alteracoes generalizadas

backend/app/api/elaboracao.py

@@ -63,6 +63,8 @@ class ClassificarXPayload(SessionPayload):
 class SearchTransformPayload(SessionPayload):
     grau_min_coef: int = 0
     grau_min_f: int = 0
+    transformacoes_fixas: dict[str, str] = Field(default_factory=dict)
+    transformacao_y_fixa: str | None = None
 
 
 class AdoptSuggestionPayload(SessionPayload):
@@ -250,6 +252,8 @@ def search_transformations(payload: SearchTransformPayload) -> dict[str, Any]:
         session,
         grau_min_coef=payload.grau_min_coef,
         grau_min_f=payload.grau_min_f,
+        transformacoes_fixas_usuario=payload.transformacoes_fixas,
+        transformacao_y_fixa_usuario=payload.transformacao_y_fixa,
     )
 
 

backend/app/api/pesquisa.py

@@ -65,6 +65,7 @@ def pesquisar_modelos(
     rh_max: float | None = Query(None),
     aval_finalidade: str | None = Query(None),
     aval_finalidade_colunas: str | None = Query(None),
+    aval_zona: str | None = Query(None),
     aval_bairro: str | None = Query(None),
     aval_bairro_colunas: str | None = Query(None),
     aval_endereco: str | None = Query(None),
@@ -108,6 +109,7 @@ def pesquisar_modelos(
         rh_max=rh_max,
         aval_finalidade=aval_finalidade,
         aval_finalidade_colunas=_split_csv(aval_finalidade_colunas),
+        aval_zona=aval_zona,
         aval_bairro=aval_bairro,
         aval_bairro_colunas=_split_csv(aval_bairro_colunas),
         aval_endereco=aval_endereco,

backend/app/core/auth/usuarios.json

@@ -1,7 +1,7 @@
 {
   "usuarios": [
     { "usuario": "adriana", "matricula": "188661", "nome": "ADRIANA KIRSCH BISSIGO", "perfil": "viewer" },
-    { "usuario": "carla", "matricula": "458846", "nome": "CARLA ALEXANDRA GODOY FELICE", "perfil": "viewer" },
+    { "usuario": "carla", "matricula": "458846", "nome": "CARLA ALEXANDRA GODOY FELICE", "perfil": "admin" },
     { "usuario": "charles", "matricula": "1650645", "nome": "CHARLES ELIS SANDER PINTO DIAS", "perfil": "viewer" },
     { "usuario": "clara", "matricula": "1515977", "nome": "CLARA FRANCISCA MARQUES", "perfil": "viewer" },
     { "usuario": "daniela", "matricula": "1335618", "nome": "DANIELA CRISTINA JAHNEL", "perfil": "viewer" },
@@ -9,13 +9,13 @@
     { "usuario": "debora", "matricula": "1507850", "nome": "DEBORA FONSECA ALVES", "perfil": "viewer" },
     { "usuario": "edgar", "matricula": "1507559", "nome": "EDGAR ALEJANDRO VARGAS", "perfil": "viewer" },
     { "usuario": "fernanda_lazzari", "matricula": "1298640", "nome": "FERNANDA LAZZARI COSTI", "perfil": "viewer" },
-    { "usuario": "fernanda_pontel", "matricula": "1036130", "nome": "FERNANDA PONTEL", "perfil": "viewer" },
+    { "usuario": "fernanda_pontel", "matricula": "1036130", "nome": "FERNANDA PONTEL", "perfil": "admin" },
     { "usuario": "fernando", "matricula": "1279670", "nome": "FERNANDO ROBERTO SCHWARTZER", "perfil": "viewer" },
     { "usuario": "francisco", "matricula": "1507583", "nome": "FRANCISCO TESTON TISBIEREK", "perfil": "viewer" },
     { "usuario": "gilmara", "matricula": "326310", "nome": "GILMARA MULLER", "perfil": "viewer" },
     { "usuario": "guilherme", "matricula": "1177028", "nome": "GUILHERME SILBERFARB COSTA", "perfil": "admin" },
     { "usuario": "gustavo", "matricula": "1043714", "nome": "GUSTAVO NATANIEL BARCELOS BASTOS", "perfil": "viewer" },
-    { "usuario": "jessica", "matricula": "1279688", "nome": "JESSICA LANGE", "perfil": "viewer" },
+    { "usuario": "jessica", "matricula": "1279688", "nome": "JESSICA LANGE", "perfil": "admin" },
     { "usuario": "joao", "matricula": "1226916", "nome": "JOAO MARCIO LOPES MORALLES", "perfil": "viewer" },
     { "usuario": "jones", "matricula": "1512170", "nome": "JONES RITTA RODRIGUES", "perfil": "viewer" },
     { "usuario": "julio", "matricula": "221287", "nome": "JULIO CESAR PEREIRA DIVAN", "perfil": "viewer" },
@@ -24,6 +24,6 @@
     { "usuario": "roberta", "matricula": "370440", "nome": "ROBERTA BRENNER AYUB", "perfil": "viewer" },
     { "usuario": "sabrina", "matricula": "1510428", "nome": "SABRINA VILLANOVA IBEIRO", "perfil": "viewer" },
     { "usuario": "vanessa_rocha", "matricula": "1052560", "nome": "VANESSA COSTA DA ROCHA", "perfil": "viewer" },
-    { "usuario": "vanessa_staats", "matricula": "1507540", "nome": "VANESSA STAATS", "perfil": "viewer" }
+    { "usuario": "vanessa_staats", "matricula": "1507540", "nome": "VANESSA STAATS", "perfil": "admin" }
   ]
 }

backend/app/core/dados/Bairros_LC12112_16.cpg

@@ -0,0 +1 @@
+UTF-8

backend/app/core/dados/Bairros_LC12112_16.dbf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:044858d12fd1dc12b82c9012aad1f506e27c2f2406a1330e6bb117c58592e347
+size 15234

backend/app/core/dados/Bairros_LC12112_16.prj

@@ -0,0 +1 @@
+PROJCS["TM-POA",GEOGCS["GCS_SIRGAS_2000",DATUM["D_SIRGAS_2000",SPHEROID["GRS_1980",6378137.0,298.257222101]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]],PROJECTION["Transverse_Mercator"],PARAMETER["False_Easting",300000.0],PARAMETER["False_Northing",5000000.0],PARAMETER["Central_Meridian",-51.0],PARAMETER["Scale_Factor",0.999995],PARAMETER["Latitude_Of_Origin",0.0],UNIT["Meter",1.0]]

backend/app/core/dados/Bairros_LC12112_16.shp

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1446d8cc7fdff70154b792fd1cf78b251d064ce38a58c8a81128702d2352967a
+size 5562340

backend/app/core/dados/Bairros_LC12112_16.shp.xml

@@ -0,0 +1,57 @@
+<metadata xml:lang="pt"><Esri><CreaDate>20170123</CreaDate><CreaTime>13572700</CreaTime><ArcGISFormat>1.0</ArcGISFormat><ArcGISstyle>ISO 19139 Metadata Implementation Specification GML3.2</ArcGISstyle><SyncOnce>FALSE</SyncOnce><DataProperties><itemProps><itemName Sync="TRUE">Bairros_LC12112_16</itemName><itemSize Sync="TRUE">5.305</itemSize><itemLocation><linkage Sync="FALSE">withheld</linkage><protocol Sync="TRUE">Local Area Network</protocol></itemLocation><nativeExtBox><westBL Sync="TRUE">271062.949100</westBL><eastBL Sync="TRUE">298900.245600</eastBL><southBL Sync="TRUE">1650035.887400</southBL><northBL Sync="TRUE">1687546.462300</northBL><exTypeCode Sync="TRUE">1</exTypeCode></nativeExtBox><imsContentType Sync="TRUE" export="False">002</imsContentType></itemProps><coordRef><type Sync="TRUE">Projected</type><geogcsn Sync="TRUE">GCS_SIRGAS_2000</geogcsn><csUnits Sync="TRUE">Linear Unit: Meter (1.000000)</csUnits><projcsn Sync="TRUE">TM-POA</projcsn><peXml Sync="TRUE">&lt;ProjectedCoordinateSystem xsi:type='typens:ProjectedCoordinateSystem' xmlns:xsi='http://www.w3.org/2001/XMLSchema-instance' xmlns:xs='http://www.w3.org/2001/XMLSchema' xmlns:typens='http://www.esri.com/schemas/ArcGIS/10.6'&gt;&lt;WKT&gt;PROJCS[&amp;quot;TM-POA&amp;quot;,GEOGCS[&amp;quot;GCS_SIRGAS_2000&amp;quot;,DATUM[&amp;quot;D_SIRGAS_2000&amp;quot;,SPHEROID[&amp;quot;GRS_1980&amp;quot;,6378137.0,298.257222101]],PRIMEM[&amp;quot;Greenwich&amp;quot;,0.0],UNIT[&amp;quot;Degree&amp;quot;,0.0174532925199433]],PROJECTION[&amp;quot;Transverse_Mercator&amp;quot;],PARAMETER[&amp;quot;False_Easting&amp;quot;,300000.0],PARAMETER[&amp;quot;False_Northing&amp;quot;,5000000.0],PARAMETER[&amp;quot;Central_Meridian&amp;quot;,-51.0],PARAMETER[&amp;quot;Scale_Factor&amp;quot;,0.999995],PARAMETER[&amp;quot;Latitude_Of_Origin&amp;quot;,0.0],UNIT[&amp;quot;Meter&amp;quot;,1.0]]&lt;/WKT&gt;&lt;XOrigin&gt;-5323100&lt;/XOrigin&gt;&lt;YOrigin&gt;-5002100&lt;/YOrigin&gt;&lt;XYScale&gt;450265407.00157917&lt;/XYScale&gt;&lt;ZOrigin&gt;-100000&lt;/ZOrigin&gt;&lt;ZScale&gt;10000&lt;/ZScale&gt;&lt;MOrigin&gt;-100000&lt;/MOrigin&gt;&lt;MScale&gt;10000&lt;/MScale&gt;&lt;XYTolerance&gt;0.001&lt;/XYTolerance&gt;&lt;ZTolerance&gt;0.001&lt;/ZTolerance&gt;&lt;MTolerance&gt;0.001&lt;/MTolerance&gt;&lt;HighPrecision&gt;true&lt;/HighPrecision&gt;&lt;/ProjectedCoordinateSystem&gt;</peXml></coordRef></DataProperties><SyncDate>20180322</SyncDate><SyncTime>15220700</SyncTime><ModDate>20180322</ModDate><ModTime>15220700</ModTime><locales><locale language="por" country="BR"/></locales><scaleRange><minScale>50000</minScale><maxScale>5000</maxScale></scaleRange><ArcGISProfile>NAP</ArcGISProfile></Esri><mdChar><CharSetCd value="004"/></mdChar><dataIdInfo><idCitation><resTitle Sync="FALSE">Limites dos Bairros do Município de Porto Alegre</resTitle><presForm><fgdcGeoform>vector digital data</fgdcGeoform><PresFormCd value="005" Sync="TRUE"/></presForm><date><pubDate>2017-01-30T00:00:00</pubDate><reviseDate>2017-01-30T00:00:00</reviseDate></date><citRespParty><rpIndName>Unidade de Monitoramento do Desenvolvimento Urbano (UMDU)</rpIndName><rpOrgName>Secretaria Municipal de Urbanismo (SMUrb) de Porto Alegre - RS</rpOrgName><role><RoleCd value="003"/></role></citRespParty></idCitation><idPurp>Representação vetorial dos limites de bairros de Porto Alegre.</idPurp><idAbs>&lt;DIV STYLE="text-align:Left;"&gt;&lt;DIV&gt;&lt;DIV&gt;&lt;P&gt;&lt;SPAN&gt;Representação vetorial dos limites de bairros de Porto Alegre, definidos pela Lei Nº 12.112, de 22 de agosto de 2016. De acordo com o Art. 2º desta lei, o limite individual de cada bairro é representado através de redação descritiva padronizada e espacialização gráfica georreferenciada, sendo considerados os seguintes referenciais:&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;I - eixo central da via (eixo de logradouros), quando se tratar de sistema viário (avenida, rua, estrada, travessa, beco e outros);&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;II - eixo central do leito ou talvegue, quando se tratar do Rio Gravataí e de arroios;&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;III - margem ou orla, quando se tratar do Lago Guaíba;&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;IV - coordenadas georreferenciadas, quando se tratar de torre de alta tensão e sempre que necessária a sua utilização; &lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;V - limite de propriedade, preferencialmente de uso institucional, na ausência dos elementos físicos citados nos incs. I a IV;&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN&gt;VI - linha reta e imaginária, com uma ou ambas as extremidades definidas por coordenadas georreferenciadas, na ausência das situações dos incs. I a V.&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN /&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN STYLE="font-style:italic;"&gt;Escala &lt;/SPAN&gt;&lt;SPAN STYLE="font-style:italic;"&gt;do aerolevantamento base&lt;/SPAN&gt;&lt;SPAN STYLE="font-style:italic;"&gt;: 1:1000&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN STYLE="font-style:italic;"&gt;Observação quanto ao Sistema Geodésico de Referência e à Proje��ão Cartográfica utilizada:&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN STYLE="font-style:italic;"&gt;O Decreto Municipal n° 18.315/13 estabelece que os trabalhos de delimitação e demarcação de terras, de topografia e cartografia realizadas e/ou contratados por Órgãos da Administração Municipal Direta ou Indireta, bem como os projetos relacionados a essas atividades, que dependam de exame, aprovação ou controle desses Órgãos, devam estar referenciados ao Sistema Geodésico de Referência SIRGAS2000 e suas coordenadas representadas na Projeção Transversa de Mercator para Porto Alegre (TM-POA).&lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN STYLE="font-style:italic;"&gt;Para maiores informações sobre características e parâmetros de transformação, acessar: &lt;/SPAN&gt;&lt;/P&gt;&lt;P&gt;&lt;A href="http://www2.portoalegre.rs.gov.br/spm/default.php?p_secao=345"&gt;&lt;SPAN&gt;http://www2.portoalegre.rs.gov.br/spm/default.php?p_secao=345&lt;/SPAN&gt;&lt;/A&gt;&lt;/P&gt;&lt;P&gt;&lt;SPAN /&gt;&lt;/P&gt;&lt;/DIV&gt;&lt;/DIV&gt;&lt;/DIV&gt;</idAbs><idCredit>Unidade de Monitoramento do Desenvolvimento Urbano (UMDU)
+Secretaria Municipal de Urbanismo (SMUrb)
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backend/app/core/dados/Bairros_LC12112_16.shx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d1f2aae715d854e1cb48e58d9561ab39985f9990aaeec8403cd95074654a320d
+size 1124

backend/app/core/elaboracao/charts.py

@@ -15,6 +15,7 @@ from folium import plugins
 import branca.colormap as cm
 from branca.element import Element
 from html import escape
+from app.core.map_layers import add_bairros_layer
 
 # ============================================================
 # CONSTANTES DE ESTILO
@@ -815,7 +816,7 @@ def _adicionar_superficie_continua(
                 fill=True,
                 fill_color=cor,
                 fill_opacity=0.6,
-                tooltip=folium.Tooltip(f"Resíduo interpolado: {valor_fmt}", sticky=False),
+                tooltip=folium.Tooltip(f"{valor_col} interpolado: {valor_fmt}", sticky=False),
             ).add_to(camada_superficie)
 
     camada_superficie.add_to(m)
@@ -910,6 +911,7 @@ def criar_mapa(
     # Camadas base
     folium.TileLayer(tiles="OpenStreetMap", name="OpenStreetMap", control=True, show=True).add_to(m)
     folium.TileLayer(tiles="CartoDB positron", name="Positron", control=True, show=False).add_to(m)
+    add_bairros_layer(m, show=True)
 
     modo_normalizado = str(modo or "pontos").strip().lower()
     modo_calor = (

backend/app/core/elaboracao/core.py

@@ -2169,11 +2169,11 @@ def avaliar_imovel(modelo_sm, valores_x, colunas_x, transformacoes_x, transforma
             min_val = float(limites.loc[col, "Mínimo"])
             max_val = float(limites.loc[col, "Máximo"])
 
-            # Dicotômica, categórica codificada ou percentual — validação já feita no callback
+            # Dicotômica, categórica codificada (exceto RH) ou percentual — validação já feita no callback
             if col in (dicotomicas or []):
                 extrapolacoes[col] = {"status": "dicotomica", "percentual": 0.0, "direcao": "ok"}
                 continue
-            if col in (codigo_alocado or []):
+            if col in (codigo_alocado or []) and str(col).strip().upper() != "RH":
                 extrapolacoes[col] = {"status": "codigo_alocado", "percentual": 0.0, "direcao": "ok"}
                 continue
             if col in (percentuais or []):

backend/app/core/map_layers.py

@@ -0,0 +1,105 @@
+from __future__ import annotations
+
+import json
+from pathlib import Path
+from threading import Lock
+from typing import Any
+
+import folium
+
+_BASE_DIR = Path(__file__).resolve().parent
+_BAIRROS_SHP_PATH = _BASE_DIR / "dados" / "Bairros_LC12112_16.shp"
+_TOOLTIP_FIELDS = ("NOME", "BAIRRO", "NME_BAI", "NOME_BAIRRO")
+_SIMPLIFY_TOLERANCE = 0.00005
+
+_BAIRROS_CACHE_LOCK = Lock()
+_BAIRROS_GEOJSON_CACHE: dict[str, Any] | None = None
+_BAIRROS_GEOJSON_CARREGADO = False
+
+
+def _carregar_bairros_geojson() -> dict[str, Any] | None:
+    global _BAIRROS_GEOJSON_CACHE, _BAIRROS_GEOJSON_CARREGADO
+    with _BAIRROS_CACHE_LOCK:
+        if _BAIRROS_GEOJSON_CARREGADO:
+            return _BAIRROS_GEOJSON_CACHE
+        _BAIRROS_GEOJSON_CARREGADO = True
+
+    if not _BAIRROS_SHP_PATH.exists():
+        return None
+
+    try:
+        import geopandas as gpd
+    except Exception:
+        return None
+
+    try:
+        gdf = gpd.read_file(_BAIRROS_SHP_PATH, engine="fiona")
+        if gdf is None or gdf.empty:
+            geojson = None
+        else:
+            if gdf.crs is not None:
+                gdf = gdf.to_crs("EPSG:4326")
+            campos = ["geometry"]
+            for campo in _TOOLTIP_FIELDS:
+                if campo in gdf.columns:
+                    campos.insert(0, campo)
+                    break
+            gdf = gdf.loc[:, campos].copy()
+            if _SIMPLIFY_TOLERANCE > 0:
+                gdf["geometry"] = gdf.geometry.simplify(_SIMPLIFY_TOLERANCE, preserve_topology=True)
+            geojson = json.loads(gdf.to_json(drop_id=True))
+    except Exception:
+        geojson = None
+
+    with _BAIRROS_CACHE_LOCK:
+        _BAIRROS_GEOJSON_CACHE = geojson
+    return geojson
+
+
+def add_bairros_layer(
+    mapa: folium.Map,
+    *,
+    show: bool = True,
+    layer_name: str = "Bairros",
+) -> bool:
+    geojson = _carregar_bairros_geojson()
+    if not geojson:
+        return False
+
+    tooltip = None
+    features = geojson.get("features") if isinstance(geojson, dict) else None
+    if isinstance(features, list) and features:
+        props = features[0].get("properties") if isinstance(features[0], dict) else None
+        if isinstance(props, dict):
+            for candidate in _TOOLTIP_FIELDS:
+                if candidate in props:
+                    tooltip = folium.GeoJsonTooltip(
+                        fields=[candidate],
+                        aliases=["Bairro:"],
+                        localize=False,
+                        sticky=False,
+                        labels=True,
+                    )
+                    break
+
+    folium.GeoJson(
+        data=geojson,
+        name=layer_name,
+        show=show,
+        control=True,
+        overlay=True,
+        smooth_factor=0.6,
+        style_function=lambda _: {
+            "color": "#4c6882",
+            "weight": 1.0,
+            "fillColor": "#f39c12",
+            "fillOpacity": 0.04,
+        },
+        highlight_function=lambda _: {
+            "color": "#e67e22",
+            "weight": 1.6,
+            "fillOpacity": 0.12,
+        },
+        tooltip=tooltip,
+    ).add_to(mapa)
+    return True

backend/app/core/visualizacao/app.py

@@ -22,6 +22,7 @@ import math
 
 from app.core.elaboracao.core import avaliar_imovel, _migrar_pacote_v1_para_v2, exportar_avaliacoes_excel
 from app.core.elaboracao.formatadores import formatar_avaliacao_html
+from app.core.map_layers import add_bairros_layer
 
 # ============================================================
 # CONSTANTES
@@ -741,6 +742,7 @@ def criar_mapa(df, lat_col="lat", lon_col="lon", cor_col=None, tamanho_col=None,
     # Camadas base
     folium.TileLayer(tiles="OpenStreetMap", name="OpenStreetMap", control=True, show=True).add_to(m)
     folium.TileLayer(tiles="CartoDB positron", name="Positron", control=True, show=False).add_to(m)
+    add_bairros_layer(m, show=True)
 
     # Se tamanho_col fornecido mas cor_col não, usa mesma variável para cor
     if tamanho_col and tamanho_col != "Visualização Padrão" and not cor_col:

backend/app/services/elaboracao_service.py

@@ -50,6 +50,10 @@ _AVALIADORES_PATH = Path(__file__).resolve().parent.parent / "core" / "elaboraca
 _AVALIADORES_CACHE: list[dict[str, Any]] | None = None
 
 
+def _is_rh_col(coluna: str) -> bool:
+    return str(coluna or "").strip().upper() == "RH"
+
+
 def _parse_data_iso_segura(value: Any) -> str | None:
     if value is None:
         return None
@@ -846,20 +850,44 @@ def apply_selection(
     }
 
 
-def search_transformacoes(session: SessionState, grau_min_coef: int = 0, grau_min_f: int = 0) -> dict[str, Any]:
+def search_transformacoes(
+    session: SessionState,
+    grau_min_coef: int = 0,
+    grau_min_f: int = 0,
+    transformacoes_fixas_usuario: dict[str, str] | None = None,
+    transformacao_y_fixa_usuario: str | None = None,
+) -> dict[str, Any]:
     df = session.df_filtrado if session.df_filtrado is not None else session.df_original
     if df is None or not session.coluna_y or not session.colunas_x:
         raise HTTPException(status_code=400, detail="Selecione variaveis antes de buscar transformacoes")
 
     transformacoes_fixas: dict[str, str] = {}
+    for coluna, transformacao in (transformacoes_fixas_usuario or {}).items():
+        col = str(coluna or "").strip()
+        transf = str(transformacao or "").strip()
+        if not col or col not in session.colunas_x:
+            continue
+        if not transf or transf.lower() == "livre":
+            continue
+        if transf not in TRANSFORMACOES:
+            continue
+        transformacoes_fixas[col] = transf
+
+    # Dicotomicas e percentuais permanecem fixas em (x), independente da selecao manual.
     for col in (session.dicotomicas or []) + (session.percentuais or []):
         transformacoes_fixas[col] = "(x)"
 
+    transformacao_y_fixa: str | None = None
+    transformacao_y_lida = str(transformacao_y_fixa_usuario or "").strip()
+    if transformacao_y_lida and transformacao_y_lida.lower() != "livre" and transformacao_y_lida in TRANSFORMACOES:
+        transformacao_y_fixa = transformacao_y_lida
+
     resultados = buscar_melhores_transformacoes(
         df,
         session.coluna_y,
         session.colunas_x,
         transformacoes_fixas=transformacoes_fixas,
+        transformacao_y_fixa=transformacao_y_fixa,
         top_n=5,
         grau_min_coef=int(grau_min_coef),
         grau_min_f=int(grau_min_f),
@@ -1549,7 +1577,10 @@ def calcular_avaliacao_elaboracao(
         if col in session.codigo_alocado and col in est_idx.index:
             min_v = float(est_idx.loc[col, "Mínimo"])
             max_v = float(est_idx.loc[col, "Máximo"])
-            if float(valor) != int(float(valor)) or valor < min_v or valor > max_v:
+            if _is_rh_col(col):
+                if float(valor) != int(float(valor)):
+                    raise HTTPException(status_code=400, detail=f"{col} aceita apenas valores inteiros")
+            elif float(valor) != int(float(valor)) or valor < min_v or valor > max_v:
                 raise HTTPException(status_code=400, detail=f"{col} aceita inteiros de {int(min_v)} a {int(max_v)}")
         if col in session.percentuais and (valor < 0 or valor > 1):
             raise HTTPException(status_code=400, detail=f"{col} aceita valores entre 0 e 1")

backend/app/services/pesquisa_service.py

@@ -16,6 +16,7 @@ from fastapi import HTTPException
 from joblib import load
 
 from app.core.elaboracao.core import _migrar_pacote_v1_para_v2
+from app.core.map_layers import add_bairros_layer
 from app.services import model_repository
 from app.services.serializers import sanitize_value
 
@@ -168,6 +169,7 @@ class PesquisaFiltros:
     rh_max: float | None = None
     aval_finalidade: str | None = None
     aval_finalidade_colunas: list[str] | None = None
+    aval_zona: str | None = None
     aval_bairro: str | None = None
     aval_bairro_colunas: list[str] | None = None
     aval_endereco: str | None = None
@@ -292,6 +294,7 @@ def listar_modelos(filtros: PesquisaFiltros, limite: int | None = None, somente_
                     "otica": otica,
                     "aval_finalidade": filtros.aval_finalidade,
                     "aval_finalidade_colunas": filtros.aval_finalidade_colunas or [],
+                    "aval_zona": filtros.aval_zona,
                     "aval_bairro": filtros.aval_bairro,
                     "aval_bairro_colunas": filtros.aval_bairro_colunas or [],
                     "aval_endereco": filtros.aval_endereco,
@@ -358,6 +361,7 @@ def listar_modelos(filtros: PesquisaFiltros, limite: int | None = None, somente_
                 "otica": otica,
                 "aval_finalidade": filtros.aval_finalidade,
                 "aval_finalidade_colunas": filtros.aval_finalidade_colunas or [],
+                "aval_zona": filtros.aval_zona,
                 "aval_bairro": filtros.aval_bairro,
                 "aval_bairro_colunas": filtros.aval_bairro_colunas or [],
                 "aval_endereco": filtros.aval_endereco,
@@ -446,6 +450,7 @@ def gerar_mapa_modelos(modelos_ids: list[str], limite_pontos_por_modelo: int = 4
     )
     folium.TileLayer(tiles="OpenStreetMap", name="OpenStreetMap", control=True, show=True).add_to(mapa)
     folium.TileLayer(tiles="CartoDB positron", name="Positron", control=True, show=False).add_to(mapa)
+    add_bairros_layer(mapa, show=True)
 
     total_pontos = 0
     for modelo in modelos_plotados:
@@ -1144,6 +1149,19 @@ def _anexar_avaliando_info(
         detalhe = "nenhum dos bairros informados esta na cobertura do modelo" if len(termos_bairro) > 1 else "bairro fora da cobertura do modelo"
         registrar("bairro", bairro_info, aceito, detalhe)
 
+    zona_info = filtros.aval_zona
+    if _is_provided(zona_info):
+        zonas_informadas = _extrair_termos_zona(str(zona_info))
+        zonas_modelo = _zonas_avaliacao_modelo(item)
+        zonas_modelo_norm = {_normalize(zona) for zona in zonas_modelo}
+        aceito = any(_normalize(zona) in zonas_modelo_norm for zona in zonas_informadas) if zonas_informadas else False
+        detalhe = (
+            "nenhuma das zonas informadas foi encontrada no modelo"
+            if len(zonas_informadas) > 1
+            else "zona fora da cobertura do modelo"
+        )
+        registrar("zona_avaliacao", zona_info, aceito, detalhe)
+
     endereco_info = filtros.aval_endereco
     if _is_provided(endereco_info):
         candidatos = [item.get("endereco_referencia"), ", ".join(item.get("bairros") or [])]
@@ -1232,6 +1250,7 @@ def _extrair_sugestoes(
     bairros: list[str] = []
     enderecos: list[str] = []
     tipos_modelo: list[str] = []
+    zonas_avaliacao: list[str] = []
 
     fontes_finalidade = _dedupe_strings((fontes_admin.get("finalidade") or []) + (fontes_admin.get("aval_finalidade") or []))
     fontes_bairro = _dedupe_strings((fontes_admin.get("bairros") or []) + (fontes_admin.get("aval_bairro") or []))
@@ -1251,6 +1270,7 @@ def _extrair_sugestoes(
             bairros.extend([str(item) for item in (modelo.get("bairros") or [])])
         enderecos.append(str(modelo.get("endereco_referencia") or ""))
         tipos_modelo.append(str(_tipo_modelo_modelo(modelo) or ""))
+        zonas_avaliacao.extend(_zonas_avaliacao_modelo(modelo))
 
     return {
         "nomes_modelo": _lista_textos_unicos(nomes, limite),
@@ -1259,6 +1279,7 @@ def _extrair_sugestoes(
         "bairros": _lista_textos_unicos(bairros, limite),
         "enderecos": _lista_textos_unicos(enderecos, limite),
         "tipos_modelo": _lista_textos_unicos(tipos_modelo, limite),
+        "zonas_avaliacao": _lista_zonas_unicas(zonas_avaliacao, limite),
     }
 
 
@@ -1770,6 +1791,72 @@ def _negociacao_modelo_modelo(modelo: dict[str, Any]) -> str | None:
     return None
 
 
+def _normalizar_token_zona(value: Any) -> str | None:
+    texto = _str_or_none(value)
+    if not texto:
+        return None
+    match = re.search(r"Z?\s*0*(\d+)", texto.upper())
+    if not match:
+        return None
+    numero = int(match.group(1))
+    if numero <= 0:
+        return None
+    return f"Z{numero}"
+
+
+def _extrair_termos_zona(texto: str) -> list[str]:
+    zonas = []
+    vistos = set()
+    for termo in _split_terms(texto):
+        zona = _normalizar_token_zona(termo)
+        if not zona:
+            continue
+        chave = _normalize(zona)
+        if chave in vistos:
+            continue
+        vistos.add(chave)
+        zonas.append(zona)
+    return zonas
+
+
+def _zonas_avaliacao_modelo(modelo: dict[str, Any]) -> list[str]:
+    nomes_ref = [
+        _str_or_none(modelo.get("arquivo")) or "",
+        _str_or_none(modelo.get("nome_modelo")) or "",
+    ]
+    zonas = []
+    vistos = set()
+    for nome in nomes_ref:
+        nome_upper = nome.upper()
+        for match in re.finditer(r"(?:^|_)Z(\d+)(?=_|$)", nome_upper):
+            zona = _normalizar_token_zona(f"Z{match.group(1)}")
+            if not zona:
+                continue
+            chave = _normalize(zona)
+            if chave in vistos:
+                continue
+            vistos.add(chave)
+            zonas.append(zona)
+    return sorted(zonas, key=lambda item: int(re.search(r"\d+", item).group(0)))
+
+
+def _lista_zonas_unicas(valores: list[str], limite: int = 200) -> list[str]:
+    unicas = []
+    vistos = set()
+    for valor in valores:
+        zona = _normalizar_token_zona(valor)
+        if not zona:
+            continue
+        chave = _normalize(zona)
+        if not chave or chave in vistos:
+            continue
+        vistos.add(chave)
+        unicas.append(zona)
+        if len(unicas) >= limite:
+            break
+    return sorted(unicas, key=lambda item: int(re.search(r"\d+", item).group(0)))
+
+
 def _extrair_termos_bairro(filtros: PesquisaFiltros) -> list[str]:
     termos: list[str] = []
     if filtros.bairro:

backend/app/services/visualizacao_service.py

@@ -20,6 +20,10 @@ from app.services.serializers import dataframe_to_payload, figure_to_payload, sa
 CHAVES_ESPERADAS = ["versao", "dados", "transformacoes", "modelo"]
 
 
+def _is_rh_col(coluna: str) -> bool:
+    return str(coluna or "").strip().upper() == "RH"
+
+
 def listar_modelos_repositorio() -> dict[str, Any]:
     return sanitize_value(model_repository.list_repository_models())
 
@@ -294,7 +298,10 @@ def calcular_avaliacao(session: SessionState, valores_x: dict[str, Any], indice_
         if col in info["codigo_alocado"] and col in est_idx.index:
             min_v = float(est_idx.loc[col, "Mínimo"])
             max_v = float(est_idx.loc[col, "Máximo"])
-            if float(valor) != int(float(valor)) or valor < min_v or valor > max_v:
+            if _is_rh_col(col):
+                if float(valor) != int(float(valor)):
+                    raise HTTPException(status_code=400, detail=f"{col} aceita apenas valores inteiros")
+            elif float(valor) != int(float(valor)) or valor < min_v or valor > max_v:
                 raise HTTPException(status_code=400, detail=f"{col} aceita inteiros de {int(min_v)} a {int(max_v)}")
         if col in info["percentuais"] and (valor < 0 or valor > 1):
             raise HTTPException(status_code=400, detail=f"{col} aceita valores entre 0 e 1")

frontend/src/api.js

@@ -143,10 +143,12 @@ export const api = {
   },
   classifyElaboracaoX: (sessionId, colunasX) => postJson('/api/elaboracao/classify-x', { session_id: sessionId, colunas_x: colunasX }),
 
-  searchTransformations: (sessionId, grauCoef, grauF) => postJson('/api/elaboracao/search-transformations', {
+  searchTransformations: (sessionId, grauCoef, grauF, transformacoesFixas = {}, transformacaoYFixa = 'Livre') => postJson('/api/elaboracao/search-transformations', {
     session_id: sessionId,
     grau_min_coef: grauCoef,
     grau_min_f: grauF,
+    transformacoes_fixas: transformacoesFixas,
+    transformacao_y_fixa: transformacaoYFixa,
   }),
 
   adoptSuggestion: (sessionId, indice) => postJson('/api/elaboracao/adopt-suggestion', { session_id: sessionId, indice }),

frontend/src/components/ElaboracaoTab.jsx

@@ -7,6 +7,7 @@ import LoadingOverlay from './LoadingOverlay'
 import MapFrame from './MapFrame'
 import PlotFigure from './PlotFigure'
 import SectionBlock from './SectionBlock'
+import SinglePillAutocomplete from './SinglePillAutocomplete'
 
 const OPERADORES = ['<=', '>=', '<', '>', '=']
 const GRAUS_COEF = [
@@ -68,6 +69,27 @@ function buildSelectionSnapshot(payload = {}) {
   })
 }
 
+function parseSelectionSnapshot(snapshot) {
+  try {
+    const parsed = JSON.parse(String(snapshot || '{}'))
+    return {
+      coluna_y: String(parsed?.coluna_y || '').trim(),
+      colunas_x: normalizeSnapshotArray(parsed?.colunas_x),
+      dicotomicas: normalizeSnapshotArray(parsed?.dicotomicas),
+      codigo_alocado: normalizeSnapshotArray(parsed?.codigo_alocado),
+      percentuais: normalizeSnapshotArray(parsed?.percentuais),
+    }
+  } catch {
+    return {
+      coluna_y: '',
+      colunas_x: [],
+      dicotomicas: [],
+      codigo_alocado: [],
+      percentuais: [],
+    }
+  }
+}
+
 function buildGrauSnapshot(grauCoef, grauF) {
   return `${Number(grauCoef) || 0}|${Number(grauF) || 0}`
 }
@@ -683,10 +705,13 @@ export default function ElaboracaoTab({ sessionId }) {
 
   const [transformacaoY, setTransformacaoY] = useState('(x)')
   const [transformacoesX, setTransformacoesX] = useState({})
+  const [transformacaoYFixaBusca, setTransformacaoYFixaBusca] = useState('Livre')
+  const [transformacoesFixasBusca, setTransformacoesFixasBusca] = useState({})
   const [manualTransformPreview, setManualTransformPreview] = useState(null)
   const [manualTransformPreviewLoading, setManualTransformPreviewLoading] = useState(false)
   const [transformacoesAplicadas, setTransformacoesAplicadas] = useState(null)
   const [origemTransformacoes, setOrigemTransformacoes] = useState(null)
+  const [section11LocksOpen, setSection11LocksOpen] = useState(false)
   const [section10ManualOpen, setSection10ManualOpen] = useState(false)
   const [section6EditOpen, setSection6EditOpen] = useState(true)
 
@@ -711,7 +736,7 @@ export default function ElaboracaoTab({ sessionId }) {
   const [baseChoices, setBaseChoices] = useState([])
   const [baseValue, setBaseValue] = useState('')
 
-  const [nomeArquivoExport, setNomeArquivoExport] = useState('modelo_mesa')
+  const [nomeArquivoExport, setNomeArquivoExport] = useState('')
   const [avaliadores, setAvaliadores] = useState([])
   const [avaliadorSelecionado, setAvaliadorSelecionado] = useState('')
   const [tipoFonteDados, setTipoFonteDados] = useState('')
@@ -760,6 +785,27 @@ export default function ElaboracaoTab({ sessionId }) {
       transformacao: formatTransformacaoBadge(transformacoes[coluna]),
     }))
   }, [modeloCarregadoInfo])
+  const repoModeloOptions = useMemo(
+    () => (repoModelos || []).map((item) => ({
+      value: String(item?.id || ''),
+      label: String(item?.nome_modelo || item?.arquivo || item?.id || ''),
+      secondary: String(item?.arquivo || ''),
+    })).filter((item) => item.value && item.label),
+    [repoModelos],
+  )
+  const selecaoAplicada = useMemo(() => {
+    const contexto = selection?.contexto
+    if (contexto && typeof contexto === 'object') {
+      return {
+        coluna_y: String(contexto.coluna_y || '').trim(),
+        colunas_x: normalizeSnapshotArray(contexto.colunas_x),
+        dicotomicas: normalizeSnapshotArray(contexto.dicotomicas),
+        codigo_alocado: normalizeSnapshotArray(contexto.codigo_alocado),
+        percentuais: normalizeSnapshotArray(contexto.percentuais),
+      }
+    }
+    return parseSelectionSnapshot(selectionAppliedSnapshot)
+  }, [selection, selectionAppliedSnapshot])
   const periodoModeloCarregadoTexto = useMemo(
     () => formatPeriodoDadosMercado(modeloCarregadoInfo?.periodo_dados_mercado),
     [modeloCarregadoInfo],
@@ -1343,10 +1389,13 @@ export default function ElaboracaoTab({ sessionId }) {
       setSelectionAppliedSnapshot(buildSelectionSnapshot({ coluna_y: '' }))
       setTransformacaoY('(x)')
       setTransformacoesX({})
+      setTransformacaoYFixaBusca('Livre')
+      setTransformacoesFixasBusca({})
       setManualTransformPreview(null)
       setManualTransformPreviewLoading(false)
       setTransformacoesAplicadas(null)
       setOrigemTransformacoes(null)
+      setSection11LocksOpen(false)
       setBuscaTransformAppliedSnapshot(buildGrauSnapshot(grauCoef, grauF))
       setManualTransformAppliedSnapshot(buildTransformacoesSnapshot('(x)', {}))
       setOutliersAnteriores([])
@@ -1396,6 +1445,7 @@ export default function ElaboracaoTab({ sessionId }) {
   function applySelectionResponse(resp) {
     setSelection(resp)
     setSection6EditOpen(false)
+    setSection11LocksOpen(false)
     setSection10ManualOpen(false)
     setManualTransformPreview(null)
     setManualTransformPreviewLoading(false)
@@ -1411,6 +1461,14 @@ export default function ElaboracaoTab({ sessionId }) {
       map[field.coluna] = field.valor || '(x)'
     })
     setTransformacoesX(map)
+    setTransformacaoYFixaBusca('Livre')
+    const travasBusca = {}
+    ;(resp.transform_fields || []).forEach((field) => {
+      const coluna = String(field?.coluna || '').trim()
+      if (!coluna) return
+      travasBusca[coluna] = 'Livre'
+    })
+    setTransformacoesFixasBusca(travasBusca)
     setManualTransformAppliedSnapshot(buildTransformacoesSnapshot(transformacaoYAplicada, map))
 
     const grauCoefAplicado = resp.busca?.grau_coef ?? grauCoef
@@ -1493,12 +1551,8 @@ export default function ElaboracaoTab({ sessionId }) {
     setAvaliadorSelecionado(resp.elaborador?.nome_completo || '')
     const fileName = String(meta.fileName || uploadedFile?.name || arquivoCarregadoInfo?.nome_arquivo || '').trim()
     const sheetName = String(meta.sheetName || resp?.sheet_selected || '').trim()
-    if (Boolean(resp.requires_sheet)) {
-      setArquivoCarregadoInfo(null)
-    } else {
-      const infoArquivo = buildArquivoCarregadoInfo(resp, { fileName, sheetName })
-      setArquivoCarregadoInfo(infoArquivo)
-    }
+    const infoArquivo = buildArquivoCarregadoInfo(resp, { fileName, sheetName })
+    setArquivoCarregadoInfo(infoArquivo)
     setImportacaoErro('')
     setRequiresSheet(Boolean(resp.requires_sheet))
     setSheetOptions(resp.sheets || [])
@@ -1523,9 +1577,13 @@ export default function ElaboracaoTab({ sessionId }) {
     }
 
     setTipoFonteDados('tabular')
+    setDados(null)
+    setColunasNumericas([])
     setColunaY('')
     setColunaYDraft('')
     setSelection(null)
+    setGrauCoef(0)
+    setGrauF(0)
     setFit(null)
     setSelectionAppliedSnapshot(buildSelectionSnapshot())
     setColunasX([])
@@ -1534,6 +1592,8 @@ export default function ElaboracaoTab({ sessionId }) {
     setPercentuais([])
     setTransformacaoY('(x)')
     setTransformacoesX({})
+    setTransformacaoYFixaBusca('Livre')
+    setTransformacoesFixasBusca({})
     setTransformacoesAplicadas(null)
     setOrigemTransformacoes(null)
     setBuscaTransformAppliedSnapshot(buildGrauSnapshot(0, 0))
@@ -1548,8 +1608,19 @@ export default function ElaboracaoTab({ sessionId }) {
     setFiltros(defaultFiltros())
     setOutliersTexto('')
     setReincluirTexto('')
+    setResumoOutliers('Excluidos: 0 | A excluir: 0 | A reincluir: 0 | Total: 0')
+    setOutliersHtml('')
+    setOutliersAnteriores([])
+    setIteracao(1)
     setOutlierFiltrosAplicadosSnapshot(buildFiltrosSnapshot(defaultFiltros()))
     setOutlierTextosAplicadosSnapshot(buildOutlierTextSnapshot('', ''))
+    setCoordsInfo(null)
+    setManualLat('')
+    setManualLon('')
+    setGeoCdlog('')
+    setGeoNum('')
+    setCoordsMode('menu')
+    setConfirmarExclusaoCoords(false)
     setCamposAvaliacao([])
     valoresAvaliacaoRef.current = {}
     setAvaliacaoFormVersion((prev) => prev + 1)
@@ -1750,6 +1821,8 @@ export default function ElaboracaoTab({ sessionId }) {
     setFit(null)
     setTransformacaoY('(x)')
     setTransformacoesX({})
+    setTransformacaoYFixaBusca('Livre')
+    setTransformacoesFixasBusca({})
     setTransformacoesAplicadas(null)
     setOrigemTransformacoes(null)
     setBuscaTransformAppliedSnapshot(buildGrauSnapshot(grauCoef, grauF))
@@ -1920,7 +1993,13 @@ export default function ElaboracaoTab({ sessionId }) {
   async function onSearchTransform() {
     if (!sessionId) return
     await withBusy(async () => {
-      const busca = await api.searchTransformations(sessionId, grauCoef, grauF)
+      const busca = await api.searchTransformations(
+        sessionId,
+        grauCoef,
+        grauF,
+        transformacoesFixasBusca,
+        transformacaoYFixaBusca,
+      )
       const grauCoefAplicado = busca.grau_coef ?? grauCoef
       const grauFAplicado = busca.grau_f ?? grauF
       setSelection((prev) => ({ ...prev, busca }))
@@ -1930,6 +2009,17 @@ export default function ElaboracaoTab({ sessionId }) {
     })
   }
 
+  function onLiberarTravasBusca() {
+    setTransformacaoYFixaBusca('Livre')
+    const travas = {}
+    ;(selection?.transform_fields || []).forEach((field) => {
+      const coluna = String(field?.coluna || '').trim()
+      if (!coluna) return
+      travas[coluna] = 'Livre'
+    })
+    setTransformacoesFixasBusca(travas)
+  }
+
   async function onAdoptSuggestion(idx) {
     if (!sessionId) return
     await withBusy(async () => {
@@ -2257,11 +2347,12 @@ export default function ElaboracaoTab({ sessionId }) {
   }
 
   async function onExportModel() {
-    if (!sessionId || !nomeArquivoExport) return
+    const nomeExport = String(nomeArquivoExport || '').trim()
+    if (!sessionId || !nomeExport) return
     await withBusy(async () => {
       const avaliadorEscolhido = avaliadores.find((item) => item.nome_completo === avaliadorSelecionado) || null
-      const blob = await api.exportModel(sessionId, nomeArquivoExport, avaliadorEscolhido || elaborador || null)
-      downloadBlob(blob, `${nomeArquivoExport.replace(/\.dai$/i, '')}.dai`)
+      const blob = await api.exportModel(sessionId, nomeExport, avaliadorEscolhido || elaborador || null)
+      downloadBlob(blob, `${nomeExport.replace(/\.dai$/i, '')}.dai`)
     })
   }
 
@@ -2557,21 +2648,18 @@ export default function ElaboracaoTab({ sessionId }) {
 
             {modeloLoadSource === 'repo' ? (
               <div className="row upload-repo-row">
-                <label>Modelo do repositório</label>
-                <select
-                  value={repoModeloSelecionado}
-                  onChange={(e) => setRepoModeloSelecionado(e.target.value)}
-                  disabled={loading || repoModelosLoading || repoModelos.length === 0}
-                >
-                  <option value="">
-                    {repoModelosLoading ? 'Carregando lista...' : repoModelos.length > 0 ? 'Selecione um modelo' : 'Nenhum modelo disponível'}
-                  </option>
-                  {repoModelos.map((item) => (
-                    <option key={`repo-elab-${item.id}`} value={item.id}>
-                      {item.nome_modelo || item.arquivo}
-                    </option>
-                  ))}
-                </select>
+                <label className="upload-repo-field">
+                  Modelo do repositório
+                  <SinglePillAutocomplete
+                    value={repoModeloSelecionado}
+                    onChange={setRepoModeloSelecionado}
+                    options={repoModeloOptions}
+                    placeholder={repoModelosLoading ? 'Carregando lista...' : repoModeloOptions.length > 0 ? 'Digite para buscar modelo' : 'Nenhum modelo disponível'}
+                    emptyMessage={repoModeloOptions.length > 0 ? 'Nenhum modelo encontrado.' : 'Nenhum modelo disponível.'}
+                    loading={repoModelosLoading}
+                    disabled={loading || repoModelosLoading || repoModeloOptions.length === 0}
+                  />
+                </label>
                 <div className="row compact upload-repo-actions">
                   <button type="button" onClick={onCarregarModeloRepositorio} disabled={loading || repoModelosLoading || !repoModeloSelecionado}>
                     Carregar do repositório
@@ -3283,15 +3371,15 @@ export default function ElaboracaoTab({ sessionId }) {
                 </div>
               </>
             ) : null}
-            {colunaY ? (
+            {selection ? (
               <div className="section6-selected-summary">
                 <div className="section6-applied-badge">
                   <div className="section6-applied-badge-title">Variáveis atualmente aplicadas</div>
                   <div className="section6-summary-group">
                     <div className="section6-summary-label">Independentes:</div>
-                    {colunasX.length > 0 ? (
+                    {selecaoAplicada.colunas_x.length > 0 ? (
                       <div className="checkbox-inline-wrap">
-                        {colunasX.map((coluna) => (
+                        {selecaoAplicada.colunas_x.map((coluna) => (
                           <span key={`selected-x-${coluna}`} className="compact-chip">{coluna}</span>
                         ))}
                       </div>
@@ -3301,9 +3389,9 @@ export default function ElaboracaoTab({ sessionId }) {
                   </div>
                   <div className="section6-summary-group">
                     <div className="section6-summary-label">Dicotômicas:</div>
-                    {dicotomicas.length > 0 ? (
+                    {selecaoAplicada.dicotomicas.length > 0 ? (
                       <div className="checkbox-inline-wrap">
-                        {dicotomicas.map((coluna) => (
+                        {selecaoAplicada.dicotomicas.map((coluna) => (
                           <span key={`selected-d-${coluna}`} className="compact-chip">{coluna}</span>
                         ))}
                       </div>
@@ -3313,9 +3401,9 @@ export default function ElaboracaoTab({ sessionId }) {
                   </div>
                   <div className="section6-summary-group">
                     <div className="section6-summary-label">Variáveis categóricas codificadas:</div>
-                    {codigoAlocado.length > 0 ? (
+                    {selecaoAplicada.codigo_alocado.length > 0 ? (
                       <div className="checkbox-inline-wrap">
-                        {codigoAlocado.map((coluna) => (
+                        {selecaoAplicada.codigo_alocado.map((coluna) => (
                           <span key={`selected-c-${coluna}`} className="compact-chip">{coluna}</span>
                         ))}
                       </div>
@@ -3325,9 +3413,9 @@ export default function ElaboracaoTab({ sessionId }) {
                   </div>
                   <div className="section6-summary-group">
                     <div className="section6-summary-label">Percentuais:</div>
-                    {percentuais.length > 0 ? (
+                    {selecaoAplicada.percentuais.length > 0 ? (
                       <div className="checkbox-inline-wrap">
-                        {percentuais.map((coluna) => (
+                        {selecaoAplicada.percentuais.map((coluna) => (
                           <span key={`selected-p-${coluna}`} className="compact-chip">{coluna}</span>
                         ))}
                       </div>
@@ -3423,20 +3511,75 @@ export default function ElaboracaoTab({ sessionId }) {
           </SectionBlock>
 
           <SectionBlock step="11" title="Transformações Sugeridas" subtitle="Busca automática de combinações por R² e enquadramento.">
-            <div className="row">
-              <label>Grau mínimo dos coeficientes</label>
-              <select value={grauCoef} onChange={(e) => setGrauCoef(Number(e.target.value))}>
-                {GRAUS_COEF.map((item) => (
-                  <option key={`coef-${item.value}`} value={item.value}>{item.label}</option>
-                ))}
-              </select>
-              <label>Grau mínimo do teste F</label>
-              <select value={grauF} onChange={(e) => setGrauF(Number(e.target.value))}>
-                {GRAUS_F.map((item) => (
-                  <option key={`f-${item.value}`} value={item.value}>{item.label}</option>
-                ))}
-              </select>
-              <button onClick={onSearchTransform} disabled={loading}>Buscar transformações</button>
+            <div className="manual-transform-toggle section11-toggle-wrap">
+              <button
+                type="button"
+                className={section11LocksOpen ? 'btn-manual-toggle active' : 'btn-manual-toggle'}
+                onClick={() => setSection11LocksOpen((prev) => !prev)}
+              >
+                {section11LocksOpen ? 'Ocultar travas de transformação' : 'Trancar variáveis em transformações'}
+              </button>
+              {section11LocksOpen ? (
+                <button type="button" className="btn-section11-unlock" onClick={onLiberarTravasBusca} disabled={loading}>
+                  Liberar todas variáveis
+                </button>
+              ) : null}
+            </div>
+            {section11LocksOpen ? (
+              <>
+                <div className="transform-grid">
+                  <div className="transform-card transform-card-y">
+                    <div className="transform-card-head">
+                      <span>{colunaY ? `${colunaY} (Y)` : 'Variável dependente (Y)'}</span>
+                    </div>
+                    <select
+                      value={transformacaoYFixaBusca}
+                      onChange={(e) => setTransformacaoYFixaBusca(e.target.value)}
+                    >
+                      <option value="Livre">Livre</option>
+                      {['(x)', '1/(x)', 'ln(x)', 'exp(x)', '(x)^2', 'raiz(x)', '1/raiz(x)'].map((choice) => (
+                        <option key={`y-lock-${choice}`} value={choice}>{choice}</option>
+                      ))}
+                    </select>
+                  </div>
+                  {(selection.transform_fields || [])
+                    .filter((field) => !field.locked)
+                    .map((field) => (
+                    <div key={`tf-lock-${field.coluna}`} className="transform-card">
+                      <div className="transform-card-head">
+                        <span>{field.coluna}</span>
+                      </div>
+                      <select
+                        value={transformacoesFixasBusca[field.coluna] || 'Livre'}
+                        onChange={(e) => setTransformacoesFixasBusca((prev) => ({ ...prev, [field.coluna]: e.target.value }))}
+                      >
+                        <option value="Livre">Livre</option>
+                        {(field.choices || []).map((choice) => (
+                          <option key={`${field.coluna}-lock-${choice}`} value={choice}>{choice}</option>
+                        ))}
+                      </select>
+                    </div>
+                  ))}
+                </div>
+              </>
+            ) : null}
+            <div className="section11-search-criteria">
+              <div className="section11-search-criteria-title">Critérios da busca</div>
+              <div className="row section11-search-row">
+                <label>Grau mínimo dos coeficientes</label>
+                <select value={grauCoef} onChange={(e) => setGrauCoef(Number(e.target.value))}>
+                  {GRAUS_COEF.map((item) => (
+                    <option key={`coef-${item.value}`} value={item.value}>{item.label}</option>
+                  ))}
+                </select>
+                <label>Grau mínimo do teste F</label>
+                <select value={grauF} onChange={(e) => setGrauF(Number(e.target.value))}>
+                  {GRAUS_F.map((item) => (
+                    <option key={`f-${item.value}`} value={item.value}>{item.label}</option>
+                  ))}
+                </select>
+                <button onClick={onSearchTransform} disabled={loading}>Buscar transformações</button>
+              </div>
             </div>
             {(selection.busca?.resultados || []).length > 0 ? (
               <div className="transform-suggestions-grid">
@@ -4098,7 +4241,12 @@ export default function ElaboracaoTab({ sessionId }) {
           <SectionBlock step="19" title="Exportar Modelo" subtitle="Geração do pacote .dai e download da base tratada.">
             <div className="row">
               <label>Nome do arquivo (.dai)</label>
-              <input type="text" value={nomeArquivoExport} onChange={(e) => setNomeArquivoExport(e.target.value)} />
+              <input
+                type="text"
+                value={nomeArquivoExport}
+                onChange={(e) => setNomeArquivoExport(e.target.value)}
+                placeholder="Digite o nome do arquivo"
+              />
               <label>Avaliador</label>
               <select value={avaliadorSelecionado} onChange={(e) => setAvaliadorSelecionado(e.target.value)}>
                 <option value="">Manter elaborador do modelo (se houver)</option>
@@ -4108,7 +4256,7 @@ export default function ElaboracaoTab({ sessionId }) {
                   </option>
                 ))}
               </select>
-              <button onClick={onExportModel} disabled={loading || !nomeArquivoExport}>Exportar modelo</button>
+              <button onClick={onExportModel} disabled={loading || !String(nomeArquivoExport || '').trim()}>Exportar modelo</button>
               <button onClick={onExportBase} disabled={loading}>Exportar base CSV</button>
             </div>
           </SectionBlock>

frontend/src/components/PesquisaTab.jsx

@@ -11,6 +11,7 @@ const EMPTY_FILTERS = {
   dataMin: '',
   dataMax: '',
   avalFinalidade: '',
+  avalZona: '',
   avalBairro: '',
   avalArea: '',
   avalRh: '',
@@ -140,6 +141,7 @@ function buildApiFilters(filters) {
     tipo_modelo: filters.tipoModelo,
     negociacao_modelo: filters.negociacaoModelo,
     aval_finalidade: filters.avalFinalidade,
+    aval_zona: filters.avalZona,
     aval_bairro: filters.avalBairro,
     data_min: filters.dataMin,
     data_max: filters.dataMax,
@@ -718,17 +720,30 @@ export default function PesquisaTab() {
                 <NumberFieldInput field="avalRh" value={filters.avalRh} onChange={onFieldChange} placeholder="0" />
               </label>
             </div>
-            <label className="pesquisa-field pesquisa-bairro-bottom-field">
-              Bairro do imovel
-              <ChipAutocompleteInput
-                field="avalBairro"
-                value={filters.avalBairro}
-                onChange={onFieldChange}
-                placeholder="Digite e pressione Enter"
-                suggestions={sugestoes.bairros || []}
-                panelTitle="Bairros sugeridos"
-              />
-            </label>
+            <div className="pesquisa-bairro-zona-grid">
+              <label className="pesquisa-field">
+                Zona de avaliacao
+                <ChipAutocompleteInput
+                  field="avalZona"
+                  value={filters.avalZona}
+                  onChange={onFieldChange}
+                  placeholder="Selecione uma ou mais zonas"
+                  suggestions={sugestoes.zonas_avaliacao || []}
+                  panelTitle="Zonas sugeridas"
+                />
+              </label>
+              <label className="pesquisa-field pesquisa-bairro-bottom-field">
+                Bairro do imovel
+                <ChipAutocompleteInput
+                  field="avalBairro"
+                  value={filters.avalBairro}
+                  onChange={onFieldChange}
+                  placeholder="Digite e pressione Enter"
+                  suggestions={sugestoes.bairros || []}
+                  panelTitle="Bairros sugeridos"
+                />
+              </label>
+            </div>
           </div>
         </div>
 

frontend/src/components/SinglePillAutocomplete.jsx

@@ -0,0 +1,241 @@
+import React, { useEffect, useMemo, useRef, useState } from 'react'
+
+function normalizeSearchText(value) {
+  return String(value || '')
+    .normalize('NFD')
+    .replace(/[\u0300-\u036f]/g, '')
+    .toLowerCase()
+    .trim()
+}
+
+function normalizeOption(option) {
+  if (typeof option === 'string') {
+    const text = String(option || '').trim()
+    return text ? { value: text, label: text, secondary: '' } : null
+  }
+  if (!option || typeof option !== 'object') return null
+  const rawValue = option.value ?? option.id ?? option.key ?? ''
+  const value = String(rawValue || '').trim()
+  if (!value) return null
+  const label = String(option.label ?? option.nome_modelo ?? option.arquivo ?? value).trim() || value
+  const secondary = String(option.secondary ?? option.arquivo ?? '').trim()
+  return { value, label, secondary }
+}
+
+export default function SinglePillAutocomplete({
+  value,
+  onChange,
+  options = [],
+  placeholder = 'Selecione um item',
+  panelTitle = '',
+  emptyMessage = 'Nenhuma sugestao encontrada.',
+  loading = false,
+  disabled = false,
+}) {
+  const rootRef = useRef(null)
+  const inputRef = useRef(null)
+  const [query, setQuery] = useState('')
+  const [open, setOpen] = useState(false)
+  const [activeIndex, setActiveIndex] = useState(-1)
+
+  const selectedValue = String(value || '')
+  const normalizedOptions = useMemo(() => {
+    const unique = []
+    const seen = new Set()
+    ;(options || []).forEach((item) => {
+      const normalized = normalizeOption(item)
+      if (!normalized) return
+      if (seen.has(normalized.value)) return
+      seen.add(normalized.value)
+      unique.push(normalized)
+    })
+    return unique
+  }, [options])
+
+  const selectedOption = useMemo(
+    () => normalizedOptions.find((item) => item.value === selectedValue) || null,
+    [normalizedOptions, selectedValue],
+  )
+
+  const queryNormalized = normalizeSearchText(query)
+  const filteredOptions = useMemo(() => {
+    if (loading) return []
+    if (!queryNormalized) return normalizedOptions.slice(0, 160)
+    return normalizedOptions
+      .filter((item) => (
+        normalizeSearchText(item.label).includes(queryNormalized)
+        || normalizeSearchText(item.secondary).includes(queryNormalized)
+      ))
+      .slice(0, 160)
+  }, [loading, normalizedOptions, queryNormalized])
+
+  useEffect(() => {
+    if (!open) return undefined
+    function onDocumentMouseDown(event) {
+      if (!rootRef.current) return
+      if (!rootRef.current.contains(event.target)) setOpen(false)
+    }
+    document.addEventListener('mousedown', onDocumentMouseDown)
+    return () => document.removeEventListener('mousedown', onDocumentMouseDown)
+  }, [open])
+
+  useEffect(() => {
+    if (!open || filteredOptions.length === 0) {
+      setActiveIndex(-1)
+      return
+    }
+    if (activeIndex >= filteredOptions.length) setActiveIndex(filteredOptions.length - 1)
+  }, [activeIndex, filteredOptions, open])
+
+  function emitChange(nextValue) {
+    if (typeof onChange === 'function') onChange(String(nextValue || ''))
+  }
+
+  function selectOption(option) {
+    if (!option) return
+    emitChange(option.value)
+    setQuery('')
+    setOpen(false)
+    setActiveIndex(-1)
+  }
+
+  function clearSelection(event) {
+    event.preventDefault()
+    event.stopPropagation()
+    emitChange('')
+    setQuery('')
+    setOpen(true)
+    setActiveIndex(-1)
+    window.requestAnimationFrame(() => inputRef.current?.focus())
+  }
+
+  function onInputChange(event) {
+    if (disabled) return
+    setQuery(event.target.value)
+    setOpen(true)
+    setActiveIndex(-1)
+  }
+
+  function onInputFocus() {
+    if (disabled) return
+    setOpen(true)
+    setActiveIndex(-1)
+  }
+
+  function onInputKeyDown(event) {
+    if (disabled) return
+
+    if (event.key === 'Escape') {
+      setOpen(false)
+      return
+    }
+
+    if (event.key === 'Backspace' && !query && selectedOption) {
+      emitChange('')
+      setOpen(true)
+      return
+    }
+
+    if (!filteredOptions.length) return
+
+    if (event.key === 'ArrowDown') {
+      event.preventDefault()
+      setOpen(true)
+      setActiveIndex((prev) => (prev < 0 ? 0 : (prev + 1) % filteredOptions.length))
+      return
+    }
+
+    if (event.key === 'ArrowUp') {
+      event.preventDefault()
+      setOpen(true)
+      setActiveIndex((prev) => {
+        if (prev < 0) return filteredOptions.length - 1
+        return (prev - 1 + filteredOptions.length) % filteredOptions.length
+      })
+      return
+    }
+
+    if (event.key === 'Enter') {
+      event.preventDefault()
+      if (activeIndex >= 0 && activeIndex < filteredOptions.length) {
+        selectOption(filteredOptions[activeIndex])
+        return
+      }
+      if (filteredOptions.length === 1) {
+        selectOption(filteredOptions[0])
+      }
+    }
+  }
+
+  return (
+    <div className={`chip-autocomplete chip-autocomplete-single${open ? ' is-open' : ''}${disabled ? ' is-disabled' : ''}`} ref={rootRef}>
+      <div className={`chip-autocomplete-single-control${disabled ? ' is-disabled' : ''}`}>
+        {selectedOption ? (
+          <span className="chip-autocomplete-selected chip-autocomplete-selected-inline">
+            <span>{selectedOption.label}</span>
+            {!disabled ? (
+              <button
+                type="button"
+                className="chip-autocomplete-selected-remove"
+                onMouseDown={clearSelection}
+                onClick={(event) => {
+                  event.preventDefault()
+                  event.stopPropagation()
+                }}
+                aria-label={`Remover ${selectedOption.label}`}
+              >
+                ×
+              </button>
+            ) : null}
+          </span>
+        ) : null}
+        <input
+          ref={inputRef}
+          type="text"
+          className="chip-autocomplete-single-input"
+          value={query}
+          onChange={onInputChange}
+          onFocus={onInputFocus}
+          onKeyDown={onInputKeyDown}
+          placeholder={selectedOption ? '' : placeholder}
+          autoComplete="off"
+          autoCorrect="off"
+          autoCapitalize="none"
+          spellCheck={false}
+          disabled={disabled}
+        />
+      </div>
+
+      {open && !disabled ? (
+        <div className="chip-autocomplete-panel" role="listbox">
+          {panelTitle ? <div className="chip-autocomplete-panel-head">{panelTitle}</div> : null}
+          {loading ? (
+            <div className="chip-autocomplete-empty">Carregando lista...</div>
+          ) : filteredOptions.length ? (
+            <div className="chip-autocomplete-chip-wrap">
+              {filteredOptions.map((item, idx) => (
+                <button
+                  type="button"
+                  key={`single-chip-${item.value}-${idx}`}
+                  className={`chip-autocomplete-chip${idx === activeIndex ? ' is-active' : ''}`}
+                  onMouseDown={(event) => {
+                    event.preventDefault()
+                    event.stopPropagation()
+                    selectOption(item)
+                  }}
+                  title={item.secondary ? `${item.label} | ${item.secondary}` : item.label}
+                >
+                  {item.label}
+                </button>
+              ))}
+            </div>
+          ) : (
+            <div className="chip-autocomplete-empty">
+              {emptyMessage}
+            </div>
+          )}
+        </div>
+      ) : null}
+    </div>
+  )
+}

frontend/src/components/VisualizacaoTab.jsx

@@ -1,4 +1,4 @@
-import React, { useEffect, useRef, useState } from 'react'
+import React, { useEffect, useMemo, useRef, useState } from 'react'
 import { api, downloadBlob } from '../api'
 import DataTable from './DataTable'
 import EquationFormatsPanel from './EquationFormatsPanel'
@@ -6,6 +6,7 @@ import LoadingOverlay from './LoadingOverlay'
 import MapFrame from './MapFrame'
 import PlotFigure from './PlotFigure'
 import SectionBlock from './SectionBlock'
+import SinglePillAutocomplete from './SinglePillAutocomplete'
 
 const INNER_TABS = [
   { key: 'mapa', label: 'Mapa' },
@@ -65,6 +66,14 @@ export default function VisualizacaoTab({ sessionId }) {
   const deleteConfirmTimersRef = useRef({})
   const uploadInputRef = useRef(null)
   const temAvaliacoes = Array.isArray(baseChoices) && baseChoices.length > 0
+  const repoModeloOptions = useMemo(
+    () => (repoModelos || []).map((item) => ({
+      value: String(item?.id || ''),
+      label: String(item?.nome_modelo || item?.arquivo || item?.id || ''),
+      secondary: String(item?.arquivo || ''),
+    })).filter((item) => item.value && item.label),
+    [repoModelos],
+  )
 
   function resetConteudoVisualizacao() {
     setDados(null)
@@ -424,21 +433,18 @@ export default function VisualizacaoTab({ sessionId }) {
 
             {modeloLoadSource === 'repo' ? (
               <div className="row upload-repo-row">
-                <label>Modelo do repositório</label>
-                <select
-                  value={repoModeloSelecionado}
-                  onChange={(e) => setRepoModeloSelecionado(e.target.value)}
-                  disabled={loading || repoModelosLoading || repoModelos.length === 0}
-                >
-                  <option value="">
-                    {repoModelosLoading ? 'Carregando lista...' : repoModelos.length > 0 ? 'Selecione um modelo' : 'Nenhum modelo disponível'}
-                  </option>
-                  {repoModelos.map((item) => (
-                    <option key={`repo-viz-${item.id}`} value={item.id}>
-                      {item.nome_modelo || item.arquivo}
-                    </option>
-                  ))}
-                </select>
+                <label className="upload-repo-field">
+                  Modelo do repositório
+                  <SinglePillAutocomplete
+                    value={repoModeloSelecionado}
+                    onChange={setRepoModeloSelecionado}
+                    options={repoModeloOptions}
+                    placeholder={repoModelosLoading ? 'Carregando lista...' : repoModeloOptions.length > 0 ? 'Digite para buscar modelo' : 'Nenhum modelo disponível'}
+                    emptyMessage={repoModeloOptions.length > 0 ? 'Nenhum modelo encontrado.' : 'Nenhum modelo disponível.'}
+                    loading={repoModelosLoading}
+                    disabled={loading || repoModelosLoading || repoModeloOptions.length === 0}
+                  />
+                </label>
                 <div className="row compact upload-repo-actions">
                   <button type="button" onClick={onCarregarModeloRepositorio} disabled={loading || repoModelosLoading || !repoModeloSelecionado}>
                     Carregar do repositório

frontend/src/styles.css

@@ -951,6 +951,51 @@ button.pesquisa-otica-btn.active:hover {
   position: relative;
 }
 
+.chip-autocomplete-single-control {
+  display: flex;
+  align-items: center;
+  gap: 6px;
+  flex-wrap: wrap;
+  min-height: 34px;
+  width: 100%;
+  border: 1px solid #c8d7e6;
+  border-radius: 10px;
+  background: #ffffff;
+  padding: 4px 8px;
+}
+
+.chip-autocomplete-single-control:focus-within {
+  border-color: #6aa1d4;
+  box-shadow: 0 0 0 2px rgba(106, 161, 212, 0.16);
+}
+
+.chip-autocomplete-single-control.is-disabled {
+  background: #f6f8fb;
+  color: #74889c;
+  cursor: not-allowed;
+}
+
+.chip-autocomplete-single-input {
+  flex: 1 1 120px;
+  min-width: 120px;
+  border: none;
+  background: transparent;
+  color: #2e4760;
+  font-size: 0.84rem;
+  line-height: 1.25;
+  padding: 4px 2px;
+  min-height: 22px;
+}
+
+.chip-autocomplete-single-input:focus {
+  outline: none;
+  box-shadow: none;
+}
+
+.chip-autocomplete-single .chip-autocomplete-selected-inline {
+  margin: 0;
+}
+
 .chip-autocomplete-selected-wrap {
   display: flex;
   flex-wrap: wrap;
@@ -1016,6 +1061,15 @@ button.pesquisa-otica-btn.active:hover {
   overflow: auto;
 }
 
+.workflow-section[data-section-step="1"] .chip-autocomplete.is-open .chip-autocomplete-panel {
+  position: static;
+  top: auto;
+  left: auto;
+  right: auto;
+  margin-top: 6px;
+  z-index: auto;
+}
+
 .chip-autocomplete-panel-head {
   font-size: 0.72rem;
   font-weight: 700;
@@ -1155,14 +1209,23 @@ button.pesquisa-otica-btn.active:hover {
 
 .pesquisa-avaliando-periodo-pair {
   margin: 0;
+  height: auto;
+  align-self: start;
 }
 
 .pesquisa-avaliando-bottom-stack {
   gap: 12px;
 }
 
+.pesquisa-bairro-zona-grid {
+  display: grid;
+  grid-template-columns: repeat(2, minmax(0, 1fr));
+  gap: 12px 14px;
+  align-items: start;
+}
+
 .pesquisa-bairro-bottom-field {
-  grid-column: 1 / -1;
+  min-width: 0;
 }
 
 .pesquisa-avaliando-bottom-grid .pesquisa-field-pair {
@@ -1985,6 +2048,14 @@ button.model-source-back-btn {
 
 .upload-repo-row {
   margin-bottom: 10px;
+  align-items: flex-start;
+}
+
+.upload-repo-field {
+  display: grid;
+  gap: 7px;
+  flex: 1 1 420px;
+  min-width: min(100%, 300px);
 }
 
 .upload-repo-actions {
@@ -2622,6 +2693,43 @@ button.btn-upload-select {
   margin-bottom: 18px;
 }
 
+.section11-toggle-wrap {
+  margin-bottom: 12px;
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+  gap: 8px;
+}
+
+.btn-section11-unlock {
+  --btn-bg-start: #f4f8fc;
+  --btn-bg-end: #e8eff6;
+  --btn-border: #c4d1df;
+  --btn-shadow-soft: rgba(75, 102, 128, 0.12);
+  --btn-shadow-strong: rgba(75, 102, 128, 0.2);
+  color: #395470;
+}
+
+.section11-search-criteria {
+  margin-top: 8px;
+  padding-top: 11px;
+  border-top: 1px solid #d7e2ee;
+  display: grid;
+  gap: 8px;
+}
+
+.section11-search-criteria-title {
+  font-size: 0.76rem;
+  font-weight: 800;
+  letter-spacing: 0.03em;
+  text-transform: uppercase;
+  color: #4b6177;
+}
+
+.section11-search-row {
+  margin-bottom: 0;
+}
+
 .transform-preview-summary {
   border: 1px solid #d8e5f2;
   border-radius: 12px;
@@ -3998,6 +4106,10 @@ button.btn-download-subtle {
     grid-template-columns: 1fr;
   }
 
+  .pesquisa-bairro-zona-grid {
+    grid-template-columns: 1fr;
+  }
+
   .pesquisa-dynamic-filter-row,
   .pesquisa-range-values-row,
   .pesquisa-range-row,