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ablation_ridge

Algorithm	Horizon	Feature Set	Accuracy	Bal Acc	Edge	Rows	Up Rate	Feature/Notes
ablation_ridge	1m	all_features	0.5092	0.5046	0.0214	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	orderbook_only	0.5200	0.5175	0.0322	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	cvd_footprint_only	0.5214	0.5211	0.0336	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	combined_orderbook_cvd	0.5185	0.5172	0.0307	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	orderbook_0.5pct_only	0.5360	0.5366	0.0482	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	without_orderbook_0.5pct	0.5108	0.5063	0.023	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	orderbook_1pct_only	0.5347	0.5369	0.0469	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	without_orderbook_1pct	0.5092	0.5046	0.0214	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	orderbook_2pct_only	0.5221	0.5259	0.0343	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	without_orderbook_2pct	0.5087	0.5041	0.0209	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	orderbook_5pct_only	0.5311	0.5342	0.0433	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	without_orderbook_5pct	0.5080	0.5034	0.0202	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	orderbook_10pct_only	0.5272	0.5248	0.0394	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	without_orderbook_10pct	0.5100	0.5054	0.0222	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	orderbook_20pct_only	0.5187	0.5145	0.0309	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	without_orderbook_20pct	0.5108	0.5063	0.023	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	orderbook_35pct_only	0.5238	0.5212	0.036	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	1m	without_orderbook_35pct	0.5103	0.5058	0.0225	6108	0.5054	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	all_features	0.5192	0.5246	0.0361	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	orderbook_only	0.5337	0.5383	0.0506	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	cvd_footprint_only	0.5273	0.5286	0.0442	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	combined_orderbook_cvd	0.5262	0.5325	0.0431	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	orderbook_0.5pct_only	0.5097	0.5099	0.0266	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	without_orderbook_0.5pct	0.5192	0.5246	0.0361	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	orderbook_1pct_only	0.5079	0.5071	0.0248	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	without_orderbook_1pct	0.5192	0.5246	0.0361	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	orderbook_2pct_only	0.5080	0.5054	0.0249	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	without_orderbook_2pct	0.5192	0.5246	0.0361	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	orderbook_5pct_only	0.5072	0.5062	0.0241	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	without_orderbook_5pct	0.5223	0.5280	0.0392	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	orderbook_10pct_only	0.5013	0.5050	0.0182	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	without_orderbook_10pct	0.5185	0.5244	0.0354	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	orderbook_20pct_only	0.5034	0.5092	0.0203	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	without_orderbook_20pct	0.5165	0.5231	0.0334	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	orderbook_35pct_only	0.4985	0.5032	0.0154	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	2m	without_orderbook_35pct	0.5216	0.5239	0.0385	6108	0.4931	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	all_features	0.5026	0.5028	0.0077	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	orderbook_only	0.5349	0.5387	0.04	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	cvd_footprint_only	0.5352	0.5376	0.0403	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	combined_orderbook_cvd	0.5324	0.5302	0.0375	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	orderbook_0.5pct_only	0.5061	0.5113	0.0112	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	without_orderbook_0.5pct	0.5026	0.5028	0.0077	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	orderbook_1pct_only	0.4909	0.4982	-0.004	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	without_orderbook_1pct	0.5026	0.5028	0.0077	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	orderbook_2pct_only	0.4920	0.5004	-0.0029	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	without_orderbook_2pct	0.5026	0.5028	0.0077	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	orderbook_5pct_only	0.4882	0.4968	-0.0067	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	without_orderbook_5pct	0.5052	0.5046	0.0103	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	orderbook_10pct_only	0.5177	0.5151	0.0228	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	without_orderbook_10pct	0.5062	0.5053	0.0113	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	orderbook_20pct_only	0.5167	0.5100	0.0218	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	without_orderbook_20pct	0.5026	0.5028	0.0077	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	orderbook_35pct_only	0.5202	0.5174	0.0253	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	3m	without_orderbook_35pct	0.5026	0.5028	0.0077	6102	0.5083	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	all_features	0.4963	0.5005	-0.0002	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	orderbook_only	0.5208	0.5250	0.0243	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	cvd_footprint_only	0.5228	0.5240	0.0263	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	combined_orderbook_cvd	0.5143	0.5189	0.0178	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	orderbook_0.5pct_only	0.5124	0.5146	0.0159	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	without_orderbook_0.5pct	0.4963	0.5005	-0.0002	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	orderbook_1pct_only	0.4964	0.4964	-0.0001	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	without_orderbook_1pct	0.4963	0.5005	-0.0002	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	orderbook_2pct_only	0.5098	0.5068	0.0133	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	without_orderbook_2pct	0.4963	0.5005	-0.0002	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	orderbook_5pct_only	0.4965	0.4958	0.0	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	without_orderbook_5pct	0.4963	0.5005	-0.0002	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	orderbook_10pct_only	0.5051	0.5091	0.0086	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	without_orderbook_10pct	0.4971	0.5014	0.0006	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	orderbook_20pct_only	0.5025	0.5069	0.006	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	without_orderbook_20pct	0.4963	0.5005	-0.0002	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	orderbook_35pct_only	0.5005	0.5049	0.004	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	4m	without_orderbook_35pct	0.4963	0.5005	-0.0002	6102	0.4956	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	all_features	0.4957	0.4972	0.0	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	orderbook_only	0.5252	0.5251	0.0295	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	cvd_footprint_only	0.5166	0.5153	0.0209	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	combined_orderbook_cvd	0.5018	0.5023	0.0061	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	orderbook_0.5pct_only	0.5018	0.5015	0.0061	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	without_orderbook_0.5pct	0.4957	0.4972	0.0	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	orderbook_1pct_only	0.4951	0.4941	-0.0006	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	without_orderbook_1pct	0.4957	0.4972	0.0	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	orderbook_2pct_only	0.4990	0.4976	0.0033	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	without_orderbook_2pct	0.4957	0.4972	0.0	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	orderbook_5pct_only	0.4900	0.4897	-0.0057	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	without_orderbook_5pct	0.4957	0.4972	0.0	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	orderbook_10pct_only	0.5046	0.5053	0.0089	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	without_orderbook_10pct	0.4957	0.4972	0.0	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	orderbook_20pct_only	0.5005	0.5011	0.0048	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	without_orderbook_20pct	0.4957	0.4972	0.0	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	orderbook_35pct_only	0.5039	0.5047	0.0082	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	5m	without_orderbook_35pct	0.4957	0.4972	0.0	6102	0.4995	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	all_features	0.4933	0.4950	-0.0224	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	orderbook_only	0.5531	0.5539	0.0374	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	cvd_footprint_only	0.5133	0.5128	-0.0024	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	combined_orderbook_cvd	0.5115	0.5128	-0.0042	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	orderbook_0.5pct_only	0.5026	0.5024	-0.0131	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	without_orderbook_0.5pct	0.4933	0.4950	-0.0224	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	orderbook_1pct_only	0.5075	0.5054	-0.0082	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	without_orderbook_1pct	0.4933	0.4950	-0.0224	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	orderbook_2pct_only	0.4990	0.4972	-0.0167	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	without_orderbook_2pct	0.4933	0.4950	-0.0224	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	orderbook_5pct_only	0.5005	0.4990	-0.0152	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	without_orderbook_5pct	0.4933	0.4950	-0.0224	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	orderbook_10pct_only	0.5020	0.5035	-0.0137	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	without_orderbook_10pct	0.4933	0.4950	-0.0224	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	orderbook_20pct_only	0.4985	0.4998	-0.0172	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	without_orderbook_20pct	0.4933	0.4950	-0.0224	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	orderbook_35pct_only	0.4961	0.4974	-0.0196	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	10m	without_orderbook_35pct	0.4933	0.4950	-0.0224	6102	0.4987	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	all_features	0.4729	0.4894	-0.0417	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	orderbook_only	0.5030	0.5167	-0.0116	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	cvd_footprint_only	0.5228	0.5267	0.0082	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	combined_orderbook_cvd	0.4857	0.5014	-0.0289	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	orderbook_0.5pct_only	0.5299	0.5373	0.0153	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	without_orderbook_0.5pct	0.4729	0.4894	-0.0417	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	orderbook_1pct_only	0.5878	0.5848	0.0732	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	without_orderbook_1pct	0.4729	0.4894	-0.0417	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	orderbook_2pct_only	0.5472	0.5352	0.0326	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	without_orderbook_2pct	0.4729	0.4894	-0.0417	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	orderbook_5pct_only	0.5586	0.5519	0.044	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	without_orderbook_5pct	0.4729	0.4894	-0.0417	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	orderbook_10pct_only	0.4857	0.5008	-0.0289	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	without_orderbook_10pct	0.4719	0.4884	-0.0427	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	orderbook_20pct_only	0.4836	0.4993	-0.031	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	without_orderbook_20pct	0.4705	0.4868	-0.0441	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	orderbook_35pct_only	0.4834	0.4991	-0.0312	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	15m	without_orderbook_35pct	0.4729	0.4894	-0.0417	6096	0.4842	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	all_features	0.5227	0.5234	-0.0171	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	orderbook_only	0.5672	0.5560	0.0274	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	cvd_footprint_only	0.5260	0.5149	-0.0138	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	combined_orderbook_cvd	0.5462	0.5339	0.0064	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	orderbook_0.5pct_only	0.5629	0.5549	0.0231	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	without_orderbook_0.5pct	0.5229	0.5235	-0.0169	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	orderbook_1pct_only	0.5506	0.5518	0.0108	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	without_orderbook_1pct	0.5220	0.5227	-0.0178	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	orderbook_2pct_only	0.5250	0.5303	-0.0148	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	without_orderbook_2pct	0.5206	0.5215	-0.0192	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	orderbook_5pct_only	0.5159	0.5223	-0.0239	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	without_orderbook_5pct	0.5113	0.5009	-0.0285	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	orderbook_10pct_only	0.5214	0.5275	-0.0184	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	without_orderbook_10pct	0.5205	0.5189	-0.0193	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	orderbook_20pct_only	0.5182	0.5177	-0.0216	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	without_orderbook_20pct	0.5329	0.5256	-0.0069	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	orderbook_35pct_only	0.5151	0.5141	-0.0247	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	30m	without_orderbook_35pct	0.5376	0.5247	-0.0022	6084	0.5077	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	all_features	0.4773	0.4856	-0.0385	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	orderbook_only	0.5471	0.5491	0.0313	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	cvd_footprint_only	0.5582	0.5430	0.0424	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	combined_orderbook_cvd	0.5322	0.5356	0.0164	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	orderbook_0.5pct_only	0.5752	0.5761	0.0594	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	without_orderbook_0.5pct	0.4773	0.4856	-0.0385	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	orderbook_1pct_only	0.5644	0.5657	0.0486	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	without_orderbook_1pct	0.4773	0.4856	-0.0385	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	orderbook_2pct_only	0.5493	0.5430	0.0335	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	without_orderbook_2pct	0.4773	0.4856	-0.0385	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	orderbook_5pct_only	0.5490	0.5522	0.0332	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	without_orderbook_5pct	0.4773	0.4856	-0.0385	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	orderbook_10pct_only	0.4912	0.5203	-0.0246	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	without_orderbook_10pct	0.4820	0.4887	-0.0338	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	orderbook_20pct_only	0.5000	0.5128	-0.0158	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	without_orderbook_20pct	0.4773	0.4856	-0.0385	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	orderbook_35pct_only	0.4932	0.5184	-0.0226	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	1h	without_orderbook_35pct	0.4773	0.4856	-0.0385	6066	0.4941	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	all_features	0.3662	0.5000	-0.1454	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	orderbook_only	0.4950	0.5977	-0.0166	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	cvd_footprint_only	0.6427	0.5840	0.1311	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	combined_orderbook_cvd	0.4417	0.5479	-0.0699	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	orderbook_0.5pct_only	0.5369	0.6225	0.0253	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	without_orderbook_0.5pct	0.3662	0.5000	-0.1454	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	orderbook_1pct_only	0.6700	0.6546	0.1584	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	without_orderbook_1pct	0.3662	0.5000	-0.1454	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	orderbook_2pct_only	0.6404	0.5115	0.1288	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	without_orderbook_2pct	0.3662	0.5000	-0.1454	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	orderbook_5pct_only	0.6795	0.5851	0.1679	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	without_orderbook_5pct	0.3662	0.5000	-0.1454	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	orderbook_10pct_only	0.3845	0.5124	-0.1271	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	without_orderbook_10pct	0.3662	0.5000	-0.1454	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	orderbook_20pct_only	0.3667	0.5002	-0.1449	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	without_orderbook_20pct	0.3662	0.5000	-0.1454	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	orderbook_35pct_only	0.3754	0.5061	-0.1362	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	2h	without_orderbook_35pct	0.3662	0.5000	-0.1454	6018	0.3662	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	all_features	0.3438	0.4942	-0.1833	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	orderbook_only	0.5824	0.6451	0.0553	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	cvd_footprint_only	0.5868	0.5522	0.0597	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	combined_orderbook_cvd	0.4602	0.5860	-0.0669	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	orderbook_0.5pct_only	0.5928	0.6328	0.0657	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	without_orderbook_0.5pct	0.3438	0.4942	-0.1833	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	orderbook_1pct_only	0.6303	0.5610	0.1032	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	without_orderbook_1pct	0.3438	0.4942	-0.1833	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	orderbook_2pct_only	0.6677	0.5225	0.1406	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	without_orderbook_2pct	0.3438	0.4942	-0.1833	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	orderbook_5pct_only	0.6699	0.5260	0.1428	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	without_orderbook_5pct	0.3438	0.4942	-0.1833	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	orderbook_10pct_only	0.4108	0.5442	-0.1163	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	without_orderbook_10pct	0.3438	0.4942	-0.1833	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	orderbook_20pct_only	0.3612	0.5101	-0.1659	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	without_orderbook_20pct	0.3438	0.4942	-0.1833	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	orderbook_35pct_only	0.3807	0.5253	-0.1464	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	4h	without_orderbook_35pct	0.3438	0.4942	-0.1833	5934	0.348	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	all_features	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	orderbook_only	0.6059	0.6817	0.0464	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	cvd_footprint_only	0.6198	0.5214	0.0603	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	combined_orderbook_cvd	0.6224	0.6947	0.0629	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	orderbook_0.5pct_only	0.6241	0.5984	0.0646	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	without_orderbook_0.5pct	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	orderbook_1pct_only	0.6578	0.5880	0.0983	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	without_orderbook_1pct	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	orderbook_2pct_only	0.6769	0.5478	0.1174	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	without_orderbook_2pct	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	orderbook_5pct_only	0.6893	0.5900	0.1298	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	without_orderbook_5pct	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	orderbook_10pct_only	0.3805	0.5217	-0.179	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	without_orderbook_10pct	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	orderbook_20pct_only	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	without_orderbook_20pct	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	orderbook_35pct_only	0.3599	0.5068	-0.1996	5760	0.3505	folds=6 blocked Monte Carlo ablation
ablation_ridge	8h	without_orderbook_35pct	0.3505	0.5000	-0.209	5760	0.3505	folds=6 blocked Monte Carlo ablation