 3981814.00 +100 4112839.50 +101 4081581.25 +102 4117180.25 +103 4049827.25 +104 4090490.25 +105 4049819.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do IPVA,XGBoost,1.4515471458435059,"78 367562.90625 +79 367562.90625 +80 323691.09375 +81 323397.53125 +82 360879.71875 +83 365533.78125 +84 194490.12500 +85 263829.06250 +86 294017.75000 +87 265708.43750 +88 240469.84375 +89 328249.31250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do ITR,SARIMAX,1.8822321891784668,"58 54234.460938 +59 54423.777344 +60 55809.644531 +61 46430.183594 +62 55384.156250 +63 55809.644531 +64 55081.140625 +65 55957.730469 +66 199792.875000 +67 954334.625000 +68 69513.007812 +69 69513.007812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Encruzilhada do Sul - RS,Transferencias LC 61_1989,AR,2.9446685314178467,"94 24091.726562 +95 21029.210938 +96 22493.587891 +97 25086.820312 +98 24327.322266 +99 24768.935547 +100 24772.914062 +101 23815.681641 +102 25129.281250 +103 24415.113281 +104 25272.792969 +105 23486.068359 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoão - RS,IPTU,SARIMAX,1.6407134532928467,"91 4396.198242 +92 46585.640625 +93 52861.000000 +94 56104.457031 +95 22645.494141 +96 44425.808594 +97 22645.494141 +98 52861.000000 +99 22645.494141 +100 22563.501953 +101 22683.117188 +102 19706.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoão - RS,ISS,MLP,2.2770915031433105,"96 13003.584144 +97 20342.695342 +98 22706.992563 +99 23219.487548 +100 18292.695258 +101 26183.087993 +102 21521.832029 +103 20996.706602 +104 24038.830371 +105 22830.290358 +106 23335.930539 +107 30988.676198 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoão - RS,ITBI,SARIMAX,2.5269248485565186,"96 888.455688 +97 4503.276855 +98 5239.112305 +99 5284.088379 +100 15163.163086 +101 3073.307861 +102 22641.273438 +103 27121.175781 +104 10102.065430 +105 13231.758789 +106 11597.659180 +107 10654.701172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoão - RS,ITBI,Linear Regression,2.5269248485565186,"96 2974.286640 +97 2692.430247 +98 4460.452733 +99 2359.328910 +100 6036.177293 +101 7835.160345 +102 10089.194486 +103 5723.989678 +104 3968.510714 +105 9177.330758 +106 3596.390480 +107 4284.162775 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoão - RS,IRRF,MLP,1.9675111770629883,"96 82518.839314 +97 81114.123117 +98 83691.621082 +99 85010.302774 +100 86754.774062 +101 91760.119321 +102 95049.263263 +103 97617.547067 +104 100160.170835 +105 105379.572051 +106 111342.280851 +107 98567.491810 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoão - RS,Cota-Parte do FPM,SARIMAX,1.3678622245788574,"96 1147375.000 +97 1811506.500 +98 1072734.375 +99 1147375.000 +100 1757509.125 +101 1147375.000 +102 1811506.500 +103 1147375.000 +104 1141019.750 +105 1086576.375 +106 1757509.125 +107 1811506.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoão - RS,Cota-Parte do ICMS,SES,1.0378870964050293,"96 404352.31250 +97 440915.28125 +98 484639.46875 +99 463894.62500 +100 484685.93750 +101 463894.62500 +102 463894.62500 +103 434380.09375 +104 395174.68750 +105 409633.53125 +106 395174.68750 +107 434380.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoão - RS,Cota-Parte do ICMS,Linear Regression,1.0378870964050293,"385039 396967.620125 +385048 498814.251063 +385057 535297.230715 +385066 481391.108496 +385075 597075.903139 +385084 474627.777789 +385093 478843.343634 +385102 517859.546999 +385111 449288.921106 +385120 441540.534159 +385129 451037.776145 +385138 529876.576630 +Name: y, dtype: float64" +Prefeitura Municipal de Lagoão - RS,Cota-Parte do IPVA,XGBoost,2.630924940109253,"93 103672.437500 +94 89760.546875 +95 91075.679688 +96 113058.359375 +97 103672.437500 +98 89861.648438 +99 36572.996094 +100 28542.109375 +101 26913.599609 +102 28542.109375 +103 9830.072266 +104 105204.664062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Lagoão - RS,Transferencias LC 61_1989,XGBoost,1.56905198097229,"60 4186.087891 +61 4297.988281 +62 4286.732910 +63 4186.087891 +64 3042.097412 +65 3057.316650 +66 3059.391113 +67 3042.097412 +68 4263.382812 +69 4186.087891 +70 3042.097412 +71 3059.391113 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,IPTU,SES,2.06571888923645,"92 3864.884277 +93 1671.187500 +94 4817.545410 +95 6756.764160 +96 10919.615234 +97 4232.048828 +98 1224.982178 +99 2829.032959 +100 4115.365723 +101 1264.644165 +102 402.294464 +103 3.100863 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,IPTU,Linear Regression,2.06571888923645,"314043 2399.792982 +381297 684.003039 +381312 3068.115430 +381320 2619.833234 +381328 88610.116190 +381337 11023.174379 +381345 6323.655081 +381353 7535.236725 +381362 8750.422293 +381371 5457.347604 +381380 1616.375798 +381388 1698.362602 +Name: y, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,ISS,SARIMAX,1.6818642616271973,"96 7084.438477 +97 3616.057861 +98 12031.985352 +99 11884.781250 +100 3718.124023 +101 13228.335938 +102 11598.127930 +103 11188.976562 +104 13715.061523 +105 13228.335938 +106 11560.797852 +107 11560.797852 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,ITBI,XGBoost,3.4893929958343506,"96 6346.102539 +97 8396.061523 +98 4462.946289 +99 4304.728027 +100 6346.000977 +101 3731.399414 +102 4136.270508 +103 2623.464600 +104 4105.336426 +105 5384.005859 +106 5564.740234 +107 6294.304199 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,IRRF,SARIMAX,2.039685010910034,"96 109153.195312 +97 109030.867188 +98 109153.195312 +99 109153.195312 +100 109153.195312 +101 109153.195312 +102 109153.195312 +103 109153.195312 +104 109153.195312 +105 109153.195312 +106 109153.195312 +107 109153.195312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do FPM,SARIMAX,1.0843982696533203,"96 1509244.500 +97 1811338.375 +98 1149786.750 +99 1509244.500 +100 1811338.375 +101 1811506.500 +102 1811338.375 +103 1811506.500 +104 1149786.750 +105 1200832.375 +106 1811338.375 +107 1811338.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do ICMS,HWES,0.9828057289123535,"96 283548.84375 +97 334322.81250 +98 333026.34375 +99 324155.96875 +100 334390.65625 +101 324155.96875 +102 324155.96875 +103 334322.81250 +104 324155.93750 +105 291435.21875 +106 295569.43750 +107 332964.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do IPVA,AR,1.9125230312347412,"95 42316.023438 +96 42316.023438 +97 61995.343750 +98 51779.164062 +99 50488.910156 +100 43368.593750 +101 62172.804688 +102 61953.753906 +103 63460.828125 +104 60476.910156 +105 62104.277344 +106 42316.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do ITR,SARIMAX,1.4012644290924072,"85 57.712513 +86 60.634926 +87 147.687378 +88 7058.518066 +89 2522.868652 +90 72.395149 +91 23.100451 +92 34.770737 +93 146.794083 +94 7058.518066 +95 2537.560303 +96 2545.087402 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,IPTU,HWES,2.814967632293701,"98 1973.526001 +99 4691.457520 +100 27747.148438 +101 17481.380859 +102 1354.578125 +103 1605.360962 +104 589.554443 +105 1201.839966 +106 13461.406250 +107 1270.665283 +108 862.203735 +109 56.580975 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,IPTU,Linear Regression,2.814967632293701,"420077 5097.635682 +420086 14140.306404 +420094 33956.622093 +420103 21245.645468 +420112 2755.067395 +420121 2511.007420 +420130 2998.588076 +420139 1465.078903 +420148 404.313840 +420157 1387.049220 +420166 2557.853992 +420175 755.800950 +Name: y, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,ISS,XGBoost,2.4002678394317627,"104 49210.257812 +105 47678.050781 +106 48076.421875 +107 48005.000000 +108 48076.421875 +109 48076.421875 +110 48073.796875 +111 48076.421875 +112 48076.421875 +113 48076.421875 +114 48076.421875 +115 48076.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,ITBI,SARIMAX,1.4703373908996582,"102 10886.905273 +103 7608.252930 +104 1802.821899 +105 -3867.046387 +106 3304.457520 +107 2565.503418 +108 2159.145752 +109 20406.001953 +110 1394.742676 +111 -392.181366 +112 2674.449463 +113 -1104.162354 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,ITBI,Linear Regression,1.4703373908996582,"102 3185.308388 +103 3061.374011 +104 4771.539713 +105 2320.661223 +106 4185.309026 +107 5587.191218 +108 5604.963138 +109 9515.357833 +110 3466.483703 +111 4151.847748 +112 4927.867968 +113 3342.129280 +Name: y, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,IRRF,SARIMAX,1.8381867408752441,"89 13212.504883 +90 13397.844727 +91 10004.582031 +92 10004.582031 +93 10004.582031 +94 11569.913086 +95 10004.582031 +96 11773.813477 +97 10792.718750 +98 10793.439453 +99 11573.422852 +100 11496.797852 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do FPM,Prophet,1.519801139831543,"103 1846923.500 +104 1816080.375 +105 2048494.375 +106 1701750.375 +107 1689875.500 +108 1701742.750 +109 1689875.500 +110 2143310.750 +111 1925683.250 +112 1339279.250 +113 1689875.500 +114 1690818.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.273937463760376,"104 827915.8125 +105 787238.5625 +106 789194.0000 +107 824045.2500 +108 824860.3125 +109 827945.0625 +110 822282.6875 +111 824860.3125 +112 824860.3125 +113 824860.3125 +114 824045.2500 +115 824860.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do IPVA,HWES,1.8803012371063232,"103 80911.640625 +104 31783.261719 +105 31487.607422 +106 58695.851562 +107 39171.882812 +108 30635.675781 +109 13515.678711 +110 9398.291016 +111 9398.291016 +112 9398.291016 +113 9134.921875 +114 58355.507812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do ITR,AR,2.7380714416503906,"73 78.769470 +74 165.112961 +75 124.269829 +76 124.184586 +77 124.284271 +78 125.958267 +79 125.958267 +80 267.340027 +81 163.591949 +82 36.558170 +83 218.131973 +84 204.331604 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do ITR,Linear Regression,2.7380714416503906,"365687 2011.999124 +420084 8.048456 +420101 51.734602 +420110 43.855875 +420119 44.808549 +420128 45.213710 +420137 45.700997 +420146 167.845905 +420155 979.568322 +420164 1554.195258 +420173 63.330949 +420182 48.006031 +Name: y, dtype: float64" +Prefeitura Municipal de Cristal do Sul - RS,Transferencias LC 61_1989,XGBoost,1.7228739261627197,"104 10708.488281 +105 11585.892578 +106 11585.892578 +107 11585.892578 +108 11621.441406 +109 11585.892578 +110 11621.441406 +111 10708.488281 +112 11585.892578 +113 11585.892578 +114 10708.488281 +115 11585.892578 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,IPTU,HWES,1.108673095703125,"85 8918.933594 +86 54903.027344 +87 32858.363281 +88 24270.341797 +89 11318.628906 +90 32313.203125 +91 31004.359375 +92 30457.753906 +93 18571.453125 +94 1385.797852 +95 76732.195312 +96 6610.372070 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,IPTU,Linear Regression,1.108673095703125,"417031 48900.744174 +417039 81981.127977 +417047 172798.820541 +417055 45068.252549 +417063 52564.901591 +417071 41332.636966 +417079 30847.284690 +417087 28518.489063 +417095 23818.048047 +417103 15357.472721 +417111 7649.688050 +417119 19300.047241 +Name: y, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,ISS,SARIMAX,1.0929584503173828,"108 53125.507812 +109 51354.464844 +110 52593.554688 +111 53185.078125 +112 53112.019531 +113 53117.074219 +114 53117.074219 +115 53292.703125 +116 53607.398438 +117 52873.656250 +118 53069.117188 +119 53116.839844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,ITBI,XGBoost,1.139432668685913,"94 178969.515625 +95 173299.765625 +96 156625.750000 +97 140422.281250 +98 170490.296875 +99 195897.046875 +100 214341.578125 +101 188018.812500 +102 185892.062500 +103 186353.500000 +104 214341.578125 +105 214351.437500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,IRRF,XGBoost,1.289247989654541,"108 187921.546875 +109 100996.156250 +110 187921.546875 +111 191287.031250 +112 191287.031250 +113 191287.031250 +114 187921.546875 +115 187921.546875 +116 187921.546875 +117 187921.546875 +118 187921.546875 +119 191287.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do FPM,HWES,1.3263511657714844,"108 1.743428e+06 +109 1.893769e+06 +110 1.016587e+06 +111 1.214030e+06 +112 1.743428e+06 +113 1.721160e+06 +114 1.101108e+06 +115 1.016587e+06 +116 1.055804e+06 +117 1.094214e+06 +118 1.893769e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do ICMS,HWES,1.146005392074585,"108 1519744.500 +109 1371515.250 +110 1384769.000 +111 1503362.500 +112 1487721.500 +113 1476904.375 +114 1451899.625 +115 1503362.500 +116 1503362.500 +117 1487491.500 +118 1519744.500 +119 1487491.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do IPVA,HWES,2.500079870223999,"108 168671.953125 +109 148329.546875 +110 147574.953125 +111 168763.890625 +112 169132.703125 +113 146371.812500 +114 109354.187500 +115 60900.726562 +116 38805.539062 +117 64231.648438 +118 16831.535156 +119 177035.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do IPVA,Linear Regression,2.500079870223999,"417036 252087.425240 +417044 99078.792471 +417052 141143.588772 +417060 269502.983208 +417068 264556.580524 +417076 102420.064621 +417084 78722.463793 +417092 54658.952699 +417100 24752.064013 +417108 30665.321821 +417116 13001.688566 +417124 175297.588439 +Name: y, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do ITR,MLP,2.1259641647338867,"106 68729.285379 +107 42747.507162 +108 57288.645621 +109 56584.421058 +110 29373.697062 +111 32093.174083 +112 38747.851907 +113 31969.011999 +114 212525.342799 +115 821386.549774 +116 126981.122060 +117 138471.673881 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coronel Bicaco - RS,Transferencias LC 61_1989,HWES,1.3218653202056885,"108 13259.919922 +109 12783.866211 +110 11355.252930 +111 11303.830078 +112 10707.556641 +113 11953.319336 +114 11543.589844 +115 11307.555664 +116 10513.065430 +117 11829.459961 +118 13340.956055 +119 12829.347656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,IPTU,AR,1.7555203437805176,"96 65969.296875 +97 67878.445312 +98 55564.632812 +99 55282.394531 +100 65957.296875 +101 55608.609375 +102 55564.632812 +103 6014.775879 +104 21725.699219 +105 8920.027344 +106 5955.450684 +107 21565.099609 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,ISS,Prophet,1.1627593040466309,"96 69300.695312 +97 56679.351562 +98 101831.750000 +99 81389.007812 +100 47787.910156 +101 37894.886719 +102 100201.046875 +103 81389.007812 +104 82308.312500 +105 39913.433594 +106 82309.265625 +107 40874.570312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,ITBI,XGBoost,2.949646472930908,"96 38128.066406 +97 19946.134766 +98 32545.568359 +99 21031.027344 +100 32589.656250 +101 58530.687500 +102 66066.773438 +103 39134.625000 +104 44165.566406 +105 33697.535156 +106 33697.535156 +107 65857.085938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,IRRF,MLP,1.9253108501434326,"96 67085.649377 +97 72905.424779 +98 102904.113448 +99 86224.037369 +100 87384.479493 +101 89974.198271 +102 94304.806776 +103 97844.932221 +104 100576.365017 +105 105328.815752 +106 109730.863636 +107 154049.858365 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,Cota-Parte do FPM,SARIMAX,1.0394423007965088,"96 1810866.000 +97 1796013.000 +98 1738216.750 +99 1810866.000 +100 1812990.375 +101 1811506.500 +102 1796013.000 +103 1811506.500 +104 1778379.250 +105 1744275.125 +106 1796013.000 +107 1796013.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,Cota-Parte do ICMS,SES,1.0243289470672607,"96 476797.81250 +97 553986.12500 +98 552314.06250 +99 549769.87500 +100 554408.68750 +101 549769.87500 +102 549769.87500 +103 553100.87500 +104 500945.06250 +105 499230.34375 +106 507120.53125 +107 549097.93750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,Cota-Parte do IPVA,XGBoost,2.945347309112549,"96 127118.578125 +97 48111.726562 +98 58920.878906 +99 126316.218750 +100 58920.878906 +101 25687.505859 +102 8709.715820 +103 13494.085938 +104 11616.048828 +105 14336.067383 +106 14336.067383 +107 126675.195312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,Cota-Parte do ITR,XGBoost,2.0114715099334717,"95 901.676086 +96 2158.803955 +97 893.485596 +98 2158.803955 +99 2158.803955 +100 2475.245850 +101 1961.844238 +102 2006.028564 +103 63172.238281 +104 63436.781250 +105 4293.917969 +106 4950.549316 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerrito - RS,Cota-Parte do ITR,Linear Regression,2.0114715099334717,"386876 351.311490 +386885 1525.958024 +386894 422.682208 +386903 1831.718667 +386912 1558.293102 +386921 1472.242315 +386930 2706.517364 +386939 2273.900159 +386948 45978.274751 +386957 82180.123564 +386966 7583.470052 +386975 4960.149018 +Name: y, dtype: float64" +Prefeitura Municipal de Cerrito - RS,Transferencias LC 61_1989,AR,1.136350154876709,"60 4986.298340 +61 4982.612305 +62 4981.869629 +63 5050.479492 +64 5146.587891 +65 5497.090332 +66 5476.713379 +67 5523.148438 +68 5490.592285 +69 4986.273438 +70 5487.949219 +71 5825.000488 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,IPTU,SARIMAX,1.8128559589385986,"95 18959.031250 +96 23909.455078 +97 13224.295898 +98 21349.921875 +99 22810.029297 +100 292099.187500 +101 22810.068359 +102 434817.375000 +103 19052.390625 +104 19342.279297 +105 19052.390625 +106 17452.173828 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,ISS,XGBoost,1.2010157108306885,"108 182382.500000 +109 182379.953125 +110 182379.953125 +111 182382.500000 +112 182379.953125 +113 182382.500000 +114 182382.500000 +115 182382.500000 +116 182382.500000 +117 182382.500000 +118 182382.500000 +119 182382.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,ITBI,MLP,1.9005475044250488,"108 22477.659676 +109 22525.932168 +110 22320.988743 +111 20374.018190 +112 21021.069787 +113 20795.578807 +114 20534.459433 +115 20192.638282 +116 19657.766942 +117 20011.645464 +118 20784.082831 +119 21463.196351 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,ITBI,Linear Regression,1.9005475044250488,"429529 32696.843256 +429538 10957.060744 +429547 71944.723726 +429556 10077.460822 +429564 27525.218902 +429573 29280.674250 +429581 25996.561134 +429589 36059.483801 +429598 20437.672691 +429607 14238.487333 +429616 11042.268829 +429625 25494.394513 +Name: y, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,IRRF,SARIMAX,1.9148321151733398,"107 48346.460938 +108 48346.460938 +109 48346.460938 +110 48346.460938 +111 83830.679688 +112 83830.679688 +113 48346.460938 +114 83830.679688 +115 48346.460938 +116 48346.460938 +117 83830.679688 +118 83830.679688 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do FPM,HWES,1.2638270854949951,"108 1.212628e+06 +109 1.894311e+06 +110 1.072270e+06 +111 1.132490e+06 +112 1.213170e+06 +113 1.248389e+06 +114 1.213170e+06 +115 1.072270e+06 +116 1.072270e+06 +117 9.310454e+05 +118 1.213170e+06 +119 1.894311e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do ICMS,HWES,1.187462329864502,"108 349388.68750 +109 344938.75000 +110 353755.21875 +111 351052.71875 +112 387998.37500 +113 353070.21875 +114 355217.59375 +115 389318.21875 +116 389318.21875 +117 388914.37500 +118 347673.00000 +119 388914.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do IPVA,XGBoost,1.611100196838379,"108 173730.671875 +109 33012.691406 +110 48235.089844 +111 144811.125000 +112 106457.835938 +113 17148.226562 +114 20466.888672 +115 20466.888672 +116 15339.843750 +117 13696.654297 +118 18049.066406 +119 172159.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do ITR,MLP,1.5595064163208008,"86 5716.873289 +87 4763.141765 +88 4765.778405 +89 4803.368446 +90 4830.301746 +91 4892.253333 +92 4890.773126 +93 4928.485869 +94 5413.466262 +95 6337.579036 +96 4963.827275 +97 4986.030551 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João do Polêsine - RS,Transferencias LC 61_1989,HWES,1.4483258724212646,"108 2859.289062 +109 2793.897217 +110 3377.039551 +111 3264.417725 +112 2976.702393 +113 2795.228271 +114 3072.423096 +115 2947.042969 +116 3164.825439 +117 3075.892334 +118 3379.645020 +119 2993.945557 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,IPTU,HWES,3.459409236907959,"96 9055.189453 +97 11270.621094 +98 8100.086914 +99 7895.617676 +100 7895.617676 +101 17750.048828 +102 22908.816406 +103 58410.203125 +104 23984.755859 +105 8714.779297 +106 12559.751953 +107 403.300507 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,IPTU,Linear Regression,3.459409236907959,"393019 11119.593258 +393028 3397.734590 +393036 4867.282300 +393045 2560.281391 +393054 2653.787569 +393062 20682.267152 +393071 55533.196017 +393080 197855.351776 +393089 55885.487531 +393098 16510.485349 +393107 14353.031358 +393116 8639.079763 +Name: y, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,ISS,XGBoost,1.4339582920074463,"100 19539.208984 +101 14317.978516 +102 13908.558594 +103 16785.347656 +104 16785.347656 +105 16785.347656 +106 15763.972656 +107 15864.013672 +108 16785.300781 +109 16785.300781 +110 17409.306641 +111 16785.347656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,ITBI,Prophet,1.6615867614746094,"98 8700.066406 +99 16135.875000 +100 9448.220703 +101 16135.875000 +102 72620.265625 +103 25529.029297 +104 43639.464844 +105 22994.244141 +106 18527.984375 +107 10501.353516 +108 10390.658203 +109 18762.689453 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,ITBI,Linear Regression,1.6615867614746094,"393021 33822.800949 +393030 11568.319774 +393038 19931.521590 +393047 11469.998116 +393056 229450.922380 +393064 35127.518353 +393073 79813.246366 +393082 55857.054972 +393091 7887.366366 +393100 26343.858395 +393109 20556.940416 +393118 9373.202045 +Name: y, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,IRRF,XGBoost,1.7951223850250244,"100 79060.460938 +101 62457.683594 +102 62686.929688 +103 78354.562500 +104 62686.929688 +105 62686.929688 +106 78354.562500 +107 62686.929688 +108 62686.929688 +109 78354.562500 +110 78354.562500 +111 78354.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do FPM,HWES,1.1612911224365234,"100 1.375744e+06 +101 1.893814e+06 +102 1.094168e+06 +103 1.165282e+06 +104 1.386356e+06 +105 1.391825e+06 +106 1.386356e+06 +107 1.094168e+06 +108 1.094431e+06 +109 1.007369e+06 +110 1.386356e+06 +111 1.893814e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do ICMS,HWES,1.225569486618042,"100 486012.62500 +101 445107.56250 +102 495813.53125 +103 530233.81250 +104 525006.18750 +105 512243.06250 +106 466733.84375 +107 535485.87500 +108 527416.56250 +109 535947.81250 +110 512221.34375 +111 536358.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do IPVA,XGBoost,1.8455333709716797,"99 54839.375000 +100 44310.847656 +101 43760.355469 +102 45098.558594 +103 43741.066406 +104 48793.078125 +105 24315.203125 +106 24315.203125 +107 10983.299805 +108 4998.516602 +109 7943.994629 +110 44849.277344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do IPVA,Linear Regression,1.8455333709716797,"393025 108416.642471 +393034 42978.366638 +393042 35055.417065 +393051 40337.858983 +393060 61305.265705 +393068 37967.261503 +393077 10508.157460 +393086 11450.778250 +393095 9649.115156 +393104 628.241792 +393113 6430.231233 +393122 51469.837632 +Name: y, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do ITR,MLP,1.9883720874786377,"78 727.162933 +79 763.212606 +80 745.619097 +81 726.107412 +82 732.626389 +83 741.539155 +84 780.091768 +85 802.183898 +86 1543.792338 +87 4673.008229 +88 935.258076 +89 747.292076 +Name: Valor, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do ITR,Linear Regression,1.9883720874786377,"342260 102.482529 +342269 268.369093 +393026 154.215263 +393043 24.954270 +393052 29.275662 +393069 46.313283 +393078 222.179785 +393087 317.064456 +393096 4260.273019 +393105 21123.019104 +393114 1986.795570 +393123 1039.356856 +Name: y, dtype: float64" +Prefeitura Municipal de Nicolau Vergueiro - RS,Transferencias LC 61_1989,XGBoost,1.6667752265930176,"100 4120.887695 +101 4041.586426 +102 4650.923340 +103 4049.204102 +104 4668.310547 +105 4573.079590 +106 4472.057617 +107 4483.205078 +108 4452.967285 +109 4011.273926 +110 4498.771484 +111 4254.104492 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,IPTU,Prophet,1.890425682067871,"108 19281.986328 +109 18122.175781 +110 25321.871094 +111 26999.996094 +112 26970.603516 +113 26062.796875 +114 58444.820312 +115 16964.873047 +116 12138.285156 +117 53855.410156 +118 53963.523438 +119 51076.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,IPTU,Linear Regression,1.890425682067871,"412801 2911.351169 +412810 3202.599989 +412819 6130.004686 +412827 4270.463545 +412836 3819.073468 +412845 5749.729710 +412854 44794.892583 +412863 338407.915397 +412872 155438.282778 +412881 36576.522068 +412890 28973.195301 +412899 25277.416528 +Name: y, dtype: float64" +Prefeitura Municipal de Riozinho - RS,ISS,SARIMAX,1.7063038349151611,"108 28834.871094 +109 22559.531250 +110 24725.402344 +111 29052.681641 +112 22235.558594 +113 24725.458984 +114 26576.583984 +115 25087.072266 +116 25602.921875 +117 25049.089844 +118 23719.560547 +119 25545.781250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,ISS,Linear Regression,1.7063038349151611,"108 10556.688645 +109 9934.505185 +110 10956.767065 +111 10757.031823 +112 11262.646259 +113 12323.079901 +114 11330.650251 +115 10816.560549 +116 11540.238562 +117 12402.268621 +118 11457.437862 +119 12282.962570 +Name: y, dtype: float64" +Prefeitura Municipal de Riozinho - RS,ITBI,AR,1.3009028434753418,"105 2779.878662 +106 -580.902893 +107 1575.592896 +108 3768.017090 +109 2176.771973 +110 1330.135010 +111 3091.721436 +112 1590.317505 +113 1088.888428 +114 2188.900146 +115 1559.481934 +116 1844.303711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,ITBI,Linear Regression,1.3009028434753418,"341402 17654.859517 +412803 1944.522285 +412812 6235.263492 +412829 5076.230984 +412838 8122.547375 +412847 29239.378811 +412856 5820.371884 +412865 8855.437824 +412874 1256.689195 +412883 5520.220979 +412892 17922.884136 +412901 4140.290739 +Name: y, dtype: float64" +Prefeitura Municipal de Riozinho - RS,IRRF,HWES,1.353147268295288,"108 61333.582031 +109 87280.390625 +110 95556.187500 +111 95556.187500 +112 90195.062500 +113 53501.085938 +114 95556.187500 +115 87280.390625 +116 87280.695312 +117 87280.695312 +118 61333.582031 +119 95556.187500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,Cota-Parte do FPM,HWES,1.257415771484375,"108 1205408.125 +109 1893898.750 +110 1095435.000 +111 1153159.000 +112 1203711.375 +113 1260113.750 +114 1203720.625 +115 1095435.000 +116 1096255.250 +117 931268.750 +118 1203711.375 +119 1893898.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,Cota-Parte do ICMS,HWES,1.18440580368042,"108 523765.21875 +109 495404.96875 +110 501763.40625 +111 536712.81250 +112 570844.56250 +113 535709.87500 +114 579293.50000 +115 564396.93750 +116 570542.81250 +117 569088.18750 +118 532679.81250 +119 555240.12500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,Cota-Parte do IPVA,XGBoost,1.7607769966125488,"107 129996.023438 +108 32994.664062 +109 76000.437500 +110 75469.851562 +111 60148.554688 +112 23136.605469 +113 23194.357422 +114 16635.677734 +115 12543.540039 +116 12543.540039 +117 5410.487305 +118 129700.273438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,Cota-Parte do ITR,XGBoost,1.6448264122009277,"98 284.506958 +99 460.780884 +100 497.216187 +101 459.182922 +102 428.100281 +103 427.233032 +104 1884.446289 +105 444.901031 +106 436.955505 +107 5574.360352 +108 5955.177246 +109 466.873840 +Name: Valor, dtype: float64" +Prefeitura Municipal de Riozinho - RS,Transferencias LC 61_1989,HWES,2.2560372352600098,"108 3431.671387 +109 3554.557373 +110 3603.569336 +111 3819.551758 +112 3778.779297 +113 4732.821777 +114 4722.022949 +115 3931.249268 +116 3962.637451 +117 3860.821777 +118 3919.625488 +119 4176.485352 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,IPTU,SES,1.7509260177612305,"89 1245.311523 +90 390.811188 +91 625.802490 +92 1788.912231 +93 -503.995331 +94 -1376.186035 +95 -1083.844116 +96 -1824.882812 +97 -979.083557 +98 -1089.545410 +99 -1301.709595 +100 -1545.156738 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,IPTU,Linear Regression,1.7509260177612305,"426084 246.905069 +426092 925.888814 +426101 1623.857269 +426109 26010.037580 +426117 67655.083661 +426125 5387.793870 +426132 2669.314437 +426140 975.354989 +426149 348.932300 +426158 490.310221 +426167 339.356861 +426176 741.732985 +Name: y, dtype: float64" +Prefeitura Municipal de Mormaço - RS,ISS,MLP,1.97332763671875,"104 52638.897376 +105 57202.505315 +106 55891.980901 +107 58056.818694 +108 63260.855361 +109 57877.993568 +110 61197.360799 +111 64130.413195 +112 55040.057815 +113 54939.070399 +114 64968.793505 +115 71774.375314 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,ITBI,HWES,2.140500068664551,"97 16033.711914 +98 16657.164062 +99 16222.258789 +100 18971.480469 +101 16222.258789 +102 17151.128906 +103 15659.454102 +104 16992.839844 +105 16487.630859 +106 17151.128906 +107 18971.480469 +108 17108.423828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,ITBI,Linear Regression,2.140500068664551,"348607 148.931897 +348616 2454.303039 +426086 6137.104500 +426094 31128.674031 +426103 5919.439537 +426119 8845.835427 +426134 3788.475216 +426142 2976.463753 +426151 4230.792626 +426160 8564.113955 +426169 67817.561102 +426178 11216.596306 +Name: y, dtype: float64" +Prefeitura Municipal de Mormaço - RS,IRRF,XGBoost,2.170274257659912,"104 50374.488281 +105 50752.750000 +106 50102.035156 +107 50102.035156 +108 50102.035156 +109 50102.035156 +110 50649.289062 +111 49135.203125 +112 50102.035156 +113 50102.035156 +114 50102.035156 +115 103422.617188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,Cota-Parte do FPM,MLP,2.5214314460754395,"104 1.268457e+06 +105 1.460717e+06 +106 1.164518e+06 +107 1.238005e+06 +108 1.301966e+06 +109 1.266358e+06 +110 1.406982e+06 +111 1.190163e+06 +112 1.207174e+06 +113 1.181198e+06 +114 1.322077e+06 +115 1.663745e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,Cota-Parte do ICMS,SES,1.359828233718872,"104 428794.15625 +105 432630.96875 +106 428284.81250 +107 438948.46875 +108 458082.87500 +109 423051.81250 +110 438948.46875 +111 484503.28125 +112 484503.28125 +113 453782.34375 +114 451814.15625 +115 453782.34375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,Cota-Parte do IPVA,AR,1.6740062236785889,"103 55187.578125 +104 71102.304688 +105 18096.160156 +106 21841.580078 +107 56917.500000 +108 22963.634766 +109 28755.457031 +110 28755.083984 +111 28641.078125 +112 18605.886719 +113 18617.591797 +114 14909.337891 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,Cota-Parte do IPVA,Linear Regression,1.6740062236785889,"426090 112038.894554 +426098 31196.782836 +426107 65972.160993 +426114 86587.874780 +426123 47165.541193 +426130 11477.987850 +426138 18884.424096 +426146 19990.854484 +426155 14606.949366 +426164 8057.230316 +426173 7117.402254 +426182 60011.579777 +Name: y, dtype: float64" +Prefeitura Municipal de Mormaço - RS,Cota-Parte do ITR,SARIMAX,2.064368486404419,"84 3352.951660 +85 10626.690430 +86 10136.313477 +87 -866.177734 +88 654.211792 +89 -866.177734 +90 654.211792 +91 3659.160889 +92 10332.647461 +93 10136.313477 +94 361.357697 +95 3642.790771 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mormaço - RS,Cota-Parte do ITR,Linear Regression,2.064368486404419,"84 882.962283 +85 1462.488340 +86 1067.275905 +87 581.874533 +88 764.716900 +89 1166.849554 +90 573.823304 +91 944.710234 +92 678.460360 +93 1599.495059 +94 815.384979 +95 1395.803205 +Name: y, dtype: float64" +Prefeitura Municipal de Mormaço - RS,Transferencias LC 61_1989,XGBoost,1.1006319522857666,"44 3740.378418 +45 4049.183594 +46 4142.590820 +47 4238.266602 +48 4288.233398 +49 4236.343750 +50 4246.381836 +51 4287.596191 +52 4288.962402 +53 3285.204346 +54 4142.236328 +55 4668.634277 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,IPTU,SES,1.9076862335205078,"99 16659.435547 +100 55303.785156 +101 157283.796875 +102 155388.687500 +103 32660.705078 +104 32619.720703 +105 32652.265625 +106 37063.441406 +107 32726.187500 +108 32940.082031 +109 30262.904297 +110 30537.654297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,ISS,XGBoost,1.1743781566619873,"100 205813.093750 +101 204110.125000 +102 208502.453125 +103 206149.343750 +104 205918.640625 +105 194107.156250 +106 205893.468750 +107 205662.765625 +108 205662.765625 +109 207538.640625 +110 205662.765625 +111 205662.765625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,ITBI,SARIMAX,3.210719108581543,"100 4.550543e+04 +101 1.438320e+06 +102 1.437248e+06 +103 1.437862e+06 +104 1.438184e+06 +105 1.438184e+06 +106 1.440042e+06 +107 1.439288e+06 +108 1.440201e+06 +109 1.437248e+06 +110 1.443817e+06 +111 1.442693e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,IRRF,SES,2.275787591934204,"96 9065.207031 +97 8017.645020 +98 5048.221191 +99 6120.999512 +100 8025.481934 +101 8024.207520 +102 8182.414551 +103 8025.481934 +104 7969.994141 +105 7975.242676 +106 8752.799805 +107 8393.415039 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,IRRF,Linear Regression,2.275787591934204,"373828 536.878898 +373837 31530.836792 +373846 60852.755636 +373855 96457.091189 +425909 3648.911168 +425917 1788.984437 +425925 1698.202034 +425934 2680.509910 +425943 3991.866913 +425952 5094.290885 +425961 7696.478722 +425970 9011.182584 +Name: y, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do FPM,MLP,1.0935380458831787,"100 1.273622e+06 +101 1.467682e+06 +102 1.169244e+06 +103 1.243484e+06 +104 1.308157e+06 +105 1.272455e+06 +106 1.413490e+06 +107 1.196120e+06 +108 1.213447e+06 +109 1.187432e+06 +110 1.329681e+06 +111 1.674499e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do ICMS,MLP,1.191495656967163,"100 642084.572174 +101 601132.569568 +102 615981.602096 +103 670297.628402 +104 705863.479333 +105 645727.482387 +106 664584.388035 +107 681942.022081 +108 680116.582465 +109 730082.495827 +110 651948.288556 +111 739072.749372 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do IPVA,SARIMAX,1.2906172275543213,"100 142120.875000 +101 70793.593750 +102 70793.593750 +103 136555.312500 +104 155768.250000 +105 63374.027344 +106 63501.808594 +107 63711.664062 +108 44257.808594 +109 36347.289062 +110 26298.597656 +111 101785.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do ITR,XGBoost,3.8219377994537354,"94 94557.757812 +95 94529.867188 +96 94387.617188 +97 92259.921875 +98 92259.710938 +99 95400.882812 +100 93123.179688 +101 94360.265625 +102 92279.867188 +103 94520.132812 +104 92280.195312 +105 94598.273438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do ITR,Linear Regression,3.8219377994537354,"373850 50601.454091 +373859 45223.835825 +425880 23303.550110 +425888 886.988284 +425896 845.060574 +425904 8.661445 +425929 558.532824 +425938 2126.151485 +425947 80295.043854 +425956 661100.197735 +425965 94121.751078 +425974 64871.665752 +Name: y, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,Transferencias LC 61_1989,SES,1.4979102611541748,"58 6180.696289 +59 3824.473145 +60 3834.117432 +61 3336.781250 +62 3344.450195 +63 3440.354492 +64 3440.221436 +65 3269.973389 +66 3385.544678 +67 3639.082520 +68 3924.568359 +69 3988.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pedro Osório - RS,Transferencias LC 61_1989,Linear Regression,1.4979102611541748,"425881 3558.872635 +425889 1932.157628 +425897 2433.210311 +425905 2878.627820 +425913 2656.600617 +425921 3011.063624 +425930 3105.822679 +425939 2590.868204 +425948 2758.044483 +425957 4572.321640 +425966 2440.165875 +425975 3215.216428 +Name: y, dtype: float64" +Prefeitura Municipal de Coxilha - RS,IPTU,SARIMAX,1.7851691246032715,"103 -191.327759 +104 1427.087769 +105 3765.553467 +106 56015.000000 +107 36741.144531 +108 14292.546875 +109 6670.852539 +110 4104.386719 +111 3551.456055 +112 5554.583984 +113 3778.587891 +114 4104.495117 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coxilha - RS,IPTU,Linear Regression,1.7851691246032715,"103 1949.401721 +104 1839.801696 +105 1920.553599 +106 21033.812525 +107 30783.234509 +108 8108.924210 +109 6021.480045 +110 4981.195737 +111 4223.370919 +112 2758.266023 +113 2571.843356 +114 2816.220607 +Name: y, dtype: float64" +Prefeitura Municipal de Coxilha - RS,ISS,MLP,2.0678751468658447,"108 55273.343788 +109 54317.038149 +110 61002.853428 +111 56097.373457 +112 58800.833738 +113 59261.975193 +114 59061.002624 +115 57506.682427 +116 60193.534679 +117 58727.698008 +118 60288.127331 +119 61283.896294 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coxilha - RS,ISS,Linear Regression,2.0678751468658447,"399808 42496.393919 +399817 36702.382143 +399826 72554.637395 +399835 46300.064674 +399844 60707.429172 +399853 63394.804403 +399862 62562.040141 +399871 54281.417663 +399880 68916.782188 +399889 61375.136588 +399898 70122.643593 +399907 76125.172287 +Name: y, dtype: float64" +Prefeitura Municipal de Coxilha - RS,ITBI,XGBoost,2.3973817825317383,"98 148400.546875 +99 138705.296875 +100 218165.968750 +101 148067.937500 +102 142868.359375 +103 201909.921875 +104 199484.484375 +105 141128.937500 +106 142856.437500 +107 145702.500000 +108 199874.015625 +109 145702.500000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coxilha - RS,IRRF,XGBoost,1.2847492694854736,"108 132646.609375 +109 111174.289062 +110 132646.609375 +111 132646.609375 +112 132646.609375 +113 132646.609375 +114 132646.609375 +115 132646.609375 +116 132646.609375 +117 132646.609375 +118 132646.609375 +119 132646.609375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coxilha - RS,Cota-Parte do FPM,HWES,1.3025343418121338,"108 1.259565e+06 +109 1.894224e+06 +110 1.011094e+06 +111 1.139346e+06 +112 1.260220e+06 +113 1.267238e+06 +114 1.260220e+06 +115 1.011094e+06 +116 1.011094e+06 +117 9.592216e+05 +118 1.260220e+06 +119 1.894224e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coxilha - RS,Cota-Parte do ICMS,HWES,1.1576406955718994,"108 1226997.250 +109 1212174.625 +110 1223821.625 +111 1239949.250 +112 1242971.500 +113 1227675.875 +114 1239949.250 +115 1243009.500 +116 1243009.500 +117 1212311.500 +118 1227675.875 +119 1212311.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coxilha - RS,Cota-Parte do IPVA,AR,1.6376755237579346,"108 128853.632812 +109 70932.515625 +110 128063.804688 +111 128853.632812 +112 122695.617188 +113 59017.117188 +114 38494.125000 +115 20848.472656 +116 19343.607422 +117 19246.392578 +118 7974.822266 +119 123390.773438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coxilha - RS,Cota-Parte do IPVA,Linear Regression,1.6376755237579346,"399813 202270.329125 +399822 75444.617909 +399831 75924.266153 +399840 203529.119095 +399849 126630.388928 +399858 51995.852412 +399867 28600.293136 +399876 12603.359109 +399885 10545.985877 +399894 8676.575296 +399903 5114.322898 +399912 134056.920339 +Name: y, dtype: float64" +Prefeitura Municipal de Coxilha - RS,Cota-Parte do ITR,SARIMAX,1.9188311100006104,"68 179990.984375 +69 176094.750000 +70 179450.093750 +71 188251.375000 +72 192722.578125 +73 193432.812500 +74 193472.671875 +75 195013.593750 +76 194513.390625 +77 222315.546875 +78 181240.906250 +79 181240.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Coxilha - RS,Transferencias LC 61_1989,HWES,1.603942632675171,"108 11172.256836 +109 9573.482422 +110 9388.659180 +111 10029.695312 +112 10175.554688 +113 10965.661133 +114 10952.408203 +115 11562.962891 +116 11724.723633 +117 11412.169922 +118 10890.663086 +119 11516.061523 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,IPTU,Prophet,1.2013168334960938,"99 9067.902344 +100 8439.365234 +101 8916.810547 +102 8904.453125 +103 8640.634766 +104 36281.902344 +105 181024.031250 +106 22517.125000 +107 22517.125000 +108 25985.101562 +109 25985.101562 +110 26105.410156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,IPTU,Linear Regression,1.2013168334960938,"394502 7966.151383 +394511 3086.875966 +394520 10486.808606 +394529 8967.570401 +394538 6985.617932 +394547 188209.406140 +394556 288173.813649 +394564 31338.355170 +394573 35064.417458 +394582 26617.425336 +394591 26737.319489 +394600 28527.344581 +Name: y, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,ISS,XGBoost,3.9312455654144287,"108 28584.847656 +109 29634.378906 +110 28461.091797 +111 28422.550781 +112 28584.847656 +113 28422.550781 +114 28584.847656 +115 29808.013672 +116 28582.568359 +117 23327.439453 +118 27896.609375 +119 27735.560547 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,ISS,Linear Regression,3.9312455654144287,"394503 34513.685112 +394512 27922.201726 +394521 22923.894325 +394530 30401.644046 +394539 36772.540702 +394548 29619.677641 +394557 33408.116743 +394565 26879.735903 +394574 31784.173367 +394583 45529.107726 +394592 37091.123640 +394601 30944.362961 +Name: y, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,ITBI,Prophet,1.397840976715088,"107 44303.859375 +108 37089.898438 +109 38056.781250 +110 69705.953125 +111 109152.929688 +112 168969.125000 +113 139014.593750 +114 101588.507812 +115 68138.304688 +116 89399.484375 +117 68157.078125 +118 88160.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,IRRF,XGBoost,1.1174814701080322,"96 178561.468750 +97 105016.625000 +98 110569.960938 +99 178561.468750 +100 105007.312500 +101 105007.312500 +102 105016.625000 +103 105007.312500 +104 105017.445312 +105 105016.625000 +106 105007.312500 +107 178560.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do FPM,HWES,1.2249507904052734,"108 1295353.375 +109 1894079.750 +110 1046421.375 +111 1140957.375 +112 1296089.375 +113 1293658.750 +114 1296089.375 +115 1046421.375 +116 1046421.375 +117 986742.000 +118 1296089.375 +119 1894079.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do ICMS,SES,1.108525276184082,"108 1321656.500 +109 1280405.000 +110 1149901.375 +111 1285206.625 +112 1298934.750 +113 1138292.000 +114 1138397.125 +115 1290614.875 +116 1285206.625 +117 1292305.250 +118 1138262.000 +119 1281255.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do IPVA,AR,1.8250000476837158,"108 160995.968750 +109 61172.699219 +110 76826.945312 +111 188705.765625 +112 185175.453125 +113 101177.890625 +114 53504.660156 +115 26755.525391 +116 45373.671875 +117 26922.001953 +118 25407.517578 +119 185416.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do IPVA,Linear Regression,1.8250000476837158,"394508 300501.487912 +394517 62778.380024 +394526 110885.478319 +394535 262533.666179 +394544 196594.374844 +394553 79634.689362 +394562 38054.307830 +394570 24559.913743 +394579 32278.349546 +394588 24010.463126 +394597 15389.277407 +394606 163025.025042 +Name: y, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do ITR,SARIMAX,2.4730725288391113,"98 50994.011719 +99 281153.062500 +100 829808.875000 +101 829756.687500 +102 826604.812500 +103 825409.562500 +104 827175.562500 +105 830267.062500 +106 826331.500000 +107 827184.937500 +108 826057.500000 +109 825445.562500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Fortaleza dos Valos - RS,Transferencias LC 61_1989,XGBoost,1.0511775016784668,"48 9784.739258 +49 11005.043945 +50 11121.922852 +51 12970.274414 +52 11213.004883 +53 12066.548828 +54 9929.282227 +55 11213.247070 +56 12963.662109 +57 9833.352539 +58 11134.144531 +59 9929.292969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,IPTU,SARIMAX,1.699587106704712,"79 19984.847656 +80 7731.540039 +81 16075.442383 +82 8141.491699 +83 15922.207031 +84 15922.207031 +85 10184.752930 +86 31781.074219 +87 9766.057617 +88 9029.423828 +89 9122.477539 +90 14456.855469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,IPTU,Linear Regression,1.699587106704712,"79 4666.495107 +80 3129.781306 +81 3360.240679 +82 3011.682783 +83 4207.782966 +84 12582.455739 +85 4421.660670 +86 4337.953033 +87 6628.881825 +88 8993.375956 +89 11995.210049 +90 6297.986707 +Name: y, dtype: float64" +Prefeitura Municipal de Caraá - RS,ISS,MLP,1.7688446044921875,"84 38467.728486 +85 40806.905296 +86 41978.943259 +87 44024.310111 +88 47225.492441 +89 49670.790686 +90 52518.735028 +91 54595.346506 +92 57746.809308 +93 64142.682496 +94 61776.937492 +95 69540.743313 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,ITBI,XGBoost,2.113593339920044,"83 14242.890625 +84 11744.095703 +85 15458.423828 +86 11919.753906 +87 14067.922852 +88 12178.038086 +89 12039.549805 +90 16115.122070 +91 12039.549805 +92 15459.913086 +93 13522.297852 +94 16115.122070 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,IRRF,HWES,1.003570318222046,"84 247420.421875 +85 248001.609375 +86 247253.812500 +87 247253.812500 +88 247253.812500 +89 247253.812500 +90 247253.812500 +91 247420.421875 +92 247420.421875 +93 246940.828125 +94 246940.828125 +95 248819.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,Cota-Parte do FPM,AR,1.206165075302124,"84 1235851.500 +85 1893778.250 +86 1086293.625 +87 1157452.750 +88 1235861.125 +89 1255654.000 +90 1235861.125 +91 1086293.625 +92 1086293.625 +93 962611.500 +94 1235861.125 +95 1893778.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,Cota-Parte do ICMS,MLP,1.5341215133666992,"84 557013.172401 +85 511341.623219 +86 549415.183748 +87 579856.855433 +88 611855.757874 +89 561811.905469 +90 577984.093187 +91 592177.708677 +92 591096.928502 +93 632305.996364 +94 568871.284540 +95 640564.652734 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,Cota-Parte do IPVA,XGBoost,1.8171989917755127,"84 125881.648438 +85 77852.312500 +86 104951.171875 +87 130183.710938 +88 130183.710938 +89 38466.761719 +90 67093.828125 +91 15866.572266 +92 16109.134766 +93 16053.305664 +94 11735.415039 +95 127170.882812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,Cota-Parte do IPVA,Linear Regression,1.8171989917755127,"405589 184186.769759 +405598 62599.587316 +405607 107801.756527 +405616 172981.758729 +405625 131609.574597 +405634 39838.349763 +405643 43238.479975 +405652 13358.514315 +405661 14463.025093 +405670 13418.208411 +405679 5560.444447 +405688 133755.629402 +Name: y, dtype: float64" +Prefeitura Municipal de Caraá - RS,Cota-Parte do ITR,SARIMAX,1.2594575881958008,"81 306.781616 +82 388.259491 +83 403.109375 +84 385.809357 +85 385.963348 +86 418.032562 +87 384.408112 +88 385.963348 +89 4943.178711 +90 6206.000000 +91 498.026581 +92 404.669159 +Name: Valor, dtype: float64" +Prefeitura Municipal de Caraá - RS,Transferencias LC 61_1989,HWES,1.2213196754455566,"72 5399.380371 +73 5012.526367 +74 5088.602539 +75 5626.105957 +76 5244.618164 +77 5428.738770 +78 5196.393555 +79 5244.618164 +80 5615.074219 +81 5001.311035 +82 5088.602539 +83 5533.673828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,IPTU,HWES,1.9152710437774658,"95 63518.457031 +96 77793.273438 +97 597617.937500 +98 69401.859375 +99 66793.101562 +100 69581.460938 +101 69573.132812 +102 63689.855469 +103 63689.855469 +104 63319.203125 +105 63319.203125 +106 63319.203125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,IPTU,Linear Regression,1.9152710437774658,"418078 84136.377761 +418087 147712.811744 +418096 660994.166562 +418105 104939.589615 +418114 121655.485597 +418122 109929.098075 +418131 101036.818898 +418139 67509.249497 +418148 68529.957020 +418157 79599.260630 +418166 77884.690218 +418175 73705.840215 +Name: y, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,ISS,XGBoost,1.8255538940429688,"96 180930.000000 +97 168987.406250 +98 180325.453125 +99 185935.359375 +100 185749.937500 +101 185764.015625 +102 185935.359375 +103 207814.312500 +104 207237.265625 +105 207237.265625 +106 181192.312500 +107 199172.203125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,ITBI,XGBoost,2.1130030155181885,"92 579.974731 +93 4518.854980 +94 4446.359375 +95 4333.612793 +96 5048.537109 +97 4780.826172 +98 4568.045410 +99 5161.433105 +100 5572.638672 +101 2816.007568 +102 1671.920898 +103 41416.464844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,ITBI,Linear Regression,2.1130030155181885,"418080 69966.107953 +418089 12925.418785 +418098 19433.746617 +418107 37367.407397 +418116 21408.945278 +418124 25393.702153 +418133 42608.174584 +418141 12975.792341 +418150 46017.255591 +418159 27936.523662 +418168 13159.125087 +418177 889.666941 +Name: y, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,IRRF,XGBoost,1.1535468101501465,"96 96362.468750 +97 96191.656250 +98 96163.070312 +99 96163.070312 +100 96163.070312 +101 96163.070312 +102 96163.070312 +103 96163.070312 +104 96163.070312 +105 153114.968750 +106 96163.070312 +107 152919.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do FPM,AR,1.1758382320404053,"108 1607373.625 +109 2525025.500 +110 1376677.250 +111 1488356.875 +112 1607379.375 +113 1287953.625 +114 2525025.500 +115 1376677.250 +116 1377750.250 +117 1307569.625 +118 1646033.875 +119 2525025.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do ICMS,HWES,1.20180082321167,"108 747131.1875 +109 695421.1250 +110 720590.2500 +111 773021.8750 +112 782318.5000 +113 764866.5625 +114 768785.8750 +115 778046.9375 +116 778046.9375 +117 783709.8750 +118 758991.8750 +119 781381.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do IPVA,AR,2.9049854278564453,"108 209934.250000 +109 133991.671875 +110 164111.437500 +111 165274.750000 +112 206061.093750 +113 65631.250000 +114 58478.601562 +115 24282.957031 +116 18121.041016 +117 18121.041016 +118 10702.694336 +119 161434.046875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do ITR,SARIMAX,2.3424572944641113,"97 154.263779 +98 263.465729 +99 372.956726 +100 536.175415 +101 68.601997 +102 372.956726 +103 448.204803 +104 372.309418 +105 440.518494 +106 461.744080 +107 194.770126 +108 520.280334 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do ITR,Linear Regression,2.3424572944641113,"97 1679.438374 +98 1166.786299 +99 524.077309 +100 444.541365 +101 749.699267 +102 402.434403 +103 362.274319 +104 1056.352345 +105 2196.321897 +106 6411.883314 +107 1045.484220 +108 2360.187566 +Name: y, dtype: float64" +Prefeitura Municipal de Capela de Santana - RS,Transferencias LC 61_1989,HWES,1.4465985298156738,"108 5522.687500 +109 5873.858887 +110 4860.515137 +111 5194.878418 +112 4827.989258 +113 5355.200195 +114 5354.567871 +115 5338.919922 +116 4820.473145 +117 5438.656250 +118 5476.320312 +119 4863.624512 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,IPTU,XGBoost,2.1574244499206543,"105 169597.218750 +106 234477.921875 +107 234718.359375 +108 234544.015625 +109 234757.031250 +110 232706.828125 +111 232706.828125 +112 78334.492188 +113 358478.562500 +114 127920.093750 +115 77837.109375 +116 66998.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,ISS,SES,1.2198598384857178,"108 62997.574219 +109 68167.117188 +110 63976.828125 +111 62573.542969 +112 68167.117188 +113 62698.968750 +114 68167.117188 +115 68167.117188 +116 60807.726562 +117 68119.476562 +118 60807.726562 +119 68167.117188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,ITBI,HWES,1.4846713542938232,"106 8236.711914 +107 8908.708984 +108 5893.921875 +109 969.429626 +110 2310.340088 +111 3781.298096 +112 1525.349731 +113 4868.960938 +114 -740.081970 +115 -1430.912476 +116 -429.204681 +117 -1408.636353 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,ITBI,Linear Regression,1.4846713542938232,"432968 12269.755473 +432977 11561.884965 +432986 21056.811642 +432995 12883.243247 +433003 3020.247501 +433012 6327.560089 +433021 17150.121500 +433029 25647.894588 +433038 8116.915159 +433047 6204.485003 +433056 1887.678284 +433065 5809.729216 +Name: y, dtype: float64" +Prefeitura Municipal de Imigrante - RS,IRRF,AR,3.6795713901519775,"107 19315.371094 +108 115236.843750 +109 115236.867188 +110 115236.867188 +111 115236.843750 +112 115236.867188 +113 115236.867188 +114 115236.867188 +115 115236.867188 +116 115236.867188 +117 115236.867188 +118 115236.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,Cota-Parte do FPM,HWES,1.2370247840881348,"108 1.243666e+06 +109 1.893924e+06 +110 1.075493e+06 +111 1.148330e+06 +112 1.244508e+06 +113 1.288779e+06 +114 1.244508e+06 +115 1.075493e+06 +116 1.075493e+06 +117 9.522887e+05 +118 1.244508e+06 +119 1.893924e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,Cota-Parte do ICMS,HWES,1.3388755321502686,"108 1.070244e+06 +109 1.027742e+06 +110 1.074880e+06 +111 1.135549e+06 +112 1.150820e+06 +113 1.074360e+06 +114 1.134128e+06 +115 1.168120e+06 +116 1.168120e+06 +117 1.135549e+06 +118 1.150820e+06 +119 1.116170e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,Cota-Parte do IPVA,XGBoost,1.8078420162200928,"108 149374.312500 +109 91963.187500 +110 45411.660156 +111 100803.023438 +112 44938.351562 +113 23406.187500 +114 23260.998047 +115 23260.998047 +116 14183.723633 +117 14552.790039 +118 9218.914062 +119 180106.015625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,Cota-Parte do ITR,AR,1.3552770614624023,"72 53.096375 +73 58.108154 +74 80.152542 +75 62.876652 +76 375.261993 +77 132.377258 +78 571.897278 +79 -10.634071 +80 -56.386284 +81 152.250366 +82 48.401619 +83 28.194826 +Name: Valor, dtype: float64" +Prefeitura Municipal de Imigrante - RS,Cota-Parte do ITR,Linear Regression,1.3552770614624023,"373122 14.246890 +373131 27.924732 +432973 41.757769 +432982 27.676420 +432991 40.526556 +433008 10.304940 +433017 40.899024 +433034 15.519488 +433043 727.729482 +433052 1596.996694 +433061 181.940130 +433070 127.849542 +Name: y, dtype: float64" +Prefeitura Municipal de Imigrante - RS,Transferencias LC 61_1989,HWES,1.5677998065948486,"108 9066.162109 +109 8756.146484 +110 9222.025391 +111 10577.681641 +112 9137.341797 +113 10262.172852 +114 9023.958984 +115 9097.007812 +116 9449.176758 +117 9722.229492 +118 9799.383789 +119 9588.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,IPTU,SARIMAX,3.1111717224121094,"60 1981.710449 +61 10445.363281 +62 30856.949219 +63 7022.426758 +64 2043.136475 +65 1749.138184 +66 1578.129150 +67 1577.801636 +68 1494.750122 +69 6972.609375 +70 1494.750122 +71 1494.750122 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,ISS,XGBoost,0.7716009616851807,"60 6396.324707 +61 6374.758301 +62 6765.473145 +63 6939.373047 +64 6609.176270 +65 6773.373047 +66 8322.981445 +67 6773.373047 +68 8149.102051 +69 8148.529785 +70 6765.478027 +71 6764.930176 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,ITBI,XGBoost,2.7973086833953857,"60 6333.140137 +61 21585.902344 +62 116832.976562 +63 116501.632812 +64 116737.726562 +65 116805.132812 +66 116832.976562 +67 116737.726562 +68 116737.726562 +69 116737.953125 +70 116256.484375 +71 116838.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,IRRF,AR,1.946110486984253,"60 1231.886108 +61 1064.417847 +62 1241.727783 +63 1943.370728 +64 1231.886108 +65 1105.052002 +66 1319.447510 +67 1041.850830 +68 1241.647095 +69 1171.346680 +70 1105.052002 +71 1041.850830 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do FPM,SARIMAX,1.0628023147583008,"60 831474.1875 +61 839884.8750 +62 793060.1250 +63 793052.5625 +64 854883.7500 +65 817777.7500 +66 620233.8125 +67 817770.5000 +68 649165.8750 +69 620233.8125 +70 766211.3125 +71 854883.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do ICMS,SARIMAX,1.0171055793762207,"60 258857.593750 +61 258857.593750 +62 242991.734375 +63 382337.156250 +64 265145.031250 +65 242991.734375 +66 382303.687500 +67 242931.031250 +68 242991.734375 +69 382337.156250 +70 242991.734375 +71 382337.156250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do IPVA,SARIMAX,1.4732778072357178,"60 33889.242188 +61 16249.665039 +62 18260.773438 +63 30164.660156 +64 16246.744141 +65 10974.786133 +66 12254.577148 +67 11987.509766 +68 12370.521484 +69 11987.509766 +70 11987.509766 +71 33985.601562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do ITR,HWES,1.5984790325164795,"60 881.996643 +61 816.971741 +62 816.744812 +63 881.463379 +64 1101.413940 +65 1101.413940 +66 828.161316 +67 819.916382 +68 1096.383667 +69 9628.512695 +70 1096.383667 +71 1101.413940 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,IPTU,XGBoost,3.003648042678833,"101 67384.718750 +102 113007.007812 +103 39174.105469 +104 81654.187500 +105 59934.621094 +106 189399.562500 +107 191737.328125 +108 181116.890625 +109 47708.523438 +110 48949.003906 +111 41978.406250 +112 343441.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,IPTU,Linear Regression,3.003648042678833,"404103 2.188864e+05 +404112 1.858965e+06 +404120 1.532244e+05 +404129 2.317902e+06 +404138 6.379274e+05 +404147 1.564333e+05 +404156 1.206155e+05 +404164 1.108931e+05 +404173 6.190438e+04 +404182 7.316875e+04 +404191 1.023769e+05 +404200 9.733182e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,ISS,SARIMAX,1.3864562511444092,"108 134187.953125 +109 135752.890625 +110 128123.421875 +111 131537.375000 +112 143598.718750 +113 128631.445312 +114 362671.406250 +115 371823.062500 +116 376070.062500 +117 370613.812500 +118 364250.531250 +119 375444.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,ITBI,XGBoost,1.9187602996826172,"102 35629.886719 +103 35809.628906 +104 35522.066406 +105 35555.183594 +106 35183.265625 +107 35522.066406 +108 35389.679688 +109 35629.515625 +110 139572.921875 +111 274452.218750 +112 139572.921875 +113 168808.296875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,IRRF,XGBoost,1.0821824073791504,"108 254357.656250 +109 232086.453125 +110 254357.656250 +111 254357.656250 +112 229978.937500 +113 254357.656250 +114 237114.453125 +115 237114.453125 +116 237114.453125 +117 232086.453125 +118 254357.656250 +119 254357.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do FPM,AR,2.820521593093872,"108 1700568.625 +109 2527559.250 +110 1459366.625 +111 1531064.875 +112 1706085.875 +113 1689172.625 +114 1706085.875 +115 1459366.625 +116 1459418.000 +117 1269785.250 +118 1706085.875 +119 2527559.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do ICMS,XGBoost,1.1421096324920654,"108 1560108.250 +109 1553528.625 +110 1564844.625 +111 1590777.500 +112 1643630.625 +113 1581406.750 +114 1595707.500 +115 1555216.125 +116 1553688.875 +117 1607468.375 +118 1757794.625 +119 1507209.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do IPVA,SARIMAX,1.1535613536834717,"108 231323.640625 +109 114124.234375 +110 203447.093750 +111 231331.125000 +112 300200.250000 +113 113814.859375 +114 103425.750000 +115 35447.578125 +116 59976.136719 +117 231331.125000 +118 28626.083984 +119 246510.250000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do IPVA,Linear Regression,1.1535613536834717,"108 89687.144480 +109 39181.747683 +110 47349.727104 +111 90591.889650 +112 70206.617857 +113 37739.385208 +114 32650.083267 +115 23027.417800 +116 24184.920897 +117 97956.964971 +118 20661.017655 +119 68865.477338 +Name: y, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do ITR,XGBoost,2.414438247680664,"81 12578.136719 +82 14372.422852 +83 27018.251953 +84 11990.397461 +85 24752.720703 +86 12003.070312 +87 23901.320312 +88 24978.060547 +89 12579.118164 +90 19155.724609 +91 13191.006836 +92 19523.298828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do ITR,Linear Regression,2.414438247680664,"362360 21085.344229 +362369 26972.944225 +404110 3851.696933 +404127 23.066143 +404136 205.133315 +404145 7.813787 +404154 85.681767 +404171 2068.626178 +404180 19940.956795 +404189 204468.136288 +404198 25462.434439 +404207 12609.807288 +Name: y, dtype: float64" +Prefeitura Municipal de Salto do Jacuí - RS,Transferencias LC 61_1989,AR,1.091740369796753,"48 13128.187500 +49 14572.063477 +50 14707.785156 +51 15055.645508 +52 14786.838867 +53 15061.639648 +54 15025.945312 +55 14786.838867 +56 14789.855469 +57 14234.944336 +58 14789.855469 +59 15189.042969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,IPTU,MLP,1.7478160858154297,"108 9.400647e+06 +109 4.785094e+07 +110 1.014323e+07 +111 7.745877e+06 +112 4.636989e+06 +113 8.340040e+06 +114 3.410574e+06 +115 7.815064e+06 +116 3.085304e+06 +117 7.317236e+06 +118 3.894184e+06 +119 7.532851e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,ISS,SARIMAX,1.156778335571289,"108 1724994.125 +109 1724994.125 +110 1724994.125 +111 1724994.125 +112 1725340.875 +113 1724719.125 +114 1695347.625 +115 1708481.625 +116 1724994.125 +117 1715673.000 +118 1724994.125 +119 1724994.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,ITBI,MLP,1.1584539413452148,"108 2.942421e+06 +109 2.864847e+06 +110 2.919059e+06 +111 2.766897e+06 +112 2.948890e+06 +113 2.643100e+06 +114 2.621002e+06 +115 2.781889e+06 +116 2.877669e+06 +117 3.012080e+06 +118 2.855173e+06 +119 2.940519e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,IRRF,MLP,2.3007330894470215,"108 2.062648e+06 +109 1.931074e+06 +110 2.020809e+06 +111 1.978976e+06 +112 1.984964e+06 +113 1.982340e+06 +114 1.972745e+06 +115 2.097706e+06 +116 2.173653e+06 +117 2.136142e+06 +118 2.156673e+06 +119 3.228698e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do FPM,AR,1.8446283340454102,"108 5543627.00 +109 7575075.50 +110 5265191.50 +111 5976083.50 +112 5543627.00 +113 5495604.50 +114 7575075.50 +115 5832688.50 +116 3343135.25 +117 6542466.00 +118 5543627.00 +119 7575075.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do ICMS,HWES,1.1417961120605469,"108 2371011.75 +109 2261451.00 +110 2289586.50 +111 2503741.00 +112 2462076.00 +113 2277425.00 +114 2503741.00 +115 2448921.50 +116 2448921.50 +117 2491627.00 +118 2275215.75 +119 2427382.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do IPVA,AR,1.8472809791564941,"108 1.404670e+06 +109 1.476172e+06 +110 1.418159e+06 +111 1.407829e+06 +112 1.490893e+06 +113 1.349625e+06 +114 8.966774e+05 +115 7.162199e+05 +116 4.062907e+05 +117 4.062907e+05 +118 2.457575e+05 +119 1.462583e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do IPVA,Linear Regression,1.8472809791564941,"430176 2.503260e+06 +430185 1.088596e+06 +430194 1.305985e+06 +430203 1.986100e+06 +430212 2.105026e+06 +430221 9.578285e+05 +430230 6.635727e+05 +430239 5.472187e+05 +430248 3.287501e+05 +430257 3.411053e+05 +430266 2.064506e+05 +430275 1.359679e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do ITR,MLP,1.9092466831207275,"99 1115.057085 +100 1200.204206 +101 1233.137616 +102 1296.976840 +103 1364.117515 +104 5049.571685 +105 1460.755819 +106 1639.627728 +107 2102.262427 +108 29682.411168 +109 1933.398628 +110 1507.928463 +Name: Valor, dtype: float64" +Prefeitura Municipal de Capão da Canoa - RS,Transferencias LC 61_1989,HWES,1.7986457347869873,"90 17130.226562 +91 14713.013672 +92 16922.916016 +93 15920.382812 +94 15800.681641 +95 17804.824219 +96 18907.849609 +97 15999.026367 +98 15969.268555 +99 17303.615234 +100 16318.651367 +101 16850.533203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,IPTU,HWES,3.044731855392456,"93 2202.498047 +94 6090.869141 +95 67296.867188 +96 77566.117188 +97 77566.156250 +98 71672.906250 +99 9881.046875 +100 9881.046875 +101 9481.279297 +102 13516.002930 +103 12466.216797 +104 12132.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,ISS,XGBoost,1.0194106101989746,"96 43539.925781 +97 44987.089844 +98 46487.644531 +99 55032.761719 +100 45892.644531 +101 43795.562500 +102 50466.906250 +103 44450.894531 +104 50280.316406 +105 49175.082031 +106 47062.707031 +107 45278.964844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,ITBI,XGBoost,1.941847324371338,"96 19559.697266 +97 28141.302734 +98 28153.490234 +99 30368.593750 +100 26681.375000 +101 27530.519531 +102 13919.728516 +103 30893.703125 +104 30044.572266 +105 31098.136719 +106 20083.074219 +107 29596.576172 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,ITBI,Linear Regression,1.941847324371338,"350095 9457.941475 +350104 53028.900255 +350113 50403.504770 +350122 25281.461971 +350131 30127.281369 +350140 62589.568646 +350149 67291.245330 +350158 63130.454516 +350167 29550.453908 +350176 103171.182707 +350185 20003.607890 +350194 55443.453234 +Name: y, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,IRRF,MLP,1.7278268337249756,"96 81071.482837 +97 86657.118056 +98 91589.172304 +99 97233.528923 +100 103597.040832 +101 110635.048285 +102 117874.057617 +103 124719.421716 +104 132580.398407 +105 141552.656535 +106 150999.913660 +107 158550.022340 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,Cota-Parte do FPM,SARIMAX,1.1373848915100098,"96 1.356828e+06 +97 1.811506e+06 +98 1.050892e+06 +99 1.356828e+06 +100 1.777709e+06 +101 1.356828e+06 +102 1.811506e+06 +103 1.356828e+06 +104 1.312352e+06 +105 1.016728e+06 +106 1.811638e+06 +107 1.811506e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,Cota-Parte do ICMS,XGBoost,1.0603234767913818,"96 620887.1250 +97 742883.4375 +98 749502.5000 +99 746160.1875 +100 757820.7500 +101 797442.1250 +102 640691.6250 +103 742883.4375 +104 648605.6875 +105 628648.2500 +106 628727.4375 +107 749502.5000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,Cota-Parte do ICMS,Linear Regression,1.0603234767913818,"350098 629584.617390 +350107 791295.337128 +350116 849170.242568 +350125 763656.109113 +350134 947172.998721 +350143 752927.067322 +350152 759614.401570 +350161 788687.757370 +350170 738986.777777 +350179 719169.489315 +350188 696774.988541 +350197 833581.566042 +Name: y, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,Cota-Parte do IPVA,XGBoost,1.143432378768921,"96 188187.796875 +97 37678.371094 +98 142515.328125 +99 186269.250000 +100 175699.968750 +101 36142.066406 +102 33880.238281 +103 18349.218750 +104 13185.272461 +105 11977.177734 +106 12353.472656 +107 188187.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,Cota-Parte do ITR,AR,2.2507572174072266,"92 6873.162598 +93 6965.055664 +94 6920.729980 +95 6815.198242 +96 6965.055664 +97 7150.091309 +98 7910.652344 +99 7009.306152 +100 197677.531250 +101 214055.093750 +102 15643.299805 +103 9055.106445 +Name: Valor, dtype: float64" +Prefeitura Municipal de Formigueiro - RS,Transferencias LC 61_1989,AR,1.3506569862365723,"96 10257.329102 +97 8100.248535 +98 8598.797852 +99 8079.093750 +100 8732.082031 +101 8745.444336 +102 7826.772461 +103 6865.409180 +104 7499.155762 +105 7762.064453 +106 6525.064453 +107 8402.438477 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,IPTU,SARIMAX,2.9721758365631104,"91 3.091745e+05 +92 9.023986e+05 +93 -4.009548e+05 +94 -5.094626e+05 +95 -3.085224e+05 +96 2.847215e+05 +97 1.965992e+06 +98 1.965744e+06 +99 1.663508e+05 +100 -1.288307e+05 +101 1.699171e+05 +102 -1.010082e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,IPTU,Linear Regression,2.9721758365631104,"91 3.428708e+05 +92 1.877513e+06 +93 8.130440e+04 +94 5.014793e+04 +95 1.022709e+05 +96 1.562200e+05 +97 1.467331e+05 +98 2.316184e+05 +99 1.414057e+05 +100 7.060962e+04 +101 8.030720e+04 +102 8.525324e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Triunfo - RS,ISS,MLP,1.1906754970550537,"96 7.208257e+06 +97 7.549480e+06 +98 7.857536e+06 +99 8.158554e+06 +100 8.459902e+06 +101 8.482807e+06 +102 8.377852e+06 +103 8.461673e+06 +104 8.554183e+06 +105 8.826029e+06 +106 9.135571e+06 +107 9.379359e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,ITBI,SARIMAX,1.1655631065368652,"96 48159.144531 +97 51478.671875 +98 116485.226562 +99 112046.476562 +100 56992.351562 +101 57433.082031 +102 56344.871094 +103 55621.523438 +104 54031.066406 +105 28770.759766 +106 45469.867188 +107 33174.757812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,ITBI,Linear Regression,1.1655631065368652,"96 37842.259067 +97 27459.762358 +98 37794.443880 +99 23724.747257 +100 35710.576661 +101 28904.571580 +102 31627.100354 +103 36814.703803 +104 30006.520200 +105 28400.698996 +106 34818.694585 +107 32810.744124 +Name: y, dtype: float64" +Prefeitura Municipal de Triunfo - RS,IRRF,Prophet,1.1206374168395996,"96 1500326.625 +97 1536046.750 +98 1536046.750 +99 1424805.500 +100 1249056.125 +101 2859368.250 +102 1536046.750 +103 1331729.250 +104 1331729.250 +105 1331729.250 +106 1331729.250 +107 2859368.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,Cota-Parte do FPM,XGBoost,1.1626276969909668,"96 3019885.25 +97 4204344.50 +98 2500848.25 +99 3019885.25 +100 4213774.50 +101 3019885.25 +102 4204344.50 +103 3019885.25 +104 2601272.50 +105 2601272.50 +106 4213774.50 +107 4229048.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,Cota-Parte do ICMS,AR,1.040243148803711,"96 11385559.0 +97 13043207.0 +98 12110860.0 +99 13912414.0 +100 12605056.0 +101 12953833.0 +102 13325947.0 +103 12822257.0 +104 12456551.0 +105 12020903.0 +106 11878887.0 +107 14406217.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,Cota-Parte do IPVA,XGBoost,1.7320847511291504,"96 787519.250000 +97 532203.000000 +98 528928.437500 +99 792162.062500 +100 714680.750000 +101 363485.843750 +102 244661.562500 +103 159952.718750 +104 103848.156250 +105 74303.273438 +106 54768.121094 +107 789418.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,Cota-Parte do ITR,HWES,3.3066978454589844,"96 4890.224121 +97 118373.000000 +98 8456.357422 +99 8381.744141 +100 8813.575195 +101 8813.575195 +102 8813.575195 +103 6572.240723 +104 17105.226562 +105 131862.703125 +106 2140.911621 +107 7039.744141 +Name: Valor, dtype: float64" +Prefeitura Municipal de Triunfo - RS,Transferencias LC 61_1989,SARIMAX,1.1419081687927246,"96 275989.625000 +97 257428.046875 +98 260325.953125 +99 269086.500000 +100 270514.906250 +101 272067.093750 +102 260912.062500 +103 262245.968750 +104 266963.562500 +105 268293.812500 +106 262245.968750 +107 239274.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,IPTU,SARIMAX,1.354982852935791,"95 59061.843750 +96 53800.988281 +97 260920.593750 +98 260920.593750 +99 51892.660156 +100 61626.660156 +101 60922.140625 +102 60922.140625 +103 58868.140625 +104 58468.867188 +105 59135.398438 +106 56263.722656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,ISS,XGBoost,1.1485614776611328,"96 98185.039062 +97 96294.203125 +98 86679.718750 +99 98185.039062 +100 86679.210938 +101 98185.039062 +102 98185.039062 +103 98185.039062 +104 86679.695312 +105 98185.039062 +106 98185.039062 +107 98185.039062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,ITBI,Prophet,1.986478567123413,"96 2.530719e+04 +97 3.758355e+04 +98 9.736119e+04 +99 1.430955e+06 +100 1.438097e+06 +101 1.438097e+06 +102 1.438097e+06 +103 1.436660e+06 +104 1.435071e+06 +105 1.434596e+06 +106 1.439833e+06 +107 1.434038e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,IRRF,SARIMAX,2.359046697616577,"96 100966.687500 +97 93790.078125 +98 103401.109375 +99 95792.648438 +100 96244.304688 +101 96244.304688 +102 95792.648438 +103 103401.109375 +104 96244.304688 +105 157509.687500 +106 95792.648438 +107 157509.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do FPM,AR,1.2040588855743408,"96 1244327.625 +97 1894038.750 +98 1086282.375 +99 1147070.375 +100 1245108.375 +101 1242322.125 +102 1245096.625 +103 1086282.375 +104 1086282.375 +105 938399.750 +106 1245108.375 +107 1894038.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do ICMS,MLP,1.189209222793579,"96 1.209818e+06 +97 1.114757e+06 +98 1.149372e+06 +99 1.265588e+06 +100 1.350403e+06 +101 1.218117e+06 +102 1.287264e+06 +103 1.326162e+06 +104 1.323427e+06 +105 1.436278e+06 +106 1.264554e+06 +107 1.295879e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do IPVA,XGBoost,1.1582839488983154,"96 158969.031250 +97 91462.539062 +98 111020.335938 +99 158969.218750 +100 159932.437500 +101 93131.585938 +102 83596.953125 +103 81032.179688 +104 19769.298828 +105 13415.644531 +106 13415.644531 +107 159763.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do IPVA,Linear Regression,1.1582839488983154,"409893 209045.243191 +409902 94126.364580 +409911 116849.115664 +409920 234593.110949 +409929 165900.070363 +409938 85131.703341 +409947 67884.807548 +409956 44931.625736 +409965 19363.093398 +409974 8618.803532 +409983 7839.201269 +409992 164251.388207 +Name: y, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do ITR,XGBoost,1.8761937618255615,"60 184228.531250 +61 47217.171875 +62 38948.398438 +63 37223.593750 +64 45736.769531 +65 37560.195312 +66 37223.593750 +67 46962.769531 +68 30300.544922 +69 827978.750000 +70 203613.609375 +71 203613.609375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Manoel Viana - RS,Transferencias LC 61_1989,AR,1.618178367614746,"96 12679.037109 +97 11519.873047 +98 12579.980469 +99 13400.567383 +100 11713.011719 +101 13072.160156 +102 13461.272461 +103 11094.299805 +104 11846.674805 +105 12795.939453 +106 12619.792969 +107 12556.504883 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,IPTU,AR,1.970712423324585,"99 26112.519531 +100 61150.222656 +101 332986.593750 +102 25568.996094 +103 21694.201172 +104 21623.037109 +105 19111.017578 +106 23251.222656 +107 19110.423828 +108 11640.306641 +109 11653.417969 +110 11653.417969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,IPTU,Linear Regression,1.970712423324585,"423262 21626.438985 +423271 71255.846254 +423279 346557.079124 +423288 59577.045072 +423296 20139.803525 +423305 29685.363132 +423313 20162.116399 +423322 22366.075973 +423331 20696.493636 +423340 12931.218954 +423349 11875.567712 +423358 12110.553734 +Name: y, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,ISS,MLP,1.5223112106323242,"104 38793.363290 +105 35435.890207 +106 36149.748395 +107 37338.797074 +108 41628.592855 +109 36203.659243 +110 37893.883529 +111 39557.995614 +112 37056.693815 +113 36683.198293 +114 35658.940396 +115 34692.075511 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,ISS,Linear Regression,1.5223112106323242,"423263 50376.007001 +423272 28683.462870 +423280 32918.863184 +423289 40447.594628 +423297 68683.963043 +423306 34116.010113 +423314 44998.138514 +423323 56143.037396 +423332 40322.129777 +423341 37875.645988 +423350 31047.826170 +423359 24323.254927 +Name: y, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,ITBI,MLP,1.980283498764038,"104 32079.140800 +105 33796.154610 +106 33062.900466 +107 30729.641215 +108 24537.769615 +109 24303.868207 +110 24724.869535 +111 25435.468228 +112 25279.662985 +113 26463.200590 +114 26992.130687 +115 28547.520158 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,ITBI,Linear Regression,1.980283498764038,"423264 42858.039478 +423273 13466.006035 +423281 47409.847121 +423290 65744.593423 +423298 111366.479459 +423307 27363.198259 +423315 21511.709347 +423324 18512.636163 +423333 30394.476405 +423342 12868.390707 +423351 23075.838217 +423360 10348.125941 +Name: y, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,IRRF,Prophet,1.154069423675537,"98 148343.578125 +99 145846.937500 +100 153088.937500 +101 146523.078125 +102 145738.328125 +103 148113.156250 +104 148768.421875 +105 145846.937500 +106 145359.734375 +107 145742.968750 +108 148343.578125 +109 155282.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do FPM,HWES,1.2042748928070068,"104 1421036.125 +105 2525024.750 +106 1346703.625 +107 1501411.875 +108 1654895.250 +109 1617974.625 +110 2030304.375 +111 1346703.625 +112 1408523.625 +113 1346605.000 +114 1654895.250 +115 2525024.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do ICMS,MLP,1.1501271724700928,"104 739292.420167 +105 741432.173779 +106 775906.622717 +107 768315.672933 +108 817771.642687 +109 742150.696376 +110 779580.221964 +111 786716.344559 +112 799893.469986 +113 862455.089925 +114 767160.003493 +115 847427.610024 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do IPVA,HWES,1.1637928485870361,"104 150120.453125 +105 71177.226562 +106 72404.171875 +107 150115.781250 +108 165653.593750 +109 83068.031250 +110 40482.207031 +111 33431.070312 +112 42863.691406 +113 31454.550781 +114 20990.140625 +115 174210.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do IPVA,Linear Regression,1.1637928485870361,"423268 264051.616605 +423276 64018.269531 +423285 87149.527402 +423293 228063.496946 +423302 204464.510132 +423310 77719.706243 +423319 38693.310146 +423328 28508.686633 +423337 31596.676919 +423346 19959.829539 +423355 9767.253502 +423364 158754.821680 +Name: y, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do ITR,XGBoost,2.349825859069824,"103 9246.383789 +104 4041.402588 +105 4013.127930 +106 4628.579590 +107 3976.528076 +108 8574.872070 +109 8407.749023 +110 8550.408203 +111 31291.501953 +112 86655.500000 +113 5364.235840 +114 10484.700195 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barros Cassal - RS,Transferencias LC 61_1989,XGBoost,1.387373685836792,"104 7331.465332 +105 7255.390137 +106 6704.770020 +107 7344.927246 +108 7223.778320 +109 6605.359863 +110 7641.880859 +111 7713.579590 +112 6906.020020 +113 6611.823730 +114 7422.291016 +115 7391.880859 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,IPTU,HWES,2.6011712551116943,"84 1.492845e+06 +85 1.975013e+06 +86 1.047787e+07 +87 1.984214e+06 +88 2.061923e+06 +89 1.984301e+06 +90 3.329375e+06 +91 1.975013e+06 +92 1.738395e+06 +93 8.077890e+05 +94 8.079250e+05 +95 1.120658e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,ISS,XGBoost,1.1664535999298096,"84 2832474.50 +85 2832474.50 +86 2587121.25 +87 2587121.25 +88 2734243.50 +89 2734243.50 +90 2832474.50 +91 2832474.50 +92 2832474.50 +93 2832474.50 +94 2563006.50 +95 2832474.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,ITBI,MLP,1.293912410736084,"84 594747.585568 +85 621170.842272 +86 735785.736365 +87 696027.924842 +88 686130.025448 +89 634533.275950 +90 612948.723042 +91 662673.756784 +92 635879.493670 +93 634698.587826 +94 697223.740424 +95 724022.316570 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,IRRF,HWES,1.0787653923034668,"84 2972799.25 +85 2972799.25 +86 2972799.25 +87 2972799.25 +88 2972799.25 +89 2972799.25 +90 2972799.25 +91 2972799.25 +92 2972799.25 +93 2972799.25 +94 2972799.25 +95 2971501.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do FPM,AR,1.2603561878204346,"84 5276084.5 +85 8213882.5 +86 4872506.0 +87 4998699.5 +88 5289523.5 +89 5395091.5 +90 5289523.5 +91 4872506.0 +92 4893384.5 +93 4212571.5 +94 5289523.5 +95 8213882.5 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do ICMS,SES,1.064241647720337,"84 7181647.0 +85 6099043.0 +86 6392921.5 +87 6792045.0 +88 6800562.5 +89 7069840.0 +90 6941025.0 +91 6792041.5 +92 6792041.5 +93 6792045.0 +94 6800562.5 +95 7172598.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do IPVA,SARIMAX,1.5742535591125488,"84 3.688798e+06 +85 1.149741e+06 +86 1.228940e+06 +87 2.556476e+06 +88 3.405377e+06 +89 9.227059e+05 +90 7.564411e+05 +91 5.417903e+05 +92 3.669119e+05 +93 2.749262e+05 +94 1.841796e+05 +95 3.716684e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do ITR,XGBoost,1.6256966590881348,"84 2906.202393 +85 2906.146729 +86 4257.324219 +87 9369.651367 +88 2842.979248 +89 31722.617188 +90 4257.324219 +91 7981.297363 +92 7134.389648 +93 7134.596191 +94 8372.979492 +95 8372.979492 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do ITR,Linear Regression,1.6256966590881348,"422316 1478.185176 +422325 1632.108017 +422334 2589.007839 +422343 226.305057 +422352 867.406516 +422361 14807.300339 +422370 2657.849829 +422379 5066.844906 +422388 135123.744146 +422397 226314.933640 +422406 8542.858769 +422415 7475.609098 +Name: y, dtype: float64" +Prefeitura Municipal de Santa Rosa - RS,Transferencias LC 61_1989,HWES,0.8780529499053955,"72 58025.496094 +73 54261.644531 +74 57074.187500 +75 60186.039062 +76 42143.281250 +77 59923.988281 +78 66559.710938 +79 59560.574219 +80 47706.097656 +81 58265.191406 +82 59923.988281 +83 63736.492188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,IPTU,XGBoost,1.0008773803710938,"104 88295.453125 +105 149973.234375 +106 842158.437500 +107 855857.187500 +108 816281.000000 +109 817537.187500 +110 854001.375000 +111 854001.375000 +112 855380.187500 +113 857665.625000 +114 857068.937500 +115 855295.125000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,ISS,SARIMAX,1.1068544387817383,"104 417688.62500 +105 438086.15625 +106 517694.96875 +107 518423.43750 +108 518423.50000 +109 518423.50000 +110 517694.96875 +111 512257.21875 +112 513956.65625 +113 404674.59375 +114 404503.00000 +115 512257.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,ITBI,MLP,1.6387083530426025,"102 369785.511032 +103 399796.531367 +104 427509.043932 +105 453476.896833 +106 480030.109425 +107 504333.958618 +108 530950.723622 +109 586471.890061 +110 570906.438963 +111 625497.967371 +112 524262.676500 +113 569059.017082 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,IRRF,MLP,0.9870574474334717,"104 474419.362392 +105 587430.008903 +106 484669.657712 +107 586108.967013 +108 612887.205834 +109 649963.607085 +110 562751.889407 +111 680791.824549 +112 598884.658773 +113 688209.451148 +114 704616.159048 +115 836007.468309 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do FPM,MLP,1.0620453357696533,"102 3.724597e+06 +103 4.509277e+06 +104 3.513731e+06 +105 3.762190e+06 +106 3.979777e+06 +107 3.862106e+06 +108 4.465150e+06 +109 3.607206e+06 +110 3.665436e+06 +111 3.578691e+06 +112 4.055302e+06 +113 5.212997e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do ICMS,MLP,1.1829438209533691,"102 3.524632e+06 +103 3.245884e+06 +104 3.243265e+06 +105 3.832673e+06 +106 3.993847e+06 +107 3.571326e+06 +108 3.780289e+06 +109 3.985867e+06 +110 3.892857e+06 +111 3.940824e+06 +112 3.639077e+06 +113 4.111832e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do IPVA,XGBoost,1.9146530628204346,"101 9.096405e+05 +102 5.048707e+05 +103 3.580989e+05 +104 1.249431e+06 +105 8.962964e+05 +106 3.973190e+05 +107 3.547701e+05 +108 2.816185e+05 +109 1.906618e+05 +110 1.867826e+05 +111 1.884042e+05 +112 9.001941e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do ITR,HWES,2.286259889602661,"98 1.252536e+05 +99 -1.662734e+04 +100 1.654812e+04 +101 8.722853e+04 +102 2.064455e+05 +103 -1.134475e+05 +104 2.131228e+04 +105 -1.134840e+05 +106 3.499426e+05 +107 2.403569e+06 +108 4.332377e+05 +109 4.350667e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rosário do Sul - RS,Transferencias LC 61_1989,XGBoost,1.2170207500457764,"91 34891.433594 +92 30593.812500 +93 32737.693359 +94 40682.187500 +95 32678.443359 +96 36882.437500 +97 33314.082031 +98 32757.730469 +99 37623.039062 +100 37179.167969 +101 32822.625000 +102 34558.871094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,IPTU,AR,2.2014942169189453,"100 2445.416504 +101 2527.593262 +102 1671.757080 +103 4147.837891 +104 2559.633057 +105 6824.516602 +106 7184.255859 +107 4329.731445 +108 4007.504639 +109 15565.358398 +110 -1618.466553 +111 -2432.370605 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,IPTU,Linear Regression,2.2014942169189453,"423785 1707.215780 +423793 1931.299463 +423801 5522.789462 +423809 1272.368734 +423817 2623.620214 +423825 10021.005932 +423833 128232.790350 +423840 11232.535757 +423848 10649.832108 +423856 7936.360089 +423864 879.403545 +423872 2538.397457 +Name: y, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,ISS,SARIMAX,1.2722229957580566,"108 79183.437500 +109 79307.296875 +110 79613.898438 +111 80187.921875 +112 80187.921875 +113 80187.921875 +114 80187.921875 +115 80187.921875 +116 79183.437500 +117 79183.617188 +118 79183.617188 +119 80187.921875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,ITBI,MLP,1.5778262615203857,"104 39864.363448 +105 38459.147330 +106 39912.492701 +107 40966.668949 +108 39130.378732 +109 36312.111434 +110 36814.010310 +111 35786.770984 +112 34074.956398 +113 35401.924834 +114 37626.596961 +115 38658.154426 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,ITBI,Linear Regression,1.5778262615203857,"423787 121437.562649 +423795 7083.068410 +423803 31752.279889 +423811 22852.014034 +423819 111605.068367 +423827 52985.282795 +423835 11054.216857 +423842 92100.681782 +423850 34125.946611 +423858 1473.895581 +423866 9797.899847 +423874 39022.690955 +Name: y, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,IRRF,XGBoost,2.215029716491699,"106 93686.062500 +107 91016.242188 +108 96869.078125 +109 103859.578125 +110 103859.578125 +111 103859.578125 +112 103859.578125 +113 103859.578125 +114 103859.578125 +115 103859.578125 +116 103859.578125 +117 103859.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do FPM,HWES,1.117070198059082,"108 1420342.375 +109 1893768.750 +110 1166455.750 +111 1259046.875 +112 1553789.250 +113 1401476.375 +114 1553789.250 +115 1166455.750 +116 1167373.125 +117 983320.375 +118 1553789.250 +119 1893768.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do ICMS,HWES,1.1928019523620605,"108 785905.8125 +109 686242.3125 +110 686473.1250 +111 704902.3125 +112 755123.1875 +113 784446.0625 +114 705964.1250 +115 695491.0625 +116 695225.7500 +117 880121.4375 +118 937537.3750 +119 697286.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do IPVA,XGBoost,2.5481505393981934,"106 114387.656250 +107 69271.687500 +108 113597.671875 +109 111074.593750 +110 69819.734375 +111 23372.652344 +112 14374.903320 +113 7330.200195 +114 7560.471680 +115 14374.967773 +116 6004.703613 +117 129386.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do ITR,XGBoost,2.2446675300598145,"104 2279.990479 +105 2255.798584 +106 11661.821289 +107 11662.395508 +108 11566.841797 +109 11590.896484 +110 11645.588867 +111 11640.766602 +112 13505.498047 +113 12725.062500 +114 3939.689941 +115 1190.413696 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do ITR,Linear Regression,2.2446675300598145,"385753 1786.207336 +423792 688.600377 +423800 164.814664 +423808 154.298273 +423816 126.601803 +423824 103.659205 +423832 204.151918 +423847 439.414826 +423855 22881.566569 +423863 99324.492543 +423871 14738.771414 +423879 1796.533572 +Name: y, dtype: float64" +Prefeitura Municipal de Campestre da Serra - RS,Transferencias LC 61_1989,XGBoost,1.161522626876831,"60 6372.286621 +61 6231.981934 +62 6265.786133 +63 6372.286621 +64 5201.862305 +65 5201.862305 +66 5201.862305 +67 5201.862305 +68 5250.276855 +69 5250.276855 +70 5201.862305 +71 5201.862305 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,IPTU,SARIMAX,1.198059320449829,"107 34473.410156 +108 34486.964844 +109 22839.947266 +110 62335.089844 +111 46645.632812 +112 48630.093750 +113 17810.650391 +114 69293.156250 +115 49998.781250 +116 17308.527344 +117 65438.609375 +118 9096.927734 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,IPTU,Linear Regression,1.198059320449829,"107 13605.850831 +108 30440.185376 +109 38419.614688 +110 43737.692517 +111 25070.689672 +112 46455.060439 +113 20314.185594 +114 24110.874523 +115 18422.277333 +116 18239.967644 +117 15009.013215 +118 14997.451144 +Name: y, dtype: float64" +Prefeitura Municipal de Maquiné - RS,ISS,SARIMAX,1.4545743465423584,"108 94170.960938 +109 93243.867188 +110 93243.867188 +111 93512.804688 +112 93514.890625 +113 93514.890625 +114 93514.890625 +115 93525.476562 +116 93512.804688 +117 93517.375000 +118 93514.890625 +119 93084.164062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,ISS,Linear Regression,1.4545743465423584,"108 26362.073445 +109 26071.162905 +110 27607.754182 +111 27182.875758 +112 29054.580993 +113 26345.760715 +114 26653.061016 +115 26416.093782 +116 27277.311538 +117 27676.177040 +118 27622.033646 +119 28379.684832 +Name: y, dtype: float64" +Prefeitura Municipal de Maquiné - RS,ITBI,XGBoost,2.378246307373047,"105 10367.695312 +106 12595.863281 +107 13440.003906 +108 10828.532227 +109 10367.695312 +110 16103.536133 +111 14008.536133 +112 16103.536133 +113 10367.695312 +114 12556.178711 +115 10402.409180 +116 22070.654297 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,ITBI,Linear Regression,2.378246307373047,"414278 18500.559571 +414287 13074.834926 +414296 13627.263294 +414305 15513.922152 +414314 18052.563959 +414323 34362.922756 +414332 1908.129463 +414341 29706.813092 +414350 18333.971573 +414359 654007.225173 +414368 5031.463618 +414377 8986.460147 +Name: y, dtype: float64" +Prefeitura Municipal de Maquiné - RS,IRRF,XGBoost,0.992060661315918,"90 170818.750000 +91 175011.546875 +92 169512.453125 +93 169512.453125 +94 174530.796875 +95 171643.062500 +96 174530.796875 +97 174530.796875 +98 169213.625000 +99 174532.265625 +100 175011.546875 +101 174532.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,Cota-Parte do FPM,HWES,2.1377878189086914,"107 1.236234e+06 +108 1.893776e+06 +109 1.034121e+06 +110 1.150644e+06 +111 1.236241e+06 +112 1.270082e+06 +113 1.236241e+06 +114 1.034121e+06 +115 1.033626e+06 +116 9.589746e+05 +117 1.236241e+06 +118 1.893776e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,Cota-Parte do ICMS,HWES,1.1611337661743164,"108 707774.8125 +109 653546.6250 +110 672930.2500 +111 736638.3125 +112 850430.9375 +113 835279.0000 +114 832048.1875 +115 781825.0000 +116 832048.1875 +117 799780.7500 +118 781825.0000 +119 799780.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,Cota-Parte do IPVA,XGBoost,1.096540927886963,"108 165184.218750 +109 156903.250000 +110 192608.703125 +111 206178.265625 +112 192608.703125 +113 61167.792969 +114 63390.867188 +115 250522.687500 +116 20639.152344 +117 16856.205078 +118 12987.420898 +119 213430.515625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,Cota-Parte do ITR,XGBoost,2.0710608959198,"107 324.447266 +108 3649.288818 +109 297.856018 +110 455.949402 +111 448.264069 +112 334.742523 +113 527.715576 +114 1437.149170 +115 9298.145508 +116 12470.053711 +117 1335.333496 +118 1243.806152 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,Transferencias LC 61_1989,AR,1.3047800064086914,"96 8609.850586 +97 4887.119141 +98 4925.112793 +99 4283.158203 +100 4614.278809 +101 4471.087402 +102 5992.686035 +103 5198.314453 +104 4606.971680 +105 7386.269043 +106 4925.320801 +107 6706.192383 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maquiné - RS,Transferencias LC 61_1989,Linear Regression,1.3047800064086914,"414284 5593.952274 +414293 3037.038372 +414302 3824.601239 +414311 4524.719164 +414320 1426.674078 +414329 4732.896941 +414338 4881.832539 +414347 4072.410299 +414356 4335.176949 +414365 5863.442021 +414374 3835.538371 +414383 5053.766641 +Name: y, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,IPTU,AR,1.6580238342285156,"79 28888.490234 +80 3912.737061 +81 1773.896729 +82 37443.191406 +83 28753.953125 +84 30511.115234 +85 30510.667969 +86 8608.922852 +87 27989.841797 +88 24397.943359 +89 23415.621094 +90 2182.947998 +Name: Valor, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,ISS,XGBoost,2.8513803482055664,"92 15071.516602 +93 11232.295898 +94 10427.583984 +95 12476.235352 +96 11043.556641 +97 15865.671875 +98 11948.885742 +99 11948.885742 +100 11123.519531 +101 12378.281250 +102 11922.425781 +103 11913.178711 +Name: Valor, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,ITBI,AR,1.8400731086730957,"92 345.300842 +93 3378.478760 +94 3929.695557 +95 3436.536133 +96 3309.532959 +97 3152.109375 +98 5393.713379 +99 7873.700195 +100 9468.311523 +101 13077.095703 +102 10819.050781 +103 26237.355469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,ITBI,Linear Regression,1.8400731086730957,"397380 12630.848450 +397388 4903.881585 +397396 10614.747671 +397404 3151.827875 +397412 2743.431695 +397420 3511.825548 +397428 17848.696284 +397436 11421.043567 +397444 16378.033918 +397452 3850.050826 +397460 15749.957959 +397468 937.590177 +Name: y, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,IRRF,Prophet,1.2653942108154297,"68 21111.779297 +69 28189.935547 +70 28189.935547 +71 21244.199219 +72 21111.779297 +73 21111.779297 +74 21111.779297 +75 21244.199219 +76 20843.826172 +77 21111.779297 +78 21111.779297 +79 21244.199219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do FPM,HWES,1.1021647453308105,"82 1872629.000 +83 1842609.750 +84 1872005.375 +85 1866189.875 +86 1872629.375 +87 1866188.875 +88 1849572.375 +89 1872005.375 +90 1872005.375 +91 1866886.500 +92 1872629.375 +93 1842609.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do ICMS,MLP,1.0889019966125488,"92 306146.511490 +93 290760.353400 +94 296264.615382 +95 315930.190865 +96 330308.305315 +97 307076.056397 +98 314029.436321 +99 319561.239160 +100 318766.802867 +101 337233.048618 +102 289685.172128 +103 334943.772706 +Name: Valor, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do IPVA,MLP,1.8696515560150146,"91 49230.726343 +92 22058.185437 +93 24952.276605 +94 41792.493766 +95 26087.939386 +96 16391.555121 +97 16031.724300 +98 14182.400556 +99 16486.455269 +100 15219.541393 +101 16584.859456 +102 45434.130857 +Name: Valor, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do ITR,XGBoost,2.9542224407196045,"76 278.803619 +77 6049.339844 +78 10633.809570 +79 10604.583008 +80 10496.297852 +81 10604.804688 +82 10541.528320 +83 10634.016602 +84 10492.545898 +85 10495.000000 +86 10535.309570 +87 10629.442383 +Name: Valor, dtype: float64" +Prefeitura Municipal de Floriano Peixoto - RS,Transferencias LC 61_1989,XGBoost,1.431339979171753,"92 3252.338379 +93 2959.519287 +94 3178.490723 +95 3649.031006 +96 3340.158447 +97 3484.302246 +98 3156.914795 +99 2840.708740 +100 3062.021973 +101 3489.696045 +102 3176.181396 +103 3047.543457 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,IPTU,AR,1.5874357223510742,"108 780009.125000 +109 781115.375000 +110 89566.523438 +111 33706.722656 +112 39009.695312 +113 37083.812500 +114 45329.746094 +115 89566.523438 +116 37501.824219 +117 33706.722656 +118 40588.792969 +119 37500.167969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,IPTU,Linear Regression,1.5874357223510742,"424812 1.151513e+06 +424821 6.663457e+05 +424830 1.171099e+05 +424838 3.069294e+04 +424847 4.583724e+04 +424856 2.999586e+04 +424865 6.639187e+04 +424874 8.250747e+04 +424883 4.903049e+04 +424892 3.097983e+04 +424901 3.954882e+04 +424910 5.554119e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Agudo - RS,ISS,XGBoost,1.1318819522857666,"108 223563.609375 +109 221406.859375 +110 221114.875000 +111 221406.859375 +112 173097.843750 +113 182553.453125 +114 182553.453125 +115 182553.453125 +116 182081.656250 +117 182081.656250 +118 182553.453125 +119 182081.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,ITBI,MLP,1.0753414630889893,"108 51158.194348 +109 53820.097420 +110 53943.731301 +111 64309.926987 +112 61824.915222 +113 58784.234040 +114 55521.696654 +115 58083.597775 +116 51089.252683 +117 56573.575261 +118 62983.400785 +119 61833.659334 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,ITBI,Linear Regression,1.0753414630889893,"424814 28987.615384 +424823 42121.823367 +424832 42323.974563 +424840 96862.331732 +424849 85474.086129 +424858 70684.761079 +424867 54121.431580 +424876 67778.147003 +424885 31306.350544 +424894 59531.646194 +424903 93821.411400 +424912 89426.719635 +Name: y, dtype: float64" +Prefeitura Municipal de Agudo - RS,IRRF,SARIMAX,1.1743090152740479,"108 527541.12500 +109 236982.43750 +110 313101.06250 +111 352260.00000 +112 352260.00000 +113 313323.50000 +114 328008.56250 +115 327891.78125 +116 327891.78125 +117 352260.00000 +118 327891.78125 +119 527541.12500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,Cota-Parte do FPM,AR,1.2168471813201904,"108 1926349.750 +109 3612579.500 +110 2100487.500 +111 1823368.250 +112 2394522.000 +113 2451821.250 +114 3092420.250 +115 1866987.125 +116 1997037.250 +117 1866987.125 +118 2395532.250 +119 3092420.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,Cota-Parte do FPM,Linear Regression,1.2168471813201904,"424816 2.120892e+06 +424825 3.780798e+06 +424834 1.927406e+06 +424842 1.573494e+06 +424851 2.449685e+06 +424860 2.287987e+06 +424869 3.092491e+06 +424878 1.834357e+06 +424887 1.989615e+06 +424896 1.847880e+06 +424905 2.397559e+06 +424914 3.628060e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Agudo - RS,Cota-Parte do ICMS,AR,1.2618463039398193,"108 1576772.375 +109 1408417.625 +110 1450102.875 +111 1437129.000 +112 1567741.250 +113 1494377.625 +114 1515625.250 +115 1639568.000 +116 1639568.000 +117 1608108.375 +118 1663616.625 +119 1663532.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,Cota-Parte do IPVA,HWES,1.8833956718444824,"108 1.029408e+06 +109 2.035270e+05 +110 2.035270e+05 +111 3.660877e+05 +112 2.035270e+05 +113 6.989993e+04 +114 6.342895e+04 +115 6.361850e+04 +116 4.897590e+04 +117 3.227251e+04 +118 2.863746e+04 +119 9.546386e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,Cota-Parte do ITR,MLP,1.5915741920471191,"34 6791.042965 +35 7904.401125 +36 9474.534512 +37 11101.774519 +38 13356.726309 +39 15705.682382 +40 19042.220442 +41 24789.108377 +42 39210.106674 +43 47123.262807 +44 33086.190670 +45 39025.568801 +Name: Valor, dtype: float64" +Prefeitura Municipal de Agudo - RS,Transferencias LC 61_1989,AR,1.4398548603057861,"108 13587.250000 +109 13118.632812 +110 13894.627930 +111 12826.936523 +112 12635.099609 +113 13735.893555 +114 13964.905273 +115 12790.467773 +116 11496.495117 +117 13682.026367 +118 13739.078125 +119 15056.113281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,IPTU,AR,2.852033853530884,"104 11684.407227 +105 2971.487793 +106 142013.859375 +107 14709.297852 +108 12391.383789 +109 324.145874 +110 69.731300 +111 -1667.479858 +112 -1905.889404 +113 269.451874 +114 4891.461426 +115 4891.461426 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,IPTU,Linear Regression,2.852033853530884,"410831 24140.467793 +410840 66181.579987 +410849 161430.783839 +410858 24399.919864 +410866 20683.521686 +410875 8465.959317 +410884 6549.677163 +410893 1387.357399 +410902 2235.116872 +410911 8640.612214 +410920 13208.950650 +410929 12923.285714 +Name: y, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,ISS,MLP,1.9401824474334717,"104 18226.532921 +105 19462.836172 +106 22025.068800 +107 22390.715738 +108 22978.784356 +109 22205.115316 +110 22447.072221 +111 22607.588446 +112 23333.320005 +113 22117.161442 +114 25250.939280 +115 21845.169133 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,ITBI,XGBoost,2.0167202949523926,"104 16918.285156 +105 23419.613281 +106 10404.784180 +107 14288.723633 +108 18643.509766 +109 19588.404297 +110 23047.976562 +111 15169.779297 +112 15884.997070 +113 20995.986328 +114 22213.462891 +115 22688.591797 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,ITBI,Linear Regression,2.0167202949523926,"410833 11483.499893 +410842 4565.242427 +410851 26281.428257 +410860 11163.834742 +410868 30560.631422 +410877 41995.187113 +410886 50133.555482 +410895 22356.220268 +410904 25821.506882 +410913 35574.994019 +410922 40686.966021 +410931 31213.858475 +Name: y, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,IRRF,XGBoost,1.2688319683074951,"100 50249.355469 +101 51123.167969 +102 51123.167969 +103 51123.167969 +104 71747.437500 +105 51123.167969 +106 71747.437500 +107 51123.167969 +108 70865.312500 +109 70862.937500 +110 70865.312500 +111 70862.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do FPM,MLP,1.1311233043670654,"104 1.267318e+06 +105 1.459743e+06 +106 1.163193e+06 +107 1.236721e+06 +108 1.300710e+06 +109 1.265025e+06 +110 1.410377e+06 +111 1.188482e+06 +112 1.205464e+06 +113 1.179411e+06 +114 1.320390e+06 +115 1.662362e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do ICMS,SARIMAX,1.2063798904418945,"104 792041.3125 +105 774369.3125 +106 789031.3750 +107 793779.5000 +108 791107.8750 +109 792041.3125 +110 787918.6250 +111 793021.0625 +112 788664.8125 +113 791107.8750 +114 793021.0625 +115 791107.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do IPVA,MLP,1.6807479858398438,"104 135473.437352 +105 43017.857953 +106 60722.174779 +107 86282.233571 +108 69393.120697 +109 40244.835786 +110 35898.134072 +111 73514.618160 +112 24954.301182 +113 26889.877746 +114 25186.105398 +115 108597.808804 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do ITR,MLP,1.5759892463684082,"91 2554.398608 +92 2574.767628 +93 2588.495132 +94 2613.996064 +95 2634.552363 +96 2674.069724 +97 3655.242634 +98 2648.378137 +99 3381.800413 +100 4396.287580 +101 2615.209610 +102 2634.988102 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaboticaba - RS,Transferencias LC 61_1989,XGBoost,1.3332245349884033,"80 6038.297363 +81 5008.071289 +82 5253.300293 +83 5537.791992 +84 5212.231934 +85 7008.124023 +86 5988.571289 +87 5213.469238 +88 5184.335938 +89 6781.557129 +90 5191.162598 +91 5892.773438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,IPTU,SARIMAX,1.0925891399383545,"96 478907.6250 +97 601458.8750 +98 595457.2500 +99 589386.9375 +100 608592.1875 +101 607844.7500 +102 601458.8750 +103 609432.6250 +104 601458.8750 +105 609434.0625 +106 609432.6250 +107 589386.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,ISS,HWES,1.2974271774291992,"96 506306.7500 +97 506306.7500 +98 500020.9375 +99 506306.7500 +100 506983.9375 +101 506983.9375 +102 506306.7500 +103 506306.7500 +104 500020.9375 +105 506306.7500 +106 506306.7500 +107 507001.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,ITBI,MLP,1.3439757823944092,"96 43653.109583 +97 48665.559654 +98 46117.623330 +99 48577.666959 +100 50163.796610 +101 51492.546287 +102 56386.556165 +103 49352.341462 +104 57826.766882 +105 51875.204157 +106 43124.840789 +107 40021.806273 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,IRRF,XGBoost,1.1607906818389893,"96 253610.421875 +97 246027.375000 +98 246027.375000 +99 246027.375000 +100 246027.375000 +101 246027.375000 +102 246027.375000 +103 246027.375000 +104 246027.375000 +105 253610.421875 +106 246027.375000 +107 253635.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do FPM,XGBoost,1.0898067951202393,"96 2079569.250 +97 2278274.750 +98 1744854.625 +99 2079569.250 +100 2265626.500 +101 2079569.250 +102 2025907.250 +103 2079569.250 +104 2025907.000 +105 2025907.250 +106 2265626.500 +107 2265626.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do ICMS,XGBoost,1.113020896911621,"96 531444.31250 +97 588657.25000 +98 606030.56250 +99 535873.62500 +100 636750.43750 +101 583427.25000 +102 583394.87500 +103 546861.81250 +104 531370.81250 +105 521363.53125 +106 534343.68750 +107 521363.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do ICMS,Linear Regression,1.113020896911621,"379424 7.064984e+05 +379431 8.490488e+05 +379438 9.132190e+05 +379445 8.207913e+05 +379452 1.016910e+06 +379459 8.091937e+05 +379466 8.152003e+05 +379473 8.457800e+05 +379480 7.928615e+05 +379487 7.708982e+05 +379494 7.462261e+05 +379501 7.801425e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do IPVA,XGBoost,1.8211305141448975,"82 335744.968750 +83 206609.125000 +84 263303.718750 +85 335744.968750 +86 322184.218750 +87 206609.125000 +88 201714.843750 +89 201729.843750 +90 89443.132812 +91 80737.968750 +92 94429.421875 +93 335744.968750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio dos Ratos - RS,Transferencias LC 61_1989,MLP,1.134765625,"36 5855.865097 +37 5635.721540 +38 5867.894037 +39 5729.295317 +40 5444.564545 +41 5890.848065 +42 5757.341460 +43 5710.821789 +44 5685.241343 +45 5864.721407 +46 5692.784475 +47 6190.830404 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,IPTU,HWES,1.626061201095581,"72 12022.453125 +73 8051.182617 +74 8052.100586 +75 7436.315918 +76 7436.315918 +77 7436.315918 +78 8136.462891 +79 12198.253906 +80 175600.281250 +81 12760.893555 +82 12011.356445 +83 12028.296875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,ISS,XGBoost,1.374312162399292,"108 74548.726562 +109 37362.644531 +110 74536.242188 +111 73747.750000 +112 74348.257812 +113 73714.234375 +114 74549.453125 +115 74348.257812 +116 74348.257812 +117 73747.750000 +118 74548.718750 +119 74348.257812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,ITBI,XGBoost,1.7379868030548096,"108 35607.566406 +109 60924.507812 +110 33839.148438 +111 57072.734375 +112 36133.390625 +113 41142.464844 +114 33519.175781 +115 37147.058594 +116 41157.492188 +117 55831.890625 +118 33449.222656 +119 34824.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,ITBI,Linear Regression,1.7379868030548096,"412188 34760.291753 +412196 13144.988025 +412204 56062.812176 +412211 12718.056790 +412219 254653.021949 +412226 28199.931576 +412234 26440.525486 +412242 57013.295926 +412250 42333.602461 +412258 10785.631200 +412266 28188.696543 +412274 64113.578060 +Name: y, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,IRRF,HWES,2.0593464374542236,"94 79988.203125 +95 40518.753906 +96 41410.738281 +97 40518.753906 +98 41501.011719 +99 42336.812500 +100 41296.359375 +101 41296.359375 +102 41296.359375 +103 41296.359375 +104 41296.359375 +105 42447.363281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,IRRF,Linear Regression,2.0593464374542236,"412189 47292.391609 +412197 34477.454323 +412205 36990.500928 +412212 34923.010649 +412220 40394.861282 +412227 41257.141600 +412235 34197.308950 +412243 34888.120258 +412251 34226.183179 +412259 32738.238717 +412267 33403.862580 +412275 67022.580926 +Name: y, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,Cota-Parte do FPM,HWES,1.9332833290100098,"108 1207281.125 +109 1844436.375 +110 1052186.500 +111 1129888.250 +112 1224088.875 +113 1243122.750 +114 1224088.875 +115 1052186.500 +116 1052177.000 +117 966619.250 +118 1224088.875 +119 1844438.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,Cota-Parte do ICMS,HWES,1.1113622188568115,"108 851320.6875 +109 735480.3125 +110 739534.6875 +111 849267.5000 +112 843486.4375 +113 842602.0000 +114 849135.8750 +115 857473.7500 +116 857473.7500 +117 857647.8750 +118 891184.6250 +119 857647.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,Cota-Parte do IPVA,AR,1.4878225326538086,"108 161883.234375 +109 61830.039062 +110 73356.507812 +111 187203.750000 +112 173726.937500 +113 29993.035156 +114 39049.210938 +115 11416.965820 +116 11037.051758 +117 11936.242188 +118 11043.584961 +119 185012.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,Cota-Parte do ITR,XGBoost,2.2631287574768066,"102 10062.660156 +103 54128.980469 +104 54931.976562 +105 55141.378906 +106 54934.781250 +107 54938.929688 +108 54929.718750 +109 54958.113281 +110 55245.308594 +111 54939.285156 +112 54599.121094 +113 54599.285156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ciríaco - RS,Transferencias LC 61_1989,SARIMAX,1.24625563621521,"59 6173.041504 +60 6161.752930 +61 6174.722168 +62 6173.077148 +63 5001.354980 +64 5001.354980 +65 5001.354980 +66 5001.354980 +67 6161.752930 +68 6180.021484 +69 5001.354980 +70 4971.437988 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,IPTU,HWES,1.999345064163208,"108 1.803567e+05 +109 3.263255e+05 +110 2.293983e+06 +111 2.293983e+06 +112 3.262005e+05 +113 3.479453e+05 +114 3.538990e+05 +115 4.396651e+05 +116 2.505586e+05 +117 2.968958e+05 +118 1.390718e+05 +119 8.175867e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,IPTU,Linear Regression,1.999345064163208,"398541 1.893947e+05 +398550 5.859689e+05 +398559 2.691996e+06 +398568 1.992000e+06 +398577 7.172782e+05 +398586 6.632170e+05 +398595 5.363425e+05 +398604 4.316594e+05 +398613 3.851227e+05 +398622 3.030407e+05 +398631 2.292979e+05 +398640 2.189872e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,ISS,MLP,1.549008846282959,"108 562263.898058 +109 542001.486467 +110 507548.383123 +111 569143.407340 +112 566986.121622 +113 551266.603842 +114 545110.680634 +115 584900.735843 +116 536998.703407 +117 565701.130509 +118 574149.557465 +119 608670.259149 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,ITBI,MLP,1.5960099697113037,"108 277770.216393 +109 361136.734666 +110 361628.654755 +111 367401.757956 +112 315685.816460 +113 459442.505385 +114 269660.114848 +115 331923.574644 +116 304278.449692 +117 292450.306162 +118 294147.389368 +119 288846.786117 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,ITBI,Linear Regression,1.5960099697113037,"398543 168325.881208 +398552 411071.914504 +398561 417006.682277 +398570 439050.728756 +398579 290599.180170 +398588 719097.220016 +398597 170995.056701 +398606 351425.712000 +398615 271340.086818 +398624 234999.490515 +398633 237408.485075 +398642 218987.185847 +Name: y, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,IRRF,XGBoost,2.7192459106445312,"108 4.921556e+05 +109 4.946622e+05 +110 4.911006e+05 +111 4.911006e+05 +112 4.945558e+05 +113 4.946622e+05 +114 4.811992e+05 +115 4.946622e+05 +116 4.945558e+05 +117 4.921196e+05 +118 4.946622e+05 +119 2.033260e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do FPM,HWES,1.9609911441802979,"108 3714993.00 +109 5051310.00 +110 3006328.25 +111 3573975.25 +112 3716254.00 +113 3714468.50 +114 3716254.00 +115 3006328.25 +116 3006580.00 +117 2916747.00 +118 3716254.00 +119 5051310.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do ICMS,HWES,1.2470548152923584,"108 4092193.75 +109 3999860.00 +110 4111871.00 +111 4174783.25 +112 4357191.00 +113 4198199.50 +114 4313237.00 +115 4386650.00 +116 4385658.00 +117 4180088.25 +118 4190305.00 +119 4180088.25 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do IPVA,SARIMAX,1.946847915649414,"108 9.675942e+05 +109 6.682474e+05 +110 1.130560e+06 +111 1.031255e+06 +112 1.374293e+06 +113 6.834123e+05 +114 6.382492e+05 +115 4.847684e+05 +116 3.670169e+05 +117 2.572678e+05 +118 8.097896e+04 +119 1.038579e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do ITR,MLP,1.8554894924163818,"72 1.748853e+05 +73 3.137653e+04 +74 2.475193e+04 +75 1.016802e+04 +76 7.682961e+04 +77 1.507100e+04 +78 7.292416e+03 +79 6.026550e+04 +80 2.227968e+05 +81 3.089105e+06 +82 3.694403e+05 +83 2.140693e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,Transferencias LC 61_1989,Prophet,2.0419108867645264,"84 26406.250000 +85 36631.617188 +86 40120.031250 +87 33316.855469 +88 24776.826172 +89 29933.957031 +90 30076.095703 +91 39344.726562 +92 37263.890625 +93 26442.904297 +94 40783.937500 +95 27860.554688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmeira das Missões - RS,Transferencias LC 61_1989,Linear Regression,2.0419108867645264,"398549 35860.317915 +398558 19469.059233 +398567 24517.808935 +398576 7869.327779 +398585 47905.366497 +398594 30340.432263 +398603 31295.250307 +398612 26106.366589 +398621 27790.889818 +398630 46072.088209 +398639 24587.858222 +398648 32397.450067 +Name: y, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,IPTU,HWES,1.6259377002716064,"107 25501.263672 +108 55833.839844 +109 59314.625000 +110 99500.289062 +111 79327.390625 +112 59854.554688 +113 32182.697266 +114 25683.855469 +115 24105.527344 +116 25852.068359 +117 25659.851562 +118 54796.429688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,ISS,Prophet,1.4551842212677002,"108 30405.091797 +109 30827.166016 +110 31178.566406 +111 31364.818359 +112 30827.166016 +113 31000.076172 +114 30827.166016 +115 31144.509766 +116 31178.566406 +117 30827.166016 +118 31332.414062 +119 30827.166016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,ITBI,XGBoost,2.0172133445739746,"101 16478.710938 +102 11283.813477 +103 18470.996094 +104 14747.010742 +105 11507.742188 +106 17941.878906 +107 18043.097656 +108 21519.738281 +109 21519.738281 +110 21815.623047 +111 14240.543945 +112 16772.775391 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,IRRF,HWES,1.5356836318969727,"107 -21619.873047 +108 -30266.011719 +109 -27521.703125 +110 -10469.603516 +111 -10425.984375 +112 -17811.162109 +113 -17261.365234 +114 -19215.195312 +115 -18322.781250 +116 -22916.388672 +117 -22916.388672 +118 -5948.720215 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,IRRF,Linear Regression,1.5356836318969727,"391890 30977.726626 +391898 5503.983108 +391906 58208.564513 +391914 32173.002437 +391921 31759.251630 +391929 27352.717309 +391937 30160.184934 +391946 30348.665050 +391953 26494.198314 +391962 58735.681989 +391971 98666.914483 +391980 -27130.673725 +Name: y, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,Cota-Parte do FPM,HWES,2.2364299297332764,"108 1.278431e+06 +109 1.281605e+06 +110 1.016847e+06 +111 1.033854e+06 +112 1.281605e+06 +113 1.398107e+06 +114 1.893769e+06 +115 1.016847e+06 +116 1.022712e+06 +117 9.673652e+05 +118 1.281605e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,Cota-Parte do ICMS,HWES,1.4189121723175049,"108 431087.12500 +109 409137.28125 +110 382811.28125 +111 413208.06250 +112 437267.84375 +113 418714.25000 +114 424336.71875 +115 424462.96875 +116 424448.96875 +117 455561.71875 +118 467221.75000 +119 448260.21875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,Cota-Parte do IPVA,SARIMAX,1.5294065475463867,"106 92519.593750 +107 220752.718750 +108 220752.718750 +109 153193.234375 +110 205451.578125 +111 220752.718750 +112 161136.796875 +113 169987.843750 +114 167724.156250 +115 93363.265625 +116 92762.195312 +117 220752.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,Cota-Parte do ITR,XGBoost,2.5317740440368652,"82 5500.541504 +83 5706.542969 +84 73772.476562 +85 5500.541504 +86 5450.952637 +87 5160.974121 +88 5514.040527 +89 5500.541504 +90 5450.952637 +91 5160.974121 +92 6046.289062 +93 5279.394531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,Cota-Parte do ITR,Linear Regression,2.5317740440368652,"374532 586.424876 +374541 280.240191 +374550 51.270846 +374567 608.777145 +374576 10982.183649 +374585 43496.413832 +374602 434.793333 +391941 647.206953 +391957 11028.964213 +391966 43115.859596 +391975 895.134615 +391984 3207.641028 +Name: y, dtype: float64" +Prefeitura Municipal de Campos Borges - RS,Transferencias LC 61_1989,AR,1.8333356380462646,"48 4444.309082 +49 4078.967773 +50 4564.515625 +51 4562.661133 +52 4584.641113 +53 4562.229004 +54 4557.135742 +55 4584.646973 +56 4562.796875 +57 4456.557129 +58 4564.515625 +59 4462.642578 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,IPTU,HWES,1.6037380695343018,"92 28136.509766 +93 26171.470703 +94 143086.750000 +95 142939.828125 +96 143334.171875 +97 142939.828125 +98 142880.296875 +99 143379.750000 +100 141745.015625 +101 142879.578125 +102 142870.781250 +103 142880.296875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,ISS,XGBoost,1.2274396419525146,"96 122948.382812 +97 129491.000000 +98 137848.984375 +99 122944.914062 +100 122908.742188 +101 129324.750000 +102 106141.718750 +103 125668.953125 +104 126814.617188 +105 145550.625000 +106 116031.531250 +107 112624.757812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,ITBI,AR,1.265390157699585,"96 22969.285156 +97 103167.320312 +98 25708.472656 +99 33923.652344 +100 22634.355469 +101 26253.941406 +102 15158.300781 +103 15871.569336 +104 42670.328125 +105 43501.832031 +106 23580.355469 +107 33024.351562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,IRRF,AR,1.3444902896881104,"94 75661.054688 +95 70976.351562 +96 74761.796875 +97 74761.796875 +98 74761.796875 +99 51898.648438 +100 348182.968750 +101 74761.796875 +102 74761.796875 +103 74761.796875 +104 74761.796875 +105 351059.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,Cota-Parte do FPM,HWES,1.1446473598480225,"96 1811503.25 +97 1806281.75 +98 1738217.25 +99 1691304.50 +100 1806281.75 +101 1811503.25 +102 1806281.75 +103 1806281.75 +104 1806281.75 +105 1806281.75 +106 1806281.75 +107 1806281.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,Cota-Parte do ICMS,HWES,1.1447570323944092,"96 757684.4375 +97 750002.1875 +98 762669.7500 +99 792015.6250 +100 811802.5625 +101 778737.7500 +102 811802.5625 +103 811802.1250 +104 791892.7500 +105 791892.7500 +106 791896.7500 +107 811918.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,Cota-Parte do IPVA,MLP,1.586235523223877,"83 52130.112324 +84 59909.079824 +85 69400.352873 +86 80827.555194 +87 94655.084505 +88 126931.946930 +89 151097.584834 +90 139175.049611 +91 138270.499408 +92 159623.069666 +93 183755.535346 +94 237916.474552 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,Cota-Parte do ITR,HWES,2.0514347553253174,"93 7619.827637 +94 17195.730469 +95 4876.173340 +96 4792.967285 +97 4412.134766 +98 4743.705078 +99 4220.934082 +100 6241.091797 +101 18020.150391 +102 22145.470703 +103 6457.748535 +104 24564.750000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quevedos - RS,Cota-Parte do ITR,Linear Regression,2.0514347553253174,"388786 5456.853987 +388793 10897.249151 +388800 1275.470052 +388807 35.546178 +388815 2923.315428 +388822 347.509636 +388830 2650.591401 +388839 2220.887468 +388848 29952.440334 +388856 143405.901846 +388865 11166.801195 +388874 24685.971896 +Name: y, dtype: float64" +Prefeitura Municipal de Quevedos - RS,Transferencias LC 61_1989,SES,1.2875044345855713,"42 11326.957031 +43 11331.165039 +44 11326.907227 +45 11331.165039 +46 11331.165039 +47 11331.165039 +48 11326.957031 +49 11254.051758 +50 11326.907227 +51 11331.165039 +52 11331.580078 +53 11331.165039 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,IPTU,AR,1.812342882156372,"90 13011.527344 +91 12949.412109 +92 12978.495117 +93 22726.382812 +94 20876.431641 +95 12982.133789 +96 22726.382812 +97 115440.570312 +98 382011.500000 +99 58727.566406 +100 19429.263672 +101 22719.669922 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,ISS,SARIMAX,1.7226393222808838,"108 51602.214844 +109 55089.449219 +110 55002.070312 +111 64037.812500 +112 64038.984375 +113 55002.070312 +114 64035.175781 +115 64035.175781 +116 64035.175781 +117 64035.175781 +118 64038.984375 +119 64038.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,ITBI,MLP,1.1252434253692627,"108 21990.448689 +109 24716.854801 +110 21534.653882 +111 19492.312407 +112 25990.621394 +113 23827.480453 +114 21252.776042 +115 24070.080816 +116 20639.426035 +117 23831.025513 +118 22479.407103 +119 20864.015228 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,ITBI,Linear Regression,1.1252434253692627,"430280 24239.039781 +430289 43921.068818 +430298 21512.629717 +430307 6494.999388 +430316 52844.566354 +430325 38178.285698 +430334 19956.010754 +430343 40136.569725 +430352 15783.134532 +430361 38516.895639 +430370 29183.486178 +430379 17572.250639 +Name: y, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,IRRF,MLP,1.7060375213623047,"108 58540.992409 +109 58055.073336 +110 58420.714691 +111 59805.755936 +112 61314.468842 +113 61635.853010 +114 62086.451324 +115 64412.428595 +116 65589.546288 +117 68693.742826 +118 73054.660471 +119 80696.004315 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do FPM,HWES,1.2869319915771484,"108 1.212282e+06 +109 1.893769e+06 +110 1.066057e+06 +111 1.127057e+06 +112 1.212282e+06 +113 1.244472e+06 +114 1.212291e+06 +115 1.066057e+06 +116 1.066057e+06 +117 9.264761e+05 +118 1.212282e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do ICMS,HWES,1.1172502040863037,"108 904906.6875 +109 689324.0625 +110 872115.5000 +111 906263.1875 +112 906482.1250 +113 904906.6875 +114 906263.1875 +115 906482.1250 +116 906301.1250 +117 906482.1250 +118 905196.5000 +119 906482.1250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do IPVA,AR,1.712514877319336,"108 225866.031250 +109 98045.171875 +110 98045.171875 +111 141442.734375 +112 146118.281250 +113 32507.207031 +114 20881.056641 +115 16792.611328 +116 20881.056641 +117 16792.611328 +118 21953.398438 +119 222755.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do ITR,XGBoost,2.124377727508545,"99 718.855591 +100 634.740051 +101 703.766235 +102 775.365234 +103 655.014282 +104 655.014282 +105 703.766235 +106 703.766235 +107 11333.330078 +108 11333.330078 +109 775.578369 +110 786.893555 +Name: Valor, dtype: float64" +Prefeitura Municipal de São João da Urtiga - RS,Transferencias LC 61_1989,HWES,1.2944674491882324,"96 7239.400391 +97 6136.923340 +98 7769.093262 +99 7463.686523 +100 7063.859863 +101 7279.597168 +102 7284.578613 +103 7632.081055 +104 8368.712891 +105 7180.825195 +106 7536.894043 +107 7257.472656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,IPTU,Prophet,2.6432392597198486,"89 8112.076172 +90 5305.975586 +91 4415.719238 +92 5351.365723 +93 8193.105469 +94 194424.453125 +95 7996.473145 +96 75668.726562 +97 13077.590820 +98 34209.496094 +99 84134.773438 +100 48152.351562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,ISS,SARIMAX,1.3618533611297607,"96 74294.148438 +97 74294.210938 +98 72638.320312 +99 74709.132812 +100 74709.132812 +101 74709.132812 +102 72638.320312 +103 71906.710938 +104 74294.210938 +105 74709.132812 +106 72638.320312 +107 71906.710938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,ITBI,SES,1.3904750347137451,"92 13301.848633 +93 16103.868164 +94 15271.994141 +95 16069.035156 +96 13308.313477 +97 15463.403320 +98 13233.932617 +99 14993.435547 +100 15077.479492 +101 12567.956055 +102 15589.783203 +103 17453.714844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,IRRF,Prophet,1.3551180362701416,"95 216491.953125 +96 216491.953125 +97 216441.234375 +98 216441.234375 +99 216441.234375 +100 213732.484375 +101 216441.234375 +102 216441.234375 +103 216441.234375 +104 214407.390625 +105 215792.203125 +106 214407.390625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do FPM,MLP,1.2887661457061768,"96 1.169409e+06 +97 1.369312e+06 +98 1.095558e+06 +99 1.180621e+06 +100 1.241194e+06 +101 1.208802e+06 +102 1.391363e+06 +103 1.199584e+06 +104 1.164804e+06 +105 1.149026e+06 +106 1.270157e+06 +107 1.580894e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do ICMS,XGBoost,1.1401033401489258,"96 578971.1250 +97 577392.1250 +98 598483.2500 +99 579010.6875 +100 592340.4375 +101 579010.7500 +102 579010.7500 +103 577392.1875 +104 561009.2500 +105 554202.4375 +106 554385.3750 +107 594509.6250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do IPVA,MLP,1.651761531829834,"96 238692.184214 +97 74030.451333 +98 120768.601954 +99 181606.911360 +100 113175.214224 +101 55441.596240 +102 47564.475210 +103 40847.664881 +104 40367.865667 +105 43258.589733 +106 46474.436990 +107 347068.740248 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do ITR,SARIMAX,1.8358049392700195,"93 204.290527 +94 102.548653 +95 818.516846 +96 3642.867432 +97 153.995621 +98 24.091156 +99 314.827881 +100 314.827881 +101 3781.959961 +102 15260.522461 +103 101.644035 +104 63.076614 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do ITR,Linear Regression,1.8358049392700195,"93 122.917292 +94 155.211886 +95 82.363240 +96 181.157809 +97 136.943664 +98 148.184345 +99 1014.784581 +100 321.094302 +101 2017.654989 +102 4789.769861 +103 218.107720 +104 112.150694 +Name: y, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,Transferencias LC 61_1989,SARIMAX,1.4013643264770508,"72 5596.540039 +73 4121.771484 +74 3462.627686 +75 3633.419434 +76 3754.420410 +77 4471.986328 +78 4034.297607 +79 845.736938 +80 4072.922119 +81 4249.055664 +82 3806.788818 +83 4068.259521 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão Santana - RS,Transferencias LC 61_1989,Linear Regression,1.4013643264770508,"72 2388.831553 +73 2808.562335 +74 2551.135886 +75 2508.046873 +76 2090.518807 +77 1911.528439 +78 2269.676263 +79 670.815645 +80 2132.609607 +81 2583.116791 +82 1883.845435 +83 2262.164507 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,IPTU,SARIMAX,3.131532907485962,"97 -2509.306152 +98 3524.286621 +99 41777.882812 +100 41513.421875 +101 45259.937500 +102 -1947.412964 +103 -2462.141846 +104 1161.707153 +105 -3413.580811 +106 8932.913086 +107 -2527.943604 +108 -2945.698730 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,IPTU,Linear Regression,3.131532907485962,"97 2521.985005 +98 5591.789749 +99 10527.541822 +100 17098.864839 +101 17974.132185 +102 4997.391221 +103 4335.404617 +104 7704.371381 +105 3270.574471 +106 6079.271895 +107 4412.407305 +108 3533.211981 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,ISS,XGBoost,1.6905927658081055,"104 17740.361328 +105 17736.533203 +106 17736.507812 +107 17736.533203 +108 16229.702148 +109 15396.534180 +110 17695.367188 +111 17822.810547 +112 17822.810547 +113 17431.314453 +114 17695.357422 +115 22288.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,ITBI,SES,2.5763120651245117,"90 16297.800781 +91 7023.941406 +92 7822.187988 +93 4575.519531 +94 5367.918457 +95 14765.249023 +96 8504.904297 +97 3752.086426 +98 5944.289062 +99 5104.740234 +100 4860.628906 +101 10422.010742 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,ITBI,Linear Regression,2.5763120651245117,"354673 1574.403766 +354682 17515.815516 +400975 8824.960272 +400984 45657.428503 +400992 3286.781443 +401001 6347.153861 +401009 8627.097994 +401018 2074.795660 +401027 23413.361157 +401035 18210.164190 +401044 14972.823907 +401053 23286.530119 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,IRRF,SARIMAX,1.6193037033081055,"104 48547.128906 +105 48643.453125 +106 48643.453125 +107 48643.453125 +108 48643.453125 +109 48643.453125 +110 48643.453125 +111 48643.453125 +112 48643.453125 +113 48643.453125 +114 73548.187500 +115 73547.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do FPM,HWES,1.3213629722595215,"104 1316275.250 +105 1893809.875 +106 1133404.000 +107 1197327.250 +108 1269646.250 +109 1322139.125 +110 1269646.250 +111 1133404.000 +112 1133965.125 +113 1043132.625 +114 1269646.250 +115 1893809.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do ICMS,SES,1.178292989730835,"104 418482.90625 +105 402725.18750 +106 408417.68750 +107 435546.90625 +108 458571.56250 +109 438073.68750 +110 466305.15625 +111 456908.28125 +112 456908.28125 +113 440585.46875 +114 444791.31250 +115 451583.40625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do IPVA,XGBoost,3.0039937496185303,"104 35293.035156 +105 29229.179688 +106 19041.320312 +107 29531.361328 +108 32184.082031 +109 19828.953125 +110 8224.111328 +111 11996.813477 +112 8131.299316 +113 4747.598633 +114 2040.798706 +115 41773.054688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do ITR,HWES,1.439767599105835,"72 158.055664 +73 363.651062 +74 613.222351 +75 613.222351 +76 593.302673 +77 425.838989 +78 -436.526184 +79 593.558167 +80 83.909927 +81 141.619431 +82 336.464417 +83 336.464417 +Name: Valor, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do ITR,Linear Regression,1.439767599105835,"354669 5488.913923 +354678 70.705094 +354687 22.522669 +400971 24.142156 +400980 9.679385 +400997 249.079272 +401014 34.320258 +401023 8.381650 +401040 2711.498789 +401049 8309.631570 +401058 22.297443 +401066 24.024181 +Name: y, dtype: float64" +Prefeitura Municipal de Bom Progresso - RS,Transferencias LC 61_1989,AR,1.418677568435669,"104 3352.080322 +105 3964.262451 +106 3315.296875 +107 3696.333984 +108 3319.490479 +109 4018.306885 +110 4048.363037 +111 3650.494629 +112 3644.980469 +113 3254.327393 +114 3314.987793 +115 3443.137207 +Name: Valor, dtype: float64" +Prefeitura Municipal de Espumoso - RS,IPTU,AR,2.0949885845184326,"90 1.349013e+05 +91 1.991009e+05 +92 1.737042e+06 +93 3.023443e+05 +94 2.542733e+05 +95 3.587314e+04 +96 8.557877e+04 +97 1.213579e+05 +98 1.188976e+05 +99 9.748859e+04 +100 1.059224e+05 +101 2.487999e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Espumoso - RS,IPTU,Linear Regression,2.0949885845184326,"382014 7.733410e+04 +382023 3.243632e+05 +382032 1.862998e+06 +382041 1.124817e+06 +382050 1.027353e+06 +382059 1.377833e+05 +382068 3.546996e+05 +382077 1.283775e+05 +382086 8.524029e+04 +382095 1.088419e+05 +382104 6.900028e+04 +382113 2.078999e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Espumoso - RS,ISS,SARIMAX,1.2451832294464111,"92 251549.234375 +93 259472.640625 +94 253444.062500 +95 247505.421875 +96 243031.468750 +97 260296.578125 +98 260296.578125 +99 251235.046875 +100 251235.046875 +101 243031.468750 +102 247505.421875 +103 247505.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Espumoso - RS,ITBI,SES,0.7605729103088379,"92 88654.734375 +93 103261.859375 +94 90094.429688 +95 90627.265625 +96 92661.671875 +97 88654.734375 +98 99481.851562 +99 83911.734375 +100 81644.312500 +101 96551.679688 +102 78634.093750 +103 93305.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Espumoso - RS,IRRF,SARIMAX,1.2230489253997803,"92 448057.53125 +93 448144.53125 +94 466050.34375 +95 448057.53125 +96 466050.34375 +97 448057.53125 +98 465495.78125 +99 466050.34375 +100 466050.34375 +101 465837.56250 +102 465837.56250 +103 471597.18750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Espumoso - RS,Cota-Parte do FPM,SARIMAX,1.181391954421997,"92 2746325.750 +93 3221387.000 +94 1751318.250 +95 2746325.750 +96 3221388.250 +97 2746325.750 +98 3221387.000 +99 2746325.750 +100 2059728.125 +101 1831503.875 +102 3221388.250 +103 3221387.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Espumoso - RS,Cota-Parte do ICMS,XGBoost,1.1631405353546143,"92 1266982.750 +93 1399144.875 +94 1187177.125 +95 1409902.500 +96 1634301.750 +97 1287874.625 +98 1414396.375 +99 1411734.750 +100 1414390.875 +101 1414390.875 +102 1414738.750 +103 1198524.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Espumoso - RS,Cota-Parte do ICMS,Linear Regression,1.1631405353546143,"382019 1.449886e+06 +382028 1.747055e+06 +382037 1.873992e+06 +382046 1.686433e+06 +382055 2.088941e+06 +382064 1.288785e+06 +382073 1.677569e+06 +382082 1.741335e+06 +382091 1.632326e+06 +382100 1.588861e+06 +382109 1.539559e+06 +382118 1.869528e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Espumoso - RS,Cota-Parte do IPVA,MLP,1.651939868927002,"92 7.070663e+05 +93 3.229890e+05 +94 4.212656e+05 +95 7.468660e+05 +96 5.499700e+05 +97 3.182155e+05 +98 2.741556e+05 +99 2.554750e+05 +100 2.035676e+05 +101 1.844652e+05 +102 1.887440e+05 +103 1.019752e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Espumoso - RS,Transferencias LC 61_1989,HWES,1.2433946132659912,"38 11106.541016 +39 24004.957031 +40 23956.726562 +41 11106.541016 +42 10921.301758 +43 24000.816406 +44 10475.392578 +45 10475.392578 +46 10477.875000 +47 10477.875000 +48 10475.392578 +49 21191.820312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,IPTU,SARIMAX,2.0941667556762695,"107 6281.009766 +108 6229.853516 +109 6229.853516 +110 147379.859375 +111 11612.467773 +112 11241.185547 +113 11129.762695 +114 10126.483398 +115 9824.543945 +116 4626.955078 +117 5498.796387 +118 11188.600586 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,ISS,HWES,2.766538143157959,"108 26194.716797 +109 20813.804688 +110 17049.367188 +111 21782.865234 +112 21782.931641 +113 21428.599609 +114 20813.804688 +115 21523.933594 +116 20993.382812 +117 21782.865234 +118 19156.291016 +119 19156.291016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,ITBI,SARIMAX,1.9203424453735352,"106 37342.363281 +107 36605.757812 +108 35658.140625 +109 35595.781250 +110 35595.781250 +111 39448.300781 +112 35483.347656 +113 33876.542969 +114 34182.484375 +115 32388.255859 +116 35497.730469 +117 35369.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,IRRF,SARIMAX,1.234074592590332,"108 70115.109375 +109 78982.312500 +110 70115.109375 +111 64394.785156 +112 70115.109375 +113 124107.601562 +114 83180.109375 +115 70115.109375 +116 83180.109375 +117 83180.109375 +118 124107.601562 +119 124107.601562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do FPM,HWES,1.2196497917175293,"108 1406134.875 +109 1586588.375 +110 1063564.500 +111 1374041.625 +112 1406134.875 +113 1388489.250 +114 1406098.250 +115 1063564.500 +116 1063563.625 +117 966072.875 +118 1586588.375 +119 1893768.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do ICMS,HWES,1.1911568641662598,"108 902359.5625 +109 889963.0000 +110 886200.0000 +111 888205.5625 +112 922144.3750 +113 898794.0000 +114 922128.1250 +115 922144.3750 +116 922144.3750 +117 920308.8125 +118 891184.6250 +119 886669.0625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do IPVA,SARIMAX,1.9865195751190186,"106 104553.125000 +107 17367.275391 +108 36674.062500 +109 118545.234375 +110 39522.382812 +111 18102.648438 +112 7155.317871 +113 7090.531738 +114 6195.954102 +115 8774.757812 +116 7202.999023 +117 117531.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do ITR,MLP,1.9217016696929932,"86 10328.923555 +87 6748.420056 +88 5201.828583 +89 6189.243000 +90 7427.511838 +91 9011.090817 +92 10999.574030 +93 13285.879409 +94 12864.900444 +95 9183.320212 +96 8311.724753 +97 9882.329821 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do ITR,Linear Regression,1.9217016696929932,"374362 9230.068490 +374371 23781.380113 +374380 529.430515 +374389 541.342339 +412287 381.696275 +412320 135.725740 +412337 31.378161 +412346 829.194157 +412355 16469.370795 +412364 22628.536518 +412373 587.263284 +412382 1063.170002 +Name: y, dtype: float64" +Prefeitura Municipal de Estrela Velha - RS,Transferencias LC 61_1989,XGBoost,1.670506477355957,"108 4805.236328 +109 4144.129395 +110 4456.394531 +111 5332.260254 +112 4861.580078 +113 5308.612793 +114 5239.058594 +115 4730.563965 +116 4851.446777 +117 5114.186035 +118 4477.467285 +119 5206.947266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,IPTU,AR,1.7132604122161865,"108 30808.888672 +109 30809.314453 +110 60201.910156 +111 77633.914062 +112 124659.515625 +113 68234.171875 +114 66180.578125 +115 114665.250000 +116 45628.882812 +117 66105.007812 +118 20880.072266 +119 20880.072266 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,IPTU,Linear Regression,1.7132604122161865,"393233 38156.177487 +393242 37502.360433 +393251 79063.395641 +393260 106552.615812 +393269 553231.769342 +393278 76305.625636 +393287 87566.439214 +393296 68859.639344 +393305 54780.023685 +393314 78406.177515 +393323 29904.053968 +393332 32062.008034 +Name: y, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,ISS,XGBoost,1.6309256553649902,"108 91323.375000 +109 76043.929688 +110 85609.531250 +111 84075.632812 +112 101727.296875 +113 85615.640625 +114 93020.398438 +115 85970.984375 +116 94990.851562 +117 83734.789062 +118 97741.132812 +119 97741.132812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,ITBI,XGBoost,1.1623337268829346,"106 32149.400391 +107 43300.957031 +108 41618.253906 +109 38757.589844 +110 51710.011719 +111 59193.156250 +112 47147.640625 +113 54535.910156 +114 42472.406250 +115 30744.960938 +116 32089.109375 +117 33923.449219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,IRRF,SARIMAX,1.1596441268920898,"108 220956.796875 +109 201303.140625 +110 201303.140625 +111 201303.140625 +112 201303.140625 +113 201303.140625 +114 201303.140625 +115 201303.140625 +116 201303.140625 +117 201303.140625 +118 201303.140625 +119 201303.140625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do FPM,HWES,1.2787795066833496,"108 1351626.125 +109 1893768.625 +110 1081763.375 +111 1120374.000 +112 1351626.250 +113 1115803.250 +114 1351316.375 +115 1081763.375 +116 1079802.875 +117 959667.250 +118 1893768.625 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do ICMS,HWES,1.1615283489227295,"108 1352940.875 +109 1280727.500 +110 1287687.750 +111 1388267.625 +112 1392153.750 +113 1380991.625 +114 1388268.250 +115 1388268.250 +116 1400899.000 +117 1400899.000 +118 1381050.250 +119 1395267.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do IPVA,AR,1.8533415794372559,"108 272158.718750 +109 139221.031250 +110 181685.062500 +111 272458.093750 +112 205806.453125 +113 66524.648438 +114 30071.884766 +115 16500.582031 +116 17621.837891 +117 17315.197266 +118 10342.073242 +119 261599.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do IPVA,Linear Regression,1.8533415794372559,"393239 451737.159527 +393248 94236.268516 +393257 185912.804559 +393266 457745.081583 +393275 199831.673812 +393284 53760.062598 +393293 26759.395465 +393302 20760.865453 +393311 21330.847858 +393320 11893.303900 +393329 7741.197896 +393338 294484.524946 +Name: y, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do ITR,SARIMAX,2.4960427284240723,"108 2238.201172 +109 1742.942383 +110 704.057068 +111 704.057068 +112 1135.887451 +113 1612.160278 +114 1078.222168 +115 2185.763184 +116 42393.511719 +117 64910.953125 +118 1491.132568 +119 1321.951294 +Name: Valor, dtype: float64" +Prefeitura Municipal de Ajuricaba - RS,Transferencias LC 61_1989,HWES,1.4633848667144775,"108 11460.887695 +109 9995.161133 +110 10842.649414 +111 11780.395508 +112 10926.591797 +113 11984.323242 +114 11542.022461 +115 11513.768555 +116 12711.017578 +117 14415.319336 +118 11731.455078 +119 11942.121094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,IPTU,AR,1.5637905597686768,"90 3216.639160 +91 1150.418091 +92 2347.186523 +93 24024.710938 +94 3791.417725 +95 5012.567383 +96 1435.492554 +97 2369.104736 +98 12681.310547 +99 2990.433350 +100 1423.783325 +101 5508.030273 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,ISS,XGBoost,1.6201412677764893,"96 18510.394531 +97 18511.808594 +98 18348.683594 +99 18475.792969 +100 18510.394531 +101 18614.089844 +102 18372.300781 +103 18387.365234 +104 18387.365234 +105 18387.365234 +106 18387.365234 +107 18387.365234 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,ITBI,XGBoost,2.043504238128662,"80 8488.530273 +81 4170.756836 +82 9536.971680 +83 4041.798828 +84 3375.580078 +85 6338.798340 +86 7509.285156 +87 9493.025391 +88 4178.203613 +89 2731.012939 +90 5291.260254 +91 7093.123047 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,IRRF,MLP,2.855924129486084,"96 25051.362106 +97 29600.647851 +98 35559.446152 +99 35021.760671 +100 35830.305529 +101 37533.328192 +102 40146.942329 +103 41877.187997 +104 45935.880421 +105 43029.542908 +106 57587.073334 +107 54380.802335 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do FPM,SARIMAX,1.7497026920318604,"96 939872.375 +97 1052417.875 +98 862619.875 +99 939872.375 +100 1052417.500 +101 998193.250 +102 862094.625 +103 998193.250 +104 862619.875 +105 862094.625 +106 1052417.500 +107 1052417.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ICMS,XGBoost,1.1174626350402832,"96 209289.656250 +97 214545.062500 +98 259615.078125 +99 214528.015625 +100 263076.093750 +101 214528.015625 +102 214528.015625 +103 239998.046875 +104 214528.015625 +105 207896.625000 +106 206822.140625 +107 259615.078125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ICMS,Linear Regression,1.1174626350402832,"388355 199007.789326 +388362 235178.175308 +388369 268360.297714 +388377 241335.579427 +388385 299331.758543 +388393 237944.922199 +388401 240058.290091 +388409 249246.246033 +388417 233539.408503 +388425 227276.611427 +388433 220199.371403 +388440 267717.168239 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do IPVA,MLP,3.137746572494507,"96 93227.720976 +97 53317.083740 +98 39075.332741 +99 62151.733498 +100 46603.612879 +101 20109.737026 +102 17486.017486 +103 16691.313150 +104 15983.206115 +105 13935.772338 +106 16742.154341 +107 117636.935425 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ITR,XGBoost,1.5335960388183594,"83 467.321014 +84 471.025238 +85 1912.687134 +86 1644.892334 +87 1699.076172 +88 1911.345703 +89 1911.640503 +90 1759.919312 +91 10.445921 +92 10.438786 +93 1911.195801 +94 1703.553955 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Padre - RS,Transferencias LC 61_1989,XGBoost,0.7936997413635254,"36 3972.736816 +37 3971.213867 +38 3377.140137 +39 3972.376221 +40 3972.368896 +41 3972.368896 +42 3972.368896 +43 3972.376221 +44 3377.140137 +45 3972.357666 +46 3972.368896 +47 3972.357666 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,IPTU,XGBoost,1.6525588035583496,"99 8701.660156 +100 25026.105469 +101 175374.765625 +102 25021.957031 +103 59677.550781 +104 100468.015625 +105 127595.609375 +106 130132.781250 +107 127793.265625 +108 127744.921875 +109 127782.375000 +110 127640.945312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,ISS,SARIMAX,1.417450189590454,"108 171033.34375 +109 184365.12500 +110 191724.06250 +111 191997.50000 +112 191713.68750 +113 184238.40625 +114 191713.68750 +115 191724.06250 +116 191724.06250 +117 192228.31250 +118 192228.31250 +119 191724.06250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,ITBI,XGBoost,1.583463191986084,"108 58773.468750 +109 91858.257812 +110 32239.570312 +111 53044.429688 +112 53906.886719 +113 51302.988281 +114 47324.804688 +115 32239.570312 +116 53906.886719 +117 32239.570312 +118 34026.894531 +119 53906.886719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,IRRF,SARIMAX,1.2476999759674072,"102 71674.617188 +103 71674.617188 +104 130600.210938 +105 71674.460938 +106 69521.132812 +107 71674.617188 +108 71674.617188 +109 130600.210938 +110 71674.617188 +111 130600.210938 +112 71673.359375 +113 130600.210938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do FPM,HWES,1.7046329975128174,"108 1266987.875 +109 1893792.500 +110 1119922.625 +111 1143161.750 +112 1268578.875 +113 1280939.375 +114 1268623.125 +115 1119922.625 +116 1128410.875 +117 974256.500 +118 1268578.875 +119 1893792.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do ICMS,HWES,1.160407304763794,"108 822787.6250 +109 737436.8125 +110 815907.6250 +111 820978.6250 +112 837817.8750 +113 820760.3125 +114 824915.6875 +115 823958.6875 +116 820978.6250 +117 820978.6250 +118 837817.8750 +119 812353.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do IPVA,HWES,1.1649177074432373,"106 146526.156250 +107 44725.300781 +108 160524.937500 +109 124693.718750 +110 112134.187500 +111 9926.294922 +112 9783.006836 +113 9783.006836 +114 8542.728516 +115 9456.349609 +116 4454.627441 +117 124906.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do IPVA,Linear Regression,1.1649177074432373,"399602 235094.676238 +399611 33920.671868 +399620 104658.730381 +399629 158313.663539 +399638 85036.944717 +399647 19662.989197 +399656 9284.460626 +399664 9242.967872 +399673 10678.914621 +399682 9664.599114 +399691 2587.920687 +399700 151350.989473 +Name: y, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do ITR,MLP,2.331212282180786,"98 61862.579028 +99 79366.145840 +100 102428.786900 +101 131946.582774 +102 171431.918451 +103 221918.036558 +104 277449.652723 +105 359413.586070 +106 479879.464300 +107 647130.828882 +108 688465.803896 +109 887032.014919 +Name: Valor, dtype: float64" +Prefeitura Municipal de Victor Graeff - RS,Transferencias LC 61_1989,MLP,2.3832056522369385,"96 6536.272569 +97 6456.636322 +98 6637.850098 +99 6744.499532 +100 6787.778684 +101 6867.711425 +102 6893.541711 +103 6911.771359 +104 7016.075272 +105 7086.212601 +106 6967.861731 +107 6997.384859 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,IPTU,HWES,3.1116645336151123,"108 2.750769e+05 +109 2.752278e+06 +110 2.780435e+06 +111 3.220307e+06 +112 5.976796e+05 +113 5.976796e+05 +114 5.976796e+05 +115 3.056405e+05 +116 2.636393e+05 +117 1.039450e+05 +118 1.206089e+05 +119 1.187655e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,ISS,SARIMAX,1.440222978591919,"108 923149.1875 +109 923994.5625 +110 923149.1875 +111 923190.4375 +112 923149.1875 +113 923190.4375 +114 923190.4375 +115 923149.1875 +116 923190.4375 +117 923190.4375 +118 923149.1875 +119 923190.4375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,ITBI,MLP,1.3606350421905518,"108 229460.342971 +109 282929.531056 +110 267112.611408 +111 243720.270971 +112 257273.839789 +113 278708.448480 +114 259472.094813 +115 318022.324907 +116 278141.581508 +117 286238.663428 +118 272954.607145 +119 289941.449647 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,IRRF,SARIMAX,2.412078857421875,"108 628143.31250 +109 260865.03125 +110 628143.31250 +111 617747.87500 +112 617747.87500 +113 617747.87500 +114 628143.31250 +115 617747.87500 +116 617747.87500 +117 617747.87500 +118 617747.87500 +119 628143.31250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do FPM,HWES,1.2953107357025146,"108 3439559.75 +109 4886805.00 +110 2660680.75 +111 2992121.25 +112 3442529.00 +113 3445140.75 +114 3442529.00 +115 2864282.50 +116 2864373.00 +117 2793261.75 +118 3442529.00 +119 4888661.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do ICMS,HWES,1.2116272449493408,"108 2685951.75 +109 2909713.50 +110 2535066.00 +111 2552904.25 +112 2478821.50 +113 2509139.50 +114 2460672.50 +115 2556787.50 +116 2623656.50 +117 2608395.50 +118 2579756.25 +119 2608395.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do IPVA,AR,1.5387849807739258,"108 1.668413e+06 +109 5.589621e+05 +110 7.410234e+05 +111 1.503038e+06 +112 9.135684e+05 +113 3.832615e+05 +114 2.459404e+05 +115 1.838327e+05 +116 8.784388e+04 +117 7.236273e+04 +118 6.703377e+04 +119 1.668462e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do IPVA,Linear Regression,1.5387849807739258,"415969 2.037161e+06 +415978 5.793278e+05 +415987 8.049549e+05 +415996 1.543029e+06 +416005 9.699826e+05 +416014 3.926798e+05 +416023 2.901143e+05 +416032 1.570161e+05 +416041 9.802048e+04 +416050 8.551630e+04 +416059 7.015242e+04 +416068 1.773270e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do ITR,XGBoost,3.3064322471618652,"108 442.033264 +109 18048.912109 +110 1428.392212 +111 1951.968994 +112 1432.368530 +113 1432.368530 +114 1092.533936 +115 1467.180786 +116 14772.053711 +117 14771.495117 +118 1466.367676 +119 1466.373413 +Name: Valor, dtype: float64" +Prefeitura Municipal de Frederico Westphalen - RS,Transferencias LC 61_1989,AR,1.1457030773162842,"48 23106.707031 +49 17888.900391 +50 22561.351562 +51 23155.607422 +52 22562.638672 +53 23806.515625 +54 23087.035156 +55 22562.638672 +56 23151.904297 +57 23134.681641 +58 22562.638672 +59 23404.761719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,IPTU,XGBoost,2.015861988067627,"108 2703963.250 +109 2561751.000 +110 2554566.250 +111 1617820.500 +112 1650447.875 +113 5434661.000 +114 5434661.000 +115 2087020.250 +116 7955221.500 +117 3813647.500 +118 3111811.500 +119 3372429.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,IPTU,Linear Regression,2.015861988067627,"426394 1.058868e+07 +426403 2.594120e+06 +426412 2.358595e+06 +426420 1.602022e+06 +426428 1.596617e+06 +426436 3.413079e+06 +426445 3.441926e+06 +426454 1.687470e+07 +426463 3.602851e+06 +426472 4.492662e+06 +426481 3.343981e+06 +426490 2.973777e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Alvorada - RS,ISS,MLP,1.210662841796875,"108 1.829874e+06 +109 1.790038e+06 +110 1.828698e+06 +111 2.010806e+06 +112 1.971823e+06 +113 1.997429e+06 +114 1.867305e+06 +115 1.913503e+06 +116 2.029718e+06 +117 1.964720e+06 +118 1.969855e+06 +119 1.961011e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,ITBI,MLP,1.4820401668548584,"108 746016.799511 +109 579412.057589 +110 637418.899342 +111 605253.699803 +112 613789.999039 +113 628954.489722 +114 721918.083396 +115 659874.301396 +116 697557.398411 +117 744116.092341 +118 683591.734851 +119 661951.486535 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,IRRF,HWES,1.7657272815704346,"108 642890.625 +109 2027878.875 +110 2020274.625 +111 2020274.625 +112 2142317.500 +113 2027878.875 +114 2369744.250 +115 2114743.250 +116 2149922.000 +117 2149922.000 +118 2369744.250 +119 4064106.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,Cota-Parte do FPM,HWES,3.3390238285064697,"108 12361345.0 +109 16457506.0 +110 9244752.0 +111 9889300.0 +112 12361345.0 +113 11317134.0 +114 12361345.0 +115 9345905.0 +116 9483770.0 +117 9244752.0 +118 12361345.0 +119 16457506.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,Cota-Parte do ICMS,HWES,1.178408145904541,"108 4517164.0 +109 4328404.5 +110 4512990.0 +111 4649985.0 +112 5084091.5 +113 5002789.5 +114 4950159.0 +115 5099253.0 +116 5099253.0 +117 4998747.0 +118 4998816.0 +119 4947624.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,Cota-Parte do IPVA,AR,1.6235625743865967,"108 2.910276e+06 +109 1.615335e+06 +110 2.354431e+06 +111 2.899517e+06 +112 3.072052e+06 +113 1.651514e+06 +114 1.455029e+06 +115 8.920708e+05 +116 5.324378e+05 +117 4.694353e+05 +118 2.662027e+05 +119 2.351843e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,Cota-Parte do IPVA,Linear Regression,1.6235625743865967,"426400 3.199734e+06 +426409 1.387145e+06 +426418 1.990500e+06 +426426 3.689363e+06 +426434 3.372930e+06 +426442 1.568155e+06 +426451 1.227359e+06 +426460 7.470671e+05 +426469 4.764065e+05 +426478 3.926466e+05 +426487 2.445238e+05 +426496 2.268045e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Alvorada - RS,Cota-Parte do ITR,XGBoost,1.4667901992797852,"62 251.159637 +63 836.970520 +64 233.128677 +65 958.054993 +66 794.751953 +67 250.695358 +68 873.402100 +69 873.507141 +70 185.451477 +71 250.695358 +72 20.190397 +73 18.115793 +Name: Valor, dtype: float64" +Prefeitura Municipal de Alvorada - RS,Cota-Parte do ITR,Linear Regression,1.4667901992797852,"361818 1781.595281 +361827 63.251237 +361836 428.732565 +426401 3.568741 +426410 9.555773 +426443 2340.906197 +426452 101.061107 +426461 102.131729 +426470 157.611563 +426479 4774.900182 +426488 117.284791 +426497 109.720000 +Name: y, dtype: float64" +Prefeitura Municipal de Alvorada - RS,Transferencias LC 61_1989,XGBoost,1.1016664505004883,"78 36052.562500 +79 35067.664062 +80 41194.390625 +81 41449.691406 +82 40966.839844 +83 44352.296875 +84 44914.148438 +85 40298.996094 +86 42125.847656 +87 36627.683594 +88 40299.144531 +89 41325.031250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,IPTU,XGBoost,1.6791000366210938,"105 1788.393921 +106 2698.999756 +107 1132.262817 +108 1597.868652 +109 1448.384888 +110 1635.153442 +111 1111.405151 +112 1132.262817 +113 1606.237183 +114 1633.573120 +115 3975.026367 +116 1132.262817 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,IPTU,Linear Regression,1.6791000366210938,"431310 16441.555387 +431317 29013.631540 +431324 4122.341044 +431332 1139.236202 +431340 6173.873335 +431348 1691.318261 +431356 2569.887137 +431364 3711.602117 +431372 2050.714822 +431380 1306.000003 +431388 335.241652 +431397 4192.933500 +Name: y, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,ISS,Prophet,3.0276122093200684,"108 16974.509766 +109 20566.078125 +110 25089.705078 +111 27821.486328 +112 27725.488281 +113 31027.240234 +114 31027.240234 +115 26543.242188 +116 26447.212891 +117 28199.095703 +118 25515.222656 +119 23852.748047 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,ISS,Linear Regression,3.0276122093200684,"431311 130465.630427 +431318 58581.007551 +431325 25131.275788 +431333 20437.585240 +431341 35666.507227 +431349 17100.555590 +431357 17065.081019 +431365 20124.521335 +431373 33308.202440 +431381 30016.305473 +431389 21659.499196 +431398 24199.050936 +Name: y, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,ITBI,XGBoost,1.3342933654785156,"92 9523.542969 +93 12762.471680 +94 17094.806641 +95 14639.205078 +96 14342.869141 +97 15208.838867 +98 17094.806641 +99 17094.806641 +100 14442.481445 +101 12790.017578 +102 14886.291992 +103 13064.708008 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,IRRF,SARIMAX,1.2279987335205078,"108 391796.71875 +109 391796.71875 +110 391796.71875 +111 391775.75000 +112 391796.71875 +113 391796.71875 +114 391796.71875 +115 391796.71875 +116 390643.37500 +117 390643.37500 +118 391775.75000 +119 391775.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do FPM,HWES,1.262178897857666,"108 1356071.250 +109 1669665.125 +110 1186645.375 +111 1216703.500 +112 1364329.000 +113 1326507.250 +114 1672205.500 +115 1319077.000 +116 1325111.750 +117 1288849.500 +118 1672205.500 +119 1889483.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do ICMS,HWES,2.0426180362701416,"108 664147.8750 +109 493616.5000 +110 600231.6250 +111 654510.6875 +112 653320.0625 +113 687325.1250 +114 654500.0000 +115 649982.0625 +116 649982.0625 +117 653879.6250 +118 653496.4375 +119 653954.5000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do IPVA,AR,1.2481555938720703,"108 58286.304688 +109 33325.015625 +110 72134.109375 +111 59307.320312 +112 64579.445312 +113 72166.093750 +114 18859.042969 +115 10906.314453 +116 8379.827148 +117 4843.435059 +118 3308.317871 +119 84511.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do IPVA,Linear Regression,1.2481555938720703,"431315 143331.162298 +431322 42309.038635 +431329 99309.128993 +431337 150916.553391 +431345 98815.128992 +431353 27068.302044 +431361 14830.217446 +431369 20716.790522 +431377 9272.412651 +431385 4264.873257 +431394 2955.791251 +431403 67801.746908 +Name: y, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do ITR,SES,2.0705463886260986,"101 1315.713745 +102 146.717514 +103 208.113953 +104 296.314972 +105 1303.091797 +106 4361.586914 +107 4277.189941 +108 6178.278809 +109 3027.282715 +110 3049.899902 +111 6183.873535 +112 6152.367188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão do Triunfo - RS,Transferencias LC 61_1989,SARIMAX,1.3558502197265625,"83 4174.295410 +84 4363.346680 +85 4220.426270 +86 6151.535156 +87 5171.137207 +88 5158.850586 +89 5158.516113 +90 5125.389160 +91 5253.625977 +92 4598.918457 +93 5112.787109 +94 6107.363770 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Luiz Gonzaga - RS,IPTU,SARIMAX,1.168825387954712,"96 1.856073e+05 +97 5.773298e+05 +98 1.351758e+06 +99 2.790629e+05 +100 2.898635e+05 +101 3.408141e+05 +102 2.029172e+05 +103 2.029172e+05 +104 2.238378e+05 +105 2.568110e+05 +106 2.376279e+05 +107 2.919736e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Luiz Gonzaga - RS,IPTU,Linear Regression,1.168825387954712,"96 56130.397359 +97 181091.256926 +98 418761.164169 +99 212602.007959 +100 91845.228090 +101 78390.703101 +102 96285.431648 +103 109460.317642 +104 110044.468199 +105 140296.217262 +106 87436.782907 +107 69020.438943 +Name: y, dtype: float64" +Prefeitura Municipal de São Luiz Gonzaga - RS,ISS,MLP,1.209930181503296,"96 418730.144889 +97 389694.677145 +98 418556.446650 +99 398744.212841 +100 401277.623833 +101 419195.845915 +102 404133.275580 +103 429127.942753 +104 426447.472448 +105 446048.071267 +106 324804.968735 +107 441423.115954 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Luiz Gonzaga - RS,ITBI,XGBoost,1.2393403053283691,"96 587900.5000 +97 594011.3125 +98 600043.0625 +99 592407.0625 +100 594011.6250 +101 582251.5625 +102 599839.9375 +103 594011.3750 +104 598869.1875 +105 591244.3750 +106 587900.5000 +107 599885.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Luiz Gonzaga - RS,IRRF,SARIMAX,2.026560068130493,"96 945378.3125 +97 944457.8125 +98 945378.3125 +99 944457.7500 +100 945378.3125 +101 945378.3125 +102 945378.3125 +103 945378.3125 +104 945378.3125 +105 945378.3125 +106 945378.3125 +107 945378.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do FPM,SARIMAX,1.6520586013793945,"96 5569244.00 +97 5579078.00 +98 3789934.50 +99 5569244.00 +100 3810859.75 +101 3751019.50 +102 5554241.50 +103 5569244.00 +104 3705472.75 +105 3705472.75 +106 3705472.75 +107 5579078.00 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do ICMS,XGBoost,1.6897304058074951,"96 2707670.00 +97 2869024.50 +98 2862100.75 +99 2789717.75 +100 2937209.25 +101 2796641.50 +102 2789717.75 +103 2870605.00 +104 2789717.75 +105 2731081.50 +106 2735548.75 +107 2688997.50 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do IPVA,XGBoost,2.6715292930603027,"96 1.677035e+06 +97 1.001512e+06 +98 1.006658e+06 +99 1.638725e+06 +100 1.713991e+06 +101 5.143607e+05 +102 4.795674e+05 +103 9.301609e+05 +104 1.014124e+06 +105 1.005411e+06 +106 1.002270e+06 +107 1.676269e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,IPTU,SARIMAX,2.407822370529175,"105 3606.079834 +106 4808.936523 +107 81847.507812 +108 91144.664062 +109 10726.936523 +110 10973.455078 +111 5686.550781 +112 6879.243652 +113 2301.170166 +114 8651.003906 +115 -217.600418 +116 889.475342 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,IPTU,Linear Regression,2.407822370529175,"105 2887.708332 +106 3410.851895 +107 41226.250618 +108 24697.336653 +109 6708.850097 +110 7091.240317 +111 6000.540266 +112 6184.767534 +113 4477.521339 +114 4763.275527 +115 3333.477234 +116 3515.299779 +Name: y, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,ISS,HWES,1.7779431343078613,"108 61760.664062 +109 62011.753906 +110 62445.832031 +111 62402.066406 +112 62011.753906 +113 62301.933594 +114 62402.066406 +115 62291.871094 +116 85140.351562 +117 62402.066406 +118 62291.871094 +119 62291.871094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,ITBI,MLP,1.4743223190307617,"98 8381.539330 +99 9226.332160 +100 9034.115030 +101 9420.484749 +102 9041.281893 +103 9072.323522 +104 9913.278592 +105 8230.298869 +106 9325.792214 +107 8031.220787 +108 7935.951023 +109 9300.925564 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,IRRF,SARIMAX,1.6850697994232178,"108 108823.906250 +109 82559.078125 +110 108823.906250 +111 108823.906250 +112 56926.925781 +113 83416.140625 +114 108823.906250 +115 55497.066406 +116 108823.906250 +117 108823.906250 +118 82391.125000 +119 108823.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do FPM,HWES,1.3225719928741455,"108 1213750.875 +109 1894288.125 +110 1114368.500 +111 1149185.500 +112 1214274.750 +113 1250519.625 +114 1221134.375 +115 1114368.500 +116 1114793.375 +117 962542.875 +118 1214274.750 +119 1894288.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do ICMS,HWES,1.192030668258667,"108 337306.28125 +109 326661.59375 +110 360739.90625 +111 378182.46875 +112 379772.40625 +113 361145.18750 +114 378184.09375 +115 379773.62500 +116 379773.62500 +117 376948.25000 +118 378116.00000 +119 379773.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do IPVA,AR,1.7596230506896973,"108 118831.273438 +109 34853.363281 +110 33473.343750 +111 47324.406250 +112 31393.097656 +113 44754.960938 +114 10197.006836 +115 10774.310547 +116 10774.310547 +117 9218.981445 +118 9127.390625 +119 114404.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do ITR,XGBoost,1.5316429138183594,"70 168.724335 +71 541.920105 +72 -91.294403 +73 640.790527 +74 2103.146240 +75 655.216431 +76 866.427979 +77 687.427307 +78 59.629868 +79 -91.294403 +80 640.790527 +81 429.694489 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do ITR,Linear Regression,1.5316429138183594,"358826 40.091525 +358835 100.315310 +358844 889.998343 +358853 1952.991401 +358862 20.970203 +358871 7.568519 +404642 31.636409 +404659 6.135906 +404692 8.379432 +404701 929.116773 +404710 2305.889808 +404727 60.250816 +Name: y, dtype: float64" +Prefeitura Municipal de Dona Francisca - RS,Transferencias LC 61_1989,AR,1.7157883644104004,"108 3113.889160 +109 3845.724121 +110 3414.603271 +111 3472.124756 +112 3478.795410 +113 3481.710938 +114 3304.792725 +115 3379.544922 +116 3700.269287 +117 3738.561279 +118 3369.268311 +119 3588.045898 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,IPTU,MLP,1.5900514125823975,"80 101736.287013 +81 251746.035349 +82 117151.955265 +83 111221.363865 +84 102372.665498 +85 103352.404481 +86 106570.274780 +87 104969.854518 +88 104424.732806 +89 103648.197552 +90 106684.830982 +91 105295.363755 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,ISS,SARIMAX,2.8613719940185547,"80 144405.828125 +81 128981.609375 +82 95191.625000 +83 144405.828125 +84 144405.828125 +85 144405.828125 +86 146695.656250 +87 128981.609375 +88 144405.828125 +89 144405.828125 +90 128981.609375 +91 128981.609375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,ITBI,HWES,1.4364900588989258,"80 258001.859375 +81 262363.437500 +82 262755.437500 +83 261607.218750 +84 262755.437500 +85 262363.437500 +86 262363.437500 +87 258116.500000 +88 270590.406250 +89 241532.031250 +90 261895.640625 +91 240431.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,IRRF,Prophet,1.279773235321045,"79 286769.8125 +80 286654.8125 +81 286654.8125 +82 286769.8125 +83 286769.8125 +84 286769.8125 +85 286769.8125 +86 286769.8125 +87 286769.8125 +88 286768.3125 +89 286769.8125 +90 286769.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,Cota-Parte do FPM,SARIMAX,1.6094696521759033,"73 2489191.25 +74 3003169.00 +75 2512611.75 +76 2511454.75 +77 3054501.00 +78 3623012.75 +79 3623012.75 +80 2485846.00 +81 2489191.25 +82 3621412.25 +83 2489189.25 +84 2512611.75 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,Cota-Parte do ICMS,MLP,1.2403686046600342,"77 1.077501e+06 +78 2.449518e+06 +79 1.125520e+06 +80 2.501336e+06 +81 1.873256e+06 +82 2.013803e+06 +83 1.761589e+06 +84 3.274322e+06 +85 1.503316e+06 +86 2.657372e+06 +87 1.962617e+06 +88 2.139563e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,Cota-Parte do IPVA,SARIMAX,1.1930088996887207,"74 691149.6250 +75 697088.4375 +76 619273.5000 +77 695330.6875 +78 695520.4375 +79 695480.9375 +80 618574.0625 +81 694264.5625 +82 618574.0625 +83 619273.5000 +84 620299.7500 +85 694264.5625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,Cota-Parte do ITR,MLP,1.4582679271697998,"45 3.808465e+05 +46 3.862526e+05 +47 4.052566e+05 +48 4.047426e+05 +49 4.634007e+05 +50 5.349925e+05 +51 6.200036e+05 +52 7.167329e+05 +53 8.198441e+05 +54 1.034650e+06 +55 9.424422e+05 +56 1.009994e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,Transferencias LC 61_1989,HWES,1.1290843486785889,"71 17173.634766 +72 14179.791992 +73 16088.352539 +74 16645.128906 +75 15898.482422 +76 16980.857422 +77 15949.664062 +78 14226.865234 +79 17472.945312 +80 18263.720703 +81 17670.228516 +82 17730.806641 +Name: Valor, dtype: float64" +Prefeitura Municipal de Quaraí - RS,Transferencias LC 61_1989,Linear Regression,1.1290843486785889,"335669 9949.329846 +387951 22301.518421 +387958 876.082953 +387967 19726.580382 +387976 6992.614811 +387985 8019.539724 +387994 6738.660565 +388003 25860.006684 +388012 12086.939152 +388021 13859.007523 +388030 8636.842311 +388039 11156.971558 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,IPTU,XGBoost,2.105008125305176,"70 19882.599609 +71 32687.669922 +72 8993.998047 +73 9145.590820 +74 9070.445312 +75 6808.242676 +76 9644.198242 +77 1775.425049 +78 9575.149414 +79 2295.940918 +80 2163.334961 +81 2375.655762 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,IPTU,Linear Regression,2.105008125305176,"384207 4070.746143 +384216 3322.467562 +384225 5941.494795 +384232 4379.733382 +384240 5178.157033 +384249 45113.946388 +384258 173604.676243 +384267 11657.101883 +384275 19460.454236 +384283 10408.712358 +384291 11033.594397 +384300 10614.651652 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,ISS,XGBoost,1.3195085525512695,"76 126225.164062 +77 124738.710938 +78 131110.171875 +79 131083.312500 +80 131083.312500 +81 131083.312500 +82 129760.140625 +83 131110.171875 +84 129760.140625 +85 131110.171875 +86 131083.312500 +87 131083.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,ITBI,XGBoost,2.0664103031158447,"70 2886.055420 +71 26929.457031 +72 4441.100098 +73 6165.163574 +74 3670.016357 +75 1042.416382 +76 7022.949219 +77 1042.416382 +78 1035.403931 +79 22289.730469 +80 1042.416382 +81 7515.536621 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,ITBI,Linear Regression,2.0664103031158447,"384209 7208.017568 +384218 534.272085 +384227 8582.612732 +384234 16719.551531 +384242 26397.433588 +384251 29084.857536 +384260 1795.303113 +384269 29543.334311 +384277 19925.326196 +384285 4544.324633 +384293 28542.162763 +384302 3020.795372 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,IRRF,Prophet,2.3031091690063477,"76 303603.28125 +77 312717.03125 +78 303047.78125 +79 303047.78125 +80 303603.28125 +81 303603.28125 +82 303047.78125 +83 303047.78125 +84 303047.78125 +85 311101.81250 +86 311101.81250 +87 311101.81250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do FPM,MLP,1.1279847621917725,"74 2.296290e+06 +75 2.496077e+06 +76 2.457246e+06 +77 2.579610e+06 +78 3.174362e+06 +79 2.550842e+06 +80 2.648595e+06 +81 2.803407e+06 +82 2.933448e+06 +83 3.096289e+06 +84 3.340428e+06 +85 3.771153e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do ICMS,MLP,1.1183032989501953,"76 408684.243899 +77 774019.032436 +78 615657.713525 +79 654190.693167 +80 685521.480780 +81 617850.798502 +82 622361.612905 +83 630472.639793 +84 616590.599922 +85 611991.381217 +86 606933.172140 +87 660717.129727 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do IPVA,MLP,0.8156614303588867,"70 118594.003291 +71 132913.928617 +72 101762.996440 +73 114423.243666 +74 146061.023736 +75 88156.825898 +76 139767.078066 +77 93131.142932 +78 97322.305982 +79 91430.709762 +80 92371.607336 +81 132775.278570 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do ITR,XGBoost,2.1561453342437744,"69 759.423340 +70 760.613464 +71 667.696777 +72 762.259583 +73 454.915405 +74 669.342896 +75 632.186890 +76 454.016296 +77 663.093933 +78 561.993103 +79 82.010803 +80 753.650940 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do ITR,Linear Regression,2.1561453342437744,"336506 349.400167 +336514 246.970717 +336523 290.718622 +384214 227.764108 +384223 62.232200 +384238 293.451235 +384247 394.018330 +384256 89.836806 +384265 152.443217 +384273 893.294451 +384298 16678.586361 +384307 774.765215 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Grande do Sul - RS,Transferencias LC 61_1989,SES,1.2440030574798584,"40 6402.391602 +41 4986.707031 +42 5074.227539 +43 6490.438477 +44 6548.738770 +45 6780.208008 +46 6460.950684 +47 7255.847168 +48 6403.517090 +49 6403.486328 +50 6692.630371 +51 5672.445312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,IPTU,MLP,2.881314754486084,"87 17763.566969 +88 17029.611466 +89 17935.918086 +90 19009.006492 +91 20651.486517 +92 21955.836099 +93 23850.945109 +94 26163.639376 +95 27560.517218 +96 61224.262457 +97 34259.068118 +98 30833.563229 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,ISS,SARIMAX,2.304489850997925,"96 54658.976562 +97 56123.710938 +98 54709.527344 +99 55563.851562 +100 54709.527344 +101 55787.113281 +102 55611.285156 +103 55941.082031 +104 55851.949219 +105 55851.949219 +106 55851.949219 +107 55851.949219 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,ITBI,SES,2.0929598808288574,"92 94175.312500 +93 26055.560547 +94 29573.035156 +95 22849.246094 +96 23757.595703 +97 266160.125000 +98 53025.109375 +99 51786.062500 +100 52313.492188 +101 49977.125000 +102 51844.859375 +103 51844.859375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,IRRF,SARIMAX,1.1709282398223877,"95 74362.109375 +96 73513.710938 +97 92567.179688 +98 73810.179688 +99 73807.476562 +100 90713.015625 +101 73807.476562 +102 71594.789062 +103 73447.281250 +104 73810.179688 +105 91529.679688 +106 85364.492188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,Cota-Parte do FPM,XGBoost,1.0357890129089355,"96 1125558.375 +97 1811506.500 +98 1050538.000 +99 1125558.375 +100 1771196.250 +101 1125558.375 +102 1811506.500 +103 1125558.375 +104 1125484.625 +105 1082757.375 +106 1811494.875 +107 1717088.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ICMS,HWES,1.2491958141326904,"96 497050.62500 +97 395604.09375 +98 510840.53125 +99 517937.28125 +100 535816.18750 +101 480516.78125 +102 480516.78125 +103 517944.84375 +104 480516.78125 +105 419576.96875 +106 439276.93750 +107 510840.53125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ICMS,Linear Regression,1.2491958141326904,"383294 824941.925850 +383303 157979.486879 +383312 577963.054652 +383321 519466.852308 +383330 643587.549726 +383339 512126.983463 +383348 515928.420479 +383357 535281.871756 +383366 501790.512542 +383375 487890.281617 +383384 472275.633786 +383393 575052.783014 +Name: y, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,Cota-Parte do IPVA,XGBoost,1.1481313705444336,"96 220346.578125 +97 215622.031250 +98 220337.265625 +99 220337.265625 +100 220346.578125 +101 215519.140625 +102 215349.484375 +103 215452.250000 +104 215440.875000 +105 213901.593750 +106 215177.562500 +107 220337.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ITR,XGBoost,1.6604974269866943,"94 6823.643066 +95 994.112122 +96 710.535583 +97 1004.645203 +98 813.513672 +99 1197.637939 +100 651.206055 +101 2117.134521 +102 8047.828125 +103 36909.863281 +104 4769.891602 +105 5876.666992 +Name: Valor, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ITR,Linear Regression,1.6604974269866943,"383296 5292.201356 +383305 207.984110 +383314 921.318476 +383323 454.890399 +383332 418.957528 +383341 950.625923 +383350 521.730260 +383359 740.325537 +383368 10693.818349 +383377 53184.932746 +383386 4436.638899 +383395 6062.900702 +Name: y, dtype: float64" +Prefeitura Municipal de Jaquirana - RS,Transferencias LC 61_1989,SARIMAX,1.530144453048706,"96 14448.578125 +97 14694.561523 +98 14701.281250 +99 14675.599609 +100 14745.833008 +101 14833.281250 +102 14747.666992 +103 14745.833008 +104 14745.833008 +105 14649.708008 +106 14845.983398 +107 14677.823242 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,IPTU,SARIMAX,2.0771989822387695,"92 6515.657227 +93 9962.858398 +94 26551.271484 +95 25042.142578 +96 33678.332031 +97 10761.535156 +98 10780.371094 +99 8657.782227 +100 11415.629883 +101 12411.109375 +102 18781.771484 +103 15406.235352 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,IPTU,Linear Regression,2.0771989822387695,"92 2341.332716 +93 4399.191183 +94 13625.069290 +95 46197.260967 +96 33897.774814 +97 8538.646200 +98 10695.367680 +99 11554.115521 +100 6855.885497 +101 6544.323689 +102 3526.974760 +103 4319.651333 +Name: y, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,ISS,HWES,1.2655069828033447,"92 60286.609375 +93 60286.609375 +94 71725.726562 +95 60286.609375 +96 60286.609375 +97 60286.457031 +98 60286.289062 +99 60286.160156 +100 60298.839844 +101 60298.839844 +102 60298.839844 +103 60379.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,ISS,Linear Regression,1.2655069828033447,"371753 39120.947287 +371762 44154.929237 +371771 31689.731028 +371780 62099.705100 +371789 46658.071406 +371798 82050.708426 +371807 51668.357989 +371816 103077.324578 +371825 63583.865113 +371834 47089.293054 +371843 57579.786110 +371852 44599.230314 +Name: y, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,ITBI,SARIMAX,2.039616346359253,"92 46654.070312 +93 46852.597656 +94 46408.839844 +95 48596.675781 +96 47898.351562 +97 46654.070312 +98 49243.136719 +99 47898.351562 +100 48734.792969 +101 47560.625000 +102 46408.839844 +103 47560.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,IRRF,Prophet,1.2362630367279053,"92 142956.187500 +93 141565.500000 +94 142955.531250 +95 142955.531250 +96 142955.531250 +97 142955.531250 +98 144423.562500 +99 151684.609375 +100 142299.984375 +101 142399.484375 +102 142399.484375 +103 151684.609375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Cota-Parte do FPM,MLP,1.2268977165222168,"92 1.182988e+06 +93 1.386697e+06 +94 1.109005e+06 +95 1.196262e+06 +96 1.258386e+06 +97 1.225692e+06 +98 1.411889e+06 +99 1.217652e+06 +100 1.182920e+06 +101 1.167503e+06 +102 1.291290e+06 +103 1.607958e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ICMS,AR,1.1931025981903076,"92 689599.5625 +93 734993.4375 +94 726816.6875 +95 843414.8750 +96 970610.1875 +97 747579.0625 +98 894834.5625 +99 843414.8750 +100 754032.0625 +101 763570.1250 +102 856405.4375 +103 726816.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ICMS,Linear Regression,1.1931025981903076,"371757 6.909845e+05 +371766 8.684854e+05 +371775 9.320059e+05 +371784 8.381500e+05 +371793 1.039569e+06 +371802 4.344164e+05 +371811 1.225672e+06 +371820 8.656235e+05 +371829 8.110742e+05 +371838 7.893237e+05 +371847 7.647450e+05 +371856 9.297723e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Cota-Parte do IPVA,MLP,2.181642532348633,"92 91834.764146 +93 61460.433950 +94 67970.396590 +95 72594.873339 +96 71964.128993 +97 61119.581481 +98 56541.944499 +99 56563.643333 +100 53840.097629 +101 52816.866210 +102 54284.335706 +103 125505.550776 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Cota-Parte do IPVA,Linear Regression,2.181642532348633,"371758 162554.758833 +371767 41075.493582 +371776 67095.479625 +371785 86206.499607 +371794 84365.808051 +371803 40555.040028 +371812 21062.303463 +371821 19811.766885 +371830 7241.698451 +371839 1232.651673 +371848 5234.865786 +371857 295618.387588 +Name: y, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ITR,XGBoost,3.3685855865478516,"91 288.103363 +92 1008.530273 +93 220.425491 +94 582.359131 +95 1020.741638 +96 923.250183 +97 1003.845764 +98 779.767639 +99 6094.929688 +100 6404.619141 +101 319.440247 +102 259.663757 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ITR,Linear Regression,3.3685855865478516,"371759 1220.258362 +371768 156.073486 +371777 569.854258 +371786 426.378925 +371795 192.845296 +371804 184.141909 +371813 265.736161 +371822 640.199383 +371831 13598.846225 +371840 70383.963586 +371849 1031.655968 +371858 626.861442 +Name: y, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Transferencias LC 61_1989,MLP,1.4813153743743896,"80 4.783787e+03 +81 -8.229410e+02 +82 -7.530910e+03 +83 -1.743514e+04 +84 -3.225508e+04 +85 -5.528386e+05 +86 -2.067193e+05 +87 -5.864318e+05 +88 -9.946326e+05 +89 -1.680866e+06 +90 -2.832218e+06 +91 -4.774530e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Seco - RS,Transferencias LC 61_1989,Linear Regression,1.4813153743743896,"371760 7785.174641 +371769 9675.545145 +371778 8747.311229 +371787 7371.929263 +371796 5470.910913 +371805 337063.331715 +371814 -324538.196216 +371823 4789.975866 +371832 7245.446553 +371841 7773.200207 +371850 5405.872954 +371859 6983.247729 +Name: y, dtype: float64" +Prefeitura Municipal de Casca - RS,IPTU,SES,2.1458961963653564,"96 4704.393555 +97 5525.757812 +98 83690.945312 +99 385969.281250 +100 99874.328125 +101 99874.328125 +102 61471.347656 +103 798.516174 +104 6778.526855 +105 798.516174 +106 -1359.045898 +107 -1359.045898 +Name: Valor, dtype: float64" +Prefeitura Municipal de Casca - RS,IPTU,Linear Regression,2.1458961963653564,"388443 7.707941e+03 +388452 1.079099e+04 +388461 2.551236e+05 +388470 1.312454e+06 +388479 1.239271e+05 +388488 1.116886e+05 +388497 9.090814e+04 +388506 1.413059e+04 +388515 7.735805e+03 +388524 1.412315e+04 +388533 2.146737e+04 +388542 2.149645e+04 +Name: y, dtype: float64" +Prefeitura Municipal de Casca - RS,ISS,XGBoost,1.195702314376831,"96 325184.00000 +97 325184.00000 +98 307285.09375 +99 307285.09375 +100 325184.00000 +101 325184.00000 +102 327490.21875 +103 325184.00000 +104 327490.21875 +105 327572.18750 +106 327572.18750 +107 327572.18750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Casca - RS,ITBI,MLP,1.2824795246124268,"96 85431.701599 +97 98012.862727 +98 91715.799001 +99 88933.227668 +100 100725.309035 +101 90908.165414 +102 86606.853647 +103 100509.276936 +104 100413.872731 +105 96482.645647 +106 89550.038072 +107 98610.760587 +Name: Valor, dtype: float64" +Prefeitura Municipal de Casca - RS,IRRF,AR,1.357956886291504,"96 160244.140625 +97 160244.140625 +98 160244.140625 +99 160244.140625 +100 160244.140625 +101 160244.140625 +102 160244.140625 +103 160297.968750 +104 160297.968750 +105 160309.640625 +106 160309.640625 +107 160309.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Casca - RS,Cota-Parte do FPM,MLP,2.929877758026123,"94 1.159105e+06 +95 1.351136e+06 +96 1.087230e+06 +97 1.169177e+06 +98 1.227295e+06 +99 1.195859e+06 +100 1.371115e+06 +101 1.185937e+06 +102 1.152346e+06 +103 1.137173e+06 +104 1.253658e+06 +105 1.551905e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Casca - RS,Cota-Parte do ICMS,HWES,1.76979398727417,"96 1278549.375 +97 1342250.375 +98 1427869.000 +99 1335103.375 +100 1428176.250 +101 1345567.250 +102 1335103.375 +103 1354283.625 +104 1386200.500 +105 1352338.750 +106 1352663.500 +107 1431611.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Casca - RS,Cota-Parte do IPVA,MLP,2.152440071105957,"96 9.767981e+05 +97 2.569340e+05 +98 2.986690e+05 +99 5.543084e+05 +100 3.905475e+05 +101 1.986452e+05 +102 1.660658e+05 +103 1.868375e+05 +104 1.696217e+05 +105 1.567987e+05 +106 1.616649e+05 +107 1.608840e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Casca - RS,Cota-Parte do ITR,MLP,1.9755768775939941,"94 1154.217423 +95 1298.382045 +96 6944.713710 +97 1172.000829 +98 1227.745118 +99 1207.612427 +100 1543.793155 +101 1704.830929 +102 5108.611054 +103 15480.377177 +104 1418.779368 +105 1496.085314 +Name: Valor, dtype: float64" +Prefeitura Municipal de Casca - RS,Transferencias LC 61_1989,MLP,1.7360363006591797,"96 16307.531777 +97 16841.817439 +98 16572.236377 +99 16350.610958 +100 15834.326428 +101 15742.258094 +102 16124.519638 +103 15558.118191 +104 16301.431705 +105 16471.897147 +106 15815.326908 +107 16303.443284 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,IPTU,Prophet,2.1470322608947754,"81 17517.466797 +82 13774.828125 +83 13741.423828 +84 13767.557617 +85 16401.410156 +86 44388.125000 +87 45616.507812 +88 14559.743164 +89 15284.601562 +90 14386.050781 +91 14701.594727 +92 43681.464844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,ISS,HWES,2.858527421951294,"84 32058.535156 +85 31603.953125 +86 31890.462891 +87 32892.804688 +88 32560.226562 +89 33078.007812 +90 32559.550781 +91 32892.804688 +92 31707.574219 +93 34566.105469 +94 32226.435547 +95 34529.503906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,ITBI,HWES,1.2430882453918457,"78 9727.289062 +79 10440.073242 +80 9162.483398 +81 10468.747070 +82 7272.381348 +83 11107.127930 +84 9083.414062 +85 10258.231445 +86 7404.846680 +87 7845.703613 +88 7103.550781 +89 8323.664062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,IRRF,Prophet,1.3556466102600098,"45 5886.948242 +46 1675.693359 +47 5401.043945 +48 5944.820801 +49 5944.820801 +50 72307.281250 +51 -5158.477539 +52 -5158.477539 +53 -4748.467773 +54 -5155.752930 +55 -5155.752930 +56 -4546.349609 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,IRRF,Linear Regression,1.3556466102600098,"432157 509.594551 +432165 6753.355917 +432174 28515.375520 +432181 4448.200004 +432190 5169.723839 +432199 148629.644684 +432208 30480.267041 +432216 27158.072946 +432224 17801.112041 +432233 29936.221336 +432242 30178.810325 +432251 65792.363185 +Name: y, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do FPM,AR,1.3985686302185059,"84 1.273977e+06 +85 1.884160e+06 +86 1.036467e+06 +87 1.157292e+06 +88 1.273976e+06 +89 1.273979e+06 +90 1.273976e+06 +91 1.036467e+06 +92 1.008524e+06 +93 9.627187e+05 +94 1.273976e+06 +95 1.884160e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do ICMS,SARIMAX,1.189530611038208,"84 517539.71875 +85 507092.25000 +86 508175.15625 +87 518931.71875 +88 515994.62500 +89 517552.15625 +90 518931.71875 +91 521351.03125 +92 518810.37500 +93 515994.62500 +94 520220.15625 +95 510904.65625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do IPVA,SARIMAX,1.6676912307739258,"79 39105.824219 +80 34368.863281 +81 36395.285156 +82 52268.046875 +83 39048.191406 +84 28716.064453 +85 28615.251953 +86 26605.236328 +87 23959.599609 +88 16954.296875 +89 16254.754883 +90 75186.945312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do ITR,SES,2.338047504425049,"47 86.536995 +48 135.980225 +49 127.038879 +50 29.528067 +51 126.829262 +52 88.520210 +53 -56.853134 +54 -79654.937500 +55 131.321793 +56 131.321793 +57 14.590187 +58 88.235199 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do ITR,Linear Regression,2.338047504425049,"370773 227.078477 +370782 706.809180 +370791 8.963832 +432169 4.939576 +432185 13.437857 +432194 61.792048 +432203 28.027756 +432220 25.707891 +432228 472.873687 +432237 503.868345 +432246 30.142462 +432255 53.341111 +Name: y, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,Transferencias LC 61_1989,SARIMAX,1.361621379852295,"72 2312.782471 +73 2312.782471 +74 2237.107666 +75 2617.020752 +76 2442.153320 +77 2391.791016 +78 2387.783691 +79 2407.114014 +80 2449.648926 +81 5193.187012 +82 2407.114014 +83 5193.187012 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Guarita - RS,Transferencias LC 61_1989,Linear Regression,1.361621379852295,"72 882.780948 +73 1098.355394 +74 1019.926376 +75 949.721167 +76 765.192360 +77 730.428800 +78 855.216017 +79 631.506255 +80 831.680824 +81 993.604904 +82 687.289656 +83 5903.364725 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,IPTU,XGBoost,1.8869545459747314,"106 33115.476562 +107 33932.257812 +108 27005.650391 +109 33801.894531 +110 33904.058594 +111 34023.476562 +112 135762.953125 +113 693124.250000 +114 37376.160156 +115 27869.744141 +116 24659.482422 +117 23523.349609 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,IPTU,Linear Regression,1.8869545459747314,"389386 66896.254796 +389394 54408.663933 +389402 28655.525760 +389411 33461.221216 +389420 36696.161601 +389429 33251.493717 +389438 239130.705538 +389447 872639.897760 +389456 94619.314537 +389465 97452.975301 +389474 79548.606394 +389483 42587.914445 +Name: y, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,ISS,SARIMAX,1.2429022789001465,"108 120163.859375 +109 114641.039062 +110 114639.835938 +111 119208.445312 +112 119208.445312 +113 120163.859375 +114 119208.445312 +115 119184.828125 +116 120163.859375 +117 119208.445312 +118 120163.859375 +119 119208.445312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,ITBI,HWES,1.229219913482666,"108 64334.843750 +109 60430.410156 +110 64732.398438 +111 59430.683594 +112 79044.320312 +113 64698.589844 +114 64732.398438 +115 56495.531250 +116 64310.023438 +117 64734.503906 +118 64323.617188 +119 61790.210938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,IRRF,SARIMAX,1.2297086715698242,"108 150669.390625 +109 103971.367188 +110 90894.500000 +111 150699.390625 +112 91059.468750 +113 90714.437500 +114 90714.437500 +115 90719.242188 +116 91059.648438 +117 150699.390625 +118 90894.500000 +119 150622.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do FPM,HWES,2.250349998474121,"108 2141966.500 +109 2525024.750 +110 1425439.125 +111 1628869.625 +112 2141978.000 +113 1838026.875 +114 2141978.000 +115 1425439.125 +116 1425439.125 +117 1318500.375 +118 2525024.750 +119 2525024.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do ICMS,HWES,1.1983017921447754,"108 1329915.875 +109 1304158.625 +110 1315784.625 +111 1317527.500 +112 1379511.000 +113 1331895.625 +114 1263643.875 +115 1379512.625 +116 1377149.125 +117 1381213.875 +118 1319557.250 +119 1375246.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do IPVA,AR,1.7749481201171875,"108 324923.187500 +109 119725.312500 +110 373722.562500 +111 342928.531250 +112 326509.781250 +113 115849.070312 +114 52900.273438 +115 52905.308594 +116 40901.011719 +117 21077.207031 +118 18600.335938 +119 317941.750000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do ITR,XGBoost,2.1850218772888184,"83 56.298130 +84 534.863708 +85 1517.067505 +86 3330.030273 +87 847.767212 +88 2775.421143 +89 4351.436035 +90 10712.604492 +91 3338.755371 +92 3385.250488 +93 8229.531250 +94 7681.500488 +Name: Valor, dtype: float64" +Prefeitura Municipal de Arroio do Tigre - RS,Transferencias LC 61_1989,AR,0.7452948093414307,"48 7387.909180 +49 8501.703125 +50 8816.327148 +51 9054.123047 +52 9016.861328 +53 9028.136719 +54 9894.547852 +55 8816.317383 +56 9225.072266 +57 8930.798828 +58 8816.374023 +59 10407.423828 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,IPTU,SARIMAX,1.6084260940551758,"94 14674.244141 +95 11878.803711 +96 58900.710938 +97 58903.417969 +98 14674.244141 +99 24577.015625 +100 24574.298828 +101 21123.414062 +102 16059.724609 +103 22987.542969 +104 10009.202148 +105 22987.542969 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,ISS,HWES,1.537492275238037,"96 75341.046875 +97 65600.695312 +98 74626.367188 +99 67208.859375 +100 67190.648438 +101 70095.093750 +102 86278.343750 +103 86278.343750 +104 86278.343750 +105 74347.109375 +106 71047.304688 +107 73640.695312 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,ITBI,XGBoost,1.8420848846435547,"95 23278.740234 +96 23278.740234 +97 23030.052734 +98 17976.265625 +99 17976.017578 +100 19562.123047 +101 18215.554688 +102 15576.760742 +103 28433.041016 +104 19562.123047 +105 17647.570312 +106 30413.900391 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,IRRF,XGBoost,1.93365478515625,"96 71368.523438 +97 75345.476562 +98 71368.523438 +99 74245.953125 +100 74245.953125 +101 74245.953125 +102 74245.953125 +103 74245.953125 +104 74245.953125 +105 74245.953125 +106 71368.523438 +107 71368.523438 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,Cota-Parte do FPM,SARIMAX,2.357807159423828,"96 1387902.625 +97 1811506.500 +98 1074802.500 +99 1387902.625 +100 1784928.375 +101 1387902.625 +102 1811506.500 +103 1387902.625 +104 1341066.625 +105 1046408.875 +106 1810984.625 +107 1811506.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,Cota-Parte do ICMS,HWES,1.1670706272125244,"96 560154.4375 +97 669697.4375 +98 670027.8750 +99 671077.5000 +100 678916.3750 +101 671077.5000 +102 647740.4375 +103 668811.8125 +104 647740.4375 +105 650122.3750 +106 529782.2500 +107 670316.3125 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,Cota-Parte do IPVA,HWES,1.2073490619659424,"96 148648.171875 +97 52729.281250 +98 43778.714844 +99 145934.390625 +100 148310.109375 +101 38882.738281 +102 39661.246094 +103 15603.622070 +104 14373.622070 +105 14373.622070 +106 12200.487305 +107 148648.171875 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,Cota-Parte do ITR,XGBoost,3.0317766666412354,"95 10022.848633 +96 2378.450439 +97 1387.606445 +98 1557.493530 +99 4334.659668 +100 3890.450684 +101 3890.479492 +102 3979.032715 +103 4972.660645 +104 4961.923828 +105 120562.632812 +106 4406.487305 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,Transferencias LC 61_1989,AR,1.680281639099121,"96 3327.621338 +97 4355.037598 +98 4456.758301 +99 3387.452881 +100 4064.489990 +101 3971.873291 +102 3993.192627 +103 3600.609375 +104 3961.436523 +105 3321.015137 +106 3695.559326 +107 3600.609375 +Name: Valor, dtype: float64" +Prefeitura Municipal de General Câmara - RS,Transferencias LC 61_1989,Linear Regression,1.680281639099121,"383190 7841.458415 +383199 9713.652131 +383208 11923.445484 +383217 7984.673233 +383226 6115.268041 +383235 5676.304974 +383244 6898.172578 +383253 1188.417083 +383262 7273.999700 +383271 7803.830992 +383280 5427.161548 +383288 3869.129751 +Name: y, dtype: float64" +Prefeitura Municipal de Sertão - RS,IPTU,XGBoost,1.6356472969055176,"94 16661.310547 +95 24523.343750 +96 145825.671875 +97 183935.843750 +98 184459.296875 +99 184843.640625 +100 184459.296875 +101 447240.250000 +102 147904.437500 +103 161796.921875 +104 183136.343750 +105 183136.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão - RS,ISS,XGBoost,1.2648301124572754,"96 165401.109375 +97 164607.140625 +98 164813.046875 +99 164882.781250 +100 164607.140625 +101 164607.140625 +102 164607.140625 +103 164602.859375 +104 164602.859375 +105 164607.140625 +106 164607.140625 +107 165401.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão - RS,ITBI,HWES,1.232936143875122,"96 215959.65625 +97 378371.03125 +98 381752.00000 +99 381944.59375 +100 379456.09375 +101 381529.84375 +102 379456.09375 +103 379456.84375 +104 378405.12500 +105 381752.00000 +106 378385.78125 +107 379456.09375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão - RS,IRRF,XGBoost,1.3234403133392334,"96 96914.367188 +97 102308.070312 +98 102819.140625 +99 100311.437500 +100 255890.828125 +101 255959.640625 +102 255857.453125 +103 278403.937500 +104 254435.937500 +105 278403.937500 +106 278639.937500 +107 278639.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão - RS,Cota-Parte do FPM,SARIMAX,0.884052038192749,"96 1.356826e+06 +97 1.811506e+06 +98 1.050884e+06 +99 1.356826e+06 +100 1.777706e+06 +101 1.356826e+06 +102 1.811506e+06 +103 1.356826e+06 +104 1.312351e+06 +105 1.016674e+06 +106 1.811636e+06 +107 1.811506e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão - RS,Cota-Parte do ICMS,XGBoost,1.2278246879577637,"96 8.869932e+05 +97 9.943282e+05 +98 1.096729e+06 +99 9.982539e+05 +100 1.096894e+06 +101 9.981647e+05 +102 9.981647e+05 +103 8.961997e+05 +104 9.998066e+05 +105 9.261489e+05 +106 9.180254e+05 +107 1.099199e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão - RS,Cota-Parte do IPVA,SARIMAX,1.7651190757751465,"96 409101.875000 +97 110209.742188 +98 116285.304688 +99 382778.312500 +100 412958.593750 +101 100299.015625 +102 66422.312500 +103 382778.312500 +104 28246.410156 +105 15771.477539 +106 14909.605469 +107 409101.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão - RS,Cota-Parte do ITR,SARIMAX,1.934767246246338,"93 860.227600 +94 596.415588 +95 2279.919434 +96 953.335571 +97 -858.047119 +98 3762.067627 +99 6102.803711 +100 2279.919434 +101 87577.757812 +102 250465.281250 +103 24777.386719 +104 24777.386719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sertão - RS,Cota-Parte do ITR,Linear Regression,1.934767246246338,"93 4588.613016 +94 2589.256156 +95 3869.217642 +96 2421.673963 +97 2293.143187 +98 2068.411891 +99 2497.991791 +100 4462.620337 +101 24137.682275 +102 77075.143341 +103 9842.620900 +104 9728.107719 +Name: y, dtype: float64" +Prefeitura Municipal de Sertão - RS,Transferencias LC 61_1989,XGBoost,1.3268506526947021,"96 9940.547852 +97 9644.430664 +98 7872.774902 +99 10252.102539 +100 9587.328125 +101 11262.994141 +102 9510.366211 +103 11495.385742 +104 9941.165039 +105 9950.627930 +106 11936.575195 +107 9517.215820 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,IPTU,HWES,1.5828161239624023,"107 7510.221680 +108 17151.246094 +109 6525.087402 +110 8902.330078 +111 10235.793945 +112 7155.369141 +113 11697.357422 +114 6327.936523 +115 8062.487305 +116 18355.011719 +117 6322.973633 +118 11793.708008 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,ISS,XGBoost,1.7112689018249512,"96 58370.371094 +97 50800.609375 +98 73971.328125 +99 66677.984375 +100 66677.984375 +101 54782.058594 +102 61442.347656 +103 66678.601562 +104 66465.843750 +105 65671.609375 +106 59102.218750 +107 66678.601562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,ITBI,SARIMAX,2.1922807693481445,"106 9060.281250 +107 23126.556641 +108 8933.806641 +109 32511.195312 +110 -1083.557251 +111 20363.220703 +112 21452.714844 +113 44587.007812 +114 34409.890625 +115 30201.912109 +116 -633.360229 +117 -4641.198242 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,ITBI,Linear Regression,2.1922807693481445,"106 11935.536134 +107 7915.450276 +108 8619.137902 +109 12714.580415 +110 9233.774083 +111 11152.784116 +112 9221.061083 +113 17628.050226 +114 8016.539034 +115 43219.812125 +116 16303.420226 +117 9635.218916 +Name: y, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,IRRF,XGBoost,1.171727180480957,"108 2511.141602 +109 84902.656250 +110 76457.671875 +111 79885.023438 +112 79885.023438 +113 89519.531250 +114 79885.023438 +115 79885.023438 +116 79885.023438 +117 79885.023438 +118 76323.656250 +119 88291.109375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,IRRF,Linear Regression,1.171727180480957,"406122 304.287414 +406129 56622.599050 +406136 128321.059464 +406143 73947.988889 +406150 75260.854569 +406157 66612.436312 +406164 79251.621983 +406171 76527.348624 +406178 73244.744012 +406185 72644.784728 +406192 134038.614826 +406199 69308.936241 +Name: y, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do FPM,HWES,1.3350403308868408,"108 1345037.250 +109 1893768.625 +110 1097242.875 +111 1205864.875 +112 1345037.250 +113 1344992.500 +114 1446787.375 +115 1097242.875 +116 1097242.875 +117 1025798.000 +118 1345037.250 +119 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do ICMS,HWES,1.4513468742370605,"108 897181.0625 +109 825647.3125 +110 856491.3125 +111 922502.7500 +112 924323.9375 +113 890318.5000 +114 922502.7500 +115 924317.0625 +116 922502.7500 +117 914047.6875 +118 897181.0625 +119 914047.6875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do IPVA,HWES,3.3412981033325195,"108 1152.688354 +109 9607.289062 +110 3960.819092 +111 370.310181 +112 1006.365662 +113 20579.921875 +114 16453.410156 +115 16437.091797 +116 18431.107422 +117 7556.452148 +118 4662.700195 +119 4638.814453 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do IPVA,Linear Regression,3.3412981033325195,"406125 61466.503437 +406132 27335.244853 +406139 30241.431005 +406146 52080.660732 +406153 35693.230812 +406160 21531.141581 +406167 14349.684237 +406174 13177.082078 +406181 8383.603956 +406188 5916.178004 +406195 1447.144707 +406202 1229.866542 +Name: y, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do ITR,HWES,1.7127389907836914,"40 -24496.169922 +41 -10905.161133 +42 -10289.511719 +43 2447.038818 +44 32806.285156 +45 2483.704590 +46 2483.704590 +47 2483.704590 +48 -11034.204102 +49 -10293.590820 +50 -11055.059570 +51 -10293.590820 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do ITR,Linear Regression,1.7127389907836914,"132490 47.323688 +132498 55.353319 +132506 12.263992 +132514 2189.490852 +132522 14922.485681 +132530 3110.627003 +132538 2919.870464 +172506 2732.521978 +172512 69.734956 +172520 3.268175 +172528 86.240720 +172543 -2891.765829 +Name: y, dtype: float64" +Prefeitura Municipal de Dilermando de Aguiar - RS,Transferencias LC 61_1989,XGBoost,1.2606768608093262,"34 7271.120605 +35 6203.332031 +36 7287.140137 +37 7319.625488 +38 7299.284668 +39 7303.191406 +40 7105.544922 +41 7289.574219 +42 7301.749512 +43 7271.120605 +44 7289.587402 +45 7283.017090 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,IPTU,MLP,1.430710792541504,"83 41897.647135 +84 43489.467338 +85 75407.183940 +86 154660.739849 +87 35742.169759 +88 37646.912611 +89 37446.940771 +90 39183.993151 +91 36679.622871 +92 40729.997067 +93 44898.485576 +94 52200.657735 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,ISS,SES,1.5360171794891357,"89 57551.062500 +90 55551.945312 +91 61026.187500 +92 55589.027344 +93 57655.121094 +94 57655.121094 +95 56499.253906 +96 51618.933594 +97 51476.765625 +98 51586.097656 +99 51576.253906 +100 51576.253906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,ITBI,AR,1.6510677337646484,"89 26829.919922 +90 27342.378906 +91 19005.603516 +92 19248.904297 +93 17037.535156 +94 20583.554688 +95 14936.028320 +96 17792.666016 +97 18491.496094 +98 28421.408203 +99 30541.335938 +100 39565.707031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,ITBI,Linear Regression,1.6510677337646484,"407984 17704.071610 +407993 18439.444528 +408002 9851.618646 +408011 27346.018671 +408020 30000.494556 +408029 19463.770791 +408038 74898.634723 +408047 46697.262746 +408056 94245.974022 +408065 39587.181638 +408074 19413.147114 +408083 17778.885121 +Name: y, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,IRRF,XGBoost,2.09964919090271,"88 189883.203125 +89 189934.875000 +90 189984.250000 +91 189984.250000 +92 189984.250000 +93 189984.250000 +94 189841.625000 +95 189984.250000 +96 189984.250000 +97 189984.250000 +98 189984.250000 +99 189960.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do FPM,XGBoost,1.934096097946167,"89 1163277.125 +90 1666653.125 +91 1163276.625 +92 1652520.750 +93 1668852.500 +94 1717872.750 +95 1734288.250 +96 1342622.000 +97 1342622.500 +98 1342622.000 +99 1624082.250 +100 1810301.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do ICMS,MLP,1.7957658767700195,"89 829959.523452 +90 848403.121102 +91 873280.015919 +92 888400.081068 +93 891307.403173 +94 889310.777182 +95 898973.047718 +96 905091.602440 +97 908394.200965 +98 912701.442941 +99 917126.314355 +100 913106.801638 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do IPVA,MLP,1.270991563796997,"89 109433.169857 +90 75871.436882 +91 82180.281266 +92 84129.407587 +93 78811.182136 +94 71755.960289 +95 71112.251203 +96 70372.352957 +97 70843.336815 +98 71763.403961 +99 71697.689426 +100 120157.260241 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do ITR,AR,1.4650208950042725,"88 310.589905 +89 215.010178 +90 254.608902 +91 254.845230 +92 254.608902 +93 254.608902 +94 260.891846 +95 270.123260 +96 1917.791870 +97 1917.173218 +98 2342.904785 +99 2586.406494 +Name: Valor, dtype: float64" +Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do ITR,Linear Regression,1.4650208950042725,"407989 176.873992 +407998 122.239206 +408007 45.321399 +408016 48.985682 +408025 35.855334 +408034 39.407117 +408043 92.314226 +408052 412.280089 +408061 9466.049201 +408070 10739.283194 +408079 203.560582 +408088 187.272200 +Name: y, dtype: float64" +Prefeitura Municipal de Gentil - RS,IPTU,MLP,3.386310577392578,"98 5748.664148 +99 7423.708427 +100 8406.876193 +101 9544.357644 +102 11000.969748 +103 12263.189113 +104 14124.749100 +105 16168.294459 +106 25882.363987 +107 64619.514932 +108 25104.928039 +109 27274.043455 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gentil - RS,ISS,MLP,2.0803940296173096,"108 7280.340289 +109 9502.645265 +110 8941.728256 +111 8204.765078 +112 10162.703106 +113 10695.985914 +114 8364.227020 +115 10650.856914 +116 9858.263422 +117 9182.770490 +118 8783.575906 +119 11542.515333 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gentil - RS,ISS,Linear Regression,2.0803940296173096,"425237 969.746554 +425245 14038.088048 +425254 10912.203991 +425262 6599.198231 +425271 18312.980793 +425280 21947.516055 +425289 8508.208519 +425298 22285.522311 +425307 18120.697978 +425315 14491.164100 +425324 12375.151553 +425333 29164.437422 +Name: y, dtype: float64" +Prefeitura Municipal de Gentil - RS,ITBI,XGBoost,1.9998338222503662,"103 33850.347656 +104 25122.076172 +105 24731.023438 +106 32259.597656 +107 24149.306641 +108 19099.898438 +109 26434.908203 +110 20351.445312 +111 19923.398438 +112 33175.191406 +113 35729.816406 +114 30221.533203 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gentil - RS,IRRF,XGBoost,1.9643523693084717,"107 46307.398438 +108 67365.617188 +109 47631.511719 +110 45681.207031 +111 45177.281250 +112 45176.816406 +113 45176.816406 +114 45176.816406 +115 45681.207031 +116 46311.890625 +117 45176.816406 +118 47631.511719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gentil - RS,Cota-Parte do FPM,HWES,1.1913871765136719,"108 7.961801e+05 +109 1.893769e+06 +110 8.132006e+05 +111 1.003287e+06 +112 1.176690e+06 +113 1.301521e+06 +114 1.147667e+06 +115 8.134416e+05 +116 7.988525e+05 +117 8.263665e+05 +118 1.176024e+06 +119 2.018682e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gentil - RS,Cota-Parte do FPM,Linear Regression,1.1913871765136719,"425240 7.171524e+05 +425248 2.031478e+06 +425257 9.612633e+05 +425265 1.099024e+06 +425274 1.221741e+06 +425283 1.141097e+06 +425292 1.432439e+06 +425301 9.734062e+05 +425310 9.922891e+05 +425318 9.216009e+05 +425327 1.195744e+06 +425336 1.898926e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Gentil - RS,Cota-Parte do ICMS,HWES,1.2164926528930664,"107 844217.1250 +108 811068.6250 +109 835025.7500 +110 844154.0625 +111 823822.9375 +112 840813.4375 +113 844154.0625 +114 823822.9375 +115 825225.8750 +116 835158.1250 +117 844154.0625 +118 830880.8750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gentil - RS,Cota-Parte do IPVA,SARIMAX,0.8890368938446045,"65 42712.222656 +66 43200.753906 +67 67887.445312 +68 82907.335938 +69 82995.695312 +70 83735.093750 +71 68035.812500 +72 55211.414062 +73 94830.648438 +74 111878.757812 +75 77425.148438 +76 111556.484375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gentil - RS,Cota-Parte do ITR,MLP,1.9762530326843262,"85 36507.035199 +86 44269.449946 +87 53527.156804 +88 65101.215753 +89 107048.934124 +90 101113.142802 +91 112597.083891 +92 137613.913181 +93 165630.668829 +94 321249.154981 +95 235671.899152 +96 284351.471599 +Name: Valor, dtype: float64" +Prefeitura Municipal de Gentil - RS,Transferencias LC 61_1989,XGBoost,1.5035438537597656,"106 5292.377441 +107 5825.233398 +108 5870.732422 +109 5224.594238 +110 5372.073242 +111 5493.303223 +112 6344.281250 +113 6425.777832 +114 5920.790039 +115 6477.402832 +116 6254.817383 +117 6250.522949 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,IPTU,MLP,3.5066888332366943,"108 41959.250031 +109 39681.934709 +110 264181.075618 +111 45040.951117 +112 28246.694309 +113 36811.936541 +114 34776.658398 +115 47721.231398 +116 29535.956656 +117 43346.860856 +118 25177.841286 +119 36766.717626 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,ISS,HWES,2.5945017337799072,"108 30952.279297 +109 31261.226562 +110 32953.804688 +111 31204.814453 +112 33584.972656 +113 33584.972656 +114 31440.800781 +115 33127.039062 +116 31440.800781 +117 33247.792969 +118 33581.179688 +119 33199.996094 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,ITBI,HWES,1.8633403778076172,"107 24702.873047 +108 21392.789062 +109 21529.431641 +110 18122.126953 +111 18795.666016 +112 42906.894531 +113 42458.011719 +114 42027.328125 +115 22274.679688 +116 20902.398438 +117 20731.037109 +118 21439.990234 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,IRRF,SARIMAX,1.1779088973999023,"108 132083.65625 +109 132083.65625 +110 132083.65625 +111 132083.65625 +112 132083.65625 +113 132083.65625 +114 132083.65625 +115 132083.65625 +116 132083.65625 +117 132083.65625 +118 132083.65625 +119 132083.65625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,Cota-Parte do FPM,HWES,1.2343969345092773,"108 1.313358e+06 +109 1.893769e+06 +110 1.073744e+06 +111 1.150791e+06 +112 1.313358e+06 +113 1.243625e+06 +114 1.313358e+06 +115 1.073744e+06 +116 1.060767e+06 +117 9.590602e+05 +118 1.313358e+06 +119 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,Cota-Parte do ICMS,HWES,1.2184133529663086,"108 801146.3125 +109 771322.8750 +110 802189.5625 +111 791585.3750 +112 860758.4375 +113 852321.1875 +114 760490.3750 +115 845692.6875 +116 863243.3125 +117 860758.4375 +118 802618.7500 +119 848525.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,Cota-Parte do IPVA,AR,1.78165602684021,"107 165468.609375 +108 101700.906250 +109 123761.343750 +110 133268.750000 +111 123780.507812 +112 46208.031250 +113 46208.031250 +114 29941.421875 +115 18284.142578 +116 2469.261230 +117 2469.261230 +118 133327.687500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,Cota-Parte do ITR,SARIMAX,2.125842332839966,"102 9882.562500 +103 9948.808594 +104 9844.353516 +105 9929.589844 +106 9882.562500 +107 9778.632812 +108 9948.875977 +109 10215.071289 +110 16308.656250 +111 17040.070312 +112 10244.062500 +113 14589.466797 +Name: Valor, dtype: float64" +Prefeitura Municipal de Segredo - RS,Transferencias LC 61_1989,AR,1.2691888809204102,"60 4642.393555 +61 5119.560547 +62 5380.233887 +63 5626.565430 +64 5465.477051 +65 5516.768555 +66 5523.993652 +67 5465.477051 +68 5626.320801 +69 5502.430664 +70 5477.728516 +71 6389.096680 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,IPTU,XGBoost,2.827657699584961,"105 10021.595703 +106 8506.244141 +107 5793.907227 +108 -1140.765381 +109 -732.638306 +110 -7020.741211 +111 6861.721680 +112 -971.475769 +113 -732.514465 +114 -971.475769 +115 7122.372559 +116 7122.372559 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,IPTU,Linear Regression,2.827657699584961,"430685 44891.984318 +430694 160340.942955 +430703 94499.971301 +430712 9612.158070 +430720 3880.294121 +430729 10867.198686 +430738 1488.564832 +430747 9203.165256 +430755 3800.460977 +430764 9227.748998 +430773 2114.607341 +430782 2034.080645 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,ISS,AR,1.9179177284240723,"108 14721.017578 +109 17224.964844 +110 16404.169922 +111 15179.958008 +112 16408.908203 +113 15900.657227 +114 16051.772461 +115 15546.669922 +116 16535.552734 +117 16535.552734 +118 15192.232422 +119 16535.552734 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,ITBI,XGBoost,1.9596118927001953,"107 8001.711426 +108 9327.798828 +109 7731.477539 +110 4211.342773 +111 5169.995117 +112 6859.787598 +113 7886.900391 +114 3536.251953 +115 9891.728516 +116 359.046875 +117 -26.616671 +118 463.457733 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,ITBI,Linear Regression,1.9596118927001953,"430687 20197.908357 +430696 4940.565213 +430705 18169.593165 +430714 14662.268365 +430722 12603.356780 +430731 28298.867868 +430740 47443.131726 +430749 18793.584044 +430757 42724.189735 +430766 12156.875143 +430775 13287.675220 +430784 10421.896606 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,IRRF,XGBoost,1.7788491249084473,"108 35659.394531 +109 17674.005859 +110 35659.394531 +111 35424.722656 +112 36718.996094 +113 36718.996094 +114 36718.996094 +115 41933.355469 +116 41933.355469 +117 41933.355469 +118 41933.355469 +119 55882.167969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,IRRF,Linear Regression,1.7788491249084473,"430688 40714.850519 +430697 7039.845598 +430706 71936.744278 +430715 38299.420151 +430723 33637.539549 +430732 35577.875977 +430741 66039.843830 +430750 33936.409810 +430758 36306.826082 +430767 34182.986527 +430776 33606.016218 +430785 32007.481740 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do FPM,AR,1.307286262512207,"108 9.361476e+05 +109 1.234870e+06 +110 1.106924e+06 +111 1.228430e+06 +112 1.025614e+06 +113 1.323115e+06 +114 1.235394e+06 +115 1.025614e+06 +116 1.110519e+06 +117 1.094666e+06 +118 1.033482e+06 +119 1.026892e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do FPM,Linear Regression,1.307286262512207,"430689 1.167113e+06 +430698 1.557766e+06 +430707 9.529567e+05 +430716 1.089527e+06 +430724 1.211184e+06 +430733 1.131237e+06 +430742 1.882517e+06 +430751 1.422067e+06 +430759 9.649947e+05 +430768 9.837144e+05 +430777 9.136371e+05 +430786 1.185412e+06 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ICMS,SARIMAX,2.0892398357391357,"108 584626.1875 +109 665478.4375 +110 621546.3125 +111 586160.3125 +112 583499.3750 +113 584626.1875 +114 577968.9375 +115 585935.5625 +116 585959.5000 +117 585959.5000 +118 583274.6250 +119 585671.0000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ICMS,Linear Regression,2.0892398357391357,"108 199860.685310 +109 206339.077138 +110 223074.365269 +111 217384.769803 +112 248958.359341 +113 215963.642934 +114 281993.422257 +115 231615.461033 +116 227175.919141 +117 229657.250762 +118 246102.916379 +119 247267.791363 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do IPVA,XGBoost,1.8800225257873535,"108 3826.453369 +109 43160.226562 +110 31661.208984 +111 32256.408203 +112 44211.773438 +113 45244.605469 +114 5359.157715 +115 43014.863281 +116 43020.285156 +117 43494.367188 +118 43532.972656 +119 42370.542969 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do IPVA,Linear Regression,1.8800225257873535,"430691 124107.631926 +430700 45265.715868 +430709 69173.765819 +430718 96292.883013 +430726 48488.846146 +430735 41605.391306 +430744 210370.493789 +430753 22378.192718 +430761 13068.584959 +430770 3668.675894 +430779 2398.920312 +430788 3859.394916 +Name: y, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ITR,XGBoost,1.5180773735046387,"75 136.702713 +76 108.442612 +77 192.441498 +78 868.456482 +79 1927.627441 +80 2504.047607 +81 3513.056396 +82 4088.984375 +83 4087.608887 +84 4064.427734 +85 4088.771484 +86 4088.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vista Gaúcha - RS,Transferencias LC 61_1989,XGBoost,1.185347557067871,"48 5228.143555 +49 6251.993164 +50 6380.061035 +51 6550.925781 +52 6178.649902 +53 6565.088379 +54 6597.367188 +55 6561.010742 +56 6638.540527 +57 6446.009277 +58 6609.009766 +59 6446.009277 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,IPTU,AR,3.234381675720215,"91 2897.756836 +92 2784.883057 +93 3525.133057 +94 3891.843018 +95 4425.915527 +96 4951.976074 +97 3633.872314 +98 4263.660156 +99 3914.012451 +100 5118.662109 +101 5370.856934 +102 5733.692383 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,IPTU,Linear Regression,3.234381675720215,"383897 3545.312965 +383906 3871.503836 +383915 9683.520144 +383924 19135.147673 +383933 17927.484645 +383942 9378.738501 +383951 3777.025135 +383959 2717.071982 +383968 5938.136510 +383977 10208.730859 +383986 5511.066461 +383995 3693.680932 +Name: y, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,ISS,XGBoost,1.2212512493133545,"96 175609.671875 +97 179099.250000 +98 176779.812500 +99 176823.984375 +100 178811.453125 +101 179709.265625 +102 178811.453125 +103 177357.546875 +104 170417.796875 +105 177127.484375 +106 179130.750000 +107 178811.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,ITBI,AR,1.6088893413543701,"87 8345.756836 +88 9055.736328 +89 11923.322266 +90 13843.435547 +91 11923.322266 +92 13931.629883 +93 14476.847656 +94 11602.730469 +95 10141.210938 +96 7509.735352 +97 13888.409180 +98 14850.157227 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,ITBI,Linear Regression,1.6088893413543701,"335035 30068.243570 +383899 23141.042174 +383908 6015.491758 +383917 14124.835409 +383926 5329.256404 +383935 6834.622551 +383944 5461.477766 +383961 5119.567454 +383970 16158.634776 +383979 17612.011715 +383988 35347.490332 +383997 14012.733947 +Name: y, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,IRRF,SARIMAX,1.2379863262176514,"96 116149.773438 +97 114733.531250 +98 116116.585938 +99 116146.445312 +100 116219.835938 +101 116219.835938 +102 116219.835938 +103 116219.835938 +104 116925.093750 +105 119907.593750 +106 116925.093750 +107 119888.835938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do FPM,SARIMAX,1.621424674987793,"96 1776112.875 +97 1811506.375 +98 1328890.500 +99 1776112.875 +100 1811506.000 +101 1776112.875 +102 1811506.375 +103 1776112.875 +104 1592504.000 +105 1638833.500 +106 1811506.000 +107 1811506.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do ICMS,HWES,1.2073521614074707,"96 383003.31250 +97 553202.31250 +98 437515.00000 +99 411050.15625 +100 437515.09375 +101 409502.81250 +102 411050.15625 +103 408267.71875 +104 394290.56250 +105 353708.59375 +106 349700.06250 +107 437515.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do IPVA,HWES,2.8886358737945557,"96 98104.500000 +97 97704.359375 +98 70943.781250 +99 90192.546875 +100 71655.257812 +101 10617.907227 +102 10617.907227 +103 10617.907227 +104 9829.052734 +105 9203.675781 +106 9665.278320 +107 175235.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do ITR,MLP,2.522084951400757,"94 14775.611863 +95 12008.663234 +96 12776.318627 +97 13804.316976 +98 14700.569037 +99 16380.795259 +100 17856.591432 +101 21316.597007 +102 32271.068326 +103 96026.098056 +104 27188.746581 +105 28953.787460 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,Transferencias LC 61_1989,AR,1.5841994285583496,"96 3752.049316 +97 4396.833496 +98 4010.329590 +99 3816.276855 +100 3433.603516 +101 3568.930176 +102 3475.243896 +103 3621.563477 +104 3447.355225 +105 3714.100830 +106 4000.963867 +107 3370.847900 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mariana Pimentel - RS,Transferencias LC 61_1989,Linear Regression,1.5841994285583496,"383905 5121.123126 +383914 6325.855665 +383923 5718.970301 +383932 5199.872641 +383941 3982.453470 +383950 3696.583728 +383958 4492.311566 +383967 3131.667307 +383976 4737.053402 +383985 5082.091891 +383994 3534.346461 +384003 4565.635799 +Name: y, dtype: float64" +Prefeitura Municipal de Aratiba - RS,IPTU,SARIMAX,1.778853416442871,"92 2918.000977 +93 12446.953125 +94 70116.781250 +95 70116.781250 +96 158397.500000 +97 350088.375000 +98 54917.136719 +99 55019.062500 +100 12683.096680 +101 10341.233398 +102 12245.222656 +103 14857.897461 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,IPTU,Linear Regression,1.778853416442871,"92 1931.586759 +93 10597.994519 +94 21877.536096 +95 22276.739374 +96 40033.303114 +97 92791.225627 +98 16096.282787 +99 18889.797461 +100 6454.748618 +101 5572.991000 +102 4288.067716 +103 5008.135200 +Name: y, dtype: float64" +Prefeitura Municipal de Aratiba - RS,ISS,SARIMAX,1.1571643352508545,"96 291340.68750 +97 291365.84375 +98 290392.78125 +99 350620.59375 +100 350620.59375 +101 291365.84375 +102 350623.40625 +103 291365.84375 +104 350620.59375 +105 350620.59375 +106 291365.84375 +107 350620.59375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,ITBI,AR,1.085069179534912,"96 29130.667969 +97 14969.088867 +98 15029.680664 +99 30838.869141 +100 48643.824219 +101 31937.037109 +102 13846.721680 +103 37708.609375 +104 32150.134766 +105 31784.103516 +106 15930.396484 +107 29614.128906 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,ITBI,Linear Regression,1.085069179534912,"421580 40086.975970 +421589 56337.187024 +421598 53232.319609 +421607 21436.697722 +421616 46424.019729 +421625 27776.691808 +421634 79467.009221 +421643 43833.422323 +421652 26501.073656 +421661 19757.212653 +421670 91319.629839 +421679 34069.246517 +Name: y, dtype: float64" +Prefeitura Municipal de Aratiba - RS,IRRF,SARIMAX,1.2107493877410889,"96 261994.59375 +97 261985.65625 +98 262609.00000 +99 262609.00000 +100 262609.00000 +101 262609.00000 +102 262609.00000 +103 262609.00000 +104 262609.00000 +105 262609.00000 +106 409052.15625 +107 262609.00000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,Cota-Parte do FPM,HWES,1.2516813278198242,"96 1.206486e+06 +97 1.893784e+06 +98 1.015881e+06 +99 1.135339e+06 +100 1.206529e+06 +101 1.227338e+06 +102 1.206529e+06 +103 9.764978e+05 +104 9.962596e+05 +105 9.600147e+05 +106 1.206529e+06 +107 1.893784e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,Cota-Parte do ICMS,HWES,1.8634686470031738,"96 4992785.5 +97 4739383.0 +98 4662050.0 +99 4946415.0 +100 4966777.5 +101 4901646.0 +102 4946598.0 +103 4946306.5 +104 4946306.5 +105 4965087.5 +106 4901652.0 +107 4974725.0 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,Cota-Parte do IPVA,SARIMAX,1.6988880634307861,"96 325181.250000 +97 70007.382812 +98 102694.179688 +99 198508.000000 +100 192388.453125 +101 67711.273438 +102 27582.962891 +103 25769.462891 +104 26565.449219 +105 23976.949219 +106 11595.509766 +107 325187.843750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,Cota-Parte do ITR,XGBoost,3.270094394683838,"94 130.811935 +95 139.384705 +96 94.526367 +97 27.710548 +98 51.904835 +99 122.299828 +100 154.584351 +101 72.818329 +102 74369.835938 +103 64487.671875 +104 999.789673 +105 1890.649536 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,Transferencias LC 61_1989,XGBoost,1.3675971031188965,"96 38374.281250 +97 34025.203125 +98 35825.796875 +99 41240.617188 +100 35566.628906 +101 40760.058594 +102 38904.976562 +103 34702.324219 +104 35078.613281 +105 25283.480469 +106 34955.886719 +107 42273.285156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Aratiba - RS,Transferencias LC 61_1989,Linear Regression,1.3675971031188965,"421586 58105.775792 +421595 31546.430433 +421604 39727.132178 +421613 46999.392417 +421622 43374.391152 +421631 49161.710053 +421640 50708.834653 +421649 42301.116845 +421658 45030.603680 +421667 74652.282946 +421676 39840.608773 +421685 52494.783221 +Name: y, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,IPTU,SES,1.906466007232666,"77 1342.041870 +78 2875.472900 +79 2168.480957 +80 1983.823608 +81 2356.236816 +82 804.650513 +83 -677.679504 +84 -98.243217 +85 563.533142 +86 -88.296082 +87 99.369537 +88 482.284424 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,IPTU,Linear Regression,1.906466007232666,"365383 1592.189784 +427332 158.889385 +427340 1469.892192 +427348 1753.202956 +427356 1116.891064 +427364 92902.859226 +427372 15617.500088 +427380 6529.691072 +427388 1247.068716 +427396 6728.456575 +427404 640.803178 +427412 1414.337193 +Name: y, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,ISS,XGBoost,2.071227788925171,"96 17346.191406 +97 17733.259766 +98 17519.316406 +99 20777.962891 +100 17732.779297 +101 18430.984375 +102 17733.259766 +103 17686.800781 +104 18429.818359 +105 18478.220703 +106 17810.695312 +107 17754.912109 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,ITBI,SES,2.0128371715545654,"95 5847.475098 +96 5123.153320 +97 7210.432129 +98 7014.533203 +99 6051.156738 +100 5849.713867 +101 9106.382812 +102 6359.514160 +103 14588.262695 +104 5222.783203 +105 6865.012207 +106 10759.297852 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,ITBI,Linear Regression,2.0128371715545654,"427334 2811.604798 +427342 7694.810086 +427350 19995.383205 +427358 28856.914127 +427366 58100.882537 +427374 3760.948380 +427382 10843.974903 +427390 70335.410540 +427398 63477.482658 +427406 9098.026963 +427414 4195.052112 +427421 13555.729334 +Name: y, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,IRRF,XGBoost,3.0273032188415527,"96 128249.242188 +97 128249.242188 +98 128249.242188 +99 128249.242188 +100 128249.242188 +101 128249.242188 +102 128249.242188 +103 128249.242188 +104 128249.242188 +105 128249.242188 +106 128249.242188 +107 128249.242188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do FPM,HWES,1.4371051788330078,"96 1247516.625 +97 1893895.625 +98 1046878.000 +99 1135481.625 +100 1247635.125 +101 1241441.375 +102 1247635.125 +103 1046878.000 +104 1046878.000 +105 964521.625 +106 1247635.125 +107 1893895.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do ICMS,HWES,1.2051634788513184,"96 614531.81250 +97 483192.71875 +98 549672.43750 +99 584825.68750 +100 574380.37500 +101 579454.56250 +102 584825.68750 +103 434326.90625 +104 584866.68750 +105 574380.37500 +106 585431.31250 +107 574380.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do IPVA,SARIMAX,2.157566785812378,"93 90308.046875 +94 204759.546875 +95 204749.453125 +96 204757.250000 +97 204759.546875 +98 203814.578125 +99 203878.687500 +100 204757.250000 +101 204656.656250 +102 202584.953125 +103 205381.765625 +104 204086.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do ITR,XGBoost,1.5939853191375732,"85 877.421570 +86 875.847290 +87 927.251953 +88 890.700500 +89 4945.302734 +90 4561.742188 +91 7154.020508 +92 4103.006348 +93 4206.083984 +94 4218.175293 +95 4145.724121 +96 4149.649414 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,Transferencias LC 61_1989,XGBoost,1.3285441398620605,"60 4244.966309 +61 4723.358887 +62 4088.667480 +63 919.105713 +64 891.271118 +65 905.048645 +66 877.335876 +67 891.271118 +68 969.743591 +69 930.957336 +70 891.271118 +71 878.353821 +Name: Valor, dtype: float64" +Prefeitura Municipal de Rio dos Índios - RS,Transferencias LC 61_1989,Linear Regression,1.3285441398620605,"365295 5131.207250 +365304 6375.705550 +365313 5764.041763 +365322 5240.800716 +365331 3605.050491 +365340 4134.502919 +365349 4527.727743 +365358 3156.346009 +365366 4774.394341 +365374 5122.155762 +365382 3562.210395 +365391 4601.603061 +Name: y, dtype: float64" +Prefeitura Municipal de Planalto - RS,IPTU,HWES,1.2289273738861084,"86 60886.074219 +87 59674.566406 +88 226162.375000 +89 809141.875000 +90 108923.656250 +91 107400.328125 +92 114618.921875 +93 111650.937500 +94 124823.156250 +95 60894.515625 +96 62380.699219 +97 73178.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Planalto - RS,ISS,XGBoost,1.2507290840148926,"96 131029.562500 +97 146056.500000 +98 135229.343750 +99 89606.796875 +100 89554.312500 +101 83542.148438 +102 133464.609375 +103 137011.421875 +104 84541.031250 +105 96400.140625 +106 90505.250000 +107 89838.101562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Planalto - RS,ITBI,HWES,1.0189919471740723,"96 49045.921875 +97 43923.773438 +98 37099.433594 +99 47226.675781 +100 49068.734375 +101 47655.570312 +102 48877.847656 +103 47437.253906 +104 48564.246094 +105 48008.683594 +106 48265.921875 +107 48265.921875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Planalto - RS,ITBI,Linear Regression,1.0189919471740723,"412909 89336.252014 +412918 16509.269859 +412927 77447.095118 +412936 37238.954570 +412945 63915.948585 +412954 105166.531601 +412963 90624.297800 +412972 35426.658781 +412981 43817.836544 +412990 52052.362438 +412999 61641.008438 +413008 64131.922109 +Name: y, dtype: float64" +Prefeitura Municipal de Planalto - RS,IRRF,MLP,1.4129507541656494,"95 84008.198185 +96 78003.947125 +97 80217.680863 +98 79402.804986 +99 77951.743901 +100 77653.605713 +101 78385.841691 +102 77333.796599 +103 79228.487191 +104 80837.337037 +105 80120.688930 +106 101505.955065 +Name: Valor, dtype: float64" +Prefeitura Municipal de Planalto - RS,IRRF,Linear Regression,1.4129507541656494,"412910 104760.418815 +412919 74148.584997 +412928 85302.024071 +412937 81056.393964 +412946 73318.224694 +412955 71300.851883 +412964 74586.543336 +412973 68667.775842 +412982 77917.019738 +412991 86029.911591 +413000 82301.411329 +413009 193973.115810 +Name: y, dtype: float64" +Prefeitura Municipal de Planalto - RS,Cota-Parte do FPM,HWES,2.6341583728790283,"96 1727604.625 +97 2525025.250 +98 1406879.125 +99 1572055.625 +100 1731238.000 +101 1802357.500 +102 1731238.000 +103 1406879.125 +104 1406879.125 +105 1299110.750 +106 1731238.000 +107 2525025.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Planalto - RS,Cota-Parte do ICMS,HWES,1.3299102783203125,"96 873880.0000 +97 773523.0625 +98 774037.3125 +99 853771.8125 +100 922104.8750 +101 876330.6875 +102 853771.8125 +103 893913.1250 +104 871909.0000 +105 912262.9375 +106 862394.6250 +107 912262.9375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Planalto - RS,Cota-Parte do IPVA,XGBoost,1.666128396987915,"96 245117.359375 +97 142526.421875 +98 134509.187500 +99 245117.359375 +100 227283.265625 +101 86906.164062 +102 54433.859375 +103 71746.976562 +104 40357.492188 +105 30132.386719 +106 28857.880859 +107 227283.265625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Planalto - RS,Cota-Parte do ITR,SARIMAX,1.4812510013580322,"83 195.681686 +84 307.269409 +85 278.101929 +86 266.170868 +87 2270.109375 +88 79.903908 +89 24.854271 +90 45.792324 +91 211.267120 +92 2908.607422 +93 2910.422852 +94 -7.016177 +Name: Valor, dtype: float64" +Prefeitura Municipal de Planalto - RS,Transferencias LC 61_1989,AR,1.211977481842041,"48 7731.603516 +49 7587.655762 +50 7551.438965 +51 7665.182617 +52 7619.480957 +53 7683.792480 +54 7692.057129 +55 7463.785645 +56 7654.388672 +57 7646.715332 +58 7494.467773 +59 7650.741699 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,IPTU,AR,1.366431474685669,"85 478.317810 +86 1491.528809 +87 274.201599 +88 940.667908 +89 814.987366 +90 869.653320 +91 1972.598755 +92 2504.943359 +93 1088.250000 +94 440.726044 +95 585.038818 +96 953.421692 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,IPTU,Linear Regression,1.366431474685669,"377420 4050.092656 +433375 365.016655 +433384 3646.364417 +433393 1557.003514 +433402 1082.497071 +433411 2026.502838 +433420 20194.542646 +433427 18318.896825 +433436 2790.731965 +433445 1079.689340 +433454 1399.501536 +433463 671.129466 +Name: y, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,ISS,HWES,1.94962477684021,"95 52880.550781 +96 52452.957031 +97 52373.589844 +98 52373.812500 +99 58019.425781 +100 52373.589844 +101 58020.058594 +102 58019.425781 +103 52373.980469 +104 52373.980469 +105 52374.679688 +106 58020.058594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,ITBI,XGBoost,2.375203847885132,"83 2011.375732 +84 2027.685669 +85 6728.873047 +86 2517.130371 +87 1816.286743 +88 4862.652832 +89 4721.299805 +90 4651.690430 +91 4913.161621 +92 4888.102539 +93 4910.326660 +94 8099.978516 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,ITBI,Linear Regression,2.375203847885132,"377422 6008.038409 +433368 5519.796056 +433377 1849.639874 +433386 939.644489 +433395 12677.326291 +433404 7972.692282 +433413 1932.911376 +433429 875.896725 +433438 3905.448319 +433447 5808.605483 +433456 4385.343376 +433465 1576.614106 +Name: y, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,IRRF,SARIMAX,1.5051288604736328,"96 124760.781250 +97 129323.851562 +98 134224.375000 +99 134200.656250 +100 134200.656250 +101 131992.640625 +102 134200.656250 +103 131992.640625 +104 134200.656250 +105 131988.765625 +106 134200.656250 +107 134224.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do FPM,HWES,2.6452839374542236,"96 1211046.125 +97 1893869.250 +98 1111671.875 +99 1137739.500 +100 1213290.500 +101 1243005.250 +102 1214039.000 +103 1111671.875 +104 1118395.500 +105 942145.250 +106 1213290.500 +107 1893869.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do ICMS,SES,1.2731523513793945,"95 333206.68750 +96 333633.34375 +97 331728.15625 +98 342683.00000 +99 361190.93750 +100 350620.71875 +101 355899.21875 +102 359822.34375 +103 359822.34375 +104 349667.18750 +105 350620.34375 +106 349667.18750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do IPVA,AR,1.9909005165100098,"94 58805.261719 +95 41396.144531 +96 41396.144531 +97 62415.003906 +98 62415.003906 +99 25626.445312 +100 22688.746094 +101 19944.517578 +102 25626.445312 +103 20252.339844 +104 16367.283203 +105 58579.582031 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do ITR,XGBoost,1.2202141284942627,"70 110.214798 +71 110.362732 +72 84.977165 +73 261.391327 +74 130.303818 +75 86.618431 +76 117.078194 +77 92.952583 +78 216.671234 +79 200.501114 +80 47.483273 +81 238.060226 +Name: Valor, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do ITR,Linear Regression,1.2202141284942627,"377427 213.019820 +433373 230.801027 +433382 17.838720 +433391 307.399208 +433400 107.022737 +433409 33.779501 +433418 82.100291 +433434 45.282168 +433443 688.520931 +433452 703.378543 +433461 203.156282 +433470 326.196484 +Name: y, dtype: float64" +Prefeitura Municipal de Dom Pedro de Alcântara - RS,Transferencias LC 61_1989,AR,1.3651576042175293,"95 2901.165527 +96 2829.933350 +97 2887.489746 +98 2899.113525 +99 2444.233154 +100 2644.457275 +101 2665.591797 +102 2440.729248 +103 2588.020996 +104 2883.787354 +105 2887.489746 +106 2764.215088 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,IPTU,XGBoost,1.7977747917175293,"69 -258.970123 +70 -133.903290 +71 57397.734375 +72 6086.111816 +73 4460.836914 +74 696.960266 +75 648.517273 +76 197.256561 +77 453.829803 +78 -307.545074 +79 -654.988159 +80 -307.545074 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,IPTU,Linear Regression,1.7977747917175293,"344666 242.485854 +344671 636.432966 +344678 75361.955103 +344686 22837.895358 +344692 9453.927758 +344700 796.000027 +344707 1019.712536 +344715 477.834524 +344723 2395.417655 +344731 398.254913 +344739 107.937175 +344745 374.256129 +Name: y, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,ISS,XGBoost,2.684084415435791,"84 7424.002441 +85 6045.396973 +86 6045.396973 +87 6045.396973 +88 6155.309082 +89 6691.145020 +90 6676.825684 +91 6671.430664 +92 6547.010254 +93 6873.722656 +94 6671.430664 +95 6805.352539 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,ITBI,AR,1.4665021896362305,"65 2455.778320 +66 4577.599121 +67 3744.708252 +68 5196.615723 +69 2464.260254 +70 3000.044189 +71 4716.282715 +72 782.010925 +73 782.010925 +74 3354.560547 +75 1569.679688 +76 510.730988 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,ITBI,Linear Regression,1.4665021896362305,"295128 2453.427779 +295134 20426.291262 +344673 484.563382 +344680 8253.051896 +344694 4688.815004 +344702 1619.664716 +344709 19288.596453 +344717 334.409012 +344725 301.338271 +344733 5043.264508 +344741 1565.358912 +344747 2829.245949 +Name: y, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,IRRF,Prophet,1.9480085372924805,"81 456136.65625 +82 452301.81250 +83 456098.96875 +84 452815.31250 +85 456098.96875 +86 452478.15625 +87 452702.28125 +88 452815.31250 +89 456098.96875 +90 452478.15625 +91 456323.37500 +92 455865.50000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do FPM,XGBoost,1.1237595081329346,"84 1247598.875 +85 1247741.375 +86 1241424.625 +87 1247598.875 +88 1241424.625 +89 1247741.375 +90 1206065.750 +91 1247741.375 +92 1206065.750 +93 1206065.750 +94 1241424.625 +95 1241424.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do ICMS,XGBoost,1.1885600090026855,"84 212415.812500 +85 274814.906250 +86 274804.156250 +87 274818.031250 +88 275064.562500 +89 274804.250000 +90 274687.250000 +91 273642.437500 +92 273604.187500 +93 272152.625000 +94 246482.703125 +95 274095.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do IPVA,XGBoost,3.306912660598755,"81 52582.742188 +82 52490.890625 +83 54291.679688 +84 55062.359375 +85 52143.312500 +86 54744.863281 +87 54776.234375 +88 58556.144531 +89 54712.222656 +90 58502.605469 +91 58541.281250 +92 52490.472656 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do ITR,SES,1.276871681213379,"49 43.730343 +50 160.834747 +51 544.427246 +52 557.226929 +53 404.794128 +54 110.688339 +55 109.331688 +56 404.906097 +57 404.794128 +58 411.845520 +59 409.587189 +60 32.394871 +Name: Valor, dtype: float64" +Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do ITR,Linear Regression,1.276871681213379,"295095 40.503667 +295103 15.112763 +295125 465.288819 +295139 1193.997609 +295146 98.547557 +344685 22.606226 +344699 16.237189 +344714 209.922494 +344722 77.077935 +344730 272.342306 +344738 1520.093128 +344752 42.894593 +Name: y, dtype: float64" +Prefeitura Municipal de Estação - RS,IPTU,SES,1.7091279029846191,"86 46195.824219 +87 23752.708984 +88 42076.824219 +89 4978.690430 +90 14427.333008 +91 6274.481445 +92 18376.382812 +93 72509.523438 +94 18364.042969 +95 866.298401 +96 1435.682861 +97 7255.201660 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estação - RS,IPTU,Linear Regression,1.7091279029846191,"411572 7640.195973 +411580 66084.964194 +411588 404783.483606 +411596 45475.254759 +411603 46434.000402 +411610 36573.313920 +411618 55609.341883 +411625 27509.571309 +411633 92455.810028 +411641 16018.460897 +411649 9101.681488 +411657 22199.209041 +Name: y, dtype: float64" +Prefeitura Municipal de Estação - RS,ISS,XGBoost,1.2216637134552002,"88 91152.484375 +89 91227.664062 +90 91227.664062 +91 91227.671875 +92 91227.671875 +93 91227.671875 +94 91227.671875 +95 91693.289062 +96 91306.781250 +97 91306.781250 +98 91306.554688 +99 91306.554688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estação - RS,ISS,Linear Regression,1.2216637134552002,"411573 82643.861384 +411581 75580.891949 +411589 88324.388242 +411597 84983.909685 +411604 75982.802121 +411611 79593.234511 +411619 118225.204410 +411626 109875.155178 +411634 102542.042091 +411642 89767.993395 +411650 74414.379426 +411658 75227.649393 +Name: y, dtype: float64" +Prefeitura Municipal de Estação - RS,ITBI,MLP,1.018232822418213,"78 28485.284476 +79 27975.580381 +80 31958.638987 +81 44640.401242 +82 30037.772772 +83 35017.038862 +84 32916.855699 +85 30453.692908 +86 28642.260417 +87 33716.238657 +88 28898.441158 +89 29702.431338 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estação - RS,ITBI,Linear Regression,1.018232822418213,"411574 10496.173209 +411582 6107.530777 +411590 31879.453720 +411598 117527.840240 +411605 22509.252148 +411612 55737.224881 +411620 42558.795841 +411627 26367.690214 +411635 13886.304807 +411643 47389.214160 +411651 15491.944433 +411659 20211.496286 +Name: y, dtype: float64" +Prefeitura Municipal de Estação - RS,IRRF,SARIMAX,1.253199577331543,"64 131589.250000 +65 131589.015625 +66 131589.015625 +67 131589.015625 +68 131589.250000 +69 131589.250000 +70 131589.250000 +71 131589.015625 +72 131589.250000 +73 131589.250000 +74 131589.250000 +75 131518.343750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estação - RS,Cota-Parte do FPM,HWES,1.3473126888275146,"88 1.259182e+06 +89 1.893769e+06 +90 1.044290e+06 +91 1.173250e+06 +92 1.052752e+06 +93 1.255472e+06 +94 1.059936e+06 +95 1.044290e+06 +96 1.044293e+06 +97 9.842562e+05 +98 1.052752e+06 +99 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estação - RS,Cota-Parte do ICMS,SES,1.177495002746582,"88 1.046304e+06 +89 7.251234e+05 +90 9.381858e+05 +91 9.303225e+05 +92 9.432071e+05 +93 9.382066e+05 +94 9.638064e+05 +95 9.773085e+05 +96 8.722728e+05 +97 1.007914e+06 +98 9.747576e+05 +99 1.058503e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estação - RS,Cota-Parte do IPVA,XGBoost,1.5978155136108398,"88 318552.437500 +89 133362.359375 +90 222627.437500 +91 197659.140625 +92 195005.828125 +93 31003.335938 +94 89175.945312 +95 12751.083008 +96 28364.365234 +97 19279.306641 +98 38595.191406 +99 218099.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estação - RS,Cota-Parte do ITR,SES,1.9646589756011963,"73 2172.277588 +74 2388.451904 +75 -45.681030 +76 -177.177277 +77 -49.485931 +78 -293.250366 +79 -177.177277 +80 -45.545708 +81 1521.668457 +82 1477.796631 +83 164.388474 +84 1610.627197 +Name: Valor, dtype: float64" +Prefeitura Municipal de Estação - RS,Cota-Parte do ITR,Linear Regression,1.9646589756011963,"375211 11030.242773 +375219 44.133041 +375227 154.424421 +411578 20.965874 +411586 117.954683 +411594 3.116437 +411616 16.126327 +411631 308.560283 +411639 1415.501543 +411647 4013.353063 +411655 66.310863 +411663 939.358547 +Name: y, dtype: float64" +Prefeitura Municipal de Estação - RS,Transferencias LC 61_1989,SES,2.054285764694214,"88 9223.807617 +89 8441.944336 +90 8835.573242 +91 9112.282227 +92 9009.876953 +93 9638.800781 +94 9593.983398 +95 8836.521484 +96 8853.792969 +97 9435.967773 +98 8854.415039 +99 9519.191406 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,IPTU,AR,1.931459903717041,"87 -22.887197 +88 7378.133789 +89 49091.851562 +90 66598.187500 +91 13643.524414 +92 7186.243164 +93 4249.211426 +94 8901.501953 +95 704.081787 +96 624.670349 +97 704.081787 +98 4249.211426 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,IPTU,Linear Regression,1.931459903717041,"415002 627.494725 +415011 11418.592653 +415020 73076.107008 +415029 50243.486787 +415038 13320.963814 +415047 10181.590693 +415056 4934.071211 +415064 8406.905521 +415073 2418.792613 +415082 1699.660339 +415091 2140.353832 +415100 4741.791875 +Name: y, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,ISS,HWES,1.5047640800476074,"88 40296.242188 +89 63916.578125 +90 36866.343750 +91 61527.636719 +92 36549.375000 +93 34388.906250 +94 68770.976562 +95 71722.554688 +96 95673.593750 +97 110272.601562 +98 66174.640625 +99 66174.640625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,ITBI,XGBoost,1.4476914405822754,"83 13241.506836 +84 19696.550781 +85 4960.652832 +86 5205.888184 +87 11287.411133 +88 2996.099609 +89 3876.619141 +90 3420.241455 +91 -3830.095215 +92 -5267.644043 +93 116472.468750 +94 6076.772949 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,IRRF,SARIMAX,1.790215253829956,"88 24027.812500 +89 34381.093750 +90 34380.960938 +91 36495.648438 +92 42182.628906 +93 36495.648438 +94 33996.917969 +95 33996.917969 +96 34380.960938 +97 57900.183594 +98 33996.917969 +99 57900.183594 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do FPM,SARIMAX,1.415135145187378,"86 1035249.375 +87 1893768.750 +88 1839167.625 +89 1854230.750 +90 1861610.625 +91 1861492.500 +92 1854685.500 +93 1879747.500 +94 1035249.375 +95 1003883.875 +96 1861610.625 +97 1839167.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do ICMS,MLP,1.0462746620178223,"87 386586.665888 +88 369566.651062 +89 449626.635015 +90 427964.423728 +91 448937.872487 +92 426113.166936 +93 329714.596204 +94 440700.812253 +95 429391.432077 +96 468671.732815 +97 424792.985757 +98 469593.788858 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do IPVA,XGBoost,1.2170240879058838,"74 70328.742188 +75 65183.468750 +76 16270.747070 +77 37052.832031 +78 65486.960938 +79 46100.187500 +80 21229.009766 +81 20179.941406 +82 11385.216797 +83 12314.371094 +84 28989.949219 +85 33098.875000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.2170240879058838,"387217 97406.775682 +415008 89805.900499 +415017 26727.852453 +415026 65915.433654 +415035 97566.256146 +415044 65513.431701 +415053 19791.019793 +415070 29565.377040 +415079 7640.013719 +415088 5025.329396 +415097 2236.895914 +415106 57274.935789 +Name: y, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do ITR,XGBoost,1.8855390548706055,"62 2015.961670 +63 1730.138672 +64 1663.376831 +65 2351.771484 +66 2351.771484 +67 2351.771484 +68 2084.114502 +69 1730.930908 +70 9641.557617 +71 26055.966797 +72 1731.955811 +73 1754.500122 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sentinela do Sul - RS,Transferencias LC 61_1989,XGBoost,1.6035661697387695,"87 4206.715332 +88 4425.540527 +89 3550.519043 +90 4774.967773 +91 3827.582031 +92 3689.810547 +93 3784.797363 +94 3827.582031 +95 3352.975098 +96 3258.969482 +97 4730.949707 +98 3717.721191 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,IPTU,XGBoost,1.5197710990905762,"83 1857.985229 +84 1883.601562 +85 3345.635498 +86 5885.839844 +87 5933.466309 +88 8787.936523 +89 17462.060547 +90 8787.936523 +91 4032.653076 +92 15800.596680 +93 6983.438965 +94 9444.482422 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,IPTU,Linear Regression,1.5197710990905762,"431210 1544.125102 +431218 1092.686465 +431226 3104.495510 +431234 24368.093052 +431242 92907.493389 +431250 19506.069619 +431258 9464.028438 +431266 11185.677414 +431275 6162.541711 +431284 3276.884911 +431293 3464.542612 +431301 6324.246420 +Name: y, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,ISS,Prophet,1.6684746742248535,"87 7234.914551 +88 8803.185547 +89 7657.243652 +90 10025.116211 +91 7844.697754 +92 7537.388672 +93 10100.798828 +94 7537.724609 +95 8598.629883 +96 7925.560059 +97 7370.900879 +98 7957.304199 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,ISS,Linear Regression,1.6684746742248535,"431211 9351.879677 +431219 6921.408739 +431227 33185.414186 +431235 8612.413091 +431243 16505.145562 +431251 11866.938183 +431259 8145.253297 +431267 12946.361072 +431276 7574.905821 +431285 15473.362122 +431294 7799.666538 +431302 7098.838141 +Name: y, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,ITBI,MLP,1.751427173614502,"79 20523.221985 +80 15216.617742 +81 16241.563051 +82 15726.420010 +83 19589.894750 +84 18825.365045 +85 18364.990635 +86 17717.559983 +87 20707.890935 +88 16955.527904 +89 15188.336232 +90 18032.450603 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,IRRF,Prophet,1.4841885566711426,"87 63235.875000 +88 63366.777344 +89 66052.429688 +90 63043.890625 +91 63043.890625 +92 63043.890625 +93 63235.875000 +94 63366.777344 +95 63062.156250 +96 63235.875000 +97 63235.875000 +98 66052.429688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do FPM,HWES,1.2163231372833252,"87 1464588.750 +88 1893768.625 +89 1082655.875 +90 1189005.000 +91 1464588.750 +92 1463248.000 +93 1570812.000 +94 1082655.875 +95 1083547.250 +96 997327.375 +97 1464588.750 +98 1893768.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do ICMS,SARIMAX,1.2601275444030762,"87 384214.59375 +88 274241.81250 +89 345367.00000 +90 381312.40625 +91 396471.65625 +92 394045.62500 +93 396323.12500 +94 396471.65625 +95 396323.12500 +96 397307.12500 +97 390328.59375 +98 397307.12500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do IPVA,XGBoost,1.666917085647583,"86 32861.875000 +87 24936.597656 +88 23345.882812 +89 32860.105469 +90 36811.199219 +91 38246.160156 +92 27083.683594 +93 13418.111328 +94 4157.542480 +95 4480.389160 +96 4263.944824 +97 30554.208984 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do IPVA,Linear Regression,1.666917085647583,"431216 45981.696476 +431224 18405.198246 +431232 21801.902647 +431240 45189.209918 +431248 51403.984279 +431256 28686.781626 +431264 20782.422550 +431272 6483.732185 +431281 4240.010993 +431290 2671.631374 +431299 1317.859013 +431307 32227.727838 +Name: y, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do ITR,XGBoost,1.405879259109497,"60 230.311722 +61 161.582047 +62 3305.775635 +63 161.582047 +64 3362.353516 +65 3364.436768 +66 87.501228 +67 230.311722 +68 145.777512 +69 3349.377930 +70 3362.353516 +71 3304.867188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Sagrada Família - RS,Transferencias LC 61_1989,AR,1.3670310974121094,"51 3341.683594 +52 2908.975342 +53 3235.728516 +54 3300.350342 +55 3286.761963 +56 3306.184570 +57 3160.231689 +58 3305.479980 +59 3295.051514 +60 3332.160645 +61 3232.059570 +62 3124.714844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,IPTU,SARIMAX,1.7188880443572998,"96 16082.894531 +97 23082.470703 +98 26095.613281 +99 16488.851562 +100 29894.533203 +101 112420.875000 +102 21271.244141 +103 41126.671875 +104 8122.496582 +105 8135.337891 +106 18377.707031 +107 19533.312500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,IPTU,Linear Regression,1.7188880443572998,"96 4646.710196 +97 7025.561499 +98 9157.959364 +99 10105.533892 +100 48495.732923 +101 34476.900733 +102 10288.802158 +103 11291.926736 +104 9902.028769 +105 6500.231562 +106 8981.837991 +107 8652.967447 +Name: y, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,ISS,SES,1.5908801555633545,"96 143269.718750 +97 147234.203125 +98 309965.875000 +99 309965.875000 +100 149472.015625 +101 304082.687500 +102 304081.281250 +103 313603.187500 +104 304081.281250 +105 143360.500000 +106 313603.187500 +107 207976.796875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,ISS,Linear Regression,1.5908801555633545,"425660 177348.192282 +425669 180132.122970 +425678 719843.098415 +425687 389608.382248 +425696 193655.852514 +425705 415258.628243 +425714 354371.651999 +425723 256593.789517 +425732 257069.301146 +425741 234420.523766 +425750 315808.514410 +425759 134497.831419 +Name: y, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,ITBI,XGBoost,1.533154010772705,"94 276306.375000 +95 138117.250000 +96 111132.968750 +97 137960.562500 +98 127957.132812 +99 166431.296875 +100 252946.343750 +101 215210.109375 +102 230442.671875 +103 195900.609375 +104 195743.921875 +105 223647.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,IRRF,XGBoost,1.2184250354766846,"96 158371.906250 +97 86129.859375 +98 149447.890625 +99 135610.281250 +100 134757.218750 +101 149447.890625 +102 165552.765625 +103 135610.281250 +104 134847.984375 +105 158371.906250 +106 165388.343750 +107 158371.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do FPM,HWES,1.1789271831512451,"96 1.220293e+06 +97 1.893768e+06 +98 1.015365e+06 +99 1.149357e+06 +100 1.222412e+06 +101 1.244549e+06 +102 1.223090e+06 +103 1.052788e+06 +104 1.052788e+06 +105 9.646588e+05 +106 1.222412e+06 +107 1.893768e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do ICMS,SARIMAX,2.5900356769561768,"96 1346183.875 +97 1211481.750 +98 1211481.750 +99 1340657.625 +100 1366081.250 +101 1335999.750 +102 1342256.125 +103 1344137.625 +104 1344221.750 +105 1313610.125 +106 1340657.500 +107 1313610.125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do IPVA,MLP,1.5312106609344482,"86 120834.568118 +87 88350.081136 +88 98651.131839 +89 111938.613403 +90 104303.702074 +91 84441.216711 +92 80181.007220 +93 74971.175926 +94 75033.205744 +95 74418.768773 +96 73584.607602 +97 100688.532394 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do IPVA,Linear Regression,1.5312106609344482,"425665 222273.227265 +425674 81161.005981 +425683 127248.740370 +425692 188487.269170 +425701 157934.332745 +425710 71285.728096 +425719 51595.710226 +425728 26892.986806 +425737 24963.354603 +425746 19896.815961 +425755 13628.559606 +425764 132749.018814 +Name: y, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do ITR,XGBoost,1.9396154880523682,"94 18868.486328 +95 9741.887695 +96 10301.262695 +97 10928.583984 +98 12392.581055 +99 11106.656250 +100 11464.498047 +101 11234.968750 +102 19867.574219 +103 223013.890625 +104 19700.466797 +105 19700.466797 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cambará do Sul - RS,Transferencias LC 61_1989,HWES,1.2885122299194336,"96 9774.266602 +97 7979.669434 +98 8343.670898 +99 9197.023438 +100 8710.838867 +101 8533.628906 +102 8515.857422 +103 8517.554688 +104 10029.706055 +105 9509.216797 +106 9272.071289 +107 10158.161133 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,IPTU,HWES,2.745985269546509,"77 4036.452637 +78 6318.231445 +79 15568.282227 +80 6318.231445 +81 14505.649414 +82 15224.696289 +83 15255.742188 +84 10551.907227 +85 8763.770508 +86 10551.907227 +87 11177.457031 +88 12431.136719 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,IPTU,Linear Regression,2.745985269546509,"341624 4322.684142 +341633 832.373184 +341641 28750.067273 +341650 1335.132930 +341659 18923.759317 +341668 68342.126826 +341677 156139.583317 +341686 11972.415069 +341695 38529.828409 +341704 11729.639045 +341713 18385.797540 +341722 18332.097234 +Name: y, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,ISS,MLP,1.1663379669189453,"84 17775.556747 +85 18420.051154 +86 19182.539427 +87 19471.496512 +88 20259.332742 +89 21012.504593 +90 21921.352898 +91 23063.270502 +92 23992.690820 +93 24283.990669 +94 23786.509410 +95 23565.557314 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,ITBI,AR,1.8338873386383057,"83 12354.631836 +84 4001.637451 +85 -1085.095947 +86 -3284.732666 +87 4073.505127 +88 9876.114258 +89 8612.541016 +90 8799.275391 +91 2941.613525 +92 8610.540039 +93 2941.613525 +94 -3991.417236 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,ITBI,Linear Regression,1.8338873386383057,"341626 64648.574695 +341635 50974.443668 +341643 2821.853915 +341652 10645.996232 +341661 25526.899470 +341670 32438.915029 +341679 35067.428419 +341688 51391.395359 +341697 22660.993283 +341706 31411.273426 +341715 21570.638377 +341724 275.326698 +Name: y, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,IRRF,MLP,2.0322182178497314,"84 24555.949509 +85 25575.805139 +86 25889.419717 +87 30567.214460 +88 30953.765333 +89 31899.006828 +90 36286.909717 +91 34518.684321 +92 37587.496302 +93 41378.031546 +94 43107.799717 +95 45813.235126 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do FPM,XGBoost,1.1582272052764893,"84 1.618240e+06 +85 1.811507e+06 +86 9.829719e+05 +87 1.618240e+06 +88 1.811703e+06 +89 1.618240e+06 +90 1.811507e+06 +91 1.618240e+06 +92 1.616913e+06 +93 1.041264e+06 +94 1.811703e+06 +95 1.811507e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do ICMS,XGBoost,1.1792550086975098,"84 466586.43750 +85 548656.93750 +86 551120.62500 +87 548661.18750 +88 559536.43750 +89 548414.68750 +90 548661.18750 +91 548656.93750 +92 548687.31250 +93 538782.56250 +94 522908.34375 +95 548295.62500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do IPVA,XGBoost,2.057572841644287,"78 93486.039062 +79 91625.398438 +80 91144.460938 +81 93486.039062 +82 94833.625000 +83 94472.265625 +84 94472.265625 +85 114648.281250 +86 115092.062500 +87 115092.062500 +88 114648.281250 +89 93486.039062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do ITR,MLP,2.0288681983947754,"62 10673.842406 +63 12626.467708 +64 13435.151639 +65 15565.133458 +66 19507.340128 +67 22342.665591 +68 26606.668285 +69 32097.351407 +70 42404.673698 +71 75109.265052 +72 37501.310664 +73 45616.472111 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,Transferencias LC 61_1989,XGBoost,1.9532475471496582,"84 6305.387207 +85 6305.387207 +86 5059.715820 +87 5016.805176 +88 4997.347168 +89 5041.890137 +90 5027.969238 +91 4842.058594 +92 4522.690430 +93 5022.307617 +94 5041.890137 +95 5081.979492 +Name: Valor, dtype: float64" +Prefeitura Municipal de Mato Castelhano - RS,Transferencias LC 61_1989,Linear Regression,1.9532475471496582,"341632 9519.652770 +341640 8794.265185 +341649 7327.608547 +341658 7228.930023 +341667 5536.480351 +341676 5139.041925 +341685 6245.295970 +341694 4353.681400 +341703 6585.523450 +341712 7065.206534 +341721 4913.499982 +341730 6347.201006 +Name: y, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,IPTU,SARIMAX,2.139331102371216,"83 4512.783203 +84 19049.750000 +85 204902.796875 +86 59235.945312 +87 6894.876953 +88 1979.269409 +89 4081.827393 +90 3046.685791 +91 3113.172119 +92 2814.185303 +93 1551.389160 +94 3066.601074 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,IPTU,Linear Regression,2.139331102371216,"83 2456.021497 +84 10182.666874 +85 50671.775223 +86 7296.819540 +87 6454.610902 +88 5744.350752 +89 2382.500981 +90 3470.807109 +91 2183.620327 +92 2125.281340 +93 4002.603132 +94 3088.278201 +Name: y, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,ISS,Prophet,1.2414276599884033,"84 54837.464844 +85 62360.335938 +86 54084.230469 +87 54836.757812 +88 53157.441406 +89 50457.832031 +90 54726.792969 +91 51722.804688 +92 54499.789062 +93 59212.375000 +94 81744.125000 +95 73121.812500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,ITBI,MLP,1.205399751663208,"84 27507.977419 +85 30895.449010 +86 28420.265810 +87 24834.179731 +88 31579.239539 +89 27427.108409 +90 27079.977571 +91 30395.176942 +92 36853.269063 +93 29875.286726 +94 29782.404031 +95 29859.458429 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,IRRF,SARIMAX,1.6804656982421875,"84 10070.495117 +85 86881.593750 +86 86881.593750 +87 86736.992188 +88 86736.992188 +89 86736.992188 +90 86736.992188 +91 86736.992188 +92 86736.992188 +93 86736.992188 +94 86736.992188 +95 86881.593750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,Cota-Parte do FPM,XGBoost,1.9196619987487793,"85 1639345.250 +86 1893768.875 +87 1413637.750 +88 1533868.875 +89 1682931.000 +90 1647386.125 +91 1671377.500 +92 1413637.750 +93 1411389.125 +94 1356578.750 +95 1682931.000 +96 1893768.875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,Cota-Parte do ICMS,HWES,1.129335880279541,"84 683620.6250 +85 689599.7500 +86 673033.3750 +87 739807.5625 +88 757671.6250 +89 757626.2500 +90 759201.9375 +91 756913.0000 +92 756913.0000 +93 676977.5000 +94 759041.4375 +95 717246.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,Cota-Parte do IPVA,XGBoost,1.6093957424163818,"84 125242.812500 +85 60560.394531 +86 65235.035156 +87 216796.703125 +88 216849.906250 +89 31712.658203 +90 35535.011719 +91 32728.480469 +92 34882.234375 +93 30338.197266 +94 8067.856445 +95 288726.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,Cota-Parte do ITR,HWES,1.4503204822540283,"75 -167.910370 +76 136.776779 +77 146.990585 +78 43.258316 +79 136.771301 +80 45.649967 +81 40.879269 +82 468.734985 +83 3514.752930 +84 14591.028320 +85 14262.510742 +86 14277.399414 +Name: Valor, dtype: float64" +Prefeitura Municipal de Erval Grande - RS,Transferencias LC 61_1989,Prophet,1.2156286239624023,"48 4018.710205 +49 4016.451416 +50 4069.328125 +51 4018.710205 +52 3850.610596 +53 3850.610596 +54 3850.610596 +55 3850.610596 +56 3850.610596 +57 4018.710205 +58 3850.610596 +59 3850.610596 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,IPTU,XGBoost,2.557812213897705,"87 2576.973633 +88 2777.487305 +89 2516.319092 +90 49557.929688 +91 3144.495850 +92 5715.072266 +93 70735.859375 +94 157021.203125 +95 540.741760 +96 485.942200 +97 485.942200 +98 4703.933105 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,ISS,SARIMAX,1.1887524127960205,"96 73075.781250 +97 70181.226562 +98 69577.546875 +99 73070.148438 +100 72948.875000 +101 73075.781250 +102 73075.781250 +103 73075.781250 +104 72948.875000 +105 73051.742188 +106 73075.781250 +107 73070.148438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,ISS,Linear Regression,1.1887524127960205,"96 16452.056685 +97 14777.513674 +98 16023.418374 +99 16723.495193 +100 18388.391040 +101 17541.589322 +102 17692.042561 +103 18568.796301 +104 18291.753349 +105 17332.428148 +106 17755.190036 +107 17365.885584 +Name: y, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,IRRF,Prophet,1.0079927444458008,"96 126693.007812 +97 84315.429688 +98 84186.375000 +99 84186.375000 +100 74170.085938 +101 74190.578125 +102 84186.375000 +103 74170.085938 +104 84186.375000 +105 84186.375000 +106 74170.085938 +107 126693.007812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do FPM,AR,1.2392029762268066,"96 1.398585e+06 +97 1.893769e+06 +98 1.057438e+06 +99 5.906023e+05 +100 1.398585e+06 +101 7.730939e+05 +102 1.893769e+06 +103 1.057438e+06 +104 1.056858e+06 +105 9.438001e+05 +106 1.893769e+06 +107 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do ICMS,SARIMAX,1.2126154899597168,"96 647437.7500 +97 595852.1250 +98 620331.9375 +99 658550.5625 +100 655459.2500 +101 647437.7500 +102 658550.5625 +103 660420.3125 +104 660420.3125 +105 655459.2500 +106 647437.7500 +107 655459.2500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do IPVA,HWES,1.7338182926177979,"96 161486.640625 +97 37633.593750 +98 51552.703125 +99 37633.593750 +100 40192.007812 +101 47749.265625 +102 14621.916992 +103 6226.487305 +104 5608.559082 +105 4951.462891 +106 6764.471680 +107 58952.839844 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do ITR,XGBoost,1.5104901790618896,"32 12002.604492 +33 12002.611328 +34 12002.604492 +35 12525.029297 +36 12031.117188 +37 12069.283203 +38 15502.622070 +39 15502.622070 +40 15502.629883 +41 14517.655273 +42 372.734344 +43 -11.672785 +Name: Valor, dtype: float64" +Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do ITR,Linear Regression,1.5104901790618896,"135207 3558.228636 +135215 1523.122555 +433676 2078.993325 +433684 60.966219 +433699 317.883025 +433714 116.470434 +433722 166.396607 +433730 148.632840 +433738 2475.666808 +433746 23158.703660 +433754 2763.664079 +433762 1961.632170 +Name: y, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,IPTU,AR,2.7886669635772705,"96 2.615722e+05 +97 1.010175e+06 +98 1.010175e+06 +99 2.730079e+05 +100 3.148157e+05 +101 2.665178e+05 +102 2.933894e+05 +103 3.003077e+05 +104 2.733474e+05 +105 1.742550e+05 +106 8.225003e+04 +107 1.156290e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,IPTU,Linear Regression,2.7886669635772705,"432353 4.058114e+05 +432362 1.138088e+06 +432371 1.343261e+06 +432380 2.624427e+05 +432389 3.846548e+05 +432398 4.460596e+05 +432407 3.428138e+05 +432416 3.719266e+05 +432425 3.111815e+05 +432434 2.277021e+05 +432443 1.091400e+05 +432452 1.478379e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,ISS,Prophet,1.1694068908691406,"96 405626.78125 +97 404646.62500 +98 399781.46875 +99 400964.18750 +100 407294.62500 +101 405626.78125 +102 398524.21875 +103 416617.59375 +104 402072.50000 +105 402681.90625 +106 400205.46875 +107 405626.78125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,ITBI,AR,1.6386237144470215,"96 86935.734375 +97 73547.710938 +98 98139.218750 +99 -3837.650391 +100 86463.578125 +101 73547.710938 +102 100719.382812 +103 98403.273438 +104 98399.070312 +105 86497.289062 +106 63630.042969 +107 86463.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,ITBI,Linear Regression,1.6386237144470215,"432355 635897.675760 +432364 122594.468403 +432373 213621.817054 +432382 48805.905917 +432391 154085.542232 +432400 116947.179115 +432409 136344.417460 +432418 185667.150911 +432427 199749.214631 +432436 164392.214735 +432445 97633.880227 +432454 146942.815698 +Name: y, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,IRRF,HWES,1.5955944061279297,"84 151224.187500 +85 151225.265625 +86 158821.609375 +87 178086.703125 +88 159603.656250 +89 159604.734375 +90 178869.828125 +91 171132.234375 +92 167505.046875 +93 170040.734375 +94 165878.671875 +95 597672.062500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do FPM,HWES,1.190032958984375,"96 1816913.750 +97 2525025.000 +98 1570533.750 +99 1845244.000 +100 1816913.750 +101 1850233.375 +102 1850233.375 +103 1510303.500 +104 1806893.750 +105 1283517.125 +106 1816913.750 +107 2525025.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do ICMS,SARIMAX,1.1844143867492676,"96 1962813.875 +97 1907909.375 +98 1940025.125 +99 2020564.500 +100 2076339.375 +101 2066115.125 +102 2056294.250 +103 2076339.375 +104 2056792.000 +105 1960589.375 +106 2029547.125 +107 1972351.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do IPVA,SARIMAX,1.1450772285461426,"95 287224.625000 +96 133382.609375 +97 202032.281250 +98 359363.500000 +99 287308.750000 +100 152944.453125 +101 131402.312500 +102 61397.066406 +103 25872.962891 +104 19307.312500 +105 25872.962891 +106 366612.093750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do ITR,XGBoost,1.6738009452819824,"36 76616.570312 +37 5925.550293 +38 5100.615723 +39 5130.651855 +40 4552.305176 +41 4552.305176 +42 5878.277832 +43 4519.775879 +44 5596.791504 +45 953969.937500 +46 108234.703125 +47 108178.273438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,Transferencias LC 61_1989,HWES,1.1185336112976074,"96 13663.599609 +97 13322.600586 +98 13563.619141 +99 13501.220703 +100 13713.143555 +101 14387.060547 +102 14250.782227 +103 13342.645508 +104 13791.761719 +105 14070.170898 +106 13253.936523 +107 11852.782227 +Name: Valor, dtype: float64" +Prefeitura Municipal de Palmares do Sul - RS,Transferencias LC 61_1989,Linear Regression,1.1185336112976074,"432361 13746.003624 +432370 7462.957326 +432379 9398.260202 +432388 11118.650415 +432397 10261.094538 +432406 11630.199581 +432415 11996.212761 +432424 10007.174798 +432433 10652.900190 +432442 60295.658143 +432451 15292.287727 +432460 12418.701765 +Name: y, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,IPTU,SARIMAX,1.5491752624511719,"96 7591.890137 +97 8888.841797 +98 8938.102539 +99 9969.666016 +100 102994.382812 +101 161324.000000 +102 254803.937500 +103 38463.558594 +104 38544.339844 +105 38463.558594 +106 38446.285156 +107 9937.035156 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,IPTU,Linear Regression,1.5491752624511719,"96 7417.555487 +97 3817.974241 +98 4793.249074 +99 6117.868058 +100 37844.032444 +101 124625.637575 +102 22069.019788 +103 13563.260735 +104 14825.079902 +105 13515.498439 +106 13488.059777 +107 6632.868118 +Name: y, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,ISS,XGBoost,1.3955707550048828,"96 60095.230469 +97 60095.230469 +98 60095.230469 +99 60199.339844 +100 60620.449219 +101 60095.230469 +102 60400.972656 +103 60095.230469 +104 60400.972656 +105 60095.230469 +106 60095.230469 +107 60095.230469 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,ITBI,Prophet,1.5251832008361816,"96 18576.859375 +97 18205.562500 +98 23509.142578 +99 18320.384766 +100 21127.558594 +101 15463.950195 +102 22632.138672 +103 13447.239258 +104 18331.890625 +105 12417.401367 +106 12477.368164 +107 11180.768555 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,ITBI,Linear Regression,1.5251832008361816,"423882 24091.839125 +423891 32616.820098 +423900 43001.053602 +423909 64411.705389 +423918 46683.797215 +423927 10981.271864 +423935 42693.042318 +423943 26831.661098 +423952 56834.777791 +423961 14248.869833 +423970 14677.407271 +423979 19049.828324 +Name: y, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,IRRF,SARIMAX,1.1190309524536133,"96 121876.109375 +97 121876.109375 +98 123492.609375 +99 123797.460938 +100 123797.460938 +101 123506.101562 +102 123492.609375 +103 123492.609375 +104 123797.460938 +105 123797.460938 +106 123797.460938 +107 123797.460938 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do FPM,AR,1.8127899169921875,"96 1207544.125 +97 1312060.125 +98 1127597.375 +99 1171473.875 +100 1207441.625 +101 1209092.875 +102 1255702.500 +103 1127597.375 +104 1129442.625 +105 959654.375 +106 1252457.000 +107 1252457.000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do ICMS,HWES,1.3263928890228271,"96 786929.7500 +97 713110.6250 +98 743608.1875 +99 733264.3125 +100 738738.3750 +101 757640.6875 +102 736732.4375 +103 782894.3125 +104 782894.3125 +105 782229.1875 +106 737653.9375 +107 782229.1875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do IPVA,XGBoost,1.5738751888275146,"96 241378.125000 +97 65752.570312 +98 103974.687500 +99 241490.812500 +100 335334.593750 +101 36437.996094 +102 80841.453125 +103 37740.160156 +104 23769.253906 +105 19895.781250 +106 9705.203125 +107 241635.203125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do ITR,XGBoost,1.5269780158996582,"82 231.694016 +83 234.240173 +84 209.576218 +85 578.648743 +86 86.338669 +87 213.334030 +88 242.833023 +89 252.984680 +90 567.440857 +91 630.079346 +92 73.891617 +93 59.577724 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do ITR,Linear Regression,1.5269780158996582,"375745 518.315045 +375754 540.991625 +423887 476.103764 +423896 207.800622 +423905 50.507359 +423914 28.884400 +423923 112.452675 +423948 386.517510 +423957 1962.696430 +423966 2909.531442 +423975 284.202377 +423984 619.519606 +Name: y, dtype: float64" +Prefeitura Municipal de Pareci Novo - RS,Transferencias LC 61_1989,HWES,1.1808795928955078,"72 5387.802734 +73 6361.007324 +74 6564.106445 +75 6921.192383 +76 6924.768555 +77 6880.565918 +78 7229.713867 +79 6758.145508 +80 6877.829590 +81 4410.179688 +82 6828.495117 +83 7308.539062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,IPTU,AR,2.017460346221924,"84 7.529400e+04 +85 2.646851e+05 +86 1.877972e+06 +87 2.097048e+06 +88 3.516068e+05 +89 3.486034e+05 +90 3.515720e+05 +91 3.515720e+05 +92 3.118372e+05 +93 5.891516e+05 +94 1.527420e+05 +95 1.369289e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,ISS,SES,2.3602652549743652,"84 265315.90625 +85 273078.43750 +86 271021.59375 +87 273078.43750 +88 265315.90625 +89 265315.90625 +90 265315.90625 +91 273078.43750 +92 273078.43750 +93 273078.43750 +94 273078.43750 +95 276323.75000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,ITBI,XGBoost,1.1386032104492188,"84 70193.406250 +85 54902.429688 +86 82555.335938 +87 51309.976562 +88 82871.953125 +89 52904.214844 +90 51309.976562 +91 82661.843750 +92 33622.875000 +93 62124.578125 +94 65289.753906 +95 113769.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,ITBI,Linear Regression,1.1386032104492188,"404211 128646.901330 +404219 82166.499827 +404228 109490.987139 +404237 41657.956718 +404246 78277.019661 +404255 106773.202605 +404263 43635.284546 +404271 137130.418274 +404279 40356.405518 +404287 92542.398710 +404295 109264.549259 +404303 78859.359268 +Name: y, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,IRRF,SARIMAX,1.2584547996520996,"84 200128.53125 +85 200128.53125 +86 200128.53125 +87 200128.53125 +88 202049.50000 +89 200128.53125 +90 200128.53125 +91 202049.50000 +92 202049.50000 +93 200128.53125 +94 200128.53125 +95 348179.96875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do FPM,MLP,1.4478726387023926,"84 2.095553e+06 +85 2.390270e+06 +86 1.746104e+06 +87 1.858499e+06 +88 2.043647e+06 +89 2.107561e+06 +90 2.365210e+06 +91 1.971395e+06 +92 2.003286e+06 +93 1.959478e+06 +94 2.204863e+06 +95 2.815625e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do ICMS,HWES,2.1330463886260986,"84 1.184121e+06 +85 8.958172e+05 +86 9.051426e+05 +87 9.388349e+05 +88 9.492158e+05 +89 9.402638e+05 +90 9.403308e+05 +91 9.518630e+05 +92 9.487864e+05 +93 9.408142e+05 +94 9.029482e+05 +95 9.506979e+05 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do IPVA,XGBoost,1.68351411819458,"84 789120.937500 +85 155267.718750 +86 133980.843750 +87 207697.453125 +88 207697.453125 +89 123976.265625 +90 118843.250000 +91 74363.632812 +92 66868.250000 +93 26777.582031 +94 28961.539062 +95 699696.375000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do ITR,SARIMAX,2.0030367374420166,"76 -86.560242 +77 -42.058895 +78 -31.223440 +79 -30.248623 +80 2375.208496 +81 11618.009766 +82 -0.365360 +83 -45.913406 +84 79.701866 +85 81.628418 +86 80.734032 +87 80.734032 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do ITR,Linear Regression,2.0030367374420166,"76 45.395216 +77 226.077918 +78 249.000649 +79 286.293458 +80 935.738053 +81 4202.019921 +82 490.014961 +83 100.554718 +84 -45.521450 +85 -187.262818 +86 -41.534979 +87 -114.495320 +Name: y, dtype: float64" +Prefeitura Municipal de Chuí - RS,IPTU,SARIMAX,2.258422374725342,"84 5.609292e+04 +85 1.359983e+06 +86 1.038676e+05 +87 4.543060e+04 +88 9.095593e+04 +89 6.746161e+05 +90 6.746507e+05 +91 7.831070e+04 +92 6.637249e+04 +93 7.916321e+04 +94 7.707448e+04 +95 7.995253e+04 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,ISS,SARIMAX,1.2247276306152344,"84 151608.640625 +85 151752.046875 +86 202111.796875 +87 202064.578125 +88 202034.093750 +89 202111.796875 +90 140284.203125 +91 202111.796875 +92 151752.046875 +93 151608.640625 +94 202034.093750 +95 151893.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,ITBI,XGBoost,1.5023632049560547,"84 197982.859375 +85 199911.046875 +86 199911.046875 +87 81711.289062 +88 197949.765625 +89 198737.500000 +90 197981.859375 +91 197297.171875 +92 199060.500000 +93 199911.046875 +94 199911.046875 +95 202173.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,IRRF,SARIMAX,1.704275131225586,"84 41637.988281 +85 41642.269531 +86 39999.593750 +87 76187.921875 +88 52237.265625 +89 38975.101562 +90 52237.265625 +91 52237.265625 +92 39999.593750 +93 76187.921875 +94 76187.921875 +95 76187.921875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,Cota-Parte do FPM,Prophet,1.348170280456543,"84 1860957.125 +85 2028025.375 +86 1313332.000 +87 1331572.750 +88 1860957.125 +89 2125609.250 +90 2028025.375 +91 1331483.875 +92 1861071.750 +93 2029530.250 +94 2028025.375 +95 2029530.250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,Cota-Parte do ICMS,HWES,1.0085968971252441,"84 913186.0625 +85 897467.3750 +86 900463.6250 +87 884193.0000 +88 899171.4375 +89 891908.9375 +90 881030.2500 +91 919866.8125 +92 916562.5625 +93 974736.1250 +94 927308.3125 +95 977880.8125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,Cota-Parte do IPVA,HWES,1.279982089996338,"77 319934.218750 +78 159972.703125 +79 159972.703125 +80 167503.500000 +81 167503.500000 +82 279328.156250 +83 292675.031250 +84 292675.031250 +85 292675.031250 +86 286822.843750 +87 257573.156250 +88 290318.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,Cota-Parte do ITR,XGBoost,1.9846341609954834,"75 1837.019775 +76 1613.063232 +77 3394.017578 +78 3500.984619 +79 3500.984619 +80 3499.752441 +81 3460.732422 +82 3477.000977 +83 3496.730225 +84 3260.500732 +85 249.336273 +86 440.331238 +Name: Valor, dtype: float64" +Prefeitura Municipal de Chuí - RS,Cota-Parte do ITR,Linear Regression,1.9846341609954834,"337833 1028.191890 +389606 466.234330 +389615 6.170399 +389632 36.062369 +389641 16.935775 +389650 70.524701 +389659 552.061948 +389668 737.715455 +389677 2433.286821 +389686 28452.913888 +389695 735.598483 +389704 1502.065370 +Name: y, dtype: float64" +Prefeitura Municipal de Chuí - RS,Transferencias LC 61_1989,HWES,1.197845458984375,"84 7978.600098 +85 7677.242676 +86 7879.623535 +87 7419.801270 +88 7420.948242 +89 7422.921875 +90 6469.012695 +91 6589.645020 +92 6570.209473 +93 7734.974609 +94 7431.731445 +95 7955.508301 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,IPTU,MLP,2.0780725479125977,"82 13620.818198 +83 14519.793546 +84 34250.560746 +85 28909.600880 +86 20931.814877 +87 17222.112151 +88 12944.189882 +89 11909.689845 +90 12211.304243 +91 17645.158968 +92 16167.287100 +93 15150.681477 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,ISS,XGBoost,3.2912981510162354,"84 15935.143555 +85 13676.380859 +86 15612.029297 +87 15120.993164 +88 16146.213867 +89 15628.967773 +90 15612.029297 +91 15882.760742 +92 16146.213867 +93 15612.029297 +94 13486.195312 +95 16281.541016 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,ISS,Linear Regression,3.2912981510162354,"389296 46399.235886 +389302 10938.326915 +389310 31284.907462 +389318 16090.351896 +389325 22103.146187 +389333 24934.290414 +389340 29650.603437 +389348 17269.366122 +389356 23417.965673 +389364 30325.511323 +389371 14389.067275 +389379 16325.285981 +Name: y, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,ITBI,XGBoost,1.7680182456970215,"76 15537.196289 +77 15448.538086 +78 21669.466797 +79 19301.988281 +80 15724.253906 +81 15643.510742 +82 13476.522461 +83 9080.650391 +84 16467.765625 +85 9116.530273 +86 8207.284180 +87 23350.560547 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,ITBI,Linear Regression,1.7680182456970215,"343307 3696.929265 +343316 6764.526330 +389303 30228.583841 +389311 26350.153747 +389319 3233.147699 +389326 2155.431799 +389334 249221.801798 +389341 404.143462 +389349 28220.408448 +389357 5979.976098 +389372 4472.520984 +389380 37746.999386 +Name: y, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,IRRF,XGBoost,2.085383653640747,"84 21976.865234 +85 37703.320312 +86 47255.113281 +87 37703.320312 +88 37703.320312 +89 37700.480469 +90 37703.320312 +91 37700.480469 +92 37700.480469 +93 37703.320312 +94 47255.113281 +95 47255.113281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do FPM,HWES,1.5177040100097656,"84 1230959.875 +85 1894033.375 +86 1072972.000 +87 1121462.250 +88 1231224.625 +89 1239470.750 +90 1231224.625 +91 1072972.000 +92 1072972.000 +93 937263.125 +94 1231224.625 +95 1894033.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do ICMS,MLP,1.214803695678711,"84 397837.590362 +85 375247.170238 +86 383293.290935 +87 411293.168087 +88 435084.912367 +89 399316.293271 +90 409433.677886 +91 424538.720759 +92 417687.829462 +93 444157.263409 +94 403077.736119 +95 449226.040179 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do IPVA,SARIMAX,1.7157585620880127,"81 33333.476562 +82 22951.996094 +83 37224.214844 +84 41469.687500 +85 41468.703125 +86 7014.016113 +87 6122.354004 +88 4979.368164 +89 4718.078613 +90 4889.881836 +91 4672.187012 +92 41454.671875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do IPVA,Linear Regression,1.7157585620880127,"81 20286.751123 +82 8438.616527 +83 8622.431988 +84 13617.770382 +85 14551.899883 +86 5310.947921 +87 4174.894663 +88 3480.863425 +89 3148.425957 +90 2750.847350 +91 2777.378691 +92 14663.544531 +Name: y, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do ITR,HWES,1.4524152278900146,"69 73.426537 +70 4405.152832 +71 10918.860352 +72 11936.948242 +73 16933.820312 +74 16754.826172 +75 5091.024902 +76 5137.354980 +77 5122.704590 +78 5071.107910 +79 16866.941406 +80 5105.076660 +Name: Valor, dtype: float64" +Prefeitura Municipal de Faxinalzinho - RS,Transferencias LC 61_1989,XGBoost,1.5119655132293701,"60 3476.184326 +61 3907.140137 +62 3843.464844 +63 3407.841064 +64 3023.621338 +65 3123.608398 +66 3223.029297 +67 3023.621338 +68 3271.812012 +69 3476.184326 +70 3023.621338 +71 3221.094482 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,IPTU,SES,1.2018744945526123,"84 279869.843750 +85 278383.562500 +86 39461.703125 +87 107070.390625 +88 134076.750000 +89 39462.648438 +90 157112.171875 +91 149628.703125 +92 134700.015625 +93 108449.101562 +94 108456.804688 +95 151185.625000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,ISS,XGBoost,0.878044605255127,"84 249041.656250 +85 257123.000000 +86 258900.218750 +87 257123.000000 +88 252880.031250 +89 257361.265625 +90 265298.375000 +91 212163.203125 +92 257123.000000 +93 257123.000000 +94 257361.265625 +95 257123.000000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,ITBI,XGBoost,1.3263671398162842,"84 63019.933594 +85 61751.757812 +86 64982.050781 +87 75483.203125 +88 37537.562500 +89 28664.660156 +90 33313.207031 +91 34157.378906 +92 34503.183594 +93 101880.632812 +94 62883.917969 +95 122745.984375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,IRRF,XGBoost,1.281590223312378,"84 201298.21875 +85 201837.00000 +86 201298.21875 +87 201298.21875 +88 201298.21875 +89 201298.21875 +90 201298.21875 +91 201298.21875 +92 201298.21875 +93 201298.21875 +94 201298.21875 +95 201298.37500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do FPM,HWES,1.6470556259155273,"84 1738996.000 +85 3156281.500 +86 1738995.500 +87 1482051.500 +88 3156722.250 +89 1606222.000 +90 3156281.500 +91 1738995.500 +92 1738996.000 +93 1668612.375 +94 3156722.250 +95 3156281.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do ICMS,HWES,0.9773526191711426,"84 1417904.875 +85 1377164.625 +86 1347989.000 +87 1381448.375 +88 1540911.750 +89 1418508.500 +90 1555629.250 +91 1541694.500 +92 1541694.500 +93 1554119.500 +94 1409591.000 +95 1495053.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do IPVA,XGBoost,1.5397131443023682,"84 202637.656250 +85 135948.484375 +86 119634.656250 +87 201748.531250 +88 217761.171875 +89 118794.695312 +90 81802.382812 +91 57661.410156 +92 49296.562500 +93 29234.785156 +94 16871.085938 +95 201387.218750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do IPVA,Linear Regression,1.5397131443023682,"419653 423833.203222 +419662 127832.608377 +419671 120325.741801 +419680 338514.244750 +419689 264872.669184 +419698 121446.237865 +419707 70288.015412 +419716 47387.649657 +419725 35917.868712 +419734 33273.304782 +419743 15164.604152 +419752 219469.769230 +Name: y, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do ITR,MLP,3.248648166656494,"84 2.041900e+05 +85 3.530332e+05 +86 2.815059e+05 +87 3.655096e+05 +88 4.303688e+05 +89 5.357830e+05 +90 6.700969e+05 +91 8.246427e+05 +92 1.090053e+06 +93 1.981035e+06 +94 1.610901e+06 +95 1.980526e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barra do Ribeiro - RS,Transferencias LC 61_1989,HWES,1.8207223415374756,"84 9404.607422 +85 11237.105469 +86 9783.512695 +87 10830.266602 +88 9783.512695 +89 11046.621094 +90 11093.386719 +91 9769.751953 +92 10859.196289 +93 10035.796875 +94 9783.759766 +95 11054.330078 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,IPTU,SARIMAX,1.5251448154449463,"80 742.728027 +81 649.689453 +82 578.887329 +83 594.838867 +84 616.822021 +85 3828.778320 +86 24082.980469 +87 95702.765625 +88 144.550293 +89 243.773804 +90 144.550293 +91 1693.482056 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,IPTU,Linear Regression,1.5251448154449463,"80 427.324043 +81 764.824013 +82 619.526752 +83 816.642348 +84 934.255816 +85 2108.942841 +86 9086.858727 +87 19043.163115 +88 1929.535250 +89 2597.877156 +90 1704.690306 +91 2870.527616 +Name: y, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,ISS,XGBoost,1.4151756763458252,"80 6058.133789 +81 23972.519531 +82 11588.819336 +83 19536.861328 +84 14784.626953 +85 17991.509766 +86 16393.302734 +87 20796.833984 +88 20796.833984 +89 20621.220703 +90 24168.908203 +91 21170.642578 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,ITBI,MLP,2.312839984893799,"79 16038.685606 +80 16485.735026 +81 17143.717944 +82 17408.419998 +83 17416.394191 +84 18353.547713 +85 17624.618735 +86 15607.370673 +87 16428.674793 +88 17274.512236 +89 18083.092856 +90 18235.459645 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,IRRF,XGBoost,1.4446780681610107,"80 142321.984375 +81 142321.984375 +82 138282.578125 +83 142689.765625 +84 142321.984375 +85 142689.765625 +86 142321.984375 +87 141048.062500 +88 142321.984375 +89 142691.156250 +90 141417.578125 +91 138282.578125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do FPM,HWES,1.0955781936645508,"80 1.383891e+06 +81 1.486708e+06 +82 1.076374e+06 +83 1.137260e+06 +84 1.333648e+06 +85 1.388081e+06 +86 1.413282e+06 +87 1.152099e+06 +88 1.152427e+06 +89 9.715397e+05 +90 1.486708e+06 +91 1.523406e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do ICMS,MLP,1.1789171695709229,"80 454311.982424 +81 428928.569394 +82 438677.480518 +83 472249.914531 +84 496964.716997 +85 458491.209671 +86 470749.751088 +87 482057.552747 +88 481300.679846 +89 513107.480529 +90 464318.405131 +91 519614.188478 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do IPVA,AR,1.8424601554870605,"80 80466.093750 +81 54912.031250 +82 101795.468750 +83 74451.679688 +84 81145.335938 +85 34553.449219 +86 34553.277344 +87 10394.564453 +88 5709.241699 +89 21187.251953 +90 10951.201172 +91 77623.023438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do ITR,SARIMAX,2.0852763652801514,"71 187.453705 +72 264.782410 +73 504.061768 +74 406.459595 +75 193.592422 +76 179.083588 +77 4170.052246 +78 336.679443 +79 9018.684570 +80 29354.845703 +81 134.807297 +82 264.705444 +Name: Valor, dtype: float64" +Prefeitura Municipal de Vitória das Missões - RS,Transferencias LC 61_1989,XGBoost,1.5742933750152588,"80 4115.304688 +81 4533.175293 +82 4684.117676 +83 4779.241699 +84 4750.894531 +85 4946.674316 +86 4543.993652 +87 4711.354980 +88 4831.008301 +89 3366.066650 +90 4649.774414 +91 4271.423828 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,IPTU,MLP,1.5094194412231445,"59 12713.291425 +60 13833.234134 +61 15990.913310 +62 18181.723603 +63 20463.286109 +64 22418.918203 +65 25480.597336 +66 30532.674197 +67 35327.541574 +68 43729.111639 +69 38512.943107 +70 35182.328892 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,ISS,AR,3.3778934478759766,"64 13622.916016 +65 21610.910156 +66 22821.093750 +67 21610.583984 +68 16670.564453 +69 17624.683594 +70 24038.392578 +71 14449.381836 +72 16363.106445 +73 21610.910156 +74 16363.106445 +75 24038.392578 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,ITBI,AR,1.315582036972046,"58 2180.900879 +59 183756.437500 +60 58302.031250 +61 -587.320557 +62 28795.652344 +63 9832.430664 +64 6969.833984 +65 -568.843750 +66 16559.722656 +67 7384.680664 +68 7356.026367 +69 25897.226562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,IRRF,SES,1.4299991130828857,"53 70819.382812 +54 70819.382812 +55 70819.382812 +56 70819.382812 +57 70819.382812 +58 70819.382812 +59 70819.382812 +60 70819.382812 +61 70819.382812 +62 70819.382812 +63 70819.382812 +64 70819.382812 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do FPM,HWES,1.3587772846221924,"64 1.275149e+06 +65 1.519808e+06 +66 9.780851e+05 +67 1.186604e+06 +68 1.312418e+06 +69 1.264857e+06 +70 1.312418e+06 +71 9.780851e+05 +72 1.008819e+06 +73 1.002976e+06 +74 1.312418e+06 +75 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do ICMS,Prophet,1.1790258884429932,"64 635206.0625 +65 554863.5625 +66 555159.5000 +67 635744.8750 +68 631544.5000 +69 635206.0625 +70 635744.9375 +71 635741.1250 +72 635741.1250 +73 631544.5000 +74 635206.0625 +75 631544.5000 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do IPVA,XGBoost,1.5111403465270996,"64 98020.781250 +65 30036.677734 +66 28788.675781 +67 30036.677734 +68 28420.773438 +69 19508.476562 +70 21120.556641 +71 20449.246094 +72 6743.663086 +73 6296.049805 +74 63846.289062 +75 98093.664062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do ITR,AR,2.5790793895721436,"48 83.093712 +49 61.111343 +50 2593.750488 +51 52.575603 +52 2591.694580 +53 2593.125977 +54 53.832096 +55 2562.279297 +56 54.231121 +57 48.202808 +58 132.867981 +59 181.898254 +Name: Valor, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do ITR,Linear Regression,2.5790793895721436,"356313 5231.714514 +356321 83.627445 +356330 44.744966 +427132 106.542008 +427141 40.334716 +427149 8.887424 +427166 175.928160 +427175 58.678412 +427191 104.166228 +427200 1736.433959 +427208 14079.084653 +427217 23.510181 +Name: y, dtype: float64" +Prefeitura Municipal de Cruzaltense - RS,Transferencias LC 61_1989,AR,1.5936944484710693,"64 5257.733398 +65 5258.871582 +66 4910.084473 +67 5677.220215 +68 5385.872559 +69 5451.250977 +70 5318.204102 +71 5404.835449 +72 5435.980957 +73 5247.691406 +74 5412.108398 +75 5333.990723 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,IPTU,HWES,1.6576106548309326,"60 16020.757812 +61 16026.874023 +62 59816.996094 +63 36597.187500 +64 58785.535156 +65 58919.128906 +66 14353.731445 +67 14027.624023 +68 15313.974609 +69 2583.102539 +70 7417.037109 +71 2206.937500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,IPTU,Linear Regression,1.6576106548309326,"369231 2479.138575 +369240 2345.381073 +369249 41200.460367 +369257 313487.968779 +369266 36162.921575 +369275 50855.465713 +369284 18825.447235 +369293 20111.598460 +369302 14734.618146 +369311 6378.831455 +369320 12408.148115 +369329 7522.821508 +Name: y, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,ISS,XGBoost,1.1385972499847412,"60 19784.048828 +61 19761.863281 +62 19809.466797 +63 19809.466797 +64 19812.498047 +65 20075.902344 +66 19917.794922 +67 19954.628906 +68 19954.009766 +69 19937.019531 +70 19950.947266 +71 19987.376953 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,ITBI,MLP,1.2341508865356445,"60 20165.194145 +61 20778.523883 +62 20857.713696 +63 19088.025702 +64 27316.371359 +65 22697.287623 +66 19705.799461 +67 19587.827066 +68 25661.267745 +69 19995.313789 +70 21255.048098 +71 24597.853002 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,IRRF,XGBoost,2.306147336959839,"60 106933.070312 +61 106933.070312 +62 106933.070312 +63 30036.681641 +64 106933.070312 +65 24771.132812 +66 106933.070312 +67 106933.070312 +68 106933.070312 +69 106933.070312 +70 106933.070312 +71 106933.070312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do FPM,MLP,2.5417277812957764,"60 1.226751e+06 +61 1.437356e+06 +62 1.154631e+06 +63 1.245751e+06 +64 1.311495e+06 +65 1.280513e+06 +66 1.473589e+06 +67 1.276827e+06 +68 1.243684e+06 +69 1.230459e+06 +70 1.360010e+06 +71 1.687295e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do ICMS,SES,1.1380012035369873,"60 401361.87500 +61 470005.87500 +62 486522.90625 +63 470023.50000 +64 493395.21875 +65 470023.50000 +66 470023.50000 +67 453530.96875 +68 470023.50000 +69 436735.15625 +70 434082.96875 +71 469922.18750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do IPVA,AR,1.5322473049163818,"60 173943.453125 +61 39000.570312 +62 39000.570312 +63 173933.500000 +64 39023.851562 +65 32561.125000 +66 14639.627930 +67 7062.291992 +68 4284.548828 +69 2265.179199 +70 2231.235596 +71 173943.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do ITR,XGBoost,1.6712639331817627,"59 499.783325 +60 2067.646729 +61 2067.646729 +62 1548.351685 +63 485.058197 +64 514.766296 +65 480.415131 +66 2074.654297 +67 57.159817 +68 14.215627 +69 286.312042 +70 250.475098 +Name: Valor, dtype: float64" +Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do ITR,Linear Regression,1.6712639331817627,"312789 207.389994 +369238 1376.534680 +369247 2274.566546 +369264 432.954494 +369273 66.999145 +369282 190.709577 +369291 96.763499 +369300 812.015124 +369309 3672.370627 +369318 16499.462597 +369327 175.459214 +369336 51.855503 +Name: y, dtype: float64" +Prefeitura Municipal de Maçambará - RS,IPTU,Prophet,1.3704149723052979,"72 9205.880859 +73 14856.259766 +74 15100.171875 +75 13908.332031 +76 17798.144531 +77 74487.546875 +78 8578.290039 +79 9188.088867 +80 8779.488281 +81 10974.440430 +82 68636.031250 +83 8299.695312 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maçambará - RS,IPTU,Linear Regression,1.3704149723052979,"397165 11887.363010 +397174 3228.806425 +397183 6439.801913 +397192 4750.094925 +397201 6894.113742 +397210 139325.625390 +397219 35788.759355 +397228 25763.473093 +397237 23950.322049 +397246 21064.648051 +397255 47192.532447 +397264 13253.548934 +Name: y, dtype: float64" +Prefeitura Municipal de Maçambará - RS,ISS,SARIMAX,1.3648884296417236,"72 135121.812500 +73 135461.406250 +74 136391.281250 +75 135826.093750 +76 136391.281250 +77 135445.265625 +78 136346.515625 +79 136391.281250 +80 135445.265625 +81 135445.265625 +82 135121.812500 +83 135224.453125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maçambará - RS,ITBI,MLP,1.8695626258850098,"72 33637.807291 +73 36132.800575 +74 38164.661958 +75 40579.206037 +76 40617.314989 +77 42478.262481 +78 45576.651161 +79 49358.065144 +80 42623.581560 +81 37426.445827 +82 35617.019183 +83 36878.898670 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maçambará - RS,IRRF,SARIMAX,1.1618802547454834,"72 188756.656250 +73 182542.828125 +74 188756.656250 +75 188756.656250 +76 188756.656250 +77 188788.687500 +78 196916.078125 +79 188756.656250 +80 188756.656250 +81 188788.687500 +82 188756.656250 +83 196916.078125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maçambará - RS,Cota-Parte do FPM,SES,1.026984453201294,"68 1206849.875 +69 1208354.875 +70 1110915.125 +71 1128949.625 +72 1124281.375 +73 1166217.250 +74 1150421.875 +75 1110915.125 +76 1110915.125 +77 1065171.125 +78 1112854.625 +79 1138998.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maçambará - RS,Cota-Parte do ICMS,MLP,2.240792751312256,"72 1.620353e+06 +73 1.500106e+06 +74 1.546974e+06 +75 1.708751e+06 +76 1.828722e+06 +77 1.645298e+06 +78 1.736546e+06 +79 1.791533e+06 +80 1.788707e+06 +81 1.946797e+06 +82 1.542751e+06 +83 1.948104e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maçambará - RS,Cota-Parte do IPVA,HWES,2.1477231979370117,"67 46939.277344 +68 31355.722656 +69 34730.289062 +70 35950.382812 +71 39307.167969 +72 32126.740234 +73 36597.906250 +74 23939.658203 +75 12414.929688 +76 11980.624023 +77 23579.367188 +78 55366.144531 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maçambará - RS,Cota-Parte do ITR,XGBoost,1.9478771686553955,"65 92019.703125 +66 8492.970703 +67 8794.635742 +68 7907.794922 +69 9615.797852 +70 8794.560547 +71 9841.596680 +72 8492.970703 +73 92019.703125 +74 184510.328125 +75 47037.269531 +76 43382.238281 +Name: Valor, dtype: float64" +Prefeitura Municipal de Maçambará - RS,Cota-Parte do ITR,Linear Regression,1.9478771686553955,"397172 1.344439e+05 +397181 8.433299e+02 +397190 7.376777e+03 +397199 4.174013e+03 +397208 3.168913e+03 +397217 7.016316e+03 +397226 2.375587e+03 +397235 1.920492e+02 +397244 9.729221e+04 +397253 1.239397e+06 +397262 2.112882e+05 +397271 1.530037e+05 +Name: y, dtype: float64" +Prefeitura Municipal de Maçambará - RS,Transferencias LC 61_1989,SES,1.7988207340240479,"48 14175.668945 +49 12263.879883 +50 13575.110352 +51 14142.322266 +52 14420.983398 +53 14031.798828 +54 14996.851562 +55 12542.604492 +56 13523.623047 +57 14468.401367 +58 14590.552734 +59 14589.638672 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,IPTU,AR,1.7015042304992676,"72 1287.802002 +73 18337.927734 +74 135509.796875 +75 144722.828125 +76 21664.152344 +77 21660.744141 +78 21664.355469 +79 21742.560547 +80 20549.316406 +81 20986.273438 +82 12728.395508 +83 13885.664062 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,ISS,AR,1.7087733745574951,"72 44209.671875 +73 40950.664062 +74 45428.925781 +75 45493.277344 +76 41588.398438 +77 40380.683594 +78 45493.277344 +79 41721.214844 +80 45626.300781 +81 39875.574219 +82 35435.750000 +83 38557.554688 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,ITBI,Prophet,1.6394736766815186,"72 5663.680176 +73 10085.992188 +74 7778.281738 +75 8702.416992 +76 9359.480469 +77 8821.698242 +78 13229.213867 +79 9323.360352 +80 10221.337891 +81 5650.667480 +82 6387.811035 +83 4725.741699 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,ITBI,Linear Regression,1.6394736766815186,"395035 12166.267946 +395044 25407.263862 +395053 14370.196135 +395062 7557.901182 +395071 18552.792960 +395080 19325.508857 +395088 34227.577191 +395097 6455.256636 +395106 17004.699576 +395115 11297.795061 +395124 1975.115836 +395133 14379.806759 +Name: y, dtype: float64" +Prefeitura Municipal de Pinhal - RS,IRRF,HWES,1.3646137714385986,"72 74352.593750 +73 69015.359375 +74 74352.593750 +75 120428.757812 +76 120428.757812 +77 74352.593750 +78 69015.359375 +79 69015.359375 +80 74352.593750 +81 68962.953125 +82 74352.593750 +83 120428.367188 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,Cota-Parte do FPM,HWES,1.2446231842041016,"72 1.234323e+06 +73 1.893773e+06 +74 1.117578e+06 +75 1.179014e+06 +76 1.244801e+06 +77 1.260544e+06 +78 1.244801e+06 +79 1.117578e+06 +80 1.119056e+06 +81 9.479554e+05 +82 1.244801e+06 +83 1.893773e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,Cota-Parte do ICMS,SARIMAX,1.170943260192871,"72 1636049.625 +73 1554788.625 +74 1629960.250 +75 1684230.000 +76 1682855.375 +77 1636049.625 +78 1684230.000 +79 1684230.000 +80 1684230.000 +81 1682855.375 +82 1659492.750 +83 1692445.625 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,Cota-Parte do IPVA,HWES,1.6093769073486328,"72 98006.328125 +73 102971.320312 +74 63876.398438 +75 63876.398438 +76 111114.187500 +77 114965.125000 +78 119526.765625 +79 119191.710938 +80 119020.648438 +81 119191.710938 +82 115214.273438 +83 72837.531250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,Cota-Parte do ITR,XGBoost,1.26743745803833,"56 515.953186 +57 472.916138 +58 485.998291 +59 471.926178 +60 2313.056641 +61 2804.790527 +62 2804.389160 +63 2811.078125 +64 3431.605469 +65 3472.885742 +66 3425.377930 +67 2789.134033 +Name: Valor, dtype: float64" +Prefeitura Municipal de Pinhal - RS,Transferencias LC 61_1989,SARIMAX,1.4135966300964355,"48 14584.052734 +49 9099.009766 +50 11224.123047 +51 11315.213867 +52 11276.116211 +53 14775.457031 +54 14775.457031 +55 9156.119141 +56 11251.126953 +57 14579.035156 +58 11224.123047 +59 14775.457031 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,IPTU,MLP,1.7267534732818604,"58 5866.833977 +59 6965.334746 +60 8125.009450 +61 9239.247163 +62 10216.949522 +63 9374.682855 +64 6577.968711 +65 7195.597527 +66 8461.199912 +67 10019.606414 +68 11982.045421 +69 14106.808630 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,ISS,XGBoost,1.4619619846343994,"72 21283.824219 +73 20786.890625 +74 21283.824219 +75 20500.005859 +76 21283.824219 +77 19804.234375 +78 21283.824219 +79 21283.824219 +80 19804.234375 +81 21283.824219 +82 20487.675781 +83 21283.824219 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,ITBI,MLP,1.6283864974975586,"65 4325.559638 +66 2584.946232 +67 3435.278595 +68 4517.097064 +69 3695.835792 +70 4704.813296 +71 4832.915806 +72 4223.687611 +73 4412.153689 +74 4955.526781 +75 3847.563962 +76 4766.471054 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,IRRF,HWES,1.2067394256591797,"72 90259.656250 +73 90259.656250 +74 90052.523438 +75 90259.656250 +76 90259.656250 +77 90052.523438 +78 89719.320312 +79 89719.320312 +80 90259.656250 +81 90259.656250 +82 90259.656250 +83 90039.546875 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,Cota-Parte do FPM,HWES,2.6208701133728027,"72 1264314.500 +73 1893768.500 +74 1095305.750 +75 1210246.375 +76 1283992.875 +77 1283379.750 +78 1283992.875 +79 1095305.750 +80 1065818.625 +81 954709.250 +82 1283992.875 +83 1893768.500 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,Cota-Parte do ICMS,MLP,1.1875600814819336,"72 465099.000017 +73 439037.992127 +74 449087.223454 +75 483615.650525 +76 509046.677992 +77 469557.679323 +78 482191.721322 +79 493850.922494 +80 493116.173753 +81 525840.023289 +82 475759.094677 +83 532617.836737 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,Cota-Parte do IPVA,AR,1.6329407691955566,"69 72506.382812 +70 14021.247070 +71 11314.940430 +72 11312.903320 +73 11312.903320 +74 11002.565430 +75 7162.025879 +76 11934.448242 +77 3753.498047 +78 3029.506348 +79 3405.365234 +80 72506.382812 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,Cota-Parte do ITR,SARIMAX,1.3423478603363037,"63 156.256989 +64 212.179840 +65 191.362396 +66 444.153259 +67 197.255951 +68 447.626160 +69 1012.109558 +70 134.667984 +71 136.763702 +72 1578.753662 +73 450.251282 +74 134.050125 +Name: Valor, dtype: float64" +Prefeitura Municipal de União da Serra - RS,Transferencias LC 61_1989,HWES,1.4614317417144775,"72 4524.451172 +73 4962.398438 +74 4208.010254 +75 3769.103760 +76 4493.043457 +77 3986.317627 +78 4075.531982 +79 4695.443359 +80 3597.630127 +81 4330.186035 +82 4078.797607 +83 5827.422363 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,IPTU,HWES,1.4697284698486328,"60 175544.140625 +61 240276.171875 +62 22953.927734 +63 19214.437500 +64 14560.026367 +65 22871.957031 +66 19449.058594 +67 19880.074219 +68 15526.092773 +69 15526.092773 +70 15526.092773 +71 15526.092773 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,ISS,MLP,1.4575095176696777,"60 21443.729122 +61 20453.831902 +62 23199.717090 +63 24435.715691 +64 21868.052829 +65 25183.410696 +66 21440.541895 +67 20204.826764 +68 22777.768961 +69 21997.258862 +70 22480.887813 +71 20803.256324 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,ITBI,SES,2.6896355152130127,"49 3716.121094 +50 5658.495605 +51 6616.074707 +52 7019.211914 +53 3249.706787 +54 2575.814941 +55 7094.505859 +56 7680.995605 +57 7680.995605 +58 7612.487793 +59 17949.369141 +60 25942.234375 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,ITBI,Linear Regression,2.6896355152130127,"310753 60114.867188 +310761 5889.173690 +310769 48477.603968 +310777 20323.303120 +310785 174181.388701 +310793 96707.081084 +310801 27917.599902 +310809 35317.709984 +310817 36218.187311 +310825 32122.333106 +310833 15073.819055 +383565 409.635892 +Name: y, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,IRRF,XGBoost,1.7025861740112305,"60 70281.148438 +61 70281.148438 +62 70281.148438 +63 83414.171875 +64 75188.648438 +65 92010.828125 +66 70281.148438 +67 74399.007812 +68 92010.828125 +69 70281.148438 +70 70281.148438 +71 70281.148438 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,Cota-Parte do FPM,MLP,1.1195685863494873,"60 1.218018e+06 +61 1.424015e+06 +62 1.146692e+06 +63 1.235791e+06 +64 1.299921e+06 +65 1.269253e+06 +66 1.457997e+06 +67 1.264771e+06 +68 1.232012e+06 +69 1.218802e+06 +70 1.345405e+06 +71 1.664646e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,Cota-Parte do ICMS,XGBoost,1.5259344577789307,"60 690899.6875 +61 690067.8750 +62 691261.2500 +63 689406.4375 +64 622478.8125 +65 632152.8750 +66 630521.0625 +67 584691.6875 +68 632152.8750 +69 632301.8750 +70 625617.8750 +71 689623.3750 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,Cota-Parte do IPVA,AR,1.577425241470337,"60 102974.632812 +61 100917.492188 +62 101411.382812 +63 101407.328125 +64 101407.328125 +65 44494.285156 +66 32920.277344 +67 32920.277344 +68 32920.277344 +69 20140.130859 +70 23763.642578 +71 102974.632812 +Name: Valor, dtype: float64" +Prefeitura Municipal de São Nicolau - RS,Cota-Parte do ITR,XGBoost,2.022406816482544,"58 31555.669922 +59 23682.791016 +60 46595.613281 +61 44217.855469 +62 44303.265625 +63 44217.855469 +64 44218.101562 +65 44222.671875 +66 23682.791016 +67 27541.140625 +68 33901.566406 +69 33901.566406 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,IPTU,SARIMAX,3.1202452182769775,"67 -641.478149 +68 -121.922615 +69 1762.491211 +70 2216.275879 +71 2211.123047 +72 2211.123047 +73 8701.252930 +74 7856.506348 +75 -372.529419 +76 -1147.014282 +77 136.119995 +78 25774.656250 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,IPTU,Linear Regression,3.1202452182769775,"67 1144.472197 +68 1911.376107 +69 2749.204014 +70 1026.958030 +71 1002.584446 +72 1304.855907 +73 11476.872074 +74 5131.025072 +75 2228.500120 +76 1898.705764 +77 3504.369134 +78 701.207729 +Name: y, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,ISS,MLP,1.3540410995483398,"68 25522.513130 +69 27532.660879 +70 27249.835954 +71 29055.533585 +72 29250.869247 +73 29451.655268 +74 31013.266224 +75 31691.588898 +76 34263.806880 +77 35233.620489 +78 36137.009580 +79 38420.310968 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,ITBI,XGBoost,1.5876319408416748,"67 24169.900391 +68 -138.861221 +69 11525.524414 +70 24173.410156 +71 7925.092285 +72 24138.964844 +73 24136.023438 +74 7962.257812 +75 65345.343750 +76 1208.728882 +77 1155.085083 +78 64700.277344 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,IRRF,Prophet,1.1857457160949707,"68 48473.808594 +69 41652.933594 +70 49949.125000 +71 48473.808594 +72 48473.808594 +73 42891.242188 +74 45360.210938 +75 42891.242188 +76 42891.242188 +77 48473.808594 +78 48473.808594 +79 99888.773438 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,Cota-Parte do FPM,Prophet,1.3256118297576904,"68 1.487180e+06 +69 1.893769e+06 +70 1.229326e+06 +71 1.215491e+06 +72 1.892755e+06 +73 1.487180e+06 +74 1.893769e+06 +75 1.229326e+06 +76 1.229326e+06 +77 9.916711e+05 +78 1.892755e+06 +79 1.893769e+06 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,Cota-Parte do ICMS,MLP,1.1276071071624756,"68 331275.655168 +69 315481.846609 +70 321653.082180 +71 342680.638539 +72 358172.747497 +73 334216.766658 +74 341937.232732 +75 349059.550308 +76 348647.449507 +77 368561.568555 +78 338160.562721 +79 372742.266413 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,Cota-Parte do IPVA,AR,1.8662068843841553,"68 46430.023438 +69 12052.117188 +70 50886.773438 +71 46545.613281 +72 50886.773438 +73 46632.734375 +74 8900.260742 +75 8990.576172 +76 5698.622559 +77 5952.462891 +78 5952.462891 +79 49102.179688 +Name: Valor, dtype: float64" +Prefeitura Municipal de São José das Missões - RS,Cota-Parte do ITR,XGBoost,1.5646367073059082,"49 480.036957 +50 1987.070190 +51 2218.203857 +52 4702.060059 +53 4665.566406 +54 4665.566406 +55 4702.060059 +56 4702.402344 +57 4702.770996 +58 4702.770996 +59 4698.005859 +60 4702.402344 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,IPTU,SES,1.3184046745300293,"42 119493.406250 +43 145665.312500 +44 132677.015625 +45 4756.078125 +46 132660.187500 +47 132671.703125 +48 4756.078125 +49 4744.554688 +50 9222.113281 +51 119493.406250 +52 139793.421875 +53 140533.421875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,ISS,Prophet,1.3057899475097656,"42 72686.476562 +43 72686.476562 +44 69183.289062 +45 72686.476562 +46 95005.281250 +47 72686.476562 +48 72686.476562 +49 72686.476562 +50 95005.281250 +51 72686.476562 +52 74392.601562 +53 95005.281250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,ITBI,HWES,1.2224311828613281,"36 80176.695312 +37 80014.656250 +38 80040.398438 +39 79813.078125 +40 80040.398438 +41 80014.656250 +42 80014.656250 +43 80040.398438 +44 80008.851562 +45 80008.906250 +46 80041.875000 +47 80008.906250 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,IRRF,Prophet,1.6166949272155762,"36 20832.822266 +37 25782.544922 +38 20771.625000 +39 20772.097656 +40 20792.482422 +41 20792.482422 +42 20792.482422 +43 44242.730469 +44 20722.435547 +45 20722.435547 +46 20722.435547 +47 44241.148438 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do FPM,Prophet,1.2613751888275146,"42 1811311.125 +43 1811354.125 +44 1811162.375 +45 1811221.000 +46 1811221.000 +47 1811434.750 +48 1811434.750 +49 1811352.125 +50 1811221.000 +51 1811221.000 +52 1811354.125 +53 1811434.750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do ICMS,HWES,1.241645336151123,"42 872665.9375 +43 995844.7500 +44 995844.7500 +45 872665.9375 +46 995844.7500 +47 995844.7500 +48 995844.7500 +49 995844.7500 +50 872673.9375 +51 872691.9375 +52 873265.3750 +53 995844.7500 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do IPVA,Prophet,2.605982542037964,"42 511012.00000 +43 511074.00000 +44 511163.96875 +45 511165.71875 +46 511012.00000 +47 511099.46875 +48 511165.71875 +49 511001.12500 +50 511438.56250 +51 511165.71875 +52 511165.75000 +53 511099.46875 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do ITR,SES,21.21999192237854,"39 107.518280 +40 148.319687 +41 -85467.648438 +42 109.235680 +43 82.853310 +44 110.067383 +45 158.462036 +46 84.279915 +47 33.336929 +48 -85467.812500 +49 82.258545 +50 82.258545 +Name: Valor, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do ITR,Linear Regression,21.21999192237854,"283865 57.689667 +283874 37.610579 +337268 41018.674662 +337277 10.937428 +337286 20.897958 +337295 -40928.412146 +388556 14.940795 +388563 45.229427 +388570 1489.209396 +388577 2913.488587 +388584 66.711608 +388591 51.675039 +Name: y, dtype: float64" +Prefeitura Municipal de Barão de Cotegipe - RS,Transferencias LC 61_1989,HWES,1.3281893730163574,"42 8533.155273 +43 7291.408203 +44 7291.315918 +45 7291.266602 +46 7289.435547 +47 7291.266602 +48 7334.488770 +49 6021.467285 +50 7334.500488 +51 7291.315918 +52 6021.467285 +53 7334.488770 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,IPTU,MLP,2.762890338897705,"62 27092.847716 +63 29407.333234 +64 44223.385705 +65 67076.502596 +66 39981.595409 +67 32984.850484 +68 26171.482441 +69 27977.996289 +70 26936.511064 +71 30313.755417 +72 32014.600617 +73 35863.364178 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,ISS,XGBoost,2.053046464920044,"62 7982.550781 +63 7924.028809 +64 14549.775391 +65 14549.775391 +66 14588.611328 +67 14588.611328 +68 14458.430664 +69 14588.611328 +70 7856.340820 +71 7890.588379 +72 14528.487305 +73 14550.734375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,ITBI,XGBoost,1.8746302127838135,"62 17080.927734 +63 53693.011719 +64 53693.011719 +65 17084.302734 +66 53477.179688 +67 53281.578125 +68 102536.421875 +69 23222.179688 +70 23229.617188 +71 53693.011719 +72 53898.023438 +73 23396.953125 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,IRRF,SARIMAX,1.252556324005127,"62 54418.550781 +63 60673.464844 +64 60673.464844 +65 60964.523438 +66 60673.464844 +67 60673.464844 +68 60673.464844 +69 60673.464844 +70 60673.464844 +71 60964.523438 +72 60964.523438 +73 61484.718750 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,Cota-Parte do FPM,AR,1.257265329360962,"62 1133735.625 +63 1893768.375 +64 1147843.375 +65 1151531.000 +66 1887246.000 +67 990183.500 +68 1887246.000 +69 1147843.375 +70 1147843.375 +71 1138520.375 +72 1893768.375 +73 1893768.375 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,Cota-Parte do ICMS,MLP,1.0064914226531982,"62 400703.932904 +63 380997.087005 +64 389784.987794 +65 417851.448981 +66 438400.057359 +67 407525.714557 +68 425087.066797 +69 434756.347104 +70 434552.221220 +71 461790.463110 +72 421445.305581 +73 492379.004689 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,Cota-Parte do IPVA,HWES,2.1632044315338135,"61 49518.988281 +62 29204.357422 +63 81887.703125 +64 82044.585938 +65 81431.531250 +66 79994.070312 +67 22235.296875 +68 22235.296875 +69 22235.296875 +70 11029.597656 +71 11046.684570 +72 82870.976562 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,Cota-Parte do ITR,SES,1.3272058963775635,"48 2612.739258 +49 14663.445312 +50 14571.538086 +51 2612.739258 +52 1814.730469 +53 1820.826294 +54 1820.723145 +55 1820.826294 +56 2612.739258 +57 2911.862305 +58 1820.826294 +59 2612.739258 +Name: Valor, dtype: float64" +Prefeitura Municipal de Tunas - RS,Transferencias LC 61_1989,SARIMAX,1.3748924732208252,"62 3136.734619 +63 2825.649902 +64 2825.649902 +65 2914.121582 +66 2825.649902 +67 2914.121582 +68 2891.310547 +69 2825.649902 +70 2806.751709 +71 3144.614502 +72 2825.649902 +73 3153.772217 +Name: Valor, dtype: float64"