Instituição,Conta,Modelo,Time (s),Forecasts Prefeitura Municipal de Santo Ângelo - RS,IPTU,SARIMAX,2.8778085708618164,"96 1103736.625 97 1270643.000 98 1284483.125 99 1185138.375 100 1253954.000 101 1268373.000 102 1259413.625 103 1263825.750 104 1472094.375 105 1440044.625 106 1439357.500 107 1413539.375 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,ISS,MLP,1.097348690032959,"96 1.849708e+06 97 1.825735e+06 98 1.937245e+06 99 1.983441e+06 100 2.033545e+06 101 1.996011e+06 102 2.100950e+06 103 2.044220e+06 104 2.063250e+06 105 2.000878e+06 106 2.033392e+06 107 1.959046e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,ITBI,XGBoost,1.6661663055419922,"96 514076.87500 97 423497.00000 98 515406.03125 99 565750.06250 100 421783.50000 101 475236.75000 102 470920.68750 103 477812.96875 104 498589.78125 105 466000.81250 106 464379.40625 107 500427.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do ICMS,MLP,1.772648811340332,"96 5.791237e+06 97 5.436194e+06 98 5.430093e+06 99 5.860071e+06 100 5.408396e+06 101 6.217421e+06 102 6.428945e+06 103 6.423411e+06 104 6.889356e+06 105 7.190782e+06 106 7.548361e+06 107 7.451281e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Ângelo - RS,Cota-Parte do IPVA,XGBoost,1.3325495719909668,"96 2972799.00 97 3027336.50 98 2768213.00 99 2845127.75 100 2845127.75 101 3003516.50 102 3003516.50 103 3003516.50 104 3003516.50 105 3003516.50 106 3003516.50 107 2748690.25 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,IPTU,MLP,1.0171332359313965,"96 1.059754e+07 97 6.043513e+06 98 7.343944e+05 99 -4.915428e+06 100 1.312103e+07 101 8.658373e+06 102 -1.686645e+06 103 7.248989e+06 104 8.846640e+06 105 4.640595e+06 106 5.839237e+06 107 7.413947e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,ISS,SARIMAX,0.9124500751495361,"96 5237516.5 97 5240031.5 98 5237516.5 99 5309910.0 100 5311889.0 101 5311889.0 102 5311889.0 103 5311889.0 104 5311889.0 105 5311889.0 106 5311889.0 107 5311889.0 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,ITBI,MLP,1.1194865703582764,"96 2.237820e+06 97 1.755544e+06 98 2.142696e+06 99 2.202680e+06 100 1.907844e+06 101 2.359637e+06 102 2.159494e+06 103 2.147119e+06 104 2.476851e+06 105 2.264984e+06 106 2.409931e+06 107 2.315874e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do ICMS,MLP,0.9379737377166748,"96 1.578603e+07 97 1.451677e+07 98 1.435206e+07 99 1.552929e+07 100 1.409668e+07 101 1.621741e+07 102 1.659069e+07 103 1.632495e+07 104 1.744867e+07 105 1.797598e+07 106 1.872007e+07 107 1.799324e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cruz do Sul - RS,Cota-Parte do IPVA,MLP,2.0664167404174805,"96 -1.178850e+06 97 1.003639e+06 98 6.524837e+06 99 9.406973e+05 100 2.634715e+06 101 4.855155e+06 102 3.866041e+06 103 4.322976e+06 104 4.305868e+06 105 4.633480e+06 106 5.117812e+06 107 -2.500285e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,IPTU,XGBoost,1.9435937404632568,"80 30139.769531 81 30072.531250 82 35687.089844 83 41587.820312 84 18797.726562 85 18797.726562 86 25252.335938 87 29136.617188 88 29087.705078 89 28418.679688 90 29128.804688 91 35470.285156 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,ISS,SARIMAX,1.9950852394104004,"80 28065.050781 81 38544.613281 82 39581.457031 83 38451.378906 84 38334.867188 85 35119.007812 86 37535.437500 87 35119.007812 88 37523.925781 89 38556.183594 90 35119.007812 91 35119.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,ITBI,MLP,0.6704418659210205,"80 76443.778021 81 57571.081922 82 62159.624656 83 68984.989847 84 59797.853331 85 82156.624228 86 -3939.594597 87 46216.417968 88 88939.009889 89 7208.085944 90 72592.052832 91 78466.525551 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do ICMS,XGBoost,0.7207651138305664,"80 738723.6875 81 675166.3750 82 734841.0000 83 822016.7500 84 750265.6875 85 675204.6875 86 733749.7500 87 824313.0625 88 670206.2500 89 739924.5000 90 734001.6875 91 812985.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Colorado - RS,Cota-Parte do IPVA,MLP,0.712263822555542,"80 -48593.398678 81 39175.112847 82 171385.441058 83 50958.870079 84 111190.608361 85 132038.507079 86 133062.009742 87 157400.313459 88 143157.914846 89 157334.151044 90 172015.782758 91 -119835.345598 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,IPTU,MLP,0.87514328956604,"84 85676.107351 85 57944.799347 86 41971.009324 87 63907.466463 88 61677.841183 89 61139.337956 90 20240.324390 91 -10016.489713 92 79621.252445 93 74726.069887 94 51675.199675 95 65477.002938 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,ISS,MLP,1.1516642570495605,"96 53547.441315 97 40007.211011 98 55141.749396 99 54472.500333 100 8240.308490 101 54346.168491 102 51696.979738 103 44219.470210 104 43115.162304 105 46012.372645 106 55528.868236 107 55613.594457 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,ITBI,MLP,2.0671768188476562,"93 35190.910280 94 31189.044947 95 22973.712921 96 17609.817412 97 16006.517428 98 15882.784235 99 17411.768530 100 22508.962730 101 32363.756479 102 17965.343618 103 24909.518918 104 32148.219414 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do ICMS,SES,1.4402565956115723,"96 694095.8750 97 693070.7500 98 745212.1250 99 747617.8750 100 741320.8125 101 712622.2500 102 715469.2500 103 714736.3125 104 715773.1875 105 716572.1250 106 716911.8125 107 718217.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Entre Rios do Sul - RS,Cota-Parte do IPVA,MLP,1.9327442646026611,"96 -8430.257678 97 17381.160231 98 60083.059822 99 3028.277095 100 27178.801695 101 55780.640366 102 39374.108645 103 45415.285314 104 49394.356609 105 49565.468374 106 54446.606345 107 -21730.145468 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,IPTU,SARIMAX,1.0679943561553955,"89 11296.102539 90 25265.041016 91 9430.720703 92 10010.841797 93 9644.790039 94 9208.710938 95 8353.137695 96 9202.248047 97 8637.971680 98 10897.873047 99 18031.373047 100 11170.177734 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,ISS,MLP,1.5490710735321045,"96 13033.309999 97 10088.126008 98 13153.913994 99 9560.331880 100 11543.668921 101 14129.164233 102 12513.467466 103 8294.303270 104 10267.446242 105 11716.006921 106 12454.732142 107 9317.077120 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,ITBI,MLP,2.6268727779388428,"90 -3568.277717 91 12262.949849 92 15281.654001 93 3947.009402 94 20224.089473 95 14430.900534 96 -2484.218659 97 23029.498919 98 20565.336959 99 8061.945277 100 23650.845834 101 -36956.041024 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do ICMS,MLP,1.798208236694336,"96 386314.172359 97 362456.938410 98 361716.824246 99 392174.824386 100 362326.746558 101 416161.493687 102 429892.122264 103 429338.936860 104 459747.371824 105 477324.007088 106 500429.523950 107 489927.248505 Name: Valor, dtype: float64" Prefeitura Municipal de Morrinhos do Sul - RS,Cota-Parte do IPVA,MLP,2.263702869415283,"95 12259.591173 96 36829.392952 97 60700.009912 98 2615.093963 99 48386.282038 100 82339.779006 101 69335.967813 102 77431.880672 103 79313.143736 104 87509.235433 105 92633.361902 106 1396.847132 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,IPTU,AR,2.5027871131896973,"96 363767.68750 97 276020.59375 98 287473.28125 99 302711.46875 100 307415.71875 101 337442.81250 102 313226.00000 103 340256.56250 104 315853.75000 105 340156.90625 106 340156.90625 107 340156.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,ISS,MLP,1.139648675918579,"96 634830.275621 97 623760.702989 98 598701.802923 99 649281.095237 100 648849.495863 101 660110.207401 102 691006.492660 103 674033.559903 104 666900.464086 105 657754.263974 106 698308.798883 107 661309.104314 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,ITBI,MLP,0.797917366027832,"96 216636.587666 97 257611.400845 98 275065.018745 99 236343.498187 100 229004.970365 101 270600.510338 102 260577.326392 103 274825.609383 104 227147.293448 105 257511.012272 106 294568.876316 107 218942.728673 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do ICMS,MLP,0.860065221786499,"96 4.158230e+06 97 3.874093e+06 98 3.851016e+06 99 4.162589e+06 100 3.815086e+06 101 4.385666e+06 102 4.512667e+06 103 4.485897e+06 104 4.803795e+06 105 4.979263e+06 106 5.216978e+06 107 5.077529e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Teutônia - RS,Cota-Parte do IPVA,MLP,1.0552918910980225,"96 -4.236495e+05 97 1.170835e+05 98 1.570107e+06 99 1.276321e+05 100 6.114018e+05 101 1.072779e+06 102 7.625334e+05 103 9.640033e+05 104 9.388245e+05 105 9.846720e+05 106 1.108337e+06 107 -7.984488e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,IPTU,SARIMAX,1.0249009132385254,"92 4540.994141 93 4339.446289 94 4534.949707 95 1835.098999 96 3039.939453 97 3648.059326 98 3274.764160 99 3641.638916 100 3397.519043 101 3748.030029 102 3933.092285 103 4675.957520 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,ISS,MLP,1.227832317352295,"96 109079.383625 97 111247.927858 98 117287.730597 99 114496.437930 100 80995.376775 101 89014.385821 102 61644.295136 103 105358.391949 104 112801.720221 105 113163.137601 106 122053.354529 107 119096.895181 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,ITBI,MLP,1.525052785873413,"79 7606.899623 80 11730.957254 81 7947.467574 82 8704.255543 83 11615.891314 84 10100.146598 85 8999.715596 86 4595.475739 87 12713.418661 88 12640.338423 89 3107.071137 90 13221.169942 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do ICMS,XGBoost,1.0041320323944092,"96 324901.46875 97 292524.84375 98 290917.81250 99 297360.40625 100 295889.56250 101 296057.53125 102 296587.87500 103 287624.62500 104 296551.28125 105 307504.87500 106 319938.56250 107 295510.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Pouso Novo - RS,Cota-Parte do IPVA,MLP,0.9238619804382324,"91 21318.857453 92 24111.241307 93 35239.034846 94 21493.147805 95 28545.843237 96 39026.290503 97 43254.137867 98 48202.394388 99 46682.373583 100 52355.206526 101 56668.893480 102 6703.414947 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,IPTU,MLP,0.937873125076294,"94 71767.012119 95 35995.932208 96 -21536.593041 97 -18457.263080 98 99725.941907 99 33873.090244 100 -29714.276361 101 67401.458556 102 48798.123331 103 12073.364452 104 41473.730389 105 48111.736705 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,ISS,XGBoost,0.8652646541595459,"96 19139.183594 97 25025.017578 98 20426.384766 99 22600.433594 100 24742.583984 101 21972.613281 102 22823.216797 103 24464.794922 104 23585.675781 105 21254.724609 106 24511.861328 107 19406.767578 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,ITBI,SES,3.2174415588378906,"95 9414.791016 96 11261.379883 97 10303.993164 98 9678.034180 99 13387.585938 100 14120.681641 101 11904.663086 102 10547.394531 103 11523.094727 104 12408.847656 105 11189.259766 106 9975.506836 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do ICMS,XGBoost,1.9737954139709473,"96 289507.375000 97 288274.625000 98 254753.828125 99 275194.687500 100 244949.218750 101 274105.593750 102 305316.281250 103 281365.656250 104 283143.906250 105 283619.156250 106 304192.562500 107 242269.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Ricardo - RS,Cota-Parte do IPVA,MLP,1.5999698638916016,"93 51525.402591 94 -75422.639413 95 21936.164332 96 63479.182907 97 36694.859232 98 40954.721941 99 48683.645281 100 63893.346364 101 56623.531635 102 59899.891463 103 68432.136474 104 -81943.680497 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,IPTU,MLP,0.6903562545776367,"86 283433.945373 87 163067.602178 88 54945.492506 89 203046.489487 90 196678.905089 91 -256645.731953 92 297864.106141 93 311248.598543 94 -14743.668550 95 174883.744367 96 234411.187365 97 186676.190435 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,ISS,MLP,0.7414119243621826,"92 99303.060583 93 117951.523147 94 102334.932395 95 93033.130431 96 104038.650938 97 104610.722611 98 114636.486560 99 113771.274668 100 110977.573791 101 104868.724721 102 98415.847445 103 63936.279942 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,ITBI,MLP,0.888993501663208,"92 83439.618102 93 66983.600409 94 71883.789255 95 75463.800311 96 72951.603188 97 92554.555056 98 78834.183182 99 80330.729803 100 87903.703151 101 86507.423624 102 95944.241676 103 84149.455741 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do ICMS,MLP,1.021620512008667,"92 1.066122e+06 93 1.002225e+06 94 1.000408e+06 95 1.085083e+06 96 1.004523e+06 97 1.154291e+06 98 1.193240e+06 99 1.195414e+06 100 1.281168e+06 101 1.333100e+06 102 1.402107e+06 103 1.376007e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ipê - RS,Cota-Parte do IPVA,MLP,0.886646032333374,"92 -45008.361717 93 64466.253083 94 250668.937284 95 -9425.741455 96 169900.136247 97 208477.628656 98 146229.767084 99 212517.418289 100 182388.670124 101 206337.602438 102 234254.782170 103 -136914.146792 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,IPTU,XGBoost,1.2300257682800293,"96 17841.970703 97 18094.494141 98 16354.607422 99 17200.007812 100 17200.007812 101 17394.683594 102 17028.658203 103 16790.492188 104 16871.730469 105 16790.492188 106 17028.658203 107 16790.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,ISS,MLP,1.357703685760498,"96 96372.597979 97 91378.995241 98 80231.422315 99 92724.034305 100 105382.556224 101 90212.340295 102 88027.238587 103 102089.853240 104 52492.179667 105 68077.146230 106 89472.802506 107 56322.494991 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,ITBI,MLP,1.1620879173278809,"95 43423.741317 96 29615.500133 97 2759.304166 98 27633.152212 99 30283.308726 100 18426.132987 101 29665.446785 102 25486.991855 103 39015.059239 104 25136.457851 105 40777.128155 106 45407.283756 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do ICMS,MLP,1.987623691558838,"96 582688.021274 97 551800.774479 98 550714.124628 99 596137.135917 100 556663.649909 101 635677.347182 102 657462.473017 103 678573.548667 104 724645.018876 105 741294.285666 106 781435.109089 107 769598.691906 Name: Valor, dtype: float64" Prefeitura Municipal de Mata - RS,Cota-Parte do IPVA,MLP,3.404101848602295,"96 -23905.878079 97 32188.251674 98 86579.540346 99 11352.636270 100 64955.801173 101 81459.769010 102 63023.230979 103 83936.401672 104 78320.482714 105 83512.357495 106 91950.571377 107 -33008.358488 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,IPTU,SARIMAX,1.2876503467559814,"96 50591436.0 97 50630368.0 98 50630368.0 99 50630368.0 100 50630368.0 101 50630368.0 102 50630368.0 103 50630368.0 104 50630368.0 105 50630368.0 106 54564372.0 107 50630368.0 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,ISS,SARIMAX,1.0558085441589355,"96 7868544.5 97 8068760.5 98 8068760.5 99 8828082.0 100 8813743.0 101 8807553.0 102 8800376.0 103 8821891.0 104 8639304.0 105 8639304.0 106 8639304.0 107 8639304.0 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,ITBI,XGBoost,1.2505619525909424,"96 2442922.00 97 2443021.00 98 2402000.75 99 2378305.75 100 2576838.75 101 2544737.50 102 2464051.25 103 2132358.75 104 2417401.25 105 2409726.00 106 2452739.00 107 2362787.00 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do ICMS,XGBoost,0.8296785354614258,"96 12032665.0 97 11487964.0 98 11022811.0 99 11526377.0 100 10754732.0 101 11327453.0 102 11478299.0 103 11385347.0 104 11480259.0 105 11488101.0 106 12249752.0 107 11118160.0 Name: Valor, dtype: float64" Prefeitura Municipal de Pelotas - RS,Cota-Parte do IPVA,XGBoost,0.8841936588287354,"96 10292026.0 97 10665697.0 98 10779608.0 99 10779608.0 100 10779608.0 101 10713429.0 102 14012267.0 103 13961319.0 104 13961319.0 105 13961319.0 106 15048920.0 107 12328704.0 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,IPTU,XGBoost,0.8602352142333984,"88 210758.187500 89 232215.937500 90 228154.453125 91 247930.515625 92 98532.593750 93 98532.593750 94 96607.484375 95 97775.242188 96 229715.968750 97 231230.765625 98 232357.468750 99 232626.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,ISS,MLP,0.82763671875,"92 339061.183665 93 342133.774306 94 340733.414747 95 353428.007039 96 339059.841246 97 383940.797110 98 363837.647781 99 331308.624204 100 393236.273275 101 346097.568032 102 405040.150537 103 366387.396931 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,ITBI,MLP,0.718148946762085,"92 123292.085506 93 112016.877042 94 101845.666619 95 127188.201816 96 130614.083637 97 89121.471749 98 124027.821252 99 114403.908073 100 148744.806324 101 117500.154844 102 152646.862534 103 167648.885819 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do ICMS,MLP,0.7744660377502441,"92 1.874668e+06 93 1.772289e+06 94 1.775462e+06 95 1.899279e+06 96 1.744371e+06 97 1.997545e+06 98 2.055771e+06 99 2.055805e+06 100 2.201501e+06 101 2.288997e+06 102 2.397567e+06 103 2.357325e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Antônio Prado - RS,Cota-Parte do IPVA,MLP,1.0572288036346436,"92 -70260.614208 93 189620.164702 94 700470.356474 95 209882.340463 96 545306.303239 97 552348.126835 98 521393.596908 99 661911.189088 100 594103.200196 101 647288.886912 102 702395.024124 103 -296192.828222 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,IPTU,MLP,1.7291288375854492,"84 213279.688902 85 128859.748213 86 45566.721942 87 160722.665786 88 -185791.825200 89 219252.629612 90 259046.230168 91 -40689.812548 92 138371.141360 93 200733.931057 94 116454.855824 95 149429.406106 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,ISS,MLP,2.0424182415008545,"96 128477.276221 97 129509.569160 98 135433.675352 99 138061.191479 100 133678.700716 101 134230.756029 102 140016.881389 103 112415.916833 104 122857.957784 105 122144.825319 106 128777.764101 107 112204.796508 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,ITBI,XGBoost,1.4977262020111084,"96 67812.796875 97 81112.117188 98 82241.773438 99 81871.000000 100 41648.921875 101 80441.554688 102 91562.789062 103 47504.878906 104 43320.667969 105 58675.093750 106 86006.695312 107 100288.773438 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do ICMS,XGBoost,1.2138054370880127,"96 915859.1250 97 861912.8750 98 828802.3750 99 865618.6875 100 723513.6250 101 838219.9375 102 801770.5625 103 791610.3125 104 843685.0625 105 832608.3750 106 862420.5625 107 827430.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiraiaras - RS,Cota-Parte do IPVA,XGBoost,0.8420343399047852,"96 275380.09375 97 291214.06250 98 268355.25000 99 275565.93750 100 275565.93750 101 291214.06250 102 322905.50000 103 322905.50000 104 450003.96875 105 450011.00000 106 450011.00000 107 436592.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,IPTU,MLP,1.1439714431762695,"95 56179.126320 96 27028.340295 97 -66486.273398 98 78514.111087 99 71772.185686 100 1010.253237 101 39253.818679 102 50872.989651 103 49665.245136 104 44926.232487 105 40494.549953 106 53147.938323 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,ISS,MLP,1.70259428024292,"96 24127.133630 97 30349.599203 98 28276.960909 99 25314.265515 100 27422.289292 101 29824.875067 102 35441.818111 103 27174.126276 104 30584.074166 105 33188.212083 106 31200.819427 107 29923.618977 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,ITBI,MLP,1.465181827545166,"95 28330.862962 96 18899.933436 97 26927.614369 98 21349.132542 99 14876.943971 100 28547.359658 101 27616.432460 102 26696.701266 103 30372.975068 104 4134.647664 105 25979.549805 106 33080.657249 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do ICMS,MLP,0.9297809600830078,"96 753452.598768 97 703523.127550 98 697712.293812 99 747226.817148 100 681190.130279 101 781634.750676 102 800794.846148 103 795643.182368 104 849109.643570 105 877071.589130 106 916732.139464 107 887205.358992 Name: Valor, dtype: float64" Prefeitura Municipal de Taquaruçu do Sul - RS,Cota-Parte do IPVA,MLP,1.0733866691589355,"96 -59321.613872 97 31599.224522 98 121602.296311 99 25485.911380 100 59513.358217 101 81566.765644 102 87995.755414 103 86441.186392 104 87788.144568 105 100181.598974 106 100302.935360 107 -85249.388174 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,IPTU,MLP,3.0946757793426514,"92 82989.308681 93 64539.897144 94 65978.379908 95 82557.775386 96 81137.641529 97 63507.314032 98 -41581.894459 99 41211.902176 100 111077.787854 101 76916.786496 102 78685.072290 103 74552.977126 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,ISS,MLP,2.6104660034179688,"96 25889.333132 97 31948.679847 98 31830.845980 99 32199.248911 100 31243.231595 101 34156.827698 102 34750.600079 103 31452.034643 104 30335.179155 105 32427.528101 106 34144.063456 107 24760.753576 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,ITBI,MLP,2.952320098876953,"96 23478.827568 97 27156.567906 98 22089.308866 99 19702.554675 100 15985.828662 101 21752.236336 102 17634.640770 103 18641.437241 104 25916.756636 105 28779.694820 106 28036.232098 107 24382.909276 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do ICMS,MLP,0.8704631328582764,"96 1.082499e+06 97 1.014958e+06 98 1.010279e+06 99 1.089030e+06 100 1.001354e+06 101 1.150519e+06 102 1.185129e+06 103 1.183818e+06 104 1.267541e+06 105 1.316178e+06 106 1.382828e+06 107 1.351048e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Candelária - RS,Cota-Parte do IPVA,MLP,0.8649454116821289,"96 -89925.366308 97 18226.104002 98 161421.462035 99 4536.566092 100 66500.766473 101 99592.278282 102 78705.478887 103 98836.749013 104 80463.013573 105 97646.336631 106 111076.213564 107 -110955.733310 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,IPTU,MLP,0.9821901321411133,"90 21361.462630 91 -20783.328271 92 14598.326603 93 30713.979897 94 187.889789 95 11327.332448 96 19365.932794 97 12542.630666 98 14954.886383 99 14832.174904 100 16349.707929 101 15408.795934 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,ISS,XGBoost,1.4814953804016113,"96 19217.875000 97 17746.673828 98 18059.619141 99 17798.433594 100 17993.791016 101 18088.302734 102 17879.486328 103 18752.824219 104 17879.486328 105 18066.039062 106 17879.486328 107 17879.486328 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,ITBI,MLP,1.4918012619018555,"78 4445.033741 79 5272.455355 80 1483.208760 81 2698.870875 82 1877.304125 83 2888.495489 84 1962.246734 85 4152.796788 86 2998.873087 87 4207.960803 88 2780.423368 89 5217.693866 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do ICMS,XGBoost,0.7449584007263184,"96 418431.65625 97 399078.87500 98 398042.31250 99 418954.12500 100 361965.96875 101 395649.68750 102 388772.09375 103 384759.96875 104 390023.68750 105 391565.34375 106 412985.62500 107 385045.84375 Name: Valor, dtype: float64" Prefeitura Municipal de Canudos do Vale - RS,Cota-Parte do IPVA,MLP,0.8679511547088623,"90 2022.619419 91 -23954.660378 92 42067.138978 93 25475.246507 94 11416.321807 95 28580.951604 96 30918.923584 97 33695.402938 98 33046.440287 99 35255.308992 100 39200.980965 101 -13579.017406 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,IPTU,XGBoost,2.0334725379943848,"85 67847.703125 86 76040.343750 87 75574.664062 88 24782.652344 89 23185.902344 90 19209.615234 91 29577.892578 92 20470.005859 93 27825.074219 94 17032.685547 95 18102.074219 96 29547.417969 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,ISS,XGBoost,1.8657784461975098,"88 39719.761719 89 39692.691406 90 39719.761719 91 42268.414062 92 40850.214844 93 37763.214844 94 35519.980469 95 40850.214844 96 34879.390625 97 41686.539062 98 35498.902344 99 41683.691406 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,ITBI,MLP,0.8822872638702393,"87 85551.653029 88 79314.025973 89 122883.955726 90 152490.811130 91 106474.159859 92 125234.366663 93 159263.554728 94 157831.154614 95 149170.579839 96 162502.198318 97 129688.701686 98 117294.375755 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do ICMS,MLP,0.7527179718017578,"88 1.092536e+06 89 1.028360e+06 90 1.027179e+06 91 1.109825e+06 92 1.024791e+06 93 1.176041e+06 94 1.214425e+06 95 1.214849e+06 96 1.300279e+06 97 1.350040e+06 98 1.415942e+06 99 1.386706e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Chiapetta - RS,Cota-Parte do IPVA,MLP,0.9464037418365479,"88 -14950.300845 89 53152.211524 90 98490.081794 91 22659.828859 92 58896.778311 93 94123.287318 94 99767.664259 95 103323.167252 96 102275.777283 97 111942.561428 98 123455.049554 99 9412.746807 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,IPTU,XGBoost,0.7764608860015869,"79 59770.710938 80 63424.058594 81 70111.164062 82 75996.671875 83 74622.492188 84 69364.976562 85 68750.921875 86 73859.859375 87 75020.382812 88 74099.000000 89 73980.851562 90 73980.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,ISS,MLP,0.75815749168396,"88 85256.910453 89 60405.879976 90 83389.562121 91 94265.784116 92 77089.281995 93 81905.690531 94 57727.618564 95 73903.135304 96 72980.409032 97 -5397.293946 98 31091.644838 99 57379.239310 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,ITBI,XGBoost,0.908245325088501,"88 17123.214844 89 13922.952148 90 17908.910156 91 18673.748047 92 8306.012695 93 7867.004395 94 7274.158203 95 8202.541992 96 12488.408203 97 7348.002441 98 5658.000000 99 13018.643555 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do ICMS,MLP,0.7356653213500977,"88 708699.534733 89 680774.774605 90 674378.266230 91 805433.825625 92 767998.833859 93 735792.861392 94 831268.025588 95 911848.538895 96 904162.770644 97 956318.182363 98 949339.613533 99 973324.142492 Name: Valor, dtype: float64" Prefeitura Municipal de Paraíso do Sul - RS,Cota-Parte do IPVA,MLP,0.9397976398468018,"80 175011.262815 81 105017.657229 82 -15646.716130 83 67372.399402 84 213676.221750 85 28800.040541 86 109864.099489 87 168987.867016 88 170522.706939 89 180954.922447 90 173705.264243 91 -39580.776211 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,IPTU,SARIMAX,1.1889891624450684,"93 84433.484375 94 34521.250000 95 46640.609375 96 24684.658203 97 28293.558594 98 31420.138672 99 39867.433594 100 39908.886719 101 40772.679688 102 40066.097656 103 43122.660156 104 33571.027344 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,ISS,MLP,0.828981876373291,"96 57230.864328 97 78873.935246 98 71843.930238 99 71628.001528 100 79150.902393 101 75856.097312 102 74168.237102 103 64818.158499 104 64475.848421 105 65171.955155 106 55631.591533 107 49801.434338 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,ITBI,MLP,1.5236871242523193,"96 24755.557372 97 38745.690162 98 22745.438838 99 39737.340135 100 39410.347615 101 42420.948806 102 41467.891765 103 24472.127289 104 14524.445557 105 37763.383110 106 32612.733754 107 26963.570523 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do ICMS,MLP,0.7607824802398682,"96 9.386309e+05 97 8.793836e+05 98 8.794525e+05 99 9.602340e+05 100 8.910223e+05 101 1.026020e+06 102 1.065097e+06 103 1.066341e+06 104 1.147914e+06 105 1.199372e+06 106 1.263704e+06 107 1.248039e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cotiporã - RS,Cota-Parte do IPVA,XGBoost,0.9107334613800049,"96 217719.062500 97 236187.078125 98 220662.187500 99 223670.625000 100 223546.781250 101 274762.093750 102 309505.062500 103 264080.343750 104 264080.343750 105 264080.343750 106 264080.343750 107 237062.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,IPTU,MLP,0.8571581840515137,"91 48415.615661 92 25448.816946 93 -56187.407828 94 57852.029686 95 53090.735752 96 -12233.355658 97 27307.063589 98 35005.205342 99 30285.078133 100 27483.926876 101 22615.650050 102 34137.806666 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,ISS,XGBoost,0.7410283088684082,"96 25132.531250 97 21154.208984 98 20416.109375 99 19386.441406 100 21115.388672 101 20522.228516 102 21055.826172 103 20668.423828 104 20931.128906 105 21565.167969 106 20548.755859 107 17462.533203 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,ITBI,XGBoost,2.59104585647583,"92 5675.482422 93 10687.248047 94 4360.528320 95 5524.013672 96 7048.120117 97 4785.978516 98 7818.137207 99 5756.900391 100 6019.711426 101 10730.816406 102 9039.703125 103 5234.308105 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do ICMS,MLP,1.8697659969329834,"96 476951.038081 97 485822.420934 98 484975.721158 99 516021.899613 100 478782.018218 101 547758.461699 102 566418.616946 103 609870.520780 104 573731.038981 105 632317.692376 106 671575.886762 107 647380.554420 Name: Valor, dtype: float64" Prefeitura Municipal de Relvado - RS,Cota-Parte do IPVA,XGBoost,1.566999912261963,"89 79597.585938 90 79597.585938 91 84512.960938 92 109950.070312 93 81714.937500 94 109724.476562 95 109724.476562 96 109724.476562 97 109724.476562 98 109724.476562 99 109724.476562 100 83954.226562 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,IPTU,MLP,1.2960474491119385,"88 114464.162146 89 59447.301396 90 -6828.096130 91 -37099.903070 92 150200.125084 93 77888.999198 94 -22019.856640 95 95424.098716 96 93141.552398 97 42557.848536 98 73838.340461 99 77512.081848 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,ISS,MLP,0.9999525547027588,"88 452986.272437 89 352924.828459 90 286377.082894 91 352146.432150 92 329016.061034 93 336380.601569 94 494783.404396 95 209321.164724 96 377547.232586 97 453048.291557 98 513214.643403 99 495506.653899 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,ITBI,XGBoost,0.8737711906433105,"88 11672.492188 89 22007.906250 90 23313.076172 91 23233.009766 92 16876.011719 93 15970.192383 94 23143.365234 95 16298.498047 96 13334.681641 97 17138.283203 98 18663.027344 99 17427.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do ICMS,MLP,0.8450281620025635,"88 737328.700805 89 673592.205784 90 686617.209948 91 745826.332888 92 686742.883159 93 792173.344809 94 817139.654235 95 817896.936091 96 879511.930403 97 917579.258589 98 963980.872967 99 946923.616138 Name: Valor, dtype: float64" Prefeitura Municipal de Marques de Souza - RS,Cota-Parte do IPVA,XGBoost,0.8334383964538574,"81 111607.046875 82 151011.328125 83 141470.515625 84 141470.515625 85 111471.460938 86 141192.109375 87 141255.171875 88 223878.515625 89 235363.046875 90 235363.046875 91 235363.046875 92 200140.703125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,IPTU,XGBoost,1.0375306606292725,"93 38220.636719 94 40117.640625 95 34836.648438 96 22531.484375 97 11685.013672 98 16274.455078 99 16843.066406 100 16856.474609 101 20041.708984 102 19328.937500 103 13999.404297 104 20041.708984 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,ISS,XGBoost,0.7593097686767578,"96 43501.035156 97 42864.230469 98 42849.777344 99 36611.078125 100 44074.339844 101 44561.089844 102 37267.972656 103 37267.972656 104 45195.929688 105 37252.050781 106 45195.929688 107 37267.972656 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,ITBI,MLP,1.2230277061462402,"96 32555.114970 97 23131.394535 98 20396.600652 99 20351.550228 100 22529.353663 101 31800.747355 102 33993.983831 103 25473.783650 104 24752.775637 105 35535.012927 106 37374.329250 107 42120.873686 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do ICMS,XGBoost,2.114133596420288,"96 423661.28125 97 447996.25000 98 426588.53125 99 424051.68750 100 402765.71875 101 432427.59375 102 421790.81250 103 490257.59375 104 432786.31250 105 436951.62500 106 445537.37500 107 404383.28125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Hortêncio - RS,Cota-Parte do IPVA,MLP,2.4015538692474365,"96 -70682.190532 97 24053.164310 98 219883.331983 99 4414.946577 100 89721.939663 101 167615.032979 102 84296.434791 103 63563.135119 104 163407.704012 105 144403.691256 106 114467.471004 107 -114891.710130 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,IPTU,HWES,2.1770992279052734,"96 10988.010742 97 12221.003906 98 11615.525391 99 8369.513672 100 10226.943359 101 7343.571289 102 9474.916992 103 9762.219727 104 9691.506836 105 9865.297852 106 10111.189453 107 11704.831055 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,ISS,MLP,0.8582875728607178,"96 9754.298596 97 11473.936389 98 16879.225292 99 20917.593731 100 25800.954267 101 19496.149690 102 24460.213399 103 25353.467648 104 27824.057109 105 30510.319715 106 25146.895805 107 31439.777179 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,ITBI,MLP,1.491945505142212,"96 23624.510254 97 20907.499346 98 19986.008282 99 22453.750013 100 13476.596946 101 8755.983984 102 21807.309008 103 13121.571048 104 15236.304773 105 10532.966908 106 21699.157005 107 19593.213638 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do ICMS,MLP,0.961585283279419,"96 315261.702418 97 291317.535075 98 289320.567586 99 306826.269517 100 320145.219936 101 325382.384375 102 329977.494731 103 356170.043437 104 352065.615634 105 366344.098038 106 384115.380692 107 363697.261362 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande - RS,Cota-Parte do IPVA,MLP,0.9684679508209229,"96 29078.147136 97 30536.056213 98 46560.764495 99 30806.328678 100 -12523.549153 101 52835.049474 102 61584.773758 103 18142.216690 104 54718.736331 105 58526.154626 106 61757.369348 107 14246.965523 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,IPTU,AR,1.7217307090759277,"96 193695.250000 97 106839.867188 98 64373.097656 99 103043.453125 100 182222.546875 101 200037.312500 102 201603.515625 103 201098.843750 104 201098.843750 105 200887.640625 106 217583.250000 107 106642.507812 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,ISS,MLP,0.8980228900909424,"96 75769.981090 97 79697.481881 98 73493.979666 99 76217.994419 100 78239.790800 101 75910.308393 102 69431.914098 103 74726.672994 104 72073.685786 105 77414.360048 106 80148.539453 107 72891.013293 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,ITBI,XGBoost,1.5877623558044434,"96 50160.351562 97 49266.144531 98 40755.046875 99 40298.925781 100 50112.335938 101 49832.890625 102 51788.972656 103 45220.074219 104 53341.480469 105 50846.414062 106 43757.003906 107 53433.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do ICMS,XGBoost,1.4442334175109863,"96 778934.6875 97 768982.1250 98 767969.6250 99 799700.0625 100 744560.5000 101 754203.2500 102 771728.3750 103 764153.6875 104 770554.3125 105 778073.0625 106 814486.4375 107 768846.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Clara do Sul - RS,Cota-Parte do IPVA,XGBoost,1.3529486656188965,"96 240140.203125 97 336121.437500 98 237867.109375 99 237845.531250 100 237845.531250 101 358260.656250 102 445767.406250 103 445767.406250 104 446370.531250 105 446370.531250 106 518352.531250 107 407209.968750 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,IPTU,XGBoost,1.2941279411315918,"86 4927.358398 87 5372.540527 88 5417.200684 89 4129.403809 90 4059.051514 91 4146.017578 92 4967.569336 93 5351.944824 94 5351.944824 95 5351.944824 96 5334.922363 97 6719.767578 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,ISS,XGBoost,1.228686809539795,"92 3429.286133 93 3086.801270 94 4416.094238 95 3111.101074 96 4958.937988 97 2052.066162 98 4418.312988 99 3334.475586 100 3437.730469 101 3335.630615 102 3205.866211 103 2267.962402 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,ITBI,XGBoost,1.4592139720916748,"88 38839.765625 89 21863.154297 90 30519.779297 91 37640.296875 92 37640.296875 93 35159.214844 94 35159.214844 95 44762.042969 96 37041.308594 97 44762.042969 98 44762.042969 99 37041.308594 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do ICMS,MLP,0.7920582294464111,"92 419492.931453 93 411165.187481 94 408824.850320 95 443558.618071 96 408601.736527 97 468506.084898 98 487665.917243 99 524253.135883 100 454790.065983 101 539957.379738 102 574350.970009 103 555792.542182 Name: Valor, dtype: float64" Prefeitura Municipal de São Valério do Sul - RS,Cota-Parte do IPVA,MLP,1.434483528137207,"90 -899.105272 91 13236.832390 92 33725.455623 93 5158.492835 94 17544.240945 95 26978.628608 96 18932.195508 97 32392.641295 98 34444.274790 99 30498.103817 100 38529.550325 101 -2227.529317 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,IPTU,MLP,1.0444691181182861,"84 46034.426540 85 35963.139892 86 18472.461964 87 30696.547281 88 7597.649348 89 -27062.682331 90 57086.891723 91 46845.681865 92 11613.779655 93 29782.402071 94 38288.416343 95 41246.381665 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,ISS,MLP,2.144857168197632,"96 24765.514420 97 14584.105100 98 19756.009981 99 20076.912537 100 20084.140247 101 22467.446308 102 20635.076116 103 22886.803083 104 24932.297874 105 24741.053899 106 24343.761128 107 19407.524046 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,ITBI,MLP,3.1837658882141113,"94 13210.629774 95 16702.089752 96 12276.675338 97 15036.059968 98 12964.272727 99 3789.546365 100 10988.413221 101 15984.418220 102 8021.349309 103 14963.537918 104 17492.854148 105 17372.433836 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do ICMS,MLP,1.9267277717590332,"96 387592.308953 97 363315.690154 98 361780.223286 99 389615.839557 100 357880.282843 101 410851.170357 102 422955.087601 103 421704.159341 104 450922.037849 105 467276.136215 106 489381.997406 107 477169.722271 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Tiradentes - RS,Cota-Parte do IPVA,MLP,1.1443414688110352,"95 -22566.775479 96 9822.732956 97 44963.014660 98 1649.430785 99 38373.668481 100 41743.049468 101 34280.522848 102 54103.045013 103 46476.853127 104 46653.702619 105 57682.808427 106 -62927.951250 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,IPTU,XGBoost,1.2757556438446045,"96 122815.210938 97 155108.656250 98 145625.609375 99 176007.609375 100 232331.921875 101 176489.437500 102 176362.375000 103 181128.796875 104 237441.312500 105 237441.312500 106 237441.312500 107 237441.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,ISS,MLP,1.0015349388122559,"96 97730.773645 97 101796.843241 98 105895.980622 99 98625.323083 100 102765.062429 101 101257.135090 102 89777.384196 103 100412.784836 104 88777.912015 105 98022.888236 106 101601.025708 107 84609.826906 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,ITBI,MLP,0.7976400852203369,"96 30307.335105 97 46868.590299 98 28541.709576 99 35351.636173 100 47808.211063 101 31014.818360 102 44594.717043 103 44493.011913 104 47223.718603 105 49594.349795 106 56553.528532 107 50438.271212 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do ICMS,XGBoost,0.9170365333557129,"96 676436.4375 97 631463.8125 98 614122.5000 99 631608.6250 100 600675.8750 101 605586.5000 102 653323.8750 103 633960.5000 104 631463.8125 105 631463.8125 106 632137.1250 107 614267.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria do Herval - RS,Cota-Parte do IPVA,MLP,0.9422006607055664,"96 -137491.351173 97 -3361.594323 98 430477.944290 99 -39076.921036 100 97099.703939 101 300848.748168 102 126807.504806 103 175996.943914 104 199222.843344 105 191821.378061 106 224992.543136 107 -233078.229112 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,IPTU,AR,1.022432804107666,"96 12527.047852 97 17184.738281 98 12225.536133 99 12206.840820 100 5415.993164 101 6933.576172 102 6052.413086 103 5537.775879 104 11394.695312 105 10651.888672 106 6222.389648 107 7216.944824 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,ISS,XGBoost,3.048272132873535,"96 23078.189453 97 22249.734375 98 20720.019531 99 22127.162109 100 19558.880859 101 21602.236328 102 19416.515625 103 22124.609375 104 22303.232422 105 22855.521484 106 22870.218750 107 20125.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,ITBI,MLP,1.9901268482208252,"96 52988.346441 97 45443.229537 98 43965.193754 99 28392.541452 100 44030.779370 101 28207.315699 102 35052.073618 103 39849.329583 104 44934.055292 105 34006.060146 106 48041.192869 107 40492.871456 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do ICMS,MLP,1.4163463115692139,"96 527299.815067 97 532265.896530 98 504810.778543 99 551721.918163 100 531127.885978 101 604914.498632 102 628662.279112 103 632230.299341 104 678489.344979 105 880118.799204 106 789713.001235 107 780913.849960 Name: Valor, dtype: float64" Prefeitura Municipal de Caiçara - RS,Cota-Parte do IPVA,MLP,1.9699459075927734,"96 -45123.770209 97 26681.584157 98 135226.174628 99 10051.562290 100 85970.221755 101 111866.734100 102 91450.058140 103 124432.473930 104 122297.351809 105 123287.630629 106 137852.137710 107 -91018.640228 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,IPTU,MLP,0.7540414333343506,"89 238933.164686 90 153755.273522 91 -105179.519243 92 174614.369779 93 193463.861205 94 116894.240715 95 138439.725305 96 125904.285400 97 187305.888517 98 197582.222798 99 173670.949831 100 192809.468354 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,ISS,MLP,0.8289337158203125,"96 186127.875234 97 231492.020097 98 223816.322321 99 222953.753551 100 280835.119940 101 148916.069197 102 233200.550038 103 260229.586711 104 243204.427988 105 269976.672907 106 279389.897702 107 126484.054489 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,ITBI,MLP,1.0422439575195312,"96 492487.461318 97 323071.611544 98 96996.739808 99 222902.978489 100 464363.755324 101 217418.627720 102 256318.260015 103 425548.993880 104 244192.703548 105 391716.713605 106 393718.555644 107 315570.561292 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do ICMS,XGBoost,0.9814720153808594,"96 1408067.750 97 1375302.375 98 1338448.875 99 1361872.375 100 1197193.250 101 1314338.625 102 1307975.250 103 1283204.625 104 1273423.875 105 1274378.250 106 1406627.000 107 1275810.875 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheiro Machado - RS,Cota-Parte do IPVA,XGBoost,1.2385342121124268,"96 257840.859375 97 312880.437500 98 337948.062500 99 337948.062500 100 367861.906250 101 374799.875000 102 374913.062500 103 374913.062500 104 374913.062500 105 374913.062500 106 374879.843750 107 367975.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,IPTU,XGBoost,1.274571180343628,"94 34023.902344 95 44730.242188 96 48558.902344 97 16232.657227 98 21450.806641 99 24369.503906 100 28652.621094 101 28599.625000 102 35294.703125 103 33315.796875 104 33315.796875 105 34069.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,ISS,MLP,2.4384052753448486,"96 59492.490566 97 70168.498030 98 71726.638337 99 69953.221892 100 72702.684072 101 75337.298692 102 72635.702261 103 71589.213355 104 66959.525338 105 69249.845661 106 73593.736642 107 67010.034738 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,ITBI,XGBoost,2.079041004180908,"96 103323.632812 97 113053.406250 98 88168.453125 99 104906.390625 100 127956.687500 101 184243.968750 102 184198.812500 103 96968.921875 104 100097.625000 105 114845.343750 106 187783.093750 107 183223.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do ICMS,MLP,0.8742752075195312,"96 1.243526e+06 97 1.158690e+06 98 1.167177e+06 99 1.247285e+06 100 1.155459e+06 101 1.327608e+06 102 1.363225e+06 103 1.363472e+06 104 1.458917e+06 105 1.513550e+06 106 1.626219e+06 107 1.522124e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Independência - RS,Cota-Parte do IPVA,MLP,0.9248008728027344,"96 -10069.709862 97 93700.064089 98 146237.362150 99 27116.424018 100 81447.092572 101 138345.071476 102 136151.889101 103 145532.002640 104 144553.142920 105 157564.475507 106 126709.595691 107 24924.899389 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,IPTU,MLP,1.1613879203796387,"83 32831.582849 84 3172.836071 85 -3690.818437 86 37019.330654 87 -40183.269587 88 33429.698627 89 46560.368113 90 -48851.185410 91 35824.419064 92 49134.024017 93 -42145.205482 94 31817.714159 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,ISS,XGBoost,1.174513816833496,"96 23463.208984 97 15489.512695 98 22020.044922 99 17656.705078 100 19928.974609 101 22245.818359 102 21800.554688 103 19633.183594 104 24457.158203 105 22014.500000 106 25487.121094 107 21778.871094 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,ITBI,XGBoost,0.9665277004241943,"86 20906.093750 87 25647.398438 88 31608.585938 89 23916.572266 90 29525.269531 91 35005.433594 92 16516.242188 93 31890.580078 94 24432.935547 95 18910.341797 96 24273.947266 97 33906.820312 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do ICMS,MLP,0.8492722511291504,"96 1.350046e+06 97 1.262262e+06 98 1.254518e+06 99 1.352522e+06 100 1.240142e+06 101 1.422498e+06 102 1.463915e+06 103 1.457303e+06 104 1.553961e+06 105 1.611643e+06 106 1.686271e+06 107 1.639078e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Cadeado - RS,Cota-Parte do IPVA,XGBoost,1.0660436153411865,"92 80411.367188 93 82458.171875 94 92759.039062 95 96372.359375 96 96330.046875 97 100621.953125 98 113607.937500 99 114950.234375 100 115511.359375 101 116853.648438 102 116853.648438 103 115068.789062 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,IPTU,MLP,1.0350184440612793,"73 21992.548125 74 17856.937705 75 11318.700363 76 18242.679705 77 -24979.233092 78 34664.695232 79 35064.827508 80 -1709.371226 81 16256.266361 82 26630.272092 83 23487.989988 84 15471.501021 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,ISS,MLP,3.2462856769561768,"88 35997.594988 89 59033.673644 90 48702.074290 91 48039.658877 92 64292.572064 93 65625.089388 94 22785.100617 95 35492.340120 96 27385.626527 97 29795.932474 98 50399.790992 99 6501.287580 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,ITBI,MLP,1.616767168045044,"75 43506.313211 76 47141.527108 77 22423.312923 78 39441.197018 79 22447.782665 80 48319.822982 81 57306.088107 82 36782.644606 83 49888.012603 84 59337.633013 85 52554.367324 86 54203.000527 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do ICMS,MLP,2.553554058074951,"88 414051.306603 89 388828.244356 90 388527.371292 91 421880.622579 92 390252.372026 93 448563.108538 94 464319.644778 95 464756.326067 96 498965.293191 97 519748.947560 98 546730.409099 99 537418.933989 Name: Valor, dtype: float64" Prefeitura Municipal de Guabiju - RS,Cota-Parte do IPVA,MLP,1.243103265762329,"84 -21342.138729 85 13802.527184 86 74216.146047 87 21122.540968 88 26435.151352 89 45483.776756 90 57038.954578 91 57642.248983 92 47842.092702 93 55307.084927 94 62902.512043 95 -39723.122457 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,IPTU,XGBoost,0.9201149940490723,"86 132239.343750 87 172271.656250 88 192822.609375 89 190954.687500 90 190954.687500 91 138836.343750 92 138491.812500 93 137333.937500 94 137333.937500 95 137333.937500 96 137333.937500 97 137333.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,ISS,MLP,0.9060869216918945,"96 114952.158709 97 126127.038197 98 132153.075846 99 132578.281287 100 133292.319146 101 132595.821785 102 137493.991326 103 136532.318760 104 133895.578148 105 134399.515126 106 133493.063359 107 123697.654319 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,ITBI,XGBoost,0.9793643951416016,"96 53145.789062 97 44881.578125 98 49041.011719 99 49008.960938 100 45997.281250 101 55627.511719 102 52906.964844 103 36785.027344 104 33624.628906 105 39033.359375 106 33484.285156 107 49165.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do ICMS,MLP,0.9933130741119385,"96 1.283017e+06 97 1.193994e+06 98 1.187282e+06 99 1.288690e+06 100 1.183540e+06 101 1.361371e+06 102 1.402989e+06 103 1.395272e+06 104 1.496182e+06 105 1.553069e+06 106 1.629168e+06 107 1.588295e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Paraí - RS,Cota-Parte do IPVA,MLP,1.0374932289123535,"96 -103680.326015 97 167064.603966 98 578233.778046 99 66251.236949 100 298921.481483 101 476961.314753 102 339261.619472 103 395772.460624 104 456099.906421 105 434447.009962 106 489481.409685 107 -102587.307744 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,IPTU,XGBoost,0.8996477127075195,"73 6092.800293 74 2099.058838 75 1998.380371 76 2492.291992 77 11147.657227 78 2042.377441 79 2083.003662 80 1978.868530 81 1978.868530 82 1989.562988 83 2036.361694 84 2435.299561 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,ISS,MLP,0.919666051864624,"96 13510.241029 97 37325.873077 98 34219.238951 99 25277.890002 100 31805.968010 101 39475.679483 102 31615.308562 103 34836.105590 104 40331.825292 105 39019.130189 106 45644.646748 107 31279.204051 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,ITBI,MLP,3.0188894271850586,"79 2608.046992 80 3359.147700 81 5935.273914 82 7012.382055 83 7002.226139 84 6118.948040 85 10059.482144 86 9137.945112 87 8652.442755 88 9641.917753 89 9461.766364 90 12937.913610 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do ICMS,XGBoost,2.296741247177124,"96 410915.25000 97 387829.46875 98 390579.71875 99 391509.18750 100 386137.28125 101 387706.84375 102 387870.09375 103 387664.28125 104 402940.34375 105 402940.34375 106 411601.78125 107 387020.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiro Baixo - RS,Cota-Parte do IPVA,MLP,1.2833480834960938,"89 -16418.407301 90 2715.938291 91 59030.623431 92 6675.587315 93 27429.662921 94 34863.986611 95 27180.077906 96 39864.502643 97 30457.137285 98 33409.991542 99 40093.838450 100 -36892.364028 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,IPTU,MLP,0.9796760082244873,"95 345889.389863 96 -348866.444147 97 579908.526657 98 664732.054323 99 58204.373704 100 392751.584588 101 507967.728150 102 387892.748474 103 429520.564164 104 456907.481112 105 446992.202062 106 392614.196536 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,ISS,MLP,1.1031787395477295,"96 7.277372e+05 97 9.967137e+05 98 1.093492e+06 99 9.938531e+05 100 1.178784e+06 101 1.225195e+06 102 1.267975e+06 103 1.154370e+06 104 1.292930e+06 105 1.385778e+06 106 1.396034e+06 107 8.480226e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,ITBI,MLP,0.7926654815673828,"96 212347.190509 97 255485.424642 98 99509.868005 99 213869.066550 100 170649.310436 101 231514.825954 102 284380.153920 103 243038.480137 104 326947.229155 105 259429.034745 106 309428.056040 107 354352.288511 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do ICMS,MLP,1.0509607791900635,"96 2.282004e+06 97 2.119835e+06 98 2.105206e+06 99 2.269286e+06 100 2.062241e+06 101 2.363536e+06 102 2.408176e+06 103 2.412540e+06 104 2.565521e+06 105 2.644988e+06 106 2.770222e+06 107 2.679278e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sarandi - RS,Cota-Parte do IPVA,MLP,1.09615159034729,"96 -2.665119e+05 97 2.718541e+05 98 1.381414e+06 99 2.231638e+02 100 4.511238e+05 101 1.610325e+06 102 2.827979e+05 103 7.052433e+05 104 1.725070e+06 105 5.826107e+05 106 9.840485e+05 107 9.761464e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,IPTU,SARIMAX,0.998643159866333,"93 115279.039062 94 163771.625000 95 155746.187500 96 116999.398438 97 116999.398438 98 79034.695312 99 78339.703125 100 90870.835938 101 91297.718750 102 99191.046875 103 98764.171875 104 116669.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,ISS,MLP,1.5614826679229736,"96 235911.723134 97 266347.059963 98 225057.299107 99 324108.940984 100 205854.358448 101 327720.561009 102 249929.828403 103 233499.871140 104 348261.135435 105 264159.974604 106 375524.497115 107 290656.432884 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,ITBI,XGBoost,0.8192756175994873,"95 27765.498047 96 26622.583984 97 9998.945312 98 26727.697266 99 25456.011719 100 16186.127930 101 23717.763672 102 17674.437500 103 22406.050781 104 18717.458984 105 25561.687500 106 26628.496094 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do ICMS,MLP,0.7581984996795654,"96 732937.523494 97 682161.429086 98 679039.097800 99 736578.251340 100 676116.906312 101 778277.788265 102 802801.168531 103 797925.704599 104 856879.908766 105 891019.036582 106 935059.784463 107 914523.911349 Name: Valor, dtype: float64" Prefeitura Municipal de Três Cachoeiras - RS,Cota-Parte do IPVA,MLP,0.9371635913848877,"96 21766.789814 97 177713.977213 98 324735.316122 99 40442.857246 100 220595.748661 101 406248.669476 102 345563.451852 103 377435.269140 104 414128.923769 105 423530.242971 106 475456.284044 107 -35286.968032 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,IPTU,XGBoost,1.5767443180084229,"89 9210.648438 90 11929.558594 91 11941.247070 92 10146.580078 93 7236.667969 94 5568.680176 95 7425.158203 96 8518.330078 97 9059.607422 98 8670.165039 99 7125.773926 100 8929.644531 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,ISS,MLP,0.8524301052093506,"96 32094.196171 97 37200.945163 98 40974.283678 99 32393.358887 100 35994.764214 101 38796.839615 102 38571.317907 103 34929.023815 104 32307.491953 105 27578.177934 106 29071.806549 107 17409.109864 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,ITBI,SES,1.0015745162963867,"75 5244.142090 76 7831.215820 77 8133.434570 78 8063.985352 79 4738.232910 80 4359.323242 81 8282.472656 82 3936.652344 83 6492.789062 84 4037.851318 85 7189.561035 86 5753.764648 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do ICMS,MLP,1.7229728698730469,"96 420272.422422 97 370599.876517 98 354042.987933 99 400243.647568 100 368284.643572 101 427041.239015 102 434006.751725 103 422217.379097 104 455641.234479 105 468352.246617 106 486924.814292 107 467691.452343 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Tereza - RS,Cota-Parte do IPVA,XGBoost,1.9864375591278076,"96 86937.343750 97 87893.781250 98 86333.445312 99 85909.250000 100 100480.226562 101 108784.054688 102 108784.054688 103 108784.054688 104 108784.054688 105 108784.054688 106 108797.898438 107 108784.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,IPTU,MLP,2.9749879837036133,"96 39310.656101 97 25688.703921 98 1647.390795 99 -32270.382718 100 43635.969789 101 47136.573160 102 10164.667094 103 20288.175079 104 30142.190642 105 29958.255393 106 31770.138511 107 23283.640165 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,ISS,MLP,1.582625389099121,"96 28368.628301 97 14888.375198 98 33985.996769 99 30268.889877 100 35196.894819 101 24207.811704 102 25532.540540 103 -4664.759073 104 21715.183534 105 47794.433038 106 29862.203088 107 -48750.784830 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,ITBI,XGBoost,0.8835792541503906,"95 3455.193115 96 10822.098633 97 22869.214844 98 2194.116699 99 21850.947266 100 2438.298584 101 12221.889648 102 2537.977295 103 14412.038086 104 10464.053711 105 2121.669434 106 8654.170898 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do ICMS,MLP,0.8643515110015869,"96 588532.523021 97 547650.569176 98 546262.789048 99 584701.310769 100 536829.363978 101 614924.611286 102 629302.587094 103 625734.998219 104 668335.345265 105 690969.530769 106 723281.114265 107 682551.172302 Name: Valor, dtype: float64" Prefeitura Municipal de Braga - RS,Cota-Parte do IPVA,MLP,1.0622713565826416,"93 69426.994285 94 44026.550447 95 3100.904773 96 3292.072526 97 40402.772732 98 25017.518846 99 13830.395855 100 52698.617648 101 62231.283083 102 59514.463413 103 59008.040539 104 -10696.520270 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,IPTU,MLP,0.8062169551849365,"77 125128.247805 78 65584.815969 79 15628.461859 80 98624.315762 81 91207.581706 82 -36556.317018 83 -31635.960573 84 188886.947641 85 69865.257070 86 -22795.187997 87 115670.474492 88 110089.116218 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,ISS,MLP,0.9507873058319092,"96 47847.794202 97 50774.676031 98 60602.486253 99 55555.785038 100 54267.310924 101 55473.756338 102 59872.214156 103 72958.629556 104 50082.875997 105 60400.231695 106 63396.610125 107 61219.875627 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,ITBI,XGBoost,0.7609953880310059,"81 7263.150879 82 7248.758301 83 17763.240234 84 13443.893555 85 13716.942383 86 9247.056641 87 18156.154297 88 15939.692383 89 12195.750000 90 13204.406250 91 28835.292969 92 8119.568848 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do ICMS,MLP,1.7576935291290283,"96 644742.379057 97 607716.279915 98 575794.522438 99 647771.617740 100 591514.977837 101 689410.018157 102 702483.694309 103 684205.064272 104 752562.425721 105 783681.395383 106 774153.289081 107 777242.577263 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Pádua - RS,Cota-Parte do IPVA,MLP,1.8374500274658203,"96 -63265.200180 97 43249.188665 98 269060.611081 99 1304.922150 100 74327.981773 101 257690.029613 102 60769.726976 103 123968.636338 104 237394.223745 105 108505.453455 106 165697.480856 107 69809.077277 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,IPTU,HWES,1.95815110206604,"96 19327.267578 97 12640.345703 98 12004.819336 99 4647.726074 100 16951.939453 101 6774.661621 102 7094.105957 103 6734.666504 104 6516.821289 105 6697.900391 106 7942.203613 107 7456.974609 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,ISS,XGBoost,1.8917384147644043,"96 16673.822266 97 16673.822266 98 14895.125977 99 17308.666016 100 17149.496094 101 17361.228516 102 17149.496094 103 16610.785156 104 16610.785156 105 16610.785156 106 16610.785156 107 17149.496094 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,ITBI,MLP,0.8733432292938232,"96 29318.445828 97 18038.134047 98 30428.960329 99 30176.375224 100 35318.831987 101 21843.967697 102 13392.842547 103 28401.242584 104 34511.769856 105 39166.054224 106 30220.469987 107 22419.868893 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,Cota-Parte do ICMS,MLP,0.9130222797393799,"96 750752.322979 97 702334.699028 98 698301.796870 99 751408.252681 100 688282.698093 101 790210.369753 102 812527.529247 103 809781.557502 104 866481.057299 105 898335.724300 106 942254.408793 107 917369.381632 Name: Valor, dtype: float64" Prefeitura Municipal de Sede Nova - RS,Cota-Parte do IPVA,MLP,1.093902587890625,"96 -15376.823965 97 17168.033151 98 132178.475874 99 -6950.916154 100 18340.416103 101 168033.312471 102 5748.717756 103 35741.092992 104 187010.010874 105 16941.260931 106 56002.202640 107 142366.111854 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,IPTU,MLP,1.4813530445098877,"85 12117.240037 86 13576.354394 87 10600.619070 88 11938.153677 89 12603.372006 90 13516.464569 91 14358.023024 92 8878.337461 93 -31.552451 94 11331.057750 95 12468.176175 96 12274.071024 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,ISS,MLP,1.67341947555542,"96 15902.607095 97 21811.594863 98 22670.220361 99 21319.117342 100 21544.502547 101 24351.130768 102 20180.377515 103 18939.046201 104 25689.514420 105 26897.790656 106 26126.600441 107 26016.770687 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,ITBI,MLP,0.784949779510498,"94 46644.345099 95 41254.227393 96 44141.845049 97 35986.506426 98 18226.319714 99 29195.745911 100 55221.536230 101 47026.437305 102 54269.799901 103 64954.428457 104 61013.936550 105 71114.625194 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do ICMS,MLP,1.775923252105713,"96 631201.190373 97 592749.222433 98 591847.052210 99 642335.723778 100 594018.893882 101 682558.708548 102 705716.882636 103 706415.819918 104 757636.104143 105 788271.577792 106 828824.651425 107 812978.876228 Name: Valor, dtype: float64" Prefeitura Municipal de Bozano - RS,Cota-Parte do IPVA,MLP,2.424893856048584,"96 -23118.677184 97 6983.404657 98 79182.780338 99 14427.564763 100 43205.025306 101 64738.636730 102 60202.546670 103 65250.237474 104 62203.743811 105 71609.405265 106 75507.702042 107 -47239.833787 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,IPTU,MLP,3.6198904514312744,"96 769482.055994 97 396698.033699 98 -956595.533632 99 986355.009472 100 998356.471844 101 -211098.498643 102 437549.088790 103 718690.413162 104 470286.744936 105 423758.753912 106 462410.454629 107 582389.111861 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,ISS,XGBoost,2.064465284347534,"96 1540774.250 97 1559842.250 98 1386362.500 99 1601216.750 100 1606880.375 101 1606880.375 102 1759626.000 103 1759626.000 104 1759626.000 105 1765388.625 106 1738352.000 107 1474289.375 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,ITBI,XGBoost,1.0217397212982178,"95 21116.876953 96 100604.226562 97 108152.242188 98 10980.779297 99 28117.412109 100 20976.570312 101 65002.964844 102 53618.824219 103 53296.667969 104 62930.261719 105 41507.796875 106 68555.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do ICMS,MLP,0.8703737258911133,"96 2.635984e+06 97 2.482395e+06 98 2.444169e+06 99 2.591632e+06 100 2.334930e+06 101 2.664167e+06 102 2.716494e+06 103 2.685988e+06 104 2.857353e+06 105 2.947294e+06 106 3.070436e+06 107 2.974386e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Candiota - RS,Cota-Parte do IPVA,XGBoost,0.953646183013916,"96 206061.87500 97 240752.56250 98 257506.28125 99 226619.43750 100 226619.43750 101 226619.43750 102 227652.84375 103 227652.84375 104 227652.84375 105 227652.84375 106 227652.84375 107 226619.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,IPTU,XGBoost,0.8561758995056152,"95 17875.761719 96 18239.861328 97 13632.282227 98 29592.166016 99 43657.214844 100 44973.507812 101 23916.140625 102 23761.636719 103 24033.023438 104 24033.023438 105 24033.023438 106 42567.050781 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,ISS,MLP,1.043097734451294,"96 27690.880775 97 26279.004981 98 26833.026180 99 27676.654750 100 28050.602180 101 21227.352057 102 27755.690887 103 28424.525058 104 28259.959278 105 28149.796533 106 31100.580344 107 29011.035857 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,ITBI,XGBoost,1.1897079944610596,"94 15387.025391 95 13037.622070 96 11354.367188 97 15782.748047 98 15773.727539 99 13036.689453 100 11250.513672 101 15773.727539 102 11250.513672 103 11250.513672 104 11387.742188 105 11384.364258 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do ICMS,XGBoost,0.9101860523223877,"96 869311.6250 97 805373.9375 98 806187.6250 99 856927.0625 100 715391.1875 101 796452.7500 102 824310.5625 103 826617.4375 104 822220.0625 105 827379.8125 106 861845.5625 107 834204.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Capitão - RS,Cota-Parte do IPVA,XGBoost,1.5482676029205322,"96 60324.183594 97 55383.718750 98 40655.582031 99 41562.488281 100 41419.875000 101 39768.445312 102 42114.578125 103 42331.281250 104 56771.832031 105 45922.281250 106 43343.906250 107 39886.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,IPTU,SARIMAX,1.8498263359069824,"87 13756.647461 88 13869.514648 89 21660.224609 90 21534.427734 91 24311.455078 92 24792.652344 93 22835.871094 94 23594.859375 95 23594.859375 96 23594.859375 97 23594.859375 98 23603.246094 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,ISS,MLP,1.1953599452972412,"96 20528.184272 97 16939.460516 98 20762.248138 99 20494.967488 100 22913.094145 101 19675.551167 102 14527.056562 103 20263.516108 104 18190.196186 105 19341.297152 106 23350.536301 107 20850.739607 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,ITBI,MLP,0.8854103088378906,"95 26092.499488 96 8400.962044 97 28798.563621 98 26391.923010 99 25212.056890 100 30210.377763 101 17674.564559 102 26490.645995 103 33104.186076 104 24717.784907 105 32113.749331 106 21722.865826 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do ICMS,XGBoost,1.0792486667633057,"96 429514.25000 97 420317.81250 98 378146.00000 99 430218.34375 100 372342.37500 101 429494.71875 102 436987.50000 103 420889.12500 104 437107.00000 105 442699.78125 106 443735.12500 107 378191.90625 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre - RS,Cota-Parte do IPVA,XGBoost,3.9549453258514404,"96 57724.894531 97 57724.894531 98 57724.894531 99 66697.546875 100 66697.546875 101 53550.531250 102 61853.792969 103 62510.808594 104 62510.808594 105 62510.808594 106 62510.808594 107 61416.949219 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,IPTU,MLP,1.5010898113250732,"96 148899.439223 97 105819.594359 98 56408.969506 99 116939.883911 100 66018.654690 101 -70621.731576 102 144797.508701 103 156539.008841 104 35669.055792 105 75815.442183 106 122414.039840 107 116536.092159 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,ISS,MLP,0.7800619602203369,"96 156519.712867 97 225556.297965 98 250404.076429 99 219703.433672 100 251499.766466 101 232257.385179 102 215764.510182 103 226601.677174 104 250504.412577 105 319792.041304 106 286749.050526 107 251911.236186 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,ITBI,MLP,0.9595379829406738,"96 144566.394319 97 97317.862779 98 59392.622900 99 114978.910585 100 -12540.659186 101 128486.058821 102 82568.213618 103 7544.215086 104 126668.062462 105 103567.336997 106 116234.457029 107 78265.407166 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do ICMS,MLP,0.7860672473907471,"96 8.987295e+05 97 8.556564e+05 98 8.573533e+05 99 9.363737e+05 100 8.745831e+05 101 1.006314e+06 102 1.047195e+06 103 1.052678e+06 104 1.133067e+06 105 1.185163e+06 106 1.250473e+06 107 1.238368e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal - RS,Cota-Parte do IPVA,MLP,0.8894040584564209,"96 -14806.566544 97 32093.635566 98 161971.001873 99 6257.693351 100 50004.330543 101 134623.195819 102 105715.951902 103 121079.300453 104 128303.109096 105 132531.865716 106 148790.547741 107 -61112.229643 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,IPTU,SARIMAX,1.371622085571289,"93 31377.980469 94 14721.641602 95 14827.320312 96 8120.750977 97 10596.256836 98 6772.320801 99 7081.048828 100 10736.608398 101 7892.802246 102 10878.501953 103 8418.279297 104 11910.289062 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,ISS,XGBoost,0.7492210865020752,"96 62101.996094 97 62311.949219 98 68768.453125 99 60535.824219 100 65812.390625 101 55106.300781 102 65812.390625 103 66569.875000 104 68464.828125 105 66569.875000 106 66569.875000 107 58677.449219 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,ITBI,MLP,0.7193982601165771,"96 34312.954354 97 34705.028568 98 39117.094966 99 35062.534938 100 25140.539130 101 47444.262883 102 37449.989024 103 39334.971800 104 32988.119020 105 43298.928413 106 48458.209300 107 41055.113413 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do ICMS,MLP,0.9180314540863037,"96 592241.306226 97 543113.318176 98 536772.325407 99 585219.919990 100 533108.351055 101 613516.849972 102 628841.038354 103 618641.054301 104 662223.057534 105 682957.930358 106 711548.884866 107 685181.842292 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Redondo - RS,Cota-Parte do IPVA,XGBoost,0.8922276496887207,"95 115045.820312 96 122608.046875 97 102691.023438 98 111415.156250 99 114104.718750 100 86430.054688 101 85281.320312 102 85281.320312 103 83531.093750 104 83531.093750 105 150606.218750 106 248905.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,IPTU,SARIMAX,1.5628454685211182,"86 2546.106934 87 2514.213379 88 3183.881104 89 3003.814209 90 2559.847900 91 2682.451172 92 2682.451172 93 2508.517822 94 2337.587158 95 2442.833740 96 2381.416992 97 2427.683594 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,ISS,XGBoost,1.3938398361206055,"96 12046.683594 97 11159.618164 98 11151.080078 99 11116.199219 100 11157.055664 101 11860.827148 102 11860.827148 103 13377.879883 104 13706.063477 105 10582.091797 106 9742.179688 107 9384.766602 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,ITBI,XGBoost,0.869192361831665,"89 27793.728516 90 49460.773438 91 42002.652344 92 40154.324219 93 20743.232422 94 39556.121094 95 52601.605469 96 22702.609375 97 53124.410156 98 27718.554688 99 32481.396484 100 32450.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do ICMS,MLP,0.8292827606201172,"96 496207.713826 97 467169.895396 98 467518.966288 99 511228.532932 100 476656.732075 101 548204.550142 102 569108.770442 103 571414.983171 104 613965.434492 105 640511.414022 106 674761.954291 107 665740.245847 Name: Valor, dtype: float64" Prefeitura Municipal de Jacuizinho - RS,Cota-Parte do IPVA,MLP,0.8812386989593506,"96 -12765.359146 97 17774.912234 98 44071.130071 99 10241.592353 100 31018.951050 101 28959.165541 102 35732.489960 103 41865.506840 104 39068.629484 105 45337.341820 106 45874.205704 107 -14620.985600 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,IPTU,MLP,3.4079039096832275,"95 6482.091323 96 5292.071937 97 5776.492434 98 10736.680425 99 10938.502659 100 7242.121093 101 11861.469234 102 13221.091897 103 7062.373591 104 13899.594208 105 15296.499293 106 14966.675844 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,ISS,XGBoost,2.0606043338775635,"96 24128.154297 97 22484.693359 98 20746.644531 99 24094.029297 100 24540.185547 101 21871.341797 102 25284.160156 103 20886.632812 104 20474.164062 105 24252.935547 106 24499.416016 107 24622.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,ITBI,MLP,1.2085669040679932,"96 109057.209430 97 68869.652391 98 98838.833565 99 122864.142041 100 100035.779301 101 123109.799932 102 77020.803609 103 133440.436683 104 119110.819317 105 41721.797238 106 150559.362579 107 82424.967118 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do ICMS,SES,1.0529594421386719,"96 803812.4375 97 728996.3125 98 806783.9375 99 827349.9375 100 718317.0000 101 777248.7500 102 781224.3750 103 761903.6250 104 779158.8125 105 773352.4375 106 836573.7500 107 731147.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Margarida do Sul - RS,Cota-Parte do IPVA,XGBoost,1.2332806587219238,"96 43594.234375 97 40182.484375 98 41241.250000 99 40499.699219 100 40499.699219 101 38169.101562 102 38107.632812 103 37533.281250 104 37901.375000 105 37901.375000 106 40499.437500 107 39292.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,IPTU,XGBoost,0.9517667293548584,"95 1.283732e+06 96 1.343305e+06 97 6.340551e+05 98 5.709878e+05 99 7.695594e+05 100 8.004224e+05 101 7.961212e+05 102 7.859763e+05 103 7.902774e+05 104 8.201740e+05 105 1.288114e+06 106 1.295818e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,ISS,SARIMAX,1.1739659309387207,"96 2142933.500 97 2089987.625 98 2143358.500 99 2369840.750 100 2369840.750 101 2316894.500 102 2316894.500 103 2316894.500 104 2316894.500 105 2316894.500 106 2316894.500 107 2312791.250 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,ITBI,MLP,0.8470404148101807,"96 8.027130e+05 97 8.883120e+05 98 9.769230e+05 99 1.060041e+06 100 1.095771e+06 101 1.048703e+06 102 1.101112e+06 103 1.041264e+06 104 1.089689e+06 105 1.008963e+06 106 1.178436e+06 107 1.053040e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do ICMS,XGBoost,0.963214635848999,"96 7420280.0 97 6800514.0 98 6783332.0 99 7336314.0 100 7323885.0 101 7176003.0 102 7176003.0 103 6980031.5 104 6992596.0 105 6981192.0 106 7383637.0 107 7161629.5 Name: Valor, dtype: float64" Prefeitura Municipal de Farroupilha - RS,Cota-Parte do IPVA,MLP,1.5251564979553223,"96 -1.554366e+06 97 9.151228e+04 98 5.027279e+06 99 -3.818980e+05 100 1.116192e+06 101 3.610314e+06 102 1.626987e+06 103 2.130356e+06 104 2.595546e+06 105 2.419325e+06 106 2.783875e+06 107 -2.889806e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,IPTU,MLP,0.9817540645599365,"96 74402.749274 97 9171.767762 98 -43085.981233 99 76131.800691 100 60292.843263 101 7757.326467 102 41888.555370 103 52059.171938 104 42110.056189 105 35122.514925 106 48205.913737 107 52217.622682 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,ISS,MLP,1.7470369338989258,"96 29865.657103 97 26053.888103 98 26228.945521 99 24603.473651 100 28351.929982 101 28167.795078 102 23534.614757 103 31464.787948 104 30736.972396 105 26297.189030 106 29354.495192 107 28662.056446 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,ITBI,MLP,0.8885157108306885,"88 25375.975694 89 31899.472993 90 19040.252000 91 24113.967410 92 28.636532 93 31107.350286 94 19369.086753 95 20206.496403 96 16379.163769 97 27629.608085 98 31799.813638 99 28545.140204 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do ICMS,MLP,1.054652452468872,"96 687278.498308 97 643016.551387 98 640676.132059 99 691348.379354 100 634495.334542 101 728144.761448 102 749747.685684 103 746726.253725 104 799142.704085 105 829236.503879 106 868554.785875 107 847189.458107 Name: Valor, dtype: float64" Prefeitura Municipal de Tavares - RS,Cota-Parte do IPVA,XGBoost,2.2639012336730957,"96 95593.929688 97 95556.851562 98 95598.390625 99 119762.242188 100 119779.648438 101 101894.703125 102 102041.835938 103 102123.164062 104 102123.164062 105 102209.320312 106 102209.320312 107 103018.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,IPTU,AR,2.4577372074127197,"96 248378.875000 97 236913.000000 98 230520.062500 99 200842.046875 100 197958.171875 101 224860.578125 102 199482.843750 103 214412.640625 104 201653.125000 105 199725.406250 106 213290.953125 107 209065.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,ISS,MLP,1.273859977722168,"96 1.155815e+06 97 8.788158e+05 98 7.400479e+05 99 1.257774e+06 100 1.155425e+06 101 -1.804297e+04 102 1.822641e+06 103 1.583946e+06 104 4.177647e+05 105 1.828002e+06 106 1.721257e+06 107 7.488169e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,ITBI,MLP,1.1275532245635986,"96 208021.185269 97 232799.814778 98 218577.977619 99 239013.485911 100 212790.316052 101 258702.024882 102 258962.538071 103 196771.147851 104 262567.111967 105 299889.746153 106 238418.816918 107 273036.505853 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do ICMS,MLP,0.9023656845092773,"96 2.155987e+06 97 2.014010e+06 98 2.005388e+06 99 2.173051e+06 100 1.999296e+06 101 2.300085e+06 102 2.373747e+06 103 2.370075e+06 104 2.545496e+06 105 2.650453e+06 106 2.791320e+06 107 2.734278e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Serafina Corrêa - RS,Cota-Parte do IPVA,XGBoost,1.160632610321045,"96 9.108678e+05 97 9.219578e+05 98 9.202664e+05 99 1.032613e+06 100 1.032613e+06 101 1.026131e+06 102 1.068894e+06 103 1.068894e+06 104 1.265604e+06 105 1.068894e+06 106 1.265604e+06 107 8.773696e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,IPTU,SARIMAX,1.551670789718628,"94 5127.602051 95 5837.170410 96 5367.559570 97 2918.270996 98 2573.736572 99 2444.904541 100 2849.031250 101 1675.383911 102 2172.622559 103 1670.418579 104 1796.156860 105 2148.213623 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,ISS,MLP,1.0968000888824463,"96 157827.761566 97 151111.049131 98 89856.233471 99 125249.453829 100 103882.904635 101 115424.103569 102 146412.258551 103 114610.594167 104 135609.243742 105 103554.942337 106 141928.053060 107 71597.545702 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,ITBI,MLP,0.8551814556121826,"95 52697.547206 96 36981.335652 97 26356.712101 98 47672.608155 99 2000.519702 100 38019.840760 101 63870.481050 102 38050.226624 103 51671.416452 104 15183.067618 105 52735.877604 106 55839.654521 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do ICMS,MLP,0.9220178127288818,"96 609362.807664 97 607518.513276 98 602756.413627 99 644535.768647 100 586954.511209 101 674555.261168 102 693832.816498 103 703199.318401 104 740100.203884 105 764594.927276 106 821635.919775 107 803913.336763 Name: Valor, dtype: float64" Prefeitura Municipal de Presidente Lucena - RS,Cota-Parte do IPVA,MLP,1.9413752555847168,"96 -43807.126227 97 18184.398352 98 149856.857365 99 5862.048780 100 71818.292223 101 111419.790156 102 72187.633344 103 91717.133432 104 102549.024870 105 104904.204691 106 85511.650339 107 -99284.234551 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,IPTU,AR,2.9046738147735596,"96 14390.803711 97 13479.625977 98 12589.008789 99 7347.936523 100 7646.662109 101 7814.468262 102 6949.568359 103 6588.913574 104 7088.962891 105 8283.790039 106 8219.307617 107 7241.903809 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,ISS,XGBoost,1.192753791809082,"96 43721.902344 97 46792.332031 98 50882.234375 99 53287.996094 100 51300.332031 101 53924.757812 102 51300.332031 103 63623.261719 104 63623.261719 105 63623.261719 106 63623.261719 107 62617.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,ITBI,MLP,0.913240909576416,"96 29367.229619 97 38584.150989 98 27711.831186 99 26776.432530 100 30276.895961 101 22101.856395 102 26478.646092 103 35861.987715 104 5503.589917 105 32332.512639 106 28656.945174 107 16425.162176 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do ICMS,MLP,0.9527044296264648,"96 686367.229448 97 615056.894127 98 610310.185778 99 658529.316326 100 599356.610083 101 690714.593164 102 708267.130550 103 703609.973118 104 752619.838186 105 779030.435464 106 816533.616685 107 793474.322877 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Feliz - RS,Cota-Parte do IPVA,MLP,0.8965308666229248,"96 -90792.177169 97 -33820.385469 98 250020.794669 99 -20752.076717 100 59855.060623 101 146736.020835 102 63747.775208 103 110338.879484 104 96745.754047 105 96435.095650 106 127253.528316 107 -150863.330208 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,IPTU,XGBoost,2.038553237915039,"96 35652.679688 97 27285.630859 98 15845.231445 99 17233.164062 100 16372.923828 101 24554.748047 102 28195.298828 103 12251.240234 104 21960.982422 105 21338.015625 106 28584.072266 107 24297.208984 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,ISS,MLP,1.0067315101623535,"96 74323.001749 97 78033.143701 98 77678.559879 99 84294.184524 100 92270.065291 101 75961.518877 102 83114.787012 103 100851.581766 104 88272.722550 105 107620.704045 106 119705.055253 107 92476.355892 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,ITBI,AR,1.2333476543426514,"96 36674.261719 97 41259.402344 98 35184.054688 99 36770.503906 100 36116.089844 101 23142.271484 102 23131.412109 103 40984.191406 104 32487.617188 105 29086.683594 106 41123.500000 107 23401.746094 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do ICMS,MLP,1.7670936584472656,"96 8.018465e+05 97 7.555386e+05 98 7.488309e+05 99 8.121007e+05 100 7.492533e+05 101 8.596530e+05 102 8.879418e+05 103 8.889111e+05 104 9.520807e+05 105 9.898833e+05 106 1.040145e+06 107 1.019593e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Novo - RS,Cota-Parte do IPVA,MLP,1.982574224472046,"95 12424.029711 96 34850.994254 97 108794.776568 98 52096.967575 99 94331.290216 100 105648.164513 101 110900.114958 102 134806.083463 103 126397.127781 104 136653.343342 105 146251.754107 106 -66369.821627 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,IPTU,MLP,2.5681231021881104,"95 1.451311e+06 96 6.967787e+05 97 -1.562440e+06 98 1.714672e+06 99 1.625527e+06 100 3.808182e+05 101 9.014441e+05 102 1.002023e+06 103 1.328544e+06 104 1.188761e+06 105 9.430985e+05 106 1.228503e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,ISS,SARIMAX,1.2931420803070068,"96 549787.4375 97 561639.1875 98 558507.7500 99 581222.8125 100 541357.3750 101 541357.3750 102 577186.1250 103 577186.1250 104 577186.1250 105 577186.1250 106 609961.1875 107 609961.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,ITBI,MLP,1.1687660217285156,"96 189393.700946 97 232763.902326 98 268930.458599 99 266430.281352 100 264780.549599 101 298337.505924 102 318268.921213 103 275726.642507 104 313907.504682 105 321298.803765 106 315717.234825 107 313896.310622 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do ICMS,MLP,0.831106424331665,"96 2.870769e+06 97 2.627808e+06 98 2.638632e+06 99 2.850734e+06 100 2.598448e+06 101 2.994035e+06 102 3.076183e+06 103 3.060481e+06 104 3.279304e+06 105 3.399820e+06 106 3.566712e+06 107 3.492203e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Encantado - RS,Cota-Parte do IPVA,MLP,1.39475417137146,"96 -5.416228e+05 97 9.045815e+04 98 1.519214e+06 99 -2.969321e+05 100 3.067541e+05 101 1.262623e+06 102 5.052220e+05 103 6.538648e+05 104 8.634208e+05 105 7.914303e+05 106 9.333192e+05 107 -1.201106e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,IPTU,XGBoost,2.5465519428253174,"96 1.572060e+06 97 1.401392e+06 98 1.237276e+06 99 1.246028e+06 100 1.191293e+06 101 1.231358e+06 102 1.217047e+06 103 1.186917e+06 104 8.303626e+05 105 8.303626e+05 106 5.825046e+05 107 5.930626e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,ISS,MLP,1.7281112670898438,"96 358921.648085 97 358852.029700 98 389032.690052 99 398609.468639 100 381062.587060 101 421195.636539 102 433771.029319 103 423335.104774 104 450738.477427 105 458998.110219 106 492864.083129 107 478955.306935 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,ITBI,MLP,1.6965482234954834,"96 1.141093e+06 97 1.231698e+06 98 1.190138e+06 99 1.256392e+06 100 1.314146e+06 101 1.420856e+06 102 1.518304e+06 103 1.512109e+06 104 1.541059e+06 105 1.519507e+06 106 1.579205e+06 107 1.568496e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do ICMS,MLP,1.0156381130218506,"96 8.285191e+05 97 7.445653e+05 98 7.569675e+05 99 8.243263e+05 100 7.619934e+05 101 8.895008e+05 102 9.194614e+05 103 9.118831e+05 104 9.871415e+05 105 9.867343e+05 106 1.119786e+06 107 1.067441e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Imbé - RS,Cota-Parte do IPVA,MLP,1.161695957183838,"95 178300.284848 96 271719.406548 97 387099.756052 98 137861.480980 99 204998.034179 100 401672.263794 101 422351.964906 102 423173.482431 103 499366.674250 104 529427.203745 105 582835.731369 106 195144.296093 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,IPTU,AR,1.3176116943359375,"96 9972.166016 97 7062.062500 98 8423.960938 99 3629.477783 100 4850.026367 101 4853.818848 102 2815.872314 103 2799.313477 104 4195.989258 105 5029.273926 106 4236.584473 107 6443.253906 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,ISS,XGBoost,1.3822717666625977,"96 7479.029297 97 8044.975586 98 6257.472168 99 8447.679688 100 7917.279297 101 8749.598633 102 10568.015625 103 8665.628906 104 7470.097168 105 8680.897461 106 9480.724609 107 8639.736328 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,ITBI,XGBoost,0.7579622268676758,"94 9070.336914 95 7470.154785 96 6826.229980 97 5229.361816 98 14082.981445 99 17287.359375 100 15274.123047 101 6767.043457 102 2795.617676 103 13977.302734 104 4836.719727 105 13825.706055 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do ICMS,MLP,0.8599648475646973,"96 395174.556798 97 368999.484167 98 366911.571786 99 396488.660132 100 363850.532666 101 418280.553076 102 430394.816722 103 429037.663906 104 459541.534081 105 476701.321489 106 500580.591120 107 487524.859449 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Queimado - RS,Cota-Parte do IPVA,MLP,0.8670284748077393,"96 -41107.155676 97 -2226.146275 98 110467.370052 99 -6680.220713 100 14081.788631 101 68231.354353 102 28782.505194 103 34761.516099 104 45799.463604 105 43976.120310 106 46708.437875 107 -52502.259032 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,IPTU,XGBoost,1.4271671772003174,"96 36331.847656 97 44533.070312 98 39192.453125 99 31026.912109 100 30355.761719 101 33831.468750 102 31535.652344 103 30252.791016 104 30561.304688 105 30610.964844 106 36113.164062 107 36641.558594 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,ISS,XGBoost,2.1253182888031006,"96 24880.835938 97 27358.275391 98 25888.009766 99 25714.939453 100 28544.150391 101 28776.753906 102 21950.396484 103 25192.765625 104 23486.853516 105 27333.875000 106 26818.910156 107 23915.023438 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,ITBI,MLP,2.018782615661621,"96 54026.004307 97 39466.988712 98 54000.505666 99 50788.777942 100 31279.421985 101 14204.126784 102 46612.529675 103 37114.653753 104 55408.480669 105 19137.908158 106 42756.939681 107 42356.118475 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do ICMS,MLP,0.846200704574585,"96 8.980828e+05 97 8.476066e+05 98 8.405641e+05 99 9.067918e+05 100 8.296092e+05 101 9.537330e+05 102 9.809236e+05 103 9.747583e+05 104 1.043057e+06 105 1.079932e+06 106 1.130806e+06 107 1.106032e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Redentora - RS,Cota-Parte do IPVA,MLP,1.0103545188903809,"96 9833.850599 97 40419.160789 98 80674.179490 99 6305.645565 100 46276.278619 101 81850.471593 102 76894.043902 103 85749.077212 104 93078.340641 105 97426.598608 106 111754.123221 107 -15656.437624 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,IPTU,MLP,1.1123592853546143,"96 1.247033e+06 97 6.234137e+05 98 1.872656e+05 99 -8.876920e+05 100 1.431179e+06 101 1.135358e+06 102 -4.138854e+05 103 6.878072e+05 104 1.184619e+06 105 5.530666e+05 106 5.414962e+05 107 7.929686e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,ISS,SARIMAX,1.1409482955932617,"96 513135.53125 97 527593.81250 98 527593.81250 99 528838.25000 100 526583.18750 101 527593.81250 102 526583.18750 103 526583.18750 104 526583.18750 105 526583.18750 106 526583.18750 107 512124.87500 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,ITBI,MLP,2.1977100372314453,"96 136289.392905 97 172270.608894 98 87771.452289 99 132293.209507 100 177821.998257 101 184131.406533 102 123044.018155 103 170156.993050 104 183139.257540 105 214752.533555 106 203441.740301 107 201378.348897 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do ICMS,MLP,1.531301736831665,"96 2.657085e+06 97 2.470624e+06 98 2.462045e+06 99 2.655204e+06 100 2.434234e+06 101 2.797354e+06 102 2.874840e+06 103 2.857108e+06 104 3.062724e+06 105 3.177707e+06 106 3.332368e+06 107 3.216451e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Marcos - RS,Cota-Parte do IPVA,MLP,1.4756300449371338,"96 -4.185850e+05 97 -9.653546e+04 98 1.535050e+06 99 2.034828e+05 100 3.993648e+05 101 9.903991e+05 102 7.226256e+05 103 7.955112e+05 104 7.991783e+05 105 8.846805e+05 106 9.669500e+05 107 -9.792903e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,IPTU,HWES,1.122309923171997,"89 9476.609375 90 9521.198242 91 5800.139160 92 4279.963867 93 4484.675293 94 7348.090332 95 7463.809570 96 4398.895996 97 7616.048340 98 4398.895996 99 5597.017578 100 7616.048340 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,ISS,MLP,1.096574068069458,"96 71845.809115 97 67491.671927 98 64083.391484 99 73422.114483 100 65947.088187 101 64113.041363 102 53997.099584 103 61259.521965 104 73943.122068 105 46854.344668 106 42746.977607 107 16381.128707 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,ITBI,XGBoost,1.156097650527954,"89 15929.833008 90 17121.949219 91 21104.644531 92 20532.738281 93 21251.115234 94 20781.820312 95 13483.960938 96 8603.422852 97 20729.546875 98 7157.876953 99 20673.078125 100 20551.958984 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do ICMS,MLP,0.8583009243011475,"96 540215.467880 97 504917.607882 98 503593.401547 99 547814.402794 100 505761.800010 101 581966.301818 102 601834.093608 103 601067.939752 104 645755.730018 105 672624.048876 106 707604.674528 107 694435.969923 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Cabrais - RS,Cota-Parte do IPVA,MLP,1.0050103664398193,"94 -4180.160079 95 50426.430021 96 66629.062333 97 5885.000300 98 66411.007020 99 89318.092835 100 90073.978922 101 96889.272933 102 94896.707999 103 110816.772726 104 117508.725251 105 -13004.249988 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,IPTU,XGBoost,0.9074296951293945,"84 42892.843750 85 49410.902344 86 81178.015625 87 82686.742188 88 82733.390625 89 72614.351562 90 71107.882812 91 81248.890625 92 82756.796875 93 82756.796875 94 94609.695312 95 94347.710938 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,ISS,MLP,3.2499921321868896,"96 35431.469535 97 40848.490161 98 37534.476224 99 39205.361299 100 43332.050844 101 34279.264768 102 44292.694390 103 40678.279477 104 37080.324834 105 46127.630011 106 41136.668306 107 37012.138242 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,ITBI,XGBoost,1.5107333660125732,"96 15984.286133 97 17678.613281 98 17364.134766 99 28994.908203 100 19878.353516 101 20238.236328 102 18745.496094 103 20385.812500 104 20418.371094 105 20489.427734 106 20883.179688 107 20789.474609 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do ICMS,MLP,1.4657654762268066,"96 7.807749e+05 97 7.367218e+05 98 7.362922e+05 99 7.942800e+05 100 7.339866e+05 101 8.423699e+05 102 8.703886e+05 103 8.726976e+05 104 9.347820e+05 105 9.721578e+05 106 1.021823e+06 107 1.003136e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Butiá - RS,Cota-Parte do IPVA,MLP,0.8574740886688232,"96 -65507.399126 97 10420.180194 98 151101.064957 99 7983.438417 100 47535.126271 101 87433.254958 102 70728.118632 103 81881.673187 104 73451.123686 105 86524.452140 106 97696.765646 107 -113228.678239 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,IPTU,HWES,0.9607646465301514,"94 52943.402344 95 53134.210938 96 46466.421875 97 46776.484375 98 38899.851562 99 38876.378906 100 41982.566406 101 41868.007812 102 43250.269531 103 41364.710938 104 41255.707031 105 43069.316406 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,ISS,XGBoost,1.172957420349121,"96 78299.500000 97 81452.968750 98 81799.375000 99 72325.906250 100 81799.375000 101 81799.375000 102 83241.914062 103 70720.046875 104 77632.601562 105 83641.320312 106 107107.664062 107 66853.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,ITBI,MLP,1.4184503555297852,"96 108355.492844 97 94667.514391 98 75420.923582 99 78982.539072 100 113462.441584 101 108541.010818 102 77294.235003 103 75095.078646 104 101892.804569 105 130961.023348 106 135915.432303 107 122440.096923 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do ICMS,MLP,0.9953901767730713,"96 1.981244e+06 97 1.977483e+06 98 1.957747e+06 99 2.095358e+06 100 1.934225e+06 101 2.211265e+06 102 2.408643e+06 103 2.190874e+06 104 2.436196e+06 105 2.555536e+06 106 2.659801e+06 107 2.619836e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Mostardas - RS,Cota-Parte do IPVA,XGBoost,0.9022741317749023,"89 294675.875000 90 263413.562500 91 245683.046875 92 306759.437500 93 245155.984375 94 176462.984375 95 193510.531250 96 261337.750000 97 307388.906250 98 256343.625000 99 298052.250000 100 243005.015625 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,IPTU,MLP,0.8802609443664551,"93 296176.840179 94 189051.630696 95 102487.835973 96 205604.282298 97 -237193.168450 98 322009.157110 99 320930.658775 100 12735.749346 101 208699.002951 102 241298.782832 103 228751.637090 104 225171.452221 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,ISS,MLP,2.609768867492676,"96 172817.098601 97 193959.595063 98 203676.776151 99 200273.513553 100 205510.485797 101 207181.791528 102 219341.691382 103 205341.033256 104 205228.572837 105 233020.917572 106 218367.989215 107 233085.747895 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,ITBI,MLP,2.1621365547180176,"96 44708.872474 97 54098.520558 98 47836.706529 99 45214.037667 100 48971.056158 101 63220.886093 102 60340.699053 103 53030.837752 104 71968.001691 105 67801.707328 106 67363.764341 107 81906.686851 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do ICMS,XGBoost,1.5428993701934814,"96 810688.0625 97 772873.3750 98 751757.5625 99 822151.5000 100 709365.3125 101 774853.0625 102 779986.6250 103 788246.6875 104 799066.0625 105 814234.0000 106 822375.5000 107 709211.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Buricá - RS,Cota-Parte do IPVA,MLP,0.836137056350708,"96 -122062.002215 97 60298.321979 98 332412.687324 99 27226.296435 100 127971.855566 101 228709.747847 102 192953.071667 103 221496.496334 104 203308.630645 105 225095.002042 106 249504.108818 107 -158169.012616 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,IPTU,XGBoost,1.0343353748321533,"93 30232.927734 94 36087.179688 95 20543.242188 96 19401.125000 97 23979.572266 98 16389.466797 99 21279.183594 100 20874.484375 101 27564.470703 102 27620.888672 103 24357.443359 104 27139.099609 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,ISS,XGBoost,0.776113748550415,"96 31725.605469 97 37179.714844 98 35508.914062 99 30078.837891 100 36540.347656 101 35507.468750 102 28913.107422 103 36527.835938 104 36349.242188 105 34778.433594 106 36550.894531 107 28913.107422 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,ITBI,MLP,0.9808545112609863,"96 38274.820256 97 4158.825718 98 61516.063010 99 82660.791913 100 78330.452607 101 45893.306208 102 195.925814 103 93755.541789 104 91689.240701 105 67927.925808 106 69736.519910 107 -114830.134665 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do ICMS,XGBoost,0.9292135238647461,"96 584573.0625 97 571899.6250 98 541757.5625 99 588074.5625 100 531363.3125 101 554856.0000 102 558781.3750 103 561237.9375 104 583886.5625 105 584599.6250 106 593362.9375 107 542543.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Passo do Sobrado - RS,Cota-Parte do IPVA,XGBoost,1.6259231567382812,"96 160926.062500 97 177229.828125 98 179999.484375 99 169123.937500 100 179999.484375 101 122883.640625 102 121821.085938 103 121821.085938 104 159202.656250 105 171140.781250 106 171215.484375 107 171140.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,IPTU,AR,1.2246830463409424,"96 271455.625000 97 293019.875000 98 218152.250000 99 228027.562500 100 220129.375000 101 254449.312500 102 266672.687500 103 266672.687500 104 260925.375000 105 245310.531250 106 247283.953125 107 240772.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,ISS,XGBoost,0.9890553951263428,"96 191663.687500 97 174651.953125 98 178386.656250 99 154662.343750 100 178389.859375 101 183884.593750 102 183510.140625 103 153105.531250 104 174250.437500 105 202843.843750 106 166196.578125 107 165591.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,ITBI,MLP,1.8367233276367188,"96 138054.963238 97 93567.332737 98 142316.943392 99 144198.553367 100 54023.725460 101 143929.534336 102 132939.961731 103 124622.541776 104 177037.624889 105 129163.338644 106 141688.291070 107 154457.343902 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do ICMS,MLP,2.560549259185791,"96 1.256525e+06 97 1.173251e+06 98 1.159147e+06 99 1.273704e+06 100 1.168893e+06 101 1.349878e+06 102 1.403031e+06 103 1.397636e+06 104 1.504551e+06 105 1.569584e+06 106 1.650779e+06 107 1.676188e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tapes - RS,Cota-Parte do IPVA,SARIMAX,1.341230869293213,"92 152374.203125 93 95706.429688 94 84385.859375 95 60896.390625 96 52177.023438 97 87329.101562 98 91372.031250 99 77141.117188 100 77246.828125 101 77246.828125 102 77453.656250 103 71830.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,IPTU,XGBoost,1.3181657791137695,"79 17795.849609 80 15392.500000 81 15458.329102 82 12060.085938 83 7590.662109 84 9507.015625 85 9551.807617 86 8824.576172 87 11104.721680 88 13333.009766 89 7634.175781 90 7345.653809 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,ISS,MLP,0.7743988037109375,"80 250764.570024 81 234072.573379 82 219456.594410 83 204258.947865 84 -150079.922015 85 249013.567342 86 407094.066147 87 287135.259158 88 253334.768408 89 210476.762628 90 351392.926837 91 393397.636775 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,ITBI,MLP,0.78369140625,"80 43409.075693 81 72060.843202 82 77999.468879 83 74327.317241 84 81913.606928 85 48572.809531 86 76618.283511 87 80178.215199 88 80189.379535 89 89137.880983 90 87976.206565 91 69431.007342 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do ICMS,XGBoost,1.073598861694336,"80 561024.0625 81 555937.8125 82 545778.3750 83 601396.3750 84 586707.3125 85 554223.7500 86 558360.0000 87 555089.3750 88 558603.1875 89 554292.2500 90 554727.2500 91 558395.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Machadinho - RS,Cota-Parte do IPVA,MLP,1.5064022541046143,"80 42797.283254 81 69183.104510 82 96180.739862 83 19684.680873 84 74817.091349 85 112087.206988 86 112582.169600 87 131396.959714 88 133017.554893 89 142402.417134 90 158431.454287 91 34740.140653 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,IPTU,MLP,1.4713988304138184,"58 10128.431753 59 9702.304851 60 11726.365855 61 9552.282513 62 9387.214785 63 8630.051746 64 12058.791613 65 11270.510552 66 11670.267956 67 -1957.188705 68 9118.026493 69 16208.555804 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,ISS,XGBoost,1.7341327667236328,"96 13709.150391 97 14231.627930 98 18087.011719 99 18060.083984 100 22075.958984 101 21862.980469 102 21862.980469 103 18984.160156 104 21862.980469 105 18984.160156 106 21862.980469 107 18984.160156 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,ITBI,MLP,1.4828228950500488,"90 33764.068630 91 30031.691945 92 37295.803139 93 21239.675403 94 21335.382122 95 21286.314804 96 37476.684021 97 18335.665140 98 25565.658151 99 38669.819656 100 27535.363505 101 -6693.627330 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do ICMS,MLP,0.9420979022979736,"96 356124.747271 97 332743.253364 98 331342.943572 99 359011.659066 100 330287.357380 101 379757.949777 102 391680.596401 103 390742.804763 104 419067.508678 105 435539.106767 106 457657.082878 107 447284.464216 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanci do Sul - RS,Cota-Parte do IPVA,MLP,0.9606969356536865,"94 689.366994 95 12996.949161 96 33616.269778 97 -7260.769255 98 25983.100397 99 36381.218853 100 31206.196946 101 37217.743601 102 37301.666690 103 42215.053323 104 46840.337977 105 -20352.818813 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,IPTU,SARIMAX,0.9810202121734619,"95 53950.250000 96 65326.226562 97 64689.101562 98 60645.566406 99 60848.605469 100 60848.605469 101 60848.605469 102 60776.031250 103 62391.964844 104 62462.128906 105 62462.128906 106 62462.128906 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,ISS,XGBoost,1.0371804237365723,"96 50699.675781 97 56083.687500 98 58819.273438 99 54462.507812 100 59318.562500 101 58773.691406 102 64688.882812 103 60945.625000 104 61051.242188 105 65301.781250 106 69187.289062 107 58989.925781 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,ITBI,MLP,0.998349666595459,"94 11598.605939 95 8019.619368 96 11338.607203 97 21909.292982 98 13327.151341 99 18220.313949 100 8324.169102 101 17326.863143 102 24731.060201 103 19649.948868 104 24612.694336 105 27590.496868 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do ICMS,XGBoost,1.0256564617156982,"96 1408264.500 97 1300299.875 98 1222700.000 99 1306885.250 100 1315413.250 101 1344658.875 102 1318877.500 103 1353527.500 104 1323814.125 105 1321021.625 106 1414075.250 107 1314314.250 Name: Valor, dtype: float64" Prefeitura Municipal de Westfália - RS,Cota-Parte do IPVA,XGBoost,0.8683271408081055,"96 239379.250000 97 239379.250000 98 212862.359375 99 239379.250000 100 283057.406250 101 283118.000000 102 283325.125000 103 283187.312500 104 283187.312500 105 283187.312500 106 296004.343750 107 283106.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,IPTU,XGBoost,0.8904039859771729,"77 5810.062988 78 5088.560059 79 5299.410156 80 2779.076904 81 544.531494 82 2006.510498 83 597.506714 84 2171.731445 85 2235.008057 86 2471.992188 87 2104.113281 88 2091.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,ISS,XGBoost,2.7426974773406982,"96 16813.687500 97 10497.280273 98 11037.322266 99 12790.932617 100 13099.231445 101 13290.265625 102 9024.925781 103 9337.618164 104 9241.912109 105 9558.437500 106 12832.682617 107 10259.867188 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,ITBI,MLP,2.753845453262329,"91 23639.334224 92 17908.282205 93 17349.665101 94 15399.348555 95 27200.046709 96 27245.705469 97 16170.070207 98 27336.174360 99 25289.379250 100 25757.551705 101 29156.444977 102 20946.417656 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do ICMS,MLP,1.3082501888275146,"96 380915.979693 97 350769.651205 98 352573.641480 99 382575.913602 100 351916.174807 101 404463.503451 102 417315.379987 103 415458.205801 104 446495.037719 105 464454.563139 106 487805.102494 107 477508.258432 Name: Valor, dtype: float64" Prefeitura Municipal de Mariano Moro - RS,Cota-Parte do IPVA,MLP,0.7902555465698242,"96 -35631.350141 97 17755.994980 98 95999.533770 99 -47833.885482 100 60196.354999 101 95665.791135 102 1868.808659 103 65091.156011 104 78907.616953 105 40202.411045 106 76809.303408 107 -67178.706935 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,IPTU,XGBoost,1.029414176940918,"90 109897.335938 91 110349.312500 92 106590.484375 93 106461.710938 94 96836.757812 95 103072.609375 96 97526.617188 97 78525.843750 98 107971.929688 99 102476.937500 100 106157.492188 101 106410.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,ISS,MLP,0.7960255146026611,"96 101168.171127 97 108314.414180 98 116237.983273 99 108983.072588 100 107838.536495 101 99481.279391 102 98086.057862 103 115333.720344 104 100986.408191 105 88596.614775 106 95175.181131 107 85215.949256 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,ITBI,MLP,1.0230741500854492,"96 133009.642164 97 117083.739518 98 87204.061667 99 151265.434075 100 133758.548316 101 139242.778014 102 158746.924862 103 138415.362202 104 175755.865586 105 148993.534306 106 141813.944883 107 129253.960961 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do ICMS,MLP,0.9432258605957031,"96 1.277517e+06 97 1.198500e+06 98 1.195741e+06 99 1.299358e+06 100 1.202818e+06 101 1.382813e+06 102 1.429065e+06 103 1.430464e+06 104 1.534000e+06 105 1.595435e+06 106 1.678950e+06 107 1.644459e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Augusto Pestana - RS,Cota-Parte do IPVA,XGBoost,1.0310475826263428,"96 291644.59375 97 331817.59375 98 331264.53125 99 331264.53125 100 331264.53125 101 361168.50000 102 446074.06250 103 446074.06250 104 446074.06250 105 446074.06250 106 446074.06250 107 434943.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,IPTU,SARIMAX,0.9274218082427979,"93 36346.312500 94 33560.796875 95 14908.464844 96 10861.775391 97 8128.148926 98 9882.884766 99 7097.519531 100 7059.917969 101 10790.558594 102 9263.219727 103 10935.719727 104 5731.673340 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,ISS,XGBoost,1.5130555629730225,"96 12760.568359 97 15667.401367 98 19059.203125 99 18543.375000 100 18735.216797 101 13447.928711 102 18721.376953 103 12825.254883 104 18660.787109 105 12651.303711 106 18805.085938 107 18795.431641 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,ITBI,MLP,1.302889347076416,"94 21380.309420 95 16580.030275 96 14759.500266 97 9154.543877 98 16912.635857 99 22707.514284 100 20416.666230 101 16321.593657 102 17294.132865 103 22840.188812 104 30256.391302 105 32234.219706 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do ICMS,MLP,1.0629780292510986,"96 772120.929607 97 720440.464402 98 715444.739156 99 770070.748367 100 704117.934425 101 808971.984666 102 831119.680916 103 827074.512192 104 885318.552301 105 917754.800961 106 962820.666389 107 936344.502479 Name: Valor, dtype: float64" Prefeitura Municipal de Pinheirinho do Vale - RS,Cota-Parte do IPVA,SARIMAX,1.3318963050842285,"96 97400.218750 97 92151.625000 98 99417.882812 99 104646.718750 100 104631.515625 101 104008.031250 102 105405.187500 103 105405.187500 104 105405.187500 105 112667.968750 106 112667.968750 107 112637.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,IPTU,MLP,2.2590298652648926,"86 119713.506295 87 78859.244235 88 17382.482738 89 -53451.839461 90 127791.527267 91 102837.114355 92 10228.089581 93 64540.622915 94 98754.757047 95 73943.123924 96 71951.086375 97 82147.159159 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,ISS,XGBoost,1.4380202293395996,"96 153947.156250 97 153947.156250 98 159582.015625 99 159582.015625 100 147523.937500 101 147523.937500 102 147523.937500 103 147523.937500 104 147523.937500 105 147523.937500 106 147523.937500 107 147523.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,ITBI,XGBoost,0.8055458068847656,"96 24294.533203 97 31145.472656 98 17553.335938 99 28402.392578 100 31173.222656 101 31173.222656 102 22845.037109 103 37602.632812 104 34372.960938 105 34372.960938 106 34372.960938 107 22951.496094 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do ICMS,MLP,0.7722268104553223,"96 520446.893417 97 485738.732509 98 483213.047198 99 523161.359131 100 480636.162429 101 552294.840117 102 568776.331101 103 566541.500565 104 606736.087498 105 628926.465421 106 659838.999514 107 642579.647595 Name: Valor, dtype: float64" Prefeitura Municipal de Tio Hugo - RS,Cota-Parte do IPVA,MLP,0.915036678314209,"96 9971.449814 97 24266.443495 98 49518.943742 99 13781.381673 100 44918.631349 101 65995.434126 102 65254.720432 103 66151.344738 104 71491.927885 105 80901.709890 106 78122.290851 107 10109.348865 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,IPTU,SARIMAX,1.445530891418457,"96 26242.054688 97 53995.007812 98 54578.515625 99 64585.453125 100 66803.406250 101 66541.890625 102 65159.882812 103 65159.882812 104 65201.382812 105 65201.382812 106 65201.382812 107 65201.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,ISS,MLP,1.5235440731048584,"96 42066.728751 97 42814.832920 98 36666.447582 99 44891.070211 100 43004.875426 101 41720.933501 102 48376.037026 103 43644.897134 104 47269.904296 105 48458.556273 106 31325.907776 107 48012.390776 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,ITBI,MLP,0.9240286350250244,"96 44665.004273 97 46559.502139 98 40917.121535 99 49286.425308 100 52754.100077 101 59997.033103 102 31085.027655 103 32064.840183 104 49261.300807 105 55123.924429 106 58152.414146 107 59134.408054 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do ICMS,MLP,0.8673601150512695,"96 649355.046941 97 605789.544486 98 604018.149505 99 656624.150750 100 605280.414317 101 696768.625937 102 720327.519573 103 718258.475738 104 771805.432515 105 803810.812367 106 845046.742976 107 829178.460960 Name: Valor, dtype: float64" Prefeitura Municipal de Alecrim - RS,Cota-Parte do IPVA,MLP,0.9639348983764648,"96 -74415.345171 97 16356.585939 98 147314.269540 99 -20627.970570 100 51505.443342 101 96000.501030 102 53153.655275 103 77076.353669 104 73868.031991 105 79332.306021 106 92235.534585 107 -105073.780405 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,IPTU,MLP,2.2946791648864746,"96 66806.903687 97 41325.248066 98 19008.837719 99 -26681.271815 100 68674.820384 101 63214.186862 102 15134.707477 103 40241.873108 104 49060.562708 105 42669.174922 106 48020.636899 107 44930.758194 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,ISS,XGBoost,2.8002378940582275,"96 24329.765625 97 25269.169922 98 25048.554688 99 27244.451172 100 25792.324219 101 25365.804688 102 25307.398438 103 24998.589844 104 25127.058594 105 24998.589844 106 24998.589844 107 23613.449219 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,ITBI,MLP,2.369462728500366,"92 16878.239539 93 14275.515560 94 15862.298125 95 19850.491519 96 -234.433239 97 19413.542406 98 26401.520947 99 12982.565611 100 20478.767767 101 22866.823768 102 17852.266616 103 22949.962317 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Cota-Parte do ICMS,XGBoost,0.8552868366241455,"96 485391.09375 97 461385.90625 98 460076.18750 99 508408.40625 100 491383.21875 101 456010.75000 102 462981.93750 103 470831.65625 104 475549.75000 105 466401.93750 106 480032.21875 107 460035.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Barra Funda - RS,Cota-Parte do IPVA,AR,0.9237802028656006,"96 82440.039062 97 55263.417969 98 48146.734375 99 35016.207031 100 36364.343750 101 -5220.824219 102 33037.804688 103 41203.535156 104 58418.332031 105 59215.625000 106 59716.972656 107 86114.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,IPTU,SARIMAX,1.0047016143798828,"89 64686.140625 90 69290.906250 91 68208.906250 92 68385.976562 93 63542.601562 94 61733.765625 95 61733.765625 96 61733.765625 97 55232.359375 98 51975.175781 99 53564.054688 100 53564.054688 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,ISS,MLP,1.1191842555999756,"96 76930.409687 97 81534.808273 98 78609.859978 99 80568.189277 100 75746.948560 101 79615.929280 102 83040.865140 103 69741.794930 104 24470.215789 105 67265.734847 106 63624.441818 107 57884.712354 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,ITBI,MLP,0.8972263336181641,"94 21648.219454 95 43471.446303 96 40005.312895 97 30277.514769 98 34808.146486 99 40316.139808 100 32289.506422 101 46992.883228 102 33397.267809 103 41892.117401 104 20444.265933 105 31082.188544 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do ICMS,MLP,0.7878823280334473,"96 8.723948e+05 97 8.079392e+05 98 7.897468e+05 99 8.764045e+05 100 7.985077e+05 101 9.271206e+05 102 9.616748e+05 103 9.487701e+05 104 1.021571e+06 105 1.062951e+06 106 1.111493e+06 107 1.136612e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vale do Sol - RS,Cota-Parte do IPVA,XGBoost,0.933272123336792,"95 165404.468750 96 165503.640625 97 165404.468750 98 166984.125000 99 167083.296875 100 176300.921875 101 176300.921875 102 176300.921875 103 199589.171875 104 257116.109375 105 318668.625000 106 318489.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,IPTU,XGBoost,1.2014622688293457,"84 17959.525391 85 18954.835938 86 15222.826172 87 21076.912109 88 17575.291016 89 17575.291016 90 13359.041992 91 14678.720703 92 15680.757812 93 11323.614258 94 15845.639648 95 15704.524414 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,ISS,MLP,0.832707405090332,"96 41941.550136 97 36068.193935 98 37914.412046 99 34578.629314 100 37578.980780 101 39417.082942 102 33568.131015 103 40714.378699 104 34716.056063 105 36342.355658 106 36227.455359 107 32073.591820 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,ITBI,MLP,1.035698652267456,"96 28452.810059 97 16674.754146 98 22519.225071 99 27278.603209 100 10003.397370 101 28978.382678 102 29659.250052 103 30953.368482 104 41718.277488 105 30315.925855 106 32567.026166 107 47214.403664 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do ICMS,MLP,0.8014800548553467,"96 689433.927291 97 685318.691855 98 681892.595465 99 728968.524142 100 671255.613807 101 767678.935119 102 790232.182745 103 787904.181630 104 843440.005411 105 875070.089811 106 917268.830101 107 892839.813766 Name: Valor, dtype: float64" Prefeitura Municipal de Tiradentes do Sul - RS,Cota-Parte do IPVA,MLP,0.9973678588867188,"95 -30116.388541 96 25245.406318 97 87118.017726 98 22780.700203 99 43455.772444 100 73083.042042 101 75958.747998 102 86872.234753 103 87382.431427 104 93025.924938 105 100378.998173 106 -55968.085630 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,IPTU,MLP,1.415604591369629,"45 35289.720488 46 -23262.013291 47 59440.876545 48 52068.347366 49 23084.668217 50 43346.830711 51 41910.459179 52 50747.640147 53 37847.914720 54 -19672.323113 55 41230.459542 56 68394.365631 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,ISS,XGBoost,1.811286449432373,"96 10151.955078 97 8896.219727 98 9462.667969 99 7899.228027 100 9501.299805 101 11139.620117 102 10112.919922 103 7854.218750 104 9724.290039 105 10632.465820 106 7530.546387 107 7665.286133 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,ITBI,MLP,1.9300205707550049,"88 15144.616501 89 15518.920845 90 15012.630549 91 18075.497996 92 25464.557567 93 20405.276840 94 24618.095218 95 20748.850090 96 23238.072931 97 31891.556439 98 20872.194642 99 31244.738656 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do ICMS,MLP,1.2258141040802002,"96 415314.335621 97 394141.034104 98 393396.319277 99 426533.312959 100 394543.144820 101 453089.798013 102 467117.453334 103 468292.414631 104 502274.273910 105 522341.968205 106 549146.067211 107 537997.356001 Name: Valor, dtype: float64" Prefeitura Municipal de Muliterno - RS,Cota-Parte do IPVA,MLP,0.8700213432312012,"90 60697.942925 91 -15044.208071 92 1295.058018 93 57102.789701 94 48783.027381 95 21686.889841 96 33209.091449 97 54763.816213 98 60237.784801 99 58880.884773 100 55072.546466 101 6511.380964 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,IPTU,MLP,0.812706470489502,"95 82306.692867 96 69296.898382 97 13195.847642 98 -21536.460950 99 75726.656247 100 76396.240759 101 36457.314184 102 48492.195143 103 55682.804127 104 80602.523154 105 73433.335471 106 56332.195966 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,ISS,XGBoost,0.8599252700805664,"96 22871.353516 97 35549.250000 98 34738.382812 99 33894.710938 100 36229.984375 101 35932.890625 102 37370.226562 103 36775.136719 104 27253.921875 105 28780.357422 106 26016.703125 107 27741.789062 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,ITBI,MLP,1.1094913482666016,"90 38044.199677 91 28575.101282 92 21291.695754 93 31804.748440 94 23495.136608 95 23064.076022 96 20983.750986 97 36787.279424 98 22912.913139 99 27472.253657 100 39742.642000 101 34302.776735 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do ICMS,MLP,1.0429072380065918,"96 341732.499596 97 319185.707482 98 317472.258679 99 345155.730803 100 318901.735170 101 366090.263037 102 377157.442325 103 375964.660152 104 406548.470417 105 423164.561648 106 440060.577477 107 425433.075432 Name: Valor, dtype: float64" Prefeitura Municipal de Silveira Martins - RS,Cota-Parte do IPVA,MLP,1.4174134731292725,"96 -24333.142518 97 35433.443371 98 99990.760698 99 39020.340164 100 56977.496817 101 78557.943656 102 77356.930969 103 82708.324660 104 84035.385069 105 84350.864814 106 94124.412685 107 -1384.637732 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,IPTU,MLP,1.299396276473999,"94 158461.597994 95 144558.768909 96 151407.350062 97 156108.802150 98 172734.818927 99 193889.095228 100 210156.796201 101 169240.378863 102 154799.063079 103 144601.052186 104 209550.459140 105 219504.776511 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,ISS,XGBoost,1.9901690483093262,"96 36095.253906 97 53753.632812 98 41936.617188 99 44751.183594 100 39187.226562 101 44772.125000 102 41915.675781 103 59460.691406 104 43103.710938 105 53875.789062 106 43103.710938 107 43103.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,ITBI,MLP,2.3411335945129395,"91 64810.990834 92 75426.045721 93 67687.114202 94 83625.634938 95 87412.993920 96 105119.203439 97 123025.703812 98 122672.422979 99 128679.087025 100 154153.716584 101 170113.327895 102 174731.263358 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do ICMS,MLP,1.586707592010498,"96 527310.921825 97 490896.981362 98 487551.618845 99 535606.423804 100 496595.050826 101 571321.929419 102 592449.920598 103 588102.780395 104 632359.636975 105 669305.993666 106 691784.252627 107 680267.782940 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Belo do Sul - RS,Cota-Parte do IPVA,MLP,1.573744535446167,"96 -56888.807337 97 26542.469073 98 157092.080184 99 -4703.728820 100 69150.556846 101 109496.394999 102 70289.444776 103 93352.816649 104 80901.191300 105 84318.496064 106 110790.656366 107 -70914.933038 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,IPTU,MLP,1.3624985218048096,"64 14538.682483 65 11182.291414 66 7026.568710 67 10662.301683 68 9651.507417 69 -6513.269338 70 13404.241491 71 16271.807537 72 7189.662945 73 9981.484711 74 12654.603283 75 13690.906107 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,ISS,MLP,1.5389277935028076,"96 21078.218942 97 28876.415294 98 21229.259442 99 27089.729023 100 27872.974783 101 29268.200215 102 30374.151714 103 23812.378177 104 32467.522868 105 28348.491795 106 31687.108839 107 24157.809277 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,ITBI,XGBoost,1.20853590965271,"81 11426.880859 82 11692.224609 83 7514.293945 84 12811.495117 85 4174.534668 86 10467.380859 87 10862.290039 88 3503.670898 89 10836.210938 90 10846.969727 91 10786.733398 92 12797.443359 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do ICMS,MLP,0.8720691204071045,"96 441905.860888 97 411533.165015 98 410421.642987 99 446722.230379 100 411635.267728 101 474156.639610 102 490491.016165 103 488423.059626 104 525387.784726 105 547635.578168 106 575534.786692 107 565548.658482 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Pilar - RS,Cota-Parte do IPVA,MLP,1.0252423286437988,"95 -43648.176395 96 -12362.232336 97 129957.596351 98 2705.173840 99 15862.986325 100 84906.704152 101 46406.960039 102 42568.466925 103 58510.178428 104 54417.205223 105 63005.881662 106 -72881.313026 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,IPTU,XGBoost,1.2429916858673096,"86 20338.750000 87 17609.652344 88 16260.875977 89 16183.794922 90 16362.125977 91 12782.124023 92 12939.555664 93 10758.157227 94 11951.093750 95 10963.160156 96 12001.223633 97 11951.093750 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,ISS,MLP,3.8453190326690674,"96 31471.198179 97 33861.358433 98 34848.908080 99 35938.272081 100 38302.936787 101 32946.052821 102 32766.757555 103 34327.969816 104 35163.359144 105 30277.144777 106 33245.806275 107 24922.455815 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,ITBI,MLP,2.590006113052368,"89 8309.645433 90 20215.827424 91 28223.717200 92 18941.287303 93 24870.326008 94 26426.298684 95 25551.376317 96 17766.833659 97 21954.224837 98 9112.154167 99 25846.378835 100 28269.343212 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do ICMS,MLP,0.9458649158477783,"96 561063.087221 97 523381.079545 98 521885.503066 99 564575.712055 100 518197.266220 101 596311.991647 102 614411.207788 103 621749.007458 104 657725.866544 105 682891.712997 106 717536.023967 107 700078.953851 Name: Valor, dtype: float64" Prefeitura Municipal de São Jorge - RS,Cota-Parte do IPVA,MLP,1.169886589050293,"88 -185154.509168 89 72804.044251 90 264529.395710 91 -14881.943792 92 51257.925943 93 154677.809773 94 133171.704732 95 95631.911024 96 97174.533333 97 147832.484034 98 147295.013242 99 -83707.870006 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,IPTU,SARIMAX,1.0888588428497314,"96 449145.93750 97 448894.65625 98 503354.90625 99 507302.78125 100 507302.78125 101 507302.78125 102 768292.12500 103 854890.18750 104 855160.25000 105 855160.25000 106 855160.25000 107 492180.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,ISS,XGBoost,1.3559141159057617,"96 325306.21875 97 328419.53125 98 341206.25000 99 346959.12500 100 337589.03125 101 327641.62500 102 333952.56250 103 334639.90625 104 341454.46875 105 354700.90625 106 343534.81250 107 340781.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,ITBI,MLP,1.282963514328003,"96 124327.844995 97 119284.694789 98 106360.051551 99 93983.833034 100 98648.585200 101 161126.302041 102 138813.225128 103 134230.971328 104 167814.057838 105 174437.839528 106 154097.208400 107 185881.012776 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do ICMS,XGBoost,0.9820516109466553,"96 9.806201e+05 97 9.567809e+05 98 9.559848e+05 99 9.719512e+05 100 9.383039e+05 101 9.568631e+05 102 9.526505e+05 103 9.440338e+05 104 9.542759e+05 105 9.546330e+05 106 1.011619e+06 107 9.308843e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Butiá - RS,Cota-Parte do IPVA,MLP,0.8581552505493164,"95 -255164.679766 96 254846.062286 97 515575.099945 98 116276.210658 99 230846.605408 100 199913.603476 101 436812.499715 102 452393.624020 103 332147.452858 104 420477.254603 105 464226.095064 106 -25069.205566 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,IPTU,XGBoost,0.8674411773681641,"87 86962.468750 88 113425.617188 89 111439.203125 90 106820.468750 91 127830.820312 92 94147.367188 93 54906.691406 94 40940.359375 95 83535.718750 96 107747.570312 97 107727.000000 98 107984.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,ISS,XGBoost,0.8734157085418701,"96 54814.339844 97 54591.597656 98 56261.167969 99 56261.167969 100 54837.429688 101 56261.167969 102 62915.800781 103 60619.726562 104 60787.558594 105 51752.023438 106 50649.222656 107 50640.031250 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,ITBI,MLP,0.8774597644805908,"96 32436.593246 97 37921.953017 98 42819.882918 99 52034.951011 100 40868.205532 101 31515.296685 102 55058.977893 103 39407.876885 104 52938.858321 105 62453.136832 106 54010.775964 107 56977.460166 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do ICMS,MLP,0.9434008598327637,"96 1.385560e+06 97 1.291242e+06 98 1.281654e+06 99 1.378329e+06 100 1.259403e+06 101 1.448032e+06 102 1.486385e+06 103 1.476546e+06 104 1.579696e+06 105 1.635474e+06 106 1.713178e+06 107 1.664650e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Harmonia - RS,Cota-Parte do IPVA,MLP,1.1217892169952393,"96 -108481.259937 97 6561.843588 98 354970.526853 99 18977.051435 100 66161.253742 101 251017.726964 102 140649.610739 103 134983.661339 104 180448.975748 105 176370.808153 106 181069.166880 107 -134318.029040 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,IPTU,XGBoost,1.8080506324768066,"96 17985436.0 97 18037084.0 98 17922568.0 99 17841182.0 100 17841182.0 101 17757470.0 102 17757470.0 103 17757470.0 104 17784422.0 105 17784422.0 106 18801308.0 107 18790198.0 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,ISS,MLP,2.9396398067474365,"96 7.399001e+06 97 8.974486e+06 98 9.042333e+06 99 8.760222e+06 100 9.077017e+06 101 8.904240e+06 102 8.901781e+06 103 8.957665e+06 104 8.873779e+06 105 8.835979e+06 106 8.960859e+06 107 8.669912e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,ITBI,SES,1.4769577980041504,"96 3018503.50 97 3009596.00 98 2971293.75 99 2998309.75 100 2352800.50 101 3007750.50 102 3025832.75 103 3033003.75 104 2961943.00 105 3030393.75 106 3035310.75 107 3048261.00 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do ICMS,XGBoost,1.0653846263885498,"96 12279013.0 97 11406854.0 98 11240315.0 99 11702468.0 100 10973296.0 101 11708398.0 102 11708398.0 103 10947437.0 104 11732873.0 105 11796164.0 106 12116229.0 107 11707365.0 Name: Valor, dtype: float64" Prefeitura Municipal de Passo Fundo - RS,Cota-Parte do IPVA,XGBoost,1.4722797870635986,"96 9182321.0 97 10076036.0 98 10141444.0 99 10976332.0 100 10976332.0 101 12436521.0 102 12439416.0 103 12439416.0 104 12439416.0 105 12439416.0 106 12669413.0 107 12394741.0 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,IPTU,XGBoost,1.4071543216705322,"96 150436.531250 97 177860.781250 98 148598.484375 99 162079.562500 100 177125.140625 101 161910.968750 102 178267.250000 103 186676.468750 104 179140.531250 105 190447.125000 106 179194.812500 107 179140.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,ISS,MLP,1.0033316612243652,"96 153499.443962 97 163084.221525 98 156990.775583 99 145195.087530 100 159295.731600 101 131332.606547 102 150632.011596 103 169637.812265 104 150616.387659 105 143192.543299 106 158580.871164 107 137617.776022 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,ITBI,MLP,0.9297575950622559,"96 81145.044364 97 73824.420203 98 55467.992139 99 84631.920041 100 77693.200723 101 48911.434646 102 73311.932772 103 82807.968652 104 81677.071229 105 87401.053620 106 82334.862807 107 97465.211215 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do ICMS,MLP,0.9088633060455322,"96 9.121510e+05 97 8.525657e+05 98 8.623532e+05 99 9.283611e+05 100 8.666429e+05 101 9.925358e+05 102 1.023084e+06 103 1.025174e+06 104 1.101230e+06 105 1.148322e+06 106 1.209173e+06 107 1.142218e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Retiro do Sul - RS,Cota-Parte do IPVA,XGBoost,1.9613163471221924,"96 273885.25000 97 346417.18750 98 361154.68750 99 374498.65625 100 374562.96875 101 418404.62500 102 438012.78125 103 462263.12500 104 423701.46875 105 423701.46875 106 423715.12500 107 368247.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,IPTU,MLP,2.3913519382476807,"78 59870.085793 79 61299.554296 80 29748.118520 81 43442.097037 82 56156.379918 83 36674.401681 84 -31267.124899 85 21844.886590 86 51475.084180 87 53212.740906 88 27654.280492 89 33784.713356 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,ISS,XGBoost,1.7245028018951416,"92 21995.876953 93 26119.683594 94 23552.027344 95 24144.587891 96 21695.046875 97 22975.566406 98 23648.962891 99 22793.294922 100 21505.908203 101 22608.283203 102 23830.765625 103 23663.529297 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,ITBI,XGBoost,1.105407953262329,"91 19570.000000 92 28446.074219 93 25893.443359 94 26334.753906 95 20953.955078 96 27992.097656 97 28722.064453 98 26655.626953 99 25816.199219 100 27501.722656 101 28328.203125 102 26209.652344 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do ICMS,MLP,1.0652101039886475,"92 1.010815e+06 93 9.501323e+05 94 9.486779e+05 95 1.030560e+06 96 9.542914e+05 97 1.095702e+06 98 1.132152e+06 99 1.133280e+06 100 1.213888e+06 101 1.260854e+06 102 1.324162e+06 103 1.296501e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camargo - RS,Cota-Parte do IPVA,MLP,0.9569497108459473,"91 -79638.381075 92 20764.180656 93 234450.567185 94 10265.184114 95 84445.737239 96 131985.667570 97 93669.294629 98 120198.135754 99 100578.115270 100 129981.946781 101 141286.647668 102 -132737.126626 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,IPTU,MLP,0.9369597434997559,"82 49322.265990 83 37984.323882 84 22418.199634 85 37108.623108 86 29166.667127 87 -3120.005793 88 8425.091082 89 49055.086320 90 42282.498190 91 28445.386420 92 35479.538263 93 43187.495249 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,ISS,MLP,0.9814486503601074,"96 57614.155244 97 59197.338344 98 71170.350549 99 64384.923694 100 66515.377230 101 67323.371989 102 68499.709409 103 69596.131734 104 72521.209312 105 63525.015758 106 68886.659949 107 64206.674812 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,ITBI,MLP,0.822106122970581,"95 38626.026784 96 44077.573858 97 44140.384610 98 44664.067156 99 48526.173380 100 52864.836154 101 56206.368920 102 59466.569542 103 47950.282752 104 70352.124338 105 66781.671770 106 62564.986990 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do ICMS,MLP,0.8697366714477539,"96 1.056063e+06 97 9.851149e+05 98 9.801404e+05 99 1.058867e+06 100 9.719475e+05 101 1.117385e+06 102 1.150357e+06 103 1.145014e+06 104 1.226225e+06 105 1.273534e+06 106 1.335124e+06 107 1.303461e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Alvorada - RS,Cota-Parte do IPVA,MLP,1.2304153442382812,"96 -236012.769698 97 -8513.129457 98 455186.395215 99 -151373.015337 100 58330.753425 101 324190.971080 102 8069.568398 103 120274.938043 104 192084.697122 105 102273.247507 106 166773.285538 107 -322573.480111 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,IPTU,MLP,1.7926409244537354,"95 723728.613647 96 396114.804471 97 -673146.917077 98 887262.306475 99 803662.194974 100 -115379.715219 101 509028.539646 102 628078.904592 103 443539.934548 104 493267.256321 105 462456.942309 106 567108.873416 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,ISS,XGBoost,2.3431763648986816,"96 409618.65625 97 514869.78125 98 528180.25000 99 528520.56250 100 586215.37500 101 490617.25000 102 528520.56250 103 534499.68750 104 534499.68750 105 525299.81250 106 525299.81250 107 525299.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,ITBI,XGBoost,1.5507850646972656,"96 169701.953125 97 166306.984375 98 168630.390625 99 171193.796875 100 171482.546875 101 167185.062500 102 129012.960938 103 147945.531250 104 161641.062500 105 161943.765625 106 163784.093750 107 161381.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do ICMS,XGBoost,0.8714578151702881,"96 2232445.75 97 2153704.50 98 2148926.00 99 2102560.25 100 2099451.50 101 2106205.00 102 2105535.00 103 2102072.75 104 2105717.50 105 2108830.50 106 2181871.75 107 2102742.75 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguarão - RS,Cota-Parte do IPVA,MLP,0.7790956497192383,"89 -31220.833988 90 228428.349726 91 721256.289732 92 228869.961539 93 386316.324877 94 582613.448707 95 547824.363035 96 638476.808733 97 654041.391299 98 680988.486960 99 747076.877153 100 -242450.642508 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,IPTU,MLP,1.7173388004302979,"96 64266.358517 97 44053.421575 98 22644.876165 99 47546.964426 100 54606.310369 101 49708.180582 102 -60846.766828 103 77920.384549 104 93273.448390 105 12017.637161 106 41753.930766 107 62981.782860 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,ISS,MLP,1.875838041305542,"96 19158.321833 97 18992.761268 98 19261.192046 99 17754.335241 100 17273.850767 101 15079.969689 102 20765.240366 103 15037.151693 104 21687.428873 105 15750.094281 106 13609.155778 107 16252.147202 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,ITBI,MLP,1.4982731342315674,"96 79362.079720 97 44315.594848 98 30002.310169 99 73853.792350 100 36049.046224 101 54371.720998 102 72439.225708 103 50336.745211 104 64346.904099 105 72124.077471 106 63144.324304 107 62336.756818 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do ICMS,MLP,0.8809137344360352,"96 771034.217750 97 720211.087533 98 716650.942376 99 774710.997708 100 711432.710399 101 817837.016444 102 842806.460470 103 840094.738863 104 900677.571918 105 935701.479718 106 982904.819435 107 959916.898658 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Machado - RS,Cota-Parte do IPVA,MLP,2.511342763900757,"95 -9944.268342 96 -40224.182000 97 82718.982688 98 30148.552886 99 29485.741322 100 62547.281797 101 53794.526515 102 93213.788911 103 99080.262403 104 90825.702153 105 107037.981854 106 -80162.171333 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,IPTU,AR,1.9124963283538818,"84 19625.927734 85 20445.250000 86 17931.330078 87 19751.623047 88 19647.537109 89 17682.947266 90 18386.279297 91 18062.490234 92 18082.009766 93 19546.076172 94 18968.203125 95 18242.412109 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,ISS,XGBoost,1.502713680267334,"84 78905.906250 85 85632.492188 86 88215.875000 87 89065.109375 88 88345.984375 89 88354.906250 90 120928.375000 91 78237.070312 92 88365.750000 93 88055.257812 94 88979.632812 95 78535.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,ITBI,MLP,0.9472174644470215,"84 287575.255394 85 309929.653807 86 360636.607905 87 157755.308927 88 219379.620802 89 192774.469740 90 162398.962928 91 251804.241346 92 308196.777398 93 166325.430770 94 348891.196146 95 356263.693552 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do ICMS,MLP,1.0402941703796387,"84 2.020592e+06 85 1.983846e+06 86 1.892263e+06 87 2.167745e+06 88 2.119501e+06 89 2.201955e+06 90 1.794249e+06 91 2.086309e+06 92 2.341354e+06 93 2.284976e+06 94 2.234031e+06 95 2.235762e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lavras do Sul - RS,Cota-Parte do IPVA,XGBoost,0.7779533863067627,"84 34576.660156 85 60305.621094 86 71710.335938 87 33896.257812 88 46213.828125 89 70211.398438 90 62449.839844 91 67160.875000 92 71324.679688 93 71637.976562 94 72241.320312 95 42130.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,IPTU,MLP,1.1390819549560547,"92 275016.833583 93 -121590.857691 94 137092.773937 95 299964.085315 96 109196.441933 97 162148.374082 98 196962.355439 99 182715.334745 100 228328.185839 101 203493.710312 102 215770.030816 103 237262.330464 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,ISS,MLP,0.8557331562042236,"92 169844.928988 93 180227.232197 94 183184.308153 95 171447.054624 96 173432.588681 97 162759.818799 98 170428.214745 99 145241.460999 100 165726.927326 101 172972.882891 102 156694.439104 103 128770.777914 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,ITBI,XGBoost,1.1283905506134033,"92 67694.398438 93 151764.968750 94 52681.406250 95 83420.429688 96 72748.914062 97 49278.789062 98 140560.218750 99 151773.843750 100 102461.929688 101 84805.687500 102 86360.382812 103 91474.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do ICMS,XGBoost,0.8151962757110596,"92 1584713.875 93 1496759.250 94 1494159.000 95 1552686.000 96 1424396.125 97 1570417.125 98 1570417.125 99 1546295.625 100 1554132.250 101 1554556.875 102 1568177.000 103 1555682.625 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Jesus - RS,Cota-Parte do IPVA,MLP,1.3252677917480469,"91 47276.532087 92 125165.598532 93 209086.752563 94 18693.622722 95 90934.560614 96 215352.350550 97 198160.678661 98 223682.735437 99 253457.464054 100 248162.853325 101 301296.959909 102 -38757.650587 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,IPTU,XGBoost,2.130000591278076,"96 739461.8750 97 736254.6875 98 683423.3125 99 656430.0000 100 640585.8750 101 628431.9375 102 587305.7500 103 530076.9375 104 621243.2500 105 664822.5625 106 668202.2500 107 587305.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,ISS,MLP,2.94201922416687,"96 2.165895e+06 97 2.338639e+06 98 2.446975e+06 99 2.422154e+06 100 2.546058e+06 101 2.589024e+06 102 2.591866e+06 103 2.662774e+06 104 2.513289e+06 105 2.681051e+06 106 2.741604e+06 107 2.578454e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,ITBI,MLP,1.032247543334961,"96 657869.477989 97 735129.688632 98 758297.830764 99 863392.655005 100 763149.122509 101 819917.024990 102 818152.010878 103 802685.366390 104 649659.402151 105 927526.769310 106 875607.789777 107 810680.816640 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do ICMS,XGBoost,1.0176105499267578,"96 8336411.0 97 8252264.5 98 7600573.5 99 8299146.0 100 7391675.0 101 8244709.5 102 8365957.0 103 8230133.0 104 8482419.0 105 8509832.0 106 8519817.0 107 7574440.0 Name: Valor, dtype: float64" Prefeitura Municipal de Viamão - RS,Cota-Parte do IPVA,SARIMAX,1.0199313163757324,"96 5209309.50 97 5356509.00 98 5165185.00 99 4499877.00 100 3990645.50 101 4125280.50 102 4131449.25 103 4131449.25 104 4994512.50 105 5856310.50 106 5940909.50 107 5570613.00 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,IPTU,MLP,1.0848307609558105,"96 414189.429834 97 262454.514612 98 134346.343051 99 -390345.694542 100 550868.456081 101 511099.357299 102 -104570.179072 103 238174.596381 104 404147.812588 105 247673.853753 106 237292.846860 107 254601.433269 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,ISS,XGBoost,1.756242275238037,"96 242026.906250 97 222025.640625 98 212500.890625 99 215968.312500 100 220290.031250 101 224014.296875 102 227251.156250 103 233963.968750 104 215764.531250 105 216052.734375 106 212673.859375 107 213277.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,ITBI,MLP,2.2554523944854736,"96 155436.931838 97 115678.779291 98 186344.363444 99 153250.061751 100 149881.370943 101 182337.537085 102 161849.141660 103 126772.752555 104 190832.072664 105 161128.815007 106 162397.439685 107 159170.705817 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do ICMS,MLP,1.8697338104248047,"96 1.808334e+06 97 1.692121e+06 98 1.687216e+06 99 1.829368e+06 100 1.686205e+06 101 1.939004e+06 102 2.002888e+06 103 2.000104e+06 104 2.146660e+06 105 2.233785e+06 106 2.348540e+06 107 2.301883e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Restinga Sêca - RS,Cota-Parte do IPVA,MLP,1.0995841026306152,"96 -26781.976749 97 109770.427061 98 350734.641571 99 62488.209122 100 190399.043267 101 282619.273522 102 243168.642319 103 277729.368787 104 278878.767367 105 300866.027167 106 323320.473399 107 -76602.161473 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,IPTU,XGBoost,0.9623720645904541,"84 20441.750000 85 20601.552734 86 30968.195312 87 51362.804688 88 48642.675781 89 48642.675781 90 51430.507812 91 51435.761719 92 77672.000000 93 68818.757812 94 95055.000000 95 89819.757812 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,ISS,MLP,0.8664166927337646,"96 52324.424653 97 60490.088520 98 58021.476266 99 50544.942523 100 52322.185826 101 53151.862002 102 60388.854203 103 62063.507960 104 48292.437950 105 51899.435302 106 52626.037080 107 48219.026324 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,ITBI,XGBoost,1.4742820262908936,"94 2647.176270 95 12700.306641 96 7008.353027 97 11097.457031 98 6948.022949 99 5997.493652 100 11749.384766 101 3402.135254 102 10441.759766 103 8645.739258 104 2126.607666 105 12207.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do ICMS,MLP,0.9105081558227539,"96 1.184677e+06 97 1.102170e+06 98 1.098833e+06 99 1.196971e+06 100 1.103172e+06 101 1.270726e+06 102 1.314228e+06 103 1.307401e+06 104 1.405314e+06 105 1.463756e+06 106 1.536279e+06 107 1.508292e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Roma do Sul - RS,Cota-Parte do IPVA,MLP,1.1704444885253906,"96 -30519.174750 97 8475.543016 98 204757.605095 99 72099.361245 100 131276.219210 101 136025.999733 102 130091.070150 103 167894.828839 104 149245.422846 105 159997.518107 106 178546.367513 107 -132832.462098 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,IPTU,XGBoost,0.9081237316131592,"87 222259.937500 88 223457.218750 89 199992.781250 90 199078.140625 91 197974.609375 92 174844.984375 93 194646.859375 94 203953.281250 95 184200.843750 96 199856.265625 97 208289.218750 98 183950.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,ISS,MLP,1.6701445579528809,"96 202806.642448 97 209010.120946 98 217976.525247 99 201716.258945 100 229318.497014 101 235138.228012 102 227438.111977 103 218846.888447 104 229923.001373 105 216262.329244 106 243479.519501 107 238567.871936 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,ITBI,MLP,1.9230194091796875,"96 73838.676217 97 65491.578341 98 61048.661448 99 74058.463421 100 63439.687605 101 76398.723214 102 75686.342506 103 77054.190666 104 85852.470192 105 78225.828511 106 96724.104765 107 95757.209070 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do ICMS,MLP,1.9571220874786377,"96 1.426780e+06 97 1.337864e+06 98 1.331211e+06 99 1.430748e+06 100 1.311505e+06 101 1.505069e+06 102 1.547511e+06 103 1.543071e+06 104 1.648091e+06 105 1.707949e+06 106 1.789140e+06 107 1.741113e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tenente Portela - RS,Cota-Parte do IPVA,MLP,1.599865436553955,"94 -25999.887625 95 94617.814936 96 350630.210240 97 57492.605054 98 236787.585029 99 293878.554178 100 274393.577920 101 333158.371554 102 333487.397746 103 371367.490455 104 392027.978831 105 -179644.651884 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,IPTU,MLP,0.8917675018310547,"92 325180.279035 93 164846.145642 94 -484734.858651 95 557497.900494 96 410980.939071 97 -279690.472415 98 283554.308926 99 387010.031010 100 36044.550451 101 184421.919744 102 258072.342492 103 185393.445556 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,ISS,MLP,1.2110357284545898,"96 81662.482385 97 135745.218726 98 104668.006879 99 109402.874693 100 123978.136425 101 122544.936883 102 128737.513268 103 120300.018320 104 90649.836338 105 115180.249821 106 120674.446756 107 110325.997608 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,ITBI,MLP,0.9721236228942871,"96 4836.385491 97 84899.668804 98 70545.784348 99 64388.226630 100 66794.984014 101 71201.318820 102 101990.390921 103 72116.965297 104 82493.647524 105 106447.704490 106 70735.285757 107 99822.379096 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do ICMS,MLP,0.8436994552612305,"96 1.621031e+06 97 1.527463e+06 98 1.529774e+06 99 1.666047e+06 100 1.550591e+06 101 1.367599e+06 102 1.764349e+06 103 1.771921e+06 104 1.853654e+06 105 1.972465e+06 106 2.034601e+06 107 2.004430e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Roca Sales - RS,Cota-Parte do IPVA,MLP,0.9531898498535156,"95 -356304.536485 96 -76038.988912 97 785096.002342 98 -207878.385640 99 97335.908355 100 530059.834196 101 71799.691495 102 275489.716509 103 307334.683294 104 203291.290248 105 374989.870346 106 -751031.990268 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,IPTU,AR,1.0190143585205078,"96 156448.500000 97 165594.546875 98 163963.281250 99 155694.781250 100 151308.281250 101 153369.015625 102 168790.343750 103 167060.187500 104 168790.343750 105 184051.375000 106 184051.375000 107 161283.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,ISS,MLP,1.053666591644287,"96 540574.579566 97 533423.723064 98 588113.599990 99 558470.026220 100 610046.815056 101 588072.322160 102 625727.461771 103 627631.270110 104 604959.399059 105 627394.299347 106 670356.383919 107 528613.246262 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,ITBI,MLP,1.0826187133789062,"96 186215.148922 97 167847.314872 98 164654.639180 99 190760.429771 100 213705.688775 101 190508.604648 102 226707.919668 103 209759.015132 104 176667.018554 105 230068.772567 106 219258.595419 107 250994.093900 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do ICMS,MLP,2.367154836654663,"96 3.782212e+06 97 3.533627e+06 98 3.516074e+06 99 3.797495e+06 100 3.485693e+06 101 4.005504e+06 102 4.124212e+06 103 4.109035e+06 104 4.401677e+06 105 4.566632e+06 106 4.791915e+06 107 4.673356e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Meio - RS,Cota-Parte do IPVA,MLP,2.1701595783233643,"94 -1.049131e+06 95 3.873373e+05 96 1.578928e+06 97 -1.368125e+05 98 3.682847e+05 99 9.605730e+05 100 7.143766e+05 101 6.773705e+05 102 6.355872e+05 103 8.403616e+05 104 9.064006e+05 105 -4.753015e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,IPTU,MLP,1.6862518787384033,"91 89565.489878 92 61535.589283 93 34964.752388 94 36776.987853 95 -31840.306701 96 90770.637576 97 76419.675112 98 20957.850199 99 61172.869734 100 69011.629141 101 66642.695923 102 59706.248447 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,ISS,XGBoost,1.1741743087768555,"96 29518.800781 97 30541.998047 98 31327.437500 99 28571.054688 100 29505.224609 101 29528.679688 102 30197.921875 103 29325.046875 104 29967.998047 105 29374.267578 106 29511.185547 107 29362.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,ITBI,XGBoost,0.8835639953613281,"93 7580.942871 94 16543.984375 95 7122.464844 96 22330.605469 97 21670.535156 98 13508.941406 99 21760.951172 100 10341.641602 101 6415.715332 102 12649.761719 103 18800.009766 104 13400.291016 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do ICMS,MLP,0.8743865489959717,"96 1.166550e+06 97 1.095208e+06 98 1.093341e+06 99 1.188976e+06 100 1.101273e+06 101 1.265947e+06 102 1.309288e+06 103 1.310981e+06 104 1.406249e+06 105 1.463207e+06 106 1.539097e+06 107 1.509944e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pejuçara - RS,Cota-Parte do IPVA,MLP,0.8634095191955566,"96 17393.635995 97 75108.029045 98 114070.544660 99 69725.157334 100 49337.054926 101 120518.764660 102 130115.510086 103 118959.086813 104 132013.096145 105 138610.401042 106 150540.164473 107 14093.300987 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,IPTU,XGBoost,0.9351136684417725,"66 20243.710938 67 20686.320312 68 23372.414062 69 23307.611328 70 20388.068359 71 20366.728516 72 19284.271484 73 17616.531250 74 19433.476562 75 19769.523438 76 20007.906250 77 19769.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,ISS,XGBoost,0.9433248043060303,"96 33564.609375 97 30115.060547 98 22760.843750 99 31169.408203 100 32358.863281 101 32307.238281 102 33655.691406 103 20958.548828 104 31064.808594 105 33585.941406 106 20958.548828 107 20969.812500 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,ITBI,MLP,1.1527290344238281,"95 38501.622266 96 37370.248888 97 41162.654204 98 45770.931746 99 44949.044743 100 7081.990794 101 6338.610122 102 18712.563108 103 31449.599792 104 33576.057705 105 30610.688018 106 41563.030417 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do ICMS,XGBoost,0.8780949115753174,"96 414273.28125 97 379122.50000 98 369997.84375 99 379402.71875 100 379466.03125 101 378757.37500 102 378183.62500 103 398110.50000 104 398255.68750 105 379317.00000 106 393923.09375 107 363788.50000 Name: Valor, dtype: float64" Prefeitura Municipal de Itatiba do Sul - RS,Cota-Parte do IPVA,XGBoost,0.8811070919036865,"96 63504.148438 97 68252.140625 98 63504.910156 99 63504.910156 100 82363.281250 101 68174.148438 102 68154.984375 103 71363.296875 104 80999.906250 105 81038.187500 106 81038.187500 107 81019.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,IPTU,HWES,2.061037063598633,"96 35635.519531 97 36053.968750 98 45883.335938 99 45883.335938 100 60198.070312 101 91052.226562 102 121259.851562 103 121259.851562 104 128713.164062 105 139582.796875 106 139582.796875 107 139582.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,ISS,XGBoost,1.5075321197509766,"96 28082.552734 97 22964.574219 98 24751.529297 99 26840.296875 100 26384.109375 101 33232.371094 102 32861.296875 103 32802.687500 104 32188.673828 105 32216.113281 106 26854.892578 107 26854.892578 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,ITBI,MLP,0.9256372451782227,"96 108494.404444 97 86850.897117 98 47718.775959 99 89597.888266 100 19652.208677 101 34843.906944 102 107904.287187 103 107433.068872 104 81047.934732 105 59516.466354 106 59562.953840 107 125571.318332 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do ICMS,MLP,0.9020206928253174,"96 1.446335e+06 97 1.357828e+06 98 1.353797e+06 99 1.468700e+06 100 1.357842e+06 101 1.559651e+06 102 1.609710e+06 103 1.610422e+06 104 1.724190e+06 105 1.790128e+06 106 1.880249e+06 107 1.838162e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Cipó - RS,Cota-Parte do IPVA,MLP,0.850339412689209,"96 -19087.277766 97 39482.149898 98 106684.712963 99 -3400.498654 100 53241.920849 101 89598.892685 102 84127.599059 103 94335.692866 104 86477.130370 105 102555.635907 106 106282.834509 107 -28363.093102 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,IPTU,AR,1.148888111114502,"96 26765.248047 97 24822.556641 98 15936.961914 99 21579.130859 100 19129.841797 101 19192.882812 102 18728.333984 103 20107.603516 104 18855.453125 105 20370.390625 106 19327.564453 107 22879.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,ISS,MLP,1.175769329071045,"96 119059.461715 97 116068.855523 98 129471.009908 99 118747.742453 100 122202.566366 101 109955.942824 102 119418.995369 103 116924.740423 104 102633.579756 105 109020.746246 106 111721.260683 107 67044.102605 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,ITBI,MLP,0.8853964805603027,"96 36449.529672 97 30890.337425 98 26597.587353 99 38533.050842 100 30812.608706 101 36684.738506 102 42908.010579 103 36606.374557 104 43718.342967 105 40953.980993 106 44990.548380 107 49231.749334 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do ICMS,XGBoost,0.8988063335418701,"96 553671.18750 97 506831.37500 98 511666.06250 99 536396.12500 100 448795.56250 101 490691.06250 102 487284.81250 103 448256.09375 104 487603.00000 105 500522.31250 106 502746.68750 107 406020.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Paverama - RS,Cota-Parte do IPVA,MLP,1.0538833141326904,"93 6853.220947 94 75989.835701 95 142937.456706 96 20659.235132 97 109979.741727 98 152351.491166 99 112301.982177 100 138553.013322 101 145461.838914 102 147634.222780 103 159297.715048 104 19604.993699 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,IPTU,XGBoost,1.7270290851593018,"96 540914.75000 97 548172.06250 98 866919.00000 99 977713.68750 100 731831.06250 101 374580.09375 102 990012.12500 103 731831.06250 104 771073.93750 105 771073.93750 106 977713.68750 107 977713.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,ISS,MLP,2.3916263580322266,"96 1.800971e+06 97 1.888920e+06 98 1.960502e+06 99 1.944298e+06 100 1.643175e+06 101 1.828040e+06 102 1.838689e+06 103 1.815988e+06 104 1.862972e+06 105 1.695476e+06 106 1.729593e+06 107 1.730910e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,ITBI,MLP,1.588618516921997,"96 638725.679266 97 646525.904474 98 554853.892894 99 658712.915579 100 689110.563559 101 735284.952474 102 721852.348399 103 781160.852641 104 699361.000783 105 780776.738495 106 836211.990332 107 803995.062327 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do ICMS,XGBoost,0.9204695224761963,"96 4408279.5 97 4173378.5 98 4457298.0 99 4714965.0 100 4531632.5 101 4312284.5 102 4334215.5 103 4456309.0 104 4332160.5 105 4332158.5 106 4403612.0 107 4279171.0 Name: Valor, dtype: float64" Prefeitura Municipal de Garibaldi - RS,Cota-Parte do IPVA,MLP,1.1219611167907715,"96 -5.985875e+05 97 2.220700e+05 98 2.718939e+06 99 2.100392e+05 100 7.400966e+05 101 2.005622e+06 102 1.503948e+06 103 1.544624e+06 104 1.578873e+06 105 1.743381e+06 106 1.956552e+06 107 -1.495433e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,IPTU,XGBoost,0.8904955387115479,"94 174887.687500 95 168042.453125 96 169887.015625 97 170465.875000 98 169887.015625 99 150601.890625 100 150706.375000 101 153385.500000 102 150212.750000 103 153385.500000 104 152951.828125 105 167563.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,ISS,MLP,1.0464458465576172,"96 185539.821477 97 213901.708082 98 212738.901823 99 215595.112823 100 226251.986369 101 228405.751936 102 181807.975565 103 166186.664896 104 219241.126181 105 189946.761514 106 197045.144003 107 204496.225590 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,ITBI,MLP,1.2208821773529053,"96 352399.865074 97 312235.820579 98 291426.265519 99 305643.419860 100 308970.130181 101 201077.076894 102 279390.507545 103 191535.351581 104 324272.084440 105 370188.529021 106 370534.850932 107 370587.195534 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do ICMS,MLP,0.9004776477813721,"96 2.434046e+06 97 2.262250e+06 98 2.260003e+06 99 2.464885e+06 100 2.287352e+06 101 2.631422e+06 102 2.722990e+06 103 2.729541e+06 104 2.928027e+06 105 3.047235e+06 106 3.206427e+06 107 3.150901e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Bárbara do Sul - RS,Cota-Parte do IPVA,MLP,0.9646117687225342,"96 7071.505052 97 82604.555404 98 363137.046007 99 39327.618344 100 167798.321717 101 318169.791427 102 255518.940173 103 305867.007406 104 319570.846651 105 310564.618639 106 360154.413409 107 -84115.534956 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,IPTU,SARIMAX,1.288445234298706,"83 22625.585938 84 18409.914062 85 18465.945312 86 17699.953125 87 -24533.277344 88 5156.116699 89 6326.054199 90 5522.000977 91 5166.453613 92 4597.963867 93 5154.151367 94 4332.616699 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,ISS,MLP,1.0683653354644775,"84 58281.110829 85 57695.795522 86 51326.531366 87 51171.828050 88 61757.529890 89 52759.401838 90 57572.062364 91 72315.235130 92 68279.829485 93 73089.497784 94 80773.890393 95 79928.371878 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,ITBI,MLP,0.9341909885406494,"83 99468.084096 84 68708.791293 85 56870.165000 86 90022.688891 87 -33702.250892 88 59749.244366 89 114820.500573 90 66849.085689 91 83599.341555 92 87593.438878 93 105716.799585 94 106408.410145 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do ICMS,MLP,0.944258451461792,"84 8.186151e+05 85 7.797534e+05 86 7.881280e+05 87 8.651543e+05 88 8.173326e+05 89 9.426953e+05 90 9.901614e+05 91 1.006702e+06 92 1.090458e+06 93 1.151935e+06 94 1.225845e+06 95 1.236062e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Eugênio de Castro - RS,Cota-Parte do IPVA,MLP,1.393592119216919,"84 -8583.931005 85 30454.293412 86 76094.658797 87 -1672.176925 88 35169.591040 89 72149.243824 90 59499.561734 91 61755.064611 92 65383.482098 93 71384.284658 94 78831.266168 95 -15021.494705 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,IPTU,MLP,1.4119391441345215,"96 385489.775562 97 325740.796317 98 190125.920050 99 212304.983501 100 -123197.030550 101 343955.744684 102 371398.564508 103 162963.029888 104 247218.014023 105 322620.752069 106 340521.594001 107 337988.846198 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,ISS,AR,1.1056773662567139,"96 394843.6875 97 394843.6875 98 394883.1250 99 394883.1250 100 394883.1250 101 394883.1250 102 394883.1250 103 394883.1250 104 394883.1250 105 394883.1250 106 394883.1250 107 394883.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,ITBI,MLP,1.9251248836517334,"96 121440.738803 97 110348.887558 98 115006.694957 99 96773.588697 100 106051.170532 101 110990.851399 102 131262.016074 103 139735.866690 104 133766.075249 105 169376.917814 106 159998.754402 107 173052.304534 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do ICMS,MLP,2.7642762660980225,"96 1.665093e+06 97 1.673102e+06 98 1.668724e+06 99 1.792586e+06 100 1.660242e+06 101 1.897068e+06 102 1.961271e+06 103 1.960164e+06 104 2.096949e+06 105 2.175911e+06 106 2.282084e+06 107 2.223202e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Cristo - RS,Cota-Parte do IPVA,XGBoost,1.9587311744689941,"96 5.872086e+05 97 6.671196e+05 98 6.626528e+05 99 7.465564e+05 100 8.092745e+05 101 8.633902e+05 102 9.361699e+05 103 9.361699e+05 104 1.024913e+06 105 1.024913e+06 106 1.024913e+06 107 8.865211e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,IPTU,SARIMAX,1.3997266292572021,"94 120613.898438 95 161209.750000 96 223763.078125 97 234951.953125 98 239753.718750 99 239753.718750 100 239600.156250 101 239600.156250 102 239600.156250 103 239600.156250 104 239600.156250 105 239600.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,ISS,XGBoost,0.9460761547088623,"96 64053.835938 97 63197.679688 98 64005.386719 99 72458.984375 100 72124.203125 101 72551.320312 102 72551.320312 103 72437.718750 104 72478.820312 105 72458.984375 106 72437.718750 107 72458.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,ITBI,MLP,2.327953338623047,"94 39105.292477 95 34248.769854 96 32204.579438 97 30575.899675 98 38467.998806 99 29386.219992 100 39031.080278 101 20377.064618 102 39955.424770 103 43523.326480 104 47661.218126 105 42766.354463 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do ICMS,MLP,1.7509829998016357,"96 9.399025e+05 97 8.739840e+05 98 8.702604e+05 99 9.456038e+05 100 8.691358e+05 101 1.000360e+06 102 1.032169e+06 103 1.025378e+06 104 1.100314e+06 105 1.142938e+06 106 1.197413e+06 107 1.170422e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Palma - RS,Cota-Parte do IPVA,MLP,1.7972946166992188,"96 -241183.062600 97 -35529.180069 98 583565.134052 99 -74348.761171 100 -458.163807 101 407162.145832 102 118116.240387 103 90981.770239 104 258568.349856 105 195962.993614 106 169765.711255 107 -258890.551804 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,IPTU,MLP,1.8189737796783447,"96 3.700883e+06 97 2.757497e+06 98 9.332510e+05 99 -2.358898e+06 100 4.032346e+06 101 4.057252e+06 102 1.181367e+06 103 2.151146e+06 104 2.678900e+06 105 3.224778e+06 106 3.153532e+06 107 2.662185e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,ISS,MLP,0.9633021354675293,"96 9.962315e+05 97 1.145829e+06 98 9.668971e+05 99 1.094578e+06 100 1.114410e+06 101 1.101710e+06 102 1.117109e+06 103 1.039336e+06 104 1.109906e+06 105 1.159751e+06 106 1.091839e+06 107 1.110228e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,ITBI,XGBoost,1.2078375816345215,"96 440353.09375 97 373848.03125 98 425418.37500 99 476148.15625 100 396252.00000 101 356998.00000 102 482140.31250 103 359360.93750 104 358715.96875 105 478868.37500 106 442311.78125 107 393307.50000 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do ICMS,MLP,0.984654426574707,"96 2.871070e+06 97 2.677477e+06 98 2.666652e+06 99 2.899411e+06 100 2.670827e+06 101 3.072650e+06 102 3.172507e+06 103 3.161122e+06 104 3.392671e+06 105 3.527014e+06 106 3.704058e+06 107 3.622833e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estância Velha - RS,Cota-Parte do IPVA,XGBoost,1.0284817218780518,"96 1250773.250 97 1114505.125 98 1424536.125 99 1424536.125 100 1441131.375 101 1441131.375 102 1517644.750 103 1585074.000 104 2295074.500 105 2393002.250 106 2393002.250 107 1484219.625 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,IPTU,MLP,1.4555680751800537,"96 147820.864371 97 146547.354959 98 106784.668245 99 121911.775826 100 11616.263444 101 -9462.004291 102 163064.367460 103 113198.546256 104 69954.129973 105 131336.269842 106 142937.745606 107 152328.129337 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,ISS,MLP,1.0160801410675049,"96 158127.470489 97 193419.855255 98 197042.628641 99 190814.628340 100 210914.512275 101 168813.370999 102 128642.515225 103 154704.648956 104 165159.538629 105 187088.103919 106 174141.900251 107 121425.234595 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,ITBI,XGBoost,1.164785385131836,"96 36697.039062 97 44219.777344 98 37829.902344 99 34474.566406 100 25564.330078 101 33719.308594 102 33378.855469 103 31561.701172 104 22651.435547 105 28155.601562 106 31143.281250 107 25928.373047 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do ICMS,XGBoost,1.7436962127685547,"96 806406.0000 97 787824.1250 98 757716.5625 99 803843.7500 100 765545.3125 101 770383.6250 102 768449.3125 103 746287.7500 104 746153.3750 105 756121.5625 106 762631.4375 107 740407.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Arvorezinha - RS,Cota-Parte do IPVA,MLP,1.65751314163208,"96 -77698.742215 97 67750.113412 98 400881.596457 99 22483.930031 100 158547.075466 101 326882.357862 102 218457.866915 103 236366.475802 104 255392.349062 105 284537.972070 106 297113.120030 107 -156413.793812 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,IPTU,MLP,1.7284042835235596,"96 190002.192439 97 153306.668012 98 65585.743606 99 189022.219315 100 207924.109382 101 203835.033598 102 203815.152928 103 183416.216770 104 221468.416861 105 215423.231877 106 206652.579549 107 137917.243629 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,ISS,MLP,1.2802886962890625,"96 324149.965943 97 354722.157466 98 362739.494814 99 368324.699616 100 350405.719474 101 393359.988141 102 379678.056093 103 386878.506751 104 408826.376974 105 404954.543958 106 398295.928924 107 395420.624908 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,ITBI,XGBoost,1.3819575309753418,"96 8.038775e+05 97 1.003487e+06 98 1.003487e+06 99 1.003487e+06 100 1.003487e+06 101 1.003487e+06 102 1.003487e+06 103 1.003487e+06 104 1.003487e+06 105 1.003487e+06 106 1.003487e+06 107 7.061429e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do ICMS,XGBoost,0.8876361846923828,"96 2431221.75 97 2423712.50 98 2258070.00 99 2419447.25 100 2197045.00 101 2284359.75 102 2392176.00 103 2417460.50 104 2420555.25 105 2420555.25 106 2529897.00 107 2184940.25 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio Grande - RS,Cota-Parte do IPVA,MLP,1.6292600631713867,"96 1225.431688 97 158418.928388 98 355258.861663 99 57437.891468 100 142687.022104 101 291603.680564 102 274470.765999 103 311165.533068 104 309752.409142 105 331732.183703 106 364166.690456 107 -57400.000100 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,IPTU,XGBoost,1.1925549507141113,"96 47572.621094 97 47826.964844 98 49302.691406 99 50068.406250 100 49502.109375 101 38586.285156 102 29391.000000 103 33396.234375 104 32545.816406 105 37236.718750 106 39802.527344 107 36001.726562 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,ISS,MLP,1.0331580638885498,"96 82300.863672 97 90294.365699 98 105980.344608 99 95274.794057 100 122188.753328 101 126564.172334 102 118516.105090 103 130967.950273 104 142971.189746 105 150072.317537 106 159669.012684 107 91176.998273 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,ITBI,XGBoost,0.9481048583984375,"96 31893.898438 97 67291.390625 98 31868.537109 99 31315.244141 100 33334.781250 101 22093.541016 102 26489.312500 103 38538.152344 104 39140.503906 105 28593.785156 106 32803.804688 107 24448.718750 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do ICMS,MLP,1.1003656387329102,"96 1.847688e+06 97 1.857693e+06 98 1.938383e+06 99 1.939373e+06 100 2.048419e+06 101 2.167327e+06 102 1.991172e+06 103 2.300578e+06 104 2.265370e+06 105 2.370183e+06 106 2.670997e+06 107 2.526290e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Miguel das Missões - RS,Cota-Parte do IPVA,MLP,1.548630714416504,"96 127780.749979 97 135763.929367 98 244301.530184 99 213508.782820 100 210147.242247 101 180120.075510 102 95055.606427 103 119019.022334 104 196873.587601 105 196500.287392 106 50037.208607 107 -67124.168107 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,IPTU,XGBoost,3.8897886276245117,"91 4756.221680 92 4354.866699 93 4774.673340 94 4713.177246 95 5944.112305 96 5942.573730 97 6028.762207 98 6005.990723 99 6039.624512 100 6061.146973 101 6004.964355 102 6039.624512 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,ISS,XGBoost,1.0548536777496338,"96 69189.757812 97 8015.723633 98 16106.331055 99 15305.919922 100 21870.382812 101 26815.625000 102 45365.308594 103 54476.410156 104 58228.804688 105 15106.511719 106 12963.870117 107 49511.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,ITBI,XGBoost,1.0553741455078125,"84 112034.320312 85 71903.953125 86 97006.750000 87 125986.140625 88 155126.250000 89 142366.937500 90 142114.156250 91 162915.140625 92 207752.656250 93 207990.875000 94 275538.281250 95 275538.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do ICMS,MLP,0.79129958152771,"96 9.582526e+05 97 8.922100e+05 98 8.852263e+05 99 9.522891e+05 100 8.101543e+05 101 1.048394e+06 102 1.024972e+06 103 1.009968e+06 104 1.089156e+06 105 1.115040e+06 106 1.168354e+06 107 1.135407e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pedras Altas - RS,Cota-Parte do IPVA,MLP,1.0166585445404053,"84 15118.852730 85 17583.675583 86 35169.914563 87 32491.265675 88 11039.706163 89 11627.971002 90 33827.631492 91 45000.237633 92 43238.559364 93 41852.735721 94 46872.022023 95 17259.125578 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,IPTU,MLP,0.9850268363952637,"84 106402.729601 85 84851.726998 86 53106.301742 87 -34734.932341 88 27786.776874 89 105952.482139 90 71455.551855 91 68134.279065 92 77557.771644 93 89494.200564 94 98719.612967 95 87229.640649 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,ISS,MLP,1.0435397624969482,"96 79693.181978 97 61825.175753 98 80526.396701 99 75826.828139 100 83154.645610 101 85508.101514 102 79399.488528 103 92517.818989 104 79864.850705 105 95767.401890 106 87600.269119 107 48691.611473 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,ITBI,MLP,0.9397344589233398,"96 25070.542343 97 31172.776573 98 18928.766936 99 26022.598453 100 16048.622738 101 25251.231952 102 28011.803208 103 26895.987208 104 29909.019786 105 32259.569162 106 34088.560580 107 39285.862545 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do ICMS,XGBoost,0.8691506385803223,"96 678824.1875 97 669775.8750 98 622795.2500 99 627073.3750 100 592829.8750 101 616220.5000 102 640260.3750 103 594845.7500 104 631673.9375 105 651617.0625 106 617809.0625 107 628344.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Sinimbu - RS,Cota-Parte do IPVA,MLP,1.766258716583252,"96 -55520.806007 97 29912.645952 98 184242.449175 99 -16168.036269 100 72611.880940 101 156092.344411 102 83603.173089 103 101499.328677 104 124121.355880 105 118164.169766 106 126870.126833 107 -83355.992567 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,IPTU,AR,1.801863670349121,"96 24943.830078 97 29802.677734 98 39981.382812 99 39709.406250 100 40493.929688 101 40480.605469 102 40231.167969 103 40918.949219 104 43520.007812 105 70440.429688 106 69417.148438 107 69001.031250 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,ISS,MLP,1.7912256717681885,"96 134744.020936 97 139223.691186 98 133989.089189 99 122705.714666 100 137697.413280 101 133679.141464 102 144996.114816 103 135719.332156 104 125086.090834 105 142151.022251 106 144294.368114 107 141612.436690 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,ITBI,XGBoost,1.3186078071594238,"96 17582.263672 97 10320.456055 98 22154.832031 99 21092.478516 100 16675.771484 101 21809.435547 102 18796.421875 103 7431.470703 104 23718.820312 105 21106.980469 106 10157.557617 107 20057.402344 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do ICMS,MLP,0.8651063442230225,"96 601399.898934 97 555824.489616 98 556171.693588 99 605623.707446 100 555957.098037 101 640068.645276 102 660312.802563 103 657802.851954 104 738777.823890 105 742403.665805 106 779598.858539 107 767818.201323 Name: Valor, dtype: float64" Prefeitura Municipal de Três Arroios - RS,Cota-Parte do IPVA,XGBoost,0.8943071365356445,"96 142285.406250 97 142285.406250 98 146031.500000 99 148413.265625 100 148413.265625 101 148413.265625 102 251059.437500 103 251059.437500 104 196374.984375 105 251059.437500 106 251059.437500 107 196374.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,IPTU,XGBoost,1.295231819152832,"90 8328.085938 91 8237.479492 92 8440.697266 93 9175.661133 94 5411.901367 95 4081.392578 96 6271.455078 97 6244.457520 98 6636.652832 99 6698.563477 100 6761.363770 101 7846.485840 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,ISS,XGBoost,1.0380439758300781,"96 47325.308594 97 44736.492188 98 45674.398438 99 59862.289062 100 49430.835938 101 59230.894531 102 56042.136719 103 56809.515625 104 49531.960938 105 56908.347656 106 47109.398438 107 56809.515625 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,ITBI,XGBoost,0.8353545665740967,"95 50570.464844 96 69540.054688 97 61998.523438 98 55448.785156 99 62371.359375 100 27397.675781 101 55469.207031 102 63587.792969 103 24873.037109 104 24414.312500 105 57752.152344 106 69760.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do ICMS,MLP,0.8945631980895996,"96 1.988872e+06 97 1.887493e+06 98 1.902153e+06 99 2.073181e+06 100 1.941789e+06 101 2.235546e+06 102 2.335388e+06 103 2.359083e+06 104 2.544818e+06 105 2.672966e+06 106 2.826676e+06 107 2.826805e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Muitos Capões - RS,Cota-Parte do IPVA,MLP,1.014455795288086,"96 -6267.726168 97 25594.880094 98 62654.968562 99 11091.889508 100 44027.867245 101 59541.193353 102 54528.499916 103 53605.695926 104 55864.828992 105 65727.856529 106 65743.007189 107 -14656.030844 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,IPTU,XGBoost,1.8410193920135498,"96 8.896727e+05 97 9.012876e+05 98 8.361148e+05 99 4.137349e+05 100 4.102808e+05 101 4.281826e+05 102 4.209525e+05 103 4.177076e+05 104 4.270910e+05 105 7.010576e+05 106 1.426334e+06 107 9.715759e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,ISS,SARIMAX,2.4805874824523926,"96 987444.375 97 987444.375 98 1008212.625 99 1008212.625 100 1008212.625 101 1020003.125 102 1020003.125 103 1020003.125 104 1020003.125 105 1020003.125 106 1020003.125 107 1020003.125 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,ITBI,XGBoost,0.7473163604736328,"96 155647.375000 97 155801.906250 98 156441.562500 99 182697.140625 100 156438.953125 101 156548.859375 102 156296.593750 103 153808.781250 104 156296.593750 105 156306.593750 106 155899.703125 107 153422.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do ICMS,MLP,0.9326741695404053,"96 3.652806e+06 97 3.422501e+06 98 3.404788e+06 99 3.678948e+06 100 3.375384e+06 101 3.647474e+06 102 4.178661e+06 103 3.978821e+06 104 4.234582e+06 105 4.447120e+06 106 4.622681e+06 107 4.533709e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela - RS,Cota-Parte do IPVA,MLP,0.9825043678283691,"94 -3.220896e+05 95 4.889856e+05 96 1.421906e+06 97 2.201524e+05 98 8.045168e+05 99 1.184135e+06 100 1.017783e+06 101 1.114003e+06 102 1.104811e+06 103 1.243491e+06 104 1.311154e+06 105 -3.717921e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,IPTU,AR,1.2087321281433105,"96 125820.828125 97 121876.085938 98 122344.515625 99 122962.625000 100 122962.625000 101 122962.625000 102 123102.867188 103 122962.625000 104 123612.062500 105 123184.601562 106 123184.601562 107 123102.867188 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,ISS,MLP,0.7837004661560059,"96 138978.040904 97 123650.643738 98 160573.043601 99 148720.881426 100 140966.753840 101 158975.331139 102 163092.368028 103 169774.320429 104 170003.305090 105 177501.927897 106 189253.652967 107 170371.250892 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,ITBI,MLP,1.744753122329712,"96 57985.273846 97 137876.945589 98 95069.612614 99 146653.377702 100 54356.606303 101 115407.041318 102 151574.541287 103 -132877.753362 104 137197.117915 105 163713.716351 106 -155709.012948 107 80006.942173 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do ICMS,XGBoost,1.862858533859253,"96 1226053.500 97 1203867.375 98 1233710.375 99 1261660.625 100 1095065.125 101 1248929.750 102 1253004.750 103 1329516.000 104 1325570.125 105 1334834.250 106 1344905.250 107 1250110.875 Name: Valor, dtype: float64" Prefeitura Municipal de Condor - RS,Cota-Parte do IPVA,XGBoost,1.9409332275390625,"84 359351.281250 85 254805.843750 86 169545.859375 87 214513.171875 88 194207.921875 89 202855.328125 90 358680.656250 91 425042.437500 92 131807.453125 93 257376.921875 94 423635.250000 95 264216.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,IPTU,SARIMAX,1.0294320583343506,"78 8579.951172 79 8791.026367 80 10099.011719 81 10590.001953 82 4091.523193 83 4971.947754 84 8096.669434 85 7393.948242 86 7424.115234 87 7776.250000 88 8062.039551 89 10061.467773 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,ISS,MLP,1.0533137321472168,"84 27442.759962 85 41114.940178 86 39716.910237 87 44664.674510 88 41700.156725 89 30671.217710 90 39926.272899 91 38368.551985 92 40832.607344 93 39798.162448 94 39315.526196 95 40627.912562 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,ITBI,XGBoost,0.9053072929382324,"82 43361.507812 83 29526.904297 84 43102.437500 85 43675.582031 86 22979.431641 87 16561.304688 88 30874.978516 89 37965.757812 90 29442.753906 91 36294.710938 92 16559.755859 93 39592.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do ICMS,MLP,1.8833842277526855,"84 1.515808e+06 85 1.428008e+06 86 1.427499e+06 87 1.556609e+06 88 1.449005e+06 89 1.663731e+06 90 1.721503e+06 91 1.726743e+06 92 1.849408e+06 93 1.921805e+06 94 2.018860e+06 95 1.981342e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal da Serra - RS,Cota-Parte do IPVA,XGBoost,1.6300456523895264,"84 21505.818359 85 26183.478516 86 42052.371094 87 39221.476562 88 20258.300781 89 26942.263672 90 28109.623047 91 28407.273438 92 33602.292969 93 32790.328125 94 33602.292969 95 30522.896484 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,IPTU,MLP,2.3720061779022217,"96 18642.691846 97 15857.714749 98 12574.006389 99 8991.807721 100 -8805.105437 101 17024.780108 102 20666.655801 103 10487.567846 104 13573.347247 105 15717.935998 106 18798.888122 107 16861.256040 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,ISS,XGBoost,1.2042465209960938,"96 15266.495117 97 16343.772461 98 18082.849609 99 8095.077148 100 7929.891602 101 8095.428223 102 14210.351562 103 19875.935547 104 8774.939453 105 19197.361328 106 6689.958984 107 8603.966797 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,ITBI,MLP,1.624431848526001,"96 13912.179895 97 17683.914928 98 14565.196074 99 11203.692771 100 16938.571370 101 14802.626719 102 14439.140383 103 22532.831862 104 10991.521294 105 18385.344894 106 18043.433307 107 17522.679670 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do ICMS,XGBoost,1.0022046566009521,"96 296216.687500 97 263832.500000 98 263040.406250 99 284163.750000 100 261749.765625 101 266423.281250 102 266318.843750 103 270246.250000 104 270466.031250 105 266318.843750 106 291022.937500 107 251353.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Mauá - RS,Cota-Parte do IPVA,MLP,1.2823095321655273,"95 194.330123 96 -5757.604803 97 43042.708084 98 30844.958872 99 24141.191943 100 28013.108312 101 30781.572697 102 41065.815940 103 41680.440932 104 43343.793039 105 44073.082933 106 6660.769271 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,IPTU,HWES,1.6700739860534668,"96 72213.187500 97 77590.117188 98 38028.664062 99 20614.396484 100 15527.868164 101 15890.134766 102 16779.691406 103 16686.714844 104 16116.596680 105 16929.033203 106 17006.154297 107 16116.596680 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,ISS,MLP,1.3622701168060303,"96 27139.634191 97 51958.725667 98 42427.913844 99 44932.788598 100 49856.504582 101 45002.776527 102 53274.043507 103 48326.187810 104 50352.408249 105 49699.533523 106 48492.464219 107 52059.407714 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,ITBI,MLP,2.4223318099975586,"94 12249.250168 95 13584.908181 96 17007.090251 97 18120.796030 98 18206.818587 99 19385.579106 100 18148.603461 101 15376.415226 102 18907.948221 103 14993.910176 104 12394.212722 105 9795.390356 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do ICMS,XGBoost,1.9153187274932861,"96 623704.62500 97 507488.43750 98 506782.93750 99 620686.37500 100 614152.00000 101 506788.09375 102 506388.62500 103 619461.93750 104 619182.93750 105 518236.84375 106 525146.56250 107 617667.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Progresso - RS,Cota-Parte do IPVA,MLP,3.1189873218536377,"96 -94098.026094 97 22938.159016 98 215057.088127 99 -32834.311495 100 58918.970368 101 163576.808302 102 61440.204228 103 99819.348409 104 118381.541311 105 100460.744044 106 119328.283760 107 -130737.750217 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,IPTU,XGBoost,1.04422926902771,"88 207403.140625 89 176913.093750 90 119219.171875 91 117367.390625 92 93769.734375 93 93769.734375 94 106774.242188 95 105817.820312 96 104784.500000 97 104784.500000 98 106806.195312 99 108291.851562 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,ISS,MLP,1.153325080871582,"88 131444.654621 89 108655.157841 90 192876.680585 91 189112.633085 92 203264.063841 93 248418.639938 94 293581.441649 95 330633.269650 96 404090.922236 97 477301.154720 98 547297.922561 99 660392.974071 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,ITBI,XGBoost,1.0964181423187256,"88 40945.300781 89 54722.308594 90 57413.792969 91 56954.644531 92 44020.929688 93 41307.511719 94 37426.023438 95 38873.226562 96 38826.164062 97 54260.039062 98 38917.378906 99 39828.496094 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do ICMS,MLP,0.9394690990447998,"88 1.095939e+06 89 1.038101e+06 90 1.105090e+06 91 1.056122e+06 92 1.017913e+06 93 1.166957e+06 94 1.188888e+06 95 1.202024e+06 96 1.281499e+06 97 1.327484e+06 98 1.396731e+06 99 1.371852e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tuparendi - RS,Cota-Parte do IPVA,MLP,1.063255786895752,"88 -54498.347383 89 110278.492988 90 269274.399600 91 67866.164105 92 178423.564621 93 206122.243315 94 207482.858701 95 236089.541612 96 208540.633299 97 257104.445205 98 267664.240559 99 -101403.073529 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,IPTU,XGBoost,1.2553112506866455,"93 36079.898438 94 27525.650391 95 28869.595703 96 28326.943359 97 30034.462891 98 26770.779297 99 13708.692383 100 13794.212891 101 14486.067383 102 16403.119141 103 15182.243164 104 15177.720703 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,ISS,XGBoost,1.1035246849060059,"96 68255.218750 97 68255.218750 98 68381.859375 99 68329.710938 100 68307.359375 101 67817.976562 102 68329.710938 103 68284.453125 104 67765.828125 105 68319.015625 106 66818.890625 107 66818.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,ITBI,XGBoost,1.8690872192382812,"96 22194.378906 97 20604.742188 98 26206.601562 99 34128.683594 100 15332.971680 101 19940.949219 102 8304.865234 103 20662.048828 104 28892.064453 105 11201.790039 106 19344.884766 107 27963.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do ICMS,MLP,1.940359115600586,"96 1.117701e+06 97 1.044812e+06 98 1.043716e+06 99 1.135046e+06 100 1.048394e+06 101 1.207277e+06 102 1.250638e+06 103 1.248879e+06 104 1.343876e+06 105 1.402709e+06 106 1.476217e+06 107 1.455188e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Maria - RS,Cota-Parte do IPVA,MLP,1.2458665370941162,"96 -279067.728500 97 28573.019713 98 532171.979900 99 -113373.173236 100 96937.308788 101 322911.274422 102 129534.031388 103 204002.307514 104 183917.274314 105 200647.390357 106 265469.207090 107 -433427.301626 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,IPTU,MLP,1.6146786212921143,"90 33356.938507 91 20974.734442 92 -612.262293 93 -27380.547820 94 40935.908008 95 35080.149483 96 -8181.400194 97 18341.362138 98 30961.319838 99 19864.096497 100 14996.222536 101 21478.276818 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,ISS,XGBoost,1.0951299667358398,"96 18980.675781 97 18981.341797 98 19289.265625 99 19289.265625 100 18981.341797 101 26762.242188 102 24201.736328 103 5253.230469 104 21215.042969 105 21154.103516 106 16332.225586 107 17839.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,ITBI,MLP,0.8589389324188232,"94 66553.560861 95 34569.336601 96 23332.093585 97 40415.234982 98 55716.619558 99 -89968.144884 100 100582.435997 101 101644.031610 102 -34569.928236 103 51934.821349 104 73486.221152 105 25374.176830 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do ICMS,MLP,1.206209659576416,"96 7.840104e+05 97 7.377072e+05 98 7.349455e+05 99 8.094399e+05 100 7.355916e+05 101 8.440065e+05 102 9.244462e+05 103 8.806527e+05 104 9.431351e+05 105 9.840224e+05 106 1.027325e+06 107 1.008897e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Ramada - RS,Cota-Parte do IPVA,MLP,1.479583740234375,"96 538.617402 97 34977.154467 98 68872.514018 99 946.763820 100 59532.807967 101 65172.790559 102 11566.819896 103 73851.717870 104 79421.794550 105 77932.219880 106 83157.941983 107 2726.387717 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,IPTU,MLP,1.04608154296875,"93 98996.522244 94 43241.421205 95 -26108.832608 96 -36216.627752 97 113597.045643 98 66711.695980 99 -28431.024827 100 65820.071847 101 86006.130466 102 22539.336764 103 42187.227219 104 69073.264554 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,ISS,XGBoost,1.9697880744934082,"96 103873.468750 97 102213.664062 98 127103.984375 99 127103.984375 100 127103.984375 101 127103.984375 102 127103.984375 103 127103.984375 104 127103.984375 105 127103.984375 106 127103.984375 107 127103.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,ITBI,MLP,1.5602900981903076,"96 67740.839667 97 9906.764354 98 62372.489600 99 71244.370750 100 45565.436559 101 59388.628454 102 59416.660606 103 56566.897994 104 48139.788736 105 50878.799590 106 66338.730618 107 80785.827183 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do ICMS,XGBoost,1.6483838558197021,"96 918375.1875 97 868266.5000 98 876948.0625 99 912207.6250 100 893956.9375 101 861901.1875 102 900907.1250 103 887200.8125 104 861901.1875 105 901279.3125 106 914378.2500 107 869575.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Flores - RS,Cota-Parte do IPVA,XGBoost,1.0111331939697266,"94 -8128.991211 95 88271.367188 96 71699.742188 97 74515.812500 98 97425.015625 99 104414.781250 100 124383.453125 101 103310.125000 102 110409.757812 103 110196.640625 104 110409.757812 105 -54178.324219 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,IPTU,XGBoost,0.8725593090057373,"96 1102166.750 97 1214242.375 98 1062165.500 99 1060427.250 100 1069548.875 101 1063414.000 102 1060053.375 103 1060053.375 104 1060053.375 105 1060053.375 106 1838241.750 107 1859830.375 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,ISS,MLP,1.4326653480529785,"96 1.596583e+06 97 1.744221e+06 98 1.710628e+06 99 1.725026e+06 100 1.775721e+06 101 1.758006e+06 102 1.756625e+06 103 1.779739e+06 104 1.738586e+06 105 1.792898e+06 106 1.822749e+06 107 1.696194e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,ITBI,MLP,0.8827488422393799,"96 531085.473965 97 416301.195354 98 534877.956624 99 589399.690078 100 521840.169821 101 556967.601787 102 620856.093654 103 608471.010103 104 587079.613289 105 577217.745250 106 629326.287783 107 664080.586089 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do ICMS,MLP,1.087446928024292,"96 7.395725e+06 97 6.917320e+06 98 6.900741e+06 99 7.441069e+06 100 6.834698e+06 101 7.871758e+06 102 8.120055e+06 103 8.075958e+06 104 8.672771e+06 105 9.026295e+06 106 9.462184e+06 107 9.300308e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Venâncio Aires - RS,Cota-Parte do IPVA,MLP,0.9600920677185059,"96 -4.261992e+04 97 4.550441e+05 98 2.081260e+06 99 2.285372e+05 100 1.243559e+06 101 1.963569e+06 102 1.433261e+06 103 1.800156e+06 104 1.921053e+06 105 1.942431e+06 106 2.182540e+06 107 -6.218689e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,IPTU,MLP,1.2030198574066162,"96 1.408546e+06 97 7.266307e+05 98 2.431917e+05 99 1.080494e+06 100 6.300631e+05 101 -9.768355e+05 102 1.546336e+06 103 1.164447e+06 104 -3.119887e+05 105 8.709983e+05 106 1.201061e+06 107 5.672810e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,ISS,MLP,1.3172483444213867,"96 8.359522e+05 97 8.982356e+05 98 8.884863e+05 99 9.331447e+05 100 9.228385e+05 101 9.549965e+05 102 9.839664e+05 103 9.851815e+05 104 9.762946e+05 105 9.899938e+05 106 1.001547e+06 107 9.655869e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,ITBI,MLP,2.074014902114868,"96 488778.022212 97 278761.138682 98 398058.099943 99 483653.811469 100 327133.169846 101 468734.758220 102 396510.764883 103 425068.793018 104 455966.979167 105 84303.822237 106 478541.734116 107 470636.948876 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do ICMS,XGBoost,1.9229724407196045,"96 2970715.500 97 2512395.500 98 2240726.500 99 2772584.000 100 2542771.000 101 2784631.000 102 2834618.250 103 2020841.625 104 2377233.250 105 2729547.250 106 2850729.750 107 2462876.250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Prata - RS,Cota-Parte do IPVA,MLP,1.1893043518066406,"96 -8.192865e+05 97 4.481362e+05 98 2.222674e+06 99 3.081736e+05 100 6.713063e+05 101 2.106894e+06 102 1.164177e+06 103 2.186033e+06 104 2.032160e+06 105 1.438829e+06 106 2.239312e+06 107 1.240128e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,IPTU,SARIMAX,1.3396031856536865,"96 2637575.75 97 3229869.75 98 3651425.25 99 4008313.50 100 7157556.50 101 10569432.00 102 12416550.00 103 12416550.00 104 12416550.00 105 16702558.00 106 17605954.00 107 17611142.00 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,ISS,MLP,0.9778070449829102,"96 5.074702e+06 97 5.385760e+06 98 5.383331e+06 99 5.306166e+06 100 5.409233e+06 101 5.330447e+06 102 5.368718e+06 103 5.257723e+06 104 5.378521e+06 105 5.296164e+06 106 5.153919e+06 107 4.918463e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,ITBI,MLP,1.2172338962554932,"96 1.411430e+06 97 1.653057e+06 98 1.526626e+06 99 1.712222e+06 100 1.362846e+06 101 1.679405e+06 102 1.514908e+06 103 1.411908e+06 104 1.519362e+06 105 1.465349e+06 106 1.577473e+06 107 1.686057e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do ICMS,MLP,1.691049575805664,"96 8.935723e+06 97 8.316162e+06 98 8.268959e+06 99 8.952239e+06 100 8.205339e+06 101 9.439198e+06 102 9.723275e+06 103 9.671647e+06 104 1.037828e+07 105 1.078424e+07 106 1.132636e+07 107 1.105309e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Erechim - RS,Cota-Parte do IPVA,XGBoost,2.572791814804077,"96 5122305.5 97 5451359.5 98 5451359.5 99 5451359.5 100 5892756.0 101 7898617.5 102 7898617.5 103 7898617.5 104 7898617.5 105 7898617.5 106 8098667.0 107 7084402.5 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,IPTU,Prophet,1.3534257411956787,"90 31424.216797 91 31870.367188 92 35680.828125 93 33973.144531 94 33979.902344 95 34010.082031 96 29752.708984 97 29752.708984 98 26431.417969 99 29659.058594 100 26375.740234 101 30554.376953 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,ISS,MLP,1.5328373908996582,"96 57666.920654 97 59813.021076 98 57064.470938 99 65425.254648 100 65300.559875 101 62110.034538 102 65768.580399 103 52673.608365 104 45271.746891 105 52895.626261 106 23659.888755 107 17950.248432 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,ITBI,MLP,0.9334652423858643,"91 22503.273572 92 21121.021093 93 21879.772841 94 27793.206016 95 20779.735020 96 28312.489633 97 16245.067252 98 33997.426755 99 22273.155928 100 23469.812442 101 37478.126965 102 34088.190600 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do ICMS,XGBoost,1.1131234169006348,"96 545766.3750 97 542184.0000 98 570002.2500 99 586531.6875 100 538571.2500 101 548076.3125 102 547892.0625 103 547506.3125 104 549429.1875 105 549429.1875 106 550428.8125 107 542168.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Fagundes Varela - RS,Cota-Parte do IPVA,MLP,1.0721046924591064,"96 -89021.305284 97 12853.335227 98 188721.392076 99 -13239.112249 100 43538.870390 101 110728.451093 102 65425.568423 103 81458.521461 104 76238.005933 105 83387.158199 106 100631.126961 107 -117512.260416 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,IPTU,MLP,1.5517518520355225,"93 22735.823360 94 13530.782747 95 5178.501728 96 -16676.295295 97 21598.903867 98 22451.101327 99 5013.581734 100 11827.046541 101 15455.044865 102 16942.795899 103 16581.942614 104 13475.473005 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,ISS,MLP,1.2173936367034912,"96 15350.848595 97 47075.280018 98 39869.006483 99 44596.572062 100 31588.146365 101 46956.842026 102 43458.628632 103 38478.979283 104 41869.437514 105 54106.599209 106 59530.540883 107 48282.154555 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,ITBI,MLP,3.2156484127044678,"94 42703.245382 95 20087.044765 96 64661.217979 97 49257.076434 98 3469.820157 99 60311.606058 100 56823.520180 101 2006.571440 102 62391.772990 103 51310.314795 104 50887.386438 105 -49412.467937 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do ICMS,MLP,2.2826218605041504,"96 631040.776570 97 605355.666949 98 608113.400876 99 651009.269931 100 603470.095670 101 693031.790787 102 717411.743605 103 771926.837442 104 733892.072983 105 806960.228472 106 855263.129336 107 833405.169665 Name: Valor, dtype: float64" Prefeitura Municipal de Rolador - RS,Cota-Parte do IPVA,MLP,1.2895584106445312,"95 9492.767553 96 12072.326468 97 55840.998693 98 27879.170363 99 20715.889939 100 45804.059006 101 45568.805774 102 43705.512997 103 49368.610832 104 50958.133205 105 55252.011508 106 2391.050754 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,IPTU,MLP,0.810192346572876,"77 24888.960231 78 13525.496999 79 9201.252657 80 21603.284251 81 18698.721371 82 -16183.276096 83 13827.607592 84 34842.707655 85 7948.847636 86 6014.656330 87 22820.850126 88 19845.013375 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,ISS,MLP,1.379065990447998,"96 3017.390454 97 21755.338931 98 22948.825475 99 17691.940192 100 17473.104631 101 19309.400417 102 24238.936451 103 3804.709198 104 14026.057964 105 16298.071058 106 22956.196982 107 19831.671052 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,ITBI,MLP,1.4056155681610107,"87 11210.991684 88 11924.386863 89 8247.511604 90 11269.825564 91 8870.406398 92 9013.901210 93 8950.297528 94 5077.235215 95 4235.900355 96 6046.344705 97 7612.973886 98 11160.247819 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do ICMS,MLP,1.0221545696258545,"96 352265.145916 97 327218.746759 98 325712.760047 99 354700.672237 100 327187.228163 101 376757.796540 102 389021.420453 103 387849.093213 104 416023.739407 105 432604.616648 106 454301.664455 107 444459.167955 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Bonita do Sul - RS,Cota-Parte do IPVA,MLP,0.9460139274597168,"94 15591.173433 95 17139.675576 96 33887.319580 97 2295.054882 98 12342.032899 99 38212.344542 100 33411.845823 101 35185.806952 102 34299.918903 103 40103.747540 104 43914.494325 105 4744.283009 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,IPTU,MLP,1.5409493446350098,"91 2.122984e+06 92 8.635212e+05 93 -7.845877e+04 94 -1.158076e+06 95 2.732514e+06 96 1.374655e+06 97 -7.268113e+05 98 1.786734e+06 99 1.752263e+06 100 4.332777e+05 101 1.166186e+06 102 1.403238e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,ISS,MLP,1.0833673477172852,"96 1.082734e+06 97 1.162956e+06 98 1.144486e+06 99 1.159096e+06 100 1.173815e+06 101 1.179475e+06 102 1.162804e+06 103 1.175981e+06 104 1.174451e+06 105 1.182700e+06 106 1.195069e+06 107 1.157559e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,ITBI,XGBoost,2.0787222385406494,"96 390135.21875 97 358507.15625 98 396089.62500 99 386293.15625 100 366635.28125 101 397717.31250 102 367974.46875 103 388946.21875 104 391092.25000 105 292406.71875 106 395452.59375 107 362319.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do ICMS,MLP,1.7398700714111328,"96 5.030726e+06 97 5.030224e+06 98 5.013177e+06 99 5.374580e+06 100 4.950610e+06 101 5.675649e+06 102 5.857385e+06 103 5.855328e+06 104 6.273320e+06 105 6.516513e+06 106 6.843738e+06 107 6.675190e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Flores da Cunha - RS,Cota-Parte do IPVA,MLP,1.855987787246704,"96 -1.006792e+06 97 1.822115e+05 98 2.591263e+06 99 -2.824993e+05 100 8.341804e+05 101 1.921080e+06 102 1.071337e+06 103 1.536258e+06 104 1.506643e+06 105 1.513616e+06 106 1.846734e+06 107 -1.879767e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,IPTU,HWES,1.1768903732299805,"96 80113.671875 97 126826.687500 98 115820.523438 99 67680.171875 100 89646.390625 101 95004.484375 102 65970.007812 103 59385.523438 104 59126.019531 105 60050.421875 106 57007.851562 107 59144.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,ISS,XGBoost,1.4994332790374756,"96 74384.929688 97 73279.796875 98 73096.039062 99 73188.890625 100 73164.781250 101 72624.945312 102 72624.945312 103 73330.328125 104 72624.945312 105 73270.187500 106 72624.945312 107 72624.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,ITBI,XGBoost,0.8854062557220459,"96 30510.970703 97 24666.025391 98 27721.039062 99 31169.132812 100 25483.648438 101 19576.023438 102 24066.726562 103 18569.859375 104 18545.119141 105 18334.042969 106 30690.013672 107 30958.498047 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do ICMS,XGBoost,0.9195904731750488,"96 1.001642e+06 97 9.132276e+05 98 8.716786e+05 99 9.786791e+05 100 9.393722e+05 101 9.286967e+05 102 9.132276e+05 103 9.363369e+05 104 9.539275e+05 105 9.354201e+05 106 9.240915e+05 107 9.350591e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Xavier - RS,Cota-Parte do IPVA,MLP,0.8731522560119629,"96 20950.749286 97 137781.848647 98 270324.642270 99 76509.957134 100 169683.851247 101 270246.033050 102 207807.926223 103 273067.946008 104 273442.942380 105 287415.379395 106 316168.809953 107 -8757.732333 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,IPTU,MLP,1.8228919506072998,"73 9049.774760 74 7254.500069 75 11609.464491 76 14467.402623 77 12644.135103 78 -13072.395504 79 17932.879798 80 21416.360365 81 3092.789261 82 11036.550238 83 11348.660450 84 5547.799694 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,ISS,XGBoost,1.9598636627197266,"96 37311.550781 97 39798.296875 98 35828.984375 99 19955.849609 100 19168.652344 101 31192.601562 102 28340.720703 103 22156.908203 104 29871.679688 105 26961.085938 106 41155.820312 107 19129.060547 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,ITBI,XGBoost,1.701451063156128,"67 20472.537109 68 56921.933594 69 54344.984375 70 67234.132812 71 24591.949219 72 59228.156250 73 66774.312500 74 95151.671875 75 97797.046875 76 96290.921875 77 94863.093750 78 96086.382812 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do ICMS,MLP,1.5299005508422852,"96 527193.662545 97 503828.339468 98 502435.457854 99 545458.390698 100 505930.316584 101 580380.382290 102 601024.020759 103 602985.277519 104 645666.070084 105 671334.659783 106 705706.303222 107 695879.141347 Name: Valor, dtype: float64" Prefeitura Municipal de André da Rocha - RS,Cota-Parte do IPVA,MLP,1.3607640266418457,"94 -2280.816924 95 10605.803751 96 27395.486881 97 5217.728919 98 17273.467165 99 25929.399281 100 27461.660428 101 29233.672605 102 27601.838200 103 32177.743485 104 34578.360642 105 -4819.585588 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,IPTU,XGBoost,0.836895227432251,"60 48345.328125 61 68079.453125 62 3391.351074 63 48511.035156 64 49634.500000 65 72960.031250 66 66881.835938 67 1596.360229 68 46975.742188 69 69196.554688 70 72036.921875 71 71982.101562 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,ISS,MLP,1.8281841278076172,"96 75252.008219 97 56594.031446 98 68487.653054 99 60257.901612 100 65265.778527 101 74566.415447 102 74208.004537 103 26665.155190 104 46225.336333 105 30635.622068 106 59352.656077 107 23494.774328 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,ITBI,XGBoost,0.8182368278503418,"79 19166.392578 80 10980.347656 81 10996.376953 82 16787.501953 83 11005.352539 84 20652.697266 85 15904.057617 86 11015.381836 87 18511.316406 88 11021.722656 89 13074.223633 90 14834.245117 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do ICMS,MLP,0.9252421855926514,"96 520133.999785 97 482806.356020 98 480671.638748 99 524078.622297 100 482526.922576 101 555249.339120 102 573163.791038 103 569137.286070 104 610571.064126 105 634455.245234 106 664184.176640 107 649343.503494 Name: Valor, dtype: float64" Prefeitura Municipal de Montauri - RS,Cota-Parte do IPVA,MLP,0.9406523704528809,"93 -31958.741725 94 43666.962636 95 78363.709115 96 22715.970753 97 58055.783382 98 59041.621602 99 76957.951245 100 77074.937732 101 71030.459978 102 82424.394770 103 90303.420472 104 -41153.403551 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,IPTU,XGBoost,0.9875738620758057,"91 21625.841797 92 22049.431641 93 14198.219727 94 12822.022461 95 11463.063477 96 9786.662109 97 9544.076172 98 9544.076172 99 12218.446289 100 12553.217773 101 12245.306641 102 12245.306641 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,ISS,XGBoost,2.628613233566284,"96 36805.765625 97 34898.316406 98 46499.902344 99 37806.574219 100 36846.507812 101 37801.765625 102 46560.953125 103 37869.386719 104 46666.402344 105 35653.980469 106 34259.554688 107 37772.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,ITBI,MLP,4.097877740859985,"96 25203.671993 97 38282.238897 98 29884.656748 99 29979.793408 100 32129.198174 101 40648.897330 102 46032.804713 103 44353.318284 104 52555.014130 105 29614.631442 106 39903.284734 107 55877.928169 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do ICMS,MLP,0.87355637550354,"96 1.019553e+06 97 9.552747e+05 98 9.511875e+05 99 1.027405e+06 100 9.450109e+05 101 1.085448e+06 102 1.118354e+06 103 1.116567e+06 104 1.195420e+06 105 1.240418e+06 106 1.302199e+06 107 1.270579e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rondinha - RS,Cota-Parte do IPVA,MLP,0.9035477638244629,"96 -112308.809439 97 5300.263005 98 280130.718349 99 -24981.116745 100 58764.113652 101 188344.106103 102 81608.602834 103 112624.212146 104 127679.330939 105 120482.208599 106 145132.770160 107 -166925.887758 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,IPTU,SARIMAX,0.96915602684021,"94 66028.632812 95 110124.500000 96 123769.460938 97 121317.257812 98 125262.257812 99 125033.453125 100 125033.453125 101 124834.765625 102 133605.781250 103 133065.843750 104 133605.781250 105 133409.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,ISS,MLP,2.0058372020721436,"96 85881.556906 97 97229.474291 98 99707.528178 99 67937.789633 100 112750.204107 101 75285.348895 102 99313.615166 103 97989.680923 104 93673.948811 105 96156.988474 106 77155.937999 107 97235.971443 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,ITBI,XGBoost,2.935030460357666,"96 43863.000000 97 57889.523438 98 64732.617188 99 36742.132812 100 64732.617188 101 43342.667969 102 39019.183594 103 38946.804688 104 51829.910156 105 42589.804688 106 39092.191406 107 37851.781250 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Cota-Parte do ICMS,MLP,1.1742279529571533,"96 1.070727e+06 97 1.017965e+06 98 1.044293e+06 99 1.096739e+06 100 1.015994e+06 101 1.166471e+06 102 1.197875e+06 103 1.199204e+06 104 1.285105e+06 105 1.335228e+06 106 1.404054e+06 107 1.340210e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Selbach - RS,Cota-Parte do IPVA,MLP,1.0205843448638916,"96 -68418.476930 97 34431.433499 98 287686.599631 99 4724.068933 100 128887.142090 101 207335.665038 102 149515.726307 103 180892.580250 104 165388.439929 105 189392.217038 106 212366.944989 107 -138331.252210 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,IPTU,SARIMAX,0.9306669235229492,"96 1.018156e+06 97 1.092592e+06 98 8.128439e+05 99 8.128439e+05 100 5.653679e+05 101 5.187450e+05 102 3.053841e+05 103 2.873544e+05 104 2.985804e+05 105 2.985804e+05 106 3.139200e+05 107 2.820806e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,ISS,SARIMAX,1.1398727893829346,"96 9.850709e+05 97 1.045871e+06 98 1.041058e+06 99 1.048546e+06 100 1.042422e+06 101 1.042422e+06 102 1.042654e+06 103 1.042654e+06 104 1.042654e+06 105 9.879786e+05 106 1.043085e+06 107 1.041340e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,ITBI,MLP,0.9958529472351074,"96 356323.683877 97 367264.972216 98 392956.920858 99 459840.269531 100 389578.852826 101 415018.613675 102 388056.416610 103 401067.281547 104 495966.434467 105 503519.866220 106 211365.523040 107 361012.597800 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do ICMS,MLP,0.9674146175384521,"96 3.439941e+06 97 3.181212e+06 98 3.145339e+06 99 3.387757e+06 100 3.075539e+06 101 3.532568e+06 102 3.612673e+06 103 3.568232e+06 104 3.809333e+06 105 3.923317e+06 106 4.093032e+06 107 3.931508e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio da Patrulha - RS,Cota-Parte do IPVA,XGBoost,1.6854877471923828,"96 5.012665e+05 97 5.919864e+05 98 7.277418e+05 99 7.536628e+05 100 5.077046e+05 101 3.813426e+05 102 5.342364e+05 103 5.347630e+05 104 6.913984e+05 105 8.158060e+05 106 1.292395e+06 107 5.063909e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,IPTU,SARIMAX,1.558537483215332,"84 80197.531250 85 71388.531250 86 70075.125000 87 60058.582031 88 60734.968750 89 60770.140625 90 60770.140625 91 60114.113281 92 65967.429688 93 65946.757812 94 65946.757812 95 76654.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,ISS,MLP,0.8320848941802979,"84 101716.820243 85 111868.928354 86 113421.960096 87 101484.144601 88 97344.552364 89 111759.587510 90 107863.554703 91 107076.418868 92 110675.051048 93 117508.800420 94 123182.428438 95 119810.364606 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,ITBI,MLP,0.8788328170776367,"84 123124.304143 85 87517.164457 86 155803.440313 87 142267.475009 88 205992.068353 89 167577.567619 90 127554.287208 91 159072.521041 92 94816.734699 93 171654.044964 94 211579.292639 95 -144642.633574 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do ICMS,MLP,0.9654216766357422,"84 1.364627e+06 85 1.287030e+06 86 1.291653e+06 87 1.405740e+06 88 1.308999e+06 89 1.507163e+06 90 1.568239e+06 91 1.574202e+06 92 1.699100e+06 93 1.780078e+06 94 1.879492e+06 95 1.868698e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ronda Alta - RS,Cota-Parte do IPVA,XGBoost,0.9539945125579834,"84 -156627.781250 85 119447.726562 86 98265.593750 87 120644.117188 88 96499.140625 89 82926.242188 90 84180.031250 91 82772.359375 92 84205.195312 93 83730.726562 94 90491.945312 95 -276041.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,IPTU,AR,1.6227469444274902,"96 12204.937500 97 13030.179688 98 10013.022461 99 18375.083984 100 11430.618164 101 11705.666992 102 16486.271484 103 12502.254883 104 10692.662109 105 13634.398438 106 16892.140625 107 13269.550781 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,ISS,MLP,1.5903575420379639,"96 20192.880236 97 18368.876474 98 19591.372403 99 18086.661691 100 18319.786881 101 26337.944745 102 20729.698672 103 15168.106093 104 22841.338789 105 24854.039269 106 25356.263503 107 24892.933526 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,ITBI,MLP,2.1518454551696777,"94 18034.692864 95 13031.873720 96 21549.903950 97 15070.259241 98 18841.752027 99 20100.845458 100 21207.095392 101 22634.201117 102 20504.276160 103 11215.637301 104 23980.358124 105 6086.244370 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do ICMS,XGBoost,1.9331309795379639,"96 330997.59375 97 302732.15625 98 301929.25000 99 335380.46875 100 276198.59375 101 301341.15625 102 306627.65625 103 309058.21875 104 309684.28125 105 314982.71875 106 324771.25000 107 309996.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Forquetinha - RS,Cota-Parte do IPVA,MLP,1.667482614517212,"96 -33142.006995 97 -9542.450009 98 88542.385770 99 37039.555976 100 22168.881468 101 48304.000803 102 56094.821321 103 52350.832294 104 43893.652040 105 49785.732261 106 62993.364150 107 -54956.578454 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,IPTU,HWES,1.1233348846435547,"96 34579.414062 97 43376.722656 98 69012.835938 99 68506.921875 100 69106.484375 101 44100.941406 102 44505.570312 103 66380.492188 104 73287.789062 105 75008.710938 106 83702.000000 107 83738.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,ISS,MLP,1.1692368984222412,"96 81632.305932 97 94090.952357 98 98987.711569 99 88596.077968 100 97058.823723 101 90876.065888 102 98596.566767 103 91407.799428 104 80101.831463 105 95844.444756 106 97651.159989 107 90519.363863 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,ITBI,MLP,1.1607921123504639,"96 181833.818114 97 168572.543314 98 104382.815375 99 166299.259694 100 106747.891173 101 145872.018167 102 157141.188751 103 149873.804741 104 191334.784823 105 120394.206714 106 169799.264321 107 221338.714048 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do ICMS,MLP,0.8784542083740234,"96 1.924530e+06 97 1.788889e+06 98 1.775829e+06 99 1.919168e+06 100 1.755991e+06 101 2.161343e+06 102 2.101345e+06 103 2.087126e+06 104 2.248446e+06 105 2.317422e+06 106 2.439424e+06 107 2.368879e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Chapada - RS,Cota-Parte do IPVA,XGBoost,1.2539646625518799,"96 612406.0625 97 659406.0000 98 638785.0000 99 646575.3750 100 646575.3750 101 646575.3750 102 662694.5625 103 662694.5625 104 662694.5625 105 662694.5625 106 662694.5625 107 646575.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,IPTU,XGBoost,0.8572788238525391,"87 77647.414062 88 82305.921875 89 61389.019531 90 54831.765625 91 53775.183594 92 48728.539062 93 42536.707031 94 41996.753906 95 65938.445312 96 42586.664062 97 55828.863281 98 55165.136719 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,ISS,MLP,0.8347575664520264,"96 89775.633473 97 84128.693077 98 94785.955526 99 65348.719473 100 84013.826697 101 84573.671211 102 76993.774142 103 90702.072569 104 83196.153264 105 61748.768847 106 78389.617477 107 69376.183321 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,ITBI,MLP,1.27353835105896,"96 70709.213930 97 67961.317639 98 36130.602237 99 78595.062844 100 51451.682629 101 73689.081338 102 47564.207502 103 56742.944895 104 87632.308392 105 61685.751036 106 50195.037861 107 87401.097551 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do ICMS,MLP,1.524266004562378,"96 1.092374e+06 97 1.010025e+06 98 9.997970e+05 99 1.077291e+06 100 9.784926e+05 101 1.125002e+06 102 1.151753e+06 103 1.138085e+06 104 1.217126e+06 105 1.257014e+06 106 1.313477e+06 107 1.266808e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Araçá - RS,Cota-Parte do IPVA,XGBoost,2.0907535552978516,"96 244303.187500 97 258738.171875 98 196157.390625 99 187508.781250 100 187508.781250 101 215687.937500 102 225137.625000 103 247481.312500 104 259879.484375 105 309443.625000 106 309443.625000 107 280828.656250 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,IPTU,AR,1.641388177871704,"96 53050.019531 97 46650.312500 98 49962.312500 99 46403.640625 100 40520.304688 101 24003.517578 102 26092.746094 103 24193.562500 104 31005.009766 105 31005.009766 106 30953.466797 107 40939.746094 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,ISS,XGBoost,0.8593575954437256,"96 25824.818359 97 25288.238281 98 22561.017578 99 23775.458984 100 24083.550781 101 25727.712891 102 25721.251953 103 25727.226562 104 25387.482422 105 24113.535156 106 25230.314453 107 18902.898438 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,ITBI,MLP,1.0386333465576172,"96 23905.119888 97 21682.879268 98 29740.151695 99 30165.314388 100 35667.275336 101 33689.936196 102 45611.352170 103 40572.654770 104 47194.626750 105 47793.611319 106 57160.742128 107 42669.835793 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do ICMS,MLP,0.9295239448547363,"96 7.922741e+05 97 7.425815e+05 98 7.403372e+05 99 8.012541e+05 100 7.384360e+05 101 8.487115e+05 102 8.761243e+05 103 8.756894e+05 104 9.391159e+05 105 9.767009e+05 106 1.026961e+06 107 1.005784e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Paulo das Missões - RS,Cota-Parte do IPVA,MLP,1.0057902336120605,"90 -32549.082896 91 -45311.446737 92 148010.543162 93 94452.665600 94 40825.594270 95 69129.876230 96 115210.383158 97 129321.088545 98 100208.299312 99 125209.930969 100 140843.505536 101 -51947.331260 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,IPTU,MLP,0.9588179588317871,"96 7.770561e+06 97 -4.813774e+06 98 1.061506e+07 99 1.148371e+07 100 2.693385e+06 101 7.550393e+06 102 8.689479e+06 103 7.938314e+06 104 8.116442e+06 105 7.480307e+06 106 9.080248e+06 107 8.316326e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,ISS,MLP,1.0592055320739746,"96 9.404921e+06 97 9.954024e+06 98 1.009473e+07 99 9.868462e+06 100 9.998790e+06 101 9.826989e+06 102 9.858300e+06 103 9.692409e+06 104 9.507966e+06 105 9.392271e+06 106 9.304763e+06 107 8.963144e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,ITBI,MLP,0.888258695602417,"96 3.314589e+06 97 3.769630e+06 98 3.322453e+06 99 3.713848e+06 100 3.960766e+06 101 3.691752e+06 102 3.947218e+06 103 3.874560e+06 104 3.905536e+06 105 4.335157e+06 106 4.653731e+06 107 4.552108e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do ICMS,MLP,0.9641833305358887,"96 1.349098e+07 97 1.258352e+07 98 1.254738e+07 99 1.364083e+07 100 1.257094e+07 101 1.447046e+07 102 1.495981e+07 103 1.491429e+07 104 1.602924e+07 105 1.669642e+07 106 1.755286e+07 107 1.722546e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Maria - RS,Cota-Parte do IPVA,XGBoost,2.2517073154449463,"96 10181220.0 97 11311105.0 98 11262577.0 99 11262577.0 100 11262577.0 101 11262577.0 102 13323746.0 103 13323951.0 104 13323951.0 105 13323951.0 106 13323951.0 107 12968558.0 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,IPTU,XGBoost,1.4682867527008057,"92 50830.808594 93 47998.238281 94 63054.613281 95 47459.035156 96 62566.085938 97 19403.281250 98 17153.126953 99 15094.698242 100 24347.593750 101 15094.698242 102 19152.298828 103 19152.298828 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,ISS,MLP,1.4070265293121338,"96 81575.194129 97 105869.911512 98 91463.178502 99 98870.407626 100 93109.251993 101 93966.313005 102 106522.359182 103 99158.432646 104 98824.307398 105 105702.521621 106 65084.810368 107 86632.461064 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,ITBI,MLP,1.1458961963653564,"96 38865.560285 97 36567.818814 98 34488.011700 99 42958.709982 100 24813.759407 101 47891.832355 102 30812.792149 103 29802.134631 104 45518.483742 105 39328.415861 106 38502.256632 107 53997.552221 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do ICMS,XGBoost,0.9538414478302002,"96 858712.0625 97 839620.3750 98 806222.9375 99 825625.0000 100 799971.2500 101 797262.5000 102 795989.3125 103 791693.4375 104 800988.6250 105 782693.5000 106 829726.1250 107 776860.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Cândido Godói - RS,Cota-Parte do IPVA,MLP,1.1376616954803467,"96 -244622.558167 97 -16099.785433 98 519935.340217 99 -139471.352784 100 5532.261709 101 389106.838112 102 33332.507001 103 56828.893049 104 250375.455929 105 128196.523811 106 118766.402600 107 -225965.530727 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,IPTU,MLP,1.3502540588378906,"96 3.895293e+06 97 1.455352e+06 98 1.376201e+05 99 2.557440e+06 100 -2.690315e+06 101 4.093628e+06 102 3.648587e+06 103 -1.815975e+06 104 2.929072e+06 105 3.686755e+06 106 4.327698e+05 107 2.075035e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,ISS,XGBoost,1.004744529724121,"96 1154362.500 97 1156880.500 98 1157192.250 99 1157128.000 100 1164526.000 101 1154450.375 102 1154450.375 103 1113107.875 104 1156776.000 105 1156223.250 106 1112285.375 107 1112915.500 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,ITBI,MLP,0.9432580471038818,"96 380256.089198 97 363180.282069 98 459811.385092 99 458105.294284 100 516042.557924 101 526428.850401 102 570262.448145 103 595024.334770 104 585945.004345 105 649401.465859 106 692901.587800 107 489329.488859 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do ICMS,MLP,0.9175074100494385,"96 7.708349e+06 97 7.564272e+06 98 7.432847e+06 99 7.826142e+06 100 7.053962e+06 101 8.028800e+06 102 8.145280e+06 103 8.048349e+06 104 8.547530e+06 105 8.779751e+06 106 9.135481e+06 107 8.696237e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Barbosa - RS,Cota-Parte do IPVA,MLP,1.1342761516571045,"96 -2.448188e+06 97 6.491295e+05 98 3.317645e+06 99 -6.765936e+05 100 4.514643e+05 101 1.940124e+06 102 1.009337e+06 103 9.613783e+05 104 1.061178e+06 105 1.351153e+06 106 1.435342e+06 107 -1.286127e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,IPTU,HWES,3.1907782554626465,"96 3101.585449 97 3378.835449 98 2923.994385 99 2662.922607 100 2596.967773 101 2303.603027 102 3317.055176 103 3197.101318 104 4075.895752 105 2438.155762 106 3608.473633 107 2618.391357 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,ISS,MLP,2.064361333847046,"96 15786.207410 97 7545.141298 98 19738.037997 99 20158.456980 100 19081.976445 101 15715.742811 102 9337.621682 103 15948.685554 104 22872.226416 105 17258.863577 106 17282.555574 107 3080.288208 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,ITBI,MLP,1.1032545566558838,"96 29188.173829 97 30428.278427 98 26077.625457 99 34736.813081 100 34435.106778 101 37041.650643 102 38217.805216 103 41179.832443 104 45425.168009 105 46707.868757 106 42126.282873 107 44887.360514 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do ICMS,MLP,0.8841230869293213,"96 415935.548148 97 389333.418587 98 388703.449945 99 422290.649528 100 390066.036712 101 448894.499636 102 464549.726885 103 464219.602182 104 498887.234937 105 520017.936197 106 547140.050066 107 538099.889304 Name: Valor, dtype: float64" Prefeitura Municipal de Pirapó - RS,Cota-Parte do IPVA,XGBoost,0.9991717338562012,"96 36581.593750 97 41157.750000 98 41539.691406 99 41465.113281 100 41476.023438 101 38304.355469 102 44403.191406 103 44403.191406 104 59488.378906 105 67611.429688 106 67616.210938 107 67171.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,IPTU,SARIMAX,0.935234785079956,"95 1919140.375 96 1365768.375 97 1371942.125 98 1326543.250 99 1326543.250 100 1385997.750 101 1217970.000 102 1237652.000 103 1240139.500 104 1697019.000 105 1783832.875 106 1330267.625 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,ISS,MLP,2.2948977947235107,"96 1.532045e+06 97 1.536568e+06 98 1.893538e+06 99 1.612007e+06 100 1.626327e+06 101 1.727055e+06 102 1.861577e+06 103 1.972596e+06 104 1.903153e+06 105 1.947691e+06 106 3.061451e+06 107 1.076361e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,ITBI,MLP,1.3658132553100586,"96 593639.560950 97 629274.499936 98 441079.212658 99 642448.813142 100 623672.257546 101 613361.776343 102 647515.169717 103 603951.928774 104 707887.880914 105 841889.696586 106 841083.193554 107 662491.318915 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do ICMS,MLP,0.8694367408752441,"96 4.935181e+06 97 4.626143e+06 98 4.635958e+06 99 5.061841e+06 100 4.711519e+06 101 5.424018e+06 102 5.624596e+06 103 5.636295e+06 104 6.059273e+06 105 6.319011e+06 106 6.670188e+06 107 6.544363e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapiranga - RS,Cota-Parte do IPVA,XGBoost,1.0653603076934814,"96 1800153.500 97 1597327.125 98 1889295.250 99 1889295.250 100 1889295.250 101 1889295.250 102 2801755.250 103 3053825.250 104 3057291.500 105 3057291.500 106 3080413.250 107 2584400.000 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,IPTU,MLP,1.7109382152557373,"96 24645.442697 97 15498.385972 98 5793.594764 99 7534.533825 100 -10149.566486 101 28334.856021 102 21038.089695 103 1150.749604 104 18287.780958 105 19740.862421 106 16063.099857 107 16153.914568 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,ISS,XGBoost,1.9645328521728516,"96 9070.998047 97 9223.908203 98 10570.313477 99 10083.145508 100 12563.388672 101 12233.946289 102 8426.595703 103 12237.819336 104 12230.607422 105 9032.848633 106 12239.277344 107 9032.848633 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,ITBI,MLP,1.578463077545166,"96 22238.942123 97 19208.024223 98 -1468.714828 99 20965.313643 100 24293.898769 101 11466.525507 102 19916.370632 103 22673.042341 104 20198.184331 105 17577.608310 106 24037.439606 107 26197.196508 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do ICMS,MLP,1.0153796672821045,"96 256853.639630 97 255404.613287 98 254058.556292 99 272366.934960 100 250866.749842 101 287003.821436 102 295611.380294 103 294038.480963 104 314674.041126 105 326073.679693 106 341326.355418 107 331246.804177 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Vera Cruz - RS,Cota-Parte do IPVA,XGBoost,1.5204920768737793,"95 18464.322266 96 18594.853516 97 21066.755859 98 21725.001953 99 22971.158203 100 22284.675781 101 22284.675781 102 22555.048828 103 33321.996094 104 33335.988281 105 32808.519531 106 27415.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,IPTU,XGBoost,2.4591903686523438,"96 1.575057e+06 97 1.346064e+06 98 5.628999e+05 99 8.639369e+05 100 1.135658e+06 101 8.948954e+05 102 1.217998e+06 103 1.249632e+06 104 1.225565e+06 105 1.239552e+06 106 1.249853e+06 107 1.239552e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,ISS,SARIMAX,1.363037347793579,"96 1413166.500 97 1395251.625 98 1395251.625 99 1393819.875 100 1393795.125 101 1393795.125 102 1393795.125 103 1393795.125 104 1393795.125 105 1393795.125 106 1393795.125 107 1393795.125 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,ITBI,MLP,0.8872489929199219,"96 614801.494405 97 628668.619715 98 611578.683528 99 745244.689317 100 669176.232751 101 681018.719920 102 664641.109685 103 685038.292049 104 771313.826232 105 665455.099993 106 475727.075953 107 743594.659931 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do ICMS,MLP,0.9178769588470459,"96 9.117832e+06 97 8.593760e+06 98 8.589523e+06 99 9.311983e+06 100 8.631641e+06 101 9.913844e+06 102 1.025465e+07 103 1.028668e+07 104 1.102359e+07 105 1.147072e+07 106 1.206582e+07 107 1.185063e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Carazinho - RS,Cota-Parte do IPVA,XGBoost,1.2068183422088623,"96 2317447.000 97 2317447.000 98 1960258.625 99 2183731.750 100 2183731.750 101 2253972.000 102 2677802.500 103 2844170.500 104 2844170.500 105 2844170.500 106 3115009.500 107 2758075.000 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,IPTU,Prophet,2.2798831462860107,"96 322990.96875 97 323392.18750 98 345153.21875 99 352261.00000 100 345001.18750 101 338165.15625 102 316097.46875 103 338165.15625 104 339043.37500 105 339043.37500 106 341453.46875 107 338165.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,ISS,MLP,2.0650999546051025,"96 273712.971827 97 354232.882530 98 352069.092341 99 362414.265055 100 347909.502326 101 360721.116104 102 392578.279003 103 382974.026528 104 329849.052557 105 358925.916817 106 361325.128336 107 302383.434532 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,ITBI,SARIMAX,1.6997463703155518,"96 160407.734375 97 209060.625000 98 140220.531250 99 166059.531250 100 142459.328125 101 165041.031250 102 139254.515625 103 118525.078125 104 159626.078125 105 130707.804688 106 129530.867188 107 163153.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do ICMS,MLP,0.9894776344299316,"96 1.682305e+06 97 1.567229e+06 98 1.561103e+06 99 1.707528e+06 100 1.579804e+06 101 1.817347e+06 102 1.879283e+06 103 1.871150e+06 104 2.007431e+06 105 2.085504e+06 106 2.185316e+06 107 2.139686e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vera Cruz - RS,Cota-Parte do IPVA,XGBoost,1.0657100677490234,"96 8.432174e+05 97 9.809724e+05 98 9.160684e+05 99 9.992701e+05 100 1.059733e+06 101 1.128890e+06 102 1.129126e+06 103 1.129126e+06 104 1.129126e+06 105 1.052634e+06 106 1.074693e+06 107 9.886961e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,IPTU,XGBoost,0.9718046188354492,"85 8185.499512 86 8235.083008 87 8047.752441 88 8107.420410 89 23453.654297 90 31915.378906 91 19054.078125 92 19393.933594 93 19393.933594 94 19121.001953 95 21781.582031 96 21781.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,ISS,XGBoost,1.0978662967681885,"96 34332.113281 97 34789.906250 98 33778.652344 99 47373.484375 100 46866.921875 101 45813.781250 102 48056.988281 103 27991.302734 104 51163.445312 105 28072.894531 106 51816.054688 107 22577.279297 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,ITBI,XGBoost,2.0313990116119385,"94 7659.198242 95 13270.259766 96 9511.006836 97 8444.561523 98 2837.663086 99 4449.677246 100 7510.766602 101 7910.976562 102 5778.354004 103 4642.735352 104 7436.193848 105 9342.533203 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do ICMS,MLP,1.4133617877960205,"96 627218.648866 97 588116.612837 98 588176.272732 99 640579.586435 100 593654.920713 101 683581.532720 102 709260.142690 103 710035.571667 104 764232.163853 105 798450.469957 106 841326.088929 107 831027.358890 Name: Valor, dtype: float64" Prefeitura Municipal de Amaral Ferrador - RS,Cota-Parte do IPVA,MLP,1.0993971824645996,"73 52484.431652 74 -5824.235749 75 98790.120888 76 65832.398602 77 41829.811070 78 98752.052427 79 81774.902057 80 87777.802094 81 98782.814953 82 91090.829426 83 104258.106093 84 41817.264961 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,IPTU,XGBoost,0.9804244041442871,"96 391640.53125 97 394490.09375 98 392056.65625 99 308175.53125 100 318121.93750 101 375213.46875 102 287334.21875 103 283043.81250 104 283055.25000 105 288552.06250 106 292421.28125 107 375675.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,ISS,MLP,1.0361716747283936,"96 646893.982886 97 703743.972517 98 661818.310656 99 599002.508613 100 621740.054826 101 674537.556881 102 682830.139375 103 665194.864616 104 673143.920327 105 684462.971576 106 723033.421865 107 700761.827831 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,ITBI,XGBoost,0.9225032329559326,"96 219541.000000 97 275289.281250 98 275030.531250 99 281283.687500 100 280700.625000 101 280067.156250 102 239964.078125 103 280593.593750 104 270800.500000 105 183508.218750 106 179810.296875 107 278266.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do ICMS,MLP,0.9001138210296631,"96 3.202557e+06 97 2.966582e+06 98 2.952311e+06 99 3.219694e+06 100 2.958792e+06 101 3.409012e+06 102 3.519866e+06 103 3.487134e+06 104 3.746609e+06 105 3.894135e+06 106 4.076116e+06 107 3.986650e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Veranópolis - RS,Cota-Parte do IPVA,MLP,0.908576488494873,"96 -6.861888e+05 97 -1.565427e+04 98 2.128132e+06 99 -1.955442e+05 100 2.650012e+05 101 1.575011e+06 102 5.709834e+05 103 5.743243e+05 104 1.091966e+06 105 9.039862e+05 106 8.632476e+05 107 -8.740993e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,IPTU,MLP,1.5879857540130615,"91 290153.673372 92 249149.310225 93 -239823.623195 94 261945.055245 95 327112.463314 96 129614.723839 97 103754.365520 98 167747.038599 99 -34128.252995 100 292735.130076 101 258977.111263 102 129153.593113 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,ISS,MLP,1.7460110187530518,"96 121661.270477 97 154435.426602 98 171424.004172 99 163594.805734 100 153892.968358 101 170395.159431 102 188986.564920 103 158002.852829 104 191638.446756 105 190190.333815 106 183167.347864 107 193021.316643 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,ITBI,XGBoost,1.7119204998016357,"94 43667.859375 95 20971.919922 96 21684.890625 97 21236.287109 98 24734.164062 99 28320.478516 100 24980.892578 101 21720.482422 102 29517.310547 103 22804.978516 104 23990.427734 105 30667.183594 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do ICMS,MLP,1.6276600360870361,"96 9.146239e+05 97 8.526672e+05 98 8.446936e+05 99 9.061278e+05 100 8.260717e+05 101 9.481952e+05 102 9.713050e+05 103 9.647915e+05 104 1.029944e+06 105 1.063882e+06 106 1.113367e+06 107 1.076663e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capivari do Sul - RS,Cota-Parte do IPVA,MLP,1.6509227752685547,"96 23034.138889 97 54257.138214 98 157433.993417 99 43733.504505 100 68990.831932 101 144635.578467 102 130262.539498 103 139484.064649 104 148072.551189 105 159340.421898 106 165345.106750 107 -13023.076042 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,IPTU,AR,1.1250004768371582,"96 1759169.875 97 1797422.625 98 1774454.625 99 1798179.500 100 1774454.625 101 1798179.500 102 1774454.625 103 1798179.500 104 1854808.000 105 1859486.000 106 1854808.000 107 1852005.750 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,ISS,SARIMAX,1.4069249629974365,"96 2084972.25 97 2086870.25 98 2136105.75 99 2136914.25 100 2136914.25 101 2136914.25 102 2142520.50 103 2142458.00 104 2140889.50 105 2140107.50 106 2142520.50 107 2140889.50 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,ITBI,XGBoost,0.9387173652648926,"96 377385.75000 97 331819.90625 98 358649.65625 99 389388.93750 100 357048.87500 101 356005.25000 102 293416.62500 103 293416.62500 104 279686.59375 105 356344.75000 106 355620.65625 107 281306.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do ICMS,MLP,1.0163474082946777,"96 1.053845e+07 97 9.751107e+06 98 9.770731e+06 99 1.057482e+07 100 9.749944e+06 101 1.125405e+07 102 1.160265e+07 103 1.156180e+07 104 1.241181e+07 105 1.290052e+07 106 1.386538e+07 107 1.330978e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Esteio - RS,Cota-Parte do IPVA,XGBoost,2.1141867637634277,"96 2090243.250 97 1681835.750 98 2149525.750 99 1918860.875 100 1919928.625 101 2124706.000 102 2131494.000 103 2131494.000 104 2132058.500 105 2289253.500 106 2686169.250 107 2157616.250 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,IPTU,MLP,2.119473934173584,"80 28330.272150 81 21181.586944 82 16371.712119 83 22214.231670 84 9382.296966 85 -3913.593492 86 31775.057261 87 25728.581226 88 11745.707607 89 18882.421188 90 24157.283004 91 23346.728537 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,ISS,XGBoost,1.594466209411621,"96 6444.488281 97 6803.425293 98 6818.145020 99 4443.847656 100 5544.869141 101 6207.621582 102 5321.973145 103 4829.165039 104 4846.776855 105 5281.527832 106 4476.160156 107 4411.265137 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,ITBI,XGBoost,0.8849399089813232,"84 14091.500000 85 15040.571289 86 14652.279297 87 14020.196289 88 16862.457031 89 13623.018555 90 17878.095703 91 17404.083984 92 16178.112305 93 14807.723633 94 17819.093750 95 14958.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do ICMS,MLP,0.9332888126373291,"96 623079.246189 97 586452.121503 98 585924.379366 99 633115.768389 100 584877.874944 101 671489.789399 102 693756.433830 103 693927.212070 104 742957.474589 105 771751.387723 106 809437.579863 107 793718.606969 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista das Missões - RS,Cota-Parte do IPVA,MLP,0.9826197624206543,"96 -29901.856279 97 11621.301485 98 96639.242715 99 15867.769917 100 57330.696835 101 72598.286526 102 71212.643756 103 83367.414556 104 70560.049304 105 85957.941926 106 95927.675209 107 -57944.635129 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,IPTU,XGBoost,0.7753839492797852,"65 16228.916016 66 16295.029297 67 20983.427734 68 20712.074219 69 20987.681641 70 4889.226074 71 7915.008789 72 7831.417480 73 7896.830566 74 20924.781250 75 20977.201172 76 21025.833984 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,ISS,XGBoost,1.7655234336853027,"96 10789.045898 97 10541.202148 98 8655.659180 99 10477.855469 100 7976.665039 101 10485.601562 102 7694.278809 103 8036.156250 104 8587.339844 105 8590.403320 106 8487.518555 107 8312.644531 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,ITBI,XGBoost,1.7525417804718018,"95 20351.619141 96 33550.031250 97 10921.933594 98 19476.882812 99 24341.824219 100 26533.912109 101 11329.667969 102 23851.919922 103 11213.532227 104 24464.589844 105 11013.439453 106 28228.144531 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do ICMS,MLP,1.2180075645446777,"96 737385.835563 97 735101.703092 98 730557.577419 99 781607.646871 100 718507.635370 101 821043.592863 102 844589.952349 103 840638.022119 104 898702.920302 105 930393.598204 106 974074.304617 107 942786.204323 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Lângaro - RS,Cota-Parte do IPVA,XGBoost,2.001946210861206,"96 51276.714844 97 49234.554688 98 28299.986328 99 34505.839844 100 28131.687500 101 29280.019531 102 28131.220703 103 28023.267578 104 29303.773438 105 28665.628906 106 29195.820312 107 19573.361328 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,IPTU,MLP,1.9097504615783691,"96 4.657324e+06 97 2.561097e+06 98 2.497002e+05 99 3.605869e+06 100 -3.235385e+06 101 5.696295e+06 102 4.655116e+06 103 -2.128404e+06 104 3.957198e+06 105 5.045560e+06 106 3.900173e+04 107 3.254317e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,ISS,XGBoost,1.6062662601470947,"96 6324377.5 97 6206891.0 98 6206891.0 99 6673967.0 100 6628920.0 101 6653983.0 102 6653983.0 103 6600465.5 104 6702152.5 105 6600465.5 106 6702152.5 107 5794359.5 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,ITBI,MLP,0.7904009819030762,"96 2.185103e+06 97 1.869743e+06 98 2.200188e+06 99 2.316740e+06 100 2.188094e+06 101 2.441847e+06 102 2.499745e+06 103 2.523576e+06 104 2.315769e+06 105 2.404522e+06 106 2.576028e+06 107 2.312772e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do ICMS,MLP,0.9545743465423584,"96 1.270586e+07 97 1.165318e+07 98 1.154977e+07 99 1.261699e+07 100 1.151389e+07 101 1.326269e+07 102 1.363723e+07 103 1.340855e+07 104 1.438502e+07 105 1.488221e+07 106 1.550185e+07 107 1.502336e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Bento Gonçalves - RS,Cota-Parte do IPVA,MLP,1.1908085346221924,"96 -1.957142e+06 97 1.617678e+05 98 8.304939e+06 99 2.751310e+04 100 2.383434e+06 101 6.067835e+06 102 3.300953e+06 103 4.095144e+06 104 4.680892e+06 105 4.512812e+06 106 5.092129e+06 107 -3.981358e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,IPTU,XGBoost,1.0459625720977783,"95 164503.296875 96 281313.281250 97 324243.562500 98 270192.437500 99 279217.906250 100 255602.390625 101 262385.968750 102 280610.531250 103 280610.531250 104 280854.875000 105 426538.000000 106 420467.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,ISS,XGBoost,1.2583415508270264,"96 772230.8125 97 807307.3750 98 855128.9375 99 855128.9375 100 855251.8750 101 820267.0000 102 855251.8750 103 855251.8750 104 855251.8750 105 787110.9375 106 855251.8750 107 787110.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,ITBI,MLP,0.8151230812072754,"96 100846.462016 97 82171.514847 98 73583.846356 99 112072.898956 100 80309.100703 101 94230.924953 102 94902.119411 103 92396.180242 104 103364.402754 105 116834.708775 106 107709.184928 107 113383.557284 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do ICMS,XGBoost,1.0284605026245117,"96 1.117878e+06 97 1.016568e+06 98 9.449716e+05 99 1.107660e+06 100 9.251549e+05 101 1.070267e+06 102 1.056300e+06 103 1.060421e+06 104 1.071020e+06 105 1.062586e+06 106 1.077861e+06 107 9.898247e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Rolante - RS,Cota-Parte do IPVA,XGBoost,2.09126615524292,"96 554948.5625 97 693958.6875 98 675457.3750 99 542363.3750 100 542132.6875 101 684183.1250 102 684662.7500 103 684662.7500 104 684662.7500 105 684662.7500 106 928160.9375 107 549686.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,IPTU,HWES,1.9410700798034668,"91 268881.843750 92 320626.906250 93 155160.578125 94 109742.859375 95 134258.140625 96 164699.109375 97 161644.937500 98 118296.406250 99 198870.421875 100 159218.078125 101 240982.968750 102 271878.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,ISS,XGBoost,1.6338214874267578,"96 123228.812500 97 119909.507812 98 170426.687500 99 115029.625000 100 110211.914062 101 153672.859375 102 110491.093750 103 120983.078125 104 153628.140625 105 114671.671875 106 149849.593750 107 115339.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,ITBI,MLP,0.9090766906738281,"96 70083.974965 97 93877.962792 98 47436.679384 99 75467.801650 100 105078.118932 101 94609.633378 102 89906.156291 103 77530.460883 104 87614.335142 105 113973.977013 106 103094.303203 107 83566.595935 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do ICMS,MLP,1.0534758567810059,"96 766201.513217 97 710831.334355 98 703588.522773 99 768911.958427 100 682127.644875 101 805633.127789 102 848716.687708 103 809774.811837 104 869736.525696 105 900027.703359 106 931153.808269 107 902918.707618 Name: Valor, dtype: float64" Prefeitura Municipal de Picada Café - RS,Cota-Parte do IPVA,MLP,1.575659990310669,"96 -169980.805619 97 -14486.440066 98 432398.219869 99 -77939.351902 100 46413.601583 101 318588.566966 102 74924.033706 103 99112.548209 104 212007.554623 105 148124.952768 106 150046.285326 107 -198954.896686 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,IPTU,XGBoost,1.1017653942108154,"85 23869.027344 86 20625.941406 87 43802.871094 88 16847.593750 89 16847.593750 90 16491.457031 91 16057.220703 92 17169.259766 93 17169.259766 94 18110.375000 95 18110.375000 96 16057.220703 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,ISS,MLP,0.9680972099304199,"96 33016.699484 97 49414.162139 98 47612.099019 99 50121.061180 100 52326.278877 101 46297.351756 102 46080.680796 103 48869.771655 104 50337.306059 105 52259.897685 106 56261.641921 107 46287.957045 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,ITBI,XGBoost,1.7161002159118652,"93 12391.790039 94 15540.849609 95 16620.960938 96 18304.654297 97 18279.906250 98 13105.697266 99 17741.585938 100 11550.941406 101 17414.576172 102 9387.771484 103 20266.468750 104 19272.263672 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do ICMS,MLP,1.962120532989502,"96 1.096572e+06 97 1.197962e+06 98 1.054265e+06 99 1.132688e+06 100 1.060573e+06 101 1.195672e+06 102 1.245178e+06 103 1.234856e+06 104 1.312822e+06 105 1.366178e+06 106 1.430694e+06 107 1.394293e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bréscia - RS,Cota-Parte do IPVA,MLP,1.8698370456695557,"96 22386.476663 97 -140733.299479 98 166059.479398 99 143777.175842 100 82973.140007 101 98008.639382 102 111984.836520 103 144075.441627 104 126692.678445 105 122717.857737 106 143526.289730 107 -48798.120576 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,IPTU,XGBoost,2.9477639198303223,"96 1.458471e+06 97 4.357828e+05 98 2.943232e+05 99 2.698833e+05 100 2.190892e+05 101 2.382072e+05 102 2.877770e+05 103 2.763565e+05 104 3.208791e+05 105 3.156943e+05 106 2.859627e+05 107 2.920523e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,ISS,MLP,1.0165140628814697,"96 1.677939e+06 97 1.858742e+06 98 1.874721e+06 99 1.860162e+06 100 1.921956e+06 101 1.892861e+06 102 2.059026e+06 103 1.992937e+06 104 1.753761e+06 105 2.345453e+06 106 2.117285e+06 107 1.983559e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,ITBI,MLP,1.0733082294464111,"96 561757.104692 97 620002.063352 98 573516.944834 99 574437.345360 100 609614.874475 101 580217.137386 102 564508.704830 103 518866.101058 104 503432.354345 105 588379.753825 106 565743.057382 107 510836.615783 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do ICMS,MLP,1.022019624710083,"96 2.835522e+06 97 2.635999e+06 98 2.627203e+06 99 2.858902e+06 100 2.630772e+06 101 3.029164e+06 102 3.130045e+06 103 3.109807e+06 104 3.340941e+06 105 3.475594e+06 106 3.642850e+06 107 3.571086e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos - RS,Cota-Parte do IPVA,MLP,0.8944735527038574,"96 -6.371657e+05 97 1.075215e+05 98 2.031338e+06 99 -1.891318e+04 100 5.436606e+05 101 1.420133e+06 102 8.026510e+05 103 9.703876e+05 104 1.055422e+06 105 1.080494e+06 106 1.200073e+06 107 -1.062518e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,IPTU,XGBoost,1.0470130443572998,"95 7.305262e+05 96 8.789101e+05 97 1.072417e+06 98 1.053261e+06 99 1.025698e+06 100 1.030876e+06 101 1.048160e+06 102 1.104259e+06 103 1.171822e+06 104 1.172672e+06 105 1.182507e+06 106 1.196641e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,ISS,MLP,0.917452335357666,"96 9.227664e+05 97 9.862274e+05 98 1.074964e+06 99 1.052782e+06 100 1.106093e+06 101 1.111870e+06 102 1.114890e+06 103 1.107937e+06 104 1.002320e+06 105 1.073003e+06 106 1.042199e+06 107 9.893874e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,ITBI,MLP,1.001286506652832,"96 488211.963080 97 592212.907512 98 543139.819053 99 565113.324438 100 622151.079671 101 575760.772434 102 612443.208697 103 605688.765074 104 685536.397009 105 771392.286907 106 665954.562631 107 626942.191762 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do ICMS,MLP,0.9183173179626465,"96 3.685806e+06 97 3.440405e+06 98 3.413967e+06 99 3.691122e+06 100 3.376773e+06 101 3.882682e+06 102 3.995949e+06 103 3.977392e+06 104 4.258755e+06 105 4.414476e+06 106 4.630154e+06 107 4.534256e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santiago - RS,Cota-Parte do IPVA,MLP,1.4508686065673828,"96 4.714043e+03 97 5.358798e+05 98 1.610054e+06 99 4.561055e+05 100 9.486756e+05 101 1.333998e+06 102 1.156636e+06 103 1.429583e+06 104 1.473862e+06 105 1.528963e+06 106 1.641135e+06 107 -2.994419e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,IPTU,MLP,2.655231237411499,"74 37038.890125 75 22491.932377 76 17047.399173 77 28198.645287 78 29037.495385 79 28321.994774 80 21870.194428 81 -14279.260488 82 31672.470083 83 38841.369033 84 15805.822413 85 18118.786482 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,ISS,MLP,3.3936359882354736,"96 20516.816683 97 20292.561606 98 22360.584699 99 13135.791687 100 20036.416039 101 19913.613584 102 18095.038972 103 17485.489156 104 15994.081699 105 16963.355123 106 12502.553364 107 6265.008771 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,ITBI,XGBoost,1.1690213680267334,"73 2523.579346 74 2706.161133 75 4572.645996 76 2076.319824 77 1614.320679 78 2437.374512 79 2388.642822 80 4266.214844 81 2875.740234 82 4806.060547 83 1654.877319 84 1665.973877 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do ICMS,XGBoost,0.874213457107544,"96 261912.359375 97 262004.937500 98 255253.484375 99 265976.406250 100 256679.234375 101 253570.671875 102 251768.609375 103 251456.859375 104 252719.281250 105 261501.140625 106 253596.390625 107 259095.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Herveiras - RS,Cota-Parte do IPVA,XGBoost,1.3695173263549805,"94 16564.761719 95 30929.744141 96 14443.960938 97 15059.696289 98 9402.170898 99 10143.479492 100 10369.380859 101 10916.435547 102 10929.354492 103 10504.587891 104 10916.435547 105 9415.702148 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,IPTU,MLP,1.499814748764038,"88 -29811.082270 89 -8414.412839 90 59715.431441 91 -12119.213100 92 109.166036 93 28963.422299 94 6726.191462 95 17005.575606 96 10657.959407 97 12575.574858 98 24443.595402 99 -63889.837349 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,ISS,MLP,1.4157073497772217,"96 15192.517465 97 14537.708337 98 14439.134081 99 15567.828498 100 13458.006806 101 19784.021132 102 13968.517029 103 13557.497610 104 18101.363542 105 15521.575902 106 19013.969836 107 16168.421007 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,ITBI,XGBoost,0.9848623275756836,"94 15335.017578 95 16677.121094 96 18688.039062 97 18865.746094 98 17999.914062 99 16404.123047 100 16371.867188 101 16412.779297 102 16855.398438 103 18713.652344 104 18757.044922 105 17780.441406 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do ICMS,MLP,0.9998137950897217,"96 487493.297297 97 456423.759790 98 455667.241607 99 495686.338528 100 458344.577578 101 527364.579101 102 545931.804070 103 545979.592528 104 586823.899625 105 611868.572099 106 644196.663852 107 633522.159946 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Expedito do Sul - RS,Cota-Parte do IPVA,MLP,2.358555793762207,"96 -42089.319093 97 17412.037386 98 107104.353016 99 -16250.541318 100 33062.483141 101 83354.060516 102 45071.192739 103 59537.557882 104 60154.389456 105 64225.367212 106 70772.986660 107 -64655.126504 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,IPTU,XGBoost,1.7578272819519043,"55 22362.347656 56 31823.302734 57 31823.302734 58 43163.074219 59 43163.074219 60 43158.500000 61 43158.500000 62 31799.863281 63 31799.863281 64 31760.427734 65 31760.427734 66 31760.427734 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,ISS,XGBoost,2.149728536605835,"72 24922.568359 73 24973.294922 74 23876.416016 75 27382.441406 76 25314.306641 77 24866.205078 78 23829.578125 79 25155.503906 80 25081.984375 81 21618.812500 82 26980.244141 83 26060.392578 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,ITBI,MLP,1.283013105392456,"71 8538.139230 72 36493.533030 73 37322.540131 74 18124.806888 75 39218.220495 76 28079.578750 77 41479.231608 78 30385.427140 79 38808.692245 80 44958.662450 81 53679.194727 82 53472.109990 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do ICMS,MLP,0.8418381214141846,"72 623233.071563 73 592983.229624 74 593274.130627 75 646267.195280 76 601488.488798 77 692444.915561 78 719136.687946 79 722886.128732 80 777700.502607 81 812359.088139 82 857300.875294 83 848681.088798 Name: Valor, dtype: float64" Prefeitura Municipal de Cacique Doble - RS,Cota-Parte do IPVA,MLP,1.4195201396942139,"72 -48079.831828 73 45391.301073 74 157601.047812 75 39715.289435 76 61783.663814 77 119552.962847 78 103425.060680 79 104453.021457 80 105021.008461 81 117148.469659 82 124900.259637 83 -26902.176827 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,IPTU,XGBoost,0.9918410778045654,"86 7077.162598 87 8237.465820 88 3743.286377 89 3847.734375 90 3923.396973 91 4167.818359 92 3629.278076 93 3629.278076 94 3457.416504 95 7995.905273 96 3847.734375 97 3738.821289 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,ISS,XGBoost,0.9502248764038086,"96 11626.310547 97 11763.132812 98 12487.205078 99 10463.982422 100 12462.699219 101 5897.335938 102 12408.116211 103 10381.173828 104 10433.830078 105 12368.124023 106 14899.062500 107 8953.994141 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,ITBI,XGBoost,1.5382130146026611,"87 7035.370117 88 7401.807617 89 6515.343750 90 6562.441406 91 11004.374023 92 7361.143066 93 11730.436523 94 7212.430664 95 12096.569336 96 6989.070801 97 6878.347656 98 6325.983887 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do ICMS,XGBoost,1.0402724742889404,"96 289950.37500 97 282840.65625 98 292096.03125 99 310467.65625 100 312062.06250 101 277770.18750 102 297481.87500 103 303241.56250 104 315941.56250 105 314212.46875 106 316612.93750 107 316092.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado dos Loureiros - RS,Cota-Parte do IPVA,MLP,1.8615186214447021,"94 45623.467962 95 24528.925260 96 27983.701600 97 26826.182887 98 41745.485174 99 49861.201138 100 40744.891672 101 -23394.019996 102 58319.658458 103 70507.106611 104 41520.505503 105 6652.972716 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,IPTU,XGBoost,2.7365145683288574,"94 14132.668945 95 12910.778320 96 12676.137695 97 11598.975586 98 11598.975586 99 11689.012695 100 11736.141602 101 11397.931641 102 11744.549805 103 11524.432617 104 11744.549805 105 11669.795898 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,ISS,MLP,1.4693076610565186,"96 83243.638628 97 84519.971881 98 85581.305538 99 86690.590568 100 83811.094901 101 84981.363966 102 93323.206158 103 88343.113894 104 90254.066461 105 98059.876588 106 105149.584144 107 90270.410472 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,ITBI,XGBoost,0.8447701930999756,"96 24188.876953 97 26992.802734 98 6377.929688 99 21248.363281 100 22508.564453 101 29620.689453 102 20124.748047 103 22800.261719 104 29539.878906 105 23229.234375 106 23225.023438 107 22390.232422 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do ICMS,MLP,0.9716072082519531,"96 639782.370860 97 587541.466079 98 582794.781196 99 634720.860121 100 578665.104184 101 666591.515004 102 684985.282397 103 673437.519342 104 722096.905681 105 746689.399961 106 777273.831410 107 753340.827665 Name: Valor, dtype: float64" Prefeitura Municipal de Fazenda Vilanova - RS,Cota-Parte do IPVA,MLP,1.1287448406219482,"96 -9267.022138 97 39189.339016 98 86938.068191 99 22877.082332 100 40195.828480 101 73249.631248 102 74875.911119 103 75321.625571 104 77666.052285 105 85923.140007 106 90772.113631 107 -1798.676618 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,IPTU,XGBoost,0.9898009300231934,"87 12999.213867 88 13029.081055 89 12998.327148 90 13106.908203 91 20545.835938 92 17908.664062 93 18634.478516 94 14810.881836 95 14031.696289 96 14702.848633 97 14702.848633 98 14702.848633 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,ISS,MLP,0.8772509098052979,"96 33259.570251 97 37861.721913 98 41351.760804 99 40667.425825 100 45539.456473 101 49604.408547 102 41072.771326 103 48536.775857 104 47387.870670 105 52394.191187 106 55285.947958 107 50063.592219 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,ITBI,MLP,0.9499869346618652,"96 93263.019187 97 87485.075253 98 49513.137337 99 85710.013068 100 103701.148949 101 111290.708886 102 90209.002957 103 94377.556604 104 117721.028165 105 124251.199122 106 109497.007830 107 130086.903639 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do ICMS,MLP,0.9831137657165527,"96 1.144231e+06 97 1.072204e+06 98 1.064326e+06 99 1.149643e+06 100 1.059820e+06 101 1.217286e+06 102 1.253825e+06 103 1.250108e+06 104 1.338029e+06 105 1.387593e+06 106 1.455728e+06 107 1.417811e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Água Santa - RS,Cota-Parte do IPVA,MLP,1.1965510845184326,"95 -32687.125578 96 30391.694142 97 157248.745409 98 19909.286469 99 66846.494977 100 106803.592953 101 85956.494903 102 100003.366480 103 92409.054665 104 98319.069811 105 116612.457804 106 -55998.349146 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,IPTU,XGBoost,2.9601500034332275,"96 25017.619141 97 27230.345703 98 26277.121094 99 28892.460938 100 27065.255859 101 15254.426758 102 9580.794922 103 10090.017578 104 21665.164062 105 25897.972656 106 26210.494141 107 27342.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,ISS,XGBoost,1.8375275135040283,"96 52580.312500 97 60746.667969 98 56420.695312 99 71240.875000 100 65361.769531 101 65188.039062 102 71110.882812 103 65111.953125 104 38636.207031 105 65111.953125 106 70997.484375 107 50299.605469 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,ITBI,MLP,0.8966727256774902,"93 67581.900499 94 45050.030326 95 12356.486513 96 51081.585570 97 54812.582073 98 27517.746572 99 -39247.429183 100 39301.605374 101 75559.169184 102 29695.420218 103 34398.018485 104 47720.619506 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do ICMS,SES,0.8757109642028809,"96 1191966.875 97 1236776.125 98 1065752.000 99 1201784.250 100 1057231.125 101 1153726.125 102 1149020.625 103 1183960.000 104 1178516.250 105 1233504.625 106 1239830.000 107 1088240.500 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal Grande - RS,Cota-Parte do IPVA,MLP,0.8216350078582764,"96 -69490.166074 97 22110.713614 98 145487.757090 99 -2045.582451 100 57081.358992 101 100592.666461 102 67018.799802 103 90424.709179 104 80045.399554 105 88453.558664 106 103074.718030 107 -102619.480095 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,IPTU,XGBoost,1.1949794292449951,"96 6180197.00 97 6173029.00 98 5324022.00 99 5344241.00 100 5413891.50 101 4960479.50 102 2726424.75 103 2625818.50 104 3739214.25 105 4084003.25 106 4191862.75 107 5322676.00 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,ISS,MLP,1.3266606330871582,"96 2.261240e+07 97 2.363632e+07 98 2.383782e+07 99 2.340155e+07 100 2.388940e+07 101 2.376142e+07 102 2.405846e+07 103 2.405048e+07 104 2.400817e+07 105 2.387519e+07 106 2.444081e+07 107 2.403546e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,ITBI,MLP,1.014756202697754,"96 6.829233e+06 97 7.138734e+06 98 6.273654e+06 99 6.596205e+06 100 6.782247e+06 101 7.074696e+06 102 7.147975e+06 103 6.575875e+06 104 7.336184e+06 105 7.352088e+06 106 7.752472e+06 107 7.994809e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do ICMS,MLP,1.0722875595092773,"96 4.937617e+07 97 4.517617e+07 98 4.472295e+07 99 4.877046e+07 100 4.438273e+07 101 5.113165e+07 102 5.246590e+07 103 5.145278e+07 104 5.513607e+07 105 5.692393e+07 106 5.916450e+07 107 5.714508e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Caxias do Sul - RS,Cota-Parte do IPVA,XGBoost,1.10502028465271,"96 24089950.0 97 33220984.0 98 33220984.0 99 34746068.0 100 34746068.0 101 37258400.0 102 37258400.0 103 37258400.0 104 37258400.0 105 37258400.0 106 37258400.0 107 34149224.0 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,IPTU,MLP,1.6494479179382324,"95 4.626295e+06 96 -2.872282e+06 97 5.810144e+06 98 6.493120e+06 99 -2.011603e+05 100 4.321198e+06 101 5.446728e+06 102 2.925778e+06 103 3.800857e+06 104 4.301304e+06 105 4.612098e+06 106 4.741312e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,ISS,XGBoost,1.4575419425964355,"96 3863944.50 97 3842254.50 98 3890029.00 99 3928055.00 100 3933534.75 101 3956791.75 102 3934331.25 103 3948830.50 104 3937108.00 105 3951607.00 106 3932008.50 107 3937108.00 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,ITBI,MLP,1.6282505989074707,"96 759015.130313 97 805115.960201 98 732014.383473 99 781850.531334 100 723606.003417 101 866481.986213 102 547143.661638 103 657619.250842 104 865159.158180 105 806169.124598 106 908550.591419 107 890256.085494 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do ICMS,XGBoost,1.7161774635314941,"96 4242571.00 97 4263699.00 98 3733875.00 99 3981114.00 100 3599646.50 101 3874479.75 102 3987449.75 103 3981172.00 104 3915255.75 105 3909907.00 106 4249784.00 107 3640161.00 Name: Valor, dtype: float64" Prefeitura Municipal de Campo Bom - RS,Cota-Parte do IPVA,MLP,1.0476751327514648,"96 3.791987e+05 97 6.762926e+05 98 1.766832e+06 99 1.040197e+05 100 1.020554e+06 101 1.808329e+06 102 1.475145e+06 103 1.629519e+06 104 1.778234e+06 105 1.906267e+06 106 2.049485e+06 107 -2.867164e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,IPTU,MLP,1.2857744693756104,"96 -227298.962811 97 89425.567810 98 913367.625135 99 362164.484309 100 321606.029082 101 468703.965934 102 505702.817676 103 487287.328760 104 421944.720609 105 503189.013096 106 549247.532957 107 -247663.091093 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,ISS,XGBoost,0.9392809867858887,"96 624758.6250 97 681320.0625 98 630831.2500 99 602803.6250 100 542403.0625 101 542403.0625 102 539711.8750 103 631517.6875 104 581790.4375 105 573537.3750 106 539919.8125 107 574658.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,ITBI,MLP,1.151827096939087,"96 140289.405086 97 233689.481331 98 172991.934416 99 186005.324442 100 215523.939452 101 99728.174593 102 243947.579527 103 225234.653519 104 206732.171993 105 244354.342396 106 233442.553473 107 273333.141702 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9933710098266602,"96 2980375.25 97 2894157.50 98 2699264.50 99 2951666.50 100 2635184.50 101 2859026.75 102 2898698.50 103 2739367.50 104 2978891.75 105 2989423.75 106 3010020.50 107 2737553.25 Name: Valor, dtype: float64" Prefeitura Municipal de Caçapava do Sul - RS,Cota-Parte do IPVA,MLP,1.0770530700683594,"96 -60669.754346 97 195198.201253 98 747468.352248 99 124491.523465 100 328349.506736 101 526140.109518 102 514734.382170 103 583161.823449 104 548811.389231 105 589649.115261 106 665726.886380 107 -262498.003093 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,IPTU,XGBoost,0.8523216247558594,"75 85087.781250 76 85087.781250 77 84877.335938 78 84800.531250 79 72205.992188 80 69434.117188 81 69173.921875 82 65403.796875 83 66542.312500 84 65403.796875 85 65403.796875 86 68371.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,ISS,MLP,2.3789992332458496,"96 45853.649001 97 55072.615542 98 52774.805838 99 60283.263446 100 68693.318179 101 61599.238562 102 62531.047019 103 59316.510238 104 68022.277011 105 61886.314268 106 63512.632889 107 58729.636396 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,ITBI,XGBoost,2.3080642223358154,"96 79554.718750 97 85548.367188 98 88641.140625 99 108976.835938 100 112263.421875 101 80762.148438 102 101860.125000 103 78435.359375 104 101815.187500 105 123501.187500 106 78251.093750 107 110262.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do ICMS,MLP,1.5115017890930176,"96 1.157945e+06 97 1.077222e+06 98 1.073610e+06 99 1.165975e+06 100 1.072362e+06 101 1.234988e+06 102 1.270628e+06 103 1.264777e+06 104 1.355035e+06 105 1.404540e+06 106 1.472106e+06 107 1.433785e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibiaçá - RS,Cota-Parte do IPVA,MLP,0.9872946739196777,"96 -134567.671967 97 28222.018783 98 340402.120211 99 -22692.484604 100 74200.569504 101 246877.537120 102 128657.390561 103 137518.282558 104 172089.624564 105 172067.540172 106 182558.151227 107 -163729.647093 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,IPTU,MLP,0.9921715259552002,"85 96418.870090 86 60049.510722 87 -116261.544152 88 86059.345025 89 103544.618392 90 18005.777297 91 42580.153528 92 58980.517392 93 80386.055883 94 67300.488818 95 51825.071969 96 73157.059348 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,ISS,MLP,1.268167495727539,"92 30290.522872 93 37798.245998 94 33825.227753 95 38843.294711 96 33175.898152 97 39955.683511 98 40321.976260 99 36049.684201 100 41366.044472 101 39338.840396 102 18442.311691 103 35562.601654 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,ITBI,XGBoost,1.0372302532196045,"89 31316.705078 90 14717.166016 91 27909.578125 92 18107.800781 93 7197.847168 94 2735.231689 95 10019.903320 96 21140.169922 97 4836.932129 98 15015.186523 99 8869.541992 100 23653.675781 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do ICMS,XGBoost,0.880812406539917,"92 486969.53125 93 424107.21875 94 426113.46875 95 460615.40625 96 403051.15625 97 442931.34375 98 466325.03125 99 454755.25000 100 438068.84375 101 457059.84375 102 481629.65625 103 434716.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Paulo Bento - RS,Cota-Parte do IPVA,MLP,1.1820416450500488,"92 -27219.568247 93 4715.445005 94 90122.019812 95 4444.838105 96 36988.264716 97 61744.875789 98 45580.789891 99 55879.902713 100 48266.573343 101 60679.963879 102 67128.627652 103 -77723.365799 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,IPTU,MLP,0.9959559440612793,"87 128916.527732 88 62121.635284 89 -3188.121834 90 -54756.057595 91 127228.468596 92 105763.127237 93 -36408.890720 94 84027.099194 95 115083.587045 96 37121.850781 97 60121.572575 98 88819.645295 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,ISS,XGBoost,0.983313798904419,"96 56683.613281 97 42271.878906 98 55851.570312 99 55105.050781 100 47115.812500 101 57527.097656 102 43347.199219 103 36148.484375 104 55653.027344 105 44105.500000 106 57553.378906 107 40878.710938 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,ITBI,MLP,2.682035446166992,"96 73250.725999 97 86708.932106 98 51741.362147 99 87856.648839 100 105978.492967 101 72538.429194 102 43797.813053 103 94722.264397 104 66510.746329 105 78958.660586 106 85423.783923 107 42121.385500 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do ICMS,MLP,1.972029209136963,"96 9.869933e+05 97 9.237067e+05 98 9.203882e+05 99 9.977254e+05 100 9.195796e+05 101 1.057182e+06 102 1.091211e+06 103 1.089517e+06 104 1.168304e+06 105 1.214321e+06 106 1.276050e+06 107 1.248389e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barracão - RS,Cota-Parte do IPVA,MLP,1.6503636837005615,"96 15898.061146 97 38204.191574 98 100819.504212 99 27086.743644 100 54717.819956 101 89163.262139 102 84876.604688 103 93541.079229 104 101564.224584 105 104400.605171 106 113817.084660 107 -10837.503375 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,IPTU,XGBoost,0.9159109592437744,"96 8060.245605 97 11220.455078 98 11067.047852 99 8804.943359 100 8855.426758 101 7959.098633 102 7450.728027 103 7672.418945 104 8222.167969 105 9584.636719 106 9491.821289 107 7465.425781 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,ISS,XGBoost,0.9156005382537842,"96 21091.394531 97 20875.998047 98 23117.736328 99 23014.525391 100 24761.574219 101 22431.662109 102 23011.476562 103 24710.794922 104 23153.769531 105 22782.373047 106 25542.087891 107 21843.535156 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,ITBI,MLP,1.1689798831939697,"96 14389.677386 97 14385.534202 98 23936.684958 99 12523.737979 100 23428.856230 101 21129.205291 102 20326.705137 103 25724.218191 104 27715.014883 105 27704.785876 106 32023.146683 107 16384.465476 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do ICMS,MLP,0.8256254196166992,"96 526425.985999 97 524150.299087 98 545410.209937 99 538906.179000 100 566108.720701 101 595323.410226 102 547659.557474 103 615279.520307 104 607245.424977 105 633413.118772 106 714731.338743 107 667183.568790 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Inhacorá - RS,Cota-Parte do IPVA,XGBoost,1.0132818222045898,"96 83126.234375 97 83126.234375 98 83126.234375 99 162305.421875 100 162305.421875 101 162323.765625 102 162323.765625 103 162323.765625 104 162323.765625 105 162323.765625 106 162323.765625 107 162323.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,IPTU,MLP,1.2205066680908203,"96 -3074.396508 97 15693.296220 98 23109.971451 99 14534.746094 100 12928.193343 101 21835.422845 102 25150.488750 103 22677.311944 104 22697.038381 105 24182.393942 106 25648.313694 107 27612.680261 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,ISS,SARIMAX,1.035383939743042,"96 58626.503906 97 64826.988281 98 74136.554688 99 74073.257812 100 60991.078125 101 54718.371094 102 59867.792969 103 58609.425781 104 58403.511719 105 55126.605469 106 44897.574219 107 47436.078125 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,ITBI,MLP,1.206803798675537,"82 7371.466324 83 10465.967146 84 5245.942365 85 7792.460646 86 8838.734246 87 5321.797076 88 11686.777787 89 12280.622889 90 9908.474811 91 11058.021935 92 13028.244533 93 13812.440707 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do ICMS,MLP,1.1093711853027344,"96 451978.094006 97 422594.634991 98 421169.827206 99 457861.798976 100 422611.862508 101 486014.226134 102 502115.310504 103 501212.016231 104 537765.769233 105 559195.012012 106 587607.687389 107 575318.187637 Name: Valor, dtype: float64" Prefeitura Municipal de Tabaí - RS,Cota-Parte do IPVA,MLP,0.9893944263458252,"96 19043.034755 97 48559.512976 98 80223.215384 99 23444.450953 100 46861.902860 101 87246.048536 102 86476.345662 103 90601.516836 104 96799.205938 105 103261.402091 106 113546.149548 107 15591.942548 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,IPTU,SARIMAX,1.067178726196289,"87 42631.980469 88 44450.113281 89 40856.250000 90 41110.054688 91 66837.101562 92 14743.550781 93 14743.550781 94 40822.445312 95 12227.145508 96 38809.246094 97 42522.507812 98 41314.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,ISS,XGBoost,1.400588035583496,"96 32631.802734 97 33749.562500 98 32639.560547 99 32639.560547 100 32347.726562 101 32382.521484 102 24872.785156 103 35551.628906 104 28441.298828 105 30922.189453 106 28725.373047 107 31261.541016 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,ITBI,XGBoost,1.3583991527557373,"93 13441.235352 94 35175.335938 95 35236.371094 96 30946.488281 97 8639.949219 98 8579.242188 99 8394.860352 100 26009.287109 101 15478.140625 102 21400.888672 103 10724.621094 104 26299.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do ICMS,MLP,0.9724814891815186,"96 679227.550567 97 636873.114239 98 614631.399518 99 684970.050857 100 610103.853557 101 711100.383383 102 740278.772281 103 733628.789527 104 787316.244598 105 815406.413107 106 854298.072376 107 937067.864273 Name: Valor, dtype: float64" Prefeitura Municipal de Caseiros - RS,Cota-Parte do IPVA,MLP,0.9327564239501953,"95 -77605.063614 96 -95962.983193 97 243342.346972 98 31276.011593 99 -52711.378918 100 103530.859781 101 96218.952658 102 133097.170628 103 121265.344207 104 90342.252629 105 153763.756433 106 -339265.543866 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,IPTU,HWES,1.1813998222351074,"94 259163.781250 95 191022.703125 96 72120.531250 97 219382.937500 98 165033.046875 99 217812.187500 100 221930.453125 101 318018.750000 102 250990.625000 103 316707.062500 104 316692.937500 105 183087.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,ISS,MLP,0.8668951988220215,"96 263812.852858 97 270101.290094 98 215116.673619 99 233554.048174 100 303250.847462 101 247437.364612 102 299651.967135 103 315000.546225 104 301709.976643 105 335082.837461 106 304952.363519 107 -5785.533761 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,ITBI,XGBoost,0.9159212112426758,"96 72471.804688 97 82238.953125 98 82264.882812 99 58605.281250 100 56369.804688 101 48010.015625 102 76211.914062 103 46297.210938 104 62788.835938 105 62904.562500 106 81620.687500 107 61962.042969 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do ICMS,XGBoost,1.0825574398040771,"96 711163.50000 97 850188.00000 98 593800.12500 99 699647.37500 100 605541.43750 101 517179.12500 102 592783.50000 103 506421.03125 104 433234.87500 105 479456.96875 106 437092.68750 107 602511.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Sobradinho - RS,Cota-Parte do IPVA,MLP,1.8476653099060059,"96 110790.886896 97 129079.418426 98 427141.069637 99 192488.612915 100 410239.514334 101 408684.973540 102 351315.118745 103 460002.546500 104 206037.482230 105 494188.101751 106 557205.736796 107 41470.236625 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,IPTU,XGBoost,1.6148037910461426,"93 77207.867188 94 66872.351562 95 64850.664062 96 78176.226562 97 62439.140625 98 52634.535156 99 64592.484375 100 64592.484375 101 66490.648438 102 64592.484375 103 66490.648438 104 64642.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,ISS,XGBoost,1.8347630500793457,"96 23558.488281 97 25028.083984 98 24106.830078 99 22300.740234 100 24173.052734 101 22842.314453 102 19876.443359 103 22236.335938 104 17422.425781 105 22263.708984 106 25324.800781 107 18915.726562 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,ITBI,MLP,1.1223673820495605,"96 51389.585735 97 49556.241537 98 44569.819794 99 56813.390750 100 41254.096280 101 61420.132683 102 51246.273999 103 11256.061808 104 64338.332001 105 67406.394107 106 9476.580062 107 53353.333484 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do ICMS,XGBoost,0.9693758487701416,"96 549297.25000 97 476121.28125 98 474788.03125 99 505102.46875 100 470620.46875 101 479963.43750 102 501554.62500 103 477466.59375 104 483230.71875 105 497546.46875 106 497418.28125 107 470907.46875 Name: Valor, dtype: float64" Prefeitura Municipal de Brochier - RS,Cota-Parte do IPVA,MLP,1.0200417041778564,"96 -62051.445761 97 1166.315981 98 240119.975393 99 -24900.991683 100 56702.476454 101 192590.342592 102 74458.190415 103 94786.029532 104 137375.274417 105 123168.359499 106 131623.722394 107 -135862.629517 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,IPTU,MLP,0.9982388019561768,"93 229974.931110 94 179940.360671 95 -192034.591934 96 227817.160435 97 255585.356911 98 161237.770399 99 199523.738391 100 176452.182332 101 247958.464723 102 245283.426485 103 179183.707527 104 247646.926891 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,ISS,MLP,0.8984320163726807,"96 167572.243337 97 178609.958606 98 178385.634046 99 180124.344315 100 174064.146169 101 179794.553871 102 167071.592196 103 157043.345307 104 176040.180665 105 143293.796562 106 169034.832057 107 148739.324754 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,ITBI,XGBoost,1.135876178741455,"96 84427.078125 97 107483.734375 98 76354.164062 99 88166.914062 100 85041.773438 101 56367.175781 102 64923.437500 103 67600.406250 104 74486.828125 105 55151.335938 106 57812.355469 107 71850.257812 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do ICMS,XGBoost,0.9807167053222656,"96 1.181470e+06 97 1.057165e+06 98 9.630287e+05 99 1.160480e+06 100 9.030906e+05 101 1.042781e+06 102 1.053245e+06 103 1.059067e+06 104 1.054184e+06 105 1.063177e+06 106 1.082390e+06 107 9.295989e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Vicente do Sul - RS,Cota-Parte do IPVA,MLP,1.3686301708221436,"96 -17984.180709 97 72821.844573 98 137840.208519 99 44187.950854 100 55047.302262 101 123896.883777 102 146178.140247 103 146264.684615 104 137468.715105 105 162266.213325 106 173408.067865 107 -38026.561745 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,IPTU,MLP,1.5651350021362305,"96 1.249931e+06 97 -3.809173e+05 98 1.108245e+06 99 1.730232e+06 100 1.368306e+06 101 1.486319e+06 102 1.409230e+06 103 1.614575e+06 104 1.763970e+06 105 1.773685e+06 106 1.824081e+06 107 1.777879e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,ISS,MLP,2.2357282638549805,"96 1.180470e+06 97 1.312981e+06 98 1.299487e+06 99 1.242439e+06 100 1.256847e+06 101 1.306028e+06 102 1.302304e+06 103 1.347423e+06 104 1.319474e+06 105 1.241826e+06 106 1.415456e+06 107 1.155972e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,ITBI,MLP,1.8078298568725586,"96 1.108716e+06 97 9.224749e+05 98 6.111756e+05 99 1.216235e+06 100 1.271700e+06 101 1.082668e+06 102 3.010683e+05 103 1.039204e+06 104 1.358754e+06 105 1.127271e+06 106 1.371528e+06 107 1.249837e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do ICMS,MLP,1.3270833492279053,"96 7.694316e+06 97 7.192466e+06 98 7.176000e+06 99 7.783528e+06 100 7.175629e+06 101 8.254057e+06 102 8.528450e+06 103 8.517334e+06 104 9.139345e+06 105 9.510054e+06 106 1.000522e+07 107 9.796607e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alegrete - RS,Cota-Parte do IPVA,MLP,1.4473838806152344,"96 2.012592e+05 97 6.182516e+05 98 1.293914e+06 99 2.833940e+05 100 7.855419e+05 101 1.228874e+06 102 1.137111e+06 103 1.337463e+06 104 1.404991e+06 105 1.472649e+06 106 1.619867e+06 107 7.153091e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,IPTU,MLP,1.6719565391540527,"91 15603.085461 92 12987.614186 93 1077.472691 94 9035.790856 95 8925.611291 96 12327.250470 97 13449.851717 98 10473.546411 99 12581.599949 100 13609.719875 101 13886.569518 102 14857.242925 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,ISS,XGBoost,0.9010581970214844,"96 68736.546875 97 104671.343750 98 104749.218750 99 122943.109375 100 49113.835938 101 123209.171875 102 133489.796875 103 51401.699219 104 133546.125000 105 133546.125000 106 133546.125000 107 49180.050781 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,ITBI,XGBoost,1.0080819129943848,"94 44462.695312 95 100253.570312 96 88711.781250 97 136078.781250 98 145767.031250 99 94261.546875 100 23414.228516 101 92889.203125 102 157212.281250 103 96060.468750 104 18506.396484 105 129460.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do ICMS,MLP,0.9541225433349609,"96 8.177697e+05 97 7.641608e+05 98 7.599669e+05 99 8.196763e+05 100 7.517233e+05 101 8.637645e+05 102 8.890183e+05 103 8.859970e+05 104 9.488956e+05 105 9.849189e+05 106 1.033810e+06 107 1.008112e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Garruchos - RS,Cota-Parte do IPVA,MLP,1.1234447956085205,"96 1603.954150 97 17664.572653 98 23767.036247 99 9701.958435 100 11141.714207 101 26144.281746 102 29822.959218 103 28692.470391 104 31097.801886 105 34766.937573 106 37035.855350 107 11642.689126 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,IPTU,XGBoost,1.144535779953003,"83 89456.375000 84 90383.484375 85 90781.171875 86 65095.265625 87 158017.578125 88 68593.375000 89 35744.191406 90 35165.105469 91 34803.140625 92 69202.210938 93 24405.214844 94 43451.816406 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,ISS,MLP,2.2277324199676514,"96 49664.545088 97 57406.462674 98 59508.710288 99 58292.161517 100 65371.678413 101 69830.222550 102 61557.981322 103 68542.402029 104 39069.053765 105 60958.621215 106 62958.700409 107 40506.897040 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,ITBI,XGBoost,2.14339280128479,"96 30710.107422 97 31341.892578 98 41119.347656 99 39044.566406 100 39175.761719 101 39192.019531 102 40763.648438 103 41994.503906 104 41978.250000 105 48541.609375 106 48524.125000 107 42123.839844 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do ICMS,XGBoost,1.6625194549560547,"96 731899.4375 97 721959.1250 98 636457.9375 99 724923.3750 100 587685.0000 101 694616.9375 102 711578.9375 103 716054.5625 104 728356.5625 105 730839.0625 106 730968.7500 107 637659.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Quinze de Novembro - RS,Cota-Parte do IPVA,MLP,1.1094205379486084,"96 39788.844498 97 45985.482800 98 121765.551717 99 34661.608284 100 118746.883863 101 113730.042211 102 99375.447117 103 -5275.844418 104 129365.623010 105 167385.894354 106 116537.410833 107 -46644.133815 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,IPTU,XGBoost,1.1040081977844238,"95 1.312228e+06 96 1.614896e+06 97 1.684113e+06 98 6.834139e+05 99 6.546258e+05 100 5.921344e+05 101 1.245737e+06 102 1.556671e+06 103 1.679646e+06 104 1.634937e+06 105 1.718420e+06 106 1.360621e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,ISS,MLP,0.9520347118377686,"96 3.710189e+06 97 3.242793e+06 98 4.120847e+06 99 4.015000e+06 100 3.938834e+06 101 3.633851e+06 102 3.338143e+06 103 3.019699e+06 104 4.182550e+06 105 1.868383e+06 106 3.197347e+06 107 2.941172e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,ITBI,MLP,0.9458615779876709,"95 605644.904517 96 680009.474681 97 645994.164214 98 719883.672406 99 496463.860472 100 379294.691566 101 736911.843774 102 725532.763441 103 677522.834987 104 450110.849924 105 601221.871909 106 726511.740735 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do ICMS,MLP,0.9638381004333496,"96 1.537124e+07 97 1.439932e+07 98 1.431509e+07 99 1.535524e+07 100 1.405307e+07 101 1.613161e+07 102 1.658300e+07 103 1.653610e+07 104 1.770101e+07 105 1.837313e+07 106 1.928680e+07 107 1.882385e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Guaíba - RS,Cota-Parte do IPVA,XGBoost,1.008185863494873,"96 1891391.625 97 2182732.750 98 2689923.750 99 2018462.875 100 2008834.375 101 2491965.000 102 2495427.250 103 2580274.000 104 2637158.000 105 2627950.250 106 2634305.000 107 2542363.500 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,IPTU,MLP,0.9932253360748291,"88 64983.531539 89 43059.506307 90 25966.724851 91 35585.550253 92 -5711.152008 93 25002.158817 94 67732.379538 95 29648.384072 96 17338.511773 97 37916.652453 98 54451.986693 99 43206.953552 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,ISS,XGBoost,1.133744716644287,"96 18465.402344 97 18149.097656 98 13581.215820 99 11778.719727 100 12739.208008 101 14486.370117 102 17916.164062 103 13260.345703 104 13325.156250 105 13966.060547 106 12724.449219 107 11756.436523 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,ITBI,XGBoost,1.8720171451568604,"95 73178.710938 96 84524.382812 97 89885.976562 98 89802.851562 99 104436.289062 100 49686.464844 101 104482.328125 102 48696.710938 103 54402.671875 104 48696.710938 105 104427.460938 106 55913.378906 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do ICMS,MLP,1.8018312454223633,"96 1.568384e+06 97 1.317919e+06 98 1.385577e+06 99 1.627771e+06 100 1.551273e+06 101 1.964760e+06 102 2.161090e+06 103 2.284697e+06 104 2.610532e+06 105 2.921658e+06 106 3.271315e+06 107 3.622818e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pontão - RS,Cota-Parte do IPVA,MLP,1.0746562480926514,"96 -267931.279273 97 246580.045529 98 330515.481321 99 -160011.234886 100 49480.387490 101 325627.885737 102 104743.166923 103 -2366.576725 104 170743.873632 105 229205.028849 106 105919.680858 107 -15675.375063 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,IPTU,MLP,1.0857443809509277,"86 73697.532145 87 60986.235054 88 55919.266478 89 56979.038077 90 61315.969053 91 72747.876268 92 16528.376723 93 -12340.449218 94 38585.765815 95 58477.083404 96 61015.122169 97 51371.933495 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,ISS,MLP,1.4109008312225342,"96 68209.502167 97 67764.450410 98 66724.781674 99 60782.958397 100 59180.642852 101 64600.042022 102 63100.350104 103 48490.211723 104 62437.353266 105 55914.016781 106 64820.266842 107 59120.124501 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,ITBI,XGBoost,1.3990533351898193,"96 9102.775391 97 15208.608398 98 17592.160156 99 13553.043945 100 15174.139648 101 31275.681641 102 13971.268555 103 28642.578125 104 34679.292969 105 19190.371094 106 29429.941406 107 19030.542969 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do ICMS,MLP,1.1331582069396973,"96 722429.088181 97 724398.717233 98 721434.282996 99 771337.265117 100 712402.668723 101 813095.904083 102 837683.782143 103 838516.174230 104 895990.532451 105 928934.974187 106 974040.435952 107 947489.117550 Name: Valor, dtype: float64" Prefeitura Municipal de Ametista do Sul - RS,Cota-Parte do IPVA,XGBoost,1.0306456089019775,"96 186010.375000 97 190210.484375 98 192307.421875 99 193125.062500 100 178889.921875 101 190978.203125 102 211999.203125 103 210211.625000 104 200800.390625 105 234698.031250 106 243851.062500 107 235966.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,IPTU,AR,1.1068453788757324,"96 401610.25000 97 397917.50000 98 351161.75000 99 359909.90625 100 388098.28125 101 382623.59375 102 374853.65625 103 364239.40625 104 363145.75000 105 383479.50000 106 422301.09375 107 402058.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,ISS,MLP,1.7186620235443115,"96 1.027481e+06 97 5.598135e+05 98 1.221235e+06 99 1.124826e+06 100 1.179751e+06 101 1.455958e+06 102 1.336371e+06 103 1.472153e+06 104 1.582843e+06 105 1.613736e+06 106 1.702571e+06 107 5.601960e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,ITBI,MLP,1.8293414115905762,"96 721388.258335 97 534161.234316 98 294469.829483 99 610320.803087 100 488976.124185 101 257272.554576 102 659696.982455 103 593719.849312 104 336300.576975 105 655867.883174 106 706957.003569 107 558931.723398 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do ICMS,MLP,1.584101676940918,"96 7.114606e+06 97 6.657985e+06 98 6.705373e+06 99 7.307310e+06 100 6.846625e+06 101 7.855942e+06 102 8.179323e+06 103 8.254936e+06 104 8.864765e+06 105 9.265290e+06 106 9.763725e+06 107 9.698975e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Vitória do Palmar - RS,Cota-Parte do IPVA,MLP,2.3024184703826904,"96 -48132.822016 97 340055.567417 98 731467.150632 99 228434.080808 100 497665.845409 101 576071.669295 102 605019.472843 103 690704.271734 104 682367.626481 105 747969.440072 106 787163.817539 107 -45156.584613 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,IPTU,MLP,1.772390604019165,"94 1.023440e+06 95 5.468638e+05 96 4.231889e+04 97 6.501960e+05 98 -3.313242e+05 99 9.712938e+05 100 9.395627e+05 101 -9.485262e+04 102 7.256394e+05 103 8.414530e+05 104 3.908178e+05 105 6.107308e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,ISS,MLP,1.5548419952392578,"96 1.034636e+06 97 1.012001e+06 98 1.006217e+06 99 1.036021e+06 100 1.066315e+06 101 1.021113e+06 102 1.064362e+06 103 9.789843e+05 104 9.804729e+05 105 1.002060e+06 106 1.022879e+06 107 9.265156e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,ITBI,MLP,0.9411771297454834,"96 180114.317726 97 596697.607121 98 330423.114467 99 514396.133412 100 409211.142109 101 340927.524715 102 547959.512637 103 323260.681601 104 396028.952139 105 498725.920754 106 -133969.026543 107 502693.766823 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do ICMS,MLP,1.014242172241211,"96 3.651133e+06 97 3.418791e+06 98 3.400534e+06 99 3.663981e+06 100 3.363657e+06 101 3.863005e+06 102 3.975934e+06 103 3.967914e+06 104 4.246707e+06 105 4.408198e+06 106 4.628572e+06 107 4.516367e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirubá - RS,Cota-Parte do IPVA,MLP,1.0091345310211182,"96 2.936462e+04 97 4.033919e+05 98 1.123501e+06 99 3.057268e+05 100 1.864644e+05 101 8.602762e+05 102 8.805521e+05 103 9.095786e+05 104 9.477659e+05 105 1.011873e+06 106 1.142493e+06 107 -3.758187e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,IPTU,MLP,1.3719654083251953,"90 1.607088e+06 91 4.625940e+05 92 1.475782e+05 93 1.653670e+06 94 7.796273e+05 95 1.257637e+05 96 -1.172711e+06 97 2.905904e+06 98 1.099824e+06 99 -1.731928e+06 100 2.608254e+06 101 1.577103e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,ISS,XGBoost,0.9770991802215576,"96 841178.1250 97 849342.2500 98 837901.6875 99 838488.3125 100 838488.3125 101 838356.0000 102 838734.2500 103 838734.2500 104 838279.9375 105 838279.9375 106 837901.6875 107 837901.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,ITBI,MLP,2.063154697418213,"95 289750.463289 96 165233.138962 97 307242.447978 98 339901.599325 99 224851.624455 100 350668.135401 101 345189.946231 102 372653.166456 103 163993.571144 104 163189.947973 105 174580.726959 106 302565.548486 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do ICMS,MLP,1.983947992324829,"96 5.215351e+06 97 4.834406e+06 98 4.801073e+06 99 5.186979e+06 100 4.738112e+06 101 5.450054e+06 102 5.600501e+06 103 5.540957e+06 104 5.934941e+06 105 6.148203e+06 106 6.425666e+06 107 6.249006e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Horizontina - RS,Cota-Parte do IPVA,MLP,1.865776538848877,"96 -399886.315793 97 194089.180868 98 973630.711502 99 90785.849837 100 321939.127958 101 651077.640826 102 549090.074913 103 576042.792606 104 549129.316509 105 618007.388947 106 685918.680209 107 -350046.988835 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,IPTU,XGBoost,1.9847557544708252,"94 16101.367188 95 20329.396484 96 22614.851562 97 20845.814453 98 20746.322266 99 7080.257812 100 16973.458984 101 16444.214844 102 16854.205078 103 8645.154297 104 8626.030273 105 17878.900391 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,ISS,MLP,0.9569628238677979,"96 38681.093856 97 13844.399094 98 40245.908541 99 30691.599668 100 36654.497634 101 35123.045401 102 30122.142950 103 39275.413010 104 31532.818336 105 31780.254501 106 39385.254555 107 34347.477736 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,ITBI,XGBoost,1.611870527267456,"96 5046.178223 97 5554.044434 98 7055.781738 99 1989.590942 100 3148.547363 101 2713.225098 102 2369.399170 103 4737.646484 104 5199.457520 105 5028.180664 106 5866.203125 107 3951.887695 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do ICMS,MLP,0.985306978225708,"95 9.073380e+05 96 8.483192e+05 97 8.436189e+05 98 9.120549e+05 99 8.385505e+05 100 9.633336e+05 101 9.913880e+05 102 9.885811e+05 103 1.057119e+06 104 1.095928e+06 105 1.149103e+06 106 1.119048e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador das Missões - RS,Cota-Parte do IPVA,MLP,1.1517577171325684,"94 -105459.518023 95 -5302.385849 96 186379.227311 97 -8087.131273 98 67009.950285 99 113270.960197 100 66746.673500 101 97388.230000 102 85607.876052 103 93222.034920 104 109044.427830 105 -159051.322428 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,IPTU,MLP,1.2044377326965332,"92 1.567800e+06 93 1.409318e+06 94 5.695448e+05 95 2.373001e+05 96 1.545118e+06 97 1.503852e+06 98 1.441085e+06 99 1.530171e+06 100 1.512429e+06 101 1.495579e+06 102 1.727187e+06 103 1.893335e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,ISS,MLP,1.137906789779663,"96 1.652236e+06 97 1.159314e+06 98 2.250433e+06 99 1.958600e+06 100 1.687211e+06 101 1.909615e+06 102 1.732486e+06 103 1.847617e+06 104 1.824587e+06 105 -5.098485e+05 106 1.555817e+06 107 2.082436e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,ITBI,MLP,1.6156489849090576,"96 7.748833e+05 97 7.186732e+05 98 7.477197e+05 99 6.831387e+05 100 7.865199e+05 101 8.802135e+05 102 8.497689e+05 103 8.042294e+05 104 9.700048e+05 105 6.230179e+05 106 1.060193e+06 107 9.695770e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do ICMS,XGBoost,2.0964865684509277,"96 3826527.25 97 3019035.50 98 3113090.00 99 3065697.75 100 2754685.50 101 2926016.25 102 2937764.25 103 2898884.50 104 3479839.50 105 3409215.50 106 3476219.25 107 3112567.25 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Santa Rita - RS,Cota-Parte do IPVA,MLP,1.9066534042358398,"96 -151009.263771 97 443811.118960 98 834598.447516 99 179880.969302 100 425538.040602 101 603826.285420 102 691079.802350 103 810803.742756 104 695040.183750 105 781031.569073 106 881179.298802 107 220975.568698 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,IPTU,XGBoost,1.2940118312835693,"96 479497.15625 97 467989.50000 98 463323.68750 99 471952.25000 100 443895.62500 101 441181.43750 102 478361.62500 103 471143.12500 104 474946.81250 105 488361.56250 106 486600.84375 107 477082.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,ISS,MLP,1.1983349323272705,"96 1.043967e+06 97 1.128027e+06 98 1.098720e+06 99 1.154405e+06 100 1.085557e+06 101 1.092203e+06 102 1.139264e+06 103 1.075944e+06 104 1.150455e+06 105 1.097028e+06 106 1.064114e+06 107 1.101070e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,ITBI,MLP,1.0288128852844238,"96 428979.038781 97 472912.617075 98 517071.174945 99 515255.165464 100 578857.599423 101 373065.355672 102 544884.649299 103 478135.102718 104 569698.633495 105 577431.148470 106 516174.386427 107 424533.552677 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do ICMS,MLP,0.908954381942749,"96 2.430217e+06 97 2.260113e+06 98 2.254162e+06 99 2.457718e+06 100 2.264651e+06 101 2.608609e+06 102 2.699541e+06 103 2.685714e+06 104 2.889954e+06 105 3.012410e+06 106 3.164019e+06 107 3.109261e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Taquara - RS,Cota-Parte do IPVA,MLP,0.9760417938232422,"96 3.692917e+05 97 5.031935e+05 98 1.184033e+06 99 2.152649e+05 100 6.287597e+05 101 1.235952e+06 102 1.044717e+06 103 1.081798e+06 104 1.199643e+06 105 1.281261e+06 106 1.376428e+06 107 1.230304e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,IPTU,XGBoost,1.75278639793396,"91 102005.960938 92 74360.031250 93 72565.500000 94 64882.703125 95 51542.015625 96 51600.843750 97 63171.105469 98 63063.523438 99 52259.617188 100 75275.812500 101 74446.085938 102 71347.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,ISS,MLP,1.0908784866333008,"96 93115.861955 97 78179.824784 98 98797.024518 99 103921.373166 100 104561.748433 101 110875.962589 102 108190.978292 103 83667.945805 104 99527.110486 105 116596.780662 106 115459.654978 107 101074.167362 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,ITBI,MLP,2.2922935485839844,"96 156616.929058 97 170137.285561 98 142178.367987 99 161440.503796 100 -57857.683640 101 105061.389378 102 99981.115311 103 139634.130815 104 145774.652604 105 135084.297702 106 140718.163885 107 154264.045371 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do ICMS,MLP,1.427269697189331,"96 1.619749e+06 97 1.389989e+06 98 1.392221e+06 99 2.464013e+06 100 2.059345e+06 101 2.420963e+06 102 2.864009e+06 103 3.044673e+06 104 3.541779e+06 105 4.154096e+06 106 4.649205e+06 107 5.254054e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Catuípe - RS,Cota-Parte do IPVA,MLP,3.7103443145751953,"96 -56120.560586 97 97272.708396 98 266480.957040 99 174004.941517 100 30889.416406 101 197787.434613 102 257949.696207 103 200701.238529 104 222471.350887 105 232719.448613 106 255012.538518 107 -69941.830118 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,IPTU,SARIMAX,1.428887128829956,"94 303525.062500 95 261698.250000 96 232416.343750 97 167476.750000 98 153303.359375 99 150649.859375 100 162485.203125 101 216563.468750 102 218083.546875 103 235470.765625 104 195786.640625 105 218079.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,ISS,XGBoost,1.057974100112915,"96 229893.500000 97 239100.234375 98 255839.062500 99 237414.046875 100 289269.031250 101 323030.718750 102 322752.218750 103 316502.468750 104 326248.218750 105 326248.218750 106 292486.562500 107 296485.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,ITBI,MLP,1.3010098934173584,"96 164678.003201 97 207347.128508 98 180174.442864 99 250904.667494 100 138269.410254 101 181376.513718 102 217943.020349 103 194496.144720 104 207298.731860 105 222264.610806 106 136464.914136 107 246463.444980 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do ICMS,MLP,1.407348394393921,"96 2.690763e+06 97 2.477193e+06 98 2.472627e+06 99 2.711179e+06 100 2.514585e+06 101 2.905240e+06 102 3.021274e+06 103 3.030798e+06 104 3.268702e+06 105 3.422709e+06 106 3.618231e+06 107 3.610823e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Candelária - RS,Cota-Parte do IPVA,MLP,2.0154967308044434,"96 -153501.752184 97 148575.214699 98 669829.023562 99 126696.366742 100 261272.629812 101 590822.352706 102 511238.691033 103 523632.225131 104 565146.986033 105 596823.893569 106 631064.188641 107 -295533.926913 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,IPTU,XGBoost,1.976632833480835,"94 22847.048828 95 21926.861328 96 12728.024414 97 4668.806152 98 6544.972656 99 7339.555664 100 6408.708984 101 11170.104492 102 14551.993164 103 16016.137695 104 20827.490234 105 20554.402344 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,ISS,XGBoost,0.941021203994751,"96 19493.777344 97 19562.552734 98 19769.585938 99 19752.849609 100 19752.849609 101 21663.376953 102 21663.376953 103 21663.376953 104 21669.332031 105 23677.580078 106 23671.625000 107 23671.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,ITBI,XGBoost,1.5531680583953857,"93 3872.116211 94 6822.500977 95 3173.223633 96 7185.469238 97 5909.112793 98 4748.798828 99 3798.967773 100 6145.651855 101 6659.844238 102 6441.878906 103 7408.928223 104 4874.850586 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do ICMS,XGBoost,1.0976438522338867,"96 625374.5625 97 611359.5000 98 575115.0625 99 613414.3750 100 576767.8125 101 591730.7500 102 618825.0000 103 610325.4375 104 627078.9375 105 641915.8750 106 672407.3750 107 579993.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Travesseiro - RS,Cota-Parte do IPVA,XGBoost,1.2254056930541992,"95 23337.365234 96 24218.210938 97 36259.265625 98 37540.984375 99 36922.339844 100 22158.820312 101 41376.605469 102 26774.445312 103 45085.503906 104 26743.505859 105 45568.414062 106 20995.267578 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,IPTU,MLP,0.9371428489685059,"91 2.654942e+06 92 1.484779e+06 93 2.885031e+05 94 -1.281934e+06 95 2.497333e+06 96 2.445348e+06 97 -2.094714e+04 98 1.223245e+06 99 2.238518e+06 100 1.620231e+06 101 1.393023e+06 102 1.566807e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,ISS,AR,1.966275691986084,"96 1546123.125 97 1425475.625 98 1546123.125 99 1546446.375 100 1549350.125 101 1549350.125 102 1549350.125 103 1549350.125 104 1549350.125 105 1535655.625 106 1549350.125 107 1549350.125 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,ITBI,MLP,1.7261922359466553,"90 394849.000680 91 393219.429810 92 483334.379087 93 415492.243074 94 397142.294267 95 296581.186103 96 450598.266050 97 564025.764267 98 429757.611562 99 463601.873662 100 480506.179623 101 512153.416546 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do ICMS,XGBoost,1.832369327545166,"96 5106986.5 97 4952709.0 98 4984450.5 99 4998376.5 100 4938741.5 101 4513848.0 102 4943634.0 103 4952667.5 104 4952709.0 105 4952882.0 106 5108100.0 107 5330612.0 Name: Valor, dtype: float64" Prefeitura Municipal de Marau - RS,Cota-Parte do IPVA,MLP,2.24456787109375,"96 -3.242759e+05 97 3.017443e+05 98 2.141237e+06 99 2.057279e+05 100 8.359605e+05 101 1.637439e+06 102 1.183039e+06 103 1.379135e+06 104 1.437740e+06 105 1.494414e+06 106 1.650346e+06 107 -8.700426e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,IPTU,MLP,1.4831416606903076,"96 447976.265825 97 204346.396049 98 71421.306983 99 239559.112112 100 -166118.060663 101 413571.673056 102 345799.455539 103 -81712.665374 104 298597.702598 105 385985.919097 106 151315.799781 107 213078.127923 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,ISS,XGBoost,0.9613897800445557,"96 74781.421875 97 77874.171875 98 83861.828125 99 85330.906250 100 71745.601562 101 82915.421875 102 85135.484375 103 85135.484375 104 75931.015625 105 84215.789062 106 86756.210938 107 72285.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,ITBI,MLP,1.0958712100982666,"96 96398.841162 97 108281.648291 98 121434.415233 99 129267.678531 100 101670.897670 101 112925.856925 102 105302.479084 103 41181.935596 104 89727.406129 105 67244.706192 106 79845.206097 107 119144.562257 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do ICMS,MLP,1.084045171737671,"96 659871.238118 97 613840.338196 98 608997.870463 99 657276.332727 100 600474.166669 101 690044.467505 102 708637.724840 103 703657.423581 104 753071.262795 105 779597.115444 106 816688.749213 107 791925.904797 Name: Valor, dtype: float64" Prefeitura Municipal de Morro Reuter - RS,Cota-Parte do IPVA,MLP,1.072906494140625,"96 -226376.599153 97 1889.555020 98 548205.359705 99 -109269.946123 100 73294.511681 101 404258.537851 102 85158.010475 103 155347.997803 104 269109.690814 105 178617.783297 106 220151.140116 107 -290198.703234 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,IPTU,XGBoost,1.0463407039642334,"93 136904.765625 94 145582.859375 95 197776.093750 96 195307.968750 97 199974.421875 98 217010.968750 99 217194.093750 100 217194.093750 101 216975.140625 102 212224.046875 103 212224.046875 104 212224.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,ISS,XGBoost,0.9295773506164551,"96 41534.453125 97 46414.371094 98 44666.250000 99 47451.839844 100 49688.378906 101 49124.683594 102 49401.398438 103 44136.207031 104 41348.578125 105 38310.054688 106 40865.437500 107 43770.625000 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,ITBI,MLP,1.6920485496520996,"96 106676.084745 97 74128.264305 98 32829.365181 99 87581.189367 100 89369.288334 101 87408.059522 102 74144.882236 103 68837.105116 104 96176.637351 105 90375.816590 106 93242.233811 107 87982.051114 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do ICMS,MLP,1.945455551147461,"96 8.269467e+05 97 7.766856e+05 98 7.747053e+05 99 8.405800e+05 100 7.776615e+05 101 8.931648e+05 102 9.227273e+05 103 9.239075e+05 104 9.902384e+05 105 1.029574e+06 106 1.082958e+06 107 1.061229e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guarani das Missões - RS,Cota-Parte do IPVA,XGBoost,1.7205278873443604,"96 86504.203125 97 74222.570312 98 74222.570312 99 67406.468750 100 82294.234375 101 90496.820312 102 83854.546875 103 81283.492188 104 79914.734375 105 74981.656250 106 74981.656250 107 60975.019531 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,IPTU,MLP,1.7886872291564941,"82 204522.165977 83 201167.192049 84 116283.726905 85 155599.931331 86 164161.956011 87 -256845.376827 88 232039.252944 89 295944.283598 90 16001.420823 91 102938.083699 92 165812.741163 93 208431.624574 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,ISS,MLP,0.8688886165618896,"87 64591.551930 88 68302.258606 89 72868.028533 90 67850.697490 91 72459.084249 92 73959.713063 93 66375.168720 94 73000.908006 95 70393.923000 96 76405.435885 97 79313.956872 98 75969.817478 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,ITBI,MLP,0.981325626373291,"87 -203679.024200 88 159919.175077 89 226970.299530 90 154977.192739 91 -20296.590324 92 22828.211115 93 227041.593206 94 273439.373847 95 156582.117847 96 155545.764663 97 190716.051449 98 248029.537465 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do ICMS,MLP,1.0239262580871582,"87 592633.991238 88 755826.992867 89 707013.558199 90 689650.180193 91 750181.104838 92 668705.246247 93 765013.180602 94 792935.522347 95 783888.024863 96 837279.944279 97 868722.646255 98 905008.821044 Name: Valor, dtype: float64" Prefeitura Municipal de Tucunduva - RS,Cota-Parte do IPVA,XGBoost,1.0686414241790771,"86 83591.890625 87 84321.523438 88 96808.945312 89 105133.218750 90 43742.980469 91 32239.455078 92 82092.984375 93 77144.812500 94 83057.843750 95 70497.195312 96 87586.601562 97 94978.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,IPTU,SARIMAX,1.238945722579956,"89 23264.609375 90 41671.738281 91 46364.773438 92 46359.839844 93 27953.935547 94 23940.376953 95 20688.498047 96 19868.035156 97 23219.103516 98 42628.207031 99 27911.707031 100 41383.167969 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,ISS,XGBoost,1.6754436492919922,"96 21859.244141 97 21678.960938 98 22657.322266 99 22657.322266 100 21678.960938 101 21328.722656 102 27528.294922 103 27528.294922 104 27528.294922 105 27528.294922 106 27528.294922 107 27528.294922 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,ITBI,XGBoost,0.8902826309204102,"94 22283.869141 95 27789.828125 96 25276.605469 97 40309.800781 98 14951.175781 99 28173.541016 100 40201.882812 101 28811.972656 102 28983.957031 103 37646.000000 104 37789.558594 105 16454.355469 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do ICMS,MLP,0.9668254852294922,"96 544336.428921 97 510522.770496 98 510283.442340 99 555812.489265 100 515083.872309 101 592602.621440 102 614191.541679 103 614912.922667 104 660971.562040 105 689439.854933 106 725851.035726 107 714933.481906 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa dos Três Cantos - RS,Cota-Parte do IPVA,MLP,1.3821485042572021,"96 -14904.190336 97 7661.814857 98 81049.674041 99 12376.114221 100 33773.045655 101 55215.168149 102 43131.894763 103 52473.710841 104 50114.886276 105 52136.931400 106 58565.196081 107 -25414.659633 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,IPTU,SARIMAX,1.0995960235595703,"96 461399.84375 97 461399.84375 98 466715.31250 99 464575.62500 100 385013.34375 101 455931.12500 102 442200.21875 103 440549.06250 104 438794.25000 105 440549.06250 106 438010.59375 107 440549.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,ISS,MLP,0.9375691413879395,"96 498238.032313 97 538416.753670 98 544591.656307 99 541730.289210 100 558909.135268 101 566045.075018 102 589879.024743 103 581939.192148 104 584231.073839 105 586320.988999 106 584517.470142 107 628800.901435 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,ITBI,MLP,0.9641027450561523,"96 178655.866985 97 215168.907495 98 198996.787205 99 197430.738326 100 224749.307604 101 248030.862817 102 212919.639903 103 253135.330792 104 245491.145248 105 294528.402900 106 296382.786128 107 271885.791642 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do ICMS,MLP,0.9172379970550537,"96 2.276071e+06 97 2.141366e+06 98 2.135389e+06 99 2.297098e+06 100 2.114273e+06 101 2.426257e+06 102 2.500908e+06 103 2.500165e+06 104 2.674938e+06 105 2.776587e+06 106 2.912705e+06 107 2.849622e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Três Passos - RS,Cota-Parte do IPVA,MLP,1.299905776977539,"96 -27671.392332 97 344258.937962 98 768652.709646 99 196219.224015 100 466175.094773 101 668431.644589 102 681598.022300 103 756880.145922 104 775532.636312 105 851205.399472 106 908228.799604 107 -47362.335273 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,IPTU,SARIMAX,1.5620644092559814,"96 1.378019e+06 97 1.162051e+06 98 1.250204e+06 99 1.139687e+06 100 1.124207e+06 101 1.138896e+06 102 1.115711e+06 103 9.562664e+05 104 7.954059e+05 105 6.680842e+05 106 6.753907e+05 107 7.317458e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,ISS,MLP,1.8746306896209717,"96 2.496980e+06 97 2.443806e+06 98 2.459731e+06 99 2.632797e+06 100 2.698101e+06 101 2.676399e+06 102 2.792357e+06 103 2.739641e+06 104 2.770685e+06 105 2.799732e+06 106 2.799007e+06 107 2.736331e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,ITBI,XGBoost,2.097673177719116,"96 697262.93750 97 658766.93750 98 690756.43750 99 635260.12500 100 636499.81250 101 497441.09375 102 736930.93750 103 521061.03125 104 486385.09375 105 705893.31250 106 708445.06250 107 457180.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do ICMS,MLP,0.9787728786468506,"96 6.431734e+06 97 6.435504e+06 98 6.416840e+06 99 6.891023e+06 100 6.376104e+06 101 7.291597e+06 102 7.532040e+06 103 7.527791e+06 104 8.065354e+06 105 8.381218e+06 106 8.799538e+06 107 8.583261e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ijuí - RS,Cota-Parte do IPVA,MLP,1.5116794109344482,"96 8.033636e+04 97 1.107291e+06 98 3.031536e+06 99 9.378786e+05 100 1.687513e+06 101 2.535007e+06 102 2.466606e+06 103 2.687651e+06 104 2.760017e+06 105 2.947135e+06 106 3.170850e+06 107 -3.769653e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,IPTU,SARIMAX,1.232264518737793,"96 78812.859375 97 20201.031250 98 18409.587891 99 23331.373047 100 18467.208984 101 18300.875000 102 22121.222656 103 20148.837891 104 26841.605469 105 20346.988281 106 18717.634766 107 17414.363281 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,ISS,MLP,1.7382593154907227,"96 60071.128367 97 68383.544306 98 46727.761966 99 53125.319642 100 60096.210892 101 63850.447411 102 63646.821704 103 52430.352064 104 64539.365088 105 66080.070838 106 59371.894486 107 59332.156720 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,ITBI,XGBoost,2.206162214279175,"96 25557.066406 97 14898.494141 98 19762.617188 99 20534.083984 100 18474.246094 101 24362.115234 102 21733.947266 103 16977.519531 104 16405.175781 105 15090.837891 106 18203.888672 107 16426.681641 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do ICMS,MLP,1.1924221515655518,"96 8.647511e+05 97 8.150613e+05 98 8.156411e+05 99 8.906171e+05 100 8.301508e+05 101 9.542478e+05 102 9.898292e+05 103 9.940845e+05 104 1.067111e+06 105 1.112181e+06 106 1.171145e+06 107 1.154064e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Leitão - RS,Cota-Parte do IPVA,MLP,1.4364891052246094,"96 -78902.094122 97 12495.177655 98 217075.481546 99 11147.468398 100 76555.739240 101 150640.938776 102 95083.038512 103 123218.831639 104 121390.575735 105 127182.501099 106 145119.991367 107 -137715.319090 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,IPTU,HWES,1.169558048248291,"95 12667.195312 96 14368.319336 97 12352.034180 98 6875.509277 99 10190.952148 100 9420.094727 101 12306.191406 102 14769.541992 103 13119.970703 104 13258.929688 105 10432.935547 106 13279.751953 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,ISS,XGBoost,1.9304304122924805,"96 20047.636719 97 18338.708984 98 24386.072266 99 24465.484375 100 26150.369141 101 20079.486328 102 23270.013672 103 25938.738281 104 19248.031250 105 25446.691406 106 19036.478516 107 20020.980469 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,ITBI,MLP,1.0093481540679932,"93 33035.459557 94 17970.035803 95 28765.403563 96 35612.957980 97 41570.560463 98 35605.648582 99 32305.837908 100 41839.087481 101 51527.888288 102 29974.030399 103 50011.158397 104 28994.504038 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do ICMS,MLP,1.215334415435791,"96 669359.301587 97 629972.803604 98 630237.633761 99 679500.565498 100 628971.776322 101 721268.303671 102 743827.528285 103 745236.405331 104 797736.002845 105 828702.906932 106 870680.876276 107 843997.265840 Name: Valor, dtype: float64" Prefeitura Municipal de Liberato Salzano - RS,Cota-Parte do IPVA,MLP,1.138131856918335,"96 21898.386508 97 45139.962024 98 61192.823499 99 28128.942877 100 44939.191413 101 86202.566381 102 78226.620086 103 81133.841596 104 90424.878695 105 95913.129610 106 96136.521186 107 20892.066692 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,IPTU,XGBoost,1.9136250019073486,"93 18458.623047 94 19545.734375 95 8601.609375 96 6368.833496 97 4477.585449 98 8926.247070 99 5315.757812 100 7841.909668 101 9514.861328 102 8778.356445 103 9569.658203 104 15029.646484 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,ISS,MLP,1.9785902500152588,"96 124654.012926 97 150021.622018 98 131699.517890 99 136201.523015 100 130046.672406 101 175069.850065 102 192750.594305 103 159520.723365 104 205377.291377 105 193510.478794 106 194134.491853 107 200830.628318 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,ITBI,MLP,1.970165729522705,"80 -57299.354552 81 19689.074713 82 49535.738204 83 171021.840725 84 317984.294654 85 -5570.463052 86 162828.782447 87 233839.261098 88 62157.272481 89 271188.580783 90 196801.451474 91 -735223.820638 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do ICMS,MLP,1.01560378074646,"96 7.896058e+05 97 7.470954e+05 98 7.513440e+05 99 8.193958e+05 100 7.648241e+05 101 8.795973e+05 102 9.154876e+05 103 9.359103e+05 104 9.951106e+05 105 1.040991e+06 106 1.100155e+06 107 1.090329e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho da Serra - RS,Cota-Parte do IPVA,MLP,1.008349895477295,"92 4946.759629 93 12726.711989 94 65977.190885 95 15932.131993 96 49403.903662 97 51948.576095 98 47819.472195 99 42220.925788 100 58146.507397 101 66681.685500 102 61122.725031 103 -35811.670106 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,IPTU,MLP,1.095005989074707,"95 164034.127236 96 72933.192532 97 -10694.067443 98 -55375.699762 99 185574.870070 100 135326.087472 101 6274.312147 102 102743.038227 103 133310.794464 104 103434.759180 105 105358.610929 106 103916.448516 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,ISS,MLP,1.026688814163208,"96 112821.266666 97 159090.380176 98 138278.809299 99 123120.959551 100 148919.594811 101 147198.167698 102 163871.220161 103 154846.303975 104 149629.557994 105 164841.319330 106 154524.628520 107 155717.416460 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,ITBI,XGBoost,1.3571088314056396,"96 43797.714844 97 43687.246094 98 47637.953125 99 46690.144531 100 41190.171875 101 32846.558594 102 37619.382812 103 37619.382812 104 42479.328125 105 42298.250000 106 45788.507812 107 38849.066406 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do ICMS,MLP,1.0511972904205322,"96 9.686043e+05 97 9.631732e+05 98 9.544135e+05 99 1.013788e+06 100 9.290177e+05 101 1.059830e+06 102 1.085812e+06 103 1.083497e+06 104 1.155557e+06 105 1.194900e+06 106 1.250656e+06 107 1.210275e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Trindade do Sul - RS,Cota-Parte do IPVA,MLP,1.0303163528442383,"96 52537.532149 97 76948.735000 98 99281.018765 99 29145.063372 100 71444.180960 101 100839.142886 102 111264.097287 103 123023.383958 104 129298.665585 105 140062.602940 106 148772.123709 107 43439.148200 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,IPTU,XGBoost,1.009768009185791,"96 208018.093750 97 204853.578125 98 167729.062500 99 133473.968750 100 136365.703125 101 165706.265625 102 157902.921875 103 165647.781250 104 166849.125000 105 130808.507812 106 166130.453125 107 130875.710938 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,ISS,XGBoost,1.8966875076293945,"96 256588.734375 97 316159.406250 98 287313.593750 99 265760.093750 100 249640.187500 101 287388.406250 102 265977.781250 103 289891.062500 104 267972.781250 105 259747.203125 106 288140.812500 107 269466.593750 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,ITBI,MLP,2.041323661804199,"96 119921.375834 97 85579.657195 98 107595.382255 99 121610.026145 100 102712.898793 101 90493.489481 102 129856.237171 103 -49569.187911 104 54429.946837 105 118896.397707 106 93833.617663 107 55117.656463 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do ICMS,XGBoost,1.488131046295166,"96 1335024.500 97 1249392.875 98 1175774.000 99 1269726.250 100 1206528.500 101 1225786.750 102 1260129.875 103 1262068.125 104 1233644.625 105 1452107.375 106 1306841.625 107 1268239.875 Name: Valor, dtype: float64" Prefeitura Municipal de São Jerônimo - RS,Cota-Parte do IPVA,XGBoost,1.3779659271240234,"96 225546.28125 97 461116.43750 98 380292.15625 99 339161.84375 100 338303.90625 101 339161.84375 102 550984.25000 103 565144.56250 104 565244.00000 105 414624.18750 106 565244.00000 107 414624.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,IPTU,MLP,1.0037660598754883,"96 5.225630e+06 97 3.626051e+06 98 -4.771721e+06 99 5.483986e+06 100 6.537886e+06 101 1.390684e+06 102 2.882896e+06 103 3.579547e+06 104 4.463048e+06 105 4.260442e+06 106 3.514362e+06 107 3.768564e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,ISS,MLP,1.106086015701294,"96 1.276654e+06 97 2.305475e+06 98 1.533700e+06 99 1.863801e+06 100 2.195944e+06 101 2.076068e+06 102 2.269928e+06 103 2.195867e+06 104 2.139307e+06 105 2.327408e+06 106 2.439845e+06 107 2.346177e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,ITBI,MLP,0.9921996593475342,"96 752774.965249 97 739982.159039 98 763558.743455 99 751965.431422 100 857091.176778 101 948055.632424 102 708165.912851 103 765724.997022 104 819109.482441 105 880929.956560 106 980318.270559 107 848662.535367 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do ICMS,SARIMAX,1.088848352432251,"96 3658836.75 97 3530992.25 98 3210803.00 99 3390130.75 100 2489907.25 101 3479242.50 102 3527572.50 103 3677895.75 104 3554638.50 105 2956786.00 106 3647776.00 107 3170592.50 Name: Valor, dtype: float64" Prefeitura Municipal de Osório - RS,Cota-Parte do IPVA,MLP,1.526195764541626,"87 2.532652e+05 88 7.622081e+05 89 1.231238e+06 90 4.815298e+05 91 8.696669e+05 92 1.531512e+06 93 1.296508e+06 94 1.295255e+06 95 1.542921e+06 96 1.612693e+06 97 1.729424e+06 98 3.941840e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,IPTU,XGBoost,1.532522439956665,"88 731459.12500 89 522075.43750 90 334170.31250 91 519446.12500 92 309152.06250 93 292142.00000 94 297998.15625 95 302065.87500 96 329784.81250 97 329784.81250 98 334161.81250 99 518578.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,ISS,MLP,1.0904152393341064,"92 6.431329e+06 93 5.982197e+06 94 7.493580e+06 95 8.069096e+06 96 7.995108e+06 97 9.031147e+06 98 8.439591e+06 99 7.384626e+06 100 9.430515e+06 101 9.883280e+06 102 9.069324e+06 103 9.377875e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,ITBI,MLP,1.0060057640075684,"92 514639.656615 93 448224.649833 94 479506.525286 95 527037.949796 96 568508.831642 97 482929.226888 98 613549.444141 99 616600.338958 100 689064.631098 101 639243.603225 102 737937.976582 103 752193.514951 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0253357887268066,"92 2327582.50 93 2175242.00 94 2102914.50 95 2266873.50 96 2091813.00 97 2148779.50 98 2242216.50 99 2173749.25 100 2211302.50 101 2209536.75 102 2228334.25 103 2101994.25 Name: Valor, dtype: float64" Prefeitura Municipal de Eldorado do Sul - RS,Cota-Parte do IPVA,XGBoost,0.9922239780426025,"92 9.711402e+05 93 1.002280e+06 94 1.046185e+06 95 9.843972e+05 96 9.864244e+05 97 9.340522e+05 98 9.341914e+05 99 9.341914e+05 100 9.369737e+05 101 9.379341e+05 102 9.379341e+05 103 9.061010e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,IPTU,MLP,1.217146635055542,"96 8.994536e+05 97 9.167125e+05 98 -1.602647e+05 99 1.188716e+05 100 1.026796e+06 101 8.961201e+05 102 8.107092e+05 103 7.775014e+05 104 8.967776e+05 105 1.026668e+06 106 9.586481e+05 107 7.405821e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,ISS,MLP,1.0397710800170898,"96 397214.723620 97 467495.088780 98 438225.850388 99 447166.006862 100 370909.579509 101 382051.507554 102 427617.783527 103 451542.604629 104 449686.421796 105 466311.457714 106 452785.247696 107 453005.051432 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,ITBI,MLP,0.9074652194976807,"96 519433.390549 97 360185.046622 98 681739.530683 99 472617.057022 100 549266.716688 101 633069.509806 102 249199.700966 103 521287.633005 104 530407.634137 105 -15136.494032 106 550821.520380 107 259121.293216 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do ICMS,MLP,1.1146726608276367,"96 5.669881e+06 97 5.302296e+06 98 5.282793e+06 99 5.723774e+06 100 5.270186e+06 101 6.059754e+06 102 6.254199e+06 103 6.240365e+06 104 6.693829e+06 105 6.959039e+06 106 7.312299e+06 107 7.154768e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedrito - RS,Cota-Parte do IPVA,MLP,3.4360785484313965,"96 9.391186e+04 97 4.077733e+05 98 1.011609e+06 99 3.224198e+05 100 5.775624e+05 101 7.684080e+05 102 8.314836e+05 103 9.641480e+05 104 9.702569e+05 105 1.024344e+06 106 1.113986e+06 107 -1.792550e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,IPTU,AR,2.408552885055542,"96 2452883.75 97 2443188.75 98 2378477.25 99 2396569.00 100 2481981.25 101 2409445.50 102 2490826.75 103 2409445.50 104 2409861.75 105 2485271.75 106 2398383.75 107 2398383.75 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,ISS,MLP,1.2537033557891846,"96 2.174449e+06 97 2.328404e+06 98 2.138925e+06 99 2.258814e+06 100 2.358771e+06 101 2.391637e+06 102 2.397764e+06 103 2.367213e+06 104 2.408717e+06 105 2.366546e+06 106 2.310343e+06 107 2.317228e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,ITBI,MLP,0.8822774887084961,"96 1.352488e+06 97 1.440169e+06 98 1.154526e+06 99 1.327840e+06 100 1.444396e+06 101 1.188938e+06 102 1.282384e+06 103 1.464398e+06 104 1.518442e+06 105 1.671095e+06 106 1.207188e+06 107 1.573312e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do ICMS,XGBoost,0.9773082733154297,"96 4751352.5 97 4489699.0 98 4381646.0 99 4812033.0 100 3913914.5 101 4453106.0 102 4428645.5 103 4383442.0 104 4457261.0 105 4493600.0 106 4433209.0 107 4419705.0 Name: Valor, dtype: float64" Prefeitura Municipal de Bagé - RS,Cota-Parte do IPVA,SARIMAX,1.013361930847168,"96 2820507.75 97 3634215.25 98 3612205.75 99 3815323.50 100 3815323.50 101 4030144.25 102 4144639.50 103 4221416.50 104 4221416.50 105 4221416.50 106 4518640.00 107 4144639.50 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,IPTU,MLP,2.4505720138549805,"96 -1.651936e+06 97 5.516723e+06 98 9.485103e+06 99 7.630120e+06 100 7.333490e+06 101 7.389891e+06 102 8.850851e+06 103 9.033827e+06 104 8.417320e+06 105 8.883121e+06 106 9.510842e+06 107 9.491139e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,ISS,MLP,1.8650448322296143,"96 8.034548e+06 97 9.111561e+06 98 8.766064e+06 99 8.550794e+06 100 9.037045e+06 101 9.007857e+06 102 8.989930e+06 103 9.378274e+06 104 9.196092e+06 105 9.136343e+06 106 9.227785e+06 107 8.941795e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,ITBI,MLP,1.4223377704620361,"96 1.630580e+06 97 1.799008e+06 98 1.718474e+06 99 1.754199e+06 100 1.425540e+06 101 1.831927e+06 102 1.714461e+06 103 1.587048e+06 104 1.705814e+06 105 1.694881e+06 106 1.932867e+06 107 1.838760e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do ICMS,MLP,1.0025787353515625,"96 1.711248e+07 97 1.592621e+07 98 1.582361e+07 99 1.706305e+07 100 1.559257e+07 101 1.792508e+07 102 1.842162e+07 103 1.829540e+07 104 1.959524e+07 105 2.031055e+07 106 2.127803e+07 107 2.069218e+07 Name: Valor, dtype: float64" Prefeitura Municipal de São Leopoldo - RS,Cota-Parte do IPVA,MLP,1.0920615196228027,"96 1.337899e+06 97 1.797976e+06 98 4.994594e+06 99 1.652965e+06 100 2.858740e+06 101 5.020000e+06 102 4.741988e+06 103 5.345298e+06 104 5.991578e+06 105 6.055069e+06 106 6.614356e+06 107 5.388819e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,IPTU,MLP,1.0912740230560303,"92 73089.391372 93 58048.698684 94 36142.795298 95 52505.868169 96 18688.068353 97 -37302.766144 98 78694.738434 99 69784.449060 100 29774.432548 101 48234.012932 102 54941.237533 103 67086.469271 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ISS,MLP,1.2769794464111328,"96 39212.388350 97 37494.756133 98 35658.148652 99 35702.132177 100 37837.921445 101 23377.253093 102 36992.268012 103 9934.980834 104 27543.863129 105 35005.340582 106 32649.998713 107 34700.071071 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,ITBI,XGBoost,0.9679665565490723,"92 23928.511719 93 19356.447266 94 29539.484375 95 12579.100586 96 27888.638672 97 23879.863281 98 27795.679688 99 35161.230469 100 18618.666016 101 35229.839844 102 26479.734375 103 22881.595703 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do ICMS,MLP,0.9554269313812256,"96 8.757286e+05 97 8.178485e+05 98 8.124300e+05 99 8.726133e+05 100 7.963206e+05 101 9.141421e+05 102 9.373715e+05 103 9.488287e+05 104 9.995842e+05 105 1.033531e+06 106 1.083803e+06 107 1.048188e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Almirante Tamandaré do Sul - RS,Cota-Parte do IPVA,MLP,1.494370460510254,"96 -5308.301906 97 25499.626488 98 75821.194244 99 36611.705319 100 50099.743640 101 73794.619957 102 71552.475224 103 57802.257257 104 77832.912620 105 81944.447575 106 80641.657228 107 -34992.705936 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,IPTU,MLP,2.109532356262207,"87 614327.551359 88 352436.072473 89 -11976.711074 90 -252948.439708 91 810073.674039 92 466135.582993 93 -123798.823219 94 473483.012153 95 536975.181479 96 257455.610714 97 341633.405665 98 445733.484303 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,ISS,XGBoost,1.6963820457458496,"96 146477.234375 97 181161.890625 98 191030.328125 99 166438.875000 100 173287.046875 101 188426.984375 102 188527.640625 103 172108.562500 104 166477.781250 105 188469.578125 106 181690.968750 107 173938.359375 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,ITBI,MLP,1.6239070892333984,"96 150588.325852 97 93326.689050 98 134679.351045 99 148221.405310 100 86413.784862 101 29944.503035 102 105005.935832 103 123764.918807 104 116730.555731 105 155058.802673 106 137218.840585 107 98105.037289 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do ICMS,XGBoost,0.8669488430023193,"96 1.069216e+06 97 8.444722e+05 98 9.646416e+05 99 9.533332e+05 100 8.421899e+05 101 9.183095e+05 102 9.174403e+05 103 9.258238e+05 104 9.170243e+05 105 9.019856e+05 106 1.036823e+06 107 9.386678e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Tapera - RS,Cota-Parte do IPVA,MLP,1.0263841152191162,"93 92246.907847 94 209956.179188 95 349957.053445 96 147342.574388 97 392863.971036 98 417520.300808 99 246246.619973 100 554886.638958 101 519009.896458 102 496749.147637 103 578292.078236 104 -10680.115880 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,IPTU,MLP,1.1228878498077393,"96 231212.186583 97 186525.469248 98 -198934.424371 99 241354.115329 100 346336.703621 101 178802.326780 102 204351.652352 103 228759.188027 104 271180.340107 105 273841.326779 106 198850.893925 107 230640.584586 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,ISS,XGBoost,1.2266545295715332,"96 157165.390625 97 143410.343750 98 138037.093750 99 158882.703125 100 165924.187500 101 158945.328125 102 153699.953125 103 153604.015625 104 154093.140625 105 164356.250000 106 153312.562500 107 146828.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,ITBI,XGBoost,1.1159014701843262,"96 109022.601562 97 126582.343750 98 128205.101562 99 142629.828125 100 109070.343750 101 125701.562500 102 175096.031250 103 74315.117188 104 108886.500000 105 116406.523438 106 187246.515625 107 196500.796875 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do ICMS,MLP,1.016312599182129,"96 2.336303e+06 97 2.192213e+06 98 2.186830e+06 99 2.369355e+06 100 2.187912e+06 101 2.515347e+06 102 2.598753e+06 103 2.600363e+06 104 2.789385e+06 105 2.902642e+06 106 3.054085e+06 107 2.995076e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Giruá - RS,Cota-Parte do IPVA,MLP,1.133296251296997,"96 19627.835676 97 204090.796027 98 369355.170221 99 18169.653459 100 226695.984892 101 389917.752631 102 332768.580835 103 375864.232151 104 402678.238537 105 432347.086103 106 466570.853784 107 -23905.053291 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,IPTU,SARIMAX,2.171436071395874,"84 10999.284180 85 12706.272461 86 10299.133789 87 12267.630859 88 10406.079102 89 9067.083008 90 9038.145508 91 9335.686523 92 9038.145508 93 11331.458984 94 11034.154297 95 10406.079102 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,ISS,MLP,1.498309850692749,"96 42452.583873 97 41982.885777 98 37203.006383 99 41547.244024 100 39196.405027 101 41875.153020 102 37581.620840 103 36377.663172 104 41651.256460 105 41544.558549 106 41375.156585 107 24597.504246 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,ITBI,MLP,1.6133646965026855,"92 21163.886314 93 18463.819911 94 18436.859208 95 25731.360643 96 23647.702506 97 25504.661356 98 24703.184620 99 5661.367360 100 29593.414506 101 31557.839580 102 2852.615136 103 23029.822518 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do ICMS,MLP,1.0336644649505615,"96 8.418082e+05 97 7.891481e+05 98 7.832315e+05 99 8.383487e+05 100 7.665788e+05 101 8.794106e+05 102 9.021982e+05 103 8.992426e+05 104 9.599096e+05 105 9.937896e+05 106 1.041136e+06 107 1.012015e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Poço das Antas - RS,Cota-Parte do IPVA,XGBoost,1.009413242340088,"96 125414.468750 97 126835.531250 98 144256.859375 99 144256.859375 100 144256.859375 101 144264.750000 102 176207.015625 103 162899.468750 104 162899.468750 105 176207.015625 106 176310.437500 107 152562.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,IPTU,AR,1.9920945167541504,"71 115940.656250 72 291765.125000 73 308742.531250 74 327064.437500 75 156911.218750 76 143358.421875 77 114300.828125 78 106980.406250 79 105642.507812 80 103729.882812 81 104130.054688 82 104407.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,ISS,XGBoost,1.8008613586425781,"80 349245.40625 81 313676.40625 82 313676.40625 83 313676.40625 84 301634.75000 85 314311.78125 86 313676.40625 87 313676.40625 88 313676.40625 89 313676.40625 90 313676.40625 91 301634.75000 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,ITBI,XGBoost,1.4760463237762451,"80 86338.437500 81 65902.625000 82 78318.953125 83 65904.984375 84 72154.820312 85 159461.000000 86 159461.000000 87 159461.000000 88 159461.000000 89 159461.000000 90 159461.000000 91 159461.000000 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do ICMS,XGBoost,1.6350042819976807,"80 1238413.375 81 1210492.500 82 1227841.250 83 1167865.125 84 1144569.625 85 1230259.375 86 1213718.500 87 1213677.625 88 1204418.000 89 1222477.125 90 1228141.000 91 1217337.375 Name: Valor, dtype: float64" Prefeitura Municipal de Três Coroas - RS,Cota-Parte do IPVA,MLP,0.960075855255127,"80 154833.267126 81 249646.864187 82 525196.761265 83 108112.601083 84 437527.746638 85 544589.936153 86 446952.972908 87 560613.761603 88 631216.905788 89 649914.528657 90 721933.822020 91 23070.740842 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,IPTU,MLP,1.5503861904144287,"90 119857.953159 91 -13280.772131 92 19438.001217 93 146741.082380 94 324.476168 95 5181.616300 96 123589.240264 97 -132490.060988 98 122914.233860 99 175742.037275 100 -160346.951380 101 92027.576530 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,ISS,MLP,0.9617040157318115,"96 335982.357636 97 263592.099261 98 232636.573075 99 241923.593221 100 155312.762477 101 173814.156286 102 175582.286201 103 148483.553690 104 136897.116929 105 118438.883487 106 259389.456846 107 268265.637470 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,ITBI,MLP,1.793799638748169,"96 44142.833813 97 35816.974944 98 46885.157018 99 31040.738747 100 40088.421741 101 48184.961471 102 29718.012273 103 39474.384007 104 36321.932490 105 38266.832204 106 41652.978381 107 41010.344015 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do ICMS,MLP,0.9515542984008789,"96 3.235143e+06 97 3.022051e+06 98 3.002977e+06 99 3.246737e+06 100 2.983010e+06 101 3.427787e+06 102 3.526610e+06 103 3.514995e+06 104 3.759228e+06 105 3.896494e+06 106 4.086537e+06 107 3.976061e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alpestre - RS,Cota-Parte do IPVA,MLP,1.859736442565918,"96 24086.488793 97 56253.962818 98 96569.184905 99 9549.695747 100 100902.113016 101 129355.540895 102 120023.927998 103 128573.638027 104 132733.423540 105 154992.557663 106 161643.116690 107 -24205.167644 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,IPTU,HWES,1.9310741424560547,"96 81074.148438 97 117918.070312 98 87264.742188 99 70987.671875 100 72158.914062 101 74571.093750 102 72534.679688 103 76157.773438 104 73210.789062 105 77081.601562 106 75873.187500 107 76349.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,ISS,MLP,1.6449382305145264,"96 121893.646828 97 112621.526134 98 124725.794597 99 119513.681891 100 124668.807705 101 125359.699196 102 116314.161934 103 127980.897565 104 127295.008395 105 117298.864511 106 135263.817734 107 103841.138941 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,ITBI,XGBoost,1.2061967849731445,"96 72011.734375 97 51610.273438 98 53951.746094 99 52076.023438 100 57501.214844 101 57681.625000 102 57681.625000 103 55033.898438 104 60482.156250 105 20509.453125 106 55090.441406 107 16328.297852 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do ICMS,XGBoost,0.8909561634063721,"96 774798.3750 97 707024.5000 98 703631.0000 99 732907.3750 100 634979.0625 101 710861.0625 102 711639.8750 103 685634.5625 104 710718.1875 105 717891.7500 106 775208.2500 107 707123.9375 Name: Valor, dtype: float64" Prefeitura Municipal de Gaurama - RS,Cota-Parte do IPVA,SARIMAX,1.0023579597473145,"96 408667.56250 97 397181.53125 98 396963.03125 99 465487.37500 100 465487.37500 101 433228.06250 102 433228.06250 103 433228.06250 104 433228.06250 105 371090.59375 106 371090.59375 107 361484.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,IPTU,MLP,2.335319757461548,"77 76495.407587 78 71867.357772 79 3405.894999 80 51947.955875 81 74840.312275 82 52205.098933 83 47186.813008 84 17435.237704 85 -45537.810482 86 89824.174395 87 73205.915775 88 12295.911398 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,ISS,XGBoost,1.654191255569458,"96 31752.144531 97 32536.597656 98 27598.835938 99 31920.242188 100 27186.535156 101 27186.535156 102 26250.078125 103 26183.693359 104 31792.611328 105 31730.957031 106 31852.238281 107 28463.269531 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,ITBI,MLP,1.399597406387329,"96 48884.809676 97 47926.586874 98 42962.507425 99 42190.916571 100 45751.559516 101 50542.303129 102 50990.015196 103 43830.962484 104 50848.056848 105 64259.343756 106 55866.768407 107 50412.850569 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do ICMS,XGBoost,1.0245170593261719,"96 442283.37500 97 408105.15625 98 402600.09375 99 417174.53125 100 394036.50000 101 406972.43750 102 415610.00000 103 405706.87500 104 404477.81250 105 413658.65625 106 445493.65625 107 406761.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Maximiliano de Almeida - RS,Cota-Parte do IPVA,MLP,1.8107469081878662,"96 36572.629142 97 90178.641782 98 84743.856368 99 -31113.434587 100 61146.944507 101 151176.229835 102 123443.232115 103 115095.715557 104 125440.373585 105 136332.893613 106 147273.968892 107 28755.428635 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,IPTU,AR,1.4926013946533203,"96 2311135.000 97 1720935.250 98 1635210.250 99 1838540.500 100 1823967.625 101 1743330.375 102 1596096.875 103 1775358.250 104 1596096.875 105 1784941.750 106 1743330.375 107 1743330.375 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,ISS,MLP,0.9089694023132324,"96 1.046931e+06 97 9.770881e+05 98 1.044690e+06 99 1.030557e+06 100 1.081150e+06 101 1.083101e+06 102 1.072986e+06 103 1.138454e+06 104 1.173085e+06 105 1.169786e+06 106 1.213111e+06 107 1.164418e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,ITBI,MLP,0.9948821067810059,"96 1.677993e+06 97 1.677344e+06 98 1.681037e+06 99 1.669997e+06 100 1.708370e+06 101 1.894113e+06 102 1.874947e+06 103 1.884975e+06 104 1.817804e+06 105 2.122496e+06 106 2.016595e+06 107 2.119112e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do ICMS,MLP,1.0835318565368652,"96 1.320943e+06 97 1.562806e+06 98 1.480674e+06 99 1.220264e+06 100 1.726180e+06 101 1.953624e+06 102 1.994486e+06 103 2.070467e+06 104 2.174312e+06 105 2.297738e+06 106 2.528384e+06 107 2.369344e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Torres - RS,Cota-Parte do IPVA,MLP,1.9365978240966797,"92 8.173562e+05 93 2.243009e+05 94 1.829199e+06 95 9.903106e+05 96 7.696926e+05 97 1.951032e+06 98 1.748591e+06 99 1.646119e+06 100 2.646736e+06 101 2.673536e+06 102 2.775079e+06 103 3.145182e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,IPTU,AR,2.2935478687286377,"96 50035.640625 97 35430.105469 98 45175.250000 99 43596.492188 100 42831.605469 101 42124.687500 102 33179.074219 103 40967.984375 104 45179.394531 105 45179.394531 106 39195.558594 107 40504.535156 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,ISS,MLP,1.4846975803375244,"96 139341.913908 97 129509.473862 98 125585.111690 99 140190.819861 100 142555.804276 101 146111.974675 102 146458.834292 103 133125.534392 104 142255.523196 105 134343.268673 106 149202.582902 107 151390.576697 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,ITBI,MLP,0.9776079654693604,"96 60659.742598 97 91559.057273 98 56185.086958 99 59955.075460 100 80218.931286 101 66333.189519 102 66788.966693 103 54628.307325 104 11617.075904 105 77244.670566 106 63886.403153 107 64450.637553 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do ICMS,MLP,0.927743673324585,"96 1.614061e+06 97 1.503570e+06 98 1.494923e+06 99 1.612525e+06 100 1.475772e+06 101 1.697076e+06 102 1.745928e+06 103 1.734870e+06 104 1.859296e+06 105 1.929236e+06 106 2.022374e+06 107 1.971803e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzeiro do Sul - RS,Cota-Parte do IPVA,MLP,1.102170705795288,"96 -371624.678283 97 -90459.797011 98 998257.660029 99 -132177.836907 100 102565.399638 101 672496.874859 102 218074.710735 103 304548.341196 104 400094.508402 105 359399.020480 106 448034.966815 107 -669122.349961 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,IPTU,XGBoost,1.0899920463562012,"95 23572.212891 96 28279.195312 97 31578.017578 98 32320.201172 99 8832.609375 100 26417.257812 101 26422.410156 102 31833.046875 103 32303.304688 104 32660.625000 105 32609.228516 106 32290.271484 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,ISS,MLP,1.6189770698547363,"96 16625.516904 97 20056.257207 98 20837.230513 99 21315.373878 100 22362.722760 101 19896.223105 102 22645.792116 103 22120.364389 104 23227.318655 105 23520.630195 106 24290.235190 107 21889.168232 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,ITBI,XGBoost,1.571608066558838,"92 3960.559082 93 5723.064453 94 5880.139648 95 7065.210938 96 8534.849609 97 10331.396484 98 7996.883301 99 6987.278809 100 7067.612305 101 4868.394531 102 7577.778320 103 8461.787109 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do ICMS,MLP,1.3625221252441406,"96 441558.180454 97 405293.549414 98 401019.734945 99 434849.541808 100 394991.323793 101 454864.890627 102 465762.830348 103 457547.733249 104 489472.356855 105 504507.140179 106 524725.389992 107 505282.074327 Name: Valor, dtype: float64" Prefeitura Municipal de Vanini - RS,Cota-Parte do IPVA,XGBoost,1.9566118717193604,"96 78466.976562 97 85612.257812 98 94468.015625 99 94031.515625 100 103123.015625 101 103147.585938 102 127427.859375 103 127430.906250 104 127430.906250 105 156036.250000 106 156036.250000 107 100973.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,IPTU,MLP,1.3772666454315186,"80 27058.112994 81 23744.652229 82 18389.454589 83 22606.504640 84 4346.484149 85 13246.349734 86 22304.527902 87 10627.097976 88 20285.105621 89 21646.411868 90 20990.629054 91 25665.610270 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,ISS,XGBoost,2.7985689640045166,"96 23903.691406 97 23979.648438 98 23888.378906 99 21532.777344 100 21487.480469 101 21520.492188 102 21693.707031 103 20295.835938 104 18962.412109 105 19111.664062 106 18567.394531 107 18429.708984 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,ITBI,MLP,1.0468449592590332,"93 23728.434223 94 14123.191525 95 25976.573312 96 26696.382727 97 25144.093604 98 12269.712599 99 28141.191527 100 26861.070533 101 28748.794228 102 35336.603166 103 26513.205286 104 34599.290334 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do ICMS,XGBoost,0.8577115535736084,"96 459035.15625 97 442938.96875 98 426130.09375 99 465481.43750 100 395292.34375 101 433638.25000 102 432980.43750 103 429709.56250 104 435504.34375 105 435260.96875 106 469566.50000 107 444652.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Passa Sete - RS,Cota-Parte do IPVA,XGBoost,0.9404301643371582,"84 68106.945312 85 67927.062500 86 88565.000000 87 119173.296875 88 68967.796875 89 84614.187500 90 119153.109375 91 119153.109375 92 124799.546875 93 90260.617188 94 124799.546875 95 109926.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,IPTU,AR,1.8589227199554443,"96 226039.468750 97 281036.812500 98 457292.187500 99 372332.062500 100 256178.703125 101 407252.593750 102 368178.843750 103 422807.125000 104 446906.437500 105 537912.437500 106 519501.687500 107 576467.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,ISS,MLP,0.9964957237243652,"96 754291.478064 97 953286.319608 98 823943.184804 99 830534.424781 100 800237.646131 101 918624.609061 102 941492.942825 103 907039.179327 104 419841.807806 105 846570.084082 106 887859.668364 107 881496.692567 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,ITBI,MLP,1.1141636371612549,"96 308637.807188 97 328615.732256 98 370918.471342 99 314098.373618 100 327582.725242 101 312483.548817 102 368160.632526 103 364267.153260 104 329243.923875 105 314267.686747 106 372262.007563 107 292522.820599 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do ICMS,XGBoost,0.8865149021148682,"96 1875371.125 97 1770559.250 98 1804178.250 99 1900049.250 100 1613386.250 101 1755745.875 102 1849167.250 103 1881462.625 104 1906108.875 105 1869189.875 106 1897593.500 107 1819910.500 Name: Valor, dtype: float64" Prefeitura Municipal de Três de Maio - RS,Cota-Parte do IPVA,XGBoost,1.7717812061309814,"96 9.691534e+05 97 9.541539e+05 98 1.048487e+06 99 1.048487e+06 100 1.423070e+06 101 1.423070e+06 102 1.423070e+06 103 1.423070e+06 104 1.464771e+06 105 1.464771e+06 106 1.464771e+06 107 1.423070e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,IPTU,MLP,1.894737958908081,"96 68660.700846 97 -79961.062142 98 126170.855625 99 139721.759488 100 12025.790946 101 76047.572752 102 99969.565048 103 101012.943594 104 93388.421400 105 81775.771879 106 110138.389383 107 81670.353063 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,ISS,MLP,2.0331709384918213,"96 101217.286099 97 102488.463042 98 107210.654318 99 116714.103944 100 119686.092716 101 112881.860474 102 131262.538782 103 127116.305057 104 137339.439269 105 138891.770403 106 128355.216201 107 145629.884295 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,ITBI,MLP,1.2515933513641357,"96 24822.699281 97 22555.359546 98 26492.497689 99 27891.431454 100 34642.185313 101 34906.922888 102 28044.866127 103 40954.389989 104 35319.347817 105 33676.107490 106 45704.471523 107 32648.653268 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do ICMS,XGBoost,0.9704086780548096,"96 905645.0000 97 865626.7500 98 876343.1875 99 944105.5625 100 909362.1875 101 875197.3750 102 877197.3125 103 878132.6875 104 878626.5000 105 877438.7500 106 882986.5625 107 865963.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Barão - RS,Cota-Parte do IPVA,MLP,1.3411548137664795,"96 -68632.060230 97 -9033.258240 98 289925.082176 99 25064.639885 100 79913.213666 101 208925.178328 102 141978.501931 103 149212.291119 104 166032.095685 105 169898.388651 106 191680.472869 107 -151377.056183 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,IPTU,MLP,1.1499288082122803,"93 9.377824e+05 94 8.282915e+05 95 6.673704e+05 96 5.537725e+05 97 -2.891403e+05 98 9.117064e+05 99 1.004142e+06 100 6.585405e+05 101 7.704632e+05 102 7.786680e+05 103 9.490099e+05 104 9.028616e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,ISS,MLP,0.989666223526001,"96 398915.654411 97 572130.828232 98 546170.927214 99 487046.099708 100 580832.399290 101 539570.358887 102 559834.213252 103 568960.230712 104 547328.773334 105 608716.755994 106 568098.735512 107 538874.574553 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,ITBI,MLP,0.9649665355682373,"96 465085.787544 97 403752.561026 98 348362.908056 99 442301.488036 100 431212.259698 101 385121.053395 102 446605.213356 103 393940.280151 104 499782.943794 105 372879.015612 106 563608.281732 107 538675.664331 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do ICMS,XGBoost,0.879265546798706,"96 2609948.25 97 2452229.50 98 2307314.75 99 2526055.25 100 2296003.75 101 2285383.25 102 2380826.25 103 2387800.75 104 2398320.25 105 2575746.50 106 2508498.00 107 2308870.75 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Paula - RS,Cota-Parte do IPVA,XGBoost,1.2846696376800537,"96 846020.500 97 943925.375 98 943925.375 99 943925.375 100 943925.375 101 943925.375 102 943925.375 103 943925.375 104 943925.375 105 943925.375 106 943925.375 107 943925.375 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,IPTU,MLP,1.945033073425293,"83 145353.020247 84 125534.057069 85 64725.611428 86 91902.896234 87 76893.214155 88 22723.401662 89 26449.024451 90 150495.114884 91 124246.191495 92 84503.553693 93 117032.371425 94 125786.306690 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,ISS,MLP,1.7881503105163574,"96 97094.755361 97 99952.083741 98 102163.390053 99 99419.616245 100 101370.585548 101 103966.348172 102 111979.490628 103 112385.363237 104 109330.953958 105 114278.050353 106 115042.164797 107 112093.111612 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,ITBI,MLP,3.842653512954712,"96 43245.266565 97 45753.942125 98 38745.804387 99 32929.996221 100 47356.958283 101 50059.661586 102 46313.643348 103 58874.103284 104 50296.082483 105 56589.022836 106 56324.446021 107 54338.805019 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do ICMS,MLP,1.0434577465057373,"96 1.259487e+06 97 1.177748e+06 98 1.166764e+06 99 1.248548e+06 100 1.138528e+06 101 1.304921e+06 102 1.335172e+06 103 1.328155e+06 104 1.413480e+06 105 1.457592e+06 106 1.521457e+06 107 1.467277e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rodeio Bonito - RS,Cota-Parte do IPVA,XGBoost,1.1487183570861816,"96 304711.50000 97 299777.28125 98 301496.68750 99 301496.68750 100 300074.09375 101 300074.09375 102 413202.09375 103 413202.09375 104 413202.09375 105 413202.09375 106 455960.62500 107 413202.09375 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,IPTU,XGBoost,1.2909748554229736,"93 162838.281250 94 136435.406250 95 134807.109375 96 99660.734375 97 96470.234375 98 89337.742188 99 92044.132812 100 90628.570312 101 98693.750000 102 99560.648438 103 98595.367188 104 97069.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,ISS,MLP,1.069610595703125,"96 181665.881341 97 193054.679078 98 163153.378526 99 197448.247200 100 173041.263157 101 137375.498130 102 168050.968327 103 168258.736303 104 167685.602443 105 144839.462867 106 61468.666856 107 127144.450021 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,ITBI,XGBoost,1.0183818340301514,"96 67421.382812 97 60715.988281 98 51231.105469 99 57345.175781 100 44369.082031 101 49225.742188 102 49997.296875 103 47046.191406 104 43663.050781 105 40594.339844 106 42032.808594 107 41678.519531 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do ICMS,MLP,1.1727542877197266,"96 1.442879e+06 97 1.349026e+06 98 1.341074e+06 99 1.441827e+06 100 1.320203e+06 101 1.516021e+06 102 1.557933e+06 103 1.550140e+06 104 1.657089e+06 105 1.715652e+06 106 1.795688e+06 107 1.746824e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Crissiumal - RS,Cota-Parte do IPVA,XGBoost,0.9897186756134033,"96 366481.37500 97 366481.37500 98 401754.09375 99 453944.81250 100 467138.50000 101 533430.31250 102 533431.68750 103 533431.68750 104 533431.68750 105 533431.68750 106 546272.50000 107 508339.40625 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,IPTU,MLP,2.1222126483917236,"80 25814.766716 81 10001.485896 82 1513.494894 83 20911.441463 84 -21297.500851 85 26708.550952 86 26501.761272 87 -12977.907382 88 19747.222626 89 23981.278725 90 5363.690004 91 13054.366007 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,ISS,MLP,2.037083625793457,"96 37701.899669 97 32280.749117 98 34065.020551 99 35902.783059 100 39819.659847 101 42165.015857 102 35745.722417 103 40774.547565 104 32432.027692 105 38358.745594 106 43643.129079 107 33413.634833 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,ITBI,XGBoost,1.6243674755096436,"93 2034.319214 94 10164.618164 95 7875.762207 96 12761.742188 97 11726.600586 98 2980.613525 99 5622.832031 100 4085.584961 101 1605.940308 102 9698.938477 103 6271.485352 104 3786.762207 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do ICMS,MLP,1.4855685234069824,"96 656608.555150 97 613386.326316 98 612361.837860 99 654639.308008 100 602125.079409 101 689960.839607 102 706852.146038 103 704566.670398 104 753271.074045 105 780401.248767 106 818550.746571 107 777087.362368 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Boa Vista - RS,Cota-Parte do IPVA,MLP,1.2537665367126465,"95 -27243.576913 96 6403.065755 97 92404.439455 98 9630.685912 99 17958.547915 100 61762.535206 101 46314.045291 102 40844.582208 103 44264.685678 104 51553.457797 105 54003.310122 106 -33665.435101 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,IPTU,MLP,1.7532603740692139,"86 63939.961591 87 59596.395800 88 37292.452724 89 48240.015002 90 -51377.415513 91 -13966.898698 92 87845.933275 93 50693.525054 94 27434.281579 95 38918.690695 96 58385.064891 97 64727.565713 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,ISS,MLP,1.821073055267334,"96 17504.798692 97 16334.811891 98 17862.374676 99 16738.699552 100 18438.070122 101 20261.039320 102 19827.714095 103 21688.258462 104 20681.083047 105 16770.686380 106 20803.435124 107 13976.208908 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,ITBI,MLP,1.2092652320861816,"92 156123.918939 93 54094.949812 94 16861.964238 95 125212.749477 96 53809.306767 97 78603.193798 98 108661.061304 99 53020.662083 100 109478.886833 101 114032.955702 102 75259.829482 103 118255.985891 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do ICMS,MLP,0.9731812477111816,"96 7.842752e+05 97 7.333185e+05 98 7.340979e+05 99 8.124287e+05 100 7.620965e+05 101 8.812941e+05 102 9.210610e+05 103 9.249537e+05 104 1.000642e+06 105 1.050270e+06 106 1.110441e+06 107 1.107787e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Coqueiros do Sul - RS,Cota-Parte do IPVA,XGBoost,1.0084900856018066,"95 40511.636719 96 43589.140625 97 48209.179688 98 40765.832031 99 44072.558594 100 24444.255859 101 24705.445312 102 25479.875000 103 25479.875000 104 25479.875000 105 26175.632812 106 24834.291016 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,IPTU,MLP,2.248016595840454,"88 37090.714780 89 31938.122783 90 27311.414399 91 23333.267262 92 34533.888412 93 37678.876954 94 8113.426214 95 -7414.682939 96 44116.022245 97 41194.848981 98 18459.899779 99 28322.784568 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,ISS,XGBoost,3.7125821113586426,"96 13754.424805 97 13906.258789 98 13911.286133 99 13932.763672 100 13582.466797 101 13578.375977 102 13717.883789 103 12531.198242 104 13270.528320 105 14039.712891 106 10804.557617 107 10576.278320 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,ITBI,MLP,1.0667564868927002,"96 56370.871044 97 60908.505067 98 -22558.493862 99 54977.648178 100 67886.443250 101 -8620.465855 102 63833.831023 103 64290.280208 104 59797.106579 105 73101.559055 106 56501.279771 107 67309.103928 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do ICMS,MLP,1.1071193218231201,"96 9.507373e+05 97 8.959480e+05 98 8.956601e+05 99 9.720922e+05 100 9.013218e+05 101 1.034979e+06 102 1.070366e+06 103 1.073463e+06 104 1.150165e+06 105 1.195986e+06 106 1.257393e+06 107 1.233749e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jari - RS,Cota-Parte do IPVA,MLP,1.878737211227417,"95 -10605.521194 96 24484.899992 97 62873.176531 98 7876.648445 99 36572.382306 100 56945.617984 101 56832.754733 102 65446.486192 103 61764.455533 104 68648.135492 105 73950.695633 106 -14295.756026 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,IPTU,XGBoost,1.294602632522583,"89 37079.417969 90 43341.441406 91 33406.578125 92 37169.496094 93 30342.544922 94 31458.314453 95 31458.314453 96 43320.578125 97 31532.820312 98 31532.820312 99 31658.941406 100 31458.314453 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,ISS,MLP,1.0677464008331299,"96 59897.731584 97 61285.455594 98 53484.309226 99 71812.471704 100 55960.309828 101 72671.762177 102 56814.839582 103 54454.905088 104 64917.375818 105 60536.434128 106 48207.058907 107 46265.341914 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,ITBI,MLP,1.6254518032073975,"94 28603.642819 95 14407.507568 96 13093.022284 97 24625.837181 98 17644.357211 99 20711.548431 100 23788.689877 101 15042.324860 102 28816.181856 103 20812.474383 104 26859.260026 105 22188.731684 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do ICMS,XGBoost,1.0730781555175781,"96 399643.37500 97 368212.68750 98 322384.09375 99 367562.00000 100 302888.81250 101 356312.03125 102 361597.93750 103 355987.00000 104 355194.28125 105 355542.43750 106 399883.09375 107 393610.62500 Name: Valor, dtype: float64" Prefeitura Municipal de São Vendelino - RS,Cota-Parte do IPVA,XGBoost,1.9649758338928223,"96 139872.000000 97 131291.500000 98 126925.125000 99 132082.062500 100 132082.062500 101 152590.953125 102 234964.687500 103 234964.687500 104 234964.687500 105 234968.875000 106 264137.500000 107 225921.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,IPTU,MLP,1.5956857204437256,"92 104761.369040 93 68151.321197 94 39038.382240 95 73362.710050 96 86775.299632 97 32628.267253 98 -29716.491892 99 120101.505224 100 103827.733423 101 32088.893277 102 78310.142410 103 86282.714272 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,ISS,MLP,1.7801196575164795,"96 163697.457429 97 160461.833370 98 170467.209957 99 166178.937910 100 162433.107270 101 179601.200619 102 170493.605805 103 183250.218500 104 178684.952421 105 199658.109856 106 210032.709882 107 194259.180852 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,ITBI,MLP,1.2630517482757568,"90 22251.749008 91 34555.312864 92 42820.542087 93 14576.993108 94 37601.275038 95 41884.499847 96 40673.890671 97 53968.542840 98 42578.561806 99 52208.827060 100 42398.300994 101 39785.446801 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do ICMS,XGBoost,0.9571466445922852,"90 719404.50000 91 641298.93750 92 668765.50000 93 627741.37500 94 521561.65625 95 512573.56250 96 625858.43750 97 600294.87500 98 605442.00000 99 665122.37500 100 628286.43750 101 659305.00000 Name: Valor, dtype: float64" Prefeitura Municipal de Fontoura Xavier - RS,Cota-Parte do IPVA,XGBoost,1.0236880779266357,"90 48840.000000 91 49955.273438 92 50304.519531 93 50929.468750 94 50726.769531 95 42241.027344 96 40720.792969 97 43631.601562 98 40791.781250 99 42127.800781 100 39322.242188 101 42571.476562 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,IPTU,XGBoost,1.193868637084961,"73 6689.142090 74 7375.494629 75 4863.980957 76 7343.282227 77 7409.134766 78 7358.793945 79 5526.763184 80 3478.221191 81 3553.360596 82 3331.355225 83 3271.474121 84 3020.260010 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,ISS,XGBoost,0.9138057231903076,"96 27819.810547 97 28878.423828 98 28229.236328 99 31841.515625 100 26045.400391 101 31841.515625 102 32841.492188 103 29040.197266 104 29058.132812 105 20459.908203 106 30663.589844 107 23076.732422 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,ITBI,XGBoost,1.5519819259643555,"94 5052.938477 95 4035.322754 96 6617.535645 97 5418.144531 98 5112.161621 99 1646.593262 100 3332.291992 101 4973.083984 102 5090.886719 103 1728.099365 104 3564.401123 105 4268.401367 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do ICMS,MLP,1.0427196025848389,"96 700115.222380 97 651733.389624 98 649859.269978 99 708061.048060 100 652986.601373 101 751892.012547 102 777642.729868 103 773677.360010 104 831235.323645 105 865203.101410 106 907422.951336 107 890524.452164 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Palma - RS,Cota-Parte do IPVA,MLP,1.3092141151428223,"89 79610.023371 90 -37522.339649 91 695.965681 92 83374.322556 93 82819.980414 94 22426.817980 95 44366.369396 96 73642.307399 97 88246.644898 98 84907.696756 99 80384.803491 100 -25396.436325 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,IPTU,XGBoost,2.0059921741485596,"95 45352.570312 96 32720.417969 97 33112.644531 98 25131.580078 99 11849.120117 100 9208.021484 101 7597.167969 102 11401.020508 103 12350.742188 104 12421.735352 105 16646.570312 106 16506.449219 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,ISS,MLP,1.9292361736297607,"96 208084.733349 97 185162.439301 98 166550.740775 99 164008.306904 100 129781.884662 101 162734.362650 102 143187.761711 103 171690.581887 104 184157.868852 105 165811.090819 106 208728.490424 107 198215.171569 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,ITBI,XGBoost,2.0170745849609375,"94 35773.425781 95 53426.945312 96 65067.207031 97 72208.351562 98 64049.699219 99 64113.367188 100 35457.781250 101 54340.089844 102 63798.613281 103 60676.710938 104 67813.679688 105 59184.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do ICMS,MLP,0.9302172660827637,"96 1.404157e+06 97 1.312844e+06 98 1.311887e+06 99 1.431088e+06 100 1.324652e+06 101 1.525090e+06 102 1.580653e+06 103 1.578895e+06 104 1.698220e+06 105 1.771049e+06 106 1.862482e+06 107 1.834288e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Feliciano - RS,Cota-Parte do IPVA,XGBoost,1.077955722808838,"96 195530.296875 97 215233.015625 98 225825.078125 99 190902.500000 100 190724.937500 101 224016.546875 102 224002.453125 103 229804.671875 104 229804.671875 105 229804.671875 106 252999.453125 107 197663.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,IPTU,MLP,1.1233887672424316,"89 3.294109e+05 90 -9.224044e+03 91 -4.271535e+05 92 7.679746e+05 93 2.005174e+04 94 -5.647888e+05 95 9.315643e+05 96 -1.881287e+04 97 -6.063095e+05 98 1.029693e+06 99 -6.917692e+04 100 -6.178562e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,ISS,XGBoost,0.997434139251709,"96 48702.105469 97 52228.218750 98 51471.871094 99 50407.304688 100 50398.859375 101 54685.410156 102 54913.441406 103 44761.113281 104 51396.953125 105 50323.351562 106 43818.046875 107 43235.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,ITBI,MLP,0.8367049694061279,"96 46134.363827 97 55779.728238 98 53715.000349 99 43567.551683 100 25643.116956 101 46015.050022 102 44677.709973 103 55485.725265 104 56308.144636 105 58729.525540 106 65531.619056 107 74518.738042 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do ICMS,XGBoost,0.9601550102233887,"96 884957.7500 97 815211.2500 98 851930.7500 99 878562.6250 100 805509.8125 101 814369.2500 102 826244.2500 103 823144.3750 104 814369.2500 105 867769.0000 106 883201.9375 107 818661.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Anta Gorda - RS,Cota-Parte do IPVA,MLP,1.6448431015014648,"96 -162976.004181 97 34272.569792 98 412581.053263 99 38337.064640 100 62924.134071 101 283880.485740 102 212180.814130 103 169391.950228 104 202032.196700 105 235831.885875 106 233245.219791 107 -196580.222109 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,IPTU,MLP,2.0839531421661377,"90 18942.691022 91 14600.710711 92 -10192.241424 93 13433.977301 94 21108.468712 95 12172.826517 96 15502.248048 97 14794.597871 98 19134.493029 99 17755.096531 100 17423.708162 101 13515.244926 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,ISS,XGBoost,1.5073881149291992,"96 12870.916016 97 12938.600586 98 13379.184570 99 10786.013672 100 13114.035156 101 13272.654297 102 13797.287109 103 14073.134766 104 12323.072266 105 13932.137695 106 11049.424805 107 8099.049805 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,ITBI,MLP,2.6779115200042725,"70 9078.931254 71 7718.835120 72 1725.992968 73 7381.118239 74 9548.783408 75 7186.044365 76 10339.854566 77 6121.558723 78 6369.009325 79 10600.696632 80 11036.378238 81 8760.308660 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do ICMS,MLP,1.4673826694488525,"96 408472.767616 97 380884.804958 98 379499.261325 99 412170.459636 100 379142.306500 101 436011.714241 102 449877.860073 103 447833.990148 104 480347.459172 105 498763.456809 106 522951.681020 107 510797.525702 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado Xavier - RS,Cota-Parte do IPVA,MLP,1.197174072265625,"95 8034.268852 96 25560.645598 97 56128.002328 98 15837.874766 99 19673.150154 100 53507.049419 101 52631.385015 102 44695.511526 103 52130.237129 104 58598.040248 105 63672.760079 106 4674.619215 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,IPTU,XGBoost,1.0636425018310547,"96 534054.37500 97 527725.62500 98 521596.03125 99 514471.00000 100 514471.00000 101 512442.43750 102 513483.46875 103 513483.46875 104 513483.46875 105 513483.46875 106 514265.37500 107 513483.46875 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,ISS,XGBoost,0.8950660228729248,"96 1165568.875 97 1185893.125 98 1174674.500 99 1164904.875 100 1164904.875 101 1211066.125 102 1222538.125 103 1211066.125 104 1211066.125 105 1211066.125 106 1222538.125 107 1211066.125 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,ITBI,XGBoost,0.8649575710296631,"96 772157.8750 97 707047.7500 98 384222.7500 99 697836.0625 100 645168.4375 101 417427.3125 102 386489.6250 103 274580.5000 104 628725.8125 105 656337.4375 106 757340.5625 107 365964.6875 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do ICMS,MLP,0.9705615043640137,"96 6.160449e+06 97 5.762142e+06 98 5.747138e+06 99 6.220691e+06 100 5.726600e+06 101 6.588379e+06 102 6.805883e+06 103 6.792679e+06 104 7.296400e+06 105 7.599789e+06 106 7.992278e+06 107 7.848163e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Borja - RS,Cota-Parte do IPVA,XGBoost,1.1430420875549316,"96 1652945.375 97 2127629.000 98 2146945.500 99 2143584.000 100 2144196.000 101 2164208.750 102 2256384.000 103 2256384.000 104 2256384.000 105 2256384.000 106 2256384.000 107 2203495.250 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,IPTU,SARIMAX,1.0617167949676514,"96 1.208932e+06 97 1.188181e+06 98 1.062351e+06 99 1.055106e+06 100 1.049793e+06 101 1.046846e+06 102 1.037703e+06 103 1.044005e+06 104 1.043761e+06 105 1.043761e+06 106 1.072874e+06 107 1.086253e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,ISS,MLP,0.939871072769165,"96 2.048195e+06 97 2.293228e+06 98 2.222575e+06 99 2.300191e+06 100 2.354316e+06 101 2.225325e+06 102 2.385102e+06 103 2.093775e+06 104 2.330200e+06 105 2.386157e+06 106 2.446947e+06 107 2.269984e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,ITBI,MLP,0.9676635265350342,"96 599634.773568 97 631338.787429 98 672342.119726 99 677785.710370 100 718454.670038 101 797897.337816 102 777535.834854 103 826901.443923 104 841889.599958 105 751162.124112 106 818716.776245 107 826731.282175 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0427262783050537,"96 6969678.0 97 5887925.5 98 5775357.5 99 6913494.5 100 6393699.5 101 6389398.0 102 6398527.0 103 6125961.5 104 6411789.5 105 6692045.5 106 6188105.5 107 5763659.0 Name: Valor, dtype: float64" Prefeitura Municipal de Sapucaia do Sul - RS,Cota-Parte do IPVA,MLP,0.9863104820251465,"96 9.429429e+05 97 1.183288e+06 98 2.137959e+06 99 4.986042e+05 100 1.309818e+06 101 2.377032e+06 102 1.971227e+06 103 2.096263e+06 104 2.489948e+06 105 2.608050e+06 106 2.678264e+06 107 7.067441e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,IPTU,MLP,1.1436116695404053,"92 50698.790236 93 -6617.458152 94 -43193.286835 95 89316.866743 96 25005.263006 97 -38988.423490 98 63229.070664 99 41903.110946 100 -14814.473242 101 36729.575179 102 40813.016130 103 10222.788550 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,ISS,MLP,1.6316702365875244,"96 27527.470849 97 23882.196314 98 23442.713748 99 23384.184456 100 19550.545139 101 26666.935622 102 24725.336450 103 24528.330014 104 26986.995397 105 19363.831491 106 26740.588862 107 25246.982163 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,ITBI,MLP,1.3700664043426514,"93 16953.982254 94 12381.626732 95 19744.427576 96 17258.297439 97 23198.275210 98 7032.578406 99 15003.541339 100 13405.075596 101 20370.487510 102 25139.328039 103 16949.335716 104 21611.879841 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do ICMS,MLP,2.44372296333313,"96 482799.129803 97 449346.900710 98 446904.985212 99 485597.506126 100 446290.286370 101 513050.700389 102 529033.238611 103 526181.597310 104 564334.940990 105 585858.652291 106 614556.070197 107 599457.887581 Name: Valor, dtype: float64" Prefeitura Municipal de Ibarama - RS,Cota-Parte do IPVA,XGBoost,2.738375425338745,"96 69586.882812 97 70718.265625 98 70718.265625 99 65257.914062 100 65465.832031 101 44745.406250 102 41838.257812 103 41838.257812 104 41838.257812 105 41838.257812 106 41838.257812 107 65789.632812 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,IPTU,MLP,1.1472103595733643,"84 54218.496069 85 25847.942875 86 -42360.811193 87 48307.665954 88 51969.055567 89 18939.742219 90 23138.194610 91 32136.061687 92 40040.070561 93 42475.535358 94 36112.519995 95 39183.128647 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,ISS,MLP,1.2872979640960693,"88 33493.954464 89 43826.022002 90 37142.256280 91 39344.280770 92 41133.483264 93 41337.009828 94 44221.459442 95 43124.845472 96 43279.682522 97 44971.708417 98 39378.634537 99 46349.812199 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,ITBI,MLP,1.6485419273376465,"84 17504.071877 85 20918.736111 86 13087.609545 87 28213.467042 88 20879.730773 89 26504.886568 90 17070.194405 91 27697.275397 92 29340.822403 93 26491.713354 94 26081.290403 95 31379.635838 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do ICMS,MLP,0.9858543872833252,"88 7.670212e+05 89 7.708012e+05 90 7.719343e+05 91 8.323198e+05 92 7.766877e+05 93 8.892614e+05 94 9.235850e+05 95 9.295056e+05 96 9.989474e+05 97 1.043640e+06 98 1.101111e+06 99 1.085724e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Colinas - RS,Cota-Parte do IPVA,MLP,0.8545336723327637,"88 -25792.310662 89 17424.020036 90 87350.764210 91 13817.085905 92 44189.409791 93 66272.557814 94 52978.235680 95 65233.032524 96 61779.267765 97 69048.129422 98 75955.622317 99 -53072.826244 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,IPTU,HWES,1.5984609127044678,"92 41379.433594 93 34776.773438 94 25501.158203 95 34664.164062 96 26352.703125 97 25765.671875 98 25927.244141 99 27932.884766 100 28780.316406 101 30590.384766 102 35688.394531 103 30692.236328 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,ISS,XGBoost,1.0585863590240479,"96 49835.468750 97 55515.726562 98 54401.269531 99 39316.664062 100 39434.289062 101 53859.597656 102 57453.687500 103 42496.335938 104 38660.093750 105 49251.847656 106 52393.246094 107 41016.421875 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,ITBI,MLP,1.3291893005371094,"96 185061.756708 97 179675.399950 98 164427.782385 99 167117.731418 100 191025.786949 101 154141.320127 102 214872.386225 103 194707.332611 104 136538.481909 105 217231.953317 106 179803.955596 107 117844.861939 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do ICMS,MLP,1.8187463283538818,"96 1.630435e+06 97 1.531375e+06 98 1.529427e+06 99 1.662864e+06 100 1.540476e+06 101 1.771011e+06 102 1.832473e+06 103 1.835610e+06 104 1.969835e+06 105 2.050913e+06 106 2.158304e+06 107 2.119633e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Bossoroca - RS,Cota-Parte do IPVA,MLP,1.6363534927368164,"94 8537.383005 95 32571.337587 96 116614.505615 97 71949.726750 98 21278.599365 99 100768.360689 100 122971.418438 101 102744.734294 102 129576.606080 103 129549.813477 104 139234.005072 105 -387.533334 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,IPTU,MLP,2.474938154220581,"95 166449.862358 96 88633.841833 97 13673.577950 98 -68106.792186 99 175183.736901 100 170103.548785 101 45486.750684 102 103586.544447 103 133992.349550 104 134535.337610 105 128451.927878 106 116002.862410 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,ISS,SARIMAX,1.150352954864502,"96 56163.683594 97 60129.589844 98 59756.039062 99 60863.312500 100 63100.289062 101 58913.109375 102 59905.148438 103 62940.988281 104 62155.511719 105 61677.843750 106 63373.792969 107 60651.691406 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,ITBI,SES,1.8249125480651855,"96 19634.361328 97 31484.441406 98 15799.982422 99 25598.718750 100 11179.015625 101 9838.261719 102 10182.286133 103 9244.667969 104 25043.994141 105 12335.332031 106 24466.167969 107 9696.584961 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do ICMS,MLP,0.8788974285125732,"96 1.163551e+06 97 1.086645e+06 98 1.077537e+06 99 1.155706e+06 100 1.054404e+06 101 1.209447e+06 102 1.239324e+06 103 1.232366e+06 104 1.314958e+06 105 1.357883e+06 106 1.420195e+06 107 1.372971e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Palmitinho - RS,Cota-Parte do IPVA,MLP,1.046440601348877,"95 -35439.082969 96 80899.977457 97 225366.585326 98 30566.817734 99 114857.177037 100 192189.866269 101 166455.393960 102 189791.987950 103 199084.297633 104 211652.142883 105 224095.503207 106 -51810.022764 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,IPTU,XGBoost,1.1187682151794434,"96 18732214.0 97 36778516.0 98 35671240.0 99 35530428.0 100 35961192.0 101 35961192.0 102 35586784.0 103 35218636.0 104 35218636.0 105 34269592.0 106 34269592.0 107 34137892.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,ISS,SARIMAX,1.0198259353637695,"96 120178288.0 97 120658672.0 98 123687240.0 99 123687240.0 100 123687240.0 101 123687240.0 102 123687240.0 103 123687240.0 104 123687240.0 105 123687240.0 106 123687240.0 107 123687240.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,ITBI,MLP,1.7012290954589844,"96 4.380796e+07 97 4.251939e+07 98 3.677960e+07 99 4.227719e+07 100 4.082719e+07 101 4.173052e+07 102 4.194060e+07 103 3.927541e+07 104 4.400403e+07 105 4.478347e+07 106 4.526569e+07 107 4.593228e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do ICMS,XGBoost,2.5354151725769043,"96 69510208.0 97 62478048.0 98 59858388.0 99 63898416.0 100 57791268.0 101 66572568.0 102 65351304.0 103 62125784.0 104 64455856.0 105 66142136.0 106 67630176.0 107 62961532.0 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Alegre - RS,Cota-Parte do IPVA,XGBoost,1.015284776687622,"96 68390680.0 97 68390680.0 98 66541516.0 99 66541516.0 100 66541516.0 101 64264592.0 102 64264592.0 103 64264592.0 104 64264592.0 105 64264592.0 106 64264592.0 107 62413416.0 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,IPTU,XGBoost,1.845432996749878,"96 4060.333008 97 6155.203613 98 3395.697510 99 6756.051270 100 3391.822754 101 4457.798828 102 3391.822754 103 4540.566895 104 4757.706055 105 3695.694580 106 4844.050781 107 4840.005371 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,ISS,XGBoost,1.69166898727417,"96 4488.137695 97 5136.849121 98 7267.268555 99 6085.958496 100 6241.330078 101 6171.291992 102 6272.258301 103 6262.954102 104 6748.420898 105 5996.299316 106 8861.501953 107 7848.221680 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,ITBI,MLP,2.4794864654541016,"90 -422.300165 91 7646.019119 92 14856.976392 93 10774.130549 94 11411.739037 95 14952.032846 96 13652.349168 97 2354.910869 98 13416.278838 99 12443.603342 100 14887.901462 101 17274.801269 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do ICMS,MLP,0.8707339763641357,"96 304569.878494 97 282331.691465 98 280205.439850 99 304231.642848 100 278908.423689 101 320857.684343 102 330162.266325 103 327149.838433 104 350361.742627 105 362881.452069 106 379526.428176 107 368852.858867 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado do Bugre - RS,Cota-Parte do IPVA,SARIMAX,1.5425372123718262,"94 10365.232422 95 10905.199219 96 12387.107422 97 11764.500977 98 10455.580078 99 9057.566406 100 12466.254883 101 12570.064453 102 18888.333984 103 20290.312500 104 20800.447266 105 10500.100586 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,IPTU,HWES,1.050034761428833,"96 54436.011719 97 33290.316406 98 25768.644531 99 21915.013672 100 24728.369141 101 13352.885742 102 15843.834961 103 14061.511719 104 15715.603516 105 16147.597656 106 34052.210938 107 39473.925781 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,ISS,SARIMAX,0.8457157611846924,"96 57866.304688 97 57526.191406 98 54427.417969 99 54348.417969 100 56711.984375 101 56516.031250 102 56516.031250 103 56516.031250 104 56516.031250 105 54347.972656 106 56741.554688 107 54287.132812 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,ITBI,MLP,1.1008455753326416,"96 42273.932826 97 53957.618617 98 61282.523648 99 63016.546590 100 64793.483071 101 56743.925648 102 61160.300983 103 65634.383645 104 65636.311027 105 58899.247579 106 81960.120270 107 61716.227041 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do ICMS,XGBoost,0.8881659507751465,"96 823552.1250 97 811948.6250 98 753049.7500 99 828417.8125 100 667309.8125 101 778850.8750 102 810865.8125 103 808428.0625 104 796905.1875 105 812522.1875 106 840374.4375 107 777535.6250 Name: Valor, dtype: float64" Prefeitura Municipal de São Martinho - RS,Cota-Parte do IPVA,XGBoost,1.361565113067627,"96 122367.335938 97 93627.734375 98 83992.687500 99 42743.410156 100 13630.438477 101 49867.070312 102 54863.917969 103 73719.421875 104 93429.601562 105 75564.546875 106 77389.546875 107 -15011.911133 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,IPTU,AR,1.3627386093139648,"96 1080831.875 97 1205152.750 98 1151080.750 99 1296184.625 100 1143535.500 101 1190354.000 102 1270134.875 103 1270134.875 104 1270134.875 105 1270134.875 106 1403362.375 107 1195576.250 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,ISS,MLP,0.9657022953033447,"96 1.578922e+06 97 1.635079e+06 98 1.700739e+06 99 1.740558e+06 100 1.760240e+06 101 1.668301e+06 102 1.192856e+06 103 1.640938e+06 104 1.646873e+06 105 1.616596e+06 106 1.673548e+06 107 1.623565e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,ITBI,MLP,1.3953170776367188,"96 5.427871e+05 97 8.027935e+05 98 9.943090e+05 99 7.820319e+05 100 8.679228e+05 101 1.151161e+06 102 1.018110e+06 103 9.382513e+05 104 9.800064e+05 105 1.291175e+06 106 1.446929e+06 107 2.590331e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do ICMS,MLP,1.0927419662475586,"96 5.828129e+06 97 5.883793e+06 98 5.881630e+06 99 6.336019e+06 100 5.906243e+06 101 6.754638e+06 102 7.006449e+06 103 7.041993e+06 104 7.554581e+06 105 7.874285e+06 106 8.296610e+06 107 8.147084e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cruz Alta - RS,Cota-Parte do IPVA,MLP,3.2171666622161865,"96 2.673531e+05 97 7.431806e+05 98 1.639095e+06 99 3.915649e+05 100 8.944644e+05 101 1.583438e+06 102 1.398462e+06 103 1.547111e+06 104 1.665310e+06 105 1.759090e+06 106 1.896650e+06 107 8.420623e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,IPTU,SARIMAX,2.0193915367126465,"96 526726.12500 97 550172.12500 98 523765.34375 99 539384.43750 100 487259.06250 101 466733.50000 102 487645.18750 103 467099.71875 104 497974.90625 105 485341.78125 106 486016.46875 107 525568.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,ISS,MLP,1.0924229621887207,"96 1.101249e+06 97 1.076470e+06 98 1.298732e+06 99 1.063239e+06 100 1.287230e+06 101 1.113920e+06 102 1.210155e+06 103 1.222541e+06 104 1.070585e+06 105 1.081474e+06 106 1.310260e+06 107 -1.136187e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,ITBI,MLP,1.0063588619232178,"96 364325.618041 97 345352.133590 98 337895.710757 99 216855.406792 100 317078.842877 101 371677.519530 102 389658.550733 103 326670.426885 104 326527.103227 105 378871.869943 106 433395.464819 107 350411.109088 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do ICMS,MLP,1.0450348854064941,"96 2.523779e+06 97 2.286878e+06 98 2.446678e+06 99 2.565626e+06 100 2.319233e+06 101 2.686099e+06 102 2.749676e+06 103 3.069069e+06 104 3.013465e+06 105 2.788822e+06 106 3.237559e+06 107 3.134965e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Portão - RS,Cota-Parte do IPVA,SARIMAX,1.840937852859497,"96 2101781.00 97 2401293.25 98 2289876.50 99 2289876.50 100 2289876.50 101 2401293.25 102 2401293.25 103 2401293.25 104 2619796.25 105 2704920.00 106 2704920.00 107 2290663.25 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,IPTU,XGBoost,1.130939245223999,"96 2148758.750 97 2166414.000 98 1941325.875 99 1939223.125 100 1939223.125 101 2073660.875 102 2160229.250 103 2160229.250 104 2275107.500 105 2275107.500 106 2275107.500 107 2146656.000 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,ISS,MLP,1.0057790279388428,"96 4.574581e+06 97 4.891587e+06 98 5.254434e+06 99 5.458994e+06 100 5.694442e+06 101 5.985621e+06 102 6.221182e+06 103 6.379981e+06 104 6.622012e+06 105 6.848034e+06 106 7.053892e+06 107 7.050322e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,ITBI,MLP,1.063915491104126,"96 1.487512e+06 97 1.383676e+06 98 1.380238e+06 99 1.450285e+06 100 1.421796e+06 101 1.364432e+06 102 1.536587e+06 103 1.362199e+06 104 1.576586e+06 105 1.615360e+06 106 1.531726e+06 107 1.623349e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do ICMS,XGBoost,0.918053150177002,"96 7030499.0 97 5590285.0 98 5524525.5 99 6703659.5 100 6361112.0 101 6024178.5 102 5998447.5 103 6335707.5 104 6172059.0 105 6075427.5 106 6364533.0 107 6085840.5 Name: Valor, dtype: float64" Prefeitura Municipal de Lajeado - RS,Cota-Parte do IPVA,MLP,1.095066785812378,"96 -1.294581e+06 97 9.228508e+05 98 5.224856e+06 99 5.314701e+05 100 2.264298e+06 101 3.803897e+06 102 3.117165e+06 103 3.698002e+06 104 3.610435e+06 105 3.888570e+06 106 4.313005e+06 107 -2.500583e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,IPTU,MLP,1.5346767902374268,"91 102027.578501 92 29818.323049 93 -4886.038287 94 82705.914235 95 -81017.731942 96 100587.560199 97 107672.707223 98 -66740.569390 99 79087.671146 100 110158.838502 101 -20550.502141 102 57529.940580 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,ISS,XGBoost,1.2442896366119385,"96 36809.414062 97 36897.085938 98 35224.523438 99 33348.082031 100 34760.710938 101 30796.308594 102 30741.642578 103 37822.035156 104 34794.984375 105 34767.167969 106 29112.744141 107 28497.365234 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,ITBI,MLP,1.8470985889434814,"93 34763.627984 94 28090.058550 95 32577.649803 96 38751.536522 97 19243.701933 98 36327.939468 99 19931.749758 100 33737.971384 101 46116.954263 102 35911.291143 103 43089.238130 104 51620.480750 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do ICMS,MLP,1.9776577949523926,"96 704171.629808 97 663684.430524 98 664347.249174 99 721513.731300 100 669919.629220 101 770312.724212 102 798799.073096 103 802072.930027 104 861706.869967 105 899241.521508 106 947716.469494 107 935315.289836 Name: Valor, dtype: float64" Prefeitura Municipal de Severiano de Almeida - RS,Cota-Parte do IPVA,MLP,1.4543721675872803,"95 -18129.883527 96 31221.806801 97 106246.820206 98 2616.169781 99 60797.030318 100 104119.904069 101 70454.520784 102 79761.423967 103 89481.739175 104 97139.238977 105 97920.536339 106 -29307.388713 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,IPTU,SARIMAX,1.2950010299682617,"96 25719760.0 97 25883606.0 98 26047952.0 99 25757928.0 100 25757928.0 101 29004786.0 102 31859764.0 103 31961636.0 104 31961636.0 105 31961636.0 106 29133290.0 107 28897520.0 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,ISS,MLP,1.0530939102172852,"96 1.212032e+07 97 1.269768e+07 98 1.271555e+07 99 1.270170e+07 100 1.264692e+07 101 1.287557e+07 102 1.276618e+07 103 1.264953e+07 104 1.272997e+07 105 1.272962e+07 106 1.300876e+07 107 1.305423e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,ITBI,HWES,1.9265873432159424,"96 3442150.50 97 3468382.00 98 3416638.50 99 3417293.25 100 3489935.00 101 3439039.00 102 3513635.25 103 2480883.50 104 3494828.00 105 3460196.50 106 3392170.25 107 3457989.25 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do ICMS,XGBoost,1.5802321434020996,"96 54874000.0 97 55532584.0 98 52838612.0 99 55218896.0 100 44594632.0 101 52940020.0 102 50436780.0 103 51993488.0 104 53100712.0 105 53904764.0 106 56174752.0 107 54682496.0 Name: Valor, dtype: float64" Prefeitura Municipal de Canoas - RS,Cota-Parte do IPVA,MLP,1.2262861728668213,"96 2.433669e+06 97 4.100667e+06 98 7.992088e+06 99 1.918777e+06 100 4.401729e+06 101 7.997911e+06 102 7.599767e+06 103 8.201880e+06 104 8.822129e+06 105 9.321376e+06 106 1.020634e+07 107 1.538995e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,IPTU,XGBoost,1.4206430912017822,"96 5513398.00 97 4742364.00 98 3525056.75 99 4006963.25 100 3888328.75 101 3883402.75 102 4120093.25 103 4120093.25 104 4015966.75 105 4015966.75 106 4285618.50 107 4249357.00 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,ISS,MLP,0.8759052753448486,"96 1.184980e+06 97 1.238880e+06 98 1.115484e+06 99 1.266315e+06 100 1.253325e+06 101 1.200584e+06 102 1.278679e+06 103 1.255890e+06 104 1.302429e+06 105 1.453356e+06 106 9.724552e+05 107 1.365836e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,ITBI,MLP,1.0234375,"96 2.260396e+06 97 2.406262e+06 98 2.059428e+06 99 2.680753e+06 100 2.023483e+06 101 2.529149e+06 102 3.063945e+06 103 2.812740e+06 104 2.741555e+06 105 2.781045e+06 106 3.016813e+06 107 3.231811e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do ICMS,MLP,0.8817579746246338,"96 7.877856e+05 97 7.355713e+05 98 7.437617e+05 99 8.028589e+05 100 7.400302e+05 101 8.510324e+05 102 8.813302e+05 103 8.841852e+05 104 9.489479e+05 105 9.458727e+05 106 1.029803e+06 107 1.015794e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Xangri-lá - RS,Cota-Parte do IPVA,MLP,0.9178512096405029,"96 140938.838870 97 313563.814356 98 444015.774227 99 143526.309226 100 253487.463115 101 497132.667642 102 471417.993750 103 494287.118953 104 584312.568179 105 659284.500111 106 676061.293859 107 333259.976635 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,IPTU,XGBoost,1.1468350887298584,"92 73071.757812 93 82967.812500 94 83484.734375 95 84299.078125 96 69325.234375 97 73754.789062 98 73754.789062 99 73754.789062 100 83270.921875 101 83204.046875 102 83305.039062 103 88880.046875 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,ISS,MLP,1.067056655883789,"95 90388.794295 96 69859.249009 97 124174.263934 98 114706.605141 99 126456.570850 100 95541.824272 101 125117.760736 102 120963.265658 103 133444.211472 104 130698.908831 105 115060.072567 106 105462.725102 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,ITBI,XGBoost,2.6145451068878174,"95 25283.855469 96 42757.742188 97 23815.171875 98 41653.335938 99 14274.317383 100 40619.914062 101 42628.925781 102 45355.757812 103 31370.423828 104 27536.017578 105 44927.824219 106 45949.617188 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do ICMS,MLP,1.773514986038208,"96 7.827960e+05 97 6.714319e+05 98 7.258484e+05 99 8.990577e+05 100 9.586661e+05 101 1.170105e+06 102 1.409059e+06 103 1.587340e+06 104 1.887131e+06 105 2.254761e+06 106 2.663993e+06 107 3.149209e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Marcelino Ramos - RS,Cota-Parte do IPVA,XGBoost,1.8363020420074463,"96 75437.710938 97 67607.546875 98 57554.367188 99 13670.609375 100 954.923767 101 12366.124023 102 19184.826172 103 13767.238281 104 11452.408203 105 19113.212891 106 30139.523438 107 10186.944336 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,IPTU,MLP,1.2041430473327637,"92 188867.464139 93 55438.614597 94 -268421.483920 95 284498.523417 96 219300.344251 97 -215356.575801 98 171919.360037 99 233233.404480 100 -88342.057652 101 95439.819647 102 192907.030549 103 22108.161910 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,ISS,XGBoost,1.3290574550628662,"96 30725.232422 97 32073.621094 98 30544.068359 99 30678.896484 100 32317.035156 101 30476.439453 102 33217.363281 103 30115.662109 104 30250.490234 105 30250.490234 106 31376.763672 107 23799.878906 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,ITBI,MLP,1.6708037853240967,"93 18260.527022 94 18832.097228 95 24645.187016 96 13028.761515 97 29641.393762 98 15710.227599 99 20867.789810 100 30338.638836 101 20237.044870 102 22250.719109 103 31504.547710 104 16874.980402 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do ICMS,XGBoost,1.0359065532684326,"96 542062.25000 97 540263.00000 98 509506.18750 99 550731.06250 100 500765.34375 101 511265.50000 102 509354.06250 103 505118.43750 104 513131.15625 105 509876.09375 106 528911.00000 107 450402.21875 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro da Serra - RS,Cota-Parte do IPVA,MLP,1.0294299125671387,"96 -171345.079253 97 18095.692162 98 390686.429840 99 -207784.330495 100 57938.218079 101 432166.602892 102 -234191.960265 103 103646.107965 104 448110.175269 105 -266135.263908 106 155370.389067 107 231722.133620 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,IPTU,XGBoost,0.9095649719238281,"78 11765.166016 79 12378.554688 80 17520.589844 81 10629.830078 82 7360.323242 83 5732.380859 84 5708.425293 85 5692.295410 86 5692.295410 87 12301.508789 88 12317.639648 89 12357.521484 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,ISS,MLP,1.0233869552612305,"92 23628.018768 93 32500.666996 94 34565.459853 95 24625.500058 96 23487.484175 97 28500.016445 98 33090.679620 99 37787.674329 100 37078.781153 101 42001.200970 102 44476.505778 103 43653.863151 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,ITBI,XGBoost,1.9287431240081787,"91 48891.511719 92 47155.375000 93 109267.101562 94 109275.859375 95 109305.375000 96 109305.375000 97 109406.570312 98 109406.570312 99 109263.062500 100 110223.585938 101 110223.585938 102 110263.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do ICMS,MLP,1.6048264503479004,"92 687655.666893 93 658559.302437 94 655319.142224 95 696263.246269 96 637886.297760 97 727392.838525 98 746352.520814 99 746651.718490 100 795697.011194 101 825199.173713 102 862878.319170 103 842247.191567 Name: Valor, dtype: float64" Prefeitura Municipal de Monte Alegre dos Campos - RS,Cota-Parte do IPVA,MLP,2.4545302391052246,"90 14960.996491 91 25679.411241 92 13682.942242 93 6799.248150 94 26816.609244 95 33831.122544 96 36433.405487 97 39041.375651 98 40658.291096 99 45573.237247 100 50724.923883 101 16076.656254 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,IPTU,SARIMAX,0.9433965682983398,"93 133002.406250 94 139357.156250 95 131986.125000 96 131035.398438 97 133819.406250 98 129205.101562 99 120948.429688 100 99361.093750 101 99361.093750 102 99361.093750 103 99361.093750 104 99361.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,ISS,MLP,0.8589887619018555,"96 161377.424312 97 167105.200952 98 178112.873698 99 173913.770986 100 186677.507459 101 193722.148318 102 177573.238489 103 171321.254758 104 177805.330605 105 164163.638989 106 166121.283552 107 158400.633177 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,ITBI,MLP,1.6204032897949219,"96 136270.635058 97 153133.614712 98 139829.468459 99 161831.126178 100 21177.101532 101 88669.580678 102 177932.719127 103 130927.461430 104 144610.102392 105 161707.224988 106 174616.553862 107 90594.315811 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do ICMS,XGBoost,1.943155288696289,"96 1279772.625 97 1251568.875 98 1216995.250 99 1363286.250 100 1372966.000 101 1193940.000 102 1273388.625 103 1280053.375 104 1277079.750 105 1292899.625 106 1323532.375 107 1260016.750 Name: Valor, dtype: float64" Prefeitura Municipal de Nonoai - RS,Cota-Parte do IPVA,HWES,2.299730062484741,"96 239483.796875 97 207418.140625 98 278690.031250 99 244564.765625 100 244564.765625 101 258750.390625 102 272328.656250 103 272081.468750 104 287835.125000 105 307729.593750 106 312534.625000 107 281202.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,IPTU,SARIMAX,1.0516619682312012,"96 2.648423e+06 97 1.808799e+06 98 1.718947e+06 99 9.181386e+05 100 -3.872583e+05 101 -5.102715e+05 102 -5.668904e+05 103 1.251938e+07 104 1.252982e+07 105 1.265766e+07 106 4.154297e+06 107 4.466076e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,ISS,MLP,1.1422169208526611,"96 9.472714e+06 97 1.011773e+07 98 1.005747e+07 99 9.813271e+06 100 9.960901e+06 101 9.886784e+06 102 9.778471e+06 103 9.990069e+06 104 9.757978e+06 105 9.827378e+06 106 1.001839e+07 107 9.435819e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,ITBI,MLP,1.1028389930725098,"96 2.237478e+06 97 2.473664e+06 98 2.348293e+06 99 2.518039e+06 100 2.655670e+06 101 2.412250e+06 102 2.698747e+06 103 2.666498e+06 104 2.785916e+06 105 3.000606e+06 106 2.715785e+06 107 2.846801e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do ICMS,MLP,0.965745210647583,"96 1.629131e+07 97 1.464114e+07 98 1.410588e+07 99 1.560609e+07 100 1.432339e+07 101 1.650341e+07 102 1.705417e+07 103 1.680492e+07 104 1.805863e+07 105 1.877758e+07 106 1.964192e+07 107 1.920033e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Hamburgo - RS,Cota-Parte do IPVA,XGBoost,2.245971918106079,"96 8253848.5 97 8760759.0 98 8415897.0 99 8881997.0 100 8881997.0 101 10487430.0 102 11989566.0 103 12026697.0 104 12026697.0 105 10902725.0 106 11049745.0 107 8121812.0 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,IPTU,XGBoost,2.073084592819214,"82 2924.018311 83 2924.018311 84 2137.460938 85 2461.281494 86 2211.734619 87 2558.104004 88 2208.558105 89 2128.384033 90 1887.913818 91 2600.741699 92 2543.774658 93 2203.080078 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,ISS,MLP,1.8980138301849365,"96 36860.605782 97 39542.054183 98 17018.464315 99 27518.217563 100 37395.639277 101 34757.411581 102 40025.580105 103 22885.427860 104 35473.504446 105 42142.970034 106 39358.239087 107 38738.461308 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,ITBI,MLP,1.3873682022094727,"81 39290.095581 82 27866.671626 83 -24098.131061 84 32783.314613 85 38151.936674 86 27402.091205 87 29106.954133 88 25984.336700 89 8811.518380 90 39185.457578 91 41832.459271 92 35302.331308 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do ICMS,XGBoost,1.0096240043640137,"96 486360.50000 97 448881.96875 98 468411.87500 99 487691.65625 100 461557.00000 101 449450.56250 102 466152.75000 103 478671.81250 104 482219.96875 105 472787.96875 106 475572.75000 107 485771.59375 Name: Valor, dtype: float64" Prefeitura Municipal de Protásio Alves - RS,Cota-Parte do IPVA,MLP,0.9533348083496094,"96 -12790.467202 97 -1740.387438 98 78766.824150 99 10078.204287 100 25027.870560 101 61029.997973 102 40801.332083 103 43008.007252 104 46489.084062 105 50024.990671 106 53246.909075 107 -27434.121007 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,IPTU,XGBoost,1.5669715404510498,"96 122974.195312 97 122748.281250 98 116883.257812 99 117897.757812 100 123727.296875 101 121642.687500 102 121642.687500 103 121642.687500 104 117897.757812 105 121642.687500 106 125237.906250 107 121642.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,ISS,MLP,1.1207854747772217,"96 542632.827573 97 624216.654077 98 532867.165482 99 585220.884227 100 613831.403621 101 609922.621320 102 666253.081020 103 656624.303675 104 645368.994739 105 597710.082638 106 579349.366689 107 569217.661443 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,ITBI,XGBoost,1.0145456790924072,"96 194327.546875 97 265786.062500 98 241797.343750 99 149803.296875 100 140304.406250 101 148551.546875 102 170894.125000 103 178579.203125 104 200888.859375 105 165445.046875 106 172465.203125 107 159432.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do ICMS,MLP,2.1394143104553223,"96 3.308029e+06 97 3.057625e+06 98 3.041359e+06 99 3.308270e+06 100 3.030903e+06 101 3.491841e+06 102 3.599514e+06 103 3.557725e+06 104 3.820258e+06 105 3.966292e+06 106 4.144980e+06 107 4.047620e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Não-Me-Toque - RS,Cota-Parte do IPVA,MLP,2.000931739807129,"96 -4.957043e+05 97 -2.237385e+03 98 1.353397e+06 99 -5.602548e+03 100 3.107827e+05 101 8.881996e+05 102 5.315348e+05 103 6.240090e+05 104 6.450971e+05 105 6.622399e+05 106 7.713250e+05 107 -7.981190e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,IPTU,MLP,1.5587093830108643,"76 14610.605082 77 7699.682195 78 5199.145922 79 4532.749283 80 -7110.585505 81 17291.332040 82 11871.988429 83 604.636128 84 11913.243372 85 12187.354634 86 8526.659168 87 9102.204954 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,ISS,MLP,2.3411154747009277,"96 76832.413347 97 83349.981750 98 87235.609515 99 73443.481685 100 79854.103764 101 66774.532949 102 90873.707250 103 76334.076722 104 42764.076595 105 42414.651808 106 82714.946041 107 7536.090827 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,ITBI,XGBoost,0.9647374153137207,"92 15851.334961 93 34840.351562 94 14107.913086 95 43555.476562 96 24246.490234 97 11655.552734 98 39951.824219 99 40901.933594 100 32419.419922 101 25052.996094 102 41244.601562 103 17376.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do ICMS,MLP,0.9837660789489746,"96 8.711375e+05 97 8.145781e+05 98 8.111210e+05 99 8.787543e+05 100 8.086301e+05 101 9.289495e+05 102 9.574584e+05 103 9.549404e+05 104 1.022733e+06 105 1.061048e+06 106 1.113155e+06 107 1.085505e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão Bonito do Sul - RS,Cota-Parte do IPVA,MLP,1.7770304679870605,"96 -1000.046416 97 18216.360841 98 35270.873844 99 -1576.513887 100 17695.196346 101 31670.398772 102 27178.978499 103 40321.330674 104 36849.651302 105 39357.137182 106 40877.763385 107 -18541.677705 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,IPTU,XGBoost,1.3193864822387695,"95 78865.187500 96 59109.550781 97 36393.804688 98 27983.742188 99 30972.341797 100 31370.074219 101 29430.355469 102 29704.316406 103 28505.474609 104 30496.058594 105 30496.058594 106 30060.263672 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,ISS,SARIMAX,1.6346476078033447,"96 123865.765625 97 90187.500000 98 124790.898438 99 116045.125000 100 129672.468750 101 126775.414062 102 124528.375000 103 134284.625000 104 136220.625000 105 153226.921875 106 147576.390625 107 115007.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,ITBI,XGBoost,1.2712597846984863,"96 27905.164062 97 36017.742188 98 28474.931641 99 42465.964844 100 24394.449219 101 69740.718750 102 68135.875000 103 48616.632812 104 55825.011719 105 24104.591797 106 24234.748047 107 26350.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do ICMS,XGBoost,1.0844757556915283,"96 8.298304e+05 97 1.026416e+06 98 8.375254e+05 99 9.488850e+05 100 8.250681e+05 101 9.464129e+05 102 9.578232e+05 103 9.514687e+05 104 9.613966e+05 105 9.482974e+05 106 9.534210e+05 107 8.879926e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Santana da Boa Vista - RS,Cota-Parte do IPVA,MLP,1.1777129173278809,"95 13474.354090 96 42266.443855 97 71433.646246 98 3047.232082 99 34668.968693 100 67318.773732 101 72064.874952 102 82388.041468 103 90777.282740 104 94849.905074 105 106038.745707 106 -7118.567651 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,IPTU,MLP,0.9659192562103271,"88 25791.221302 89 23131.030510 90 18096.092662 91 21942.090848 92 -17130.626226 93 6932.798463 94 30742.685086 95 19061.117104 96 16397.566159 97 17530.947634 98 24176.102785 99 26207.875474 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,ISS,MLP,1.4655876159667969,"96 40062.478780 97 41586.748267 98 43941.134259 99 44209.292046 100 49428.819477 101 27981.347065 102 44441.836761 103 52259.697452 104 45245.907950 105 52174.123329 106 54155.498346 107 44375.244380 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,ITBI,MLP,1.657571792602539,"96 16945.157512 97 23072.706117 98 15088.277928 99 5462.560003 100 12469.943876 101 6928.684147 102 13485.142049 103 16539.551590 104 18126.707626 105 17018.578412 106 14554.672574 107 22933.325125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0462024211883545,"96 475718.15625 97 365363.68750 98 468472.25000 99 416671.21875 100 356724.50000 101 399205.15625 102 373541.53125 103 352811.21875 104 397150.93750 105 411986.03125 106 425560.46875 107 298250.46875 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Sul - RS,Cota-Parte do IPVA,MLP,2.399984836578369,"96 -13388.308351 97 86054.521416 98 -2794.207152 99 88826.139676 100 97472.830551 101 71920.898466 102 111711.162484 103 97271.080817 104 108881.844955 105 116826.078256 106 19907.846820 107 16243.927643 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,IPTU,MLP,1.6305947303771973,"85 22812.174248 86 14921.718163 87 -10800.149787 88 -9744.669214 89 20165.475201 90 22519.821909 91 13253.062333 92 5357.660001 93 15260.063679 94 21913.215794 95 17970.240253 96 15860.205125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,ISS,MLP,2.422743320465088,"96 65966.799247 97 73581.140112 98 70605.681912 99 68126.909897 100 78069.770333 101 81333.512019 102 81632.843256 103 84547.709492 104 65094.142476 105 84221.895420 106 89236.372179 107 86386.055824 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,ITBI,MLP,2.14189076423645,"84 8549.948744 85 8137.532528 86 11490.251548 87 8074.937856 88 9964.208928 89 12482.034008 90 13138.318435 91 14713.499341 92 15119.458679 93 16808.147866 94 19540.154580 95 15541.738148 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do ICMS,XGBoost,1.0107440948486328,"96 283945.875000 97 282481.281250 98 240703.015625 99 291239.343750 100 233532.093750 101 270874.468750 102 271548.968750 103 268761.062500 104 277272.250000 105 285910.250000 106 286965.218750 107 245262.156250 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Herval - RS,Cota-Parte do IPVA,MLP,1.0977373123168945,"96 -5389.340212 97 4225.070068 98 59179.136283 99 11119.094797 100 9462.080318 101 51241.180804 102 35885.576757 103 31331.573938 104 42258.153628 105 27169.293077 106 47347.745764 107 -16097.757188 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,IPTU,HWES,1.1387550830841064,"96 47798.957031 97 24917.572266 98 13174.811523 99 16751.341797 100 15177.042969 101 13913.366211 102 20457.478516 103 19905.105469 104 20492.380859 105 16158.958008 106 16375.612305 107 20071.326172 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,ISS,XGBoost,1.048222541809082,"96 24180.107422 97 26028.929688 98 25253.828125 99 24838.865234 100 24838.865234 101 24962.332031 102 23358.574219 103 24734.708984 104 24536.748047 105 24630.660156 106 24630.660156 107 23839.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,ITBI,MLP,1.1049110889434814,"95 46401.252038 96 35809.883491 97 22771.355182 98 34437.742120 99 38446.311720 100 38383.305397 101 39084.459164 102 4889.849189 103 44382.443318 104 40213.455941 105 36844.041114 106 48769.347834 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do ICMS,MLP,1.0796804428100586,"96 8.078223e+05 97 7.636730e+05 98 7.656102e+05 99 8.262501e+05 100 7.661698e+05 101 8.796254e+05 102 9.109061e+05 103 9.147936e+05 104 9.813023e+05 105 1.022846e+06 106 1.075741e+06 107 1.059213e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Miraguaí - RS,Cota-Parte do IPVA,MLP,1.2980403900146484,"92 113217.509368 93 27855.618450 94 64895.838298 95 66734.730718 96 70521.274642 97 46275.040921 98 101984.473548 99 108006.454063 100 121886.751536 101 137513.484569 102 140713.672645 103 33701.954395 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,IPTU,MLP,2.5204193592071533,"79 139598.058864 80 148512.593912 81 71972.901958 82 98161.540808 83 129247.585072 84 98009.964537 85 -55512.589545 86 132505.907592 87 39995.709070 88 110685.334998 89 145681.632591 90 90386.614874 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,ISS,MLP,1.6678130626678467,"96 66049.287615 97 66839.037062 98 72104.794118 99 60763.077979 100 73898.100866 101 73703.526319 102 69592.990093 103 72414.769315 104 72763.363031 105 73919.120383 106 63533.027051 107 55138.966111 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,ITBI,XGBoost,2.0109570026397705,"94 19799.365234 95 21408.978516 96 20473.916016 97 19633.589844 98 23424.501953 99 24843.210938 100 25419.531250 101 23399.283203 102 26143.162109 103 28451.148438 104 24240.265625 105 19575.714844 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do ICMS,MLP,1.1026983261108398,"96 488790.849581 97 510164.404053 98 514964.351666 99 561268.494332 100 537402.125096 101 620998.581769 102 816774.495359 103 711230.877220 104 772118.736401 105 856289.719544 106 906919.903308 107 947300.615107 Name: Valor, dtype: float64" Prefeitura Municipal de Ilópolis - RS,Cota-Parte do IPVA,MLP,1.7533042430877686,"96 23845.769466 97 67737.224195 98 143752.305227 99 39764.079395 100 127693.216989 101 133994.714667 102 -41456.045621 103 162203.582251 104 177475.943945 105 118867.244916 106 144938.570731 107 -16663.043539 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,IPTU,XGBoost,1.2017159461975098,"79 4778.714355 80 5035.286133 81 5434.648926 82 5448.566406 83 4812.501953 84 2826.463135 85 2933.685303 86 3456.469482 87 3731.093506 88 3280.796143 89 3226.888184 90 3246.810303 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,ISS,XGBoost,1.645188808441162,"96 19194.894531 97 15841.576172 98 25101.576172 99 15841.576172 100 12964.017578 101 15860.875977 102 12256.302734 103 30771.376953 104 12665.739258 105 21810.289062 106 21810.289062 107 12665.739258 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,ITBI,MLP,0.8535339832305908,"75 89374.593844 76 82184.577849 77 78645.776664 78 98985.554623 79 -68738.463653 80 -15703.450571 81 83008.697587 82 74683.535278 83 13142.672181 84 75021.578272 85 87504.125138 86 50766.165253 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do ICMS,MLP,1.1636762619018555,"96 605340.846266 97 581434.554600 98 565000.338003 99 610549.716895 100 562397.352351 101 644106.915378 102 664480.621566 103 661609.220044 104 707557.702992 105 733982.960056 106 769801.441693 107 749559.472602 Name: Valor, dtype: float64" Prefeitura Municipal de Quatro Irmãos - RS,Cota-Parte do IPVA,XGBoost,0.9783289432525635,"90 38095.652344 91 55594.683594 92 30322.025391 93 30239.005859 94 53641.570312 95 54247.351562 96 22061.412109 97 22061.412109 98 54004.386719 99 54247.351562 100 53684.699219 101 20217.029297 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,IPTU,XGBoost,1.6381571292877197,"96 354614.843750 97 349950.468750 98 399728.500000 99 293293.062500 100 185766.062500 101 181186.312500 102 317116.937500 103 191977.390625 104 211098.750000 105 207004.468750 106 346450.375000 107 257755.453125 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,ISS,MLP,2.0474071502685547,"96 748102.019837 97 744922.197659 98 659984.601435 99 780501.772776 100 681350.784087 101 807400.167465 102 768960.740950 103 639386.397565 104 803862.636174 105 712761.582046 106 784205.744025 107 694125.495810 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,ITBI,XGBoost,1.4041848182678223,"96 270194.781250 97 196816.343750 98 242460.546875 99 268400.937500 100 214277.453125 101 196323.500000 102 269628.062500 103 257466.281250 104 220926.328125 105 212870.312500 106 260791.171875 107 189964.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do ICMS,MLP,0.9547727108001709,"96 2.586643e+06 97 2.421970e+06 98 2.415030e+06 99 2.621155e+06 100 2.418479e+06 101 2.779564e+06 102 2.870158e+06 103 2.866419e+06 104 3.073174e+06 105 3.193355e+06 106 3.353661e+06 107 3.281319e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Soledade - RS,Cota-Parte do IPVA,XGBoost,1.248241901397705,"96 1.018903e+06 97 8.279900e+05 98 9.061451e+05 99 9.042728e+05 100 8.830703e+05 101 9.042728e+05 102 9.042728e+05 103 1.129111e+06 104 1.133344e+06 105 1.133344e+06 106 1.133344e+06 107 1.010078e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,IPTU,XGBoost,1.6154067516326904,"81 11766.104492 82 11724.002930 83 7290.693359 84 7929.135254 85 8711.704102 86 2688.383301 87 10837.489258 88 3305.967773 89 5636.532227 90 6150.746094 91 1295.445801 92 4416.912598 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,ISS,MLP,1.5167787075042725,"84 18500.875911 85 22302.858508 86 15819.415631 87 15755.301225 88 19914.907864 89 22548.259814 90 19368.580899 91 16378.497246 92 9647.749839 93 21148.098729 94 22264.513072 95 20325.740216 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,ITBI,XGBoost,0.9248905181884766,"83 23843.306641 84 21820.851562 85 29600.716797 86 29769.279297 87 14614.853516 88 14608.222656 89 21959.705078 90 14475.943359 91 14469.310547 92 14436.713867 93 12916.795898 94 12915.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do ICMS,SARIMAX,1.2097575664520264,"84 583310.7500 85 538403.9375 86 564234.8750 87 584144.5000 88 558057.1875 89 547629.9375 90 557041.5625 91 563685.3750 92 548140.3750 93 555572.0625 94 548140.3750 95 544278.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Derrubadas - RS,Cota-Parte do IPVA,MLP,1.6703927516937256,"84 -11057.466126 85 18112.182477 86 52413.646397 87 3835.961218 88 66672.998098 89 56086.665206 90 56416.176051 91 77892.961117 92 70312.317827 93 81308.363712 94 85372.660609 95 -41300.404881 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,IPTU,MLP,1.0913968086242676,"86 48974.726696 87 38955.193403 88 22462.024053 89 19158.583903 90 -21019.875750 91 30844.865566 92 49826.787848 93 22987.253359 94 27227.711239 95 36201.281750 96 40200.582507 97 39984.843826 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,ISS,XGBoost,1.0428438186645508,"96 23349.443359 97 21427.853516 98 22171.212891 99 20613.169922 100 20095.976562 101 23214.656250 102 21790.212891 103 20718.738281 104 24325.093750 105 18298.998047 106 23208.042969 107 22903.208984 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,ITBI,MLP,0.8615868091583252,"91 10725.883984 92 16618.496466 93 21935.587169 94 22885.595944 95 19871.596848 96 25558.432338 97 14070.062690 98 21658.524866 99 22946.793624 100 29041.343946 101 27048.254216 102 26176.196534 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do ICMS,MLP,1.0384814739227295,"96 482139.977521 97 447160.279032 98 443306.884964 99 479650.287849 100 453267.107171 101 508073.880508 102 521839.772644 103 520200.987971 104 556344.629184 105 578368.492279 106 607023.427139 107 589025.388845 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim do Sul - RS,Cota-Parte do IPVA,XGBoost,1.1215670108795166,"95 61907.562500 96 41588.773438 97 45789.703125 98 43323.621094 99 43323.621094 100 38475.238281 101 45231.812500 102 52771.300781 103 56018.289062 104 67601.062500 105 70894.484375 106 56711.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,IPTU,MLP,0.9412126541137695,"88 9.205326e+06 89 -7.984350e+04 90 -2.808600e+06 91 1.248391e+07 92 7.302045e+06 93 2.945802e+06 94 6.764720e+06 95 7.363663e+06 96 7.662888e+06 97 6.692332e+06 98 5.650587e+06 99 8.332810e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,ISS,MLP,1.4617435932159424,"88 6.184018e+06 89 6.747199e+06 90 8.163000e+06 91 7.970509e+06 92 8.044253e+06 93 8.627344e+06 94 8.236085e+06 95 7.488425e+06 96 8.656374e+06 97 9.070244e+06 98 9.170726e+06 99 8.295721e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,ITBI,MLP,1.419259786605835,"88 3.407475e+06 89 3.670785e+06 90 2.702679e+06 91 3.170989e+06 92 3.251649e+06 93 3.418230e+06 94 3.695255e+06 95 3.298332e+06 96 3.965549e+06 97 4.106118e+06 98 3.764760e+06 99 4.133566e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do ICMS,MLP,1.367002010345459,"88 3.240688e+06 89 3.071207e+06 90 3.083237e+06 91 3.365793e+06 92 3.148577e+06 93 3.617705e+06 94 3.762195e+06 95 3.790336e+06 96 4.071143e+06 97 4.250314e+06 98 4.480723e+06 99 4.431541e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gramado - RS,Cota-Parte do IPVA,MLP,2.329536199569702,"88 3.144724e+05 89 8.524008e+05 90 1.612950e+06 91 4.424453e+05 92 1.150689e+06 93 1.643107e+06 94 1.531762e+06 95 1.695968e+06 96 1.780065e+06 97 1.968592e+06 98 2.077726e+06 99 8.757682e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,IPTU,MLP,1.446993350982666,"76 59024.461107 77 -45180.308237 78 228745.266609 79 249733.513120 80 188531.613864 81 190651.979262 82 213107.219410 83 246249.458215 84 243227.736308 85 152386.833188 86 160852.848578 87 222126.796692 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,ISS,XGBoost,0.9815385341644287,"76 100965.398438 77 99946.773438 78 100107.296875 79 79883.335938 80 100107.296875 81 100338.687500 82 102971.906250 83 81002.054688 84 76360.546875 85 100170.453125 86 76225.132812 87 77787.531250 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,ITBI,XGBoost,0.9027121067047119,"76 95386.781250 77 172010.515625 78 181406.765625 79 128752.320312 80 177776.484375 81 204455.515625 82 116948.875000 83 86580.562500 84 115163.796875 85 172272.171875 86 127360.492188 87 127360.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do ICMS,MLP,0.7731940746307373,"76 1.844237e+06 77 1.752518e+06 78 1.756757e+06 79 1.881005e+06 80 1.736718e+06 81 1.986152e+06 82 2.052244e+06 83 2.061436e+06 84 2.207943e+06 85 2.304024e+06 86 2.419412e+06 87 2.391431e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cacequi - RS,Cota-Parte do IPVA,MLP,1.0712440013885498,"74 -36250.807433 75 110166.494443 76 176406.156425 77 27379.108050 78 73826.927573 79 151416.857775 80 155251.249108 81 152118.779809 82 159542.122965 83 175533.995115 84 194965.944564 85 54028.072204 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,IPTU,MLP,0.9945621490478516,"96 22624.823468 97 -18465.985809 98 71184.654908 99 72931.630076 100 49680.107156 101 64984.811354 102 60776.200178 103 73784.525347 104 76080.907595 105 74432.611672 106 80047.084289 107 81202.134714 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,ISS,XGBoost,1.079883098602295,"96 574889.5000 97 603170.4375 98 606391.4375 99 612150.6250 100 586526.1250 101 587102.8750 102 577748.6250 103 607979.2500 104 606717.5625 105 601974.8750 106 595787.1875 107 586791.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,ITBI,MLP,0.9381964206695557,"92 10165.509313 93 142517.678939 94 107925.558457 95 29030.527565 96 128183.560649 97 120351.163733 98 101743.715731 99 121074.377580 100 118954.658306 101 127870.630555 102 138271.402934 103 131881.506219 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do ICMS,XGBoost,0.9289605617523193,"96 467000.62500 97 496991.28125 98 469741.37500 99 495456.78125 100 467756.34375 101 493999.03125 102 494363.62500 103 507084.34375 104 497415.84375 105 511429.00000 106 511266.21875 107 470238.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Minas do Leão - RS,Cota-Parte do IPVA,XGBoost,1.8152618408203125,"96 136433.515625 97 147924.171875 98 135193.468750 99 135193.468750 100 135193.468750 101 147851.328125 102 178153.937500 103 196710.984375 104 196710.984375 105 196710.984375 106 196710.984375 107 183910.968750 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,IPTU,MLP,2.554243803024292,"94 353891.712742 95 -165128.385020 96 341408.002602 97 306196.019628 98 177076.159822 99 305304.581950 100 209001.950279 101 374985.616512 102 341494.989854 103 342927.255612 104 410756.421106 105 327177.946539 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,ISS,XGBoost,1.5481586456298828,"96 241323.828125 97 177545.750000 98 208003.640625 99 192816.578125 100 201937.781250 101 169724.921875 102 205790.593750 103 164418.062500 104 249018.171875 105 165459.015625 106 205805.281250 107 164539.171875 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,ITBI,XGBoost,1.1756768226623535,"93 23386.685547 94 17123.011719 95 15135.125000 96 11032.602539 97 23503.666016 98 13284.204102 99 23354.593750 100 7537.250000 101 14002.505859 102 26578.953125 103 14064.813477 104 12074.079102 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do ICMS,XGBoost,1.313838243484497,"96 1250672.750 97 1223561.625 98 1232385.250 99 1244623.125 100 1243208.625 101 1206142.750 102 1206461.875 103 1244623.125 104 1234584.250 105 1211223.750 106 1229407.875 107 1244623.125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Norte - RS,Cota-Parte do IPVA,MLP,0.992264986038208,"94 126323.004964 95 44379.055974 96 122382.403255 97 91085.993929 98 204013.265149 99 301466.732904 100 331661.631024 101 345884.737618 102 394206.273492 103 422032.351741 104 449293.848405 105 80158.188512 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,IPTU,XGBoost,0.8065690994262695,"86 53919.019531 87 98047.500000 88 146480.578125 89 145745.265625 90 146676.125000 91 146676.125000 92 146676.125000 93 146054.296875 94 269697.312500 95 73035.210938 96 146054.296875 97 146054.296875 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,ISS,Prophet,1.5964715480804443,"96 26343.615234 97 27158.730469 98 26388.425781 99 24812.132812 100 25717.712891 101 26182.345703 102 26139.107422 103 25473.552734 104 25750.927734 105 25869.470703 106 25047.300781 107 25755.808594 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,ITBI,XGBoost,0.9165134429931641,"96 35141.488281 97 29108.898438 98 29055.072266 99 30179.304688 100 38596.957031 101 30325.773438 102 30506.517578 103 30159.039062 104 30376.957031 105 30376.957031 106 30325.773438 107 30362.519531 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do ICMS,MLP,1.7914478778839111,"96 716544.974997 97 685340.206339 98 663708.142963 99 720117.111209 100 662911.176832 101 759473.077670 102 782921.018838 103 776410.877952 104 830331.874528 105 859873.207594 106 899790.587928 107 873179.000520 Name: Valor, dtype: float64" Prefeitura Municipal de David Canabarro - RS,Cota-Parte do IPVA,MLP,1.8461501598358154,"96 -84944.297346 97 41109.400165 98 224253.073033 99 -52982.141103 100 111226.776142 101 184033.519895 102 89625.657785 103 129053.829032 104 139758.244417 105 143502.995813 106 154352.368143 107 -137937.078949 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,IPTU,MLP,1.4774315357208252,"88 454090.291399 89 180343.411770 90 -632561.949015 91 818995.461329 92 501415.559476 93 -523001.927912 94 535813.849989 95 560745.396424 96 -191616.588414 97 325375.722947 98 464675.187762 99 64965.090060 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,ISS,MLP,1.7380855083465576,"96 157710.493584 97 161062.018015 98 146629.015316 99 160751.234418 100 163345.324299 101 160677.633335 102 150675.799787 103 174393.360241 104 158842.243543 105 151118.428011 106 169007.937644 107 171810.284401 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,ITBI,XGBoost,1.2872023582458496,"96 49527.859375 97 58582.585938 98 49468.945312 99 41863.777344 100 41410.335938 101 43383.539062 102 50002.617188 103 50358.058594 104 43482.265625 105 41570.625000 106 42829.781250 107 43245.074219 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do ICMS,MLP,1.150827169418335,"96 1.116684e+06 97 1.049406e+06 98 1.047903e+06 99 1.134154e+06 100 1.047345e+06 101 1.203494e+06 102 1.242393e+06 103 1.243347e+06 104 1.332308e+06 105 1.384176e+06 106 1.454331e+06 107 1.424553e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jaguari - RS,Cota-Parte do IPVA,MLP,1.1831157207489014,"92 -113744.573355 93 54150.482480 94 371421.338673 95 63915.736854 96 214428.902548 97 254631.730880 98 226857.326961 99 299393.290675 100 266135.610889 101 295637.790268 102 324297.274069 103 -260246.279917 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,IPTU,MLP,1.1494054794311523,"88 123402.056956 89 75474.966437 90 37215.511298 91 65795.767057 92 -48100.958051 93 116784.699627 94 105956.972411 95 5602.610609 96 77857.427446 97 89480.071781 98 80130.593688 99 78039.653120 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,ISS,XGBoost,1.0289442539215088,"96 34579.382812 97 35426.046875 98 19636.349609 99 19666.089844 100 19673.505859 101 36588.285156 102 35813.722656 103 38997.695312 104 41081.773438 105 44577.648438 106 41081.773438 107 41364.246094 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,ITBI,MLP,0.9728593826293945,"96 85455.637506 97 74431.939716 98 52251.318199 99 69630.035923 100 75126.973263 101 62982.549934 102 24228.734648 103 55340.176650 104 74564.858553 105 63958.201226 106 73466.638001 107 80455.610108 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do ICMS,MLP,1.0647761821746826,"96 6.333129e+05 97 7.006837e+05 98 5.529198e+05 99 6.854068e+05 100 6.720516e+05 101 7.494803e+05 102 8.119415e+05 103 8.256421e+05 104 8.905576e+05 105 9.916130e+05 106 1.031116e+06 107 1.053955e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ibirapuitã - RS,Cota-Parte do IPVA,XGBoost,1.0232524871826172,"95 33884.417969 96 24413.279297 97 22872.031250 98 27244.671875 99 29145.587891 100 19849.843750 101 43314.230469 102 22441.492188 103 49869.332031 104 44430.937500 105 44516.261719 106 17942.064453 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,IPTU,AR,1.8985912799835205,"96 645045.87500 97 780246.81250 98 675171.62500 99 579972.75000 100 461079.84375 101 667032.00000 102 668230.68750 103 646489.93750 104 712906.18750 105 778758.43750 106 780253.62500 107 991248.75000 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,ISS,MLP,1.9557983875274658,"96 1.399801e+06 97 1.542049e+06 98 1.437649e+06 99 1.791052e+06 100 2.046692e+06 101 2.210927e+06 102 2.606097e+06 103 2.819802e+06 104 3.088119e+06 105 3.584203e+06 106 3.862288e+06 107 4.349896e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,ITBI,MLP,1.6253275871276855,"96 651487.060226 97 676728.549788 98 486558.980455 99 676372.418637 100 438554.169109 101 744919.464343 102 750341.722882 103 477289.038543 104 712408.914069 105 679551.914025 106 674909.141410 107 346137.439827 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do ICMS,XGBoost,1.0055456161499023,"96 5097455.5 97 4553279.0 98 4828433.0 99 4991255.0 100 4487248.0 101 4756703.0 102 4771323.5 103 4767020.0 104 4754984.5 105 5015740.5 106 5242178.5 107 4830388.0 Name: Valor, dtype: float64" Prefeitura Municipal de São Gabriel - RS,Cota-Parte do IPVA,XGBoost,1.1099047660827637,"96 1283443.750 97 1719119.500 98 1872372.500 99 1876640.125 100 1872372.500 101 1921020.250 102 1921604.000 103 1921604.000 104 1921604.000 105 1921604.000 106 2007012.500 107 1921099.750 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,IPTU,MLP,1.0227410793304443,"81 85477.851617 82 89951.356326 83 19527.212843 84 54794.911941 85 -5679.002266 86 49214.408859 87 78848.027882 88 56246.675719 89 62221.899903 90 62082.644456 91 64563.892502 92 89705.743705 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,ISS,MLP,0.9989275932312012,"84 2769.018972 85 60062.162401 86 62212.408265 87 43416.139871 88 57314.863978 89 54597.790017 90 64104.522506 91 67465.387745 92 53061.369074 93 70049.248646 94 69794.454951 95 60636.736992 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,ITBI,XGBoost,0.9208965301513672,"84 351037.31250 85 394064.18750 86 394064.18750 87 373109.84375 88 405019.90625 89 405019.90625 90 404702.43750 91 404702.43750 92 387509.31250 93 404702.43750 94 387183.71875 95 387183.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do ICMS,MLP,0.9391674995422363,"84 2.041035e+06 85 1.905789e+06 86 1.895298e+06 87 2.051476e+06 88 1.885427e+06 89 2.168018e+06 90 2.232527e+06 91 2.225282e+06 92 2.382825e+06 93 2.467568e+06 94 2.592580e+06 95 2.529708e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Jóia - RS,Cota-Parte do IPVA,MLP,0.9906332492828369,"84 35324.896798 85 59676.518024 86 151018.415450 87 43711.378413 88 97424.677852 89 149714.507984 90 149355.923701 91 159196.059017 92 151216.892751 93 175050.990295 94 189070.064556 95 35546.354292 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,IPTU,MLP,1.4275434017181396,"90 23513.723653 91 17225.682725 92 6479.641356 93 -3141.104852 94 16729.724829 95 21102.987882 96 10575.426551 97 14519.503493 98 17915.715546 99 18904.503037 100 19545.141398 101 17430.835633 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,ISS,XGBoost,3.2125561237335205,"92 5084.832031 93 4637.917480 94 5014.511230 95 4946.308594 96 4286.807617 97 4544.762695 98 5769.655273 99 3993.951416 100 4647.283691 101 1763.853394 102 4517.141602 103 5006.530273 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,ITBI,MLP,2.511456251144409,"80 3196.545174 81 16254.145523 82 24747.454397 83 16422.154516 84 24663.896058 85 16416.728805 86 3051.119863 87 22617.181795 88 721.298859 89 26205.698829 90 27253.060088 91 -22420.663163 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do ICMS,MLP,1.3690943717956543,"92 334169.718020 93 312580.212251 94 310459.375158 95 333959.354854 96 305924.550828 97 351194.055469 98 360811.319393 99 359553.982684 100 384191.600780 101 398010.120561 102 417164.142076 103 405581.593748 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro das Missões - RS,Cota-Parte do IPVA,XGBoost,1.0900459289550781,"88 23158.919922 89 21317.425781 90 20839.574219 91 19114.433594 92 17558.759766 93 16430.712891 94 23838.095703 95 20389.121094 96 20300.976562 97 20300.976562 98 21339.732422 99 19007.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,IPTU,XGBoost,1.5799660682678223,"91 104404.445312 92 130165.710938 93 142168.312500 94 141211.328125 95 126496.039062 96 32362.148438 97 29615.951172 98 60257.519531 99 66755.296875 100 63558.937500 101 61383.378906 102 61442.976562 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,ISS,XGBoost,0.8225240707397461,"96 514538.34375 97 454177.53125 98 593576.93750 99 602547.25000 100 637628.37500 101 352456.78125 102 589740.75000 103 479937.06250 104 640394.12500 105 493414.90625 106 489407.21875 107 493720.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,ITBI,MLP,1.0597624778747559,"96 371874.880739 97 -397329.221729 98 208607.946755 99 536836.352026 100 61311.907351 101 69770.831761 102 203810.687737 103 286017.223523 104 242529.199000 105 156620.834821 106 248792.685079 107 295009.430031 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do ICMS,XGBoost,1.0543746948242188,"96 1.214602e+06 97 1.166085e+06 98 1.155292e+06 99 1.256985e+06 100 9.679069e+05 101 1.148435e+06 102 1.103701e+06 103 1.112232e+06 104 1.120704e+06 105 1.120219e+06 106 1.272929e+06 107 9.835276e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Bassano - RS,Cota-Parte do IPVA,XGBoost,1.0580589771270752,"96 408517.87500 97 408517.87500 98 431771.15625 99 430593.56250 100 398877.90625 101 430593.56250 102 479739.56250 103 479739.56250 104 551216.81250 105 551216.81250 106 706680.93750 107 549300.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,IPTU,MLP,2.5981574058532715,"86 16485.426481 87 17547.137739 88 15996.625907 89 2025.769742 90 1642.088573 91 15425.129484 92 16364.379606 93 13040.859280 94 15486.953649 95 16637.718940 96 14979.183571 97 16495.573255 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,ISS,XGBoost,1.9046320915222168,"88 18007.722656 89 18615.640625 90 18484.552734 91 19313.962891 92 19124.265625 93 16700.041016 94 19124.265625 95 16683.681641 96 16683.681641 97 19554.474609 98 16750.119141 99 16683.681641 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,ITBI,MLP,3.0357747077941895,"86 223124.871040 87 60509.706830 88 27106.673266 89 189492.994731 90 124160.602740 91 62916.516872 92 165551.853547 93 49414.807632 94 169617.333477 95 174146.483799 96 97184.199289 97 184456.199360 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do ICMS,MLP,1.0332236289978027,"88 521412.611676 89 497233.217770 90 495663.857312 91 536959.478703 92 496697.153830 93 569648.994267 94 589621.049338 95 590290.907804 96 631835.283831 97 656511.208995 98 688827.925423 99 678897.550587 Name: Valor, dtype: float64" Prefeitura Municipal de Unistalda - RS,Cota-Parte do IPVA,MLP,1.1252455711364746,"87 7734.574624 88 21260.286559 89 25469.839210 90 3132.923898 91 15820.900404 92 33211.247966 93 27706.121569 94 33880.152157 95 36651.552506 96 38361.313204 97 41301.521003 98 7335.084820 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,IPTU,MLP,1.0593256950378418,"96 1.347973e+06 97 4.499409e+05 98 3.521194e+06 99 3.989581e+06 100 3.531562e+06 101 4.190740e+06 102 4.258935e+06 103 4.733039e+06 104 4.969864e+06 105 5.009975e+06 106 5.246632e+06 107 5.113758e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,ISS,MLP,1.196366310119629,"96 1.874155e+06 97 2.096429e+06 98 2.232159e+06 99 2.284811e+06 100 2.267387e+06 101 2.271744e+06 102 2.324444e+06 103 1.805722e+06 104 2.168617e+06 105 2.158301e+06 106 2.111248e+06 107 1.704009e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,ITBI,MLP,1.1121952533721924,"96 1.554257e+06 97 1.385186e+06 98 1.429072e+06 99 1.626755e+06 100 1.579087e+06 101 1.801958e+06 102 1.514725e+06 103 1.653888e+06 104 1.794781e+06 105 1.904932e+06 106 1.937510e+06 107 1.522374e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do ICMS,MLP,1.043375015258789,"96 2.108216e+06 97 1.965216e+06 98 1.954004e+06 99 2.113937e+06 100 1.939733e+06 101 2.229186e+06 102 2.294180e+06 103 2.280891e+06 104 2.440884e+06 105 2.528235e+06 106 2.646562e+06 107 2.574635e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canela - RS,Cota-Parte do IPVA,MLP,1.810814380645752,"96 3.050178e+05 97 5.766670e+05 98 1.131812e+06 99 3.409219e+05 100 6.432843e+05 101 1.144818e+06 102 1.091771e+06 103 1.159061e+06 104 1.271044e+06 105 1.325897e+06 106 1.417829e+06 107 2.769347e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,IPTU,XGBoost,1.9411797523498535,"80 36923.125000 81 29664.912109 82 31728.564453 83 23129.132812 84 42784.363281 85 31559.566406 86 31400.572266 87 23689.710938 88 33746.925781 89 26865.496094 90 38359.730469 91 30188.701172 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,ISS,MLP,1.9501073360443115,"96 49801.750177 97 65252.116790 98 48373.048956 99 49501.664486 100 64688.963521 101 57215.733123 102 61138.798714 103 47970.007243 104 41234.429699 105 63567.295735 106 13678.233467 107 21038.215904 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,ITBI,MLP,2.8905155658721924,"94 40603.116491 95 29100.057148 96 21119.909738 97 32318.005922 98 38369.231850 99 38848.003546 100 44744.784487 101 27404.754184 102 42312.990094 103 40769.886551 104 42239.525176 105 37562.433478 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do ICMS,MLP,0.9994778633117676,"96 640301.065211 97 606719.058753 98 612705.367749 99 660816.659711 100 607453.118932 101 697779.504938 102 718755.010828 103 839100.776649 104 796593.796177 105 825168.434634 106 880862.539882 107 850589.788254 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Barros - RS,Cota-Parte do IPVA,MLP,1.1129071712493896,"96 53390.184938 97 41466.241780 98 80565.263460 99 48301.239360 100 83316.334862 101 91441.314244 102 78851.155674 103 -25420.250496 104 113795.714106 105 132993.883836 106 82077.169697 107 8068.461491 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,IPTU,MLP,1.1955852508544922,"96 96535.404654 97 68579.649646 98 36832.358611 99 -8734.589843 100 -19941.296849 101 108955.819413 102 67756.710181 103 24617.837739 104 65911.923124 105 68883.040006 106 71141.532321 107 62426.599185 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,ISS,XGBoost,1.489243507385254,"96 47433.417969 97 31097.236328 98 45701.589844 99 34810.253906 100 33254.820312 101 42678.265625 102 33221.324219 103 33410.777344 104 33604.644531 105 41329.503906 106 33193.078125 107 42530.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,ITBI,MLP,1.2142183780670166,"95 146805.687766 96 49963.165781 97 113.189055 98 122590.939762 99 102560.432917 100 -229207.053436 101 231084.214939 102 195800.991764 103 -127298.241897 104 126731.249827 105 166740.539785 106 2389.558926 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Cota-Parte do ICMS,MLP,1.2190711498260498,"96 659167.485072 97 617761.634259 98 614681.163140 99 663521.258091 100 598150.919387 101 697446.026855 102 718328.381004 103 714772.503974 104 766819.464820 105 794802.104919 106 834508.906230 107 814108.494488 Name: Valor, dtype: float64" Prefeitura Municipal de Jacutinga - RS,Cota-Parte do IPVA,MLP,1.4262523651123047,"96 -70120.471195 97 15014.287028 98 186393.570253 99 19576.739784 100 74312.426970 101 115279.720475 102 89616.465328 103 105854.864769 104 94483.535270 105 111885.047689 106 122602.708848 107 -95685.608284 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,IPTU,XGBoost,3.058434247970581,"93 43097.996094 94 55121.382812 95 67791.031250 96 55275.886719 97 54880.121094 98 42423.281250 99 36355.511719 100 36402.406250 101 55526.140625 102 67903.546875 103 55547.246094 104 55472.296875 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,ISS,XGBoost,3.157160758972168,"96 23604.357422 97 25003.224609 98 23604.357422 99 25628.771484 100 25641.935547 101 26243.208984 102 26443.451172 103 26430.287109 104 26430.287109 105 26430.287109 106 26430.287109 107 26430.287109 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,ITBI,XGBoost,1.6834015846252441,"95 13979.817383 96 16099.127930 97 10304.998047 98 14425.687500 99 20136.847656 100 10312.535156 101 8640.618164 102 14895.261719 103 17637.919922 104 14224.287109 105 6196.457031 106 16047.936523 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do ICMS,MLP,1.0432460308074951,"96 502220.555465 97 465923.128520 98 463154.028331 99 501548.690429 100 459178.754021 101 528366.050294 102 543674.707982 103 538946.925711 104 577470.845039 105 598434.854850 106 625903.683597 107 609195.408565 Name: Valor, dtype: float64" Prefeitura Municipal de São Domingos do Sul - RS,Cota-Parte do IPVA,MLP,1.1993887424468994,"96 -81319.974307 97 21371.805925 98 191221.206851 99 -27095.854816 100 34133.248133 101 139380.057248 102 68330.041084 103 74217.057065 104 84407.212389 105 92417.991026 106 111141.225733 107 -122880.891295 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,IPTU,MLP,1.2934250831604004,"91 67385.926484 92 61917.611669 93 49312.327200 94 6500.452071 95 -11099.347848 96 56478.411865 97 49528.116596 98 41140.000006 99 53350.105336 100 56183.162556 101 60916.026881 102 60371.099993 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,ISS,XGBoost,0.9826419353485107,"96 38683.515625 97 44374.343750 98 51886.339844 99 51722.195312 100 51750.152344 101 51040.765625 102 51750.152344 103 50793.683594 104 51217.097656 105 50206.304688 106 50507.707031 107 50198.007812 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,ITBI,XGBoost,2.132661819458008,"96 30146.191406 97 29536.039062 98 30115.097656 99 30088.298828 100 30131.039062 101 31922.460938 102 32055.562500 103 27964.041016 104 31724.859375 105 27253.441406 106 31563.751953 107 27382.347656 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do ICMS,MLP,1.852813482284546,"96 623894.136666 97 583021.836571 98 580003.598153 99 627120.833347 100 576254.228892 101 662750.099111 102 682507.635817 103 680708.901401 104 729422.524993 105 757274.238177 106 795568.633432 107 776222.783096 Name: Valor, dtype: float64" Prefeitura Municipal de Três Palmeiras - RS,Cota-Parte do IPVA,MLP,1.8480019569396973,"89 14552.800004 90 44890.739887 91 70934.621342 92 31209.022987 93 53906.401707 94 82756.234699 95 72983.210834 96 87439.037556 97 99292.228026 98 98199.786572 99 106775.460352 100 43843.288993 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,IPTU,MLP,2.3860416412353516,"96 142585.968620 97 69109.697296 98 20876.476627 99 114705.934512 100 87336.424394 101 -119800.934180 102 172816.155287 103 154166.980027 104 -45918.134792 105 102851.729355 106 140013.989898 107 50008.749338 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,ISS,MLP,1.61318039894104,"96 42168.413741 97 45479.489805 98 46262.673462 99 39423.383293 100 45567.091503 101 46493.700011 102 51922.939215 103 54010.763310 104 51088.493524 105 58270.331580 106 62372.660821 107 45192.560934 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,ITBI,XGBoost,0.9206533432006836,"95 41595.988281 96 22608.738281 97 18139.455078 98 42287.457031 99 23121.343750 100 41214.789062 101 51133.316406 102 21184.451172 103 45916.234375 104 22229.404297 105 44755.273438 106 51194.722656 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do ICMS,XGBoost,1.1506364345550537,"96 588106.06250 97 558862.50000 98 565974.18750 99 574161.31250 100 574008.43750 101 574008.43750 102 581300.81250 103 564103.93750 104 564103.93750 105 564103.93750 106 641063.81250 107 520031.78125 Name: Valor, dtype: float64" Prefeitura Municipal de Caibaté - RS,Cota-Parte do IPVA,MLP,1.054098129272461,"95 -105179.434928 96 -56352.143106 97 249649.603461 98 90973.610149 99 22005.119608 100 105403.470386 101 132002.197376 102 160124.854724 103 126532.537669 104 130433.012851 105 170328.451109 106 -165087.047862 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,IPTU,XGBoost,0.9955735206604004,"96 191435.031250 97 93818.132812 98 95948.250000 99 67211.601562 100 75922.156250 101 75491.875000 102 78443.898438 103 92931.351562 104 92931.351562 105 106408.742188 106 106586.328125 107 108777.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,ISS,MLP,1.7715020179748535,"96 129353.565410 97 146310.453560 98 132443.546106 99 141225.914847 100 153931.130087 101 129441.309032 102 138332.459720 103 142416.308775 104 133546.941114 105 144102.329609 106 154724.108914 107 126065.649383 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,ITBI,MLP,0.9211475849151611,"96 53728.464839 97 61843.438767 98 70972.206803 99 55880.788577 100 73532.157807 101 70344.900646 102 73321.927404 103 69013.589483 104 81926.259329 105 82754.472955 106 76755.490351 107 79284.314297 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0532469749450684,"96 1.010975e+06 97 9.435680e+05 98 9.455113e+05 99 1.018523e+06 100 9.139368e+05 101 9.461469e+05 102 1.008688e+06 103 9.593953e+05 104 9.500363e+05 105 9.886618e+05 106 9.829726e+05 107 9.084014e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Salvador do Sul - RS,Cota-Parte do IPVA,MLP,2.348332166671753,"96 -201707.305650 97 11784.068335 98 527493.710148 99 -32360.142419 100 105755.290098 101 367527.909572 102 162147.164276 103 193158.334824 104 262303.858111 105 234705.382593 106 252930.945362 107 -246925.864465 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,IPTU,MLP,1.8936119079589844,"95 102158.972367 96 40794.852845 97 34041.784554 98 -77544.278912 99 161113.296252 100 95657.535094 101 -92409.707289 102 127622.784825 103 115491.714274 104 -18516.980438 105 78548.934977 106 94764.549464 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,ISS,XGBoost,1.677389144897461,"96 67297.703125 97 74560.960938 98 71131.562500 99 19397.183594 100 86591.445312 101 80044.484375 102 20808.685547 103 79013.601562 104 78903.656250 105 41380.847656 106 67364.289062 107 20662.742188 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,ITBI,MLP,1.351099967956543,"91 233247.230426 92 233847.211565 93 298551.327609 94 264108.350222 95 400618.830080 96 193222.831333 97 279986.633447 98 468287.962987 99 386253.111362 100 382174.058563 101 376436.203641 102 173570.310164 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do ICMS,MLP,0.869887113571167,"96 1.611303e+06 97 1.504687e+06 98 1.497090e+06 99 1.615778e+06 100 1.481828e+06 101 1.703373e+06 102 1.754202e+06 103 1.747210e+06 104 1.872860e+06 105 1.944973e+06 106 2.041859e+06 107 1.993543e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Aceguá - RS,Cota-Parte do IPVA,MLP,1.026902198791504,"96 58105.351542 97 96613.834703 98 121409.964763 99 -4871.469999 100 87543.211996 101 160538.154324 102 159996.197711 103 168082.548257 104 169788.682345 105 191753.971621 106 205656.624816 107 34204.664419 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,IPTU,XGBoost,1.2392246723175049,"75 11380.002930 76 10536.273438 77 18058.771484 78 13616.247070 79 13550.829102 80 13525.830078 81 5564.387207 82 9138.247070 83 9818.621094 84 13199.399414 85 15969.511719 86 18201.017578 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,ISS,XGBoost,1.0448338985443115,"96 15937.389648 97 19859.785156 98 16801.998047 99 19164.132812 100 19608.406250 101 15130.570312 102 19853.576172 103 19557.103516 104 15170.061523 105 15811.195312 106 12202.117188 107 15808.280273 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,ITBI,XGBoost,0.9403996467590332,"84 5041.801758 85 7253.743164 86 8272.777344 87 6878.501953 88 8160.522461 89 8792.620117 90 7165.316406 91 5657.835449 92 -8151.203125 93 -9799.092773 94 3604.850098 95 3527.980713 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do ICMS,XGBoost,1.0838336944580078,"96 505972.34375 97 451252.12500 98 438401.31250 99 445363.09375 100 405693.37500 101 449436.40625 102 435639.25000 103 427104.50000 104 444842.71875 105 478703.56250 106 492731.50000 107 443860.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Alegre do Prata - RS,Cota-Parte do IPVA,XGBoost,2.2468042373657227,"96 48629.023438 97 62768.152344 98 62788.140625 99 62768.152344 100 62768.152344 101 70095.046875 102 88169.820312 103 98562.453125 104 98562.453125 105 98562.453125 106 98562.453125 107 96080.320312 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,IPTU,MLP,3.4947922229766846,"87 44701.559211 88 37207.219220 89 18157.054934 90 37427.984253 91 43352.041326 92 39079.033367 93 -29096.115060 94 37483.395458 95 58430.747596 96 20323.574290 97 24701.289963 98 34932.224945 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,ISS,XGBoost,1.4892914295196533,"96 15115.016602 97 15701.603516 98 21123.841797 99 20116.447266 100 21989.742188 101 23152.376953 102 27434.050781 103 27801.183594 104 25241.103516 105 22263.292969 106 22278.033203 107 10432.349609 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,ITBI,MLP,0.965679407119751,"94 73608.139330 95 78640.790882 96 88993.429943 97 183431.630117 98 162994.094726 99 147550.955591 100 177606.267486 101 101360.004895 102 215789.992921 103 197076.522274 104 189041.764941 105 225958.608741 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do ICMS,MLP,1.0553383827209473,"96 1.035856e+06 97 8.950336e+05 98 9.610877e+05 99 1.087000e+06 100 9.895847e+05 101 1.154324e+06 102 1.218706e+06 103 1.237100e+06 104 1.618667e+06 105 1.233124e+06 106 1.530887e+06 107 1.596972e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Incra - RS,Cota-Parte do IPVA,XGBoost,1.0971159934997559,"96 29653.750000 97 46249.550781 98 35507.074219 99 34064.839844 100 -1838.144775 101 16547.677734 102 22067.521484 103 30468.533203 104 -459753.843750 105 552.024902 106 10073.666016 107 -48174.492188 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,IPTU,MLP,1.2296230792999268,"96 102670.698543 97 89179.260069 98 -75157.347455 99 30002.481122 100 112096.426400 101 62419.916484 102 58439.485799 103 67236.323778 104 88562.850360 105 100964.991511 106 80849.292474 107 78072.552112 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,ISS,XGBoost,1.145355224609375,"96 29992.595703 97 32523.802734 98 32811.281250 99 29652.718750 100 32857.535156 101 31633.632812 102 34693.062500 103 31914.468750 104 31617.681641 105 27886.914062 106 31633.632812 107 31291.800781 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,ITBI,MLP,0.8866550922393799,"94 35584.953208 95 28438.492782 96 24366.779004 97 22951.620792 98 34222.104050 99 34665.592303 100 24288.122232 101 -9734.187744 102 24176.418765 103 42617.337251 104 19926.373031 105 18079.281516 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do ICMS,XGBoost,1.0035557746887207,"96 549892.06250 97 488295.00000 98 532931.56250 99 493119.78125 100 458322.81250 101 518360.06250 102 516109.78125 103 484175.71875 104 525210.56250 105 533829.81250 106 530184.87500 107 520140.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Ernestina - RS,Cota-Parte do IPVA,XGBoost,1.1616196632385254,"96 66723.320312 97 56519.121094 98 52570.242188 99 50920.996094 100 49941.933594 101 45351.910156 102 48496.496094 103 48365.937500 104 51157.234375 105 51950.527344 106 51950.527344 107 50507.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,IPTU,XGBoost,3.1001999378204346,"83 660288.8750 84 737315.6875 85 654095.1250 86 558016.1250 87 588574.4375 88 591518.1875 89 600795.2500 90 649535.4375 91 653807.5000 92 655375.8125 93 653807.5000 94 653807.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,ISS,MLP,1.177582025527954,"84 680278.348186 85 709494.347626 86 684768.632146 87 702414.643815 88 722608.870246 89 737477.088537 90 807031.825926 91 730808.221211 92 768249.216655 93 772113.361043 94 746649.291341 95 748935.318594 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,ITBI,MLP,0.9802870750427246,"84 379899.363456 85 397236.252344 86 460634.912404 87 414035.396100 88 406665.778169 89 456087.089741 90 471118.765864 91 460663.676605 92 487909.965929 93 548976.825416 94 579239.123463 95 511181.622073 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do ICMS,MLP,0.9184529781341553,"84 2.067554e+06 85 1.927341e+06 86 1.916291e+06 87 2.073295e+06 88 1.902781e+06 89 2.187425e+06 90 2.251669e+06 91 2.239692e+06 92 2.398358e+06 93 2.486120e+06 94 2.605441e+06 95 2.536801e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Petrópolis - RS,Cota-Parte do IPVA,MLP,1.9460415840148926,"84 -2.073777e+05 85 1.368443e+05 86 1.105016e+06 87 9.037147e+04 88 4.816790e+05 89 8.223503e+05 90 5.649648e+05 91 6.949672e+05 92 7.217954e+05 93 7.202767e+05 94 8.138926e+05 95 -3.779692e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,IPTU,XGBoost,1.3673679828643799,"90 16657.560547 91 16496.742188 92 21351.113281 93 21209.808594 94 71172.484375 95 63318.160156 96 65756.125000 97 65756.125000 98 65756.125000 99 65756.125000 100 99910.968750 101 106682.992188 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,ISS,MLP,1.5673484802246094,"96 24616.795967 97 25736.976616 98 27339.308101 99 24344.005554 100 28333.760424 101 22313.063383 102 25789.703508 103 26536.758840 104 22620.660286 105 26054.779122 106 17237.803398 107 17364.265251 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,ITBI,MLP,2.000633478164673,"96 19641.444863 97 22567.938177 98 15102.030397 99 23637.719958 100 19512.159162 101 27388.888689 102 353.318138 103 25028.971066 104 31100.763324 105 22814.037605 106 16787.996441 107 25896.200010 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do ICMS,MLP,1.7059540748596191,"96 8.799059e+05 97 8.119228e+05 98 8.389428e+05 99 1.010673e+06 100 1.003705e+06 101 1.191782e+06 102 1.347369e+06 103 1.402478e+06 104 1.594614e+06 105 1.797040e+06 106 1.994876e+06 107 2.169814e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Maratá - RS,Cota-Parte do IPVA,MLP,1.762373447418213,"96 -48154.389400 97 38913.679577 98 93069.972015 99 11966.668770 100 43643.322682 101 77213.779870 102 65276.677747 103 69373.996390 104 70536.993484 105 74338.653783 106 53922.864307 107 -32746.989842 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,IPTU,XGBoost,1.9400649070739746,"93 259399.921875 94 341156.968750 95 341628.562500 96 341322.593750 97 341628.562500 98 341322.593750 99 341322.593750 100 249056.703125 101 340769.156250 102 340769.156250 103 340769.156250 104 341075.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,ISS,MLP,1.162210464477539,"96 398245.633002 97 400746.880231 98 410876.404048 99 396482.166336 100 377328.629889 101 341411.449387 102 355460.658103 103 340532.628051 104 342113.140262 105 253733.778354 106 328005.854586 107 326895.928002 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,ITBI,MLP,1.414200782775879,"96 108040.299072 97 129236.750985 98 124978.532733 99 112383.849310 100 122618.977028 101 136237.929017 102 148509.545635 103 133663.320826 104 143394.729874 105 140543.086445 106 157630.606079 107 141123.981996 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do ICMS,XGBoost,1.2124297618865967,"96 1836178.500 97 1663649.125 98 1656134.250 99 1850647.750 100 1695392.375 101 1626227.750 102 1779108.375 103 1797707.875 104 1663649.125 105 1751221.625 106 1795826.125 107 1641799.375 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Princípio - RS,Cota-Parte do IPVA,MLP,1.0545294284820557,"96 -80822.092537 97 23749.068034 98 740572.966399 99 152924.468591 100 322700.942974 101 574523.163173 102 468441.210658 103 553999.229926 104 532942.826395 105 571565.292286 106 642348.902682 107 -338909.538631 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,IPTU,MLP,1.175898551940918,"96 41561.309837 97 6699.962354 98 -8103.699982 99 38574.789935 100 30803.412775 101 21565.694374 102 30630.841307 103 33745.086498 104 30552.012681 105 35515.653216 106 37276.009959 107 35582.317521 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,ISS,MLP,1.9743046760559082,"96 27945.793223 97 35053.524197 98 32805.731931 99 33974.499354 100 37628.447427 101 37357.750436 102 36001.729157 103 30316.625052 104 43998.835133 105 42204.878407 106 44301.516604 107 34763.306455 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,ITBI,MLP,1.6244704723358154,"94 37865.038898 95 36034.274973 96 41177.569057 97 43213.770322 98 49578.804242 99 17029.912417 100 54366.436676 101 20531.949703 102 49855.293127 103 57360.513578 104 30751.303819 105 56553.457431 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do ICMS,MLP,1.570500135421753,"96 518046.356828 97 483274.516171 98 481039.290296 99 521256.853580 100 478951.047707 101 550707.390854 102 567557.249126 103 565274.412189 104 605939.755719 105 628948.515300 106 659870.761559 107 643728.334424 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Verde - RS,Cota-Parte do IPVA,MLP,2.3420422077178955,"95 13989.487285 96 20846.062878 97 39096.999714 98 10292.046296 99 29573.621540 100 46067.057617 101 46106.613224 102 50968.780367 103 52134.877060 104 55997.750083 105 62190.873311 106 21872.755164 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,IPTU,MLP,1.9911632537841797,"95 418428.356853 96 -200293.390604 97 549570.281146 98 650205.241430 99 296077.203173 100 558026.960491 101 567685.969083 102 606681.154241 103 666180.629215 104 612803.141510 105 688390.339884 106 698452.612467 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,ISS,XGBoost,1.3796086311340332,"96 316406.37500 97 312877.96875 98 304100.96875 99 311788.06250 100 304401.03125 101 301209.06250 102 310421.78125 103 306805.46875 104 308195.50000 105 300213.50000 106 308195.50000 107 270103.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,ITBI,MLP,1.1151738166809082,"96 705073.579633 97 785303.213068 98 383002.190482 99 250175.109019 100 924021.247693 101 664345.531436 102 473063.622467 103 737107.332341 104 761812.424829 105 773058.054834 106 741697.489642 107 786871.157537 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do ICMS,MLP,1.05194091796875,"96 3.278856e+06 97 2.920393e+06 98 3.178561e+06 99 3.221228e+06 100 3.114029e+06 101 3.613730e+06 102 3.658423e+06 103 3.700794e+06 104 3.971048e+06 105 4.134525e+06 106 5.079362e+06 107 3.879995e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Pardo - RS,Cota-Parte do IPVA,XGBoost,1.0121054649353027,"96 586097.1875 97 614174.1875 98 643254.9375 99 636311.4375 100 643254.9375 101 667357.1250 102 825861.1875 103 841252.3125 104 841252.3125 105 841252.3125 106 841252.3125 107 749747.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,IPTU,AR,1.1303119659423828,"96 338555.81250 97 338381.75000 98 338555.81250 99 338705.15625 100 338555.81250 101 439015.96875 102 442889.68750 103 499047.21875 104 499047.21875 105 502477.12500 106 541005.31250 107 537050.56250 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,ISS,MLP,1.1660115718841553,"96 449790.733756 97 506694.078322 98 551512.557482 99 468885.542310 100 457002.239168 101 533508.298092 102 460798.726423 103 522882.246535 104 572933.683785 105 575171.498231 106 560203.530313 107 348476.034429 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,ITBI,MLP,1.1897468566894531,"94 85513.948488 95 59340.830027 96 85591.003386 97 100893.428790 98 45460.416969 99 91584.426700 100 -8539.130995 101 98636.974493 102 102578.954283 103 54164.413331 104 77698.591841 105 96810.898911 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do ICMS,MLP,1.3802757263183594,"96 1.824236e+06 97 1.708226e+06 98 1.704429e+06 99 1.857205e+06 100 1.498953e+06 101 2.002046e+06 102 1.949450e+06 103 1.983152e+06 104 2.159708e+06 105 2.206190e+06 106 2.342347e+06 107 2.315936e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão do Leão - RS,Cota-Parte do IPVA,MLP,2.0990898609161377,"94 142459.192719 95 88723.319398 96 305395.713570 97 253921.896769 98 145961.461825 99 1549.058207 100 309853.920339 101 355204.430992 102 330376.365809 103 369317.353658 104 368903.808992 105 159603.826152 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,IPTU,XGBoost,1.582181453704834,"67 27465.898438 68 26093.273438 69 26127.082031 70 26102.388672 71 26117.437500 72 26039.925781 73 16719.265625 74 16331.589844 75 26023.632812 76 25893.761719 77 26107.769531 78 25928.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,ISS,MLP,2.029677629470825,"96 43230.589913 97 50254.491660 98 38773.602485 99 50079.643519 100 50201.445749 101 54941.368865 102 60040.655389 103 62943.578711 104 17151.337346 105 62513.315166 106 57258.254305 107 54555.092135 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,ITBI,MLP,1.0116145610809326,"93 92629.136401 94 -62559.311764 95 71177.567214 96 110122.529944 97 39406.958164 98 61063.574150 99 56659.264459 100 81218.964918 101 85288.279235 102 69502.301464 103 87365.261443 104 81094.274120 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do ICMS,MLP,1.0732738971710205,"96 624081.649617 97 581601.298494 98 578425.571922 99 625991.990162 100 574170.725215 101 660209.344502 102 679982.485482 103 676794.828305 104 725636.447222 105 753397.863364 106 790803.115141 107 771093.567754 Name: Valor, dtype: float64" Prefeitura Municipal de Paim Filho - RS,Cota-Parte do IPVA,MLP,1.420238733291626,"95 -13119.693217 96 10499.954070 97 103788.268364 98 36833.631080 99 61842.186048 100 85366.914769 101 81651.947824 102 91896.943979 103 94027.604951 104 98476.495792 105 104491.591455 106 -35640.412669 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,IPTU,AR,0.8955442905426025,"96 1484350.125 97 1496044.375 98 1478807.125 99 2139908.750 100 2148933.000 101 2112420.000 102 1441159.750 103 1438019.500 104 1385216.250 105 1467394.875 106 1489524.500 107 1573634.125 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,ISS,MLP,0.9124484062194824,"96 1.141463e+07 97 1.222310e+07 98 1.229595e+07 99 1.191089e+07 100 1.287664e+07 101 1.339860e+07 102 1.308969e+07 103 1.319861e+07 104 1.310527e+07 105 1.356077e+07 106 1.393849e+07 107 1.397026e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,ITBI,MLP,1.009890079498291,"96 1.344359e+06 97 1.167342e+06 98 1.025005e+06 99 1.336936e+06 100 1.296112e+06 101 1.456804e+06 102 1.020191e+06 103 1.290866e+06 104 1.421517e+06 105 1.396204e+06 106 1.772645e+06 107 1.413274e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do ICMS,XGBoost,1.0543017387390137,"96 17462414.0 97 15535748.0 98 14252112.0 99 17234474.0 100 13190793.0 101 15834097.0 102 17768468.0 103 16604557.0 104 16015285.0 105 17095898.0 106 17707442.0 107 14185383.0 Name: Valor, dtype: float64" Prefeitura Municipal de Rio Grande - RS,Cota-Parte do IPVA,XGBoost,2.2504429817199707,"96 5288291.0 97 5175863.5 98 5190806.0 99 5740092.5 100 5740092.5 101 5740092.5 102 5651709.5 103 6241709.5 104 6241709.5 105 6241709.5 106 6241709.5 107 5562726.5 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,IPTU,SARIMAX,2.3894236087799072,"96 18605.271484 97 23109.595703 98 21275.546875 99 19474.490234 100 18068.765625 101 18284.914062 102 16819.650391 103 12772.635742 104 15632.411133 105 14943.178711 106 13608.080078 107 14963.782227 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,ISS,XGBoost,1.0380518436431885,"96 32805.710938 97 35649.042969 98 37355.421875 99 36812.585938 100 36097.187500 101 35499.906250 102 37153.382812 103 37135.332031 104 37626.199219 105 39898.609375 106 39183.464844 107 29516.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,ITBI,MLP,1.7654047012329102,"96 58112.298145 97 41466.600807 98 52248.956347 99 58172.473671 100 66153.303478 101 57936.493288 102 36898.074875 103 33859.550277 104 78179.503983 105 69811.338404 106 59657.600569 107 80712.183423 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do ICMS,MLP,1.5116329193115234,"96 8.195480e+05 97 7.644276e+05 98 7.606384e+05 99 8.226629e+05 100 7.548627e+05 101 8.679244e+05 102 8.942833e+05 103 8.903756e+05 104 9.548036e+05 105 9.917695e+05 106 1.041149e+06 107 1.016520e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Campina das Missões - RS,Cota-Parte do IPVA,MLP,2.2907166481018066,"96 -138025.057688 97 21677.161698 98 306801.200377 99 -39454.352068 100 62746.401214 101 204860.457017 102 80517.509935 103 108832.587648 104 135042.825794 105 128482.549318 106 142473.286849 107 -158671.548189 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,IPTU,XGBoost,1.7440822124481201,"96 854123.2500 97 643089.6875 98 629646.2500 99 763831.0625 100 793244.8125 101 837779.0625 102 957888.6875 103 836328.3125 104 836978.1875 105 838013.7500 106 843477.1250 107 649340.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,ISS,XGBoost,1.2642192840576172,"96 948633.7500 97 959713.5000 98 769016.0000 99 850400.9375 100 865447.6875 101 852020.9375 102 882832.8750 103 842209.7500 104 916693.5625 105 854576.8750 106 835772.0000 107 830546.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,ITBI,MLP,0.9032900333404541,"96 1.037732e+06 97 6.251769e+05 98 8.238646e+04 99 7.337235e+05 100 1.115244e+06 101 9.034777e+05 102 8.781097e+05 103 8.513866e+05 104 1.067618e+06 105 1.101647e+06 106 1.207230e+06 107 -3.616533e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do ICMS,MLP,1.004793405532837,"96 6.230017e+06 97 5.893321e+06 98 5.849654e+06 99 6.344022e+06 100 5.838214e+06 101 6.709617e+06 102 6.930369e+06 103 6.911131e+06 104 7.407845e+06 105 7.697647e+06 106 8.085783e+06 107 7.944487e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sant'Ana do Livramento - RS,Cota-Parte do IPVA,SARIMAX,1.1177523136138916,"96 2531790.50 97 2855839.25 98 3019541.00 99 3008120.25 100 3056083.75 101 2885146.50 102 2885146.50 103 2977155.25 104 2977155.25 105 2977155.25 106 2977155.25 107 2862170.75 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,IPTU,MLP,2.7862279415130615,"96 3.045226e+06 97 2.672863e+06 98 1.115599e+06 99 5.822061e+04 100 1.589188e+06 101 2.563934e+06 102 2.358815e+06 103 2.198724e+06 104 2.438946e+06 105 2.759802e+06 106 2.805419e+06 107 2.829429e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,ISS,MLP,1.7226786613464355,"96 1.110244e+06 97 1.278405e+06 98 1.272031e+06 99 1.306304e+06 100 1.320893e+06 101 1.213033e+06 102 1.287608e+06 103 1.367932e+06 104 1.396792e+06 105 1.345578e+06 106 1.358541e+06 107 1.463704e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,ITBI,MLP,1.3922648429870605,"96 632404.143467 97 641537.026495 98 563726.190376 99 371452.817367 100 694770.738122 101 683578.236184 102 -24090.740306 103 620295.928997 104 712096.450112 105 575484.252875 106 687587.871008 107 498794.048439 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do ICMS,XGBoost,1.015885829925537,"96 4988149.0 97 4532694.5 98 4428150.0 99 4690264.0 100 4425896.5 101 4516014.0 102 4670690.0 103 4503320.5 104 4553677.0 105 4516014.0 106 4871474.5 107 4456425.5 Name: Valor, dtype: float64" Prefeitura Municipal de Camaquã - RS,Cota-Parte do IPVA,XGBoost,1.3920845985412598,"96 1795085.125 97 1869209.125 98 1955566.125 99 2150641.500 100 2150641.500 101 1912550.625 102 1912550.625 103 1912550.625 104 1912550.625 105 1912550.625 106 1912550.625 107 1881517.000 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,IPTU,MLP,1.2322640419006348,"96 -9.493277e+05 97 2.058661e+06 98 3.018619e+06 99 1.437158e+06 100 2.005857e+06 101 2.048511e+06 102 2.318881e+06 103 2.505770e+06 104 2.229603e+06 105 2.490137e+06 106 2.667603e+06 107 1.696662e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,ISS,MLP,1.1961865425109863,"96 1.317801e+06 97 1.391856e+06 98 1.388180e+06 99 1.371727e+06 100 1.348287e+06 101 1.395373e+06 102 1.401465e+06 103 1.423401e+06 104 1.432296e+06 105 1.363923e+06 106 1.404458e+06 107 1.411374e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,ITBI,MLP,0.9576656818389893,"96 838204.023720 97 574451.342234 98 768365.365391 99 825463.332884 100 784123.184690 101 642484.399859 102 677319.922023 103 714358.229984 104 786658.430896 105 680525.992546 106 621154.742468 107 606049.142269 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do ICMS,MLP,1.1314480304718018,"96 6.220263e+06 97 5.808251e+06 98 5.790332e+06 99 6.297621e+06 100 5.808569e+06 101 6.682500e+06 102 6.906157e+06 103 6.889644e+06 104 7.398549e+06 105 7.699417e+06 106 8.092182e+06 107 7.930410e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeira do Sul - RS,Cota-Parte do IPVA,XGBoost,1.487720251083374,"96 2686213.00 97 2686213.00 98 2377247.00 99 2666167.75 100 2666167.75 101 2667255.50 102 3080436.50 103 3080436.50 104 3080436.50 105 3080436.50 106 3195815.75 107 3079348.75 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,IPTU,SARIMAX,1.9687435626983643,"92 536422.4375 93 647003.8125 94 646338.3750 95 582360.7500 96 589877.6250 97 583262.4375 98 642296.0000 99 583205.6250 100 581695.2500 101 583205.6250 102 646131.3125 103 583205.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,ISS,MLP,1.0281627178192139,"96 743085.710166 97 816032.582970 98 713941.897527 99 775205.897179 100 825054.139107 101 811041.405475 102 859508.950010 103 842752.479543 104 856751.014653 105 800712.626057 106 868509.393226 107 824609.272957 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,ITBI,MLP,1.099318504333496,"96 352550.300256 97 356791.361174 98 275237.086299 99 367220.275442 100 322191.439524 101 390723.108588 102 255453.113868 103 280598.941880 104 455291.799019 105 441196.207516 106 451625.958542 107 440144.959688 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do ICMS,MLP,1.0145373344421387,"96 1.845772e+06 97 1.724972e+06 98 1.718804e+06 99 1.872383e+06 100 1.729776e+06 101 1.989101e+06 102 2.055663e+06 103 2.050774e+06 104 2.199636e+06 105 2.285980e+06 106 2.399640e+06 107 2.350365e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ivoti - RS,Cota-Parte do IPVA,MLP,1.9346070289611816,"96 -3.646306e+05 97 4.328453e+04 98 1.495621e+06 99 5.042747e+04 100 4.862315e+05 101 1.041675e+06 102 6.439088e+05 103 8.300137e+05 104 8.295095e+05 105 8.387501e+05 106 9.824284e+05 107 -7.461381e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,IPTU,XGBoost,1.8273539543151855,"83 2159.175049 84 2563.637451 85 2543.387939 86 1985.633667 87 2070.729248 88 1968.236938 89 569.604675 90 563.576965 91 677.138306 92 2342.603760 93 699.763428 94 1698.471436 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,ISS,MLP,2.689912796020508,"96 5887.647064 97 17625.725819 98 15927.619358 99 16012.185039 100 18895.350335 101 18604.744690 102 20323.279153 103 22327.486321 104 21420.513754 105 24153.579588 106 25567.770516 107 21066.433865 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,ITBI,XGBoost,1.9107372760772705,"93 16267.716797 94 15647.500000 95 9462.974609 96 16923.041016 97 16044.933594 98 12276.847656 99 6535.374512 100 7209.636230 101 21250.128906 102 9713.719727 103 19912.431641 104 15578.062500 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do ICMS,MLP,0.9302113056182861,"96 405656.278409 97 376976.234316 98 373431.286666 99 402872.758408 100 367630.468347 101 422019.043791 102 432441.640217 103 429136.947748 104 458347.808429 105 473014.848908 106 494823.609553 107 477292.801499 Name: Valor, dtype: float64" Prefeitura Municipal de Itapuca - RS,Cota-Parte do IPVA,XGBoost,0.9333798885345459,"94 25526.460938 95 33987.753906 96 38786.898438 97 28180.091797 98 38786.898438 99 35348.535156 100 35361.523438 101 40684.324219 102 45006.101562 103 57167.390625 104 57167.390625 105 22754.214844 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,IPTU,MLP,1.028754472732544,"78 27067.613202 79 33032.821437 80 27609.535037 81 31131.456839 82 35608.498128 83 14258.094698 84 -27045.836464 85 39130.520669 86 39955.241148 87 25619.308207 88 29334.161416 89 27825.516677 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,ISS,XGBoost,0.9292271137237549,"96 8245.080078 97 10126.388672 98 10898.374023 99 11167.562500 100 9834.541992 101 9859.453125 102 12471.965820 103 10698.988281 104 11360.746094 105 13330.234375 106 10440.293945 107 10737.227539 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,ITBI,XGBoost,0.9589650630950928,"91 26692.146484 92 14311.700195 93 27935.595703 94 14232.958008 95 5131.975586 96 19792.285156 97 17657.320312 98 11653.098633 99 27301.029297 100 7371.604004 101 14539.892578 102 27362.294922 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do ICMS,MLP,1.0715177059173584,"96 515268.383778 97 481445.835921 98 480153.106880 99 521650.199319 100 481054.274397 101 553405.000159 102 571929.346752 103 570791.331917 104 613067.990059 105 638744.479214 106 671134.058742 107 657681.970586 Name: Valor, dtype: float64" Prefeitura Municipal de Charrua - RS,Cota-Parte do IPVA,MLP,1.7413711547851562,"95 -45445.226410 96 22139.532868 97 95477.976646 98 4052.168867 99 35209.986489 100 67929.188582 101 42909.250291 102 56562.158552 103 59076.193977 104 56148.223384 105 61074.720982 106 -44659.993004 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,IPTU,XGBoost,1.9627206325531006,"85 48414.285156 86 57062.398438 87 115452.164062 88 114063.039062 89 80441.554688 90 80441.554688 91 107663.867188 92 95471.164062 93 107706.398438 94 107706.398438 95 180498.984375 96 180498.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,ISS,XGBoost,1.5280792713165283,"96 22866.554688 97 22435.644531 98 19263.714844 99 22044.261719 100 20629.982422 101 19505.615234 102 17428.673828 103 18306.755859 104 21407.292969 105 22054.761719 106 22060.853516 107 23138.003906 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,ITBI,MLP,1.2409048080444336,"93 -4062.283417 94 62259.167187 95 34429.945600 96 50593.491335 97 20369.632840 98 19103.959248 99 59486.977535 100 28537.035965 101 43836.839789 102 31836.689681 103 -45238.641906 104 75320.909001 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do ICMS,MLP,1.1867702007293701,"96 7.581550e+05 97 7.149032e+05 98 7.146335e+05 99 7.759950e+05 100 7.206288e+05 101 8.274202e+05 102 8.562711e+05 103 8.593082e+05 104 9.204436e+05 105 9.577833e+05 106 1.007151e+06 107 9.895762e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Saldanha Marinho - RS,Cota-Parte do IPVA,MLP,1.2005822658538818,"96 10458.571715 97 34472.965361 98 106624.020991 99 25125.422480 100 60367.481066 101 97772.706959 102 92165.795376 103 102311.114908 104 100513.673607 105 108068.138533 106 122603.676895 107 -34894.865957 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,IPTU,SARIMAX,0.9842848777770996,"96 4977686.5 97 5689439.5 98 5705937.5 99 6073589.0 100 5876954.5 101 5872737.0 102 5978689.0 103 7532681.5 104 7532681.5 105 7625999.0 106 7621587.0 107 6397315.0 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,ISS,SARIMAX,0.816901683807373,"96 3555301.25 97 3769906.50 98 3315402.25 99 3769906.50 100 3686510.75 101 3232099.25 102 3685717.75 103 3684505.00 104 3663560.50 105 3681876.50 106 3679988.25 107 3690435.00 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,ITBI,XGBoost,1.0339362621307373,"96 1530935.625 97 1875741.875 98 1868568.375 99 1898234.875 100 1886828.875 101 1885033.125 102 1674578.625 103 1672457.875 104 1669772.000 105 1897963.750 106 1559760.125 107 1692715.750 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do ICMS,MLP,1.0918595790863037,"96 1.142114e+07 97 1.039075e+07 98 1.028633e+07 99 1.122040e+07 100 1.016580e+07 101 1.172736e+07 102 1.201765e+07 103 1.172134e+07 104 1.257466e+07 105 1.297355e+07 106 1.344601e+07 107 1.296626e+07 Name: Valor, dtype: float64" Prefeitura Municipal de Cachoeirinha - RS,Cota-Parte do IPVA,SARIMAX,1.4627249240875244,"96 3589434.75 97 3726241.25 98 3640884.50 99 3880918.50 100 3850221.25 101 3880078.00 102 3885655.25 103 3885655.25 104 3875158.25 105 3890254.00 106 4021000.00 107 3926361.25 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,IPTU,MLP,2.121422529220581,"83 700027.226981 84 517475.660439 85 335948.906986 86 554877.292477 87 405328.820024 88 -547532.586128 89 860234.559687 90 799783.655272 91 202944.855125 92 499403.482021 93 561457.089252 94 669623.389597 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,ISS,XGBoost,1.141467571258545,"95 304369.28125 96 304145.37500 97 281443.59375 98 303161.62500 99 287174.12500 100 289451.00000 101 282370.96875 102 282602.21875 103 282300.03125 104 282495.56250 105 282068.06250 106 287705.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,ITBI,XGBoost,0.9059402942657471,"75 184581.500000 76 182440.984375 77 176002.125000 78 198823.515625 79 168878.015625 80 191400.843750 81 166602.031250 82 118771.906250 83 165625.375000 84 168917.312500 85 185285.890625 86 162806.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do ICMS,MLP,1.0367729663848877,"96 2.088495e+06 97 1.941745e+06 98 1.927924e+06 99 2.084223e+06 100 1.906259e+06 101 2.191603e+06 102 2.252477e+06 103 2.236809e+06 104 2.395327e+06 105 2.481239e+06 106 2.599942e+06 107 2.524319e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sananduva - RS,Cota-Parte do IPVA,MLP,1.186211347579956,"94 -224662.691669 95 119003.585303 96 946352.481084 97 163187.188181 98 371854.861945 99 675830.696420 100 574197.412321 101 631816.930440 102 598471.089004 103 677614.688782 104 746805.208413 105 -442568.778094 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,IPTU,MLP,0.9416377544403076,"95 485709.332485 96 101051.863793 97 265841.360873 98 519304.603159 99 490170.421585 100 528921.551078 101 522042.710274 102 566495.904285 103 615842.803684 104 626971.775100 105 676601.999402 106 654881.999745 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,ISS,MLP,1.0313835144042969,"96 639160.189245 97 693407.297748 98 679146.646592 99 721602.420799 100 490561.146787 101 778286.759423 102 658921.083447 103 756748.301390 104 823305.170456 105 776615.312999 106 856195.555950 107 823062.822237 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,ITBI,XGBoost,0.9743363857269287,"95 138202.125000 96 139151.781250 97 162361.437500 98 102886.640625 99 153756.250000 100 169710.000000 101 164862.640625 102 133478.812500 103 120281.828125 104 162461.234375 105 109339.578125 106 170056.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do ICMS,MLP,1.4118032455444336,"96 5.327848e+06 97 4.981939e+06 98 4.965158e+06 99 5.370223e+06 100 4.939564e+06 101 5.680432e+06 102 5.863478e+06 103 5.848959e+06 104 6.278536e+06 105 6.534166e+06 106 6.868673e+06 107 6.734345e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itaqui - RS,Cota-Parte do IPVA,XGBoost,1.8465657234191895,"67 524518.00000 68 559762.68750 69 488732.78125 70 523409.03125 71 426711.93750 72 469691.46875 73 469691.46875 74 559332.25000 75 580024.62500 76 782673.37500 77 704729.68750 78 577100.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,IPTU,XGBoost,1.618826150894165,"76 214900.593750 77 168303.656250 78 165778.750000 79 167204.375000 80 157902.234375 81 166300.218750 82 163156.703125 83 150383.859375 84 162572.140625 85 161767.703125 86 230459.968750 87 163407.156250 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,ISS,MLP,1.2127320766448975,"76 653985.260769 77 785165.740378 78 844378.548441 79 696162.997455 80 781461.348868 81 721149.725276 82 735664.447021 83 766053.372550 84 684333.309078 85 765124.961982 86 686579.435130 87 659062.270054 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,ITBI,MLP,1.011958122253418,"74 62392.800767 75 65366.115402 76 104741.537803 77 75007.691468 78 116140.622387 79 123916.176912 80 107687.551718 81 135445.588323 82 135441.473502 83 132276.719798 84 149911.715169 85 100798.445120 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do ICMS,XGBoost,0.8737423419952393,"74 1768891.250 75 1669898.625 76 1672735.375 77 1787341.000 78 1775489.250 79 1673256.250 80 1672887.625 81 1780442.750 82 1782387.375 83 1673256.250 84 1674556.625 85 1780442.750 Name: Valor, dtype: float64" Prefeitura Municipal de Taquari - RS,Cota-Parte do IPVA,MLP,0.9795544147491455,"76 126101.920845 77 382512.953211 78 580076.936246 79 142698.596113 80 372887.935764 81 621205.524168 82 578249.052376 83 673671.177036 84 743572.439644 85 790733.865084 86 903525.464537 87 304887.753141 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,IPTU,MLP,1.056560754776001,"89 36462.663504 90 20745.676501 91 13941.887582 92 -24920.856309 93 30341.741657 94 39090.732988 95 3874.841431 96 18229.529893 97 30227.622092 98 25031.058238 99 22726.173806 100 19366.688047 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,ISS,MLP,1.9358820915222168,"96 10208.576513 97 10681.182420 98 11235.021624 99 9463.923016 100 12261.320435 101 13144.206687 102 12351.936858 103 11531.559892 104 9803.350046 105 11603.050038 106 10829.464479 107 8068.956150 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,ITBI,MLP,1.0460221767425537,"91 12124.912968 92 25633.168429 93 30587.401471 94 29706.932526 95 36011.947320 96 24107.765479 97 31455.967522 98 22942.945973 99 25867.799957 100 38326.747373 101 25271.182667 102 7826.243472 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do ICMS,MLP,1.412781000137329,"96 419820.372311 97 389095.670934 98 330924.998641 99 409028.220653 100 374012.664868 101 425303.389119 102 442964.932038 103 435169.069480 104 493375.663404 105 492089.150900 106 513901.218825 107 502585.059344 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Xingu - RS,Cota-Parte do IPVA,MLP,2.6251091957092285,"94 -6094.616352 95 3906.293741 96 35441.221651 97 8334.756874 98 19995.246074 99 21279.184071 100 23716.341631 101 30071.237387 102 25846.317212 103 27613.373487 104 31465.455127 105 -15716.753093 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,IPTU,MLP,1.3805608749389648,"84 187836.463488 85 155538.403168 86 145855.225696 87 111998.826450 88 105553.246152 89 211280.049775 90 206204.541883 91 184264.627325 92 211719.977698 93 220102.096397 94 223421.881923 95 197910.077178 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,ISS,XGBoost,1.915466070175171,"88 317294.06250 89 338559.96875 90 316479.78125 91 363330.31250 92 436308.50000 93 436308.50000 94 436308.50000 95 436085.87500 96 436085.87500 97 436085.87500 98 436308.50000 99 436085.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,ITBI,SES,1.1384527683258057,"86 25344.634766 87 77598.164062 88 78753.257812 89 90110.742188 90 36935.796875 91 103109.078125 92 39383.625000 93 15193.025391 94 75085.656250 95 55011.535156 96 81533.382812 97 24544.505859 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do ICMS,MLP,0.9297776222229004,"88 1.538329e+06 89 1.429977e+06 90 1.454895e+06 91 1.566684e+06 92 1.472537e+06 93 1.687983e+06 94 1.738757e+06 95 1.744574e+06 96 1.869844e+06 97 1.945493e+06 98 2.088537e+06 99 1.929879e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pantano Grande - RS,Cota-Parte do IPVA,XGBoost,1.4069890975952148,"87 206273.828125 88 218268.281250 89 232926.234375 90 220130.265625 91 105503.320312 92 135240.531250 93 137375.078125 94 177176.796875 95 178522.750000 96 178522.750000 97 264237.687500 98 188913.109375 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,IPTU,HWES,1.1553752422332764,"96 332695.531250 97 434427.593750 98 484783.937500 99 377979.968750 100 355559.281250 101 293557.750000 102 345675.375000 103 341753.031250 104 235009.515625 105 347156.500000 106 226790.390625 107 264859.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,ISS,AR,1.2565066814422607,"96 545771.0625 97 545771.0625 98 642228.7500 99 584457.5625 100 642228.7500 101 642228.7500 102 584457.5625 103 584457.5625 104 642228.7500 105 642228.7500 106 642228.7500 107 642228.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,ITBI,XGBoost,1.0401394367218018,"96 190972.453125 97 243891.968750 98 262512.281250 99 239637.171875 100 241322.609375 101 228976.000000 102 235031.703125 103 239205.609375 104 240057.953125 105 239815.687500 106 203931.578125 107 246274.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do ICMS,MLP,1.1609034538269043,"96 3.090711e+06 97 2.891261e+06 98 2.878132e+06 99 3.115249e+06 100 2.866059e+06 101 3.293130e+06 102 3.393847e+06 103 3.386713e+06 104 3.627759e+06 105 3.765306e+06 106 3.953661e+06 107 3.856842e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tapejara - RS,Cota-Parte do IPVA,XGBoost,1.818178653717041,"96 1427586.500 97 1529671.000 98 1410419.875 99 1484812.250 100 1484812.250 101 1577560.250 102 1578482.375 103 1578482.375 104 1578482.375 105 1578482.375 106 1850246.625 107 1578482.375 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,IPTU,MLP,2.4239554405212402,"95 213633.627178 96 182833.541166 97 104308.586553 98 -104973.115072 99 148562.668292 100 236783.551670 101 146099.696635 102 147869.888797 103 156561.586495 104 192370.916886 105 199423.839122 106 190784.781156 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,ISS,XGBoost,1.683016300201416,"96 375428.78125 97 393789.12500 98 343074.03125 99 338965.56250 100 341979.12500 101 341032.56250 102 340871.96875 103 362954.65625 104 339315.81250 105 379593.56250 106 361464.78125 107 337941.37500 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,ITBI,MLP,0.9468793869018555,"96 190641.686882 97 175704.188731 98 105721.571711 99 122049.435616 100 169565.729295 101 -184794.721904 102 230763.669025 103 249118.976359 104 66543.530703 105 108818.744508 106 137512.540108 107 211447.229723 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do ICMS,XGBoost,1.1929349899291992,"96 788660.1250 97 765679.0000 98 711626.3750 99 783532.5625 100 676899.4375 101 770923.6875 102 779378.8125 103 748157.0000 104 787248.3750 105 840502.2500 106 799980.3125 107 779295.4375 Name: Valor, dtype: float64" Prefeitura Municipal de Glorinha - RS,Cota-Parte do IPVA,MLP,1.7074241638183594,"96 100567.389519 97 92969.234866 98 167683.381646 99 35705.730752 100 67626.167803 101 175591.227911 102 175712.485345 103 160680.011801 104 176461.993362 105 138639.771938 106 211334.983256 107 68737.326124 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,IPTU,MLP,1.2409489154815674,"96 1.867247e+06 97 1.362553e+06 98 -1.576769e+06 99 1.684303e+06 100 2.168435e+06 101 8.851011e+05 102 9.791109e+05 103 1.232803e+06 104 1.791218e+06 105 1.583208e+06 106 1.312810e+06 107 1.495170e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,ISS,MLP,1.0281634330749512,"96 636744.956310 97 631028.649348 98 644806.834130 99 627198.750577 100 664867.133442 101 719245.847077 102 674474.281367 103 670474.241223 104 740041.367009 105 678382.103054 106 737733.525042 107 631704.702110 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,ITBI,MLP,1.0337786674499512,"96 176941.153965 97 168055.523306 98 162169.344098 99 160545.889556 100 168581.648451 101 164098.402254 102 193816.878081 103 155681.951277 104 172016.806882 105 166338.255401 106 176094.400052 107 198001.277678 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do ICMS,XGBoost,0.8846886157989502,"96 1854652.125 97 1760126.125 98 1530465.750 99 1742053.500 100 1478496.000 101 1718158.500 102 1705704.875 103 1705527.625 104 1734921.750 105 1820544.125 106 1851143.375 107 1553380.875 Name: Valor, dtype: float64" Prefeitura Municipal de Parobé - RS,Cota-Parte do IPVA,MLP,1.345097303390503,"96 4.637493e+05 97 5.997834e+05 98 8.731354e+05 99 1.545185e+05 100 5.684542e+05 101 1.015561e+06 102 9.387709e+05 103 9.728234e+05 104 1.036516e+06 105 1.145096e+06 106 1.238495e+06 107 3.163788e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,IPTU,MLP,1.3935017585754395,"96 1.834708e+06 97 -6.574463e+05 98 1.701002e+06 99 2.528118e+06 100 1.600851e+06 101 1.812860e+06 102 1.854403e+06 103 2.110474e+06 104 2.260402e+06 105 2.112001e+06 106 2.243430e+06 107 2.047504e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,ISS,MLP,1.6997430324554443,"96 2.358585e+06 97 2.470720e+06 98 2.438611e+06 99 2.447304e+06 100 2.446618e+06 101 2.487680e+06 102 2.490977e+06 103 2.474906e+06 104 2.504528e+06 105 2.603307e+06 106 2.605635e+06 107 2.596969e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,ITBI,MLP,2.265521764755249,"96 1.207867e+06 97 9.145693e+05 98 1.165115e+06 99 8.873479e+05 100 1.130721e+06 101 1.301915e+06 102 1.221023e+06 103 1.238302e+06 104 1.230997e+06 105 1.143787e+06 106 1.440580e+06 107 1.180593e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do ICMS,XGBoost,1.711254358291626,"96 5567683.5 97 5261831.5 98 5222797.0 99 5050046.5 100 4685736.5 101 4706424.5 102 4623654.0 103 4581909.0 104 5390607.5 105 4822548.5 106 5384787.0 107 4170702.0 Name: Valor, dtype: float64" Prefeitura Municipal de Uruguaiana - RS,Cota-Parte do IPVA,MLP,1.0568346977233887,"96 8.398844e+05 97 9.966455e+05 98 1.598351e+06 99 5.758654e+05 100 6.875946e+05 101 1.531415e+06 102 1.774387e+06 103 1.785959e+06 104 1.949462e+06 105 2.091919e+06 106 2.236380e+06 107 7.015977e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,IPTU,MLP,0.9038722515106201,"86 120533.287731 87 42896.572374 88 3794.770960 89 113214.859854 90 66501.915543 91 -146461.554662 92 188539.169543 93 126748.455194 94 -115864.604143 95 133041.500148 96 140039.031019 97 -44281.911688 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,ISS,XGBoost,1.1221356391906738,"96 37766.398438 97 27954.806641 98 29892.892578 99 36252.875000 100 38192.308594 101 38051.695312 102 32504.599609 103 38594.023438 104 39712.957031 105 41603.781250 106 36873.082031 107 32098.947266 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,ITBI,MLP,1.217548131942749,"96 181366.228690 97 141135.240556 98 31215.220395 99 119599.954245 100 60906.855872 101 150644.090999 102 152723.438772 103 122805.529141 104 127504.335415 105 156058.496007 106 179905.796145 107 153736.462337 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do ICMS,MLP,1.0173051357269287,"96 9.787793e+05 97 9.167242e+05 98 9.136732e+05 99 9.916269e+05 100 9.152898e+05 101 1.051578e+06 102 1.085311e+06 103 1.084015e+06 104 1.161235e+06 105 1.205856e+06 106 1.265847e+06 107 1.237141e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Esmeralda - RS,Cota-Parte do IPVA,MLP,1.2275731563568115,"96 24526.043175 97 14807.993869 98 69550.847802 99 8899.646807 100 25025.201349 101 82131.897308 102 64814.647093 103 78963.678045 104 81060.286317 105 85806.038451 106 98614.940669 107 -13236.638498 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,IPTU,XGBoost,0.9360814094543457,"85 27709.486328 86 29308.847656 87 25931.285156 88 24396.621094 89 25127.406250 90 25426.642578 91 25632.345703 92 24791.140625 93 24946.355469 94 24976.722656 95 25013.544922 96 25570.585938 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,ISS,XGBoost,1.032067060470581,"96 35915.628906 97 41338.863281 98 37670.445312 99 39849.832031 100 40231.636719 101 40200.269531 102 40205.910156 103 40499.296875 104 41556.226562 105 40348.273438 106 40329.746094 107 40592.132812 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,ITBI,MLP,3.2652223110198975,"94 35346.533470 95 36591.450475 96 20430.582270 97 39283.509090 98 50994.826376 99 29637.448632 100 46268.648306 101 50464.871261 102 54588.489579 103 58674.287293 104 63725.403143 105 25658.068055 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do ICMS,XGBoost,1.7210638523101807,"96 440745.96875 97 411413.90625 98 413186.43750 99 419979.50000 100 361007.84375 101 408604.78125 102 424173.03125 103 398015.25000 104 422549.53125 105 433677.75000 106 429746.34375 107 399944.34375 Name: Valor, dtype: float64" Prefeitura Municipal de São Valentim - RS,Cota-Parte do IPVA,MLP,1.3013484477996826,"96 -39391.113544 97 478.548818 98 123531.307485 99 5772.458188 100 40037.139048 101 82577.586283 102 59323.467679 103 58381.706700 104 68069.696775 105 76353.620538 106 76864.109494 107 -82352.308117 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,IPTU,MLP,1.0525283813476562,"87 37218.262620 88 26899.113178 89 18146.613820 90 20035.990290 91 -18353.680162 92 40977.392824 93 35459.527794 94 6920.662064 95 28410.936858 96 30794.808623 97 24202.024443 98 27050.520576 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,ISS,MLP,1.776670217514038,"96 56497.377216 97 43933.879085 98 48481.292016 99 47548.948921 100 38689.470706 101 37623.197572 102 43953.729553 103 46933.177983 104 36126.811929 105 48137.320391 106 55502.612932 107 36650.293995 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,ITBI,XGBoost,0.8765268325805664,"92 7036.592773 93 10872.470703 94 14554.089844 95 13619.402344 96 9584.000000 97 16066.229492 98 10337.657227 99 14267.399414 100 20844.443359 101 17652.955078 102 20773.087891 103 9062.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do ICMS,MLP,0.9562902450561523,"96 583663.180030 97 544461.797662 98 542689.316036 99 588750.908192 100 541629.329876 101 623341.251184 102 643815.607166 103 641627.848462 104 689382.533403 105 717794.007532 106 754481.638295 107 739797.850097 Name: Valor, dtype: float64" Prefeitura Municipal de Senador Salgado Filho - RS,Cota-Parte do IPVA,MLP,1.9685306549072266,"96 -9386.467548 97 6994.231249 98 83873.501125 99 1239.211334 100 27528.631685 101 61227.943869 102 46025.487671 103 54193.723917 104 51559.146278 105 59716.207771 106 66122.196152 107 -49556.770424 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,IPTU,XGBoost,1.461174726486206,"79 15352.249023 80 14786.405273 81 13237.978516 82 13020.089844 83 11710.000000 84 20137.707031 85 13675.652344 86 12019.888672 87 12034.617188 88 13025.322266 89 13066.315430 90 13424.941406 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,ISS,MLP,2.4556002616882324,"80 32525.255557 81 30261.355389 82 34484.223185 83 20948.704324 84 26950.161386 85 34733.419943 86 25690.939783 87 36346.831087 88 34964.643439 89 35411.473789 90 44679.499986 91 33371.970466 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,ITBI,XGBoost,1.9892473220825195,"69 30168.541016 70 6800.532715 71 31283.570312 72 12554.601562 73 46592.718750 74 10476.413086 75 6827.033691 76 12883.819336 77 5904.258789 78 11204.633789 79 18034.703125 80 11927.079102 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do ICMS,XGBoost,1.0499825477600098,"80 882127.7500 81 778360.0000 82 780027.4375 83 864199.6875 84 847665.0000 85 769868.6250 86 816473.3750 87 855708.2500 88 784020.6875 89 830995.8125 90 859620.2500 91 792512.1875 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Quaraí - RS,Cota-Parte do IPVA,MLP,1.2794830799102783,"80 23368.859457 81 31584.247102 82 35541.992389 83 13416.600014 84 18569.974477 85 35557.772205 86 42074.896038 87 46133.448590 88 49302.996679 89 52396.521520 90 58502.411338 91 38357.570092 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,IPTU,XGBoost,1.1955657005310059,"95 210656.562500 96 163000.046875 97 145918.046875 98 127549.898438 99 115297.398438 100 144151.234375 101 108296.578125 102 142540.203125 103 146848.140625 104 149435.859375 105 146724.031250 106 142321.656250 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,ISS,MLP,1.1236865520477295,"96 185257.702561 97 194438.104292 98 203128.638609 99 193126.116008 100 198308.784503 101 177784.018703 102 195985.018820 103 187609.474281 104 187879.042032 105 191966.685163 106 187572.998543 107 161584.199405 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,ITBI,MLP,1.3799567222595215,"96 288883.859616 97 324318.193128 98 560448.185268 99 386143.810318 100 555940.768736 101 496554.655513 102 447210.577375 103 594397.402422 104 554032.862458 105 520080.672058 106 636072.340157 107 189020.969640 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do ICMS,MLP,1.2104828357696533,"96 2.392142e+06 97 2.269041e+06 98 2.253947e+06 99 2.607030e+06 100 2.285235e+06 101 2.617572e+06 102 2.722339e+06 103 2.706321e+06 104 2.913367e+06 105 3.022442e+06 106 3.167960e+06 107 3.118188e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Francisco de Assis - RS,Cota-Parte do IPVA,MLP,1.071441650390625,"96 53143.580076 97 109286.822630 98 300531.168098 99 55249.399805 100 199674.204013 101 299913.052389 102 252753.069562 103 295273.733105 104 300409.018721 105 319568.609885 106 348482.561695 107 -60088.702073 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,IPTU,MLP,1.2469947338104248,"87 75857.328169 88 65588.470359 89 32449.520887 90 25196.543401 91 -40393.823420 92 21144.215460 93 85832.940048 94 45993.106026 95 36529.535875 96 48353.130475 97 62521.059011 98 64106.258083 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,ISS,MLP,1.870974063873291,"96 99670.774553 97 116563.308979 98 132078.406758 99 156226.265719 100 184430.043478 101 220109.152137 102 260563.848616 103 316694.144325 104 372804.862987 105 445393.697057 106 535712.406213 107 638995.812866 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,ITBI,MLP,1.5052039623260498,"94 78523.604727 95 42650.865933 96 33121.691007 97 77259.514624 98 61186.769817 99 56560.569278 100 98749.609947 101 92422.592240 102 85070.980373 103 117248.444020 104 129599.094672 105 127379.770095 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do ICMS,MLP,1.9720449447631836,"96 7.958996e+05 97 7.349234e+05 98 8.420560e+05 99 8.289320e+05 100 7.721852e+05 101 9.051441e+05 102 8.286877e+05 103 9.235686e+05 104 9.990875e+05 105 1.024206e+06 106 1.093995e+06 107 1.083277e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Lajeados - RS,Cota-Parte do IPVA,XGBoost,1.8892996311187744,"96 74259.023438 97 68135.343750 98 73583.851562 99 79581.867188 100 74402.304688 101 54570.125000 102 69487.671875 103 70167.031250 104 70786.679688 105 78955.218750 106 78858.265625 107 51958.089844 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,IPTU,XGBoost,0.8397853374481201,"79 44970.687500 80 45442.375000 81 48925.011719 82 43803.570312 83 19696.048828 84 19720.775391 85 28969.371094 86 30270.462891 87 27876.494141 88 29695.496094 89 29999.751953 90 29999.751953 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,ISS,MLP,1.3596570491790771,"96 109474.497293 97 117911.604998 98 118716.058769 99 108429.286715 100 114960.356093 101 115059.105633 102 118400.494587 103 108046.739501 104 112063.027350 105 120480.903491 106 126930.739212 107 113151.575489 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,ITBI,XGBoost,0.943819522857666,"96 22103.814453 97 40412.683594 98 37674.496094 99 41048.542969 100 35566.585938 101 49966.242188 102 29833.064453 103 49966.242188 104 50667.652344 105 55543.359375 106 57719.687500 107 30615.517578 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do ICMS,XGBoost,1.2779042720794678,"96 844363.5000 97 811963.0000 98 737612.0000 99 856097.0000 100 733975.8125 101 829230.7500 102 808424.4375 103 810098.4375 104 810579.6875 105 854542.6250 106 869149.1250 107 771042.8125 Name: Valor, dtype: float64" Prefeitura Municipal de São José do Ouro - RS,Cota-Parte do IPVA,MLP,1.0066797733306885,"96 -86681.101578 97 117542.189483 98 360727.035999 99 42803.917699 100 178768.870226 101 314922.486946 102 269625.380017 103 315554.413694 104 315687.446314 105 338106.706621 106 374306.666691 107 -151981.390072 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,IPTU,XGBoost,1.3137705326080322,"92 56657.511719 93 121257.406250 94 53889.070312 95 41259.003906 96 53102.585938 97 52434.324219 98 53131.875000 99 53718.671875 100 56045.660156 101 56281.453125 102 41345.687500 103 54526.691406 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,ISS,MLP,0.9448838233947754,"96 51648.323721 97 44367.816784 98 54116.461680 99 58741.113511 100 61137.184459 101 59054.999497 102 50918.766530 103 57701.867403 104 60408.931100 105 64034.634100 106 61908.958726 107 58700.518933 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,ITBI,MLP,1.9094760417938232,"95 23209.620979 96 17767.552906 97 27733.685786 98 29544.760169 99 26100.046268 100 29690.385070 101 17640.612521 102 27541.511286 103 29856.054417 104 25659.798819 105 27522.702959 106 20732.099810 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do ICMS,MLP,1.670292854309082,"96 617013.980515 97 622399.713045 98 621724.536637 99 668418.494143 100 622500.864807 101 711354.366777 102 737612.173548 103 742330.873972 104 796248.346770 105 830748.345874 106 875940.666091 107 860623.028499 Name: Valor, dtype: float64" Prefeitura Municipal de Muçum - RS,Cota-Parte do IPVA,MLP,1.997115135192871,"95 -141265.182346 96 -2643.340192 97 348381.364864 98 -49436.767412 99 15418.404568 100 259179.787801 101 71874.089852 102 55933.999708 103 172857.574669 104 127629.626432 105 99844.263736 106 -144805.910566 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,IPTU,SARIMAX,1.986358404159546,"96 2709553.25 97 2495880.50 98 2495880.50 99 2512781.50 100 2498422.75 101 2702406.50 102 3033216.75 103 3043200.00 104 3587368.75 105 3587368.75 106 3587368.75 107 3589380.00 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,ISS,XGBoost,1.1111128330230713,"96 119778.453125 97 119386.687500 98 118427.539062 99 89334.679688 100 86974.507812 101 101747.382812 102 105497.437500 103 117348.406250 104 122088.281250 105 124072.242188 106 124182.531250 107 119553.875000 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,ITBI,MLP,1.0184249877929688,"96 446058.707659 97 423374.423144 98 425431.975648 99 483952.242648 100 412850.820060 101 538915.747931 102 539302.708095 103 479461.049939 104 564447.818435 105 491613.177760 106 564906.241184 107 586007.897037 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do ICMS,MLP,0.9099514484405518,"96 489647.969133 97 459590.846123 98 454958.171628 99 498052.679878 100 456982.292628 101 527407.061364 102 548155.054499 103 547768.552005 104 589107.817937 105 614577.138853 106 647111.660690 107 657112.858868 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Sal - RS,Cota-Parte do IPVA,MLP,1.1769559383392334,"96 41546.364778 97 94748.970229 98 150948.882285 99 44340.111237 100 82025.705484 101 151688.922371 102 157286.060283 103 160023.291762 104 182484.705525 105 191614.065069 106 199899.129204 107 49149.494287 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,IPTU,MLP,1.5627646446228027,"95 110114.990361 96 57383.906145 97 -141575.669891 98 148828.249826 99 135036.816112 100 -52058.932143 101 57626.793975 102 114955.188332 103 52993.532952 104 37137.341965 105 72831.107246 106 79871.877040 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,ISS,XGBoost,1.5952270030975342,"95 855.378357 96 1271.595703 97 1299.218262 98 291.426331 99 731.136475 100 133.506180 101 731.136475 102 819.374756 103 828.982483 104 819.374756 105 819.374756 106 828.982483 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,ITBI,MLP,1.8297057151794434,"95 9556.733384 96 63894.313402 97 56786.561316 98 54540.795120 99 38428.151623 100 38394.542661 101 41435.358387 102 56270.366790 103 59993.450920 104 67089.061038 105 66060.097072 106 68080.898419 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do ICMS,MLP,1.5300683975219727,"96 584534.253869 97 546723.880707 98 614638.492496 99 597076.473453 100 540852.862175 101 817729.696139 102 680662.861864 103 677894.751680 104 750384.154273 105 756339.913072 106 815770.886179 107 615846.009999 Name: Valor, dtype: float64" Prefeitura Municipal de Áurea - RS,Cota-Parte do IPVA,MLP,1.3645458221435547,"62 78658.809950 63 68359.600164 64 196293.772328 65 25805.627065 66 114520.855956 67 170280.291950 68 22300.788020 69 209374.816328 70 229006.461921 71 198722.845212 72 255901.400547 73 -108081.710217 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,IPTU,MLP,1.267500400543213,"92 47363.349536 93 31856.638761 94 -24769.000119 95 43794.784828 96 53026.774776 97 27696.508041 98 37401.882822 99 43186.713493 100 52459.060721 101 45985.869695 102 35397.451753 103 30645.693857 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,ISS,XGBoost,1.178051233291626,"96 32655.988281 97 14598.731445 98 14605.245117 99 30918.171875 100 10800.542969 101 11196.954102 102 21137.255859 103 19578.480469 104 10583.459961 105 15860.021484 106 21242.443359 107 10729.838867 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,ITBI,MLP,1.1386055946350098,"95 12795.853046 96 8859.822296 97 17924.278493 98 16551.333790 99 16263.264466 100 26137.931983 101 30513.945025 102 25006.236712 103 46906.683767 104 40979.114125 105 43818.847437 106 52564.282843 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do ICMS,SARIMAX,0.9423997402191162,"96 504183.71875 97 450609.06250 98 439976.00000 99 454847.15625 100 451733.90625 101 384903.06250 102 501289.25000 103 434117.15625 104 438273.75000 105 439982.65625 106 503142.71875 107 438942.93750 Name: Valor, dtype: float64" Prefeitura Municipal de Novo Barreiro - RS,Cota-Parte do IPVA,XGBoost,1.6959354877471924,"93 41672.769531 94 26776.390625 95 22338.507812 96 24832.941406 97 -63107.636719 98 -50564.292969 99 -66287.007812 100 -66682.015625 101 -60362.523438 102 -99817.234375 103 -99817.234375 104 -101121.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,IPTU,XGBoost,2.3652710914611816,"95 701498.0000 96 959929.8125 97 644315.7500 98 975556.3125 99 971202.5000 100 970585.6875 101 971202.5000 102 951549.8125 103 951955.2500 104 949902.7500 105 951244.6875 106 951650.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,ISS,MLP,0.9679489135742188,"96 335344.875279 97 358491.184557 98 330192.491402 99 331821.910555 100 316254.476483 101 370223.312562 102 360056.782408 103 344341.120336 104 372168.289080 105 372270.042157 106 391906.022284 107 396550.018114 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,ITBI,XGBoost,1.0537998676300049,"96 260741.109375 97 342328.000000 98 340114.375000 99 361365.906250 100 336649.500000 101 244678.265625 102 252870.921875 103 135084.968750 104 387234.906250 105 381749.875000 106 425275.093750 107 420594.281250 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do ICMS,MLP,1.0451068878173828,"96 4.127091e+06 97 3.734985e+06 98 3.765598e+06 99 4.063170e+06 100 3.777203e+06 101 4.393743e+06 102 4.530472e+06 103 4.133810e+06 104 4.788942e+06 105 5.005910e+06 106 5.584856e+06 107 5.223726e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tupanciretã - RS,Cota-Parte do IPVA,MLP,1.1597867012023926,"96 99543.870108 97 175371.131418 98 768230.791455 99 125862.604363 100 300751.376044 101 801360.489688 102 477404.771417 103 423858.201104 104 845662.718209 105 695549.650504 106 954401.174007 107 -51806.193712 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,IPTU,XGBoost,0.9367425441741943,"72 298131.968750 73 202124.140625 74 216702.765625 75 175524.546875 76 147800.578125 77 144535.843750 78 141718.343750 79 143196.640625 80 124421.570312 81 143353.250000 82 143353.250000 83 138314.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,ISS,XGBoost,1.04288649559021,"72 26638.267578 73 30866.101562 74 26809.935547 75 33579.664062 76 34777.042969 77 26859.367188 78 33847.437500 79 32074.189453 80 27916.113281 81 34117.167969 82 33029.023438 83 26904.458984 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,ITBI,MLP,0.9323232173919678,"72 176543.031307 73 164679.071894 74 70739.115225 75 138545.594908 76 210735.760195 77 193751.739862 78 160170.839791 79 157074.903521 80 231611.373092 81 205011.675589 82 138078.168579 83 199401.515279 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do ICMS,MLP,1.0642597675323486,"72 703714.437201 73 659314.953921 74 656911.965120 75 705899.991945 76 650572.994686 77 744354.144149 78 764463.663737 79 774220.835361 80 814624.588916 81 842954.816562 82 882469.035325 83 858768.154714 Name: Valor, dtype: float64" Prefeitura Municipal de Arambaré - RS,Cota-Parte do IPVA,MLP,1.2208731174468994,"61 105709.020265 62 91034.013562 63 31537.143463 64 36864.417297 65 93892.079467 66 83174.152967 67 53199.142986 68 64937.263038 69 85654.095702 70 88866.303180 71 114886.616870 72 58755.212109 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,IPTU,XGBoost,2.0994315147399902,"90 82790.804688 91 76396.820312 92 81583.054688 93 76382.210938 94 81583.054688 95 67587.953125 96 53340.453125 97 64410.929688 98 63229.238281 99 63377.007812 100 57455.585938 101 62536.105469 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,ISS,MLP,2.1622884273529053,"96 120239.758900 97 130451.704685 98 124721.650807 99 117551.598734 100 124108.830682 101 127569.837691 102 127330.067864 103 120587.883946 104 124970.138202 105 122415.479046 106 121779.235082 107 130103.044754 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,ITBI,MLP,1.733900547027588,"95 11600.936481 96 26039.332911 97 34355.067843 98 35437.158740 99 28825.585793 100 33584.564523 101 37484.126981 102 25242.936650 103 26186.066618 104 40405.750509 105 45177.871487 106 45444.802410 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do ICMS,MLP,1.1087284088134766,"96 2.198205e+06 97 2.046649e+06 98 2.038871e+06 99 2.214504e+06 100 2.035566e+06 101 2.344141e+06 102 2.419657e+06 103 2.410472e+06 104 2.588953e+06 105 2.693565e+06 106 2.831569e+06 107 2.771179e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tupandi - RS,Cota-Parte do IPVA,MLP,1.1412584781646729,"96 -22048.140247 97 -25818.680512 98 240496.072619 99 -34625.530467 100 163023.686745 101 239761.650698 102 150736.195406 103 222597.452020 104 213647.186697 105 219879.435928 106 262682.272252 107 -178578.215891 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,IPTU,AR,1.149794578552246,"96 41592.410156 97 30763.005859 98 26196.509766 99 28714.462891 100 26906.292969 101 24861.091797 102 24616.226562 103 27857.763672 104 36662.496094 105 35073.863281 106 36445.199219 107 36530.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,ISS,MLP,0.9247214794158936,"96 27837.776740 97 40235.132935 98 45810.038627 99 46716.787619 100 44894.200250 101 45646.158487 102 37051.875567 103 37276.430893 104 36527.146330 105 48364.596026 106 41989.469172 107 34153.492583 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,ITBI,XGBoost,1.6295568943023682,"94 7176.319824 95 9182.447266 96 7544.547852 97 9355.012695 98 17902.630859 99 15350.320312 100 14800.685547 101 14465.669922 102 21212.871094 103 18265.531250 104 12764.614258 105 13398.907227 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do ICMS,MLP,0.9440944194793701,"96 548747.146508 97 514752.518961 98 512732.459091 99 552242.246220 100 520759.977211 101 571977.827133 102 599690.359632 103 599650.861520 104 638451.775433 105 664133.032546 106 694165.288989 107 676316.232489 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Esperança do Sul - RS,Cota-Parte do IPVA,MLP,1.1883172988891602,"96 4552.697058 97 22418.550366 98 110507.677050 99 45718.446399 100 48801.330229 101 102903.423749 102 90358.048675 103 87474.919402 104 105029.798489 105 107349.179473 106 112067.349666 107 -38573.033201 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,IPTU,XGBoost,1.881629228591919,"93 23164.287109 94 35907.113281 95 79753.765625 96 77882.437500 97 73027.203125 98 79813.296875 99 76823.093750 100 64854.832031 101 64854.832031 102 80264.656250 103 80264.656250 104 87522.554688 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,ISS,XGBoost,1.5186572074890137,"96 38044.843750 97 39444.375000 98 49715.019531 99 48965.324219 100 85463.171875 101 88693.328125 102 90390.320312 103 86895.976562 104 87445.289062 105 101709.476562 106 75646.531250 107 78477.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,ITBI,MLP,1.6560308933258057,"96 65416.461893 97 -22729.105667 98 111645.253178 99 74774.363354 100 14232.101519 101 56021.090002 102 64207.659435 103 67052.923913 104 77590.474874 105 -140957.040970 106 134544.082768 107 122427.472590 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do ICMS,XGBoost,1.267500877380371,"96 519810.81250 97 482981.59375 98 490601.62500 99 485711.65625 100 451791.34375 101 496880.12500 102 490213.56250 103 480951.53125 104 486975.00000 105 496495.96875 106 498996.31250 107 484569.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Vila Nova do Sul - RS,Cota-Parte do IPVA,MLP,1.0607810020446777,"96 14435.014214 97 26226.524511 98 42353.332547 99 22825.677814 100 24121.876027 101 49021.490814 102 51365.445662 103 55524.231403 104 60743.859160 105 65440.299948 106 68460.653293 107 2298.047405 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,IPTU,AR,1.2465176582336426,"96 1.178863e+06 97 1.107369e+06 98 7.063076e+05 99 7.218646e+05 100 6.982004e+05 101 7.149952e+05 102 7.211198e+05 103 7.026855e+05 104 7.215228e+05 105 6.997827e+05 106 7.227908e+05 107 6.997827e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,ISS,XGBoost,1.1647875308990479,"96 1355199.750 97 1498024.250 98 1498960.625 99 1498024.250 100 1498024.250 101 1498024.250 102 1498024.250 103 1377319.625 104 1498024.250 105 1377319.625 106 1498024.250 107 1377319.625 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,ITBI,MLP,0.9494431018829346,"96 403447.481332 97 334067.013252 98 393831.006770 99 350258.177331 100 399831.617118 101 439653.562910 102 418305.672146 103 343565.159069 104 454817.779891 105 463529.282697 106 448027.631328 107 129494.445775 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do ICMS,MLP,1.0572788715362549,"96 4.438482e+06 97 4.118931e+06 98 4.100301e+06 99 4.475010e+06 100 4.119549e+06 101 4.743537e+06 102 4.901189e+06 103 4.869054e+06 104 5.232670e+06 105 5.443591e+06 106 5.710129e+06 107 5.589815e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Panambi - RS,Cota-Parte do IPVA,MLP,1.3613309860229492,"96 4.205842e+04 97 4.150057e+05 98 1.408037e+06 99 3.758192e+05 100 7.761152e+05 101 1.184360e+06 102 1.039622e+06 103 1.201564e+06 104 1.279790e+06 105 1.327771e+06 106 1.423925e+06 107 -2.812358e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,IPTU,MLP,1.3696794509887695,"85 38722.455156 86 20103.967571 87 -53486.537483 88 41641.839258 89 44047.355441 90 -2774.383633 91 17084.520156 92 23915.090695 93 26785.380617 94 20872.351439 95 17469.731328 96 29816.586521 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,ISS,MLP,2.32858943939209,"96 64445.583798 97 35052.865551 98 64869.529274 99 56272.063384 100 66798.591416 101 63902.009532 102 64194.757935 103 3275.082867 104 66163.418568 105 41197.329723 106 68519.915664 107 -4655.585301 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,ITBI,MLP,3.2226476669311523,"86 27499.504856 87 26169.590492 88 32467.151614 89 20570.249188 90 9799.544838 91 32174.058424 92 27186.316380 93 30209.087173 94 15880.456350 95 18084.508403 96 29058.481240 97 29259.272924 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do ICMS,MLP,1.6286673545837402,"96 453753.839859 97 424951.543559 98 419734.727305 99 452666.045894 100 479919.402981 101 521634.296173 102 509158.086621 103 513982.780375 104 548201.987673 105 602283.615494 106 608926.223255 107 574438.017336 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Rio Azul - RS,Cota-Parte do IPVA,MLP,1.1745049953460693,"96 28139.216403 97 37208.043696 98 51038.791728 99 36424.994704 100 -8993.854748 101 25956.687788 102 67617.829417 103 55827.581702 104 53219.416776 105 21482.346695 106 63837.778767 107 24345.232906 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,IPTU,MLP,1.0135352611541748,"83 2.413145e+06 84 1.657110e+06 85 1.309357e+05 86 1.751090e+04 87 2.807423e+06 88 8.724243e+05 89 6.541908e+05 90 2.079380e+06 91 1.695984e+06 92 1.347549e+06 93 1.644960e+06 94 1.888471e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,ISS,MLP,0.9494400024414062,"84 820430.144414 85 891162.632121 86 876448.849645 87 921676.667393 88 863512.804542 89 923741.167180 90 957589.420570 91 905919.114684 92 876308.311834 93 904661.242677 94 884619.361575 95 879417.664742 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,ITBI,XGBoost,0.9649720191955566,"84 196205.656250 85 180406.312500 86 177601.609375 87 193209.250000 88 181177.078125 89 186507.562500 90 203618.828125 91 180772.953125 92 186507.562500 93 177724.281250 94 198693.484375 95 188212.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do ICMS,MLP,0.9587998390197754,"84 2.203230e+06 85 2.047364e+06 86 2.030888e+06 87 2.194034e+06 88 2.006706e+06 89 2.308453e+06 90 2.371014e+06 91 2.354614e+06 92 2.521200e+06 93 2.611678e+06 94 2.738399e+06 95 2.658268e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Guaporé - RS,Cota-Parte do IPVA,MLP,2.0007669925689697,"84 -5.542652e+05 85 8.052656e+04 86 1.746777e+06 87 -6.769744e+04 88 3.420855e+05 89 1.261741e+06 90 6.199977e+05 91 7.027014e+05 92 8.981017e+05 93 8.540186e+05 94 9.410452e+05 95 -8.251742e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,IPTU,SARIMAX,1.2563209533691406,"94 316816.21875 95 351925.56250 96 332722.50000 97 286760.90625 98 277317.15625 99 277233.53125 100 282846.75000 101 281597.12500 102 278937.40625 103 296435.25000 104 296853.87500 105 299321.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,ISS,XGBoost,1.2807390689849854,"96 271387.40625 97 268624.06250 98 285556.75000 99 322011.37500 100 325040.18750 101 324860.84375 102 284086.00000 103 281285.06250 104 278077.50000 105 278234.81250 106 303575.90625 107 309548.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,ITBI,MLP,1.302339792251587,"96 623402.955952 97 459126.352812 98 334916.282194 99 239978.378261 100 743956.602345 101 684331.087218 102 650378.064047 103 106083.442869 104 535704.257276 105 648608.033514 106 747009.561671 107 -585433.933846 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do ICMS,MLP,1.0412392616271973,"96 3.386892e+06 97 3.172966e+06 98 3.190649e+06 99 3.463074e+06 100 3.207892e+06 101 3.690538e+06 102 3.813841e+06 103 3.991600e+06 104 4.134520e+06 105 4.297000e+06 106 4.559135e+06 107 4.442904e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Júlio de Castilhos - RS,Cota-Parte do IPVA,MLP,2.1385271549224854,"96 254104.671654 97 205695.124292 98 529767.340723 99 80272.176306 100 320758.904795 101 566834.063674 102 539217.466588 103 557114.143920 104 589588.808312 105 647115.568496 106 712466.961045 107 39805.293411 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,IPTU,XGBoost,1.0505032539367676,"89 16242.454102 90 16644.679688 91 14310.415039 92 14397.226562 93 10436.943359 94 7212.627930 95 7268.974609 96 7628.063965 97 7843.541016 98 11984.603516 99 12153.951172 100 8554.189453 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,ISS,MLP,3.091867446899414,"96 24823.103034 97 28205.316890 98 20338.454182 99 20979.610512 100 25649.329327 101 27113.197825 102 26984.857626 103 28311.031308 104 31428.487714 105 26971.543143 106 32030.933316 107 26189.243725 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,ITBI,MLP,3.0323173999786377,"81 -46.619279 82 14123.580096 83 7824.967828 84 11599.373101 85 15096.396141 86 9977.258217 87 6290.450348 88 14860.739833 89 11458.965578 90 14590.379134 91 17021.274245 92 17930.759296 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do ICMS,XGBoost,1.642587423324585,"96 252655.484375 97 226058.171875 98 226486.000000 99 239343.546875 100 221816.734375 101 237497.109375 102 237559.734375 103 226410.765625 104 236690.734375 105 236636.250000 106 257841.359375 107 227271.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Ivorá - RS,Cota-Parte do IPVA,XGBoost,1.054495096206665,"90 17032.824219 91 9720.340820 92 10561.203125 93 9991.628906 94 11258.820312 95 11158.438477 96 12129.301758 97 11115.646484 98 12100.221680 99 12080.044922 100 12420.248047 101 9589.178711 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,IPTU,XGBoost,0.9159092903137207,"78 17722.259766 79 18822.341797 80 11173.981445 81 5673.255859 82 6614.977539 83 7589.933105 84 7501.665039 85 10227.129883 86 10207.401367 87 9651.191406 88 9750.060547 89 10119.688477 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,ISS,XGBoost,1.1285150051116943,"96 52477.816406 97 49963.679688 98 48852.027344 99 56361.429688 100 57367.734375 101 48220.417969 102 51532.730469 103 50078.054688 104 47615.070312 105 50005.140625 106 48622.648438 107 46343.730469 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,ITBI,MLP,1.1325128078460693,"88 20210.727971 89 49071.745948 90 41668.500641 91 44898.447275 92 56242.673248 93 32755.549047 94 47534.269734 95 61969.296941 96 8858.562512 97 52848.876931 98 52658.323864 99 23225.414208 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do ICMS,MLP,1.0519647598266602,"96 560672.323130 97 524189.241364 98 520105.421127 99 557079.638591 100 508362.138631 101 583356.680143 102 598253.461100 103 595148.693972 104 635810.160389 105 657850.321394 106 688867.247984 107 668497.282799 Name: Valor, dtype: float64" Prefeitura Municipal de Pinto Bandeira - RS,Cota-Parte do IPVA,MLP,1.181274652481079,"96 -98885.264004 97 3768.249055 98 204370.215482 99 -1284.770154 100 79938.854231 101 113520.046595 102 78773.834397 103 128192.995286 104 93263.898185 105 103137.815201 106 131161.884119 107 -171869.434120 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,IPTU,MLP,1.7782456874847412,"88 23640.520272 89 13952.155559 90 4561.936032 91 17320.473856 92 17566.564085 93 13206.617024 94 -20742.375836 95 31105.624441 96 24262.893902 97 -3509.163110 98 18515.550262 99 20821.429552 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,ISS,MLP,2.6552605628967285,"96 16415.296650 97 20216.218114 98 15798.224495 99 19246.210851 100 11807.511329 101 24132.544257 102 8764.917261 103 21421.743517 104 19618.516902 105 21084.743932 106 25537.391657 107 23099.118511 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,ITBI,XGBoost,2.1945395469665527,"89 9067.872070 90 25572.945312 91 17416.644531 92 22898.373047 93 25573.623047 94 10981.800781 95 11654.433594 96 20533.857422 97 19130.103516 98 11046.855469 99 25173.542969 100 12946.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do ICMS,XGBoost,1.321366548538208,"96 347964.59375 97 331676.00000 98 320933.87500 99 334841.06250 100 310940.87500 101 326114.62500 102 342892.68750 103 334113.09375 104 331237.00000 105 331395.37500 106 346302.75000 107 327580.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Inhacorá - RS,Cota-Parte do IPVA,MLP,1.042280673980713,"89 38151.424574 90 6988.597658 91 5921.594182 92 1813.358851 93 26275.918152 94 29979.908725 95 29384.111938 96 27988.642867 97 31372.884791 98 38283.181494 99 38762.601198 100 9470.546495 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,IPTU,XGBoost,1.3830170631408691,"86 2619.461670 87 2557.148193 88 3314.550537 89 3363.189941 90 3326.984375 91 3049.197266 92 2984.307373 93 2984.307373 94 3093.200928 95 3116.729004 96 3180.387695 97 3630.293213 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,ISS,MLP,1.2631068229675293,"96 26958.519100 97 31286.981691 98 14946.119328 99 22075.917922 100 19856.552024 101 29449.005464 102 16216.010344 103 30063.147700 104 30645.657712 105 24106.004563 106 34817.431083 107 30127.045740 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,ITBI,MLP,1.4695818424224854,"82 11400.127651 83 13345.007667 84 8437.895363 85 13352.237488 86 13268.307199 87 17852.561976 88 6778.757628 89 11927.734033 90 17450.724245 91 19541.208093 92 20632.843425 93 14593.331411 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do ICMS,XGBoost,0.9978113174438477,"96 444664.68750 97 432782.93750 98 431690.68750 99 442929.65625 100 426663.18750 101 436589.40625 102 416709.84375 103 416637.93750 104 426381.25000 105 426669.21875 106 427754.84375 107 425994.71875 Name: Valor, dtype: float64" Prefeitura Municipal de Chuvisca - RS,Cota-Parte do IPVA,MLP,0.9609866142272949,"96 32091.182138 97 60517.389384 98 69899.075625 99 21992.457729 100 77664.632554 101 98039.097431 102 85463.518663 103 95673.257997 104 97035.064372 105 109520.418841 106 115852.300772 107 35803.638036 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,IPTU,MLP,1.3371944427490234,"96 -20228.490692 97 402520.635301 98 578493.899922 99 455979.579663 100 560696.036308 101 606278.348890 102 621992.113002 103 688340.833469 104 732544.913574 105 761404.767826 106 835570.174281 107 555790.824848 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,ISS,MLP,1.8436505794525146,"96 4.597746e+05 97 4.320344e+05 98 5.693532e+05 99 6.182169e+05 100 6.588411e+05 101 8.031781e+05 102 8.767026e+05 103 9.401580e+05 104 1.069846e+06 105 1.203334e+06 106 1.315349e+06 107 1.349507e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,ITBI,MLP,2.2364418506622314,"96 186603.976867 97 108260.873940 98 38870.331849 99 165801.491250 100 128018.269577 101 85227.581947 102 174329.162164 103 144267.160715 104 108687.150955 105 186934.883161 106 158084.477580 107 146101.528312 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do ICMS,MLP,2.053696870803833,"96 1.298737e+06 97 1.176815e+06 98 1.160489e+06 99 1.266159e+06 100 1.143890e+06 101 1.318837e+06 102 1.346873e+06 103 1.311019e+06 104 1.402953e+06 105 1.441227e+06 106 1.490445e+06 107 1.426034e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Nova Hartz - RS,Cota-Parte do IPVA,MLP,1.5430448055267334,"96 94334.838458 97 102864.645639 98 365226.169426 99 60544.467762 100 269484.448004 101 368042.904524 102 305700.335478 103 377652.487670 104 399644.901707 105 427834.503670 106 458176.606313 107 -108583.106016 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,IPTU,XGBoost,1.0501453876495361,"91 178098.578125 92 75105.109375 93 60245.410156 94 58334.777344 95 56754.753906 96 87942.875000 97 58311.222656 98 65017.570312 99 66616.992188 100 93944.710938 101 78199.140625 102 71921.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,ISS,MLP,1.1566848754882812,"92 263757.706437 93 293155.489853 94 284136.270821 95 280257.353308 96 261044.804896 97 298473.532326 98 239703.378316 99 269245.604802 100 242842.657778 101 228748.235030 102 262975.863128 103 248325.670219 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,ITBI,XGBoost,1.655426025390625,"92 60743.488281 93 61271.558594 94 62114.484375 95 69430.234375 96 69383.132812 97 66763.070312 98 70773.625000 99 70940.570312 100 76713.140625 101 78269.742188 102 73325.273438 103 73325.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do ICMS,MLP,1.038668155670166,"92 1.346354e+06 93 1.275308e+06 94 1.266146e+06 95 1.361042e+06 96 1.250882e+06 97 1.428735e+06 98 1.472630e+06 99 1.473228e+06 100 1.574191e+06 101 1.636619e+06 102 1.713116e+06 103 1.680644e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Seberi - RS,Cota-Parte do IPVA,MLP,1.1021900177001953,"92 81634.321684 93 144343.853745 94 321777.798280 95 145125.843417 96 294538.073760 97 343319.424673 98 358378.142708 99 416914.863271 100 417318.196910 101 457620.828200 102 485171.861709 103 -88450.930449 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,IPTU,MLP,1.1773014068603516,"96 1.186314e+06 97 1.017733e+06 98 6.764032e+05 99 9.021373e+05 100 -2.248427e+04 101 1.338388e+06 102 7.801542e+05 103 7.255739e+05 104 1.160210e+06 105 9.466213e+05 106 1.054146e+06 107 1.111797e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,ISS,MLP,1.362947940826416,"96 608213.366311 97 673439.075133 98 643115.233381 99 599510.300460 100 586948.105496 101 666887.205626 102 672224.482415 103 682297.245734 104 674419.344068 105 710022.260939 106 664513.068666 107 698530.954232 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,ITBI,MLP,1.603271722793579,"96 205387.900753 97 179773.202968 98 222575.136401 99 251201.732397 100 193863.041151 101 297119.631670 102 281172.044686 103 168829.555143 104 308461.767364 105 241450.175220 106 283993.111464 107 286803.888362 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do ICMS,MLP,2.146940231323242,"96 2.251917e+06 97 2.118902e+06 98 2.078248e+06 99 2.249830e+06 100 2.062385e+06 101 2.365895e+06 102 2.429641e+06 103 2.417144e+06 104 2.574890e+06 105 2.811157e+06 106 2.831226e+06 107 2.743169e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Sebastião do Caí - RS,Cota-Parte do IPVA,MLP,2.197948932647705,"96 123553.949825 97 199117.400677 98 635443.464086 99 66140.811181 100 329523.702792 101 645367.560426 102 494717.061777 103 550519.420764 104 600313.230419 105 471209.947524 106 711879.022841 107 -48749.503477 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,IPTU,MLP,1.7484493255615234,"92 368919.563657 93 281188.196247 94 147838.414583 95 263108.523204 96 168780.280920 97 -177423.932795 98 378316.986722 99 341964.754760 100 132502.069511 101 266057.275913 102 279394.327962 103 303372.448390 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,ISS,XGBoost,1.1721692085266113,"92 48706.464844 93 46990.507812 94 40888.386719 95 48823.578125 96 47358.468750 97 44925.117188 98 46265.203125 99 39241.710938 100 48429.710938 101 46363.726562 102 46076.468750 103 40692.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,ITBI,MLP,1.0296485424041748,"92 41523.353349 93 47997.462232 94 46892.387869 95 44831.701574 96 54418.301267 97 52083.610110 98 48002.114027 99 49491.771301 100 38195.749335 101 47691.292468 102 47119.488449 103 47336.892899 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do ICMS,MLP,1.108377456665039,"92 528408.838462 93 499017.936857 94 497041.821487 95 528914.740289 96 483207.592730 97 551661.932726 98 565878.023188 99 564451.144441 100 601904.537179 101 623775.148614 102 651411.993888 103 635286.213184 Name: Valor, dtype: float64" Prefeitura Municipal de Vale Real - RS,Cota-Parte do IPVA,MLP,0.9714868068695068,"92 -2983.465031 93 48768.174155 94 246793.706765 95 63792.984473 96 197902.663636 97 199952.237221 98 179505.402921 99 240612.240157 100 209799.329973 101 240914.870143 102 259273.903624 103 -156310.802004 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,IPTU,XGBoost,1.171158790588379,"96 150651.234375 97 143471.000000 98 143093.281250 99 142735.250000 100 100832.789062 101 99153.195312 102 98232.914062 103 97314.312500 104 114667.750000 105 114160.671875 106 115382.796875 107 116352.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,ISS,MLP,1.2724967002868652,"96 47477.441411 97 177553.404221 98 181626.640316 99 182712.574694 100 182897.640201 101 168745.347529 102 193597.535226 103 200111.057051 104 194309.806885 105 205261.956403 106 182512.359233 107 205172.223137 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,ITBI,MLP,1.1041741371154785,"88 65432.376634 89 60078.681737 90 66888.395297 91 53901.940805 92 52118.363413 93 77909.038470 94 72268.378043 95 72788.987997 96 85118.565968 97 93472.297326 98 83998.805986 99 112635.092321 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do ICMS,SARIMAX,1.4263129234313965,"96 1.062077e+06 97 9.660997e+05 98 9.650487e+05 99 9.654755e+05 100 8.846572e+05 101 9.615368e+05 102 9.650602e+05 103 9.470571e+05 104 9.498327e+05 105 9.510483e+05 106 1.027195e+06 107 9.718286e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Constantina - RS,Cota-Parte do IPVA,XGBoost,1.249922275543213,"95 257317.187500 96 162901.062500 97 139371.578125 98 120419.289062 99 122396.921875 100 89215.671875 101 108651.820312 102 124899.851562 103 139066.640625 104 144451.671875 105 143687.562500 106 211670.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,IPTU,MLP,1.097980260848999,"91 153872.459428 92 133103.148210 93 6217.626858 94 -15389.739439 95 114873.509107 96 126151.082524 97 107185.480259 98 96180.351726 99 129356.135425 100 147529.998443 101 151369.844730 102 149130.207791 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,ISS,MLP,0.9404323101043701,"92 88280.460855 93 87029.081173 94 121323.548374 95 78141.407960 96 96400.170565 97 122505.605174 98 124539.233671 99 131794.062567 100 52807.195459 101 104227.430686 102 112191.467449 103 13881.759176 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,ITBI,MLP,1.151681661605835,"92 210381.225086 93 225783.510238 94 153608.674017 95 241901.197598 96 205804.518107 97 250384.502111 98 240359.666459 99 235679.805290 100 227998.489610 101 282560.978692 102 241202.643813 103 164288.838673 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do ICMS,MLP,0.9854516983032227,"92 1.959378e+06 93 1.873061e+06 94 1.818276e+06 95 1.985988e+06 96 1.817100e+06 97 2.076239e+06 98 2.133980e+06 99 2.122579e+06 100 2.271147e+06 101 2.470230e+06 102 2.380654e+06 103 2.397055e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio das Missões - RS,Cota-Parte do IPVA,MLP,1.1100363731384277,"90 232055.562123 91 13152.771552 92 82876.155555 93 200923.081255 94 15852.718464 95 101446.440471 96 173288.197526 97 178820.510314 98 200650.795575 99 200386.018220 100 226667.118395 101 83219.565177 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,IPTU,MLP,1.7787811756134033,"96 87881.627137 97 21569.389228 98 -25600.394678 99 95116.437508 100 65337.423835 101 24981.162754 102 61588.016602 103 61188.263874 104 65241.990199 105 64032.703979 106 60720.427618 107 70259.528742 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,ISS,XGBoost,2.096357822418213,"96 21797.128906 97 36515.777344 98 29884.201172 99 31547.539062 100 36033.480469 101 28548.509766 102 33386.863281 103 22077.867188 104 22067.523438 105 29954.228516 106 29754.992188 107 28799.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,ITBI,XGBoost,1.6130445003509521,"91 30290.689453 92 40522.730469 93 16147.183594 94 37906.914062 95 21405.585938 96 34509.824219 97 35641.648438 98 39174.910156 99 35803.789062 100 22675.033203 101 39783.328125 102 22515.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do ICMS,MLP,1.9499781131744385,"96 1.202928e+06 97 1.118389e+06 98 1.106508e+06 99 1.193908e+06 100 1.090233e+06 101 1.250536e+06 102 1.280157e+06 103 1.269829e+06 104 1.353353e+06 105 1.393616e+06 106 1.454996e+06 107 1.399756e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Hulha Negra - RS,Cota-Parte do IPVA,MLP,1.0622785091400146,"96 8677.929683 97 37615.569524 98 63769.019667 99 21114.994873 100 33112.312936 101 69704.695699 102 66653.035724 103 75773.931377 104 81070.824674 105 85793.822248 106 90810.391498 107 -3111.566760 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,IPTU,XGBoost,0.9536499977111816,"94 289270.562500 95 305485.625000 96 397374.437500 97 397308.437500 98 262537.187500 99 196607.015625 100 226162.187500 101 270978.250000 102 233965.281250 103 288212.281250 104 279167.843750 105 290687.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,ISS,MLP,1.5078058242797852,"96 441304.548567 97 475651.874383 98 439586.165621 99 465190.549947 100 510641.563695 101 485424.880786 102 512130.006693 103 527841.827137 104 536462.490930 105 534414.098481 106 527770.318111 107 548743.913376 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,ITBI,MLP,1.1247663497924805,"96 205195.274117 97 233099.428282 98 211299.020674 99 284146.264419 100 216291.498423 101 260015.967492 102 292066.716642 103 283800.770994 104 185941.665453 105 276708.636032 106 234054.940381 107 321833.627757 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do ICMS,MLP,1.1785659790039062,"96 1.301581e+06 97 1.205977e+06 98 1.198218e+06 99 1.300073e+06 100 1.189298e+06 101 1.368443e+06 102 1.408619e+06 103 1.395772e+06 104 1.497594e+06 105 1.553659e+06 106 1.627484e+06 107 1.584163e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Feliz - RS,Cota-Parte do IPVA,MLP,1.2809185981750488,"96 -3.588910e+05 97 3.994420e+03 98 1.068674e+06 99 -2.057261e+04 100 2.151580e+05 101 7.040932e+05 102 3.648388e+05 103 4.299194e+05 104 4.847882e+05 105 4.976350e+05 106 5.547132e+05 107 -5.092549e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,IPTU,XGBoost,1.4660604000091553,"94 273769.156250 95 311679.781250 96 301782.593750 97 254577.390625 98 280347.218750 99 186550.375000 100 181826.921875 101 173652.718750 102 178976.234375 103 181789.390625 104 271339.843750 105 283756.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,ISS,MLP,1.6878485679626465,"96 201457.327661 97 253808.348245 98 233618.016255 99 245450.661090 100 258220.819997 101 258082.165055 102 191153.812995 103 277069.907517 104 285395.325759 105 293320.934395 106 316826.039341 107 285152.996699 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,ITBI,MLP,2.5736477375030518,"96 81298.541452 97 71459.561244 98 88336.827096 99 80676.559087 100 71871.312542 101 94459.131587 102 13877.796597 103 87342.060412 104 72899.661900 105 20973.807690 106 76049.347890 107 90616.740670 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do ICMS,MLP,1.6797401905059814,"96 650433.434334 97 616166.377609 98 612281.019009 99 663898.588528 100 611480.534568 101 702782.393381 102 726553.088279 103 725632.498254 104 778387.571203 105 809931.695615 106 851766.810284 107 838687.459990 Name: Valor, dtype: float64" Prefeitura Municipal de Terra de Areia - RS,Cota-Parte do IPVA,MLP,1.1710610389709473,"96 69577.189351 97 155668.591997 98 190408.043943 99 -12936.202849 100 154044.068007 101 250916.681965 102 220489.967746 103 234976.905014 104 246752.253781 105 273472.315044 106 295323.391733 107 76982.381037 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,IPTU,MLP,1.0959484577178955,"65 39954.999886 66 49970.558499 67 -279.720591 68 27260.917777 69 43281.022261 70 30751.855732 71 31644.989821 72 32068.859052 73 -27248.210909 74 45763.701458 75 50137.785347 76 20615.304925 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,ISS,XGBoost,1.0659425258636475,"92 23685.718750 93 23746.113281 94 23746.113281 95 28386.203125 96 28386.203125 97 28386.203125 98 28386.203125 99 30022.816406 100 30022.816406 101 30022.816406 102 30022.816406 103 30022.816406 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,ITBI,MLP,1.6332669258117676,"84 9295.836836 85 21808.325328 86 19377.475011 87 12232.075333 88 16494.035274 89 11349.245503 90 -13770.919523 91 27280.732129 92 19454.900559 93 8291.767201 94 20670.093604 95 17202.231097 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do ICMS,MLP,1.0511348247528076,"92 589725.182458 93 595988.946044 94 592891.953178 95 631187.644074 96 583136.212209 97 663823.741502 98 684189.571140 99 688207.818064 100 735953.455403 101 766886.312378 102 805761.368929 103 796348.203253 Name: Valor, dtype: float64" Prefeitura Municipal de Vespasiano Corrêa - RS,Cota-Parte do IPVA,XGBoost,1.1665363311767578,"90 91369.000000 91 55157.292969 92 82556.218750 93 92915.632812 94 92935.203125 95 76735.953125 96 81375.015625 97 81375.015625 98 81396.882812 99 81396.882812 100 81396.882812 101 56600.761719 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,IPTU,MLP,1.257051706314087,"84 274495.852448 85 117724.173441 86 -94450.712473 87 -18496.117380 88 368672.935950 89 104015.334675 90 -60126.697599 91 259365.934575 92 215554.352879 93 37115.001364 94 164323.766807 95 201098.422646 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,ISS,MLP,1.6348521709442139,"96 66824.299203 97 74706.393931 98 57436.212440 99 49586.329021 100 60446.875981 101 75157.269487 102 84810.789551 103 76419.748645 104 70571.563094 105 61041.639561 106 81022.043527 107 80524.867084 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,ITBI,MLP,2.84879994392395,"96 102002.848233 97 97906.798962 98 95686.017068 99 103709.205469 100 109503.016995 101 87745.086016 102 106649.751898 103 117663.650484 104 129782.326747 105 115317.956347 106 125468.213304 107 110854.495412 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do ICMS,MLP,1.5679936408996582,"96 1.174265e+06 97 1.021965e+06 98 1.011514e+06 99 1.193001e+06 100 1.022967e+06 101 1.282209e+06 102 1.243286e+06 103 1.219637e+06 104 1.331561e+06 105 1.369651e+06 106 1.440900e+06 107 1.405699e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Herval - RS,Cota-Parte do IPVA,MLP,1.674217700958252,"95 6974.660697 96 -18231.397548 97 112089.205346 98 86687.816292 99 47283.418605 100 37723.948888 101 88859.666867 102 112492.533407 103 101363.679494 104 120728.413706 105 130705.488862 106 -28875.919960 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,IPTU,MLP,1.63545823097229,"94 67339.705709 95 22203.454262 96 -73445.359495 97 76720.547906 98 68231.297611 99 8958.783050 100 35509.583917 101 40304.721867 102 56614.923373 103 50798.318465 104 39114.101538 105 53088.914199 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,ISS,MLP,1.7236394882202148,"96 21683.754889 97 18697.130592 98 22680.737856 99 23430.525585 100 21712.881087 101 24572.036678 102 19965.218778 103 19739.422531 104 24703.061021 105 21543.483925 106 24262.682407 107 27445.785897 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,ITBI,MLP,1.8586370944976807,"95 26374.651759 96 28168.562729 97 23604.095808 98 26429.594094 99 19753.243567 100 30468.181157 101 25430.195709 102 23289.138973 103 23908.096734 104 33614.882099 105 33493.580797 106 27150.012138 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do ICMS,MLP,1.1586968898773193,"96 520953.051869 97 479417.968688 98 473478.203362 99 513207.010025 100 466664.688527 101 536997.810353 102 549088.529112 103 543319.073054 104 578548.110300 105 595302.141947 106 620773.464242 107 594776.164770 Name: Valor, dtype: float64" Prefeitura Municipal de Esperança do Sul - RS,Cota-Parte do IPVA,XGBoost,1.612013578414917,"92 16865.363281 93 23479.986328 94 15695.981445 95 -21567.097656 96 8603.597656 97 14139.490234 98 15621.690430 99 10327.453125 100 13861.177734 101 15674.534180 102 14339.088867 103 -33858.863281 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,IPTU,MLP,0.9839222431182861,"80 763286.254436 81 660066.728005 82 472805.938290 83 629897.189661 84 90163.086179 85 -319438.046793 86 916181.635937 87 795184.189637 88 385921.342299 89 540629.152325 90 612380.503560 91 713856.952923 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,ISS,HWES,1.1523916721343994,"84 306317.81250 85 300635.12500 86 296180.93750 87 295677.43750 88 296080.12500 89 295677.43750 90 300686.21875 91 300686.21875 92 308079.68750 93 307468.00000 94 303473.56250 95 284791.46875 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,ITBI,MLP,1.3016490936279297,"84 312345.312780 85 320978.152557 86 256664.965809 87 237159.825093 88 331607.434334 89 357977.895066 90 339830.025412 91 296698.324807 92 283908.031699 93 408574.721718 94 383231.406805 95 367757.635332 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do ICMS,MLP,1.577956199645996,"84 2.878913e+06 85 2.686051e+06 86 2.691096e+06 87 2.901530e+06 88 2.676662e+06 89 3.078734e+06 90 3.175111e+06 91 3.142408e+06 92 3.393137e+06 93 3.523674e+06 94 3.698477e+06 95 3.621566e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Sepé - RS,Cota-Parte do IPVA,MLP,1.5756516456604004,"84 19841.644621 85 170985.629143 86 467942.825989 87 131470.703154 88 96237.277106 89 450587.927357 90 426550.209922 91 382149.395906 92 477431.558334 93 467269.979020 94 518579.617979 95 -61951.469650 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,IPTU,SARIMAX,1.6714212894439697,"89 29797.044922 90 41963.179688 91 34832.945312 92 34715.777344 93 34911.394531 94 29092.607422 95 24591.822266 96 17323.912109 97 29651.132812 98 35521.632812 99 35464.269531 100 35435.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,ISS,XGBoost,0.9989230632781982,"96 13396.416992 97 15016.877930 98 13394.585938 99 12553.022461 100 15137.688477 101 13176.962891 102 11675.919922 103 14586.294922 104 15142.780273 105 15123.397461 106 14347.446289 107 12230.730469 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,ITBI,MLP,1.8343815803527832,"94 23120.253188 95 18533.990186 96 30543.513149 97 28400.385879 98 24212.164659 99 17694.838272 100 22264.317619 101 36405.265661 102 33348.062966 103 38119.345129 104 30758.458185 105 37766.351285 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do ICMS,MLP,2.22896146774292,"96 580246.172978 97 541840.642564 98 539284.891374 99 581823.161414 100 534142.260137 101 613606.195553 102 631177.645267 103 629093.672084 104 674650.444838 105 698866.691378 106 733543.701625 107 712000.371766 Name: Valor, dtype: float64" Prefeitura Municipal de Alegria - RS,Cota-Parte do IPVA,MLP,1.6973743438720703,"94 -13698.808559 95 1075.625713 96 84567.159473 97 48732.685533 98 33572.320519 99 34145.503506 100 70145.550259 101 88665.118806 102 72184.693413 103 75932.091766 104 87381.567632 105 4988.274441 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,IPTU,MLP,2.063748598098755,"96 -474.828796 97 -6276.294418 98 84177.276515 99 79776.929156 100 42198.769566 101 52829.356474 102 86664.775761 103 77404.876150 104 72042.801531 105 74316.242289 106 85383.734289 107 79143.848322 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,ISS,XGBoost,1.667022705078125,"96 50168.097656 97 54270.140625 98 50101.207031 99 56528.285156 100 49000.628906 101 50228.566406 102 52148.945312 103 49027.875000 104 52319.054688 105 54229.546875 106 56757.265625 107 56696.789062 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,ITBI,XGBoost,1.0333147048950195,"96 48566.636719 97 46844.109375 98 50115.402344 99 51064.078125 100 49605.519531 101 48123.230469 102 48123.230469 103 82732.687500 104 39181.753906 105 49757.027344 106 84321.453125 107 47767.839844 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do ICMS,XGBoost,1.282426118850708,"96 796297.8750 97 678761.3125 98 621713.1250 99 662770.5625 100 557850.7500 101 618281.1250 102 623056.0000 103 569068.3125 104 592964.2500 105 653277.8125 106 654697.3750 107 583503.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Roque Gonzales - RS,Cota-Parte do IPVA,MLP,1.5206003189086914,"96 -52733.594523 97 33256.631306 98 181465.366483 99 1911.768793 100 92011.941909 101 144269.453098 102 102512.200916 103 133258.331726 104 128025.008403 105 133099.486535 106 149682.372210 107 -95626.570440 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,IPTU,XGBoost,1.5641019344329834,"84 17424.763672 85 13488.088867 86 16239.823242 87 17325.121094 88 17270.101562 89 16956.814453 90 16262.880859 91 18001.675781 92 16385.048828 93 23233.244141 94 20654.824219 95 20672.322266 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,ISS,XGBoost,0.9325616359710693,"84 49834.675781 85 75670.359375 86 67469.390625 87 63304.406250 88 67590.039062 89 63308.621094 90 48077.851562 91 79279.484375 92 67465.171875 93 67585.828125 94 66749.296875 95 55700.253906 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,ITBI,MLP,1.4206712245941162,"69 -190884.615718 70 120204.744877 71 115575.999266 72 -79048.430112 73 27449.954036 74 84231.308085 75 45995.002928 76 15768.182884 77 35225.707944 78 76031.636098 79 45275.523292 80 29220.023651 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do ICMS,AR,2.5081655979156494,"84 406250.18750 85 391821.46875 86 391530.56250 87 385855.34375 88 354946.46875 89 360453.50000 90 360312.37500 91 349999.09375 92 281130.37500 93 285483.84375 94 306483.50000 95 281958.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Turuçu - RS,Cota-Parte do IPVA,MLP,1.9159183502197266,"84 -42675.417793 85 41249.693075 86 103449.672109 87 -22795.548971 88 66469.884318 89 87856.800590 90 83517.649461 91 114556.894466 92 95123.966588 93 105288.053404 94 74962.720186 95 -106726.367258 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,IPTU,MLP,1.906775712966919,"94 2.032415e+06 95 1.781729e+06 96 1.161753e+06 97 -1.100954e+06 98 2.141002e+06 99 2.352033e+06 100 9.410574e+05 101 1.361128e+06 102 1.629545e+06 103 1.900451e+06 104 1.830250e+06 105 1.600414e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,ISS,MLP,1.1388368606567383,"96 2.213566e+06 97 2.774641e+06 98 2.455151e+06 99 2.587786e+06 100 2.752863e+06 101 2.751270e+06 102 2.761662e+06 103 2.885564e+06 104 2.837579e+06 105 3.138674e+06 106 2.759594e+06 107 2.864153e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,ITBI,XGBoost,1.142071008682251,"96 492427.28125 97 495688.28125 98 498675.59375 99 609914.50000 100 611153.93750 101 607785.75000 102 558686.31250 103 387848.53125 104 608808.75000 105 608094.75000 106 602120.81250 107 556026.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do ICMS,XGBoost,1.0893518924713135,"96 7097842.5 97 6433610.5 98 6490671.0 99 6758713.5 100 5846577.5 101 6533245.0 102 6642035.5 103 6741946.0 104 6599543.0 105 6599543.0 106 7088314.0 107 6609582.0 Name: Valor, dtype: float64" Prefeitura Municipal de Montenegro - RS,Cota-Parte do IPVA,XGBoost,1.4170124530792236,"96 2482432.50 97 2692196.75 98 2556572.75 99 2633402.00 100 2633402.00 101 2863909.00 102 2863909.00 103 2863909.00 104 2863909.00 105 2863909.00 106 3084008.75 107 2633508.50 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,IPTU,XGBoost,1.0677406787872314,"90 18538.203125 91 20295.064453 92 18646.289062 93 18545.005859 94 12293.433594 95 13283.372070 96 13119.928711 97 13124.355469 98 18255.029297 99 19689.164062 100 18391.513672 101 18644.939453 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,ISS,SARIMAX,1.0430049896240234,"96 16484.041016 97 16768.402344 98 16976.142578 99 16999.531250 100 17006.189453 101 17006.189453 102 17006.189453 103 17006.189453 104 16999.531250 105 17006.189453 106 17006.189453 107 17006.189453 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,ITBI,SES,2.473647356033325,"95 29253.716797 96 28152.457031 97 27249.322266 98 25913.777344 99 27223.710938 100 28287.552734 101 22076.509766 102 29001.207031 103 29600.486328 104 22351.957031 105 25935.779297 106 29600.486328 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do ICMS,XGBoost,1.5153818130493164,"96 432188.46875 97 408284.37500 98 395344.56250 99 422755.15625 100 428362.31250 101 416333.03125 102 414738.03125 103 420591.93750 104 421348.43750 105 424212.93750 106 424212.93750 107 425067.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Vicente Dutra - RS,Cota-Parte do IPVA,MLP,1.079474687576294,"96 -1135.430600 97 14188.402442 98 72674.075776 99 10853.020142 100 37399.090564 101 70612.645089 102 53983.400031 103 62546.171011 104 65144.192862 105 70478.107822 106 78916.820173 107 -25700.809522 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,IPTU,XGBoost,1.4437682628631592,"96 18365.625000 97 20632.585938 98 21610.208984 99 21665.433594 100 22163.935547 101 22286.812500 102 21620.103516 103 21620.103516 104 23689.003906 105 27029.500000 106 28080.919922 107 28080.919922 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,ISS,XGBoost,1.1084136962890625,"96 15934.096680 97 15646.728516 98 19888.611328 99 16314.696289 100 16180.881836 101 19717.148438 102 16297.045898 103 16128.724609 104 19773.558594 105 14888.201172 106 19450.810547 107 18248.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,ITBI,MLP,0.906064510345459,"88 14704.916681 89 17902.310495 90 12208.359816 91 18473.542012 92 9309.766210 93 10929.337385 94 12522.656366 95 12783.681563 96 9173.482629 97 15064.059039 98 10860.715330 99 18050.722722 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do ICMS,MLP,1.1879808902740479,"96 428158.917113 97 398646.248283 98 397386.513076 99 433678.371090 100 400307.969856 101 460917.149742 102 476817.677088 103 474766.640933 104 510218.703520 105 531150.589209 106 557591.935827 107 546994.398054 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Branco - RS,Cota-Parte do IPVA,XGBoost,1.8186962604522705,"96 69095.906250 97 72802.453125 98 77111.218750 99 76954.968750 100 77655.812500 101 84172.156250 102 85572.453125 103 99418.179688 104 128745.117188 105 128890.296875 106 128767.250000 107 105154.765625 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,IPTU,XGBoost,3.442436456680298,"96 6462.287109 97 4464.976562 98 1003.032776 99 641.439941 100 1523.327759 101 1247.373291 102 1850.571899 103 1283.274048 104 740.607239 105 2002.368530 106 2067.670654 107 1898.978394 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,ISS,XGBoost,1.5254173278808594,"96 20885.539062 97 40311.929688 98 40543.593750 99 46368.726562 100 48373.941406 101 46737.371094 102 52572.222656 103 34056.535156 104 48219.914062 105 46266.019531 106 45672.785156 107 45630.886719 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,ITBI,XGBoost,1.664945363998413,"82 8452.754883 83 4295.263672 84 4867.559570 85 7820.315430 86 5559.745117 87 5397.230957 88 4431.997070 89 4456.835449 90 10501.468750 91 3448.636230 92 4547.032227 93 4764.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do ICMS,MLP,1.0668253898620605,"96 439155.869749 97 415663.877674 98 413498.748963 99 449023.547594 100 413791.190416 101 475802.608458 102 492611.662211 103 491836.661073 104 528379.907195 105 550691.055528 106 579280.571153 107 572002.909569 Name: Valor, dtype: float64" Prefeitura Municipal de Sério - RS,Cota-Parte do IPVA,MLP,1.444636344909668,"94 -47838.844518 95 2719.041294 96 95293.187157 97 -8225.691517 98 20636.890334 99 55793.648633 100 24372.126025 101 36066.851675 102 37030.842384 103 38302.922691 104 42787.701717 105 -58446.245172 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,IPTU,MLP,2.4006900787353516,"96 -51281.783575 97 102581.407190 98 134637.116014 99 119795.587868 100 155489.603263 101 125940.231284 102 153698.819126 103 181715.351787 104 158591.587081 105 163391.244378 106 190937.822570 107 162186.664781 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,ISS,XGBoost,1.2179837226867676,"96 257343.718750 97 269951.156250 98 279571.625000 99 280587.812500 100 292732.781250 101 260905.703125 102 257295.703125 103 327568.375000 104 295955.187500 105 312698.437500 106 274405.250000 107 292042.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,ITBI,MLP,1.052351951599121,"96 284121.190215 97 2337.475071 98 243071.267107 99 514562.292708 100 351036.087340 101 383581.126168 102 407768.294138 103 477401.416975 104 246755.353866 105 376070.814363 106 -110612.487279 107 219882.255230 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do ICMS,XGBoost,1.9043805599212646,"95 1691883.625 96 1654806.000 97 2068904.500 98 2103446.250 99 2150298.750 100 2017698.125 101 2415880.250 102 1991144.375 103 2899987.750 104 2302062.500 105 2356410.750 106 2434701.250 Name: Valor, dtype: float64" Prefeitura Municipal de Piratini - RS,Cota-Parte do IPVA,XGBoost,1.9273180961608887,"77 218800.656250 78 184327.515625 79 188520.000000 80 180682.750000 81 183805.109375 82 189338.203125 83 189338.203125 84 189338.203125 85 395011.718750 86 378494.250000 87 384907.468750 88 413477.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,IPTU,XGBoost,1.4093971252441406,"88 12431.172852 89 13366.635742 90 13906.464844 91 14419.568359 92 6839.460449 93 5749.553223 94 9443.334961 95 9737.028320 96 11889.145508 97 14699.152344 98 13935.267578 99 14443.844727 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,ISS,XGBoost,0.8992702960968018,"96 13905.789062 97 18149.785156 98 13612.695312 99 18030.568359 100 22517.128906 101 14260.011719 102 14846.299805 103 15051.697266 104 14260.011719 105 14846.299805 106 16607.669922 107 15680.382812 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,ITBI,XGBoost,0.9815239906311035,"90 23557.734375 91 31365.240234 92 35068.218750 93 22444.904297 94 23698.199219 95 26272.638672 96 22435.791016 97 22424.695312 98 26265.105469 99 22390.162109 100 22462.806641 101 22410.380859 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do ICMS,MLP,1.1328818798065186,"96 650665.348553 97 603425.336989 98 597929.177192 99 643879.706679 100 585749.605756 101 672933.570162 102 689420.148204 103 682569.407398 104 729693.855972 105 753846.395675 106 787971.767736 107 760821.678004 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Cecília do Sul - RS,Cota-Parte do IPVA,MLP,1.0891647338867188,"90 -9279.430932 91 8609.126048 92 66138.736839 93 1588.401172 94 45335.800757 95 18902.988465 96 39195.097712 97 59113.568102 98 32294.832393 99 47176.032588 100 53717.861620 101 -42393.069815 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,IPTU,MLP,2.0093984603881836,"96 2.493296e+06 97 1.374655e+06 98 9.805636e+05 99 2.140935e+06 100 -5.690188e+05 101 7.416295e+05 102 3.341904e+06 103 8.196108e+05 104 7.768958e+05 105 2.266584e+06 106 1.775171e+06 107 1.247630e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,ISS,MLP,1.151477575302124,"96 1.591214e+06 97 1.727759e+06 98 1.619661e+06 99 1.673723e+06 100 1.665025e+06 101 1.617769e+06 102 1.663845e+06 103 1.671237e+06 104 1.640241e+06 105 1.621049e+06 106 1.223641e+06 107 1.487277e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,ITBI,MLP,1.169306755065918,"96 507083.019969 97 569539.536743 98 600431.185449 99 545765.914259 100 549149.702732 101 601379.314583 102 526403.986232 103 480332.448253 104 393872.757035 105 565663.490543 106 555338.030316 107 480462.017448 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do ICMS,MLP,1.7398436069488525,"96 6.651216e+06 97 6.610158e+06 98 6.559375e+06 99 7.000922e+06 100 6.418222e+06 101 7.333086e+06 102 7.527826e+06 103 7.483165e+06 104 7.993211e+06 105 8.264620e+06 106 8.643772e+06 107 8.348365e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Vacaria - RS,Cota-Parte do IPVA,MLP,3.3017871379852295,"96 -5.392610e+05 97 3.127048e+05 98 3.001784e+06 99 2.522860e+05 100 1.225779e+06 101 2.251943e+06 102 1.739868e+06 103 2.122534e+06 104 1.966941e+06 105 2.187311e+06 106 2.482013e+06 107 -1.867682e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,IPTU,HWES,1.7899060249328613,"90 42455.347656 91 30308.832031 92 27535.839844 93 40204.070312 94 39796.441406 95 11928.215820 96 12068.056641 97 12098.000977 98 13092.731445 99 12493.565430 100 14316.532227 101 39251.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,ISS,MLP,1.6588163375854492,"96 47937.921667 97 49208.663568 98 50449.801157 99 45208.643002 100 44626.926786 101 49464.529730 102 38984.712427 103 51770.619803 104 45390.636172 105 40750.944419 106 50922.394608 107 50473.255999 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,ITBI,SARIMAX,1.4773662090301514,"95 32305.634766 96 38153.320312 97 38961.003906 98 39712.027344 99 30835.847656 100 32265.378906 101 40399.968750 102 32912.316406 103 30835.847656 104 40651.335938 105 38086.132812 106 30835.847656 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do ICMS,MLP,1.991682767868042,"96 9.327470e+05 97 8.708902e+05 98 9.242130e+05 99 8.813269e+05 100 8.478150e+05 101 1.107962e+06 102 1.021006e+06 103 1.026671e+06 104 1.102287e+06 105 1.125417e+06 106 1.193781e+06 107 1.158774e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Humaitá - RS,Cota-Parte do IPVA,MLP,1.9135024547576904,"96 9226.257549 97 80100.835996 98 65361.138134 99 127197.691914 100 132648.433190 101 -27073.193750 102 149114.479842 103 170989.113412 104 140182.125953 105 157749.415898 106 151990.041619 107 -9993.351960 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,IPTU,HWES,1.9600141048431396,"72 46387.121094 73 50976.683594 74 38696.261719 75 34833.984375 76 33751.195312 77 29671.054688 78 32999.285156 79 42365.320312 80 44925.550781 81 44643.031250 82 41880.363281 83 29521.990234 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,ISS,XGBoost,1.6685717105865479,"72 137383.718750 73 170452.296875 74 147715.531250 75 150760.000000 76 146256.000000 77 128910.789062 78 141706.671875 79 126281.085938 80 136762.796875 81 147677.234375 82 146416.421875 83 147219.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,ITBI,MLP,0.9635674953460693,"72 114627.330187 73 118800.756602 74 63710.317475 75 130615.286810 76 102512.623125 77 110878.030689 78 91865.589890 79 66343.905795 80 112519.129349 81 101767.256414 82 70838.911289 83 127893.688498 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do ICMS,MLP,0.9867806434631348,"72 1.343415e+06 73 1.271274e+06 74 1.277404e+06 75 1.397574e+06 76 1.311491e+06 77 1.512683e+06 78 1.578136e+06 79 1.595142e+06 80 1.719279e+06 81 1.804589e+06 82 1.910517e+06 83 1.903914e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Entre-Ijuís - RS,Cota-Parte do IPVA,MLP,1.5127062797546387,"72 42802.390166 73 108988.032311 74 216788.342078 75 23385.911958 76 180386.513652 77 234000.801209 78 223119.025467 79 252647.131811 80 253144.942619 81 279405.160943 82 301864.666267 83 49883.366732 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,IPTU,AR,1.83514404296875,"96 53969.613281 97 50073.453125 98 51754.789062 99 50435.355469 100 66308.953125 101 50600.914062 102 64701.234375 103 49574.742188 104 52173.445312 105 52473.960938 106 72403.195312 107 50096.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,ISS,MLP,1.032468557357788,"96 80949.464334 97 110551.442220 98 105586.224854 99 97890.880623 100 117561.450938 101 115308.145688 102 102015.084343 103 113080.683479 104 121787.185709 105 120581.725993 106 127649.870544 107 108118.512255 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,ITBI,MLP,1.3638334274291992,"96 -17010.455670 97 42844.200630 98 60871.393925 99 39717.334035 100 42302.147996 101 41068.132482 102 58467.821272 103 40379.233401 104 30772.168924 105 53061.179404 106 46052.924472 107 30888.255661 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do ICMS,XGBoost,1.5934665203094482,"96 490444.59375 97 479453.31250 98 479747.34375 99 494827.65625 100 481575.87500 101 482111.46875 102 470151.71875 103 469323.21875 104 471623.81250 105 471643.21875 106 490994.21875 107 468871.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinal do Soturno - RS,Cota-Parte do IPVA,SARIMAX,2.1386544704437256,"96 253045.468750 97 260188.671875 98 260188.671875 99 275405.093750 100 275405.093750 101 265888.531250 102 328995.656250 103 319674.875000 104 330836.937500 105 513882.312500 106 513882.312500 107 358038.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,IPTU,SARIMAX,1.4201183319091797,"90 14825.522461 91 18495.679688 92 17170.302734 93 16609.025391 94 14759.559570 95 7802.880859 96 7957.384766 97 13141.228516 98 14138.782227 99 14772.847656 100 15823.781250 101 15199.005859 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,ISS,MLP,1.8705880641937256,"96 4185.888827 97 4839.767583 98 8900.309460 99 9164.999205 100 9707.537199 101 10123.402652 102 7249.091563 103 8769.595136 104 12412.205297 105 12107.325405 106 8076.949436 107 7473.891150 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,ITBI,MLP,0.957535982131958,"92 118204.325062 93 64497.663248 94 57072.673718 95 119708.276648 96 102806.221181 97 80363.540275 98 122622.978757 99 118861.582219 100 88576.451313 101 142441.805838 102 134426.031563 103 79695.249238 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do ICMS,MLP,1.030726671218872,"96 684975.993143 97 638458.717339 98 631174.857599 99 682112.737548 100 625102.752859 101 718367.225219 102 785825.353132 103 699259.607329 104 787687.354214 105 822877.252065 106 854084.881306 107 840000.641363 Name: Valor, dtype: float64" Prefeitura Municipal de Dois Irmãos das Missões - RS,Cota-Parte do IPVA,XGBoost,1.4609887599945068,"88 52209.835938 89 62143.710938 90 62408.597656 91 57563.816406 92 59173.320312 93 66044.476562 94 68549.031250 95 77246.531250 96 96826.320312 97 97006.281250 98 97006.281250 99 142623.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,IPTU,SARIMAX,1.4498095512390137,"96 467261.468750 97 343160.562500 98 311022.062500 99 270815.875000 100 272470.812500 101 263314.125000 102 267844.968750 103 263314.125000 104 258673.546875 105 258673.546875 106 246104.031250 107 258673.546875 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,ISS,XGBoost,1.4213032722473145,"96 700657.5000 97 700657.5000 98 737666.6875 99 737666.6875 100 737666.6875 101 737666.6875 102 737666.6875 103 737666.6875 104 737666.6875 105 737666.6875 106 737666.6875 107 737666.6875 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,ITBI,MLP,1.1130156517028809,"96 240289.401988 97 377121.590693 98 431341.518459 99 479401.624531 100 425431.203496 101 432094.445788 102 428796.249663 103 418283.383379 104 500043.933118 105 513893.983847 106 579366.923442 107 472308.329153 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do ICMS,MLP,1.0213818550109863,"96 4.729675e+06 97 4.430580e+06 98 4.423222e+06 99 4.810237e+06 100 4.448181e+06 101 5.116687e+06 102 5.295373e+06 103 5.295273e+06 104 5.688078e+06 105 5.926475e+06 106 6.235855e+06 107 6.127945e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Canguçu - RS,Cota-Parte do IPVA,MLP,1.062349796295166,"96 -2.244724e+05 97 1.689645e+05 98 1.263486e+06 99 9.411120e+04 100 6.426451e+05 101 1.013198e+06 102 7.423768e+05 103 9.388981e+05 104 8.851102e+05 105 9.675729e+05 106 1.080426e+06 107 -6.881431e+05 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,IPTU,XGBoost,1.4215047359466553,"90 264443.718750 91 278773.718750 92 289810.906250 93 205315.234375 94 198629.937500 95 236882.968750 96 198114.671875 97 189317.734375 98 186883.921875 99 186502.750000 100 187310.250000 101 250181.109375 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,ISS,MLP,1.9354956150054932,"92 248160.564003 93 316595.703808 94 305480.776389 95 273680.984524 96 286785.542941 97 -43731.905701 98 220783.521057 99 365577.381599 100 258278.800155 101 294494.084523 102 294247.898906 103 318437.975911 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,ITBI,MLP,1.8485801219940186,"92 109406.712624 93 115826.654549 94 117233.908650 95 128272.099686 96 124822.039553 97 114335.044617 98 133111.985158 99 67181.988893 100 118121.741742 101 99895.104633 102 113655.892720 103 135683.399766 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do ICMS,MLP,1.877101182937622,"92 1.269846e+06 93 1.199180e+06 94 1.197395e+06 95 1.279476e+06 96 1.173688e+06 97 1.341722e+06 98 1.380246e+06 99 1.377678e+06 100 1.471004e+06 101 1.526471e+06 102 1.594732e+06 103 1.560408e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Pedro do Sul - RS,Cota-Parte do IPVA,MLP,1.9961609840393066,"92 61376.481877 93 168369.856198 94 329380.699103 95 140391.474627 96 256339.316614 97 294807.879519 98 316599.874494 99 351181.819053 100 351286.612100 101 387026.186248 102 405572.907587 103 11201.001941 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,IPTU,XGBoost,1.150224208831787,"74 12490.514648 75 12953.738281 76 2753.225342 77 2133.888184 78 6153.937012 79 7311.736816 80 7385.751953 81 7254.250977 82 12523.193359 83 2847.797607 84 12538.397461 85 3137.447754 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,ISS,XGBoost,1.5953035354614258,"96 12247.149414 97 14011.838867 98 13904.808594 99 14167.988281 100 14675.426758 101 14619.818359 102 13492.718750 103 14067.667969 104 15112.149414 105 14968.652344 106 15540.346680 107 14754.683594 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,ITBI,MLP,1.7464838027954102,"89 19851.072203 90 18737.171023 91 7041.527926 92 14197.522107 93 15780.519205 94 15398.701487 95 17596.061773 96 6815.183323 97 15304.513517 98 20338.648306 99 19385.813342 100 22051.806789 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do ICMS,XGBoost,1.0748276710510254,"96 289004.12500 97 276861.12500 98 280265.18750 99 291917.09375 100 256137.31250 101 276944.90625 102 289203.21875 103 276987.37500 104 279491.25000 105 278951.03125 106 295257.43750 107 263713.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Linha Nova - RS,Cota-Parte do IPVA,XGBoost,1.1673469543457031,"92 38599.207031 93 39521.765625 94 38003.750000 95 38579.195312 96 38618.808594 97 39715.476562 98 39715.476562 99 39715.476562 100 39715.476562 101 39715.476562 102 85714.062500 103 75537.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,IPTU,XGBoost,0.9120974540710449,"81 6880.863281 82 7385.619141 83 8479.912109 84 8500.127930 85 6064.962891 86 6049.431152 87 4937.738281 88 2969.099854 89 4131.972656 90 5576.357422 91 8822.009766 92 9871.637695 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,ISS,XGBoost,1.7562487125396729,"96 12179.501953 97 17040.306641 98 17048.976562 99 17411.111328 100 20885.572266 101 37218.156250 102 38926.398438 103 39239.101562 104 39767.117188 105 39767.117188 106 38728.066406 107 37459.335938 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,ITBI,XGBoost,2.8899383544921875,"82 7922.136719 83 5414.057129 84 5936.043457 85 10362.387695 86 11898.819336 87 17404.490234 88 17208.175781 89 5078.402344 90 15690.002930 91 4781.843262 92 17168.693359 93 17228.134766 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do ICMS,XGBoost,1.3293702602386475,"96 408699.90625 97 352507.87500 98 337099.75000 99 389124.37500 100 315757.06250 101 380224.40625 102 390674.56250 103 367456.53125 104 315223.50000 105 392090.90625 106 411908.46875 107 316832.31250 Name: Valor, dtype: float64" Prefeitura Municipal de Alto Alegre - RS,Cota-Parte do IPVA,MLP,1.1137664318084717,"91 3310.428572 92 24336.096687 93 49128.000563 94 23639.775133 95 38537.532632 96 45138.461356 97 14286.896712 98 54086.872354 99 58257.041557 100 49019.703808 101 55785.708703 102 -5468.406349 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,IPTU,SARIMAX,1.1548810005187988,"96 300821.343750 97 348136.000000 98 261749.421875 99 267094.937500 100 251052.437500 101 239967.734375 102 250108.046875 103 244549.703125 104 232300.859375 105 223529.609375 106 250405.250000 107 203041.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,ISS,MLP,0.9738874435424805,"96 9.417877e+05 97 1.233634e+06 98 9.201050e+05 99 1.096189e+06 100 1.092697e+06 101 1.108907e+06 102 1.209875e+06 103 1.153227e+06 104 1.164725e+06 105 1.255989e+06 106 1.002158e+06 107 1.249894e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,ITBI,MLP,1.2562031745910645,"96 240360.004349 97 190248.967791 98 192865.381506 99 216312.943823 100 167454.363311 101 225882.738281 102 210434.068982 103 204509.988118 104 241309.077082 105 231814.696904 106 245961.720868 107 294042.170989 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do ICMS,MLP,1.8217957019805908,"96 3.884833e+06 97 3.620089e+06 98 3.615693e+06 99 3.976444e+06 100 3.695662e+06 101 4.258163e+06 102 4.425883e+06 103 4.416459e+06 104 4.757146e+06 105 4.969364e+06 106 5.223219e+06 107 5.158524e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Igrejinha - RS,Cota-Parte do IPVA,MLP,1.6581838130950928,"96 2.089100e+05 97 3.118145e+05 98 7.981201e+05 99 1.381285e+05 100 4.529504e+05 101 7.877921e+05 102 7.316277e+05 103 8.145615e+05 104 8.159049e+05 105 9.087972e+05 106 1.009047e+06 107 -9.554343e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,IPTU,SARIMAX,3.4386098384857178,"82 24907.042969 83 21020.066406 84 21163.494141 85 18789.958984 86 18830.525391 87 18199.939453 88 20069.964844 89 26518.822266 90 21907.763672 91 21907.763672 92 21907.763672 93 21876.716797 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,ISS,MLP,1.4636321067810059,"84 28841.655366 85 39951.491887 86 34544.793969 87 32863.596480 88 33816.132188 89 27718.383759 90 33564.936825 91 31000.820588 92 32963.052330 93 35111.997594 94 35849.960244 95 32377.010397 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,ITBI,MLP,0.9561781883239746,"82 16415.735618 83 19139.709249 84 17121.949682 85 17337.639334 86 13263.764952 87 13890.228405 88 18471.371839 89 17750.790953 90 13216.731392 91 22071.380786 92 21885.095751 93 22038.500394 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do ICMS,XGBoost,1.1243565082550049,"96 546680.18750 97 503648.90625 98 498944.75000 99 515841.25000 100 459282.37500 101 486259.71875 102 502845.09375 103 511651.28125 104 520305.59375 105 513962.50000 106 530216.81250 107 497556.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Putinga - RS,Cota-Parte do IPVA,MLP,0.989738941192627,"96 -49685.989792 97 11335.878629 98 147931.536576 99 10573.998714 100 52591.932040 101 104619.171765 102 60675.155897 103 75251.619150 104 85490.483788 105 80566.300880 106 87089.520596 107 -56126.660341 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,IPTU,MLP,1.8480045795440674,"88 9984.059334 89 8185.750960 90 5212.173618 91 4226.662412 92 -449.682447 93 8499.897946 94 8952.728069 95 6202.779387 96 8195.226926 97 8675.188909 98 10392.750392 99 10156.729291 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,ISS,MLP,1.7106986045837402,"96 16086.267967 97 17269.920993 98 16730.712314 99 16670.994441 100 16446.103086 101 13944.470682 102 11720.764189 103 16258.738454 104 12185.621220 105 13471.232535 106 13894.618253 107 10993.074516 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,ITBI,XGBoost,2.7333946228027344,"84 8350.971680 85 2766.375000 86 3753.592529 87 4215.238281 88 2659.328125 89 2559.498535 90 3943.956543 91 2559.785400 92 4275.277344 93 2543.898926 94 4629.082031 95 2698.455322 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do ICMS,MLP,1.8590972423553467,"96 375639.765756 97 352349.263302 98 351581.319324 99 382330.252102 100 353835.530480 101 406360.102066 102 419926.550477 103 419418.530204 104 449065.597115 105 466081.972480 106 488505.292722 107 478110.529436 Name: Valor, dtype: float64" Prefeitura Municipal de Mampituba - RS,Cota-Parte do IPVA,SARIMAX,2.696739673614502,"96 19418.259766 97 16984.685547 98 15435.461914 99 15467.051758 100 15387.711914 101 15526.625977 102 15777.356445 103 15777.356445 104 15870.036133 105 15870.036133 106 15870.036133 107 15513.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,IPTU,HWES,1.2330384254455566,"96 1.209937e+06 97 9.735344e+05 98 9.264944e+05 99 9.771129e+05 100 9.771129e+05 101 9.751457e+05 102 1.209337e+06 103 1.210740e+06 104 1.207552e+06 105 1.207552e+06 106 1.207552e+06 107 1.206149e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,ISS,MLP,0.9092488288879395,"96 102535.554318 97 125522.838989 98 121338.749435 99 106264.732675 100 131687.332869 101 104640.695396 102 122091.642239 103 134719.301337 104 118467.144291 105 147998.899715 106 141886.780881 107 115249.021884 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,ITBI,SES,1.290421485900879,"96 106622.648438 97 115897.281250 98 79410.281250 99 112847.945312 100 109997.250000 101 80143.601562 102 107847.039062 103 115475.867188 104 112752.054688 105 103122.000000 106 85460.671875 107 114072.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do ICMS,XGBoost,1.0635035037994385,"96 519595.62500 97 484010.71875 98 487701.65625 99 524806.50000 100 489580.37500 101 496339.96875 102 496262.53125 103 489722.21875 104 494513.78125 105 508509.65625 106 495151.46875 107 488912.00000 Name: Valor, dtype: float64" Prefeitura Municipal de Balneário Pinhal - RS,Cota-Parte do IPVA,MLP,1.0107181072235107,"87 30194.906106 88 65955.840462 89 98888.711161 90 29562.149918 91 72414.251530 92 99114.241482 93 94139.254782 94 119025.713773 95 122891.693327 96 130006.015451 97 136335.603290 98 58900.857061 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,IPTU,Prophet,1.2468547821044922,"86 83453.187500 87 85735.148438 88 82997.953125 89 82835.773438 90 79916.007812 91 63047.406250 92 79455.976562 93 82749.304688 94 82749.304688 95 82749.304688 96 82749.304688 97 82749.304688 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,ISS,MLP,2.333381175994873,"96 117054.626144 97 120902.156664 98 177982.491437 99 132533.877715 100 165360.848126 101 25576.893893 102 89564.951577 103 106861.762819 104 105664.292876 105 128457.297594 106 104333.966706 107 -202708.558613 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,ITBI,MLP,1.8770043849945068,"96 72367.762075 97 102181.439884 98 27347.409518 99 80401.976062 100 109253.544757 101 61848.627578 102 106176.423803 103 104402.629081 104 93702.891934 105 92335.415684 106 118641.195744 107 118304.358029 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do ICMS,XGBoost,1.7144908905029297,"96 895734.0000 97 933853.1250 98 836239.3750 99 880020.3125 100 839169.5000 101 776091.5625 102 821141.4375 103 836305.8125 104 887743.6250 105 862104.5000 106 901107.6250 107 836239.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Campinas do Sul - RS,Cota-Parte do IPVA,MLP,1.8474934101104736,"96 10915.954498 97 -102168.075964 98 303796.352239 99 156848.019581 100 180216.114859 101 212202.126311 102 221512.937981 103 260665.952294 104 246611.129084 105 264781.272679 106 286806.943788 107 -125217.769390 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,IPTU,HWES,1.330418586730957,"96 301872.875000 97 310682.250000 98 301593.937500 99 266202.656250 100 244888.609375 101 262911.500000 102 263045.125000 103 262697.906250 104 264644.593750 105 262697.906250 106 264870.562500 107 262697.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,ISS,MLP,1.491793155670166,"96 556605.465543 97 587238.381153 98 589624.267259 99 554470.860555 100 595368.205855 101 564836.015345 102 574455.238791 103 627028.346463 104 587223.728223 105 635511.668146 106 632049.576981 107 614738.980534 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,ITBI,MLP,1.1505506038665771,"96 520576.533388 97 593328.578981 98 490288.724780 99 691483.948641 100 577645.495069 101 676429.345114 102 664664.788013 103 645494.869277 104 529537.149533 105 710126.154649 106 562936.436481 107 407771.149718 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do ICMS,XGBoost,1.01680588722229,"96 2552811.75 97 2380889.00 98 2408480.25 99 2512217.25 100 2400730.50 101 2406751.25 102 2437368.00 103 2414312.00 104 2438844.75 105 2539964.75 106 2553949.00 107 2344287.75 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoa Vermelha - RS,Cota-Parte do IPVA,XGBoost,1.3768484592437744,"96 1553574.250 97 1553574.250 98 1514343.875 99 1514343.875 100 1514343.875 101 1514343.875 102 1514343.875 103 1514343.875 104 1514343.875 105 1514343.875 106 1514343.875 107 1514343.875 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,IPTU,Prophet,1.4326300621032715,"96 3689736.50 97 3689736.50 98 3689736.50 99 3689736.50 100 3689736.50 101 4032389.75 102 4032389.75 103 4032389.75 104 4032389.75 105 4032389.75 106 4032389.75 107 4032389.75 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,ISS,MLP,2.1051623821258545,"96 1.005564e+06 97 9.019301e+05 98 9.935575e+05 99 1.034080e+06 100 1.075436e+06 101 9.968202e+05 102 9.949727e+05 103 1.067181e+06 104 1.079642e+06 105 9.491840e+05 106 9.894510e+05 107 1.005677e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,ITBI,HWES,1.634434461593628,"96 70551.625000 97 64569.464844 98 86701.335938 99 87123.742188 100 67194.765625 101 79195.468750 102 80072.781250 103 82172.445312 104 80663.101562 105 92979.265625 106 79967.656250 107 92979.265625 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do ICMS,XGBoost,1.101485013961792,"96 2645660.500 97 2488348.500 98 2385037.000 99 2553036.000 100 1983801.125 101 2436344.000 102 2434364.000 103 2484332.250 104 2368545.000 105 2385518.250 106 2666523.250 107 2029365.125 Name: Valor, dtype: float64" Prefeitura Municipal de Charqueadas - RS,Cota-Parte do IPVA,MLP,1.2316029071807861,"95 153525.788700 96 204594.254142 97 527754.779968 98 121719.725417 99 259535.122055 100 558533.177190 101 477196.810092 102 501631.099489 103 576646.438300 104 594709.064112 105 638410.828619 106 54515.052937 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,IPTU,AR,1.386322259902954,"96 4831110.0 97 4377984.5 98 4384859.5 99 4387382.0 100 4381204.5 101 4751654.5 102 4838713.5 103 4833430.0 104 4839607.5 105 4838713.5 106 5090675.5 107 4826483.5 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,ISS,SARIMAX,1.1749229431152344,"96 5943277.0 97 5960557.0 98 6215819.5 99 6070192.5 100 5814930.0 101 5814930.0 102 6076084.0 103 6076084.0 104 6076084.0 105 6076084.0 106 6076084.0 107 6076084.0 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,ITBI,MLP,1.6675374507904053,"96 3.394737e+06 97 3.524794e+06 98 3.494594e+06 99 3.748766e+06 100 3.472907e+06 101 3.969311e+06 102 4.075086e+06 103 3.792857e+06 104 4.064627e+06 105 3.842453e+06 106 4.440947e+06 107 4.617297e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do ICMS,XGBoost,2.0510294437408447,"96 21107660.0 97 18858348.0 98 18255080.0 99 18937328.0 100 15854437.0 101 18307704.0 102 18307704.0 103 17133498.0 104 18925290.0 105 19807020.0 106 20580376.0 107 18783288.0 Name: Valor, dtype: float64" Prefeitura Municipal de Gravataí - RS,Cota-Parte do IPVA,XGBoost,1.6322290897369385,"96 6272676.0 97 6552751.5 98 6259213.0 99 6135200.5 100 6056088.0 101 6165309.5 102 6205314.5 103 6263933.0 104 6263933.0 105 6745230.5 106 6827130.5 107 7057813.5 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,IPTU,SARIMAX,1.273745059967041,"55 601.738464 56 744.434448 57 684.066711 58 400.274994 59 974.359619 60 425.292877 61 329.322571 62 331.633087 63 258.099976 64 333.335815 65 248.692429 66 250.588608 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,ISS,MLP,1.0345284938812256,"96 28880.238841 97 -5147.825762 98 55738.748388 99 46232.183562 100 27441.999061 101 41520.445035 102 44572.831881 103 36388.279286 104 48572.080388 105 45162.708592 106 49497.738791 107 25469.292522 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,ITBI,MLP,1.7181971073150635,"75 8353.674491 76 6821.962009 77 4345.436356 78 5755.476682 79 7957.243363 80 7892.220505 81 6660.141904 82 7213.465621 83 -1355.717875 84 10594.828251 85 9779.665799 86 5458.903425 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do ICMS,XGBoost,1.2642898559570312,"96 316990.12500 97 312013.00000 98 310969.31250 99 311007.62500 100 307167.15625 101 310969.31250 102 311065.90625 103 311065.90625 104 311114.93750 105 315505.93750 106 316535.00000 107 349683.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Itati - RS,Cota-Parte do IPVA,MLP,1.102360725402832,"96 2004.081614 97 20985.310630 98 49581.528282 99 18768.998950 100 40535.229050 101 49176.417187 102 50924.689687 103 54466.476766 104 56585.863778 105 59562.791777 106 64206.129861 107 7147.849274 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,IPTU,SARIMAX,1.1409235000610352,"96 176560.328125 97 155841.718750 98 155984.890625 99 150795.890625 100 151432.953125 101 96469.234375 102 82522.328125 103 122954.609375 104 150881.625000 105 149560.468750 106 112488.406250 107 83128.093750 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,ISS,MLP,0.9495823383331299,"96 89103.358091 97 98749.213332 98 79760.631840 99 82317.459601 100 86685.005929 101 85686.667829 102 88560.909366 103 80862.831996 104 76525.723926 105 84454.683339 106 34287.365532 107 49796.032063 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,ITBI,MLP,1.6325597763061523,"93 56356.387926 94 53039.199103 95 73495.345255 96 63563.239573 97 61723.109302 98 51911.283487 99 59122.312610 100 57968.287481 101 71048.041693 102 28135.730195 103 69346.083826 104 61441.428122 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do ICMS,XGBoost,1.1105093955993652,"96 364765.03125 97 355898.15625 98 431706.09375 99 387910.78125 100 407132.56250 101 366090.18750 102 431793.87500 103 426679.65625 104 366087.75000 105 435810.78125 106 373383.40625 107 411829.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Araricá - RS,Cota-Parte do IPVA,MLP,1.1619195938110352,"96 56205.625323 97 73091.407932 98 78961.729797 99 29254.930537 100 84909.612558 101 128077.909728 102 110213.019422 103 128391.554862 104 147570.483738 105 148634.024783 106 159808.633329 107 26317.268542 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,IPTU,XGBoost,0.9762530326843262,"74 43392.214844 75 43181.285156 76 43333.417969 77 36763.437500 78 37014.718750 79 38473.972656 80 27052.083984 81 25690.253906 82 25970.074219 83 24227.398438 84 36157.832031 85 40529.203125 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,ISS,XGBoost,1.1248416900634766,"84 54078.406250 85 54633.753906 86 53071.492188 87 53071.492188 88 52580.507812 89 49552.710938 90 52580.507812 91 52580.507812 92 52580.507812 93 49552.710938 94 52580.507812 95 49538.921875 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,ITBI,XGBoost,1.8498327732086182,"84 39492.261719 85 41149.164062 86 34480.433594 87 47630.902344 88 36970.105469 89 40485.906250 90 47271.667969 91 42835.625000 92 13180.475586 93 47035.679688 94 47302.785156 95 47120.394531 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do ICMS,XGBoost,3.005465507507324,"84 540211.12500 85 527677.56250 86 532693.56250 87 564191.00000 88 543768.00000 89 517775.40625 90 517141.65625 91 525392.75000 92 532256.00000 93 519310.59375 94 525032.31250 95 536088.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Viadutos - RS,Cota-Parte do IPVA,MLP,1.5630700588226318,"84 -97367.454304 85 10978.839328 86 256791.807987 87 -63356.794372 88 41427.139174 89 207945.998514 90 37462.105670 91 75432.777489 92 143052.356952 93 87406.385367 94 110203.569639 95 -130105.513252 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,IPTU,MLP,2.309124231338501,"96 190785.511423 97 183915.763061 98 181526.916368 99 214052.579371 100 34945.929437 101 23766.662021 102 225529.502352 103 183125.499433 104 193950.580762 105 206237.309091 106 196012.669190 107 228760.908473 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,ISS,MLP,1.325394868850708,"96 210054.086684 97 213693.026467 98 240460.229273 99 227169.646369 100 219074.491179 101 219037.705263 102 201020.256222 103 220196.263351 104 207417.208977 105 206102.503030 106 239836.168383 107 230801.347885 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,ITBI,MLP,0.9626865386962891,"96 83004.025160 97 68741.017395 98 86215.897602 99 90275.024932 100 98618.722173 101 89179.864404 102 81815.371151 103 116313.717211 104 128976.129569 105 121687.999961 106 136027.133090 107 130478.415930 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Cota-Parte do ICMS,MLP,1.072303295135498,"94 4.799449e+05 95 5.782034e+05 96 4.768247e+05 97 5.958769e+05 98 7.104117e+05 99 7.262619e+05 100 8.205356e+05 101 1.047421e+06 102 6.294207e+05 103 1.023546e+06 104 1.194624e+06 105 1.136338e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Itaara - RS,Cota-Parte do IPVA,MLP,2.0040297508239746,"94 149141.784301 95 17449.450005 96 10702.801165 97 132782.287516 98 124110.500441 99 56565.411829 100 75638.862997 101 118900.442615 102 118500.377285 103 115759.375451 104 140358.454474 105 30738.516158 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,IPTU,XGBoost,1.1922132968902588,"91 29663.306641 92 27089.558594 93 18032.134766 94 18715.033203 95 18130.144531 96 11531.354492 97 13144.109375 98 10672.083984 99 16457.585938 100 17786.408203 101 23134.251953 102 17505.044922 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,ISS,MLP,1.5465991497039795,"96 97820.815912 97 83932.932704 98 108732.155008 99 67296.156384 100 65031.091307 101 81458.830090 102 73462.649074 103 177726.998499 104 100565.969889 105 75692.838663 106 45731.350901 107 -284459.892233 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,ITBI,MLP,1.5109412670135498,"89 170954.822976 90 87803.094887 91 118196.921666 92 171067.872567 93 137237.579415 94 122945.524828 95 -248835.212204 96 254123.770257 97 299661.460117 98 -38976.368408 99 117385.247474 100 158828.826224 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do ICMS,MLP,2.0853638648986816,"89 8.832939e+05 90 7.216817e+05 91 8.261968e+05 92 9.299093e+05 93 9.061992e+05 94 8.728057e+05 95 8.665682e+05 96 9.483798e+05 97 9.962360e+05 98 1.040464e+06 99 1.089746e+06 100 1.044377e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São José dos Ausentes - RS,Cota-Parte do IPVA,XGBoost,1.6800978183746338,"89 34773.800781 90 31876.267578 91 28589.669922 92 33231.468750 93 35872.289062 94 37671.636719 95 31693.296875 96 28992.517578 97 33597.714844 98 35665.878906 99 37934.625000 100 30184.283203 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,IPTU,MLP,1.6510674953460693,"86 12375.293028 87 10293.689123 88 10357.699111 89 2541.506026 90 -7147.745929 91 14421.177324 92 13876.931058 93 8089.939901 94 9890.246856 95 11035.308930 96 14107.959741 97 10868.032978 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,ISS,XGBoost,1.7497014999389648,"96 8461.103516 97 10205.742188 98 8961.826172 99 9150.471680 100 9687.608398 101 9638.124023 102 9687.608398 103 9672.360352 104 9649.212891 105 7237.072266 106 9649.212891 107 7237.072266 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,ITBI,XGBoost,1.7100346088409424,"93 7511.331055 94 10524.977539 95 8059.141113 96 5930.944336 97 6123.831055 98 7285.244629 99 6029.374023 100 11077.361328 101 5340.827148 102 10670.502930 103 12901.232422 104 18202.076172 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do ICMS,MLP,1.223306655883789,"96 449641.602370 97 406438.864608 98 392814.177260 99 428973.175061 100 403194.258642 101 453204.783914 102 465402.613681 103 461575.456251 104 492983.176405 105 511427.789880 106 535008.638917 107 518580.809923 Name: Valor, dtype: float64" Prefeitura Municipal de Ubiretama - RS,Cota-Parte do IPVA,MLP,3.0250067710876465,"95 -24234.854923 96 2029.287876 97 50999.368769 98 5082.312654 99 14002.055442 100 40759.336949 101 31198.876292 102 34319.130422 103 35777.543017 104 37492.279362 105 42174.835842 106 -41728.399156 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,IPTU,XGBoost,2.7534708976745605,"84 7262.509766 85 7094.534180 86 8306.867188 87 8327.329102 88 5984.522949 89 3420.932617 90 5483.354980 91 6531.743164 92 8307.988281 93 6783.272461 94 8301.800781 95 6789.250977 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,ISS,XGBoost,2.7183573246002197,"96 10435.241211 97 23670.777344 98 24035.248047 99 22729.882812 100 27062.576172 101 28826.791016 102 28490.136719 103 28264.093750 104 28259.175781 105 28880.279297 106 25884.310547 107 30957.472656 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,ITBI,XGBoost,0.8658854961395264,"77 5864.473145 78 2104.073242 79 3724.146973 80 10683.171875 81 2296.346680 82 9338.844727 83 1470.280396 84 7005.032227 85 9244.411133 86 10705.257812 87 886.986389 88 869.336975 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do ICMS,MLP,1.0770270824432373,"96 302663.740048 97 280234.576324 98 280935.565531 99 303368.409733 100 279308.116335 101 322529.219120 102 332477.957028 103 331381.517126 104 355903.674274 105 370154.904459 106 398137.606967 107 382611.566063 Name: Valor, dtype: float64" Prefeitura Municipal de Carlos Gomes - RS,Cota-Parte do IPVA,MLP,2.269808053970337,"95 -10014.687745 96 11449.553099 97 28736.244067 98 4917.033573 99 22901.055541 100 24075.941517 101 20631.095495 102 26377.291322 103 24112.150673 104 23438.410856 105 17308.078895 106 -2963.738417 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,IPTU,SARIMAX,1.3804326057434082,"96 1.118803e+06 97 8.301759e+05 98 8.293259e+05 99 8.031203e+05 100 8.035365e+05 101 8.051201e+05 102 8.051201e+05 103 8.035365e+05 104 8.034400e+05 105 8.035365e+05 106 8.034400e+05 107 8.034400e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,ISS,XGBoost,2.2579727172851562,"96 106140.265625 97 107519.960938 98 104911.937500 99 97649.937500 100 95495.070312 101 107112.195312 102 101780.757812 103 101425.500000 104 108625.531250 105 104714.195312 106 102193.726562 107 96399.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,ITBI,SES,1.0922040939331055,"96 222361.703125 97 203297.500000 98 181667.796875 99 171794.421875 100 183233.906250 101 177657.484375 102 207804.484375 103 200848.390625 104 222010.171875 105 213265.750000 106 181479.375000 107 203237.296875 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do ICMS,MLP,0.9624183177947998,"96 546469.395125 97 670935.820080 98 610459.964991 99 648795.431901 100 602496.550502 101 678080.221906 102 712000.442808 103 711410.772555 104 756882.878394 105 787692.841135 106 825857.930857 107 832388.176392 Name: Valor, dtype: float64" Prefeitura Municipal de Cidreira - RS,Cota-Parte do IPVA,MLP,1.19627046585083,"89 290807.500198 90 382025.670404 91 316248.591896 92 444010.368882 93 383835.880271 94 245193.224536 95 281661.090939 96 363274.348817 97 199335.514646 98 44244.684936 99 151224.588749 100 525549.695600 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,IPTU,MLP,0.9191098213195801,"55 100953.134870 56 177151.046902 57 122773.677713 58 127031.404986 59 151962.035237 60 147325.886265 61 162312.917592 62 158447.077200 63 -61630.907118 64 157606.939025 65 159943.496052 66 80023.827968 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,ISS,MLP,1.0923993587493896,"80 66827.417991 81 70836.368098 82 70252.507163 83 73929.285426 84 84286.834536 85 80771.692560 86 87738.376812 87 83148.369668 88 81019.439173 89 95761.603780 90 93315.634149 91 104227.932590 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,ITBI,XGBoost,1.8491973876953125,"78 24578.609375 79 26006.849609 80 25937.589844 81 21578.654297 82 30908.865234 83 25907.822266 84 42855.777344 85 27254.107422 86 27254.107422 87 42846.394531 88 37874.027344 89 27254.107422 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do ICMS,MLP,0.955394983291626,"80 5.392988e+05 81 5.790952e+05 82 6.301595e+05 83 6.532320e+05 84 6.320104e+05 85 7.358606e+05 86 9.929480e+05 87 8.722806e+05 88 9.586755e+05 89 1.064525e+06 90 1.143733e+06 91 1.205999e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Lindolfo Collor - RS,Cota-Parte do IPVA,XGBoost,1.8827731609344482,"80 142657.343750 81 86525.804688 82 74675.382812 83 80265.078125 84 72377.109375 85 75742.531250 86 92111.710938 87 91291.523438 88 91291.523438 89 90571.953125 90 113364.640625 91 86208.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,IPTU,MLP,2.258319139480591,"96 197864.342613 97 160343.121355 98 115492.674711 99 -27707.310510 100 75801.996648 101 193609.063688 102 127447.729801 103 86773.095316 104 137361.205428 105 164746.122599 106 169986.026981 107 160984.056083 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,ISS,MLP,1.6090929508209229,"96 56286.160245 97 59442.534860 98 60370.828894 99 49316.923322 100 56634.300245 101 55841.845578 102 62503.611075 103 54988.008647 104 63815.382748 105 61874.850511 106 68138.869847 107 53686.593161 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,ITBI,MLP,1.264594316482544,"96 44138.075593 97 49456.692147 98 46310.738313 99 42959.254061 100 49121.841979 101 44879.397472 102 37154.936460 103 45987.241575 104 52146.932320 105 38439.563985 106 34179.034017 107 33595.952910 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do ICMS,MLP,1.138472557067871,"96 682301.077080 97 639994.173262 98 637294.913904 99 686366.793245 100 630374.655309 101 723621.429769 102 744964.716450 103 743804.179969 104 795895.452191 105 825531.275047 106 866206.810515 107 844878.409149 Name: Valor, dtype: float64" Prefeitura Municipal de Iraí - RS,Cota-Parte do IPVA,XGBoost,1.2695302963256836,"96 164417.875000 97 164453.484375 98 197885.062500 99 197885.062500 100 197885.062500 101 206223.062500 102 206223.062500 103 206223.062500 104 206223.062500 105 206223.062500 106 206223.062500 107 201780.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,IPTU,MLP,1.0628252029418945,"89 68861.897135 90 32765.515748 91 8200.489822 92 51913.461094 93 -31682.822632 94 16625.909737 95 87945.323549 96 9983.052499 97 11997.784144 98 51650.041901 99 44389.170291 100 29736.894898 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,ISS,XGBoost,1.830040693283081,"96 18107.876953 97 14404.620117 98 14139.322266 99 12552.793945 100 23779.714844 101 22775.365234 102 17470.394531 103 15694.598633 104 19212.833984 105 19646.402344 106 18872.474609 107 17488.037109 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,ITBI,MLP,0.9978170394897461,"90 18509.135319 91 34223.982923 92 26815.057006 93 27245.174054 94 17167.631992 95 30810.381642 96 35637.806670 97 28665.902456 98 17723.709603 99 30588.377141 100 36552.555672 101 36964.526769 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do ICMS,MLP,1.2085545063018799,"96 557744.951908 97 529558.331292 98 515916.558710 99 567927.212804 100 320659.924797 101 569532.282063 102 607610.049742 103 580499.065607 104 639318.225749 105 642521.222084 106 694106.247258 107 706004.741247 Name: Valor, dtype: float64" Prefeitura Municipal de Centenário - RS,Cota-Parte do IPVA,MLP,2.809870958328247,"95 -113255.207179 96 19808.840775 97 223546.154715 98 -103560.685180 99 47167.219617 100 216690.584552 101 -69428.805631 102 74849.180699 103 196028.592906 104 -42809.260147 105 101833.096478 106 -10642.702224 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,IPTU,XGBoost,1.4502151012420654,"69 1363.891357 70 447.147949 71 356.912445 72 105.531487 73 112.702568 74 88.505531 75 88.505531 76 74.343582 77 1057.737915 78 74.343582 79 1224.153809 80 310.087952 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,ISS,MLP,3.1082310676574707,"88 53574.077880 89 53942.412580 90 52857.066282 91 48397.855279 92 36933.829937 93 50737.623561 94 35696.601537 95 45436.453538 96 48934.200412 97 37731.610796 98 51782.984401 99 43472.537788 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,ITBI,MLP,1.2350785732269287,"76 30060.403637 77 27208.932767 78 25559.001485 79 29464.344535 80 1209.303992 81 36362.992949 82 36863.105166 83 19504.948306 84 14096.837853 85 23941.052956 86 29785.345712 87 27718.265641 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do ICMS,MLP,1.0986742973327637,"88 484329.555647 89 453069.793902 90 450826.612007 91 485636.886217 92 445203.016925 93 511422.235455 94 526497.281774 95 524741.362874 96 562148.191686 97 583551.896311 98 612527.254457 99 597821.577349 Name: Valor, dtype: float64" Prefeitura Municipal de Ponte Preta - RS,Cota-Parte do IPVA,MLP,1.0923290252685547,"87 -18049.048717 88 17352.258834 89 68146.768817 90 5978.257738 91 21165.213950 92 53974.975885 93 43052.745316 94 39134.450332 95 43534.296488 96 46952.185442 97 51554.896994 98 -23854.493296 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,IPTU,MLP,1.087641954421997,"76 48851.219868 77 43091.795066 78 33753.128312 79 41287.155885 80 43902.606813 81 41859.814423 82 -11440.844337 83 12490.701086 84 51739.616123 85 38706.647393 86 34689.140440 87 37155.044576 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,ISS,MLP,1.7134983539581299,"96 13567.018796 97 22172.356177 98 23376.454170 99 22893.130272 100 34244.376456 101 23427.730481 102 26064.393410 103 26680.493213 104 25552.834791 105 27512.298364 106 27828.423502 107 27292.010904 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,ITBI,MLP,1.9259374141693115,"86 6198.572848 87 6546.613614 88 3602.713892 89 -2.149347 90 7633.160997 91 7611.534705 92 5473.794267 93 3302.927653 94 7929.295938 95 8885.367202 96 8180.534225 97 9221.690332 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do ICMS,MLP,2.2996432781219482,"96 364073.558606 97 344613.480783 98 343790.335650 99 373139.702940 100 344957.748396 101 396629.301542 102 410870.327198 103 410619.591951 104 441480.481294 105 460691.967206 106 484963.645826 107 477031.473265 Name: Valor, dtype: float64" Prefeitura Municipal de Três Forquilhas - RS,Cota-Parte do IPVA,XGBoost,2.3084166049957275,"96 71532.937500 97 72584.554688 98 78852.656250 99 79491.210938 100 79167.335938 101 79449.617188 102 86886.640625 103 107413.835938 104 98067.140625 105 109016.593750 106 109016.593750 107 87679.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,IPTU,MLP,1.9133415222167969,"77 7315.264429 78 4030.096976 79 1961.736716 80 -4436.235893 81 7348.107551 82 7543.657659 83 216.983550 84 3987.138491 85 5162.777800 86 4875.777578 87 4889.885780 88 3818.947293 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,ISS,MLP,1.6836011409759521,"95 13110.652294 96 14089.834584 97 13330.191627 98 14889.125173 99 14489.495409 100 6406.319879 101 14074.460092 102 14399.537022 103 13102.578244 104 14784.981709 105 3894.513105 106 11066.116293 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,ITBI,MLP,0.996208906173706,"82 14171.372159 83 20334.855336 84 9616.491572 85 679.650429 86 15885.996168 87 18615.761484 88 15493.760816 89 18231.719593 90 5927.892201 91 16456.023454 92 11714.531656 93 17561.658712 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do ICMS,MLP,1.0188815593719482,"96 348086.906698 97 325332.975768 98 324762.739651 99 354196.685646 100 327706.234550 101 377192.623262 102 390678.721855 103 390194.425669 104 419477.517281 105 437266.557743 106 459897.507991 107 452259.449172 Name: Valor, dtype: float64" Prefeitura Municipal de Benjamin Constant do Sul - RS,Cota-Parte do IPVA,MLP,1.3954682350158691,"96 -9236.650586 97 4838.921908 98 34632.905986 99 2014.033533 100 16826.952656 101 20893.576791 102 22431.818437 103 25591.708195 104 20244.771666 105 24212.270483 106 28331.267016 107 -20281.453682 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,IPTU,MLP,1.2530503273010254,"92 1.327416e+06 93 8.462804e+05 94 -1.011883e+06 95 1.197809e+06 96 1.307431e+06 97 5.807307e+05 98 8.109368e+05 99 7.830988e+05 100 1.100935e+06 101 1.078987e+06 102 8.973759e+05 103 1.125184e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,ISS,MLP,1.0808672904968262,"92 654261.747790 93 707200.960958 94 710395.161974 95 733366.799797 96 760233.671352 97 635293.449362 98 696530.689625 99 634676.992036 100 730482.948118 101 700047.022493 102 669358.234258 103 646316.729246 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,ITBI,MLP,1.8353681564331055,"92 358548.660103 93 604732.876568 94 552807.675138 95 561377.896076 96 499852.863060 97 450729.723736 98 294562.412184 99 518189.809529 100 83118.675819 101 469343.277510 102 404464.536996 103 499315.775393 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do ICMS,MLP,1.4192464351654053,"92 3.639415e+06 93 3.440767e+06 94 3.444935e+06 95 3.692028e+06 96 3.394995e+06 97 3.880695e+06 98 4.001163e+06 99 4.000236e+06 100 4.278955e+06 101 4.449109e+06 102 4.656105e+06 103 4.570639e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Lourenço do Sul - RS,Cota-Parte do IPVA,MLP,1.8820347785949707,"92 -3.544885e+04 93 5.829754e+05 94 1.041207e+06 95 1.103254e+05 96 7.663377e+05 97 1.041867e+06 98 9.554887e+05 99 1.136885e+06 100 1.156020e+06 101 1.253237e+06 102 1.344686e+06 103 -1.655699e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,IPTU,MLP,1.7784349918365479,"76 61009.066484 77 33666.151018 78 -58833.517098 79 57556.527826 80 67323.646199 81 11106.226693 82 26038.636367 83 46045.125947 84 48261.485664 85 43371.121086 86 39221.335556 87 46920.592839 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,ISS,MLP,2.239039182662964,"92 27152.914225 93 26861.127074 94 22943.295565 95 22640.144956 96 26709.057572 97 22563.697778 98 24138.668598 99 26059.419099 100 7243.467386 101 23139.064824 102 28856.306639 103 22567.693411 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,ITBI,XGBoost,1.1369569301605225,"78 29293.611328 79 30758.578125 80 5700.645996 81 31572.160156 82 19143.412109 83 32511.257812 84 16188.166992 85 16620.021484 86 30235.419922 87 32511.257812 88 33125.148438 89 29506.960938 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do ICMS,MLP,0.8946480751037598,"89 595841.959091 90 538786.693578 91 541073.825675 92 632728.373448 93 580908.065550 94 666526.777971 95 688986.605435 96 685738.006023 97 741006.176019 98 772543.923535 99 810875.489720 100 790462.439461 Name: Valor, dtype: float64" Prefeitura Municipal de Ipiranga do Sul - RS,Cota-Parte do IPVA,MLP,1.3607449531555176,"89 56672.139048 90 19928.137803 91 -1065.875259 92 33596.758125 93 83278.923887 94 53898.081418 95 57294.325032 96 75665.503097 97 75421.242323 98 78021.636853 99 79018.820183 100 -50872.826209 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,IPTU,XGBoost,1.214390516281128,"93 55262.246094 94 42089.140625 95 21053.509766 96 11514.845703 97 11576.355469 98 18059.291016 99 15334.379883 100 18110.828125 101 12508.598633 102 11243.810547 103 18245.296875 104 18168.207031 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,ISS,XGBoost,1.6405770778656006,"96 54231.746094 97 59655.710938 98 59494.351562 99 59543.042969 100 43171.421875 101 43083.667969 102 58598.562500 103 46339.535156 104 43006.300781 105 42838.511719 106 44606.039062 107 44606.039062 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,ITBI,MLP,0.9614589214324951,"93 21293.570188 94 25183.149879 95 17039.871844 96 22254.885904 97 -1313.919314 98 16619.980650 99 26985.998778 100 17769.266018 101 21186.857244 102 26875.281343 103 19759.331640 104 30144.766258 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do ICMS,MLP,1.4523704051971436,"96 636146.625383 97 565196.981240 98 587331.650798 99 633918.427555 100 597125.229458 101 671217.626645 102 736220.456354 103 649543.907311 104 733790.762483 105 765736.044489 106 789180.733220 107 777576.694312 Name: Valor, dtype: float64" Prefeitura Municipal de Boqueirão do Leão - RS,Cota-Parte do IPVA,MLP,2.060634136199951,"96 2973.626059 97 49491.036174 98 132215.726197 99 35472.814506 100 57350.061030 101 121069.291083 102 127571.498739 103 129092.894771 104 126604.486945 105 139307.498839 106 148759.525606 107 -31082.504008 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,IPTU,SARIMAX,2.394692897796631,"96 1313023.500 97 1165472.625 98 1345739.125 99 1747427.875 100 1131624.625 101 1323164.125 102 1564962.000 103 1294841.750 104 1123981.000 105 1575919.500 106 1579401.500 107 1131390.625 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,ISS,XGBoost,1.0707757472991943,"96 755294.8125 97 659513.3125 98 676235.7500 99 743808.5625 100 718927.8125 101 669392.8125 102 707321.6250 103 687400.9375 104 708135.5000 105 705476.3125 106 655766.0000 107 659563.0000 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,ITBI,MLP,1.0666892528533936,"96 1.354336e+06 97 1.379155e+06 98 1.361087e+06 99 1.482876e+06 100 1.427986e+06 101 1.563218e+06 102 1.422691e+06 103 1.424303e+06 104 1.527328e+06 105 1.480900e+06 106 1.622438e+06 107 1.567483e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do ICMS,XGBoost,1.0565884113311768,"94 1477819.375 95 1379359.750 96 1395410.000 97 1472763.875 98 1428833.500 99 1418028.250 100 1417340.875 101 1417020.875 102 1418730.375 103 1478283.625 104 1477852.250 105 1404815.625 Name: Valor, dtype: float64" Prefeitura Municipal de Tramandaí - RS,Cota-Parte do IPVA,MLP,1.2231512069702148,"95 3.657061e+05 96 6.123417e+05 97 7.446135e+05 98 2.657391e+05 99 4.857317e+05 100 7.733822e+05 101 7.773251e+05 102 8.741172e+05 103 1.017938e+06 104 1.034395e+06 105 1.145950e+06 106 6.361867e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,IPTU,MLP,2.4978930950164795,"88 24015.427013 89 -3912.991073 90 -7203.504480 91 29510.702744 92 24483.830037 93 19567.038247 94 20530.771043 95 23551.832869 96 26649.916689 97 26479.902232 98 25641.090900 99 20011.333185 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,ISS,XGBoost,3.339902400970459,"88 6900.036621 89 7280.368164 90 8896.808594 91 6714.529785 92 6900.036621 93 11765.456055 94 11773.615234 95 12676.934570 96 12676.934570 97 13107.254883 98 13107.254883 99 11227.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,ITBI,MLP,2.9539880752563477,"88 16019.754935 89 17888.014816 90 11682.114801 91 16219.442660 92 8080.909959 93 17228.481883 94 10166.957809 95 14113.898288 96 16137.744285 97 11172.173075 98 7280.365416 99 15905.955368 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do ICMS,MLP,1.2634341716766357,"88 382024.333258 89 361828.951265 90 361173.551865 91 385652.841792 92 354286.847329 93 404453.460921 94 416078.219320 95 416321.339636 96 443972.706282 97 461020.442000 98 482070.639402 99 471930.871788 Name: Valor, dtype: float64" Prefeitura Municipal de Toropi - RS,Cota-Parte do IPVA,MLP,1.1765570640563965,"88 4915.484198 89 14972.339520 90 50931.531725 91 18490.995113 92 49989.835992 93 47886.183099 94 43137.697645 95 53819.439220 96 54515.378956 97 59200.804019 98 60671.811376 99 -19190.727502 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,IPTU,XGBoost,1.4935462474822998,"74 2509.171631 75 3066.904053 76 5120.188477 77 6603.850098 78 3927.130859 79 3835.364746 80 3073.617676 81 3314.742188 82 3472.492920 83 3327.333984 84 3356.122803 85 3757.152832 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,ISS,XGBoost,1.0142064094543457,"96 30405.326172 97 39571.566406 98 36032.636719 99 38513.285156 100 32386.810547 101 39027.582031 102 38923.820312 103 34649.832031 104 40904.429688 105 39504.484375 106 39582.062500 107 34803.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,ITBI,MLP,1.2364611625671387,"89 9944.123022 90 7825.486307 91 8567.148934 92 5634.833668 93 9331.218941 94 10707.893906 95 7215.829846 96 7491.409880 97 9369.455799 98 5823.300123 99 11674.241822 100 6280.704917 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do ICMS,XGBoost,1.098872184753418,"96 863003.0000 97 826984.3125 98 754340.8750 99 854866.4375 100 780794.8750 101 853252.7500 102 851498.2500 103 818789.5000 104 854984.9375 105 881497.6875 106 878879.1875 107 752320.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Boa Vista do Sul - RS,Cota-Parte do IPVA,SARIMAX,2.206468105316162,"96 195813.890625 97 199779.968750 98 201324.109375 99 201382.062500 100 201382.062500 101 247926.421875 102 275572.531250 103 275572.531250 104 275572.531250 105 275572.531250 106 275572.531250 107 261673.687500 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,IPTU,XGBoost,1.0840842723846436,"93 116623.367188 94 95587.906250 95 94244.867188 96 95231.156250 97 65950.843750 98 60316.679688 99 52416.503906 100 77498.828125 101 47198.777344 102 46690.921875 103 118240.882812 104 47257.574219 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,ISS,MLP,1.0852506160736084,"96 242104.639485 97 254189.786607 98 245193.032765 99 251425.855411 100 265467.942994 101 247951.760038 102 270408.348598 103 252074.767306 104 310188.539674 105 270710.469545 106 271831.209473 107 319379.135463 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,ITBI,MLP,1.171924352645874,"96 -85278.393335 97 -5136.451015 98 532370.523229 99 174913.326759 100 211688.437180 101 248498.466152 102 190090.126805 103 349984.171119 104 249420.995338 105 -359577.113329 106 389700.420137 107 119039.536743 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do ICMS,MLP,1.0375957489013672,"96 1.745847e+06 97 1.644174e+06 98 1.641464e+06 99 1.772269e+06 100 1.635992e+06 101 1.877627e+06 102 1.938131e+06 103 1.941000e+06 104 2.077982e+06 105 2.158554e+06 106 2.267297e+06 107 2.220002e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Augusto - RS,Cota-Parte do IPVA,XGBoost,1.2418229579925537,"96 394828.68750 97 444191.87500 98 430271.84375 99 433881.50000 100 433881.50000 101 400793.56250 102 401089.43750 103 418015.21875 104 503565.71875 105 493635.06250 106 551283.37500 107 461238.18750 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,IPTU,MLP,3.3702478408813477,"96 35192.874523 97 29100.966784 98 24956.289523 99 36818.137708 100 33619.982766 101 4989.462466 102 -9530.541716 103 35550.173288 104 38597.934887 105 24717.099789 106 29135.746273 107 33278.224371 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,ISS,XGBoost,1.568972110748291,"96 29240.718750 97 17573.908203 98 29647.539062 99 26800.162109 100 31397.675781 101 19076.923828 102 28514.294922 103 31397.675781 104 44638.082031 105 36453.824219 106 44638.082031 107 34363.058594 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,ITBI,XGBoost,2.1373934745788574,"96 6183.089355 97 63539.617188 98 7637.737305 99 11212.677734 100 35881.484375 101 26763.064453 102 34773.425781 103 36251.718750 104 40445.039062 105 8118.979492 106 60019.039062 107 5725.823242 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do ICMS,MLP,1.0790276527404785,"96 744135.703543 97 695271.318708 98 686955.532915 99 748954.310145 100 675341.177785 101 782657.430872 102 809672.015222 103 803746.911239 104 861758.870748 105 847335.204692 106 927365.059232 107 953344.488393 Name: Valor, dtype: float64" Prefeitura Municipal de Itacurubi - RS,Cota-Parte do IPVA,MLP,0.9614601135253906,"96 14385.534336 97 21372.452233 98 23969.828228 99 -3903.477071 100 23442.686517 101 30474.589003 102 34086.959120 103 34338.335361 104 40077.645665 105 40369.642388 106 45748.169251 107 -6511.784014 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,IPTU,XGBoost,1.684926986694336,"95 249332.062500 96 298699.500000 97 310158.031250 98 260666.609375 99 246598.578125 100 260075.718750 101 273259.937500 102 238804.812500 103 238804.812500 104 235430.421875 105 243378.718750 106 248261.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,ISS,MLP,1.2675189971923828,"96 547433.246669 97 539001.264720 98 535167.417513 99 584998.088098 100 575677.853297 101 554594.344067 102 616574.663375 103 622090.465230 104 584361.358909 105 665555.726289 106 747254.155597 107 767683.274470 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,ITBI,MLP,1.0137507915496826,"96 251582.792986 97 199731.520383 98 240826.618471 99 225876.143255 100 237636.527147 101 264845.996150 102 260646.186557 103 160383.860998 104 270672.803149 105 222159.335511 106 248122.747075 107 226027.248789 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do ICMS,MLP,1.0389480590820312,"96 1.525773e+06 97 1.418470e+06 98 1.410342e+06 99 1.531835e+06 100 1.408506e+06 101 1.619843e+06 102 1.656900e+06 103 1.634155e+06 104 1.775825e+06 105 1.838777e+06 106 1.929771e+06 107 1.883966e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Getúlio Vargas - RS,Cota-Parte do IPVA,MLP,1.1996638774871826,"95 -186690.079640 96 -150501.491622 97 752837.315102 98 433193.903905 99 478434.412351 100 305726.669390 101 815046.506739 102 803158.752989 103 764281.906069 104 828055.931115 105 854522.543880 106 -257792.003714 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,IPTU,MLP,1.7649319171905518,"84 551286.309228 85 -207059.924461 86 261924.590244 87 477211.581142 88 233588.167489 89 346230.577643 90 318290.533354 91 378871.782561 92 478488.865657 93 412758.504617 94 454598.635996 95 492781.516829 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,ISS,MLP,1.4769597053527832,"84 626656.052776 85 725165.460852 86 869924.035030 87 870113.597194 88 891137.769020 89 919698.200328 90 931647.719681 91 897576.674705 92 910554.793581 93 747662.883477 94 691916.486528 95 736128.475505 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,ITBI,XGBoost,2.038987874984741,"84 323760.468750 85 232527.640625 86 393687.968750 87 338866.343750 88 321971.187500 89 215000.078125 90 205870.781250 91 170224.734375 92 343282.250000 93 350360.906250 94 139757.828125 95 199315.484375 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do ICMS,MLP,1.8687329292297363,"82 2.746148e+06 83 2.746949e+06 84 2.740819e+06 85 2.942551e+06 86 2.741193e+06 87 3.121688e+06 88 3.219020e+06 89 3.214094e+06 90 3.431906e+06 91 3.554243e+06 92 3.712064e+06 93 3.653956e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Encruzilhada do Sul - RS,Cota-Parte do IPVA,XGBoost,1.0685372352600098,"67 162819.281250 68 187728.515625 69 165435.625000 70 155762.125000 71 174886.843750 72 165311.453125 73 163646.046875 74 156399.203125 75 199253.671875 76 204267.843750 77 205499.093750 78 147596.328125 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,IPTU,MLP,1.138601541519165,"91 34882.753005 92 20724.158914 93 11314.931615 94 -5096.340247 95 26289.020467 96 25833.952678 97 20992.995711 98 13253.229239 99 22613.540418 100 30721.841433 101 28405.547432 102 29874.691373 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,ISS,MLP,1.5391483306884766,"96 30742.431719 97 25702.730948 98 26035.505944 99 25853.854418 100 32720.221848 101 26865.498619 102 31888.130278 103 34745.575111 104 32308.473253 105 36417.068019 106 37979.692241 107 30777.901598 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,ITBI,MLP,1.5354084968566895,"96 29307.366905 97 31340.862072 98 27650.854766 99 29596.042631 100 21034.840818 101 28894.868140 102 1941.350321 103 22983.863818 104 35470.378083 105 32299.258319 106 35799.522593 107 38912.240735 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do ICMS,MLP,0.9968242645263672,"96 563314.060152 97 524170.910894 98 518258.686225 99 564840.619639 100 517442.663706 101 594335.269401 102 612228.554857 103 596936.700254 104 658674.150992 105 682225.563069 106 701625.390674 107 691669.590650 Name: Valor, dtype: float64" Prefeitura Municipal de Lagoão - RS,Cota-Parte do IPVA,MLP,1.4050219058990479,"93 17661.115238 94 28199.152527 95 62405.758672 96 17041.767632 97 38353.476305 98 51018.016685 99 58363.899497 100 65983.833873 101 60244.288177 102 64695.401778 103 77555.314169 104 3737.257860 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,IPTU,MLP,2.4033005237579346,"92 32025.959061 93 24411.806552 94 12349.963650 95 21969.219429 96 -30995.154882 97 32840.579493 98 37888.484249 99 3612.334607 100 16302.636998 101 22719.405595 102 29121.366248 103 24938.926471 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,ISS,XGBoost,3.8752455711364746,"96 6399.458984 97 9318.797852 98 6447.185547 99 6449.833496 100 8403.605469 101 6836.081543 102 6621.401367 103 7699.132324 104 6828.989746 105 6871.404297 106 6618.804199 107 6207.875977 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,ITBI,XGBoost,1.9499194622039795,"96 6636.753906 97 7482.928711 98 7089.921875 99 6669.944824 100 9142.897461 101 5291.726074 102 10176.357422 103 5948.896973 104 6569.985352 105 9717.515625 106 2780.947998 107 9614.810547 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do ICMS,MLP,0.9459638595581055,"96 388288.612242 97 364041.912744 98 362937.458073 99 392841.087803 100 362117.315041 101 416071.955732 102 429431.454040 103 429200.513215 104 460054.556669 105 478186.797803 106 502525.731312 107 491773.334538 Name: Valor, dtype: float64" Prefeitura Municipal de Sete de Setembro - RS,Cota-Parte do IPVA,MLP,1.8685939311981201,"95 1368.919803 96 -11572.305380 97 25685.598657 98 12363.241265 99 14645.598244 100 16915.654993 101 23803.118788 102 34115.900208 103 29410.616322 104 31221.546341 105 32976.252157 106 -2199.268511 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,IPTU,MLP,1.7764892578125,"86 11801.008506 87 9118.729482 88 -6399.764081 89 7690.706572 90 15234.712942 91 10081.955398 92 11130.710892 93 8810.454209 94 12800.388538 95 15420.296543 96 6700.700269 97 13120.261043 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,ISS,MLP,1.8423936367034912,"92 41735.736877 93 38256.948082 94 40007.294517 95 39587.511989 96 39824.574153 97 39451.008722 98 40286.856335 99 37422.588989 100 36970.903613 101 37407.354600 102 37334.753660 103 25896.647361 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,ITBI,MLP,1.0798430442810059,"90 17004.760812 91 23021.327323 92 20588.539044 93 23572.108249 94 14217.664981 95 14788.129676 96 26614.175677 97 8083.135691 98 13679.789948 99 19190.305506 100 17742.662402 101 25609.996072 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do ICMS,MLP,1.832456111907959,"92 528424.235556 93 499807.413163 94 494585.727219 95 531798.240750 96 485155.747936 97 556919.346075 98 573076.095891 99 570597.395581 100 610477.438362 101 633107.789547 102 664063.670781 103 653389.666516 Name: Valor, dtype: float64" Prefeitura Municipal de Cristal do Sul - RS,Cota-Parte do IPVA,MLP,2.2489492893218994,"91 1012.232768 92 27319.252581 93 36110.153141 94 9015.914682 95 19188.297454 96 36790.942912 97 43565.994684 98 41117.265012 99 43078.827746 100 48190.056995 101 51838.584068 102 17420.394409 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,IPTU,MLP,1.8118114471435547,"73 92682.948070 74 65671.205565 75 36638.728029 76 -55349.478007 77 102536.997487 78 96472.648584 79 28536.125603 80 50354.393541 81 78427.982474 82 81705.735924 83 69479.180098 84 55746.345471 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,ISS,SES,1.579768419265747,"96 46869.089844 97 48560.609375 98 53683.898438 99 54187.734375 100 54099.796875 101 55865.464844 102 49502.375000 103 54847.566406 104 55777.527344 105 50943.898438 106 54847.566406 107 45527.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,ITBI,XGBoost,1.1264231204986572,"94 82872.656250 95 98862.914062 96 150080.828125 97 145823.375000 98 167864.000000 99 167961.078125 100 166685.562500 101 96156.351562 102 170191.546875 103 173101.734375 104 141091.421875 105 103459.828125 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do ICMS,MLP,1.130629301071167,"96 1.321975e+06 97 1.223358e+06 98 1.349182e+06 99 1.451082e+06 100 1.355974e+06 101 1.438319e+06 102 1.469593e+06 103 1.471407e+06 104 1.562399e+06 105 1.613779e+06 106 1.677789e+06 107 1.616232e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Coronel Bicaco - RS,Cota-Parte do IPVA,XGBoost,1.145315408706665,"96 211668.578125 97 216929.437500 98 237975.875000 99 245923.812500 100 245923.812500 101 257918.328125 102 266368.875000 103 266368.875000 104 266368.875000 105 266368.875000 106 236489.906250 107 216094.312500 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,IPTU,XGBoost,1.7171061038970947,"84 11987.685547 85 9631.264648 86 10393.500977 87 8374.604492 88 12226.572266 89 12220.044922 90 8294.642578 91 9250.670898 92 12341.275391 93 12465.716797 94 12463.105469 95 12462.554688 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,ISS,MLP,1.1127784252166748,"84 40584.337657 85 53694.625499 86 52755.375436 87 49477.258862 88 57779.503192 89 64015.618619 90 58084.928792 91 36624.343951 92 21653.042945 93 61133.939386 94 51819.565327 95 49550.951437 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,ITBI,MLP,1.1981160640716553,"84 41075.291516 85 42568.854048 86 49930.776314 87 51221.140575 88 46638.993509 89 40740.414543 90 30053.560217 91 53027.336828 92 47129.447654 93 30069.609176 94 37283.777088 95 21935.965987 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do ICMS,MLP,1.2820713520050049,"84 747930.462744 85 734594.025913 86 699487.134681 87 804081.777715 88 787506.261398 89 815659.577703 90 663237.038435 91 773047.043415 92 872721.158247 93 848074.331125 94 825005.855790 95 826730.876831 Name: Valor, dtype: float64" Prefeitura Municipal de Cerrito - RS,Cota-Parte do IPVA,XGBoost,1.643038034439087,"84 123307.804688 85 123401.539062 86 125962.351562 87 125897.671875 88 125962.351562 89 114720.445312 90 121075.968750 91 121075.968750 92 121075.968750 93 121075.968750 94 121075.968750 95 121011.289062 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,IPTU,XGBoost,2.2340197563171387,"83 40974.570312 84 42251.867188 85 42251.867188 86 42224.101562 87 42536.750000 88 42536.750000 89 40677.093750 90 40534.875000 91 44546.347656 92 44853.992188 93 44853.992188 94 44853.992188 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,ISS,MLP,1.482590913772583,"96 141398.373582 97 151863.935767 98 141532.842773 99 137350.155012 100 157546.735358 101 163424.568966 102 152176.033839 103 174069.551851 104 115602.303523 105 120384.199774 106 117866.200214 107 114434.781786 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,ITBI,MLP,1.819481372833252,"96 18021.073125 97 43570.809590 98 49292.259190 99 10455.730673 100 55600.126462 101 44568.050773 102 46501.978798 103 79014.183829 104 59743.966435 105 34592.549337 106 75547.044604 107 -56325.635373 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do ICMS,MLP,1.1069679260253906,"96 347243.135354 97 332014.432264 98 323432.540169 99 355209.063791 100 333485.403777 101 369045.450580 102 386437.004082 103 386037.855664 104 412508.843248 105 450239.901987 106 435402.742900 107 440532.213953 Name: Valor, dtype: float64" Prefeitura Municipal de São João do Polêsine - RS,Cota-Parte do IPVA,MLP,1.101222038269043,"96 -51501.618627 97 19489.185363 98 142053.686810 99 29322.195408 100 47467.733676 101 96839.261398 102 87667.359699 103 80184.447736 104 76591.653914 105 99220.176030 106 104187.902722 107 -77510.042214 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,IPTU,MLP,1.4496886730194092,"84 67783.866284 85 68540.435707 86 24554.030466 87 42459.339098 88 61718.880650 89 36396.965862 90 40778.727783 91 45547.265029 92 -27858.817302 93 56481.041534 94 75139.909075 95 30896.576372 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,ISS,XGBoost,1.343780755996704,"88 21178.800781 89 22394.207031 90 22394.207031 91 22394.207031 92 22390.111328 93 22394.207031 94 22390.111328 95 22394.207031 96 22394.207031 97 22394.207031 98 22398.205078 99 22398.205078 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,ITBI,MLP,1.0069973468780518,"86 75922.381994 87 75301.019571 88 63623.377452 89 60839.139247 90 33763.470292 91 85819.112470 92 52866.425245 93 61028.926899 94 93293.870753 95 67086.153989 96 85999.429995 97 81715.626331 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do ICMS,MLP,1.7072727680206299,"88 524442.354565 89 496835.001733 90 501362.950571 91 550456.005105 92 517915.397072 93 597390.690202 94 626728.968413 95 633823.279895 96 686023.699280 97 723414.170134 98 766906.758323 99 771339.663484 Name: Valor, dtype: float64" Prefeitura Municipal de Nicolau Vergueiro - RS,Cota-Parte do IPVA,MLP,2.717456340789795,"87 7822.992559 88 18124.455619 89 46499.399220 90 12494.712746 91 27642.393985 92 45866.217380 93 51540.697057 94 52720.236888 95 52594.243078 96 56166.276709 97 64789.139520 98 7362.931782 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,IPTU,MLP,2.507528066635132,"96 106284.101140 97 105759.209114 98 9564.036530 99 -65865.005892 100 121405.229033 101 121686.465335 102 63293.074934 103 80958.136667 104 81443.383460 105 109742.154063 106 98083.353826 107 98084.769640 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,ISS,MLP,2.470658302307129,"96 39210.217874 97 38907.640896 98 40115.315274 99 35825.747773 100 37793.653989 101 39633.107569 102 37721.280253 103 43509.557816 104 40134.651865 105 36327.788225 106 47062.422371 107 44432.968831 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,ITBI,XGBoost,1.7224740982055664,"94 8955.529297 95 9152.255859 96 1830.967773 97 5101.647461 98 5309.213867 99 1592.875732 100 4724.755859 101 5031.483398 102 4385.233887 103 4749.743164 104 3971.108154 105 1605.647827 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do ICMS,XGBoost,1.0962347984313965,"96 376967.62500 97 348825.50000 98 348503.75000 99 367970.06250 100 316900.87500 101 328095.28125 102 325762.65625 103 298470.96875 104 331900.62500 105 344930.31250 106 347168.46875 107 325126.06250 Name: Valor, dtype: float64" Prefeitura Municipal de Riozinho - RS,Cota-Parte do IPVA,SARIMAX,1.1992261409759521,"95 84123.671875 96 91619.976562 97 91619.976562 98 91619.976562 99 91619.976562 100 46125.628906 101 46276.417969 102 50957.300781 103 50957.300781 104 50957.300781 105 51005.312500 106 44579.601562 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,IPTU,MLP,1.1728239059448242,"77 29695.711950 78 21528.557891 79 12308.322901 80 9028.693573 81 -14686.388066 82 36254.462651 83 29856.863842 84 7203.811289 85 20747.964467 86 24871.855554 87 25872.239303 88 22954.264851 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,ISS,MLP,1.9327950477600098,"92 33163.901293 93 36801.469995 94 35292.781293 95 37110.320291 96 40936.153555 97 42400.347550 98 45139.774901 99 38312.817000 100 37032.327539 101 44608.890011 102 40815.150560 103 32385.614310 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,ITBI,MLP,1.7662136554718018,"87 22612.928902 88 24424.443627 89 17573.480833 90 18937.576872 91 23388.947227 92 18889.026000 93 17061.297768 94 10900.661185 95 5174.152396 96 20371.015690 97 25633.507926 98 21510.514472 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do ICMS,MLP,1.0731308460235596,"92 452637.121445 93 427598.503940 94 429870.025757 95 457300.591859 96 421806.665774 97 483014.692669 98 496146.694928 99 534279.712592 100 540232.152615 101 562471.466181 102 593501.682860 103 579307.705348 Name: Valor, dtype: float64" Prefeitura Municipal de Mormaço - RS,Cota-Parte do IPVA,MLP,1.3725624084472656,"91 17880.799377 92 45422.998167 93 61993.337899 94 26397.507574 95 47851.069246 96 65172.859445 97 70919.058638 98 29824.645471 99 77246.327467 100 91066.004720 101 86144.839003 102 20436.777549 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,IPTU,MLP,2.0104546546936035,"87 -41985.950148 88 100123.674778 89 65544.667748 90 2283.217066 91 77602.611882 92 63484.383819 93 43947.169842 94 66661.279174 95 60160.701089 96 60951.642859 97 72520.661142 98 47892.668783 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,ISS,XGBoost,2.533057689666748,"88 190799.281250 89 188828.781250 90 112561.570312 91 168851.156250 92 191483.593750 93 148251.906250 94 177185.906250 95 187334.437500 96 146392.703125 97 140741.921875 98 150200.250000 99 130391.257812 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,ITBI,XGBoost,1.5718581676483154,"88 20720.886719 89 20587.261719 90 8807.962891 91 22516.373047 92 22679.035156 93 8631.136719 94 6804.020020 95 19440.716797 96 22107.142578 97 21250.476562 98 9171.439453 99 6498.309570 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do ICMS,MLP,0.9778602123260498,"88 8.516033e+05 89 8.041402e+05 90 8.541109e+05 91 8.887250e+05 92 9.790605e+05 93 1.124772e+06 94 1.064226e+06 95 1.100177e+06 96 1.195388e+06 97 1.259289e+06 98 1.363239e+06 99 9.684017e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Pedro Osório - RS,Cota-Parte do IPVA,MLP,1.2985725402832031,"88 26575.099552 89 63830.810241 90 102917.474802 91 59197.256194 92 78885.405834 93 87846.475025 94 108705.144147 95 126496.938598 96 122751.800545 97 132582.928670 98 143131.066753 99 30653.362065 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,IPTU,MLP,0.9733648300170898,"91 49436.321530 92 46691.857838 93 39551.046276 94 18197.222214 95 -13434.988358 96 43335.062470 97 47897.084392 98 32375.225923 99 39797.309854 100 46744.266526 101 52094.952999 102 52442.533697 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,ISS,XGBoost,1.2365145683288574,"96 84170.343750 97 82433.484375 98 90761.515625 99 91745.773438 100 90835.640625 101 90691.296875 102 102048.289062 103 102006.507812 104 102048.289062 105 102006.507812 106 102006.507812 107 92674.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,ITBI,MLP,1.0807900428771973,"86 97742.800756 87 46211.152976 88 86062.940898 89 31746.848247 90 119522.358987 91 108309.517965 92 82158.086148 93 70379.772818 94 69843.944280 95 126727.119591 96 124587.261934 97 20313.347467 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do ICMS,MLP,1.5474491119384766,"96 1.083136e+06 97 1.012828e+06 98 1.015333e+06 99 1.092867e+06 100 1.006976e+06 101 1.156761e+06 102 1.190636e+06 103 1.189398e+06 104 1.277668e+06 105 1.320198e+06 106 1.390427e+06 107 1.347516e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Coxilha - RS,Cota-Parte do IPVA,MLP,0.9427840709686279,"96 -5978.463938 97 27206.845781 98 147260.527216 99 593.972020 100 93841.617919 101 119224.670939 102 83783.614793 103 131970.814176 104 124332.048979 105 127091.396594 106 139930.484298 107 -62593.357248 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,IPTU,MLP,1.8377094268798828,"87 77512.154280 88 88492.198238 89 74016.234986 90 79525.823505 91 83837.083379 92 -33129.493997 93 -17225.198837 94 87967.531993 95 74903.441006 96 54271.940419 97 61482.169218 98 78599.145843 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,ISS,XGBoost,1.9705133438110352,"96 32550.654297 97 33969.953125 98 25889.421875 99 32550.654297 100 33952.375000 101 25889.421875 102 32477.638672 103 25889.421875 104 28553.253906 105 29113.060547 106 27112.685547 107 27133.955078 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,ITBI,MLP,1.9006834030151367,"95 53884.046710 96 79279.115752 97 113521.255594 98 111250.034344 99 123385.230180 100 86288.378202 101 88771.277185 102 122677.453016 103 126123.129617 104 105081.119271 105 112794.016518 106 72923.736148 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do ICMS,XGBoost,1.690307855606079,"96 1.021739e+06 97 1.009654e+06 98 9.200458e+05 99 1.011598e+06 100 8.780682e+05 101 9.982790e+05 102 1.012608e+06 103 1.010105e+06 104 1.010799e+06 105 1.034141e+06 106 1.035219e+06 107 1.015938e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Fortaleza dos Valos - RS,Cota-Parte do IPVA,XGBoost,1.721252679824829,"96 183746.078125 97 97335.625000 98 108065.585938 99 161999.828125 100 108130.664062 101 107556.093750 102 107433.835938 103 161352.140625 104 161250.921875 105 230411.343750 106 181437.406250 107 173597.890625 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,IPTU,MLP,1.0389893054962158,"67 39250.123657 68 48671.843926 69 43608.384568 70 48146.316005 71 43453.407162 72 -12837.793953 73 48561.156275 74 54595.717940 75 44222.290686 76 50591.319780 77 47040.874957 78 60616.464578 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,ISS,MLP,1.4043824672698975,"72 27164.463060 73 31984.129325 74 29939.013868 75 32396.869204 76 33434.847206 77 28283.654983 78 37121.372083 79 34329.887967 80 29591.923517 81 35099.128622 82 37008.530731 83 28924.997939 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,ITBI,MLP,1.5690319538116455,"71 24322.540278 72 19314.537924 73 27266.984961 74 20872.870929 75 20033.843211 76 23117.839977 77 17364.479809 78 19748.195119 79 26819.295124 80 25293.957379 81 31825.656035 82 26951.615403 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do ICMS,MLP,1.0319430828094482,"72 651649.201168 73 605814.517377 74 602096.016427 75 654359.217673 76 601654.764026 77 692542.497941 78 713609.309123 79 710387.747167 80 761028.884768 81 791416.550665 82 831133.774641 83 810223.011418 Name: Valor, dtype: float64" Prefeitura Municipal de Caraá - RS,Cota-Parte do IPVA,MLP,1.1447293758392334,"72 30867.401533 73 16809.547384 74 99135.783844 75 18623.769476 76 68221.223427 77 110789.186253 78 82230.476768 79 95089.237539 80 107067.536152 81 112250.060878 82 113097.265315 83 -1549.463844 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,IPTU,SARIMAX,1.4303278923034668,"83 221803.437500 84 220234.093750 85 93631.046875 86 118895.039062 87 118595.070312 88 92898.132812 89 118595.070312 90 217647.187500 91 127713.867188 92 93331.085938 93 129085.335938 94 93331.085938 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,ISS,XGBoost,1.0234782695770264,"84 252655.203125 85 234253.781250 86 240595.000000 87 240918.843750 88 240918.843750 89 269220.437500 90 269220.437500 91 269220.437500 92 243115.765625 93 269220.437500 94 293693.125000 95 269220.437500 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,ITBI,MLP,0.9859750270843506,"80 33657.301664 81 63274.565587 82 56834.005450 83 76942.424039 84 43343.962301 85 -8394.251992 86 26616.138112 87 29318.945942 88 59828.295168 89 61129.544079 90 -44725.634336 91 44648.514026 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do ICMS,XGBoost,1.0519061088562012,"96 524078.31250 97 483711.34375 98 480447.12500 99 523238.81250 100 456285.59375 101 491674.46875 102 503959.15625 103 482747.18750 104 493674.62500 105 506007.68750 106 535672.18750 107 472990.34375 Name: Valor, dtype: float64" Prefeitura Municipal de Capela de Santana - RS,Cota-Parte do IPVA,XGBoost,1.7643613815307617,"96 182704.171875 97 209581.781250 98 209620.562500 99 175065.015625 100 175026.234375 101 209849.609375 102 209888.390625 103 212030.937500 104 212030.937500 105 199204.093750 106 199204.093750 107 177189.250000 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,IPTU,XGBoost,1.165151596069336,"93 77306.187500 94 62704.464844 95 67954.523438 96 67676.921875 97 67875.125000 98 67968.968750 99 67968.968750 100 35952.398438 101 35872.656250 102 47294.917969 103 62055.328125 104 67484.390625 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,ISS,HWES,1.7244176864624023,"96 66027.593750 97 66716.242188 98 61415.320312 99 67210.171875 100 66928.812500 101 65217.496094 102 65313.843750 103 65264.839844 104 65264.839844 105 65264.839844 106 69554.929688 107 64430.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,ITBI,XGBoost,2.8658173084259033,"94 15599.497070 95 23011.582031 96 23097.935547 97 13741.213867 98 15221.383789 99 15188.242188 100 9604.390625 101 20932.816406 102 26498.130859 103 11286.469727 104 20276.359375 105 20319.292969 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do ICMS,MLP,1.040689468383789,"96 1.035565e+06 97 9.613551e+05 98 9.568783e+05 99 1.038952e+06 100 9.531063e+05 101 1.097019e+06 102 1.131189e+06 103 1.122341e+06 104 1.204831e+06 105 1.251699e+06 106 1.311280e+06 107 1.281294e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Imigrante - RS,Cota-Parte do IPVA,MLP,1.1510841846466064,"96 -86044.187271 97 26473.338932 98 174761.436453 99 -9272.323383 100 57569.834016 101 111209.879936 102 75295.126074 103 90693.463578 104 82491.777526 105 94236.222996 106 107348.329245 107 -86940.823581 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,IPTU,AR,1.2319276332855225,"60 5326.735352 61 8203.810547 62 8192.361328 63 6764.726562 64 6736.965332 65 7257.143066 66 7257.143066 67 7852.937500 68 7852.937500 69 7837.990234 70 7871.277832 71 7871.277832 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,ISS,XGBoost,1.4444456100463867,"60 6931.367676 61 6867.134277 62 6714.089355 63 6895.036133 64 6883.026855 65 6749.051270 66 7935.273438 67 6769.918945 68 6671.626953 69 6852.949219 70 6711.460938 71 6889.147461 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,ITBI,MLP,1.1991486549377441,"60 40937.901353 61 50279.228346 62 21150.568805 63 26150.506499 64 13865.086915 65 38620.416209 66 44268.141040 67 7698.223035 68 -37076.533482 69 34963.712720 70 57515.821753 71 32267.287003 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do ICMS,MLP,1.0189192295074463,"60 320789.437604 61 313524.563391 62 352478.403852 63 309341.259724 64 375672.014846 65 385152.210565 66 355093.234194 67 414794.035216 68 417178.068911 69 392376.192765 70 453510.592644 71 365392.515008 Name: Valor, dtype: float64" Prefeitura Municipal de Dezesseis de Novembro - RS,Cota-Parte do IPVA,SARIMAX,0.9169416427612305,"60 29611.529297 61 30486.207031 62 31252.089844 63 32106.005859 64 31339.675781 65 32155.486328 66 32373.511719 67 32740.634766 68 32729.906250 69 32542.134766 70 32542.134766 71 28849.021484 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,IPTU,MLP,1.178041934967041,"89 1.651628e+06 90 1.124932e+06 91 2.625218e+05 92 1.638803e+05 93 1.229504e+06 94 1.025756e+06 95 6.352664e+05 96 -1.359017e+06 97 1.124886e+06 98 2.035874e+06 99 7.892747e+05 100 6.365497e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,ISS,XGBoost,1.1853935718536377,"96 128023.851562 97 115403.164062 98 130924.265625 99 147102.000000 100 115929.937500 101 147286.281250 102 114657.148438 103 118515.000000 104 114657.148438 105 114657.148438 106 125323.929688 107 114657.148438 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,ITBI,XGBoost,1.1719133853912354,"90 30456.291016 91 28958.068359 92 38363.250000 93 48842.289062 94 49598.492188 95 69860.507812 96 85719.992188 97 78392.882812 98 51943.464844 99 72884.289062 100 96511.960938 101 94127.523438 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do ICMS,SES,1.0081143379211426,"96 1524091.000 97 1462647.750 98 1419473.375 99 1484716.375 100 1336150.500 101 1482130.000 102 1516219.500 103 1466571.375 104 1479695.625 105 1475940.375 106 1484524.625 107 1584959.750 Name: Valor, dtype: float64" Prefeitura Municipal de Salto do Jacuí - RS,Cota-Parte do IPVA,SARIMAX,1.161322832107544,"96 197041.250000 97 229966.171875 98 276395.968750 99 246536.843750 100 246598.578125 101 289581.781250 102 298784.750000 103 313192.281250 104 313192.281250 105 313192.281250 106 313192.281250 107 243211.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,IPTU,AR,2.718519926071167,"96 5395163.0 97 7809360.0 98 6553563.0 99 6604862.5 100 6825150.5 101 6569002.5 102 6710702.5 103 6569002.5 104 6761767.5 105 6706633.0 106 6761767.5 107 6706633.0 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,ISS,XGBoost,1.167431354522705,"96 1231647.125 97 1231647.125 98 1231647.125 99 1260557.000 100 1260221.875 101 1242724.125 102 1242724.125 103 1242724.125 104 1242724.125 105 1260221.875 106 1257149.500 107 1223962.000 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,ITBI,XGBoost,0.991955041885376,"96 2658131.50 97 2600671.25 98 2629086.75 99 2674321.25 100 2637423.00 101 2585031.75 102 2598181.50 103 2619875.75 104 2670597.50 105 2640157.25 106 2639299.50 107 2712157.75 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do ICMS,MLP,1.046987771987915,"96 1.899117e+06 97 1.781879e+06 98 1.776886e+06 99 1.921065e+06 100 1.770781e+06 101 2.033046e+06 102 2.096901e+06 103 2.093386e+06 104 2.239840e+06 105 2.323066e+06 106 2.434434e+06 107 2.378311e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Capão da Canoa - RS,Cota-Parte do IPVA,MLP,0.9799909591674805,"96 5.106144e+05 97 8.456149e+05 98 1.101310e+06 99 3.981888e+05 100 6.169786e+05 101 1.081773e+06 102 1.168750e+06 103 1.292443e+06 104 1.426274e+06 105 1.522870e+06 106 1.664041e+06 107 7.578264e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,IPTU,XGBoost,1.2343130111694336,"93 19839.275391 94 29805.738281 95 26846.625000 96 40432.656250 97 26751.689453 98 9979.083984 99 14528.700195 100 17543.039062 101 17640.560547 102 17785.919922 103 30435.132812 104 31388.667969 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,ISS,XGBoost,1.0619983673095703,"96 43261.925781 97 45623.636719 98 44457.820312 99 60320.031250 100 28985.609375 101 59985.343750 102 41010.097656 103 44262.207031 104 52211.359375 105 44596.097656 106 46398.554688 107 40423.019531 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,ITBI,XGBoost,1.043045997619629,"96 33365.425781 97 27972.562500 98 27948.835938 99 32882.699219 100 29461.955078 101 18892.994141 102 16160.244141 103 16153.478516 104 33710.265625 105 15011.477539 106 29140.175781 107 21768.998047 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do ICMS,XGBoost,1.9006307125091553,"96 737873.7500 97 651184.7500 98 653588.1250 99 718731.9375 100 629661.0000 101 701137.6250 102 707581.6250 103 685703.7500 104 723762.0625 105 708496.4375 106 743514.8125 107 650920.8750 Name: Valor, dtype: float64" Prefeitura Municipal de Formigueiro - RS,Cota-Parte do IPVA,MLP,1.7986781597137451,"96 -885.409108 97 56280.020132 98 96533.755646 99 21976.700770 100 61525.669024 101 88226.940918 102 96590.311907 103 103733.912512 104 104308.533338 105 113996.087024 106 124563.138399 107 2508.718336 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,IPTU,XGBoost,1.6305434703826904,"91 986719.625000 92 996704.875000 93 413706.656250 94 429330.875000 95 413609.375000 96 242577.671875 97 283805.750000 98 277085.593750 99 420085.687500 100 419839.468750 101 432916.312500 102 419890.500000 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,ISS,MLP,1.1539804935455322,"96 7.045850e+06 97 7.375611e+06 98 7.245026e+06 99 7.102891e+06 100 7.126217e+06 101 5.807381e+06 102 4.880191e+06 103 5.445666e+06 104 5.290772e+06 105 5.898165e+06 106 6.035968e+06 107 5.490977e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,ITBI,MLP,0.9795830249786377,"96 183703.968344 97 46213.345815 98 147684.035478 99 165727.645264 100 84998.960079 101 169185.358418 102 62951.299556 103 120829.894043 104 175677.312137 105 147151.775716 106 160543.134228 107 183477.631117 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do ICMS,XGBoost,1.2532429695129395,"96 13676712.0 97 11882146.0 98 10831061.0 99 12402800.0 100 9914449.0 101 11795377.0 102 11935797.0 103 11797075.0 104 11997745.0 105 11887613.0 106 12779286.0 107 10975710.0 Name: Valor, dtype: float64" Prefeitura Municipal de Triunfo - RS,Cota-Parte do IPVA,XGBoost,1.2282452583312988,"96 605594.0000 97 600017.1250 98 752389.9375 99 672767.3125 100 670783.2500 101 550320.2500 102 547037.9375 103 691529.7500 104 563056.5625 105 564860.1875 106 777802.5000 107 678408.2500 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,IPTU,SARIMAX,1.1976041793823242,"83 67412.117188 84 67980.476562 85 66882.562500 86 61908.558594 87 55818.570312 88 62742.890625 89 62884.578125 90 58982.210938 91 62027.964844 92 62557.382812 93 59581.878906 94 62361.242188 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,ISS,MLP,1.2032184600830078,"84 34585.272362 85 71925.363916 86 53176.973053 87 64199.489514 88 80276.142930 89 70076.616937 90 63039.130956 91 76929.941518 92 74263.946778 93 63595.539824 94 50979.339982 95 15291.498523 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,ITBI,MLP,0.9923379421234131,"84 155983.723462 85 19340.566310 86 195137.193504 87 247147.796659 88 223205.149895 89 455796.796384 90 357937.413081 91 360559.946270 92 511345.369613 93 549374.299658 94 570095.084499 95 640721.744696 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do ICMS,MLP,0.9751434326171875,"84 1.252057e+06 85 1.186788e+06 86 1.178309e+06 87 1.274559e+06 88 1.172713e+06 89 1.347180e+06 90 1.390180e+06 91 1.387545e+06 92 1.485642e+06 93 1.542253e+06 94 1.619377e+06 95 1.589835e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Manoel Viana - RS,Cota-Parte do IPVA,MLP,1.06361985206604,"84 35015.712280 85 59429.114985 86 104656.239010 87 18085.944345 88 84139.235935 89 126762.434475 90 114978.728938 91 130644.829278 92 137899.884657 93 149360.774247 94 165602.270868 95 18095.312455 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,IPTU,MLP,1.320436954498291,"87 114582.315087 88 63091.792854 89 -72093.009373 90 83144.924567 91 108284.771094 92 84280.659714 93 87765.043804 94 76506.805613 95 108762.071701 96 115597.182683 97 107557.774812 98 119474.325099 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,ISS,XGBoost,1.0299882888793945,"92 57875.816406 93 60900.589844 94 58372.656250 95 49863.734375 96 49476.132812 97 49315.554688 98 48398.761719 99 46721.121094 100 48398.761719 101 75331.476562 102 77723.492188 103 26447.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,ITBI,MLP,1.022916555404663,"92 59669.533040 93 52442.062999 94 43823.762501 95 48333.928400 96 59399.908498 97 10601.573887 98 35177.575626 99 54076.445366 100 50160.445623 101 57439.549103 102 62326.634399 103 60525.672217 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do ICMS,MLP,1.0581860542297363,"92 8.918965e+05 93 8.315016e+05 94 8.288374e+05 95 9.031667e+05 96 8.332103e+05 97 1.108268e+06 98 1.023368e+06 99 1.019094e+06 100 1.115962e+06 101 1.148946e+06 102 1.222626e+06 103 1.200929e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barros Cassal - RS,Cota-Parte do IPVA,MLP,1.882887363433838,"92 88091.814685 93 105536.589186 94 149015.291699 95 52019.298933 96 101574.951687 97 2935.774644 98 160656.199270 99 187695.435373 100 137019.275112 101 165357.007207 102 170405.013740 103 46963.937279 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,IPTU,MLP,1.4384987354278564,"72 4.786811e+06 73 3.388761e+06 74 -2.190687e+06 75 4.139177e+06 76 4.692615e+06 77 3.649235e+06 78 4.018260e+06 79 3.582379e+06 80 4.702128e+06 81 5.543915e+06 82 5.275022e+06 83 5.348590e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,ISS,MLP,1.4085865020751953,"72 2.718880e+06 73 2.775623e+06 74 2.938302e+06 75 2.822049e+06 76 2.956725e+06 77 3.036375e+06 78 2.847623e+06 79 2.992194e+06 80 3.012369e+06 81 2.964873e+06 82 3.113897e+06 83 2.974578e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,ITBI,XGBoost,1.9763941764831543,"72 700744.3125 73 696508.1875 74 797683.5000 75 818411.5625 76 833056.6875 77 841121.6875 78 890563.3750 79 890563.3750 80 890563.3750 81 890563.3750 82 890563.3750 83 752969.3125 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do ICMS,MLP,1.4190833568572998,"72 6.675495e+06 73 6.262326e+06 74 6.176852e+06 75 6.748274e+06 76 6.147931e+06 77 7.104324e+06 78 7.379605e+06 79 7.368361e+06 80 7.922555e+06 81 8.255592e+06 82 8.690643e+06 83 8.925820e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Santa Rosa - RS,Cota-Parte do IPVA,MLP,1.7080247402191162,"72 -1.224040e+06 73 3.134430e+05 74 4.303477e+06 75 -5.936764e+04 76 1.265266e+06 77 3.174739e+06 78 1.793923e+06 79 2.395150e+06 80 2.616330e+06 81 2.452818e+06 82 2.969864e+06 83 -2.543027e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,IPTU,XGBoost,1.2520999908447266,"92 145290.781250 93 149393.156250 94 177532.984375 95 177931.187500 96 166146.687500 97 128240.304688 98 134517.218750 99 131778.375000 100 132945.203125 101 116813.000000 102 134611.171875 103 136870.609375 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,ISS,SARIMAX,1.0402727127075195,"92 368531.09375 93 302110.18750 94 361886.53125 95 295903.21875 96 296356.46875 97 379349.06250 98 297928.12500 99 374568.81250 100 290307.46875 101 369664.50000 102 290628.34375 103 357152.03125 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,ITBI,MLP,1.9706754684448242,"90 507632.149961 91 363879.201490 92 378859.639370 93 577471.809366 94 568545.965151 95 442071.393630 96 328082.222531 97 592184.328614 98 450962.414837 99 513233.051480 100 604666.900271 101 231791.690248 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do ICMS,MLP,1.7195861339569092,"90 4.034289e+06 91 3.755336e+06 92 3.828117e+06 93 4.079404e+06 94 3.816842e+06 95 4.389431e+06 96 4.509486e+06 97 4.522508e+06 98 4.844476e+06 99 5.030448e+06 100 5.487568e+06 101 5.021605e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Rosário do Sul - RS,Cota-Parte do IPVA,MLP,1.885972261428833,"89 157983.924919 90 349319.174579 91 717917.983699 92 313454.016868 93 505061.896092 94 621080.975397 95 673688.356376 96 776448.782295 97 822244.389735 98 885044.371955 99 932067.777403 100 81679.206362 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,IPTU,XGBoost,1.722163200378418,"88 19492.371094 89 7530.608887 90 7708.000000 91 8106.956055 92 6362.339844 93 16853.193359 94 6773.090332 95 7855.099121 96 7360.839844 97 14150.173828 98 7430.670410 99 7430.670410 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,ISS,SARIMAX,1.09452223777771,"96 48368.765625 97 50614.671875 98 46611.460938 99 50614.671875 100 48594.140625 101 50335.335938 102 50614.671875 103 50349.742188 104 50891.875000 105 51795.484375 106 51795.484375 107 48294.429688 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,ITBI,MLP,1.261319637298584,"92 42162.005023 93 115697.112581 94 88183.092535 95 91862.785516 96 109939.151217 97 104738.438651 98 88863.496167 99 135652.596188 100 129053.218159 101 131138.150474 102 62374.946216 103 142861.982127 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do ICMS,XGBoost,1.1374950408935547,"96 715157.8750 97 668174.0000 98 646182.1875 99 680965.8750 100 632316.6250 101 673944.9375 102 663943.4375 103 665343.1875 104 660483.8750 105 671970.1250 106 672455.0000 107 648299.7500 Name: Valor, dtype: float64" Prefeitura Municipal de Campestre da Serra - RS,Cota-Parte do IPVA,MLP,2.0131678581237793,"94 -28756.258301 95 8938.989734 96 117333.690985 97 32430.400706 98 54803.559899 99 105115.491994 100 69706.675596 101 83413.326635 102 98295.771276 103 88389.791000 104 97320.944827 105 -68110.415957 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,IPTU,MLP,1.533632516860962,"95 159504.997303 96 74168.392845 97 55668.363963 98 -24170.783209 99 141546.928476 100 126082.833688 101 98827.945260 102 99027.471357 103 112888.436950 104 113211.544511 105 137960.492052 106 134631.689967 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,ISS,MLP,1.8927116394042969,"96 83566.672495 97 85754.140494 98 92402.630123 99 89443.216445 100 87298.844243 101 99037.120568 102 99986.332055 103 105767.528262 104 105393.550890 105 111699.271318 106 116880.118066 107 116974.892575 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,ITBI,MLP,2.118504524230957,"93 115361.757670 94 72498.126187 95 56654.606383 96 90064.904889 97 -159398.976479 98 157851.604921 99 134018.832499 100 8220.290412 101 86320.858960 102 91140.983798 103 99110.718058 104 73136.493254 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do ICMS,MLP,1.3305518627166748,"96 733613.827053 97 689593.295938 98 780188.137690 99 759100.200281 100 694195.221253 101 808691.380341 102 823812.605327 103 828167.122943 104 884712.077537 105 913271.556154 106 960140.723233 107 940923.331227 Name: Valor, dtype: float64" Prefeitura Municipal de Maquiné - RS,Cota-Parte do IPVA,XGBoost,1.419023036956787,"96 232072.296875 97 232800.125000 98 236590.546875 99 253432.234375 100 261489.625000 101 259842.515625 102 260071.515625 103 260071.515625 104 260071.515625 105 224605.984375 106 224605.984375 107 224605.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,IPTU,MLP,1.0795245170593262,"67 56217.860325 68 58203.621365 69 34226.138683 70 40604.342854 71 -28382.172770 72 47055.488545 73 61843.283371 74 25973.525847 75 44174.509517 76 43283.346453 77 43725.765778 78 58676.944216 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,ISS,MLP,1.9270269870758057,"80 29483.679536 81 29731.355577 82 24753.251612 83 25418.592066 84 12251.315809 85 27277.285111 86 2990.786466 87 19947.604566 88 27526.601887 89 28488.625641 90 28503.643730 91 23553.287363 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,ITBI,XGBoost,1.0979645252227783,"80 3021.644287 81 2427.303467 82 3888.723145 83 3603.573486 84 2280.063232 85 4018.027832 86 4246.924316 87 3125.844482 88 2478.310303 89 3474.695312 90 3753.433350 91 3474.695312 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do ICMS,XGBoost,0.9300727844238281,"80 277232.09375 81 268765.09375 82 288974.37500 83 312793.78125 84 305207.46875 85 268237.59375 86 293352.75000 87 313517.96875 88 270055.75000 89 269052.81250 90 280959.34375 91 313218.68750 Name: Valor, dtype: float64" Prefeitura Municipal de Floriano Peixoto - RS,Cota-Parte do IPVA,XGBoost,1.3217833042144775,"79 25421.279297 80 42042.109375 81 26978.541016 82 25566.710938 83 25354.890625 84 26873.005859 85 32797.343750 86 34501.593750 87 40751.636719 88 40751.636719 89 41488.808594 90 25004.794922 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,IPTU,MLP,2.595705270767212,"96 -143894.823748 97 78002.395186 98 433510.787226 99 266830.088828 100 194976.459669 101 298811.032591 102 342534.358359 103 338330.672511 104 303107.135195 105 337939.813808 106 366678.230691 107 363122.891335 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,ISS,MLP,1.707409143447876,"96 206332.400766 97 256504.757341 98 257737.976895 99 261419.570305 100 277002.640716 101 241482.812857 102 263571.431322 103 227224.798140 104 201519.015374 105 219215.970839 106 170310.331394 107 71605.150214 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,ITBI,MLP,1.6266746520996094,"96 78016.699431 97 87690.880652 98 61675.080965 99 73317.475464 100 56867.683687 101 83342.834230 102 98928.484736 103 78447.870098 104 87862.078436 105 98619.417974 106 50563.390247 107 99838.866380 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do ICMS,XGBoost,1.8082282543182373,"96 1378521.125 97 1278058.000 98 1288524.125 99 1308048.500 100 1154950.750 101 1272299.500 102 1301878.125 103 1297075.750 104 1292863.000 105 1344403.500 106 1373766.500 107 1288265.125 Name: Valor, dtype: float64" Prefeitura Municipal de Agudo - RS,Cota-Parte do IPVA,MLP,1.12382173538208,"96 -319274.334567 97 -73857.541256 98 840466.351994 99 31964.148387 100 197410.080971 101 470826.033974 102 330515.840488 103 407533.829603 104 357525.855755 105 406545.934557 106 478165.197473 107 -620418.304418 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,IPTU,MLP,1.9833905696868896,"92 36100.492857 93 22237.367968 94 -23701.614597 95 47010.336445 96 53727.720620 97 46560.119853 98 50078.715762 99 49020.700283 100 55934.213936 101 61357.825817 102 55069.811772 103 52888.846792 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,ISS,XGBoost,1.6292734146118164,"92 23012.072266 93 21636.345703 94 21649.982422 95 16130.471680 96 17789.507812 97 16116.392578 98 21810.986328 99 21910.435547 100 16108.371094 101 22542.115234 102 17951.941406 103 16108.371094 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,ITBI,MLP,1.193408489227295,"92 49849.487635 93 44191.251891 94 27828.501484 95 51227.717788 96 35622.339848 97 30556.939193 98 38293.181496 99 21596.149132 100 44622.597869 101 27380.929602 102 30893.500588 103 55580.398449 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do ICMS,MLP,1.0952847003936768,"92 525317.308342 93 495154.261895 94 492087.273490 95 523597.278926 96 471473.490199 97 577140.826496 98 566223.679904 99 565092.524535 100 605747.827595 101 624140.316614 102 655809.129156 103 640533.176337 Name: Valor, dtype: float64" Prefeitura Municipal de Jaboticaba - RS,Cota-Parte do IPVA,MLP,1.6314122676849365,"92 11060.250049 93 55602.353835 94 81151.623415 95 31425.344323 96 78290.954063 97 33605.693924 98 86601.506278 99 109769.341420 100 93498.231641 101 116492.205281 102 116294.370208 103 -5036.197309 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,IPTU,MLP,1.8229436874389648,"96 366122.095582 97 322192.061295 98 39920.630716 99 170048.750397 100 346845.181420 101 331650.851055 102 346014.207464 103 319822.379921 104 363047.089863 105 371808.603359 106 380618.564826 107 211775.146042 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,ISS,XGBoost,1.5471522808074951,"96 453038.96875 97 424930.65625 98 438417.87500 99 480051.34375 100 478097.28125 101 407135.25000 102 463687.40625 103 478097.28125 104 462390.50000 105 462061.93750 106 462061.93750 107 423170.65625 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,ITBI,MLP,1.858541488647461,"96 166639.624315 97 126255.272230 98 90912.812215 99 110268.785903 100 113195.984191 101 132819.237756 102 105226.281358 103 131112.166622 104 107439.210966 105 129490.873389 106 178554.335720 107 180160.438844 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do ICMS,XGBoost,1.828866958618164,"96 643219.8750 97 648618.0625 98 645305.5625 99 628673.0625 100 615870.4375 101 615896.1250 102 636724.2500 103 636724.2500 104 636724.2500 105 636956.1250 106 646392.2500 107 636956.1250 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio dos Ratos - RS,Cota-Parte do IPVA,MLP,1.1627552509307861,"82 62128.037401 83 138293.423857 84 185805.139595 85 87099.099442 86 142335.790875 87 194500.337195 88 201898.688695 89 227988.751214 90 262332.754085 91 282765.580623 92 305159.031027 93 140725.584067 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,IPTU,MLP,1.0619282722473145,"61 84716.622590 62 56195.327777 63 -11799.617167 64 61805.129199 65 76335.415198 66 19476.895485 67 40800.935954 68 63999.263641 69 -75279.965596 70 107931.051431 71 100354.444259 72 -44255.018129 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,ISS,XGBoost,1.8227126598358154,"96 20168.039062 97 24397.056641 98 25350.074219 99 28247.746094 100 26413.507812 101 25245.201172 102 29217.558594 103 24474.087891 104 26266.757812 105 24270.574219 106 27589.375000 107 24474.087891 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,ITBI,MLP,1.2465152740478516,"96 96616.065377 97 25589.653072 98 124379.859293 99 43960.569320 100 36070.766739 101 105506.349081 102 64113.430132 103 51328.443158 104 94991.852664 105 -147653.765014 106 175127.299981 107 161886.444583 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do ICMS,MLP,1.0474812984466553,"96 793197.027213 97 734684.833867 98 728075.639895 99 788503.448487 100 779951.933060 101 839146.576383 102 860132.739704 103 860391.268793 104 914706.581457 105 952399.918364 106 994856.529165 107 961330.300162 Name: Valor, dtype: float64" Prefeitura Municipal de Ciríaco - RS,Cota-Parte do IPVA,MLP,1.295475959777832,"96 12745.032626 97 42478.013800 98 118865.366328 99 16478.232634 100 11637.268915 101 145902.410150 102 115418.936795 103 106461.533912 104 121452.299097 105 123551.882245 106 148779.611288 107 -82231.118647 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,IPTU,XGBoost,1.2340896129608154,"96 458698.406250 97 461475.781250 98 395809.968750 99 366993.812500 100 354267.937500 101 323796.312500 102 222139.015625 103 217221.281250 104 215980.812500 105 215980.812500 106 221674.765625 107 227023.640625 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,ISS,MLP,2.8944740295410156,"96 610140.639535 97 681456.034370 98 678947.256122 99 668774.273030 100 707088.844197 101 704770.780490 102 733746.271037 103 683211.825508 104 719385.850484 105 724220.774229 106 708124.375298 107 696844.974519 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,ITBI,XGBoost,2.283160924911499,"96 350745.718750 97 423427.031250 98 448047.625000 99 482246.187500 100 261590.515625 101 443359.218750 102 482503.156250 103 257239.359375 104 247696.734375 105 458165.468750 106 482397.312500 107 455514.937500 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do ICMS,SES,1.4497134685516357,"96 3352798.75 97 3306528.00 98 3168658.25 99 3287899.50 100 3123134.75 101 3288726.00 102 3490908.75 103 3326005.50 104 3509786.50 105 3446134.50 106 3547215.50 107 3243403.75 Name: Valor, dtype: float64" Prefeitura Municipal de Palmeira das Missões - RS,Cota-Parte do IPVA,SARIMAX,1.206263780593872,"96 1018167.625 97 1091631.000 98 1245344.500 99 1244600.625 100 1244600.625 101 1172953.125 102 1283837.875 103 1330736.750 104 1330736.750 105 1330736.750 106 1330736.750 107 1228159.000 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,IPTU,MLP,1.50217866897583,"95 60028.374187 96 40622.943290 97 14258.978116 98 -18468.730983 99 19579.182521 100 59592.095874 101 40375.612114 102 34034.148661 103 44714.032165 104 52602.468893 105 53855.357093 106 50283.664257 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,ISS,XGBoost,1.5947620868682861,"96 17174.937500 97 21281.548828 98 15659.298828 99 17362.935547 100 16276.336914 101 16227.012695 102 19274.501953 103 17503.224609 104 20135.708984 105 18233.019531 106 17663.714844 107 17678.105469 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,ITBI,MLP,0.9889223575592041,"90 47393.857645 91 39844.796620 92 32702.888442 93 29216.118108 94 30376.418113 95 47559.868972 96 44181.317801 97 3845.073318 98 15677.340496 99 8963.268029 100 42515.352548 101 41890.634670 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do ICMS,MLP,1.3598244190216064,"96 513269.566354 97 487782.272717 98 484663.028558 99 526249.862416 100 486430.304755 101 558160.473282 102 576638.879810 103 576058.764954 104 615886.421061 105 638929.251859 106 669830.300134 107 657632.644353 Name: Valor, dtype: float64" Prefeitura Municipal de Campos Borges - RS,Cota-Parte do IPVA,MLP,1.1732008457183838,"96 28162.642721 97 44296.104068 98 56654.523571 99 9203.986511 100 56300.203642 101 69900.030650 102 73227.462322 103 76494.347685 104 79389.672144 105 85969.067385 106 96534.520334 107 14486.195857 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,IPTU,MLP,1.152918815612793,"92 57900.535770 93 29589.907373 94 -13282.328672 95 53913.811847 96 -41828.590945 97 52719.980935 98 65426.747470 99 -13359.151933 100 40810.019590 101 48697.893054 102 20883.906281 103 34532.019427 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,ISS,XGBoost,1.1471247673034668,"96 36868.765625 97 58608.023438 98 39574.589844 99 37133.308594 100 37674.746094 101 50288.945312 102 46533.476562 103 49834.828125 104 65126.933594 105 65126.933594 106 86334.937500 107 37723.589844 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,ITBI,XGBoost,1.0156528949737549,"96 14071.528320 97 18086.386719 98 32902.406250 99 21726.011719 100 53826.769531 101 21786.246094 102 54193.347656 103 14583.669922 104 37259.218750 105 53007.937500 106 46935.343750 107 26881.322266 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do ICMS,MLP,1.6288378238677979,"96 722820.089208 97 777207.763740 98 775434.618593 99 749910.079136 100 765632.367664 101 857547.120236 102 814935.948146 103 822156.871139 104 872087.675929 105 901214.988453 106 951333.965998 107 785764.280141 Name: Valor, dtype: float64" Prefeitura Municipal de Quevedos - RS,Cota-Parte do IPVA,MLP,1.6764342784881592,"83 54815.769377 84 29864.319698 85 56457.694863 86 56121.015279 87 60553.238758 88 12484.654431 89 -23691.097025 90 38648.795101 91 72751.037543 92 51815.981724 93 48975.429421 94 -6184.625390 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,IPTU,SARIMAX,3.157334804534912,"78 29162.890625 79 80077.914062 80 83970.367188 81 88908.109375 82 114822.085938 83 114664.390625 84 123084.703125 85 98495.468750 86 98495.468750 87 111650.046875 88 111691.304688 89 123084.703125 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,ISS,SES,1.6399481296539307,"96 40171.593750 97 68202.617188 98 51031.683594 99 47291.730469 100 40435.699219 101 49469.175781 102 50225.964844 103 47229.480469 104 49721.968750 105 40371.292969 106 50122.167969 107 48031.277344 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,ITBI,XGBoost,1.2689502239227295,"96 30052.658203 97 26377.470703 98 23797.171875 99 25466.787109 100 25604.988281 101 13072.054688 102 12083.213867 103 14861.446289 104 17369.242188 105 9932.669922 106 26763.078125 107 12989.541992 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do ICMS,MLP,1.1256000995635986,"96 754657.703496 97 703258.308085 98 699249.241929 99 754640.334916 100 690896.929211 101 794531.539401 102 817831.507005 103 813494.946123 104 872504.225480 105 906362.923067 106 951636.735524 107 928873.843145 Name: Valor, dtype: float64" Prefeitura Municipal de São João da Urtiga - RS,Cota-Parte do IPVA,MLP,1.1574897766113281,"96 -92326.841833 97 26496.142801 98 227227.644818 99 -18788.382544 100 74803.430311 101 152884.797314 102 99664.208893 103 132279.145281 104 118099.973923 105 126901.250316 106 152322.008862 107 -148426.261164 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,IPTU,MLP,1.108996868133545,"89 82505.584151 90 54594.665556 91 23098.626588 92 64314.557738 93 67512.234116 94 -71658.031088 95 94410.113438 96 98862.606211 97 4770.307811 98 57728.932890 99 69335.550647 100 63708.651892 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,ISS,MLP,1.4773247241973877,"96 79419.875901 97 86177.273260 98 53284.983716 99 80589.709741 100 83175.828931 101 79268.833798 102 65186.641289 103 66920.454889 104 88936.805803 105 84180.659769 106 49714.359939 107 70981.651216 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,ITBI,MLP,1.114774227142334,"92 16773.636979 93 11627.677185 94 12024.679352 95 13094.155341 96 18034.676049 97 10807.108599 98 18411.982953 99 22826.660604 100 21999.109321 101 23833.737966 102 20854.991431 103 21790.776649 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do ICMS,MLP,2.182171106338501,"96 634209.555121 97 632072.789575 98 627270.827437 99 671046.570270 100 619043.297816 101 706631.280634 102 727143.705733 103 724882.715177 104 773145.169788 105 800377.459772 106 837057.396850 107 811724.560588 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão Santana - RS,Cota-Parte do IPVA,XGBoost,1.738405704498291,"96 198584.312500 97 257158.750000 98 252901.984375 99 252901.984375 100 252901.984375 101 287773.562500 102 287836.562500 103 287836.562500 104 299774.062500 105 299774.062500 106 299774.062500 107 287836.562500 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,IPTU,XGBoost,1.8844122886657715,"85 28802.871094 86 29255.748047 87 20456.140625 88 17223.441406 89 25527.292969 90 22125.130859 91 25789.603516 92 20065.277344 93 20511.900391 94 25789.603516 95 26289.400391 96 20779.037109 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,ISS,MLP,1.5035426616668701,"92 12283.054742 93 12032.717996 94 14969.233459 95 13881.106659 96 15574.135382 97 16109.479357 98 13260.927201 99 16903.994033 100 17457.938041 101 18884.033983 102 19627.460158 103 7637.527986 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,ITBI,MLP,1.033324956893921,"80 57581.060252 81 24581.874977 82 21153.260261 83 43358.561492 84 36325.417304 85 -71356.456817 86 67766.020564 87 91644.772763 88 -30341.645100 89 -242.438171 90 79139.212379 91 41782.329115 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do ICMS,MLP,1.0401611328125,"92 429085.558414 93 403931.601266 94 403528.051545 95 436024.056397 96 402903.797989 97 462590.884537 98 477975.437744 99 478323.284202 100 512246.028866 101 532346.544730 102 558743.267739 103 548123.173926 Name: Valor, dtype: float64" Prefeitura Municipal de Bom Progresso - RS,Cota-Parte do IPVA,XGBoost,1.3545477390289307,"92 36313.207031 93 33538.304688 94 48066.375000 95 32159.843750 96 32315.794922 97 35939.371094 98 43633.996094 99 48086.832031 100 48086.832031 101 52066.957031 102 54482.058594 103 37276.886719 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,IPTU,XGBoost,1.3600928783416748,"90 319206.093750 91 137700.593750 92 144663.562500 93 70681.625000 94 82081.664062 95 109369.343750 96 51855.238281 97 47765.566406 98 62270.035156 99 52180.574219 100 69732.117188 101 37588.273438 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,ISS,XGBoost,1.0991966724395752,"92 180296.578125 93 274261.750000 94 272482.125000 95 181768.843750 96 246989.625000 97 237837.343750 98 247554.906250 99 186541.234375 100 186532.375000 101 247027.906250 102 231052.203125 103 235471.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,ITBI,MLP,1.0124971866607666,"92 135214.962971 93 100765.961758 94 81781.067476 95 139960.861965 96 158580.075352 97 143129.259324 98 161954.970861 99 103734.805043 100 189885.579895 101 168848.211883 102 189946.058075 103 181059.800399 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do ICMS,XGBoost,2.000189781188965,"92 1501312.875 93 1263732.625 94 1137393.000 95 1335813.000 96 1092562.125 97 1455840.750 98 1406178.625 99 1396761.875 100 1421313.125 101 1407207.375 102 1465209.125 103 1120162.750 Name: Valor, dtype: float64" Prefeitura Municipal de Espumoso - RS,Cota-Parte do IPVA,MLP,2.16394305229187,"92 157517.991107 93 304481.303201 94 497500.485546 95 125616.302038 96 387676.269264 97 518487.167724 98 495697.732437 99 552412.386292 100 578019.825569 101 643524.580696 102 678584.251201 103 56164.115574 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,IPTU,XGBoost,2.0529255867004395,"95 21175.603516 96 21166.800781 97 11125.266602 98 10978.623047 99 9878.483398 100 12010.813477 101 10906.256836 102 11405.395508 103 8895.229492 104 9937.048828 105 10429.620117 106 10286.416016 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,ISS,XGBoost,1.8757266998291016,"96 15298.635742 97 18506.916016 98 17633.861328 99 15176.750977 100 16989.724609 101 15281.486328 102 13459.649414 103 13328.560547 104 17190.101562 105 13401.922852 106 15607.249023 107 15547.793945 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,ITBI,XGBoost,1.019740104675293,"94 24762.250000 95 26931.406250 96 18558.152344 97 16756.306641 98 4869.779785 99 11091.995117 100 21202.962891 101 14984.166992 102 11945.086914 103 17931.046875 104 1420.939331 105 23599.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do ICMS,MLP,0.992154598236084,"96 694998.248907 97 662370.125867 98 660194.939692 99 720168.503602 100 669255.916660 101 768962.053411 102 797718.055012 103 799943.175821 104 858377.743094 105 894303.544293 106 941403.403669 107 930537.977059 Name: Valor, dtype: float64" Prefeitura Municipal de Estrela Velha - RS,Cota-Parte do IPVA,MLP,1.503021240234375,"94 -31424.166837 95 24374.318362 96 108296.274100 97 -40777.190187 98 65610.960294 99 85583.498941 100 49413.880913 101 82525.517005 102 63508.675402 103 73962.776293 104 94042.683973 105 -84102.433278 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,IPTU,MLP,1.1985187530517578,"96 251131.011580 97 182042.116807 98 72054.975008 99 148607.934434 100 -170481.218544 101 269862.991636 102 282415.308265 103 25874.033953 104 150312.367748 105 202550.882180 106 200074.457051 107 182834.918041 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,ISS,MLP,1.499086856842041,"96 66051.186927 97 117868.069164 98 109873.771749 99 79956.370263 100 99064.758914 101 92544.810054 102 107695.114187 103 104663.974547 104 119714.587348 105 127170.766294 106 107081.930896 107 120995.239826 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,ITBI,MLP,1.185288429260254,"94 96019.814676 95 125741.235911 96 95902.490236 97 138602.894062 98 108422.262952 99 105804.841325 100 126442.612283 101 110527.863263 102 106410.648882 103 142073.706567 104 47121.444911 105 146345.055375 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do ICMS,MLP,1.3888814449310303,"96 1.249097e+06 97 1.169367e+06 98 1.165682e+06 99 1.261885e+06 100 1.162199e+06 101 1.335956e+06 102 1.379044e+06 103 1.377064e+06 104 1.476999e+06 105 1.535268e+06 106 1.614105e+06 107 1.580519e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Ajuricaba - RS,Cota-Parte do IPVA,XGBoost,1.9535584449768066,"96 452037.00000 97 422768.37500 98 452037.00000 99 513527.56250 100 513527.56250 101 513527.56250 102 490007.34375 103 490007.34375 104 490007.34375 105 489788.87500 106 505634.62500 107 489788.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,IPTU,MLP,3.3938252925872803,"90 14100.544798 91 7476.941919 92 5222.488710 93 -3668.449824 94 9446.079415 95 13164.606162 96 4222.826495 97 6463.532318 98 11361.370905 99 10471.884174 100 9135.120425 101 6288.160857 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,ISS,MLP,1.799288034439087,"96 16047.079156 97 18743.393055 98 19192.626438 99 20052.718968 100 20698.911806 101 23722.760557 102 21787.564511 103 18219.526521 104 19740.553092 105 20181.610880 106 20996.341638 107 17748.081656 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,ITBI,MLP,1.3793003559112549,"80 9684.392978 81 6008.621075 82 12652.334646 83 14293.964071 84 9387.219687 85 8820.834021 86 7382.614422 87 16055.717249 88 15352.197511 89 12338.927717 90 12651.385110 91 10264.438849 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do ICMS,MLP,1.090097188949585,"96 301929.820035 97 284587.128477 98 274022.077642 99 298222.591476 100 272772.383996 101 312975.139134 102 321522.292690 103 315121.179981 104 336782.146136 105 347693.665686 106 361337.239306 107 348332.697222 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Padre - RS,Cota-Parte do IPVA,XGBoost,1.7389087677001953,"96 67314.281250 97 68031.835938 98 64782.335938 99 70405.593750 100 62681.214844 101 61197.058594 102 70327.765625 103 79683.468750 104 79693.718750 105 79693.718750 106 79693.718750 107 72787.656250 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,IPTU,MLP,0.9516174793243408,"87 82547.862632 88 36940.676119 89 -89621.762799 90 97244.660935 91 85484.961624 92 -20279.234022 93 50821.979763 94 70008.342363 95 48202.539463 96 48434.739996 97 49646.386158 98 61679.505986 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,ISS,MLP,1.609147310256958,"96 111154.249348 97 195354.952235 98 168016.862942 99 179580.080714 100 186632.933710 101 189279.141235 102 199536.779156 103 192245.524298 104 174727.264459 105 207394.337497 106 192659.142531 107 206983.442116 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,ITBI,XGBoost,1.8487849235534668,"96 63929.734375 97 35012.089844 98 44152.988281 99 64504.386719 100 35166.710938 101 35006.492188 102 64433.515625 103 55334.023438 104 63809.625000 105 59585.652344 106 40051.687500 107 54800.859375 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do ICMS,XGBoost,1.6479072570800781,"96 618697.4375 97 654088.3750 98 557196.6250 99 640402.3125 100 569156.4375 101 618236.0625 102 630504.0625 103 606245.6250 104 638017.6875 105 642890.0625 106 645200.6250 107 589648.0625 Name: Valor, dtype: float64" Prefeitura Municipal de Victor Graeff - RS,Cota-Parte do IPVA,XGBoost,1.6644232273101807,"94 91018.523438 95 130611.250000 96 110638.726562 97 100402.148438 98 100402.148438 99 65848.117188 100 65848.117188 101 137214.875000 102 137197.859375 103 137197.859375 104 168511.984375 105 151020.703125 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,IPTU,XGBoost,2.2062153816223145,"96 428003.250000 97 485245.406250 98 300444.687500 99 390324.062500 100 295467.687500 101 253129.296875 102 259823.921875 103 361819.125000 104 259496.265625 105 237729.312500 106 232653.500000 107 396384.375000 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,ISS,XGBoost,1.2854557037353516,"96 657341.4375 97 649332.8125 98 644668.3750 99 644668.3750 100 628658.9375 101 639115.7500 102 641575.4375 103 655839.5625 104 649792.2500 105 650095.1250 106 649974.8750 107 650482.6250 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,ITBI,XGBoost,1.2189617156982422,"96 600880.375000 97 298019.687500 98 277434.500000 99 365570.593750 100 320076.125000 101 320697.843750 102 247450.140625 103 322600.062500 104 321266.875000 105 284540.468750 106 367755.312500 107 322230.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do ICMS,XGBoost,1.1344809532165527,"96 2226606.250 97 2064929.375 98 2029714.000 99 2151414.250 100 1955287.500 101 2229685.750 102 2180724.000 103 2169388.000 104 2117858.000 105 2223959.250 106 2223959.250 107 2164117.500 Name: Valor, dtype: float64" Prefeitura Municipal de Frederico Westphalen - RS,Cota-Parte do IPVA,MLP,1.1028602123260498,"96 -1.535656e+05 97 3.597451e+05 98 1.277783e+06 99 1.642025e+05 100 7.438454e+05 101 1.117098e+06 102 9.765745e+05 103 1.147190e+06 104 1.134723e+06 105 1.254939e+06 106 1.359294e+06 107 -5.736322e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,IPTU,MLP,1.3271863460540771,"96 -6.859964e+04 97 5.209079e+06 98 6.259187e+06 99 5.725199e+06 100 6.325734e+06 101 5.356053e+06 102 6.176356e+06 103 5.887500e+06 104 6.142832e+06 105 6.481390e+06 106 6.665795e+06 107 5.578952e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,ISS,SARIMAX,1.5175199508666992,"96 1847468.625 97 1841788.625 98 1841788.625 99 1901557.375 100 1898738.500 101 1898738.500 102 1908335.750 103 1908335.750 104 1908335.750 105 1908335.750 106 1908335.750 107 1908335.750 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,ITBI,MLP,1.3636291027069092,"96 9.715409e+05 97 8.721324e+05 98 8.501947e+05 99 9.887473e+05 100 8.522569e+05 101 9.652630e+05 102 1.085018e+06 103 8.002759e+05 104 9.485552e+05 105 6.603553e+05 106 1.031891e+06 107 9.346714e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do ICMS,XGBoost,1.0040380954742432,"96 4014138.00 97 3807857.25 98 3579125.75 99 3784639.25 100 3587106.25 101 3570851.50 102 3517405.50 103 3509310.75 104 3518275.75 105 3701470.25 106 3733337.50 107 3584915.25 Name: Valor, dtype: float64" Prefeitura Municipal de Alvorada - RS,Cota-Parte do IPVA,MLP,1.12235689163208,"96 1.200932e+06 97 1.386554e+06 98 1.891875e+06 99 4.583964e+05 100 9.910838e+05 101 2.117361e+06 102 1.936247e+06 103 1.981855e+06 104 2.282280e+06 105 2.354115e+06 106 2.513662e+06 107 1.062053e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,IPTU,SARIMAX,1.869417667388916,"93 4793.428711 94 4427.264648 95 5317.657227 96 2873.671875 97 1779.325195 98 1896.607788 99 1950.334595 100 1158.560059 101 1074.737305 102 1993.664917 103 2107.752686 104 1724.669556 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,ISS,MLP,2.566889524459839,"96 46230.704059 97 21418.024682 98 36488.059978 99 51017.769499 100 49066.627268 101 49298.337780 102 45386.725388 103 48693.578470 104 56482.790221 105 57369.636426 106 48215.288693 107 55465.376580 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,ITBI,XGBoost,2.8888702392578125,"90 13523.477539 91 15203.416992 92 13356.342773 93 12881.445312 94 12779.236328 95 14356.686523 96 9546.241211 97 9104.526367 98 12842.831055 99 12842.831055 100 13774.515625 101 14982.169922 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do ICMS,XGBoost,1.746934413909912,"96 491479.62500 97 472967.43750 98 489510.40625 99 514050.71875 100 462563.15625 101 505884.15625 102 505884.15625 103 472967.43750 104 505884.15625 105 514410.96875 106 505260.46875 107 475031.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Barão do Triunfo - RS,Cota-Parte do IPVA,MLP,1.313626766204834,"96 38353.507854 97 56426.740900 98 67589.714243 99 19911.830157 100 69354.020666 101 88680.924218 102 82454.313951 103 94171.550520 104 90355.736001 105 102371.839726 106 110101.175642 107 33236.873737 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,IPTU,SARIMAX,1.4062387943267822,"96 637385.812500 97 329980.750000 98 332380.750000 99 263859.343750 100 241578.312500 101 266071.187500 102 249569.687500 103 430613.937500 104 463466.093750 105 373617.687500 106 225924.921875 107 348838.687500 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,ISS,MLP,1.0494508743286133,"96 432838.317013 97 457682.062281 98 472674.419769 99 478625.791447 100 494441.304565 101 497695.177389 102 528509.098333 103 507242.234560 104 517658.247828 105 495867.424346 106 688027.686185 107 557547.989810 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,ITBI,MLP,1.3539774417877197,"96 294312.403677 97 220287.623115 98 249085.849660 99 325481.143242 100 369348.089532 101 390496.293471 102 287096.485514 103 342681.089696 104 356657.066833 105 391157.721558 106 431193.087755 107 71041.092575 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do ICMS,XGBoost,1.3020024299621582,"96 2609772.50 97 2568076.75 98 2622557.50 99 2578846.25 100 2218693.25 101 2415355.00 102 2500532.50 103 2464413.00 104 2472053.75 105 2472053.75 106 2738127.00 107 2373124.25 Name: Valor, dtype: float64" Prefeitura Municipal de São Luiz Gonzaga - RS,Cota-Parte do IPVA,MLP,2.1782901287078857,"96 1.018046e+05 97 4.466258e+05 98 8.589251e+05 99 3.044555e+05 100 5.807804e+05 101 8.264591e+05 102 7.862321e+05 103 8.830187e+05 104 9.459014e+05 105 1.006049e+06 106 1.081768e+06 107 6.809595e+04 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,IPTU,HWES,1.8722600936889648,"93 34849.023438 94 19162.001953 95 21083.833984 96 10409.490234 97 12280.764648 98 12470.314453 99 26467.720703 100 15788.950195 101 12766.081055 102 14542.782227 103 29830.259766 104 22669.984375 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,ISS,MLP,1.8744323253631592,"96 29423.932473 97 28680.111919 98 17377.260955 99 9577.153552 100 9530.704758 101 26851.848529 102 22824.649247 103 23043.020321 104 22788.359889 105 21524.650407 106 27639.541138 107 27966.975015 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,ITBI,XGBoost,1.603485345840454,"87 5465.152832 88 12935.849609 89 6292.110352 90 13239.089844 91 15192.602539 92 7261.169434 93 7277.151855 94 6742.792969 95 7932.071289 96 13143.846680 97 13224.367188 98 13707.949219 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do ICMS,MLP,1.003800392150879,"96 375066.306090 97 346148.850151 98 342869.169752 99 371407.375021 100 338217.215567 101 388986.658304 102 398824.436335 103 393556.948693 104 421009.124471 105 434463.528511 106 453163.076287 107 437172.804993 Name: Valor, dtype: float64" Prefeitura Municipal de Dona Francisca - RS,Cota-Parte do IPVA,MLP,1.1308684349060059,"96 -36288.567123 97 20771.770440 98 94532.807498 99 -8348.337021 100 33129.270056 101 70309.437324 102 54344.206237 103 57767.002484 104 55689.674671 105 60194.297009 106 71082.261113 107 -50482.508234 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,IPTU,XGBoost,1.0909419059753418,"80 175066.234375 81 175475.609375 82 56098.917969 83 47453.050781 84 64888.714844 85 65482.960938 86 57003.015625 87 55914.472656 88 59104.207031 89 61437.835938 90 54809.953125 91 59656.691406 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,ISS,SARIMAX,0.9949202537536621,"80 127017.625000 81 101813.953125 82 138382.453125 83 139733.328125 84 127017.625000 85 114143.000000 86 131394.390625 87 131378.359375 88 145200.437500 89 145332.281250 90 146472.687500 91 131871.218750 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,ITBI,MLP,2.0192019939422607,"80 216513.427363 81 173029.677830 82 230407.255710 83 152544.972969 84 231343.707771 85 227918.330409 86 220592.100246 87 245448.023898 88 227589.355769 89 195160.817907 90 295963.360547 91 185164.004704 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do ICMS,MLP,1.339984655380249,"77 4.290914e+06 78 2.419151e+06 79 3.947588e+06 80 3.285271e+06 81 3.521800e+06 82 4.254935e+06 83 4.518129e+06 84 3.031934e+06 85 5.233425e+06 86 4.374148e+06 87 4.921652e+06 88 5.614078e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Quaraí - RS,Cota-Parte do IPVA,XGBoost,1.0084013938903809,"74 364887.312500 75 364411.343750 76 657425.500000 77 243257.468750 78 223439.937500 79 307820.593750 80 642140.687500 81 371702.687500 82 249657.546875 83 657613.687500 84 688435.875000 85 304280.343750 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,IPTU,XGBoost,1.8867037296295166,"70 47810.101562 71 48459.175781 72 32243.234375 73 45968.242188 74 45967.964844 75 16842.263672 76 15607.699219 77 32667.974609 78 17649.917969 79 33565.527344 80 33842.035156 81 33541.578125 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,ISS,MLP,1.0348072052001953,"76 86499.812520 77 111144.842196 78 82845.325013 79 95067.372651 80 39334.166579 81 26292.411073 82 116150.842559 83 107743.817248 84 114546.457530 85 110085.560940 86 -24663.923790 87 49459.214723 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,ITBI,SES,1.510291576385498,"70 19990.812500 71 29288.353516 72 25231.162109 73 20006.759766 74 9910.105469 75 6208.384766 76 29267.732422 77 7050.933594 78 3126.071777 79 28394.667969 80 3696.786377 81 28832.537109 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do ICMS,SARIMAX,0.928363561630249,"76 937713.9375 77 592110.5000 78 701625.1250 79 700481.1875 80 610354.5000 81 659969.5625 82 658056.6875 83 700484.0000 84 662112.3125 85 679927.7500 86 721583.3125 87 686771.3750 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Grande do Sul - RS,Cota-Parte do IPVA,MLP,1.3186752796173096,"70 105122.941829 71 46421.241143 72 158257.368097 73 122723.903963 74 33614.655129 75 196295.176384 76 53402.211685 77 168646.702765 78 189306.494913 79 175853.009251 80 212867.004738 81 92911.660913 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,IPTU,XGBoost,1.254481554031372,"87 17560.193359 88 17226.535156 89 17560.193359 90 17560.193359 91 17172.341797 92 17172.341797 93 17172.341797 94 16902.289062 95 17172.341797 96 13569.385742 97 13569.385742 98 13349.135742 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,ISS,MLP,1.296661376953125,"96 42887.847670 97 46166.012608 98 50606.013881 99 46670.255858 100 51534.508567 101 43201.592579 102 48813.329728 103 53078.176784 104 33490.929989 105 29227.003143 106 27834.142179 107 27669.502438 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,ITBI,MLP,1.1060099601745605,"92 8080.419378 93 37836.331469 94 75012.250564 95 55190.014001 96 37445.358519 97 64304.275491 98 53165.590565 99 33351.308715 100 66029.786813 101 65283.630324 102 15285.821361 103 26066.599689 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do ICMS,XGBoost,1.0722644329071045,"96 436394.218750 97 393502.062500 98 364108.812500 99 334141.250000 100 286828.531250 101 327074.062500 102 340436.156250 103 257578.125000 104 238484.187500 105 266854.031250 106 254547.593750 107 238528.140625 Name: Valor, dtype: float64" Prefeitura Municipal de Jaquirana - RS,Cota-Parte do IPVA,MLP,1.1163082122802734,"96 30915.619313 97 55802.844944 98 13843.713262 99 -6490.099890 100 67969.187730 101 91351.903250 102 101222.010922 103 108765.823379 104 108371.408480 105 129899.606460 106 142027.634280 107 -79596.201259 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,IPTU,MLP,1.985072374343872,"92 115935.253796 93 90192.678557 94 31023.823837 95 -53117.676101 96 19985.668244 97 134920.960897 98 67882.696039 99 29560.965560 100 73446.004527 101 88715.365916 102 88116.002057 103 75106.701623 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,ISS,MLP,1.3977770805358887,"92 87548.451478 93 83702.270972 94 89870.022004 95 71965.717631 96 81667.718697 97 58060.755067 98 77969.526870 99 39851.055936 100 62251.408926 101 79656.079965 102 66138.226963 103 79932.261970 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,ITBI,MLP,2.763887882232666,"92 34469.781369 93 48645.222560 94 47371.284624 95 51803.318833 96 39775.579975 97 42117.545695 98 54591.407777 99 41381.910047 100 54217.342763 101 42153.441984 102 54542.982381 103 44725.035654 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do ICMS,MLP,1.8137388229370117,"92 1.052525e+06 93 9.727198e+05 94 9.699003e+05 95 1.048223e+06 96 9.646051e+05 97 1.330836e+06 98 9.725282e+05 99 1.144306e+06 100 1.248952e+06 101 1.254739e+06 102 1.360606e+06 103 1.309368e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Seco - RS,Cota-Parte do IPVA,MLP,2.629345655441284,"92 -63266.928040 93 36855.603977 94 165754.384827 95 22186.877093 96 87906.198593 97 112388.341643 98 117045.878559 99 145593.865511 100 129332.079535 101 153197.641851 102 163100.529858 103 -170824.531652 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,IPTU,MLP,1.5192859172821045,"96 623548.784800 97 110221.335052 98 -191107.432509 99 2781.909590 100 788906.036308 101 -16672.861764 102 -185444.114926 103 868672.090316 104 138657.052909 105 -196454.177277 106 783849.519036 107 245090.739322 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,ISS,MLP,1.1290850639343262,"96 295760.641612 97 297579.220502 98 321048.081904 99 330063.683686 100 312006.927562 101 323463.639013 102 307392.760053 103 321368.562991 104 310501.377714 105 289643.795843 106 292914.916135 107 277492.682624 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,ITBI,XGBoost,1.1943566799163818,"96 121688.570312 97 82987.117188 98 87456.773438 99 115039.593750 100 70884.484375 101 87421.718750 102 126885.812500 103 80003.789062 104 80644.585938 105 82367.187500 106 116199.921875 107 82302.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do ICMS,MLP,1.1370508670806885,"96 1.683600e+06 97 1.578381e+06 98 1.574901e+06 99 1.707268e+06 100 1.575746e+06 101 1.811206e+06 102 1.871552e+06 103 1.870665e+06 104 2.006696e+06 105 2.087610e+06 106 2.194261e+06 107 2.151472e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Casca - RS,Cota-Parte do IPVA,MLP,1.0262510776519775,"96 -5.142964e+05 97 7.650036e+04 98 1.030332e+06 99 -1.689257e+05 100 2.250915e+05 101 6.848761e+05 102 3.137499e+05 103 3.929047e+05 104 4.279124e+05 105 4.711038e+05 106 5.232774e+05 107 -7.152055e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,IPTU,AR,1.2391316890716553,"70 10389.501953 71 12613.593750 72 11228.269531 73 13791.747070 74 11749.425781 75 11021.545898 76 11358.435547 77 11189.341797 78 11358.435547 79 11509.378906 80 12654.845703 81 11021.545898 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,ISS,MLP,1.0757670402526855,"72 15389.456209 73 14089.722727 74 13731.153475 75 10904.553699 76 8612.726512 77 14156.736249 78 14379.089039 79 13537.879721 80 15795.930451 81 16294.833414 82 16437.428968 83 8420.572787 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,ITBI,MLP,2.0652782917022705,"67 12708.773000 68 3953.755649 69 17472.950614 70 10699.844827 71 2423.617705 72 11284.964035 73 18450.341690 74 5405.033889 75 20229.166948 76 17134.632994 77 22501.016498 78 -20323.412004 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do ICMS,MLP,1.9727318286895752,"72 347237.664862 73 349023.466717 74 349370.424109 75 376909.732871 76 351978.886417 77 403324.596550 78 418892.798847 79 421465.297552 80 452873.828684 81 472795.899009 82 498566.998522 83 491237.218804 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Guarita - RS,Cota-Parte do IPVA,MLP,1.360187292098999,"67 13656.694571 68 10883.966377 69 35747.692513 70 10065.596161 71 28614.223360 72 41906.725387 73 33830.677083 74 34910.384872 75 43924.069467 76 47447.400497 77 47078.294286 78 -8045.754892 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,IPTU,SARIMAX,2.249778985977173,"94 97081.765625 95 97081.765625 96 146318.000000 97 143378.031250 98 143378.031250 99 152725.359375 100 108391.828125 101 108391.828125 102 101172.023438 103 101172.023438 104 101172.023438 105 78102.679688 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,ISS,XGBoost,1.0672612190246582,"96 93360.601562 97 96968.710938 98 95471.234375 99 89739.562500 100 89739.562500 101 90197.906250 102 89697.500000 103 91759.015625 104 91773.578125 105 91834.421875 106 91834.421875 107 92344.945312 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,ITBI,MLP,0.9367489814758301,"96 67588.650270 97 73223.527403 98 57881.608696 99 63974.121677 100 62818.905966 101 69362.347425 102 67323.930916 103 76234.944780 104 86708.134915 105 77234.570996 106 79965.536294 107 96502.826575 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do ICMS,XGBoost,1.4320833683013916,"96 905347.7500 97 866945.3125 98 805431.4375 99 877950.1875 100 805432.8750 101 851995.6875 102 874537.2500 103 878322.3125 104 860395.9375 105 912731.0625 106 924173.6250 107 836594.5000 Name: Valor, dtype: float64" Prefeitura Municipal de Arroio do Tigre - RS,Cota-Parte do IPVA,XGBoost,1.4491455554962158,"96 354165.50000 97 356570.46875 98 395864.59375 99 399239.68750 100 399239.68750 101 430661.71875 102 454732.56250 103 454732.56250 104 454373.65625 105 466242.56250 106 466242.56250 107 429442.96875 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,IPTU,SARIMAX,1.7235698699951172,"94 19625.443359 95 37213.492188 96 33994.550781 97 16941.039062 98 19680.964844 99 24166.375000 100 23930.248047 101 24359.111328 102 24380.185547 103 35923.914062 104 17299.888672 105 16981.541016 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,ISS,XGBoost,1.3896303176879883,"96 82129.710938 97 92183.984375 98 83928.718750 99 83011.062500 100 83961.679688 101 92597.078125 102 78118.945312 103 78225.812500 104 68941.671875 105 69204.210938 106 92319.851562 107 65497.058594 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,ITBI,XGBoost,1.4022207260131836,"95 28689.171875 96 28284.058594 97 20735.033203 98 28869.224609 99 18887.626953 100 14368.779297 101 11431.869141 102 26026.816406 103 25931.791016 104 28947.707031 105 35192.550781 106 28587.599609 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do ICMS,MLP,1.056166648864746,"96 768296.187480 97 718098.593731 98 714865.996488 99 773543.830297 100 711581.535944 101 818516.959089 102 844244.509219 103 842245.262048 104 903339.315689 105 939120.339879 106 987041.476518 107 965412.075741 Name: Valor, dtype: float64" Prefeitura Municipal de General Câmara - RS,Cota-Parte do IPVA,XGBoost,1.0364289283752441,"96 112471.179688 97 105062.468750 98 107609.968750 99 104917.742188 100 109060.929688 101 63506.988281 102 102136.570312 103 120427.726562 104 136445.250000 105 131844.468750 106 138135.984375 107 136835.750000 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,IPTU,XGBoost,2.2644715309143066,"94 36691.027344 95 33382.792969 96 38680.359375 97 39923.742188 98 116857.117188 99 116397.656250 100 136093.062500 101 94608.648438 102 121614.445312 103 36561.710938 104 34503.984375 105 33535.566406 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,ISS,MLP,1.8394091129302979,"96 58184.103336 97 79920.482299 98 109908.490329 99 102321.140962 100 103083.048440 101 91052.102389 102 99330.050900 103 113188.210223 104 117982.065604 105 113560.503794 106 106529.347195 107 30239.747964 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,ITBI,XGBoost,1.8545265197753906,"96 321839.59375 97 357119.06250 98 327669.53125 99 327669.53125 100 280360.50000 101 280360.50000 102 280360.50000 103 280360.50000 104 280360.50000 105 327669.53125 106 357164.03125 107 280360.50000 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do ICMS,MLP,1.1838712692260742,"96 1.245110e+06 97 1.165258e+06 98 1.161089e+06 99 1.260501e+06 100 1.157538e+06 101 1.334667e+06 102 1.373102e+06 103 1.469676e+06 104 1.489347e+06 105 1.544628e+06 106 1.638121e+06 107 1.589933e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Sertão - RS,Cota-Parte do IPVA,XGBoost,1.4986248016357422,"96 215682.640625 97 218353.750000 98 217730.218750 99 264012.968750 100 264033.218750 101 255328.359375 102 347598.500000 103 343575.468750 104 347840.937500 105 408636.781250 106 408636.781250 107 343575.468750 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,IPTU,MLP,1.6954376697540283,"95 8775.803122 96 7723.354151 97 5217.673386 98 3288.076589 99 1933.358291 100 10602.610317 101 8973.070295 102 7966.586007 103 9340.007468 104 9464.650535 105 10565.146201 106 10503.250247 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,ISS,MLP,1.0079340934753418,"96 68299.687259 97 70490.052949 98 74698.407288 99 50093.142512 100 65408.881380 101 82381.172455 102 87185.391490 103 67239.353691 104 78875.469223 105 62987.553474 106 94185.141380 107 83250.968591 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,ITBI,XGBoost,1.145615577697754,"94 50228.136719 95 33701.617188 96 33871.652344 97 31962.072266 98 45871.996094 99 45035.285156 100 50052.066406 101 51444.035156 102 66042.054688 103 46873.675781 104 20042.492188 105 62631.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do ICMS,MLP,1.1214654445648193,"96 7.690440e+05 97 7.278651e+05 98 7.276659e+05 99 8.069305e+05 100 7.409717e+05 101 8.512909e+05 102 8.868961e+05 103 8.899334e+05 104 9.585367e+05 105 1.002025e+06 106 1.055671e+06 107 1.046238e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Dilermando de Aguiar - RS,Cota-Parte do IPVA,XGBoost,1.7758336067199707,"96 43513.972656 97 47973.054688 98 50657.136719 99 48756.308594 100 55362.312500 101 40122.671875 102 40122.671875 103 40122.671875 104 40122.671875 105 40122.671875 106 42490.542969 107 40122.671875 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,IPTU,MLP,1.8888981342315674,"71 166734.781740 72 86648.083224 73 -7042.097094 74 -38269.943474 75 187593.458351 76 131962.815465 77 12665.021395 78 102472.662288 79 141036.491264 80 111779.901295 81 101746.330649 82 115609.054808 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,ISS,MLP,3.1291441917419434,"77 79132.723501 78 61794.571364 79 55089.869665 80 81616.194867 81 79417.753480 82 68220.767661 83 83484.888631 84 81676.281105 85 87076.606528 86 79936.877764 87 82512.597226 88 92205.082154 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,ITBI,MLP,1.3437061309814453,"77 107335.260556 78 77836.591910 79 35387.075635 80 57691.389974 81 87936.064354 82 87422.597400 83 68029.959358 84 78040.913602 85 109715.355633 86 104026.304022 87 93201.331092 88 101570.005933 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do ICMS,MLP,1.0215418338775635,"77 2.276376e+06 78 1.409533e+06 79 1.032012e+06 80 1.965103e+06 81 1.670676e+06 82 1.669687e+06 83 1.821616e+06 84 1.733972e+06 85 1.960980e+06 86 1.956226e+06 87 1.922132e+06 88 1.975722e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Doutor Maurício Cardoso - RS,Cota-Parte do IPVA,XGBoost,1.1300437450408936,"77 87314.914062 78 98792.304688 79 91998.632812 80 93924.531250 81 103707.484375 82 38029.203125 83 39240.148438 84 39337.218750 85 40537.433594 86 40537.433594 87 43506.914062 88 35806.914062 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,IPTU,SARIMAX,1.0896763801574707,"86 14466.908203 87 14466.908203 88 21622.031250 89 21622.031250 90 23393.056641 91 23393.056641 92 29696.470703 93 41073.562500 94 50943.617188 95 12374.208984 96 50943.617188 97 34755.988281 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,ISS,MLP,3.3944082260131836,"96 42405.502828 97 2935.304550 98 14473.266806 99 39146.526227 100 15202.361451 101 17781.812214 102 21474.203616 103 -29453.222861 104 47614.654633 105 41752.292268 106 -13935.508223 107 19470.482669 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,ITBI,MLP,1.4769067764282227,"91 40217.573199 92 9994.973361 93 47690.833948 94 23381.504628 95 5710.302017 96 38754.472311 97 34513.338189 98 33817.388247 99 35749.600877 100 -19717.976762 101 43831.250340 102 28334.013596 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do ICMS,MLP,1.4218769073486328,"95 635839.679429 96 584577.369552 97 616099.496088 98 652349.364797 99 651113.069015 100 627750.716846 101 703484.339262 102 665265.951018 103 741575.613020 104 781501.884912 105 805096.120500 106 792324.419990 Name: Valor, dtype: float64" Prefeitura Municipal de Gentil - RS,Cota-Parte do IPVA,MLP,0.9324932098388672,"56 90734.791262 57 99979.381248 58 125271.569178 59 112692.784360 60 147034.586985 61 119466.991229 62 161049.902166 63 106069.983607 64 61251.766827 65 181808.657593 66 176003.831101 67 95383.623012 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,IPTU,SARIMAX,1.2404112815856934,"96 24051.197266 97 21863.005859 98 18504.160156 99 11220.776367 100 14022.057617 101 11114.458008 102 10525.682617 103 11748.750000 104 14321.114258 105 14751.597656 106 15610.697266 107 12386.843750 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,ISS,XGBoost,3.436108350753784,"96 21786.804688 97 21423.462891 98 18025.736328 99 19018.820312 100 19338.132812 101 21409.013672 102 15601.352539 103 21727.048828 104 19351.001953 105 19865.945312 106 15594.001953 107 14672.826172 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,ITBI,MLP,2.773615837097168,"95 33344.654890 96 37306.385864 97 33954.742689 98 38874.396472 99 32940.536109 100 28960.640574 101 23566.147707 102 30006.305975 103 41076.180666 104 38100.120131 105 26812.815053 106 44932.452451 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do ICMS,MLP,1.0234708786010742,"96 647132.253540 97 614163.112821 98 614285.593744 99 669045.222995 100 621657.949387 101 714835.068199 102 741823.087727 103 743617.745694 104 799685.362622 105 834926.090848 106 879684.404371 107 867556.512440 Name: Valor, dtype: float64" Prefeitura Municipal de Segredo - RS,Cota-Parte do IPVA,XGBoost,1.2732398509979248,"95 66536.992188 96 83790.789062 97 108983.476562 98 107304.539062 99 107331.351562 100 79676.882812 101 81393.515625 102 81393.515625 103 81393.515625 104 81619.765625 105 81524.296875 106 163862.406250 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,IPTU,XGBoost,1.2840485572814941,"93 30603.652344 94 22848.750000 95 15859.740234 96 15781.313477 97 11253.284180 98 11253.284180 99 22592.242188 100 17873.677734 101 20109.843750 102 20597.921875 103 20174.640625 104 22309.582031 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,ISS,XGBoost,1.081827163696289,"96 12337.005859 97 10669.959961 98 9577.198242 99 9910.574219 100 8406.656250 101 8628.364258 102 8806.419922 103 9849.543945 104 7963.314941 105 10050.625000 106 11890.559570 107 9326.398438 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,ITBI,MLP,1.6654534339904785,"95 31506.741156 96 23752.408509 97 27400.099612 98 32908.657053 99 20524.756527 100 27357.727353 101 27896.121729 102 32290.971027 103 36602.735595 104 15986.765168 105 37612.771139 106 40234.118968 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do ICMS,XGBoost,2.1652092933654785,"96 559954.50000 97 487416.21875 98 477839.18750 99 511886.56250 100 458416.03125 101 504433.68750 102 516275.43750 103 518707.65625 104 518923.75000 105 515756.43750 106 548204.31250 107 483799.21875 Name: Valor, dtype: float64" Prefeitura Municipal de Vista Gaúcha - RS,Cota-Parte do IPVA,MLP,1.6781847476959229,"96 -51723.559335 97 27165.103208 98 97377.750470 99 -14178.496369 100 86648.911669 101 72835.328099 102 64445.670066 103 101006.375109 104 82137.915024 105 99150.539033 106 104037.791085 107 -87133.515809 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,IPTU,MLP,2.456367254257202,"91 14704.288147 92 12892.840030 93 6962.082099 94 3920.337708 95 6483.383247 96 12501.885684 97 13151.772193 98 11665.962367 99 10661.072516 100 9590.859546 101 13688.199777 102 14519.136601 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,ISS,MLP,1.0712814331054688,"96 154123.446673 97 144857.086477 98 165967.993453 99 177061.259918 100 133594.738300 101 182892.148556 102 138588.808402 103 170257.804414 104 204389.835965 105 183778.646661 106 165329.536813 107 154401.968537 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,ITBI,XGBoost,1.0908081531524658,"87 6752.211914 88 8117.264648 89 19856.148438 90 14978.536133 91 20943.464844 92 19860.642578 93 21573.914062 94 22897.968750 95 19507.441406 96 19048.697266 97 13746.988281 98 16477.482422 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do ICMS,XGBoost,1.037980318069458,"96 432287.75000 97 380651.46875 98 338551.46875 99 396402.87500 100 317831.18750 101 374127.46875 102 389543.53125 103 336093.31250 104 368738.75000 105 421407.12500 106 422849.78125 107 336854.53125 Name: Valor, dtype: float64" Prefeitura Municipal de Mariana Pimentel - RS,Cota-Parte do IPVA,MLP,1.201902151107788,"96 27456.904800 97 -54802.078560 98 86051.293894 99 62688.170067 100 26454.002636 101 67362.364007 102 61476.011341 103 65760.138831 104 70387.725512 105 67033.387069 106 75382.966826 107 15925.853170 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,IPTU,MLP,2.079807758331299,"80 194489.836260 81 98246.205700 82 17226.112031 83 111261.313921 84 79350.811075 85 -71263.071078 86 179238.234270 87 135921.704481 88 47846.670394 89 129837.334525 90 131894.138421 91 114193.832175 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,ISS,MLP,1.3812041282653809,"84 294995.067786 85 321762.194079 86 332396.604127 87 336704.930209 88 335513.909001 89 320554.950597 90 349502.739128 91 364675.302860 92 350743.245232 93 360280.324709 94 368230.695253 95 346040.886256 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,ITBI,MLP,1.1862850189208984,"84 65167.990030 85 65714.307975 86 64946.272578 87 55351.655139 88 58989.475182 89 64262.906315 90 70607.878885 91 80168.057662 92 40876.205976 93 73043.762401 94 81179.769833 95 78533.636496 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do ICMS,MLP,2.187746524810791,"84 4.812591e+06 85 4.518932e+06 86 4.518702e+06 87 4.892348e+06 88 4.521522e+06 89 5.202272e+06 90 5.387060e+06 91 5.392796e+06 92 5.796972e+06 93 6.048433e+06 94 6.366175e+06 95 6.280536e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Aratiba - RS,Cota-Parte do IPVA,SARIMAX,1.7432920932769775,"84 290654.53125 85 389692.90625 86 390521.96875 87 413573.59375 88 413573.59375 89 401824.62500 90 401824.62500 91 401824.62500 92 401824.62500 93 401824.62500 94 401949.93750 95 390521.96875 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,IPTU,MLP,1.2265591621398926,"66 39126.239343 67 15247.849977 68 12446.292850 69 27334.720764 70 22509.676010 71 24089.192341 72 23187.376991 73 -28675.714331 74 41059.176508 75 37129.277766 76 6374.333735 77 24611.969003 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,ISS,MLP,1.0793957710266113,"84 33029.753092 85 29977.115102 86 26964.905030 87 23295.311149 88 32098.964782 89 32175.489792 90 31752.836630 91 31551.614002 92 31518.354064 93 34319.234807 94 42411.724436 95 32725.569120 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,ITBI,MLP,1.1583919525146484,"83 45777.327020 84 43459.781217 85 33230.824339 86 50976.101283 87 48063.782033 88 39257.303733 89 -19188.673941 90 51888.657302 91 69822.536720 92 35135.853171 93 31465.633982 94 45343.436870 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do ICMS,MLP,1.2975761890411377,"84 551577.895045 85 516428.907167 86 516563.826866 87 560664.526629 88 571592.576258 89 555894.363595 90 619844.555558 91 626741.513391 92 661342.894701 93 700944.510488 94 732068.007730 95 719779.525252 Name: Valor, dtype: float64" Prefeitura Municipal de Rio dos Índios - RS,Cota-Parte do IPVA,MLP,2.0847675800323486,"81 1909.074395 82 32376.238502 83 27898.576795 84 3490.659235 85 24189.053509 86 37168.478879 87 37076.080597 88 43763.638459 89 40002.227070 90 50024.095443 91 53992.058333 92 34879.310002 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,IPTU,XGBoost,1.9543743133544922,"74 178405.375000 75 184068.093750 76 280657.031250 77 159970.515625 78 136106.781250 79 136925.718750 80 134561.062500 81 141148.390625 82 141415.062500 83 141941.703125 84 143209.359375 85 142682.718750 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,ISS,AR,2.1621241569519043,"84 96834.671875 85 83080.789062 86 80147.945312 87 78227.218750 88 82581.070312 89 82427.437500 90 85450.585938 91 89334.976562 92 87140.101562 93 88563.640625 94 86830.085938 95 83928.906250 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,ITBI,MLP,1.6680285930633545,"84 76357.020348 85 53638.604620 86 65434.932353 87 70264.680234 88 76653.995808 89 74648.607106 90 72594.085226 91 76939.653794 92 98193.895819 93 101588.322021 94 86953.144247 95 80258.275007 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do ICMS,MLP,1.4274060726165771,"84 8.708334e+05 85 8.167329e+05 86 8.183548e+05 87 8.916271e+05 88 8.278331e+05 89 9.540838e+05 90 9.922271e+05 91 9.937853e+05 92 1.071423e+06 93 1.121923e+06 94 1.182509e+06 95 1.174152e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Planalto - RS,Cota-Parte do IPVA,MLP,1.2177119255065918,"84 17610.745949 85 60928.860367 86 212362.235323 87 18781.554152 88 118924.582882 89 224159.511859 90 163880.946408 91 193918.852519 92 203220.580769 93 218774.479189 94 234992.174038 95 -80176.316278 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,IPTU,Prophet,1.7970736026763916,"74 5197.916992 75 4636.939941 76 3486.172119 77 3779.676514 78 4329.210938 79 2128.572266 80 2008.393188 81 1980.018921 82 2037.715088 83 2575.987549 84 1782.157959 85 1808.496948 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,ISS,MLP,1.0506067276000977,"83 49928.120419 84 56441.767748 85 56593.564857 86 50887.093794 87 50449.317047 88 55107.691258 89 53768.505059 90 58490.909003 91 62889.976073 92 66082.695606 93 69827.175065 94 72690.312056 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,ITBI,XGBoost,1.9408416748046875,"72 2502.203125 73 1195.501343 74 4137.607910 75 1874.181885 76 4079.675781 77 3527.252930 78 4406.939941 79 940.893555 80 2990.295166 81 3021.920898 82 2370.700684 83 1265.491455 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do ICMS,XGBoost,1.7697391510009766,"83 271877.593750 84 248451.015625 85 242197.859375 86 264245.187500 87 230391.390625 88 254137.671875 89 248607.296875 90 257551.312500 91 260873.140625 92 248698.781250 93 277158.718750 94 245312.234375 Name: Valor, dtype: float64" Prefeitura Municipal de Dom Pedro de Alcântara - RS,Cota-Parte do IPVA,MLP,1.8549838066101074,"82 15992.481081 83 29131.055466 84 46602.405600 85 16650.300241 86 28158.353082 87 46147.485401 88 50394.530500 89 50681.797177 90 55800.533594 91 58843.907270 92 62604.813949 93 16557.934512 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,IPTU,XGBoost,2.421861410140991,"69 5675.776367 70 6441.856934 71 8071.870605 72 3416.226074 73 2226.561279 74 2635.702393 75 2165.986816 76 1918.503784 77 1530.830200 78 1488.222778 79 1505.092285 80 1488.222778 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,ISS,XGBoost,1.7880244255065918,"84 8532.451172 85 7531.971680 86 6495.741699 87 7531.971680 88 8359.896484 89 7529.652344 90 7526.823730 91 7531.971680 92 8525.083008 93 7531.971680 94 7531.971680 95 7531.971680 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,ITBI,MLP,1.3398356437683105,"65 13849.637598 66 -2643.148229 67 13231.113439 68 9712.498360 69 8144.085553 70 14740.496370 71 -2344.644803 72 15132.769400 73 17936.720357 74 8540.620972 75 14569.333599 76 13772.483016 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do ICMS,MLP,1.104245901107788,"84 324447.810489 85 304019.029273 86 303395.247230 87 331307.444905 88 306630.327096 89 354002.389609 90 367918.194441 91 368024.515042 92 396906.065685 93 415232.563145 94 438201.861441 95 434017.627690 Name: Valor, dtype: float64" Prefeitura Municipal de Engenho Velho - RS,Cota-Parte do IPVA,XGBoost,1.209392786026001,"81 14907.654297 82 15218.030273 83 24634.052734 84 24945.865234 85 9504.777344 86 21614.244141 87 24957.121094 88 24957.121094 89 27898.996094 90 35027.558594 91 35477.722656 92 24333.070312 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,IPTU,XGBoost,1.0193111896514893,"74 74095.625000 75 97302.531250 76 103196.000000 77 70371.148438 78 36618.898438 79 35117.914062 80 46848.914062 81 20327.726562 82 54742.644531 83 51490.554688 84 52332.718750 85 40358.972656 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,ISS,MLP,1.2051358222961426,"76 100001.758908 77 89813.231381 78 106379.476976 79 105347.540912 80 114103.721237 81 114939.504172 82 108027.262886 83 100902.826413 84 110697.105318 85 110284.277168 86 106006.851627 87 86206.462533 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,ITBI,XGBoost,1.018615961074829,"66 22457.515625 67 31575.140625 68 33517.593750 69 33568.308594 70 35557.214844 71 30561.623047 72 32436.552734 73 15431.733398 74 30910.531250 75 29113.316406 76 15253.593750 77 16453.470703 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do ICMS,XGBoost,1.5336956977844238,"76 890405.8750 77 885981.8125 78 887534.9375 79 852561.8750 80 741806.9375 81 847798.1875 82 875121.6875 83 850654.0000 84 892224.5000 85 858027.5625 86 876853.1875 87 858162.8125 Name: Valor, dtype: float64" Prefeitura Municipal de Estação - RS,Cota-Parte do IPVA,XGBoost,1.4029951095581055,"76 155283.718750 77 111278.195312 78 149252.453125 79 114499.343750 80 153203.546875 81 112956.078125 82 114620.132812 83 113313.320312 84 113981.445312 85 110154.750000 86 141396.734375 87 113215.187500 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,IPTU,XGBoost,2.0050482749938965,"75 20980.939453 76 25591.947266 77 10537.168945 78 10634.023438 79 10011.908203 80 9810.392578 81 9360.492188 82 9617.807617 83 9632.791992 84 15763.983398 85 13859.792969 86 13870.173828 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,ISS,XGBoost,1.1930177211761475,"76 63830.292969 77 64034.867188 78 50383.777344 79 19095.708984 80 49714.660156 81 9666.069336 82 29803.628906 83 26827.667969 84 26276.402344 85 60074.972656 86 64366.894531 87 65649.164062 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,ITBI,MLP,0.8881475925445557,"71 36828.568365 72 50313.729427 73 36353.239547 74 17013.870145 75 52698.564683 76 64248.544291 77 18643.748658 78 58653.253698 79 61586.646161 80 65115.636285 81 73833.230229 82 69536.968425 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do ICMS,XGBoost,1.0502233505249023,"75 451554.56250 76 399687.00000 77 368503.03125 78 403797.56250 79 390804.40625 80 397754.40625 81 399883.15625 82 397579.12500 83 397735.09375 84 405840.78125 85 548722.68750 86 402895.15625 Name: Valor, dtype: float64" Prefeitura Municipal de Sentinela do Sul - RS,Cota-Parte do IPVA,XGBoost,1.0840098857879639,"63 120951.437500 64 59259.339844 65 56586.496094 66 64301.277344 67 64301.277344 68 56542.304688 69 56542.304688 70 116375.289062 71 125292.687500 72 121895.320312 73 126022.453125 74 70945.898438 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,IPTU,MLP,1.5361666679382324,"71 32630.350137 72 38881.213583 73 23731.566855 74 28464.090743 75 34055.830166 76 646.522747 77 18181.301820 78 40754.422190 79 -3742.236853 80 32649.175717 81 37739.571850 82 27724.404686 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,ISS,MLP,1.7218739986419678,"75 12640.873369 76 13761.997927 77 12175.254065 78 12025.014842 79 11134.263840 80 14515.399382 81 16498.705859 82 16255.940867 83 15560.618508 84 16064.848366 85 17320.775904 86 16353.192617 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,ITBI,MLP,1.7444372177124023,"67 21784.450679 68 28447.589199 69 23331.998363 70 20848.265294 71 19630.209177 72 24542.362318 73 24214.834144 74 31227.905676 75 21666.855624 76 33414.812583 77 32602.721852 78 35952.305944 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do ICMS,MLP,1.4226453304290771,"75 373358.558194 76 351328.125059 77 352478.541764 78 383650.332843 79 356820.345740 80 411162.542115 81 427888.113019 82 429802.441696 83 463563.087717 84 485934.250899 85 513123.949581 86 510510.700516 Name: Valor, dtype: float64" Prefeitura Municipal de Sagrada Família - RS,Cota-Parte do IPVA,MLP,1.653959035873413,"74 9674.298479 75 23891.225170 76 29326.789288 77 11940.195114 78 15159.636985 79 27093.518789 80 30581.073956 81 36780.595573 82 39027.643446 83 39389.641404 84 44758.732119 85 16506.963626 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,IPTU,XGBoost,1.7866723537445068,"84 37015.488281 85 41095.875000 86 43652.578125 87 43549.179688 88 40615.351562 89 26649.783203 90 27459.828125 91 24011.574219 92 28396.394531 93 38209.789062 94 41364.574219 95 41982.445312 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,ISS,MLP,1.6570532321929932,"84 354944.308086 85 390631.682045 86 310261.892826 87 446748.406703 88 413181.331502 89 341800.156426 90 448168.287323 91 205596.238947 92 309168.061209 93 386654.633175 94 277766.051841 95 410420.178153 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,ITBI,MLP,1.2722301483154297,"82 99040.367949 83 304834.951380 84 235413.688355 85 339279.084293 86 325119.245759 87 287375.070586 88 242825.108395 89 120253.932100 90 408038.883094 91 448701.150893 92 413663.208635 93 442652.418160 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do ICMS,MLP,1.3003945350646973,"84 9.664884e+05 85 9.062529e+05 86 9.073731e+05 87 9.876785e+05 88 9.164378e+05 89 1.056537e+06 90 1.097986e+06 91 1.099620e+06 92 1.185189e+06 93 1.240552e+06 94 1.307787e+06 95 1.297392e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cambará do Sul - RS,Cota-Parte do IPVA,XGBoost,1.1289360523223877,"74 77714.320312 75 114554.359375 76 77741.992188 77 75784.539062 78 75349.843750 79 95507.406250 80 95466.804688 81 114938.804688 82 115314.132812 83 105764.765625 84 140295.656250 85 102239.570312 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,IPTU,XGBoost,1.0013256072998047,"77 28705.496094 78 29051.582031 79 11185.163086 80 28354.814453 81 12587.952148 82 11844.583008 83 11732.955078 84 27775.113281 85 10855.622070 86 27873.945312 87 13832.350586 88 14368.214844 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,ISS,MLP,1.1804335117340088,"84 29898.371505 85 27973.246405 86 33170.115719 87 31822.073145 88 37563.901408 89 36802.538300 90 41583.162121 91 40735.472102 92 41174.512889 93 21793.153559 94 43667.172148 95 11451.640675 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,ITBI,XGBoost,1.1366503238677979,"83 7249.496094 84 6146.114746 85 19803.925781 86 21231.654297 87 14748.555664 88 12157.541992 89 10936.811523 90 3771.083252 91 7591.704590 92 3322.079346 93 5224.792969 94 17172.818359 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do ICMS,MLP,1.2006425857543945,"84 679044.958597 85 643563.249971 86 648952.162832 87 710666.104790 88 667738.803314 89 770188.451290 90 807444.465925 91 816645.969949 92 883716.056246 93 931718.307698 94 987803.328374 95 993528.109475 Name: Valor, dtype: float64" Prefeitura Municipal de Mato Castelhano - RS,Cota-Parte do IPVA,MLP,1.6104788780212402,"78 6704.831381 79 7376.432509 80 66499.078523 81 8557.395099 82 48997.115525 83 70963.208204 84 63780.281934 85 80361.060193 86 75831.552968 87 82255.071023 88 91182.913975 89 21447.403464 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,IPTU,MLP,1.6627616882324219,"71 94245.757308 72 36514.232500 73 -140097.183740 74 165408.289792 75 103959.378327 76 -109427.898990 77 106111.280923 78 108368.591485 79 -20310.575132 80 61597.641378 81 80812.794541 82 33180.615718 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,ISS,MLP,1.7473316192626953,"72 62354.503652 73 51295.343867 74 64901.644964 75 62033.647324 76 74942.719777 77 57977.694175 78 72413.160411 79 71192.272742 80 81819.227585 81 64288.620683 82 82076.693421 83 57923.378737 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,ITBI,MLP,1.365967035293579,"72 59187.180570 73 93558.839223 74 58918.583489 75 76892.048371 76 86116.978534 77 80877.138237 78 85336.952700 79 82765.218207 80 -11258.194306 81 89750.350320 82 45723.226010 83 75037.499721 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do ICMS,MLP,1.4218287467956543,"72 603922.056805 73 549931.769093 74 611278.365895 75 658701.254837 76 608880.179205 77 707313.746218 78 730775.133079 79 737347.876561 80 800004.697029 81 837163.962775 82 883901.977711 83 881829.164308 Name: Valor, dtype: float64" Prefeitura Municipal de Erval Grande - RS,Cota-Parte do IPVA,SARIMAX,2.434507131576538,"72 104221.187500 73 92249.664062 74 85808.945312 75 91583.718750 76 89883.156250 77 89284.523438 78 101993.437500 79 99784.445312 80 116758.937500 81 117012.062500 82 117012.062500 83 114805.953125 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,IPTU,MLP,1.1437289714813232,"75 130826.817535 76 41511.090750 77 7703.570688 78 91333.917583 79 73980.662255 80 32266.976758 81 29362.667784 82 -28405.779755 83 120321.295151 84 76727.383986 85 6626.995448 86 81279.160525 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,ISS,MLP,1.6552114486694336,"84 63264.800696 85 72470.207507 86 70219.983844 87 73758.994579 88 76846.116669 89 75754.953186 90 83769.782969 91 82652.508739 92 87014.896174 93 91251.377992 94 91251.834530 95 96321.865988 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,ITBI,SES,0.9208879470825195,"24 7282.161621 25 4492.106445 26 4467.484375 27 7302.784180 28 5341.011230 29 5324.093750 30 7265.419922 31 5358.290527 32 5349.945312 33 7285.864746 34 5367.224609 35 5346.273926 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do ICMS,XGBoost,2.000565528869629,"84 450043.90625 85 428904.06250 86 421043.53125 87 476002.40625 88 465289.46875 89 427273.34375 90 417944.03125 91 436580.21875 92 473981.06250 93 448070.25000 94 420270.90625 95 420942.87500 Name: Valor, dtype: float64" Prefeitura Municipal de Santo Antônio do Planalto - RS,Cota-Parte do IPVA,MLP,3.108684539794922,"84 -15106.100719 85 25513.791995 86 67389.555364 87 14515.200784 88 24280.686286 89 58128.275063 90 56126.505890 91 54760.439388 92 55451.640379 93 61269.262792 94 65307.837101 95 -5722.558629 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,IPTU,AR,1.7392103672027588,"84 284829.718750 85 290625.093750 86 292829.906250 87 264614.343750 88 278448.718750 89 263504.625000 90 252473.937500 91 252775.890625 92 255060.562500 93 306163.750000 94 317431.937500 95 317129.968750 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,ISS,MLP,1.011366605758667,"84 159781.322539 85 183045.066841 86 178939.830755 87 183052.050823 88 203233.216861 89 197367.150381 90 211049.471686 91 228653.728292 92 217462.686514 93 222514.295158 94 236154.440627 95 246183.512488 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,ITBI,MLP,1.3944673538208008,"84 441075.298333 85 251707.378703 86 224137.744775 87 440968.100968 88 -273474.909412 89 492817.975883 90 554739.506710 91 243704.996135 92 379750.592142 93 403502.618712 94 517360.595339 95 539391.835440 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do ICMS,MLP,1.4080169200897217,"84 1.524728e+06 85 1.419264e+06 86 1.410640e+06 87 1.544626e+06 88 1.429261e+06 89 1.646533e+06 90 1.701346e+06 91 1.695354e+06 92 1.821240e+06 93 1.899402e+06 94 1.990698e+06 95 1.948232e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Palmares do Sul - RS,Cota-Parte do IPVA,MLP,1.137773036956787,"83 67485.999398 84 125077.326443 85 212571.400704 86 21220.984918 87 111836.516595 88 211335.512888 89 191517.523311 90 219418.248565 91 217899.468569 92 244853.896636 93 269255.465237 94 82573.058571 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,IPTU,MLP,1.2102575302124023,"84 188224.588034 85 123816.012497 86 52083.893025 87 146336.006894 88 109138.283930 89 -135717.074580 90 190019.960190 91 214231.007197 92 6827.361531 93 108069.645635 94 164783.443114 95 129741.605669 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,ISS,MLP,0.9873487949371338,"84 37638.225801 85 47805.962489 86 46297.609387 87 47332.749315 88 53033.716698 89 52360.328570 90 54708.068094 91 54487.099170 92 53352.336708 93 60184.755773 94 56302.721180 95 55644.568906 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,ITBI,MLP,1.2259900569915771,"84 46196.455174 85 43807.698315 86 38191.940265 87 46970.664121 88 41453.340357 89 45798.052075 90 59087.681334 91 43350.811345 92 58268.998960 93 40102.928026 94 50884.021454 95 67789.762860 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do ICMS,MLP,1.6002023220062256,"84 7.852216e+05 85 7.353805e+05 86 7.368728e+05 87 8.051962e+05 88 7.485055e+05 89 8.628543e+05 90 8.982028e+05 91 8.987996e+05 92 9.691514e+05 93 1.014850e+06 94 1.068651e+06 95 1.061464e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pareci Novo - RS,Cota-Parte do IPVA,AR,2.124084711074829,"84 226986.656250 85 259908.328125 86 271729.031250 87 312479.781250 88 312479.781250 89 322861.875000 90 315571.937500 91 315571.937500 92 315571.937500 93 315571.937500 94 315571.937500 95 307000.593750 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,IPTU,MLP,1.9657773971557617,"72 9.615078e+05 73 5.996926e+05 74 5.034538e+04 75 -4.952727e+05 76 1.096757e+06 77 9.177849e+05 78 7.579135e+03 79 5.169312e+05 80 8.086189e+05 81 6.822641e+05 82 5.663813e+05 83 6.077966e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,ISS,MLP,2.0205607414245605,"72 236345.839048 73 271629.256964 74 272437.697932 75 265685.570725 76 267814.827954 77 246320.902761 78 263911.905197 79 258588.429329 80 266619.180345 81 282815.651335 82 273718.645644 83 273611.684181 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,ITBI,MLP,1.277369499206543,"72 101289.233605 73 111102.731503 74 48464.157561 75 120710.774386 76 120361.889231 77 62949.122398 78 133917.464008 79 125253.594565 80 142653.092330 81 154446.190851 82 116310.935162 83 132605.580457 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do ICMS,MLP,1.1202421188354492,"72 1.248481e+06 73 1.152267e+06 74 1.142464e+06 75 1.234394e+06 76 1.124307e+06 77 1.295674e+06 78 1.327994e+06 79 1.310523e+06 80 1.402845e+06 81 1.448370e+06 82 1.510635e+06 83 1.461082e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Cerro Largo - RS,Cota-Parte do IPVA,MLP,1.0000972747802734,"72 -4.435164e+05 73 6.367917e+04 74 1.014666e+06 75 -1.796691e+05 76 1.407459e+05 77 7.339131e+05 78 1.839649e+05 79 2.716380e+05 80 5.092031e+05 81 3.695078e+05 82 3.922319e+05 83 -4.837223e+05 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,IPTU,SARIMAX,1.5035574436187744,"72 249429.171875 73 184436.625000 74 184252.359375 75 86599.343750 76 86135.578125 77 87885.070312 78 93908.781250 79 93304.398438 80 119056.992188 81 89385.976562 82 90179.875000 83 87606.226562 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,ISS,MLP,1.5081682205200195,"72 198677.927352 73 197556.515271 74 194890.918131 75 214505.456941 76 197625.350177 77 208590.520211 78 235748.905514 79 223646.835315 80 239817.583337 81 240207.125916 82 239279.008301 83 263700.850025 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,ITBI,MLP,1.1225597858428955,"72 11686.462272 73 87235.847341 74 10700.294480 75 109590.013399 76 74039.039063 77 52827.886029 78 107848.856247 79 54622.217762 80 89870.123686 81 101368.026369 82 -61671.519887 83 126627.657184 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do ICMS,MLP,0.9948556423187256,"72 9.456792e+05 73 8.878126e+05 74 8.873232e+05 75 9.589812e+05 76 8.941859e+05 77 1.018284e+06 78 1.049254e+06 79 1.046851e+06 80 1.115092e+06 81 1.154361e+06 82 1.203882e+06 83 1.180512e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Chuí - RS,Cota-Parte do IPVA,MLP,1.105438232421875,"65 19324.757969 66 110675.641309 67 211183.406533 68 112255.802643 69 156418.418148 70 188086.236684 71 186433.492323 72 216045.719911 73 238568.598614 74 242163.618796 75 256491.446560 76 73157.465611 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,IPTU,MLP,1.0770280361175537,"70 32171.694793 71 36365.561270 72 27704.083049 73 13685.036696 74 9560.102707 75 14811.212974 76 25615.976845 77 33986.874146 78 36238.604224 79 32419.276493 80 32465.158351 81 40363.260513 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,ISS,MLP,1.8081820011138916,"72 31402.740383 73 25475.836464 74 40308.580974 75 30237.225747 76 22617.172501 77 43069.530019 78 33464.861610 79 33337.615568 80 19773.028717 81 30771.327417 82 42062.232621 83 -23765.174268 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,ITBI,MLP,1.230262041091919,"66 90483.291972 67 47825.298686 68 40150.142437 69 59558.527637 70 37974.806572 71 61698.358177 72 71196.003867 73 20461.472569 74 74363.572099 75 26373.821931 76 76798.860585 77 87821.952242 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do ICMS,MLP,1.001629114151001,"72 438427.413540 73 408342.083632 74 404745.809060 75 438391.505664 76 444221.999573 77 423953.701161 78 472075.023824 79 473362.413202 80 495433.172273 81 520461.652823 82 537509.836954 83 517888.467823 Name: Valor, dtype: float64" Prefeitura Municipal de Faxinalzinho - RS,Cota-Parte do IPVA,XGBoost,2.014322280883789,"69 18753.214844 70 23753.867188 71 12211.845703 72 15031.234375 73 15863.144531 74 16930.675781 75 16592.634766 76 16177.221680 77 16821.521484 78 16384.210938 79 16496.248047 80 14697.725586 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,IPTU,XGBoost,2.2064802646636963,"72 71182.718750 73 76917.148438 74 75049.898438 75 71594.882812 76 75316.187500 77 77706.179688 78 70942.734375 79 79047.742188 80 74847.437500 81 72229.898438 82 76818.132812 83 76818.132812 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,ISS,MLP,1.610802173614502,"72 183849.645860 73 272728.112403 74 190123.354383 75 230892.055033 76 265052.451616 77 246374.170612 78 304598.932916 79 293115.382601 80 282501.446352 81 377417.375585 82 338560.509581 83 296347.585428 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,ITBI,XGBoost,1.5532317161560059,"72 27630.294922 73 39360.128906 74 41167.546875 75 10321.649414 76 29018.755859 77 36614.632812 78 19791.253906 79 27695.816406 80 27970.212891 81 20687.642578 82 28198.275391 83 27874.210938 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do ICMS,MLP,1.2151007652282715,"72 1.252302e+06 73 1.151273e+06 74 1.165249e+06 75 1.261400e+06 76 1.167872e+06 77 1.356319e+06 78 1.400034e+06 79 1.396303e+06 80 1.501322e+06 81 1.496314e+06 82 1.694768e+06 83 1.617241e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barra do Ribeiro - RS,Cota-Parte do IPVA,XGBoost,1.2937331199645996,"72 247225.53125 73 295397.40625 74 295397.40625 75 295397.40625 76 295397.40625 77 359511.28125 78 359511.28125 79 359511.28125 80 359511.28125 81 359511.28125 82 359511.28125 83 359511.28125 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,IPTU,MLP,1.5771009922027588,"68 53662.776366 69 2144.667568 70 3979.105451 71 51568.529363 72 15970.656614 73 4144.407950 74 37191.612427 75 -32933.073729 76 48413.823080 77 46173.715222 78 -24712.599148 79 34720.668066 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,ISS,XGBoost,1.8081741333007812,"68 9586.452148 69 8949.564453 70 9481.588867 71 8362.601562 72 8205.064453 73 7907.815918 74 8212.015625 75 9140.496094 76 9110.700195 77 9061.458984 78 8171.746094 79 6558.391602 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,ITBI,XGBoost,1.835385799407959,"67 10694.612305 68 6782.817871 69 3829.605713 70 9602.043945 71 6270.432617 72 4100.981445 73 12735.911133 74 4243.848145 75 7364.055664 76 6208.841797 77 11491.024414 78 6705.950195 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do ICMS,XGBoost,1.408369541168213,"68 438906.53125 69 410170.56250 70 407710.50000 71 417867.96875 72 376324.40625 73 412726.87500 74 439327.53125 75 416286.81250 76 413120.87500 77 415727.03125 78 426070.87500 79 416286.81250 Name: Valor, dtype: float64" Prefeitura Municipal de Vitória das Missões - RS,Cota-Parte do IPVA,MLP,2.3923726081848145,"68 10190.933434 69 38081.182815 70 66139.544524 71 15589.407089 72 56137.060768 73 66801.650504 74 62385.503148 75 71779.637819 76 74528.991873 77 82640.084553 78 85972.573522 79 -311.551874 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,IPTU,MLP,2.0322511196136475,"47 -635.792434 48 19731.108080 49 25037.080513 50 25611.746118 51 21990.620350 52 22518.541328 53 26791.427527 54 28905.634841 55 16976.796676 56 9208.011269 57 7879.499873 58 24527.946233 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,ISS,MLP,1.266648292541504,"52 35078.318995 53 37766.278129 54 58683.385532 55 41690.621969 56 30038.786219 57 56805.913093 58 48928.553938 59 50940.726856 60 42964.920320 61 17158.237191 62 40572.127037 63 -4196.585679 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,ITBI,MLP,1.2509324550628662,"49 72811.012922 50 64146.734849 51 174063.994083 52 89897.401605 53 176242.909765 54 49496.851398 55 127455.433770 56 163527.662446 57 164317.011915 58 176396.458020 59 166463.830636 60 -20016.943085 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do ICMS,XGBoost,1.374690294265747,"52 485143.78125 53 480023.06250 54 536533.68750 55 573328.37500 56 564369.06250 57 596997.06250 58 566654.68750 59 559398.68750 60 566718.68750 61 566718.68750 62 566767.68750 63 563779.43750 Name: Valor, dtype: float64" Prefeitura Municipal de Cruzaltense - RS,Cota-Parte do IPVA,MLP,1.0398271083831787,"52 -21318.625061 53 7013.860507 54 101240.659383 55 2537.519303 56 29577.624610 57 72054.730146 58 43576.292022 59 53820.102112 60 54716.272855 61 58083.672844 62 65852.563615 63 -40453.688009 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,IPTU,MLP,0.9189341068267822,"60 134687.513682 61 81774.210808 62 10100.836376 63 -70403.477308 64 159256.350947 65 109788.926977 66 -2088.278063 67 87567.431917 68 109881.927922 69 84542.118099 70 80289.942484 71 91315.921151 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,ISS,MLP,1.4713099002838135,"60 25492.673495 61 27439.500969 62 21842.598163 63 21067.514273 64 21538.585237 65 12900.657660 66 20759.826043 67 26148.579876 68 27754.047269 69 27385.432782 70 28617.687838 71 26848.592841 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,ITBI,XGBoost,1.042388677597046,"60 26230.970703 61 27611.361328 62 28335.021484 63 29231.515625 64 19471.500000 65 12938.958984 66 28286.529297 67 27970.775391 68 20103.345703 69 28384.162109 70 26305.597656 71 19507.380859 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do ICMS,XGBoost,1.0236670970916748,"60 483384.62500 61 413726.56250 62 420946.28125 63 485397.18750 64 502958.71875 65 451152.87500 66 455495.31250 67 502263.43750 68 487518.12500 69 456701.71875 70 456436.18750 71 484449.25000 Name: Valor, dtype: float64" Prefeitura Municipal de Porto Lucena - RS,Cota-Parte do IPVA,XGBoost,3.063136577606201,"60 86397.726562 61 85403.289062 62 86455.914062 63 85671.031250 64 85671.031250 65 86455.914062 66 86455.914062 67 123765.531250 68 123765.531250 69 143729.625000 70 173716.796875 71 149066.125000 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,IPTU,XGBoost,1.6413228511810303,"60 24839.123047 61 25214.687500 62 21123.501953 63 21137.251953 64 23947.359375 65 20852.861328 66 16978.886719 67 22899.781250 68 23027.451172 69 21126.814453 70 23802.292969 71 25176.892578 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,ISS,XGBoost,1.2647593021392822,"60 16328.672852 61 45630.707031 62 51352.894531 63 34289.175781 64 33348.453125 65 52819.125000 66 59362.937500 67 15764.980469 68 33571.824219 69 29040.005859 70 42874.980469 71 41462.777344 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,ITBI,XGBoost,1.2029693126678467,"60 40036.062500 61 12636.792969 62 36356.851562 63 31705.298828 64 33179.484375 65 77787.554688 66 17681.332031 67 29734.421875 68 40881.046875 69 53712.234375 70 49800.710938 71 5657.983398 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do ICMS,XGBoost,0.9345383644104004,"60 1450887.250 61 1355735.125 62 1336391.875 63 1405676.750 64 1181360.250 65 1437278.750 66 1399541.125 67 1342156.750 68 1404894.125 69 1401401.375 70 1443703.375 71 1328033.375 Name: Valor, dtype: float64" Prefeitura Municipal de Maçambará - RS,Cota-Parte do IPVA,MLP,1.0023534297943115,"55 18797.052050 56 7501.139079 57 45783.482169 58 38099.425782 59 30470.967054 60 24507.507373 61 46257.329453 62 54235.559970 63 30560.897587 64 52308.623636 65 59343.794907 66 26852.181874 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,IPTU,MLP,0.9523305892944336,"60 70448.585251 61 49377.648568 62 -4570.304648 63 -32707.702105 64 79217.864253 65 53725.212357 66 6281.150929 67 43185.719227 68 56984.160808 69 50368.445000 70 46936.986830 71 48604.973897 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,ISS,XGBoost,1.117079496383667,"60 41235.242188 61 44703.414062 62 46255.605469 63 38512.183594 64 39993.835938 65 42791.753906 66 43303.750000 67 43448.730469 68 41035.621094 69 42910.304688 70 46087.457031 71 40034.933594 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,ITBI,XGBoost,1.2694895267486572,"60 10682.614258 61 17871.294922 62 10517.773438 63 9523.463867 64 12994.305664 65 10441.281250 66 10521.893555 67 10582.700195 68 11921.400391 69 10342.779297 70 12329.688477 71 13026.868164 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do ICMS,MLP,1.0943593978881836,"60 1.171245e+06 61 1.101423e+06 62 1.097818e+06 63 1.279942e+06 64 1.005956e+06 65 1.244841e+06 66 1.294768e+06 67 1.277700e+06 68 1.390200e+06 69 1.436196e+06 70 1.506333e+06 71 1.483881e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Pinhal - RS,Cota-Parte do IPVA,MLP,1.1734066009521484,"60 -41598.815739 61 -12194.888708 62 237462.210422 63 -82387.829465 64 138575.388247 65 247788.052323 66 -77585.202964 67 123067.691294 68 302052.276080 69 -41668.328593 70 123201.521688 71 193335.633818 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,IPTU,XGBoost,1.324413537979126,"48 1720.548828 49 2887.207275 50 2790.553711 51 3742.477783 52 2940.000977 53 1319.785522 54 1114.380005 55 1193.960815 56 1134.381592 57 1756.138794 58 1745.614258 59 1065.197021 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,ISS,XGBoost,2.327907085418701,"60 16028.866211 61 15986.124023 62 16002.373047 63 16015.868164 64 16002.373047 65 16028.369141 66 15980.608398 67 16015.868164 68 16015.868164 69 15992.665039 70 15992.665039 71 15992.665039 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,ITBI,MLP,2.178337574005127,"54 6094.692438 55 6027.585321 56 5678.811391 57 6654.278733 58 4967.868519 59 4311.171384 60 3697.020118 61 7686.221806 62 7904.495502 63 7754.138234 64 8584.738248 65 9570.604003 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do ICMS,SES,1.0201995372772217,"60 428520.56250 61 398938.28125 62 409399.09375 63 435209.21875 64 427597.81250 65 394912.15625 66 396552.68750 67 381603.87500 68 389425.59375 69 402313.46875 70 402515.00000 71 380864.81250 Name: Valor, dtype: float64" Prefeitura Municipal de União da Serra - RS,Cota-Parte do IPVA,MLP,1.0621323585510254,"57 18329.728151 58 -89621.236094 59 112224.979227 60 60855.763533 61 -45698.580841 62 58053.218191 63 67545.808126 64 20197.575342 65 32228.925811 66 49310.725797 67 50714.016530 68 -29954.650329 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,IPTU,AR,1.0132644176483154,"60 31779.742188 61 31779.742188 62 24126.187500 63 24747.517578 64 31548.238281 65 24126.187500 66 24453.628906 67 31157.552734 68 33196.175781 69 33442.160156 70 37270.664062 71 37421.609375 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,ISS,XGBoost,1.0250122547149658,"60 21531.978516 61 19277.144531 62 19745.498047 63 13397.593750 64 18678.619141 65 14251.856445 66 15210.852539 67 16652.695312 68 14929.476562 69 15033.428711 70 14925.245117 71 14527.236328 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,ITBI,MLP,0.9315528869628906,"49 165503.044655 50 175359.739038 51 114994.451301 52 164043.742037 53 93484.853348 54 170408.309787 55 225166.125094 56 187421.489554 57 207323.557465 58 224519.128100 59 255295.112395 60 280116.053788 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,Cota-Parte do ICMS,MLP,1.027808666229248,"60 8.456894e+05 61 8.198284e+05 62 8.086349e+05 63 9.149166e+05 64 1.495078e+06 65 1.404788e+06 66 1.585169e+06 67 1.895806e+06 68 2.149564e+06 69 2.528848e+06 70 3.042183e+06 71 3.442639e+06 Name: Valor, dtype: float64" Prefeitura Municipal de São Nicolau - RS,Cota-Parte do IPVA,XGBoost,1.2558050155639648,"60 98280.070312 61 99136.890625 62 98685.203125 63 97370.609375 64 97370.609375 65 96748.937500 66 96748.937500 67 96748.937500 68 96748.937500 69 96748.937500 70 96748.937500 71 96748.937500 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,IPTU,XGBoost,1.1750400066375732,"55 7735.631348 56 8002.185547 57 6903.466797 58 6796.794922 59 6930.052246 60 10771.980469 61 6655.046387 62 5406.402832 63 5218.364258 64 5249.477051 65 5358.692871 66 6066.763184 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,ISS,XGBoost,3.0505530834198,"56 9697.531250 57 8933.471680 58 9401.454102 59 9566.078125 60 11437.125000 61 9980.722656 62 9882.650391 63 9974.920898 64 9974.920898 65 7115.493164 66 9645.169922 67 7701.777832 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,ITBI,MLP,1.9518632888793945,"56 32708.742785 57 29303.671181 58 22840.730078 59 33240.353976 60 -157.918917 61 15030.431217 62 36920.074632 63 33351.981240 64 37441.309546 65 35028.686767 66 28761.605797 67 27294.207784 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do ICMS,XGBoost,0.9674985408782959,"56 329054.84375 57 285413.87500 58 272527.56250 59 317941.62500 60 312941.65625 61 308770.84375 62 309303.75000 63 309759.31250 64 310321.93750 65 310515.65625 66 310722.21875 67 297361.15625 Name: Valor, dtype: float64" Prefeitura Municipal de São José das Missões - RS,Cota-Parte do IPVA,MLP,1.2823052406311035,"56 9867.222871 57 22356.850187 58 30491.108477 59 14570.540334 60 24356.194612 61 32243.415879 62 37375.807269 63 39070.705633 64 41930.782298 65 44802.575385 66 47383.287397 67 12183.143306 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,IPTU,XGBoost,1.0040180683135986,"42 94426.390625 43 38508.730469 44 47913.847656 45 64771.714844 46 48073.765625 47 47712.492188 48 16944.787109 49 64387.207031 50 64387.207031 51 39934.738281 52 39342.984375 53 86546.804688 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,ISS,MLP,0.845890998840332,"42 89915.311945 43 89726.311531 44 105767.705728 45 96497.077861 46 94226.074532 47 106849.609900 48 110657.849987 49 112539.045030 50 105727.146135 51 121026.007204 52 130886.242715 53 120602.263981 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,ITBI,HWES,1.281355857849121,"36 51405.261719 37 51472.597656 38 51536.585938 39 51536.585938 40 51506.355469 41 51437.605469 42 56582.156250 43 56681.132812 44 71845.500000 45 33593.265625 46 71944.476562 47 33538.996094 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do ICMS,MLP,0.9731087684631348,"42 1.025439e+06 43 9.198094e+05 44 1.029029e+06 45 1.102549e+06 46 9.675348e+05 47 9.955105e+05 48 1.143768e+06 49 1.138979e+06 50 1.215304e+06 51 1.280084e+06 52 1.355622e+06 53 1.350032e+06 Name: Valor, dtype: float64" Prefeitura Municipal de Barão de Cotegipe - RS,Cota-Parte do IPVA,Prophet,1.1272838115692139,"42 353830.15625 43 315520.37500 44 309944.31250 45 462083.75000 46 510627.96875 47 456586.62500 48 510627.96875 49 510627.96875 50 510627.96875 51 510627.96875 52 510627.96875 53 456586.62500 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,IPTU,MLP,1.6268455982208252,"50 74235.743092 51 51995.283360 52 -73283.945847 53 66428.747565 54 77869.178835 55 6018.761487 56 50337.337905 57 53722.659085 58 61181.292765 59 63040.177358 60 53127.861469 61 66253.121695 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,ISS,MLP,1.504401683807373,"50 17316.047844 51 20646.239768 52 17937.162112 53 22213.239626 54 20933.074265 55 18379.582286 56 23393.011022 57 23075.227815 58 19994.055659 59 25020.600036 60 25525.984900 61 20813.339373 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,ITBI,MLP,2.3108129501342773,"50 39161.917046 51 24195.345388 52 14986.941723 53 38199.223691 54 27735.998415 55 29498.876028 56 42068.850250 57 37291.383048 58 45709.553512 59 48971.149818 60 49101.839890 61 48877.439118 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,Cota-Parte do ICMS,XGBoost,1.104161024093628,"50 376835.06250 51 408605.96875 52 363806.03125 53 365291.28125 54 339701.37500 55 354935.15625 56 364030.06250 57 325083.56250 58 358014.71875 59 371095.21875 60 401458.90625 61 366383.12500 Name: Valor, dtype: float64" Prefeitura Municipal de Tunas - RS,Cota-Parte do IPVA,XGBoost,0.9335362911224365,"49 41220.718750 50 42460.730469 51 35173.421875 52 35173.421875 53 38872.921875 54 47527.406250 55 43211.628906 56 43211.628906 57 95856.257812 58 95856.257812 59 95856.257812 60 87318.835938 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,IPTU,SARIMAX,0.2526843547821045,"16 1790.962646 17 1740.459473 18 1740.459473 19 1790.962646 20 1790.962646 21 1740.459473 22 1790.962646 23 1740.459473 24 1790.962646 25 1740.459473 26 1740.459473 27 1790.962646 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,ISS,SES,0.27397632598876953,"16 12281.532227 17 12281.532227 18 12281.532227 19 12281.532227 20 12281.532227 21 12281.532227 22 12281.532227 23 12281.532227 24 12281.532227 25 12281.532227 26 12281.532227 27 12281.532227 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,ITBI,SES,0.28202033042907715,"16 12108.862305 17 12108.862305 18 12108.862305 19 12108.862305 20 12108.862305 21 12108.862305 22 12108.862305 23 12108.862305 24 12108.862305 25 12108.862305 26 12108.862305 27 12108.862305 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,Cota-Parte do ICMS,Prophet,0.3109583854675293,"16 618821.375 17 618821.375 18 618821.375 19 618821.375 20 618821.375 21 618821.375 22 618821.375 23 618821.375 24 618821.375 25 618821.375 26 618821.375 27 618821.375 Name: Valor, dtype: float64" Prefeitura Municipal de Erebango - RS,Cota-Parte do IPVA,SES,0.3826878070831299,"16 55248.160156 17 55248.160156 18 55248.160156 19 55248.160156 20 55248.160156 21 55248.160156 22 55248.160156 23 55248.160156 24 55248.160156 25 55248.160156 26 55248.160156 27 55248.160156 Name: Valor, dtype: float64"