Update app.py

app.py

@@ -12,12 +12,12 @@ def load_offices_csv(path):
         sample = ''.join([next(f) for _ in range(10)])
     dialect = csv.Sniffer().sniff(sample, delimiters=[',',';','\t','|'])
     sep = dialect.delimiter
-    print(f"Delimitador detectado: '{sep}'")
-    df_off = pd.read_csv(path, sep=sep, encoding='latin-1', engine='python', on_bad_lines='skip')
-    df_off.columns = [c.strip() for c in df_off.columns]
-    return df_off
+    print(f"Delimitador detectado: '{sep}'".replace('{sep}', sep))
+    df = pd.read_csv(path, sep=sep, encoding='latin-1', engine='python', on_bad_lines='skip')
+    df.columns = [c.strip() for c in df.columns]
+    return df
 
-# 1. Cargar y preparar datos
+# Carga y preparación de datos
 DATA_XLSX = "Base de Datos Prueba.xlsx"
 OFFICES_CSV = "oficinas_completas_deduccion_avanzada.csv"
 
@@ -26,315 +26,324 @@ df["MES"] = df["FECHA_APERTURA"].dt.to_period("M").dt.to_timestamp()
 
 off_meta = load_offices_csv(OFFICES_CSV)
 
-# Listas de filtros (sin departamento ni municipio)
-zonas            = sorted(off_meta['ZONA'].dropna().astype(str).unique().tolist())
-oficinas         = sorted(off_meta['NOMBRE OFICINA'].dropna().astype(str).unique().tolist())
-productos        = sorted(df['TIPO PRODUCTO'].dropna().astype(str).unique().tolist())
-colaboradores    = sorted(df['SK_COLABORADOR'].dropna().astype(str).unique().tolist())
-segmentos        = sorted(df['SEGMENTO_CLIENTE'].dropna().astype(str).unique().tolist())
-min_amt, max_amt = int(df['MONTO_I'].min()), int(df['MONTO_I'].max())
-min_plazo, max_plazo = int(df['PLAZO'].min()), int(df['PLAZO'].max())
+# Listas estáticas iniciales (convertir a str para evitar mezclas int/str)
+departamentos       = sorted(off_meta['DEPARTAMENTO'].dropna().astype(str).unique().tolist())
+municipios          = sorted(off_meta['CIUDAD'].dropna().astype(str).unique().tolist())
+zonas               = sorted(off_meta['ZONA'].dropna().astype(str).unique().tolist())
+productos           = sorted(df['TIPO PRODUCTO'].dropna().astype(str).unique().tolist())
+colaboradores       = sorted(df['SK_COLABORADOR'].dropna().astype(str).unique().tolist())
+segmentos           = sorted(df['SEGMENTO_CLIENTE'].dropna().astype(str).unique().tolist())
+min_amt, max_amt    = int(df['MONTO_I'].min()), int(df['MONTO_I'].max())
+min_plazo, max_plazo= int(df['PLAZO'].min()), int(df['PLAZO'].max())
 
-# Coordenadas hard-coded
+# Coordenadas de oficinas
 office_coords = {
-        "Abrego": (8.080040, -73.219050),
-        "Aguachica": (8.310229, -73.599837),
-        "Aguazul": (5.171710, -72.547300),
-        "Agustin Codazzi": (10.033471, -73.291284),
-        "Andes": (5.655900, -75.879512),
-        "Apartado": (7.885610, -76.634790),
-        "Arauca": (7.086173, -70.757347),
-        "Arjona": (10.297838, -75.308821),
-        "Armenia": (6.167542, -75.764031),
-        "Av. Caracas": (4.582934, -74.092877),
-        "Ayapel": (0.000000, 0.000000),
-        "Barrancabermeja": (7.059381, -73.862874),
-        "Barrancas": (10.956670, -72.788870),
-        "Barranquilla": (10.961041, -74.800959),
-        "Belen": (5.989720, -72.913860),
-        "Bello": (6.334930, -75.558280),
-        "Bienestar Social Empleados": (0.000000, 0.000000),
-        "Bosa": (5.930960, -73.616320),
-        "Bosconia": (9.972841, -73.885721),
-        "Bucaramanga Centro": (7.092868, -73.126498),
-        "Buenaventura": (3.877616, -77.007365),
-        "Buenos Aires": (3.013970, -76.646120),
-        "Buga": (6.254484, -75.563634),
-        "Cachingos": (0.000000, 0.000000),
-        "Caldas": (6.089999, -75.636627),
-        "Cali El Poblado (NO VIGENTE)": (3.418618, -76.497226),
-        "Cali Norte": (6.300640, -70.205430),
-        "Cali Sur": (0.000000, 0.000000),
-        "Canal C": (0.000000, 0.000000),
-        "Candelaria": (3.408325, -76.349086),
-        "Carepa": (7.757548, -76.656274),
-        "Carmen de Viboral": (6.082360, -75.335090),
-        "Cartagena": (0.000000, 0.000000),
-        "Cartagena Sur (NO VIGENTE)": (0.000000, 0.000000),
-        "Cartago": (4.746743, -75.913598),
-        "Castilla": (3.827220, -73.688310),
-        "Caucasia": (7.987347, -75.196855),
-        "Centro Bogota (NO VIGENTE)": (0.000000, 0.000000),
-        "Centro MedelliAn": (6.254484, -75.563634),
-        "Centro Suba": (5.828915, -73.035056),
-        "Cerrito": (6.842993, -72.694730),
-        "Chaparral": (3.750151, -75.340480),
-        "Chia": (4.859712, -74.059663),
-        "Chinacota": (7.607990, -72.600380),
-        "Chinchina": (4.984375, -75.604801),
-        "Chiquinquira": (5.618910, -73.819970),
-        "Cienaga de Oro": (8.874380, -75.621750),
-        "Cimitarra": (6.316110, -73.950540),
-        "Copacabana": (6.348513, -75.507062),
-        "Corozal": (9.317780, -75.295830),
-        "Cucuta Atalaya": (7.907352, -72.524705),
-        "Cucuta Centro": (7.884556, -72.504855),
-        "Dabeiba": (7.033533, -76.167771),
-        "Direccion General": (0.000000, 0.000000),
-        "Duitama": (5.807690, -73.070165),
-        "El Bagre": (7.596620, -74.804880),
-        "El Banco": (8.998900, -73.970580),
-        "El Cable (NO VIGENTE)": (0.000000, 0.000000),
-        "El Tejar (NO VIGENTE)": (0.000000, 0.000000),
-        "Engativa": (6.254484, -75.563634),
-        "Envigado": (6.173196, -75.592097),
-        "Espinal (NO VIGENTE)": (0.000000, 0.000000),
-        "Facatativa": (4.811561, -74.384369),
-        "Florencia": (1.682220, -77.072610),
-        "Florida": (3.324420, -76.235460),
-        "Floridablanca": (7.079171, -73.108311),
-        "Fonseca": (10.888700, -72.851530),
-        "Fontibon": (6.777790, -76.128580),
-        "Fundacion": (10.521380, -74.186640),
-        "Fundadores (NO VIGENTE)": (0.000000, 0.000000),
-        "Funza": (4.714865, -74.212997),
-        "Fusagasuga": (4.311530, -74.355406),
-        "Galan": (6.637810, -73.288780),
-        "Garagoa": (5.083373, -73.363727),
-        "Garzon": (2.195783, -75.629006),
-        "Gerencia Territorial - Sur": (0.000000, 0.000000),
-        "Girardot": (4.303965, -74.804788),
-        "Giron": (7.074196, -73.167534),
-        "Granada": (4.519657, -74.353677),
-        "Guaduas": (5.067815, -74.598816),
-        "Ibague": (4.325569, -75.072920),
-        "Ibague Centro (NO VIGENTE)": (0.000000, 0.000000),
-        "Ipiales": (0.836103, -77.679298),
-        "Itagui": (6.170260, -75.616540),
-        "Jamundi": (3.111418, -76.606186),
-        "Kennedy": (4.622480, -74.150010),
-        "La America": (5.400098, -75.546666),
-        "La Calera": (4.721216, -73.968126),
-        "La Ceja": (6.032140, -75.431942),
-        "La Dorada": (5.464481, -74.704063),
-        "La Libertad": (2.445261, -76.632240),
-        "La Plata": (2.391670, -75.891670),
-        "La Union": (8.857282, -75.277048),
-        "La Union - Valle": (4.537120, -76.104421),
-        "La Victoria": (-0.111490, -71.110860),
-        "Leticia": (-4.215596, -69.939065),
-        "Libano": (4.922540, -75.063700),
-        "Lorica (NO VIGENTE)": (0.000000, 0.000000),
-        "Magangue": (9.186535, -74.788838),
-        "Maicao": (11.350383, -72.352333),
-        "Malaga": (6.702446, -72.731766),
-        "Manizales": (5.050927, -75.519500),
-        "Manrique": (6.484975, -75.019537),
-        "Marinilla": (6.173840, -75.334800),
-        "Mariquita": (5.198660, -74.896950),
-        "Mesitas": (3.383561, -74.044270),
-        "Minorista": (0.000000, 0.000000),
-        "Mitu": (1.255250, -70.233390),
-        "MoAitos": (0.000000, 0.000000),
-        "Mocoa": (1.148930, -76.647750),
-        "Mod Empoderados Costa Norte": (0.000000, 0.000000),
-        "Mod Empoderados Plus-Bta": (0.000000, 0.000000),
-        "Mod Empoderados Plus-M/llin": (0.000000, 0.000000),
-        "Mod Empoderados Plus-Sur": (0.000000, 0.000000),
-        "Molinos": (10.701780, -74.716750),
-        "Mompox": (0.000000, 0.000000),
-        "Moniquira": (5.877280, -73.570440),
-        "MonteliAbano": (7.983010, -75.417260),
-        "MonteriAa Centro": (8.754728, -75.881810),
-        "Monteria": (8.773391, -75.817808),
-        "Neiva (NO VIGENTE)": (0.000000, 0.000000),
-        "Niquia": (2.649380, -75.636650),
-        "OcaAa": (8.233420, -73.353310),
-        "Orito": (0.665371, -76.872392),
-        "PE  Soledad Malambo": (10.861604, -74.773950),
-        "PE Acacias": (3.987212, -73.765837),
-        "PE Anserma": (5.230240, -75.787920),
-        "PE Baranoa": (10.796676, -74.914419),
-        "PE Belen": (5.989720, -72.913860),
-        "PE Cali La Casona": (0.000000, 0.000000),
-        "PE Cartagena del ChairA": (1.334860, -74.843460),
-        "PE Dosquebradas": (4.839160, -75.667270),
-        "PE Istmina": (0.000000, 0.000000),
-        "PE La Pintada 2": (5.749960, -75.616299),
-        "PE Majagual": (8.534730, -74.657180),
-        "PE Pasto (NO VIGENTE)": (0.000000, 0.000000),
-        "PE Puerto Wilches": (7.348801, -73.898273),
-        "PE PurificaciA3n": (3.856779, -74.932103),
-        "PE Santa Rosa del Sur": (7.946502, -74.026033),
-        "PE TAoquerres": (0.000000, 0.000000),
-        "PE Tame": (6.470290, -71.716970),
-        "PE Valle del Guamuez": (0.452500, -76.919170),
-        "PE Zarzal": (4.395820, -76.069830),
-        "Pailitas": (8.957360, -73.623460),
-        "Palmira": (3.538908, -76.298466),
-        "Pamplona": (7.377155, -72.648957),
-        "Parque de la CaAa (NO VIGENTE)": (0.000000, 0.000000),
-        "Parque de las Luces (NO VIGENTE)": (0.000000, 0.000000),
-        "Pasto": (0.000000, 0.000000),
-        "Patio Bonito": (6.205447, -75.575411),
-        "Paz de Ariporo": (5.881428, -71.891972),
-        "Pedregal": (6.254484, -75.563634),
-        "Perdomo": (2.888170, -75.433810),
-        "Pereira": (4.812216, -75.692047),
-        "Piedecuesta": (6.988034, -73.050030),
-        "PiendamA3 (NO VIGENTE)": (0.000000, 0.000000),
-        "Pitalito": (1.790464, -76.055636),
-        "Pivijay": (10.447166, -74.408568),
-        "Planeta Rica": (8.408920, -75.586800),
-        "Plato": (9.791910, -74.782970),
-        "Popayan Norte": (2.462388, -76.535919),
-        "Popayan Sur": (2.462388, -76.535919),
-        "Primero de Mayo": (5.821771, -73.043034),
-        "Principal": (13.375420, -81.369090),
-        "Puerto Asis": (0.497650, -76.497680),
-        "Puerto Berrio": (6.490949, -74.402668),
-        "Puerto Boyaca": (5.971557, -74.571408),
-        "Puerto CarreAo": (6.190854, -67.484779),
-        "Puerto IniArida": (-2.148770, -71.754990),
-        "Puerto Libertador": (7.889560, -75.672370),
-        "Punto Express Neiva 2": (0.000000, 0.000000),
-        "Quibdo": (0.000000, 0.000000),
-        "Quirigua": (2.649380, -75.636650),
-        "Restrepo": (3.826566, -76.521106),
-        "Riohacha": (11.381478, -72.905309),
-        "Rionegro": (7.264871, -73.147840),
-        "Riosucio": (5.421350, -75.703230),
-        "Robledo (NO VIGENTE)": (0.000000, 0.000000),
-        "Sahagun": (8.941133, -75.495272),
-        "San AndrAs Isla": (6.809803, -72.849736),
-        "San Andres de Sotavento": (9.144750, -75.508770),
-        "San Bernardo": (4.178771, -74.421565),
-        "San Fernando": (9.218060, -74.330294),
-        "San Francisco (NO VIGENTE)": (0.000000, 0.000000),
-        "San Gil": (6.557700, -73.133180),
-        "San Jose del Guaviare": (2.562393, -72.640344),
-        "San Juan": (4.461030, -73.680480),
-        "San Marcos": (8.658430, -75.131200),
-        "San Onofre": (9.737530, -75.525580),
-        "San Pelayo (NO VIGENTE)": (0.000000, 0.000000),
-        "San Vicente del Caguan": (2.113170, -74.769180),
-        "San Vicente del Chucuri": (6.881050, -73.411570),
-        "Santa Helenita": (10.325410, -74.961830),
-        "Santa MariAa (NO VIGENTE)": (0.000000, 0.000000),
-        "Santa Marta Av. Libertador": (11.231008, -74.175841),
-        "Santa Rosa de Cabal": (4.890245, -75.626971),
-        "Santafe de Antioquia": (6.556870, -75.828060),
-        "Santander de Quilichao": (3.008790, -76.485900),
-        "Santo Domingo": (6.472363, -75.164506),
-        "Sincelejo": (9.300213, -75.395603),
-        "Sincelejo Centro (NO VIGENTE)": (9.303609, -75.392834),
-        "Soacha": (4.582123, -74.211534),
-        "Sogamoso": (5.718314, -72.930984),
-        "Soledad (NO VIGENTE)": (0.000000, 0.000000),
-        "Suba": (5.451280, -73.814140),
-        "Suba Rincon": (4.728370, -74.088350),
-        "Tesoreria": (0.000000, 0.000000),
-        "Tierralta": (8.173570, -76.059210),
-        "ToberiAn": (0.000000, 0.000000),
-        "Tulua": (4.084320, -76.196650),
-        "Tumaco": (0.000000, 0.000000),
-        "Tunja": (5.538590, -73.366380),
-        "Turbo": (8.098040, -76.731690),
-        "Ubate": (4.482420, -73.934840),
-        "Urrao": (6.340116, -76.097593),
-        "Valledupar": (10.469026, -73.257035),
-        "Valledupar Centro": (10.476217, -73.245945),
-        "Velez": (6.012930, -73.673140),
-        "Venecia": (4.088080, -74.477460),
-        "Villanueva": (4.609834, -72.927380),
-        "Villavicencio": (4.144229, -73.634525),
-        "Villeta": (5.011370, -74.471560),
-        "Yarumal": (6.962765, -75.416779),
-        "Yomasa": (4.519873, -74.092186),
-        "Yopal": (5.340170, -72.394240),
-        "Yumbo": (3.581378, -76.494648),
-        "Zipaquira": (5.025810, -73.991283),
+    "Abrego": (8.080040, -73.219050),
+    "Aguachica": (8.310229, -73.599837),
+    "Aguazul": (5.171710, -72.547300),
+    "Agustin Codazzi": (10.033471, -73.291284),
+    "Andes": (5.655900, -75.879512),
+    "Apartado": (7.885610, -76.634790),
+    "Arauca": (7.086173, -70.757347),
+    "Arjona": (10.297838, -75.308821),
+    "Armenia": (6.167542, -75.764031),
+    "Av. Caracas": (4.582934, -74.092877),
+    "Ayapel": (0.000000, 0.000000),
+    "Barrancabermeja": (7.059381, -73.862874),
+    "Barrancas": (10.956670, -72.788870),
+    "Barranquilla": (10.961041, -74.800959),
+    "Belen": (5.989720, -72.913860),
+    "Bello": (6.334930, -75.558280),
+    "Bienestar Social Empleados": (0.000000, 0.000000),
+    "Bosa": (5.930960, -73.616320),
+    "Bosconia": (9.972841, -73.885721),
+    "Bucaramanga Centro": (7.092868, -73.126498),
+    "Buenaventura": (3.877616, -77.007365),
+    "Buenos Aires": (3.013970, -76.646120),
+    "Buga": (6.254484, -75.563634),
+    "Cachingos": (0.000000, 0.000000),
+    "Caldas": (6.089999, -75.636627),
+    "Cali El Poblado (NO VIGENTE)": (3.418618, -76.497226),
+    "Cali Norte": (6.300640, -70.205430),
+    "Cali Sur": (0.000000, 0.000000),
+    "Canal C": (0.000000, 0.000000),
+    "Candelaria": (3.408325, -76.349086),
+    "Carepa": (7.757548, -76.656274),
+    "Carmen de Viboral": (6.082360, -75.335090),
+    "Cartagena": (0.000000, 0.000000),
+    "Cartagena Sur (NO VIGENTE)": (0.000000, 0.000000),
+    "Cartago": (4.746743, -75.913598),
+    "Castilla": (3.827220, -73.688310),
+    "Caucasia": (7.987347, -75.196855),
+    "Centro Bogota (NO VIGENTE)": (0.000000, 0.000000),
+    "Centro MedelliAn": (6.254484, -75.563634),
+    "Centro Suba": (5.828915, -73.035056),
+    "Cerrito": (6.842993, -72.694730),
+    "Chaparral": (3.750151, -75.340480),
+    "Chia": (4.859712, -74.059663),
+    "Chinacota": (7.607990, -72.600380),
+    "Chinchina": (4.984375, -75.604801),
+    "Chiquinquira": (5.618910, -73.819970),
+    "Cienaga de Oro": (8.874380, -75.621750),
+    "Cimitarra": (6.316110, -73.950540),
+    "Copacabana": (6.348513, -75.507062),
+    "Corozal": (9.317780, -75.295830),
+    "Cucuta Atalaya": (7.907352, -72.524705),
+    "Cucuta Centro": (7.884556, -72.504855),
+    "Dabeiba": (7.033533, -76.167771),
+    "Direccion General": (0.000000, 0.000000),
+    "Duitama": (5.807690, -73.070165),
+    "El Bagre": (7.596620, -74.804880),
+    "El Banco": (8.998900, -73.970580),
+    "El Cable (NO VIGENTE)": (0.000000, 0.000000),
+    "El Tejar (NO VIGENTE)": (0.000000, 0.000000),
+    "Engativa": (6.254484, -75.563634),
+    "Envigado": (6.173196, -75.592097),
+    "Espinal (NO VIGENTE)": (0.000000, 0.000000),
+    "Facatativa": (4.811561, -74.384369),
+    "Florencia": (1.682220, -77.072610),
+    "Florida": (3.324420, -76.235460),
+    "Floridablanca": (7.079171, -73.108311),
+    "Fonseca": (10.888700, -72.851530),
+    "Fontibon": (6.777790, -76.128580),
+    "Fundacion": (10.521380, -74.186640),
+    "Fundadores (NO VIGENTE)": (0.000000, 0.000000),
+    "Funza": (4.714865, -74.212997),
+    "Fusagasuga": (4.311530, -74.355406),
+    "Galan": (6.637810, -73.288780),
+    "Garagoa": (5.083373, -73.363727),
+    "Garzon": (2.195783, -75.629006),
+    "Gerencia Territorial - Sur": (0.000000, 0.000000),
+    "Girardot": (4.303965, -74.804788),
+    "Giron": (7.074196, -73.167534),
+    "Granada": (4.519657, -74.353677),
+    "Guaduas": (5.067815, -74.598816),
+    "Ibague": (4.325569, -75.072920),
+    "Ibague Centro (NO VIGENTE)": (0.000000, 0.000000),
+    "Ipiales": (0.836103, -77.679298),
+    "Itagui": (6.170260, -75.616540),
+    "Jamundi": (3.111418, -76.606186),
+    "Kennedy": (4.622480, -74.150010),
+    "La America": (5.400098, -75.546666),
+    "La Calera": (4.721216, -73.968126),
+    "La Ceja": (6.032140, -75.431942),
+    "La Dorada": (5.464481, -74.704063),
+    "La Libertad": (2.445261, -76.632240),
+    "La Plata": (2.391670, -75.891670),
+    "La Union": (8.857282, -75.277048),
+    "La Union - Valle": (4.537120, -76.104421),
+    "La Victoria": (-0.111490, -71.110860),
+    "Leticia": (-4.215596, -69.939065),
+    "Libano": (4.922540, -75.063700),
+    "Lorica (NO VIGENTE)": (0.000000, 0.000000),
+    "Magangue": (9.186535, -74.788838),
+    "Maicao": (11.350383, -72.352333),
+    "Malaga": (6.702446, -72.731766),
+    "Manizales": (5.050927, -75.519500),
+    "Manrique": (6.484975, -75.019537),
+    "Marinilla": (6.173840, -75.334800),
+    "Mariquita": (5.198660, -74.896950),
+    "Mesitas": (3.383561, -74.044270),
+    "Minorista": (0.000000, 0.000000),
+    "Mitu": (1.255250, -70.233390),
+    "MoAitos": (0.000000, 0.000000),
+    "Mocoa": (1.148930, -76.647750),
+    "Mod Empoderados Costa Norte": (0.000000, 0.000000),
+    "Mod Empoderados Plus-Bta": (0.000000, 0.000000),
+    "Mod Empoderados Plus-M/llin": (0.000000, 0.000000),
+    "Mod Empoderados Plus-Sur": (0.000000, 0.000000),
+    "Molinos": (10.701780, -74.716750),
+    "Mompox": (0.000000, 0.000000),
+    "Moniquira": (5.877280, -73.570440),
+    "MonteliAbano": (7.983010, -75.417260),
+    "MonteriAa Centro": (8.754728, -75.881810),
+    "Monteria": (8.773391, -75.817808),
+    "Neiva (NO VIGENTE)": (0.000000, 0.000000),
+    "Niquia": (2.649380, -75.636650),
+    "OcaAa": (8.233420, -73.353310),
+    "Orito": (0.665371, -76.872392),
+    "PE  Soledad Malambo": (10.861604, -74.773950),
+    "PE Acacias": (3.987212, -73.765837),
+    "PE Anserma": (5.230240, -75.787920),
+    "PE Baranoa": (10.796676, -74.914419),
+    "PE Belen": (5.989720, -72.913860),
+    "PE Cali La Casona": (0.000000, 0.000000),
+    "PE Cartagena del ChairA": (1.334860, -74.843460),
+    "PE Dosquebradas": (4.839160, -75.667270),
+    "PE Istmina": (0.000000, 0.000000),
+    "PE La Pintada 2": (5.749960, -75.616299),
+    "PE Majagual": (8.534730, -74.657180),
+    "PE Pasto (NO VIGENTE)": (0.000000, 0.000000),
+    "PE Puerto Wilches": (7.348801, -73.898273),
+    "PE PurificaciA3n": (3.856779, -74.932103),
+    "PE Santa Rosa del Sur": (7.946502, -74.026033),
+    "PE TAoquerres": (0.000000, 0.000000),
+    "PE Tame": (6.470290, -71.716970),
+    "PE Valle del Guamuez": (0.452500, -76.919170),
+    "PE Zarzal": (4.395820, -76.069830),
+    "Pailitas": (8.957360, -73.623460),
+    "Palmira": (3.538908, -76.298466),
+    "Pamplona": (7.377155, -72.648957),
+    "Parque de la CaAa (NO VIGENTE)": (0.000000, 0.000000),
+    "Parque de las Luces (NO VIGENTE)": (0.000000, 0.000000),
+    "Pasto": (0.000000, 0.000000),
+    "Patio Bonito": (6.205447, -75.575411),
+    "Paz de Ariporo": (5.881428, -71.891972),
+    "Pedregal": (6.254484, -75.563634),
+    "Perdomo": (2.888170, -75.433810),
+    "Pereira": (4.812216, -75.692047),
+    "Piedecuesta": (6.988034, -73.050030),
+    "PiendamA3 (NO VIGENTE)": (0.000000, 0.000000),
+    "Pitalito": (1.790464, -76.055636),
+    "Pivijay": (10.447166, -74.408568),
+    "Planeta Rica": (8.408920, -75.586800),
+    "Plato": (9.791910, -74.782970),
+    "Popayan Norte": (2.462388, -76.535919),
+    "Popayan Sur": (2.462388, -76.535919),
+    "Primero de Mayo": (5.821771, -73.043034),
+    "Principal": (13.375420, -81.369090),
+    "Puerto Asis": (0.497650, -76.497680),
+    "Puerto Berrio": (6.490949, -74.402668),
+    "Puerto Boyaca": (5.971557, -74.571408),
+    "Puerto CarreAo": (6.190854, -67.484779),
+    "Puerto IniArida": (-2.148770, -71.754990),
+    "Puerto Libertador": (7.889560, -75.672370),
+    "Punto Express Neiva 2": (0.000000, 0.000000),
+    "Quibdo": (0.000000, 0.000000),
+    "Quirigua": (2.649380, -75.636650),
+    "Restrepo": (3.826566, -76.521106),
+    "Riohacha": (11.381478, -72.905309),
+    "Rionegro": (7.264871, -73.147840),
+    "Riosucio": (5.421350, -75.703230),
+    "Robledo (NO VIGENTE)": (0.000000, 0.000000),
+    "Sahagun": (8.941133, -75.495272),
+    "San AndrAs Isla": (6.809803, -72.849736),
+    "San Andres de Sotavento": (9.144750, -75.508770),
+    "San Bernardo": (4.178771, -74.421565),
+    "San Fernando": (9.218060, -74.330294),
+    "San Francisco (NO VIGENTE)": (0.000000, 0.000000),
+    "San Gil": (6.557700, -73.133180),
+    "San Jose del Guaviare": (2.562393, -72.640344),
+    "San Juan": (4.461030, -73.680480),
+    "San Marcos": (8.658430, -75.131200),
+    "San Onofre": (9.737530, -75.525580),
+    "San Pelayo (NO VIGENTE)": (0.000000, 0.000000),
+    "San Vicente del Caguan": (2.113170, -74.769180),
+    "San Vicente del Chucuri": (6.881050, -73.411570),
+    "Santa Helenita": (10.325410, -74.961830),
+    "Santa MariAa (NO VIGENTE)": (0.000000, 0.000000),
+    "Santa Marta Av. Libertador": (11.231008, -74.175841),
+    "Santa Rosa de Cabal": (4.890245, -75.626971),
+    "Santafe de Antioquia": (6.556870, -75.828060),
+    "Santander de Quilichao": (3.008790, -76.485900),
+    "Santo Domingo": (6.472363, -75.164506),
+    "Sincelejo": (9.300213, -75.395603),
+    "Sincelejo Centro (NO VIGENTE)": (9.303609, -75.392834),
+    "Soacha": (4.582123, -74.211534),
+    "Sogamoso": (5.718314, -72.930984),
+    "Soledad (NO VIGENTE)": (0.000000, 0.000000),
+    "Suba": (5.451280, -73.814140),
+    "Suba Rincon": (4.728370, -74.088350),
+    "Tesoreria": (0.000000, 0.000000),
+    "Tierralta": (8.173570, -76.059210),
+    "ToberiAn": (0.000000, 0.000000),
+    "Tulua": (4.084320, -76.196650),
+    "Tumaco": (0.000000, 0.000000),
+    "Tunja": (5.538590, -73.366380),
+    "Turbo": (8.098040, -76.731690),
+    "Ubate": (4.482420, -73.934840),
+    "Urrao": (6.340116, -76.097593),
+    "Valledupar": (10.469026, -73.257035),
+    "Valledupar Centro": (10.476217, -73.245945),
+    "Velez": (6.012930, -73.673140),
+    "Venecia": (4.088080, -74.477460),
+    "Villanueva": (4.609834, -72.927380),
+    "Villavicencio": (4.144229, -73.634525),
+    "Villeta": (5.011370, -74.471560),
+    "Yarumal": (6.962765, -75.416779),
+    "Yomasa": (4.519873, -74.092186),
+    "Yopal": (5.340170, -72.394240),
+    "Yumbo": (3.581378, -76.494648),
+    "Zipaquira": (5.025810, -73.991283),
 }
 
-# Callback para filtrar oficinas según zona directamente (ya no hay dept/muni)
-def update_oficinas(zona):
+# Callbacks
+def update_municipios(dept):
+    return sorted(off_meta.dropna().astype(str).unique().tolist())
+
+def update_zonas(dept, muni):
+    df2 = off_meta
+    return sorted(df2['ZONA'].dropna().astype(str).unique().tolist())
+
+def update_oficinas(dept, muni, zona):
     if zona:
-        return sorted(off_meta[off_meta['ZONA']==zona]['NOMBRE OFICINA']
-                      .dropna().astype(str).unique().tolist())
-    return oficinas
+        df2 = df2[df2['ZONA']==zona]
+    return sorted(df2['NOMBRE OFICINA'].dropna().astype(str).unique().tolist())
 
 # Dashboard
-def dashboard(zona, ofis, tipos_sel, colabor_sel, plazo_rango, segmento_sel, monto_rango):
+def dashboard(f_inicio, f_fin, zona, tipos, ofis,
+              monto_rango, colaborador_sel, plazo_rango, segmento_sel):
     d = df.copy()
-    if zona:
-        d = d[d['ZONA']==zona]
+    if f_inicio:
+        d = d[d['FECHA_APERTURA'] >= pd.to_datetime(f_inicio)]
+    if f_fin:
+        d = d[d['FECHA_APERTURA'] <= pd.to_datetime(f_fin)]
     if ofis:
-        d = d[d['OFICINA'].isin(ofis)]
-    if tipos_sel:
-        d = d[d['TIPO PRODUCTO'].isin(tipos_sel)]
-    if colabor_sel:
-        d = d[d['SK_COLABORADOR'].isin(colabor_sel)]
+        d = d[d['OFICINA'].astype(str).isin(ofis)]
+    if tipos:
+        d = d[d['TIPO PRODUCTO'].astype(str).isin(tipos)]
+    if colaborador_sel:
+        d = d[d['SK_COLABORADOR'].astype(str).isin(colaborador_sel)]
     if segmento_sel:
-        d = d[d['SEGMENTO_CLIENTE'].isin(segmento_sel)]
-    d = d[(d['PLAZO'] >= plazo_rango[0]) & (d['PLAZO'] <= plazo_rango[1])]
+        d = d[d['SEGMENTO_CLIENTE'].astype(str).isin(segmento_sel)]
     d = d[(d['MONTO_I'] >= monto_rango[0]) & (d['MONTO_I'] <= monto_rango[1])]
+    d = d[(d['PLAZO'] >= plazo_rango[0]) & (d['PLAZO'] <= plazo_rango[1])]
 
     fig1 = px.bar(d.groupby('MES')['MONTO_I'].sum().reset_index(), x='MES', y='MONTO_I',
-                  labels={'MES':'Mes','MONTO_I':'Monto (COP)'}, title='Monto por mes')
-    fig2 = px.pie(d['TIPO PRODUCTO'].value_counts().reset_index().rename(columns={'index':'TIPO PRODUCTO',0:'CANT'}),
-                 names='TIPO PRODUCTO', values='CANT', title='Distribución por producto')
+                  labels={'MES':'Mes','MONTO_I':'Monto (COP)'}, title='Monto desembolsado por mes')
+    df2 = d['TIPO PRODUCTO'].value_counts().reset_index()
+    df2.columns = ['TIPO PRODUCTO','CANT']
+    fig2 = px.pie(df2, names='TIPO PRODUCTO', values='CANT', title='Distribución por producto')
     fig3 = px.box(d, x='TIPO PRODUCTO', y='TASA', title='Distribución de tasas')
-    df_col = d['SK_COLABORADOR'].value_counts().reset_index().rename(columns={'index':'Colaborador',0:'CANT'})
+    df_col = d['SK_COLABORADOR'].value_counts().reset_index()
+    df_col.columns = ['Colaborador','CANT']
     fig4 = px.bar(df_col.head(10), x='Colaborador', y='CANT', title='Top 10 colaboradores')
     fig5 = px.histogram(d, x='PLAZO', nbins=20, title='Distribución de plazo (días)')
-    df_seg = d['SEGMENTO_CLIENTE'].value_counts().reset_index().rename(columns={'index':'Segmento',0:'CANT'})
+    df_seg = d['SEGMENTO_CLIENTE'].value_counts().reset_index()
+    df_seg.columns = ['Segmento','CANT']
     fig6 = px.bar(df_seg, x='Segmento', y='CANT', title='Distribución por segmento')
 
     m = folium.Map(location=[4.6, -74.1], zoom_start=6)
     mc = MarkerCluster().add_to(m)
-    for ofi in ofis or oficinas:
-        coord = office_coords.get(ofi)
-        if coord:
-            total = d[d['OFICINA']==ofi]['MONTO_I'].sum()
-            folium.CircleMarker(location=coord, radius=6, fill=True,
-                                popup=f"{ofi}<br>Total: {total:,.0f} COP").add_to(mc)
-    map_html = m._repr_html_()
-    return fig1, fig2, fig3, fig4, fig5, fig6, map_html
+    for ofi, coord in office_coords.items():
+        sub = d[d['OFICINA'].astype(str)==ofi]
+        if sub.empty:
+            continue
+        total = sub['MONTO_I'].sum()
+        folium.CircleMarker(location=coord, radius=6, fill=True,
+                            popup=f"{ofi}<br>Total: {total:,.0f} COP").add_to(mc)
+    return fig1, fig2, fig3, fig4, fig5, fig6, m._repr_html_()
 
 # Interfaz Gradio
 with gr.Blocks() as demo:
-    gr.Markdown('## Dashboard Bancamía – Filtros de Zona y Oficina')
+    gr.Markdown("## Dashboard Bancamía – Análisis Avanzado")
     with gr.Row():
         with gr.Column(scale=1):
-            zona         = gr.Dropdown(zonas, label='Zona')
-            ofis         = gr.Dropdown(oficinas, label='Oficina', multiselect=True)
-            tipos_sel    = gr.CheckboxGroup(productos, label='Tipo de producto')
-            colabor_sel  = gr.Dropdown(colaboradores, label='Colaborador', multiselect=True)
-            plazo_rango  = gr.Slider(min_plazo, max_plazo, value=[min_plazo, max_plazo], label='Plazo (días)')
-            segmento_sel = gr.Dropdown(segmentos, label='Segmento', multiselect=True)
-            monto_rango  = gr.Slider(min_amt, max_amt, value=[min_amt, max_amt], step=1000000, label='Monto (COP)')
-            btn          = gr.Button('Actualizar')
+            f_inicio = gr.Textbox(label="Fecha inicio (YYYY-MM-DD)", value="2025-01-01")
+            f_fin    = gr.Textbox(label="Fecha fin    (YYYY-MM-DD)", value="2025-03-31")
+            zona     = gr.Dropdown(zonas, label="Zona")
+            tipos    = gr.CheckboxGroup(choices=productos, label="Tipo de producto")
+            colabor  = gr.Dropdown(colaboradores, label="Colaborador", multiselect=True)
+            plazo    = gr.Slider(min_plazo, max_plazo, value=[min_plazo, max_plazo], label="Plazo (días)")
+            segmento = gr.Dropdown(segmentos, label="Segmento", multiselect=True)
+            monto    = gr.Slider(min_amt, max_amt, value=[min_amt, max_amt], step=1000000, label="Monto (COP)")
+            btn      = gr.Button("Actualizar")
         with gr.Column(scale=3):
-            out1 = gr.Plot()
-            out2 = gr.Plot()
-            out3 = gr.Plot()
-            out4 = gr.Plot()
-            out5 = gr.Plot()
-            out6 = gr.Plot()
+            out1 = gr.Plot(); out2 = gr.Plot(); out3 = gr.Plot()
+            out4 = gr.Plot(); out5 = gr.Plot(); out6 = gr.Plot()
             out7 = gr.HTML()
-    zona.change(update_oficinas, inputs=[zona], outputs=[ofis])
-    btn.click(dashboard, inputs=[zona, ofis, tipos_sel, colabor_sel, plazo_rango, segmento_sel, monto_rango],
-              outputs=[out1, out2, out3, out4, out5, out6, out7])
-
-if __name__ == '__main__':
-    demo.launch()
+    zona.change(update_oficinas, [zona], [ofis])
+    btn.click(dashboard, [f_inicio, f_fin, zona, tipos, ofis, monto, colabor, plazo, segmento],
+              [out1, out2, out3, out4, out5, out6, out7])
+if __name__ == "__main__":
+    demo.launch()