{ "versiones": { "sklearn": "1.9.1", "numpy": "2.1.3", "pandas": "2.2.3" }, "n": { "train": 18211, "test": 5708 }, "positivos": { "train": 86, "test": 35 }, "positivos_ponderados": { "train": 90.34375, "test": 35.09375 }, "banco_casa": { "casadas": 383, "en_unified_20261025": 383, "en_r_l": 376 }, "banco_casa_ok": true, "auc": { "p": 0.7601552337634063, "p_raw": 0.7601552337634063, "b3": 0.582505451845057 }, "auc_ic": { "p": [ 0.6702081146634369, 0.8408508288591997 ], "p_raw": [ 0.6702081146634369, 0.8408508288591997 ], "b3": [ 0.4665034142384747, 0.6961208859244945 ] }, "delta_b3": { "delta": 0.17764978191834935, "ic": [ 0.06304504250134692, 0.2852365433318256 ] }, "o_e": 1.3246037725591628, "pendiente": 1.2392417667542586, "deciles": [ { "n": 571, "E": 0.6604552594758764, "O": 1.0 }, { "n": 571, "E": 1.0242360094189429, "O": 0.0 }, { "n": 571, "E": 1.2666458041864683, "O": 1.0 }, { "n": 570, "E": 1.4967969918674406, "O": 2.0 }, { "n": 571, "E": 1.7668343339117245, "O": 2.0 }, { "n": 571, "E": 2.0923967540359665, "O": 2.0 }, { "n": 570, "E": 2.5172645602838064, "O": 4.0 }, { "n": 571, "E": 3.0900237019260226, "O": 4.0 }, { "n": 571, "E": 4.013782791959031, "O": 5.0 }, { "n": 571, "E": 8.565335535859873, "O": 14.09375 } ], "intervalo_ancho_mediano": 0.0035986341946685424, "tasa_test_ponderada": 0.006148169236159776, "coeficientes": { "log_pbl": 0.0087137677063039, "pbl_na": 0.0, "log_ve": 0.32696382360014237, "ve_na": 0.0, "dur": 0.03723129915500056, "dur_na": 0.01863531504798119, "plazo": 0.40775277767046203, "plazo_lt15": 0.08542414247448289, "log_nlotes": -0.11364745987136579, "sara": 0.008629122835306506, "sara_na": 0.0, "ue": -0.20114377618095103, "cpv_n_div": 0.01925581179170137, "sin_crit": -0.3520176974204994, "n_crit": 0.12113488666228871, "un_solo_crit": -0.13425752663344084, "peso_precio": -0.16646768588220473, "peso_jv": -0.09831558594509916, "peso_jv_gt50": -0.2769272919529943, "pcap": -0.09103177603353915, "ppt": 0.07338553626883848, "proc_nat=Abierto": -0.16367491063200534, "proc_nat=Abierto simplificado": 0.24275024919010052, "proc_nat=Restringido": -0.1075057068839654, "proc_nat=otros": -0.029400392996200432, "tram=ordinaria": 0.03958275860091988, "tram=urgente": -0.09741351992299156, "tram=otros": 0.0, "tipo_contrato=Concesion_servicios": -0.08067496276111402, "tipo_contrato=Obras": -0.000778456156473495, "tipo_contrato=Servicios": 0.11849384546659683, "tipo_contrato=Suministros": -0.22241368172471226, "tipo_contrato=otros": 0.1275424938536369, "cpv_div=03": -0.022464326228386722, "cpv_div=09": -0.22155979890842312, "cpv_div=14": -0.0104150191836764, "cpv_div=15": -0.052126708493388046, "cpv_div=18": -0.052051022442835486, "cpv_div=22": -0.02056692368005514, "cpv_div=24": -0.04008391109609722, "cpv_div=30": 0.18530876659774567, "cpv_div=31": -0.11258548110298643, "cpv_div=32": -0.07016119517084819, "cpv_div=33": 0.34957630798125566, "cpv_div=34": -0.12702263560528496, "cpv_div=35": 0.062208457934740446, "cpv_div=37": -0.03352223960148787, "cpv_div=38": 0.025823513615520387, "cpv_div=39": 0.09780630702232873, "cpv_div=42": -0.0816545740243028, "cpv_div=43": -0.02212336627491813, "cpv_div=44": -0.03638449327000269, "cpv_div=45": -0.027555048395500166, "cpv_div=48": -0.023157842396929484, "cpv_div=50": -0.08620984054197797, "cpv_div=51": -0.05380786874077867, "cpv_div=55": -0.052590925179554, "cpv_div=60": 0.019218493678915365, "cpv_div=63": -0.14811798421838318, "cpv_div=64": 0.09504970727252327, "cpv_div=65": 0.061375166103979854, "cpv_div=66": -0.1855611722609243, "cpv_div=71": 0.164997896901161, "cpv_div=72": -0.09922730064538503, "cpv_div=73": -0.022438713860872834, "cpv_div=75": 0.10781158664632917, "cpv_div=77": 0.5653204494195999, "cpv_div=79": 0.0436383655648293, "cpv_div=80": 0.05443292268917321, "cpv_div=85": 0.03524640561250196, "cpv_div=90": -0.08875507706353793, "cpv_div=92": -0.014270462245949182, "cpv_div=98": -0.19383641469931556, "cpv_div=otros": -0.027394763030871506, "tipo_organo=autonomica": -0.007749449434568444, "tipo_organo=ayuntamiento": 0.3108517746565311, "tipo_organo=empresa_fundacion_consorcio": -0.4408566137862889, "tipo_organo=investigacion": -0.0634018853949678, "tipo_organo=local_supramunicipal": 0.2686609756518866, "tipo_organo=otro": -0.08173609249816849, "tipo_organo=salud": -0.04359947051649438, "tipo_organo=otros": 0.0, "ccaa=AN": 0.2610256732950782, "ccaa=AR": -0.027098471078718732, "ccaa=CL": -0.2197855316488593, "ccaa=CN": 0.28619102672882624, "ccaa=CT": -0.35816345861839377, "ccaa=otros": 0.0, "mes_pub=1": -0.19632556551411282, "mes_pub=10": 0.2119744143890882, "mes_pub=11": -0.08032166380862973, "mes_pub=12": -0.04040801364023808, "mes_pub=2": -0.06651456624449775, "mes_pub=3": 0.129311043606439, "mes_pub=4": -0.19020754641523155, "mes_pub=5": 0.10312827007651035, "mes_pub=6": -0.059067204023636626, "mes_pub=7": 0.12909780252248762, "mes_pub=8": 0.07718608284466544, "mes_pub=9": -0.07568381511491254, "mes_pub=otros": 0.0 }, "veredicto_provisional": "PASA a falta de 7-8", "segundos": 5.8 }