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620ea04d6c
- pist_train.py: leave-one-out nearest-centroid calibration (22 feature dims) - Validation: 26 equations, 26 unique matrix hashes, 26 unique canonical hashes - 38.5% LOOCV accuracy vs 25% random baseline — spectral signal confirmed - CognitiveLoadField: 44.4% (8/18), SignalShapedRouteCompiler: 33.3% (2/6) - Separation ratio 1.007 — centroids overlap heavily (fold/cusp are adjacent in ADE) - Feature diversity confirmed: 21/22 features carry variance
26 lines
18 KiB
JSON
26 lines
18 KiB
JSON
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{"equation": "---", "label": "---", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": -1.599452, "crossing_density": -0.437076, "strand_entropy": 0.604336}, "eigenvalues": [-0.873929, 2.186306, -0.031623, 0.222988, -1.674705, -0.412367, 0.289063, 1.306527], "singular_values": [-0.873929, -0.61541, 0.7184, 0.783026, 0.284742, 1.039763, 0.723742, -0.17187], "vector": [0.0, 0.811107, -0.616381, -1.599452, -0.437076, 0.604336, -0.873929, 2.186306, -0.031623, 0.222988, -1.674705, -0.412367, 0.289063, 1.306527, -0.873929, -0.61541, 0.7184, 0.783026, 0.284742, 1.039763, 0.723742, -0.17187]}
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{"equation": "bandwidth_adjusted_threshold", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": -2.433321, "laplacian_zero_count": 2.944929, "spectral_gap": 0.055675, "crossing_density": -1.536816, "strand_entropy": -3.14349}, "eigenvalues": [-0.812453, -1.717912, -2.405438, -0.273203, 1.321766, 2.793455, 0.477131, 1.22149], "singular_values": [-0.812453, -1.28647, -0.466818, -1.946443, -2.875272, -2.307832, -1.403309, -0.784187], "vector": [0.0, -2.433321, 2.944929, 0.055675, -1.536816, -3.14349, -0.812453, -1.717912, -2.405438, -0.273203, 1.321766, 2.793455, 0.477131, 1.22149, -0.812453, -1.28647, -0.466818, -1.946443, -2.875272, -2.307832, -1.403309, -0.784187]}
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{"equation": "bandwidth_overflow", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": -0.20619, "crossing_density": 0.296084, "strand_entropy": 0.605085}, "eigenvalues": [-0.045262, 0.413216, 1.108202, 2.047635, -1.674705, -0.412367, -1.130636, 0.38787], "singular_values": [-0.045262, -0.428415, 0.666565, 1.091332, 0.284742, 1.039763, 1.745079, 2.079808], "vector": [0.0, 0.811107, -0.616381, -0.20619, 0.296084, 0.605085, -0.045262, 0.413216, 1.108202, 2.047635, -1.674705, -0.412367, -1.130636, 0.38787, -0.045262, -0.428415, 0.666565, 1.091332, 0.284742, 1.039763, 1.745079, 2.079808]}
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{"equation": "effective_cognitive_load", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": 0.863887, "crossing_density": 1.029244, "strand_entropy": 0.605085}, "eigenvalues": [0.948385, -0.253983, -0.191845, 0.972554, 0.636174, -0.835536, -1.444553, -0.745957], "singular_values": [0.948385, 0.738645, 0.887859, 0.140285, 0.701863, -0.198847, -0.511686, 0.457818], "vector": [0.0, 0.811107, -0.616381, 0.863887, 1.029244, 0.605085, 0.948385, -0.253983, -0.191845, 0.972554, 0.636174, -0.835536, -1.444553, -0.745957, 0.948385, 0.738645, 0.887859, 0.140285, 0.701863, -0.198847, -0.511686, 0.457818]}
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{"equation": "emotional_gate", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.0, "laplacian_zero_count": -0.616381, "spectral_gap": 2.114405, "crossing_density": 2.128983, "strand_entropy": 0.605085}, "eigenvalues": [2.277638, -0.704893, -0.465909, -0.273203, -0.815317, -0.961204, -1.096699, -0.467654], "singular_values": [2.277638, 0.452185, 0.642642, -0.316078, 0.690487, 0.079673, 0.334601, -0.784187], "vector": [0.0, 0.0, -0.616381, 2.114405, 2.128983, 0.605085, 2.277638, -0.704893, -0.465909, -0.273203, -0.815317, -0.961204, -1.096699, -0.467654, 2.277638, 0.452185, 0.642642, -0.316078, 0.690487, 0.079673, 0.334601, -0.784187]}
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{"equation": "emotional_load", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": -0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": -0.768119, "crossing_density": -0.437076, "strand_entropy": 0.605054}, "eigenvalues": [-0.714594, 0.475537, -0.139843, -0.273203, 1.321766, 0.726341, -0.033339, -0.82584], "singular_values": [-0.714594, 0.82087, -0.106966, 1.180166, -0.837695, -0.149303, -1.403309, -0.784187], "vector": [0.0, -0.811107, -0.616381, -0.768119, -0.437076, 0.605054, -0.714594, 0.475537, -0.139843, -0.273203, 1.321766, 0.726341, -0.033339, -0.82584, -0.714594, 0.82087, -0.106966, 1.180166, -0.837695, -0.149303, -1.403309, -0.784187]}
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{"equation": "emotional_offload", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": 0.689981, "crossing_density": 0.662664, "strand_entropy": 0.605085}, "eigenvalues": [0.768349, -0.180665, 0.124383, 0.33032, -0.585188, 0.030036, -0.721977, -0.486981], "singular_values": [0.768349, 0.472078, 0.378485, 0.244796, -0.15134, 0.102436, 0.600325, -0.039418], "vector": [0.0, 0.811107, -0.616381, 0.689981, 0.662664, 0.605085, 0.768349, -0.180665, 0.124383, 0.33032, -0.585188, 0.030036, -0.721977, -0.486981, 0.768349, 0.472078, 0.378485, 0.244796, -0.15134, 0.102436, 0.600325, -0.039418]}
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{"equation": "historical_emotional_barrier", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.0, "laplacian_zero_count": 1.164274, "spectral_gap": -1.006361, "crossing_density": -1.170236, "strand_entropy": -1.135121}, "eigenvalues": [-1.045182, 0.40955, -0.156708, -0.273203, -0.066199, -0.412367, 1.786534, 0.91613], "singular_values": [-1.045182, -0.972159, -0.160795, -1.061587, 0.284742, -0.165371, 0.055024, -0.784187], "vector": [0.0, 0.0, 1.164274, -1.006361, -1.170236, -1.135121, -1.045182, 0.40955, -0.156708, -0.273203, -0.066199, -0.412367, 1.786534, 0.91613, -1.045182, -0.972159, -0.160795, -1.061587, 0.284742, -0.165371, 0.055024, -0.784187]}
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{"equation": "historical_emotional_temperature", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.0, "laplacian_zero_count": -0.616381, "spectral_gap": -0.230316, "crossing_density": -0.070496, "strand_entropy": 0.605053}, "eigenvalues": [0.038169, 0.635616, 0.294443, -0.273203, -0.44735, -1.267681, -0.173329, 1.093935], "singular_values": [0.038169, -1.155175, -3.881921, 1.408348, 2.036653, 1.932901, 1.015912, 2.420708], "vector": [0.0, 0.0, -0.616381, -0.230316, -0.070496, 0.605053, 0.038169, 0.635616, 0.294443, -0.273203, -0.44735, -1.267681, -0.173329, 1.093935, 0.038169, -1.155175, -3.881921, 1.408348, 2.036653, 1.932901, 1.015912, 2.420708]}
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{"equation": "historical_offload_efficiency", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.0, "laplacian_zero_count": -0.616381, "spectral_gap": 0.710086, "crossing_density": 1.029244, "strand_entropy": 0.605085}, "eigenvalues": [0.753294, -0.258871, 0.416718, -0.273203, 0.14715, 0.628884, 0.345625, -2.56008], "singular_values": [0.753294, 2.605941, -0.374114, 0.133318, -0.337149, -0.047536, -0.169141, -0.784187], "vector": [0.0, 0.0, -0.616381, 0.710086, 1.029244, 0.605085, 0.753294, -0.258871, 0.416718, -0.273203, 0.14715, 0.628884, 0.345625, -2.56008, 0.753294, 2.605941, -0.374114, 0.133318, -0.337149, -0.047536, -0.169141, -0.784187]}
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{"equation": "overflow_gate", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": -0.80481, "crossing_density": -0.803656, "strand_entropy": 0.605082}, "eigenvalues": [-1.05271, -0.095126, 0.002108, 2.445292, 0.58823, -0.126408, -0.398162, 0.327313], "singular_values": [-1.05271, -0.366083, 0.150213, 0.366725, 0.002868, -0.01406, 0.542395, 0.544672], "vector": [0.0, 0.811107, -0.616381, -0.80481, -0.803656, 0.605082, -1.05271, -0.095126, 0.002108, 2.445292, 0.58823, -0.126408, -0.398162, 0.327313, -1.05271, -0.366083, 0.150213, 0.366725, 0.002868, -0.01406, 0.542395, 0.544672]}
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{"equation": "raw_cognitive_load", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": 1.7872, "crossing_density": 1.762403, "strand_entropy": 0.605085}, "eigenvalues": [1.667273, -1.097148, 0.291632, 0.33384, -0.410194, -0.412367, 0.545005, -2.420929], "singular_values": [1.667273, 2.462711, -0.514665, -1.061587, 0.284742, 0.261782, 0.416459, -0.035075], "vector": [0.0, 0.811107, -0.616381, 1.7872, 1.762403, 0.605085, 1.667273, -1.097148, 0.291632, 0.33384, -0.410194, -0.412367, 0.545005, -2.420929, 1.667273, 2.462711, -0.514665, -1.061587, 0.284742, 0.261782, 0.416459, -0.035075]}
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{"equation": "residual_stress", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": -1.622214, "laplacian_zero_count": 1.164274, "spectral_gap": 0.583425, "crossing_density": -0.070496, "strand_entropy": -1.134869}, "eigenvalues": [0.529347, -0.387179, -2.405438, -0.273203, 1.321766, -0.412367, 0.539348, 0.229392], "singular_values": [0.529347, -0.265292, -0.510678, -0.049576, 0.284742, -2.307832, -1.403309, -0.784187], "vector": [0.0, -1.622214, 1.164274, 0.583425, -0.070496, -1.134869, 0.529347, -0.387179, -2.405438, -0.273203, 1.321766, -0.412367, 0.539348, 0.229392, 0.529347, -0.265292, -0.510678, -0.049576, 0.284742, -2.307832, -1.403309, -0.784187]}
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{"equation": "threshold", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": -0.811107, "laplacian_zero_count": 1.164274, "spectral_gap": -0.49017, "crossing_density": -1.170236, "strand_entropy": -1.134865}, "eigenvalues": [-1.175034, -1.097148, 1.108202, -0.273203, 1.321766, 1.064876, -0.60037, 0.810478], "singular_values": [-1.175034, -0.86341, 0.292758, -1.061587, 0.284742, -0.502809, -1.403309, -0.784187], "vector": [0.0, -0.811107, 1.164274, -0.49017, -1.170236, -1.134865, -1.175034, -1.097148, 1.108202, -0.273203, 1.321766, 1.064876, -0.60037, 0.810478, -1.175034, -0.86341, 0.292758, -1.061587, 0.284742, -0.502809, -1.403309, -0.784187]}
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{"equation": "total_protective_load", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.0, "laplacian_zero_count": 1.164274, "spectral_gap": 0.159214, "crossing_density": -0.437076, "strand_entropy": -1.134865}, "eigenvalues": [0.046951, -0.295531, -0.093463, -0.273203, -0.498889, -0.412367, 0.518138, 0.976687], "singular_values": [0.046951, -1.034491, -0.495726, 0.081063, 0.284742, -0.105114, 0.509651, -0.784187], "vector": [0.0, 0.0, 1.164274, 0.159214, -0.437076, -1.134865, 0.046951, -0.295531, -0.093463, -0.273203, -0.498889, -0.412367, 0.518138, 0.976687, 0.046951, -1.034491, -0.495726, 0.081063, 0.284742, -0.105114, 0.509651, -0.784187]}
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{"equation": "trauma_adjusted_emotional_barrier", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": 0.693499, "crossing_density": 0.296084, "strand_entropy": 0.605085}, "eigenvalues": [0.471007, -0.768436, 0.33239, 0.787802, 0.150746, -0.152055, -1.000544, -0.133948], "singular_values": [0.471007, 0.108698, 0.574858, -0.593031, 0.028148, 0.300614, -0.172919, 0.52513], "vector": [0.0, 0.811107, -0.616381, 0.693499, 0.296084, 0.605085, 0.471007, -0.768436, 0.33239, 0.787802, 0.150746, -0.152055, -1.000544, -0.133948, 0.471007, 0.108698, 0.574858, -0.593031, 0.028148, 0.300614, -0.172919, 0.52513]}
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{"equation": "trauma_adjusted_emotional_temperature", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.0, "laplacian_zero_count": 1.164274, "spectral_gap": -1.845735, "crossing_density": -0.803656, "strand_entropy": -0.911985}, "eigenvalues": [-1.298612, 1.957796, -0.079408, -0.273203, -0.661897, -0.412367, 1.786534, 0.373697], "singular_values": [-1.298612, -0.413827, 1.102175, -1.061587, 0.284742, -0.091724, 0.680924, -0.784187], "vector": [0.0, 0.0, 1.164274, -1.845735, -0.803656, -0.911985, -1.298612, 1.957796, -0.079408, -0.273203, -0.661897, -0.412367, 1.786534, 0.373697, -1.298612, -0.413827, 1.102175, -1.061587, 0.284742, -0.091724, 0.680924, -0.784187]}
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{"equation": "trauma_adjusted_offload_efficiency", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": -0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": -0.676139, "crossing_density": -0.437076, "strand_entropy": 0.605078}, "eigenvalues": [-0.601052, 0.474315, 0.366121, -0.273203, 1.321766, -0.658575, -1.06559, 0.810478], "singular_values": [-0.601052, -0.86341, 0.620712, 1.178424, 0.527431, 0.332751, -1.403309, -0.784187], "vector": [0.0, -0.811107, -0.616381, -0.676139, -0.437076, 0.605078, -0.601052, 0.474315, 0.366121, -0.273203, 1.321766, -0.658575, -1.06559, 0.810478, -0.601052, -0.86341, 0.620712, 1.178424, 0.527431, 0.332751, -1.403309, -0.784187]}
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{"equation": "trauma_adjusted_threshold", "label": "CognitiveLoadField", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": -0.811107, "laplacian_zero_count": 1.164274, "spectral_gap": -0.10064, "crossing_density": -0.803656, "strand_entropy": -1.134865}, "eigenvalues": [-0.688874, -1.097148, 0.37877, -0.273203, 1.321766, 0.253161, 1.786534, -0.878666], "singular_values": [-0.688874, 0.875244, -1.389873, -1.061587, -0.371277, 0.344802, -1.403309, -0.784187], "vector": [0.0, -0.811107, 1.164274, -0.10064, -0.803656, -1.134865, -0.688874, -1.097148, 0.37877, -0.273203, 1.321766, 0.253161, 1.786534, -0.878666, -0.688874, 0.875244, -1.389873, -1.061587, -0.371277, 0.344802, -1.403309, -0.784187]}
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{"equation": "core_equations", "label": "SignalShapedRouteCompiler", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": -2.433321, "laplacian_zero_count": 1.164274, "spectral_gap": 0.092869, "crossing_density": -1.170236, "strand_entropy": -1.134865}, "eigenvalues": [-0.579096, -1.353763, -2.405438, -0.273203, 1.321766, 2.793455, 0.413499, 0.417504], "singular_values": [-0.579096, -0.458918, -0.421961, -1.427374, -2.875272, -2.307832, -1.403309, -0.784187], "vector": [0.0, -2.433321, 1.164274, 0.092869, -1.170236, -1.134865, -0.579096, -1.353763, -2.405438, -0.273203, 1.321766, 2.793455, 0.413499, 0.417504, -0.579096, -0.458918, -0.421961, -1.427374, -2.875272, -2.307832, -1.403309, -0.784187]}
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{"equation": "field_mapping", "label": "SignalShapedRouteCompiler", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": -0.970675, "crossing_density": -0.803656, "strand_entropy": 0.60257}, "eigenvalues": [-1.064001, 0.288575, 0.011946, 1.651738, 0.010511, 0.587849, 0.18301, -0.108179], "singular_values": [-1.064001, 0.082174, -0.25948, 0.913664, -0.701183, -0.004687, -0.025575, 1.591257], "vector": [0.0, 0.811107, -0.616381, -0.970675, -0.803656, 0.60257, -1.064001, 0.288575, 0.011946, 1.651738, 0.010511, 0.587849, 0.18301, -0.108179, -1.064001, 0.082174, -0.25948, 0.913664, -0.701183, -0.004687, -0.025575, 1.591257]}
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{"equation": "source_domain", "label": "SignalShapedRouteCompiler", "features": {"zero_mode_proxy_count": 0.0, "rank_estimate": 0.811107, "laplacian_zero_count": -0.616381, "spectral_gap": 0.185351, "crossing_density": 0.662664, "strand_entropy": 0.605085}, "eigenvalues": [0.538756, 0.598957, 1.39351, -1.371158, -0.913601, -0.412367, -1.023169, 0.318294], "singular_values": [0.538756, -0.3568, 0.590807, 1.356092, 0.541335, 1.039763, 0.945388, 0.570728], "vector": [0.0, 0.811107, -0.616381, 0.185351, 0.662664, 0.605085, 0.538756, 0.598957, 1.39351, -1.371158, -0.913601, -0.412367, -1.023169, 0.318294, 0.538756, -0.3568, 0.590807, 1.356092, 0.541335, 1.039763, 0.945388, 0.570728]}
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