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"