Add triangle-delta classifier improvement, and large-scale plot
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"pygments_lexer": "ipython3",
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"version": "3.13.3"
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"version": "3.13.5"
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"pygments_lexer": "ipython3",
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"version": "3.13.3"
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"pygments_lexer": "ipython3",
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"version": "3.13.3"
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paper/fig_cdf_env_p0.3.pdf
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paper/fig_cdf_env_p0.3.pdf
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paper/fig_cdf_env_p0.4.pdf
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paper/fig_cdf_env_p0.6.pdf
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paper/fig_cdf_env_p1.0.pdf
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paper/fig_cdf_patch_repeat_tridalta_all_the_data_p0.3_minmax.pdf
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paper/fig_cdf_patch_repeat_tridalta_all_the_data_p0.3_minmax.pdf
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paper/fig_cdf_patch_repeat_tridelta_all_the_data_p0.3.pdf
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paper/fig_cdf_patch_repeat_tridelta_p0.3.pdf
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paper/fig_cdf_patch_repeat_tridelta_p0.3.pdf
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paper/fig_covar_env_p0.3.pdf
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paper/fig_covar_env_p0.4.pdf
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paper/fig_covar_env_p0.6.pdf
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paper/fig_covar_env_p1.0.pdf
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paper/fig_covar_env_p1.0.pdf
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paper/fig_covar_patch_repeat_tridelta_all_the_data_p0.3.pdf
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paper/fig_covar_patch_repeat_tridelta_p0.3.pdf
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paper/fig_covar_patch_repeat_tridelta_p0.3.pdf
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Results calculated from plots fig_covar_antenna_wire_30mm_p0.3.pdf / fig_cdf_antenna_wire_30mm_p0.3.pdf on 2025-07-09T17:58:23.594765
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Results calculated from plots fig_covar_antenna_wire_30mm_p0.3.pdf / fig_cdf_antenna_wire_30mm_p0.3.pdf on 2025-07-10T11:36:29.905186
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setting threshold for quantile 0.001
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setting threshold for quantile 0.001
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Baseline threshold set at 0.984799
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Baseline threshold set at 0.984799
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Results calculated from plots fig_covar_antenna_wire_30mm_p0.3_minmax.pdf / fig_cdf_antenna_wire_30mm_p0.3_minmax.pdf on 2025-07-09T17:58:23.705371
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Results calculated from plots fig_covar_antenna_wire_30mm_p0.3_minmax.pdf / fig_cdf_antenna_wire_30mm_p0.3_minmax.pdf on 2025-07-10T11:36:30.043276
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setting threshold for quantile 0.001
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setting threshold for quantile 0.001
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Baseline threshold set at 0.414871
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Baseline threshold set at 0.414871
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Results calculated from plots fig_covar_distinguish_copies.pdf / fig_cdf_distinguish_copies.pdf on 2025-07-09T17:58:15.907634
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Results calculated from plots fig_covar_distinguish_copies.pdf / fig_cdf_distinguish_copies.pdf on 2025-07-10T11:36:13.912164
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setting threshold for quantile 0.001
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setting threshold for quantile 0.001
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Baseline threshold set at 0.968471
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Baseline threshold set at 0.976282
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Distribution parameters:
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Distribution parameters:
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Within class: 0.978±0.00301 min: 0.974 max: 0.982
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Within class: 0.98±0.00119 min: 0.978 max: 0.982
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Cross class: 0.972±0.00323 min: 0.964 max: 0.976
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Cross class: 0.973±0.00256 min: 0.968 max: 0.976
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Type 1 error (false alarm rate): 0.001000000000
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Type 1 error (false alarm rate): 0.001000000000
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Type 2 error (missed alarm rate): 0.854339164110
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Type 2 error (missed alarm rate): 0.097963667345
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EER: 0.23333333333333334 th: 0.9742671141482576
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EER: 0.0 th: 0.9783344188685095
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Results calculated from plots fig_covar_distinguish_layouts.pdf / fig_cdf_distinguish_layouts.pdf on 2025-07-09T17:58:16.095114
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Results calculated from plots fig_covar_distinguish_layouts.pdf / fig_cdf_distinguish_layouts.pdf on 2025-07-10T11:36:14.156461
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setting threshold for quantile 0.001
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setting threshold for quantile 0.001
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Baseline threshold set at 0.106885
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Baseline threshold set at 0.078150
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Distribution parameters:
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Distribution parameters:
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Within class: 0.318±0.0684 min: 0.221 max: 0.438
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Within class: 0.326±0.0803 min: 0.209 max: 0.438
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Cross class: -0.247±0.369 min: -1.01 max: 0.122
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Cross class: -0.253±0.368 min: -1.01 max: 0.122
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Type 1 error (false alarm rate): 0.001000000000
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Type 1 error (false alarm rate): 0.001000000000
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Type 2 error (missed alarm rate): 0.168686174058
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Type 2 error (missed alarm rate): 0.184411874207
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EER: 0.0 th: 0.2132482612886455
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EER: 0.0 th: 0.18489684728102906
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Results calculated from plots fig_covar_environment_p0.3.pdf / fig_cdf_environment_p0.3.pdf on 2025-07-09T17:58:24.165649
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Results calculated from plots fig_covar_environment_p0.3.pdf / fig_cdf_environment_p0.3.pdf on 2025-07-10T11:36:30.623074
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setting threshold for quantile 0.001
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setting threshold for quantile 0.001
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Baseline threshold set at 0.981947
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Baseline threshold set at 0.998123
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Distribution parameters:
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Distribution parameters:
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Within class: 0.985±0.00113 min: 0.983 max: 0.988
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Within class: 0.999±0.000158 min: 0.998 max: 0.999
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Cross class: 0.983±0.00197 min: 0.979 max: 0.988
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Cross class: 0.998±0.000146 min: 0.998 max: 0.999
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Type 1 error (false alarm rate): 0.001000000000
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Type 1 error (false alarm rate): 0.001000000000
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Type 2 error (missed alarm rate): 0.782491864956
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Type 2 error (missed alarm rate): 0.921090860452
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EER: 0.2542372881355932 th: 0.9847138262468288
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EER: 0.20936863543788187 th: 0.9984578039815136
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Results calculated from plots fig_covar_environment_p0.3_minmax.pdf / fig_cdf_environment_p0.3_minmax.pdf on 2025-07-09T17:58:24.041479
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Results calculated from plots fig_covar_environment_p0.3_minmax.pdf / fig_cdf_environment_p0.3_minmax.pdf on 2025-07-10T11:36:30.474613
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setting threshold for quantile 0.001
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setting threshold for quantile 0.001
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Baseline threshold set at 0.277766
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Baseline threshold set at 0.277766
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Results calculated from plots fig_covar_environment_p0.4.pdf / fig_cdf_environment_p0.4.pdf on 2025-07-09T17:58:24.471413
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Results calculated from plots fig_covar_environment_p0.4.pdf / fig_cdf_environment_p0.4.pdf on 2025-07-10T11:36:31.015164
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setting threshold for quantile 0.001
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setting threshold for quantile 0.001
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Baseline threshold set at 0.970144
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Baseline threshold set at 0.999378
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Distribution parameters:
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Distribution parameters:
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Within class: 0.973±0.000913 min: 0.971 max: 0.975
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Within class: 0.999±2.18e-05 min: 0.999 max: 0.999
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Cross class: 0.974±0.00199 min: 0.968 max: 0.979
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Cross class: 0.999±4.11e-05 min: 0.999 max: 0.999
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Type 1 error (false alarm rate): 0.001000000000
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Type 1 error (false alarm rate): 0.001000000000
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Type 2 error (missed alarm rate): 0.963331716248
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Type 2 error (missed alarm rate): 0.453639992261
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EER: 0.5886148007590133 th: 0.9731656109218264
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EER: 0.12044817927170869 th: 0.9994190026494827
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Results calculated from plots fig_covar_environment_p0.4_minmax.pdf / fig_cdf_environment_p0.4_minmax.pdf on 2025-07-09T17:58:24.349200
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Results calculated from plots fig_covar_environment_p0.4_minmax.pdf / fig_cdf_environment_p0.4_minmax.pdf on 2025-07-10T11:36:30.864435
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setting threshold for quantile 0.001
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setting threshold for quantile 0.001
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Baseline threshold set at -0.224840
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Baseline threshold set at -0.224840
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